FileBase DT1_rLS_20150717_0um_150717_150211 ElecNo 1 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 0.20 and 0.31 GB. - 8 bytes per element (scalar), 13659300 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.04 and 0.05 GB. - 8 bytes per element (scalar), 2458674 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.01 and 0.01 GB. - 2 bytes per element (data_int), 2458674 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.00 and 0.01 GB. - 1 bytes per element (char), 2458674 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.00 and 0.01 GB. - 1 bytes per element (char), 2458674 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), 4050 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=273186, nDims=9, MaxPossibleClusters=50 Total memory usage will be between 0.26 and 0.39 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 273186 data points of dimension 9. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 273186 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 12 (436 points): Lose 6.785892 but Gain 344.242474 Iteration 0F (3.122263 sec): 19 clusters Score: Raw -5866140.829939 + Penalty 6196.364540 = -5859944.465399 nChanged 258284 Iteration 1F (4.744983 sec): 19 clusters Score: Raw -6713132.319897 + Penalty 6196.364540 = -6706935.955357 nChanged 91172 Iteration 2F (6.403856 sec): 19 clusters Score: Raw -6864480.203588 + Penalty 6196.364540 = -6858283.839049 nChanged 54662 Deleting Class 7 (130 points): Lose 290.118629 but Gain 344.242474 Iteration 3F (8.073749 sec): 18 clusters Score: Raw -6942847.969347 + Penalty 5852.122065 = -6936995.847282 nChanged 36904 Iteration 4F (9.669503 sec): 18 clusters Score: Raw -6986377.765082 + Penalty 5852.122065 = -6980525.643017 nChanged 26823 Iteration 5F (11.220824 sec): 18 clusters Score: Raw -7023791.421328 + Penalty 5852.122065 = -7017939.299263 nChanged 22193 Iteration 6F (12.804181 sec): 18 clusters Score: Raw -7048860.468475 + Penalty 5852.122065 = -7043008.346410 nChanged 17689 Iteration 7F (14.332716 sec): 18 clusters Score: Raw -7065761.112369 + Penalty 5852.122065 = -7059908.990304 nChanged 14487 Iteration 8F (15.889592 sec): 18 clusters Score: Raw -7077418.187387 + Penalty 5852.122065 = -7071566.065322 nChanged 12616 Iteration 9Q (17.016032 sec): 18 clusters Score: Raw -7085901.319761 + Penalty 5852.122065 = -7080049.197696 nChanged 11698 Iteration 10Q (18.240297 sec): 18 clusters Score: Raw -7092955.720678 + Penalty 5852.122065 = -7087103.598613 nChanged 11220 Iteration 11Q (19.512642 sec): 18 clusters Score: Raw -7099459.902122 + Penalty 5852.122065 = -7093607.780057 nChanged 10741 Iteration 12Q (20.670898 sec): 18 clusters Score: Raw -7105934.662765 + Penalty 5852.122065 = -7100082.540700 nChanged 10477 Iteration 13Q (21.814879 sec): 18 clusters Score: Raw -7112468.083472 + Penalty 5852.122065 = -7106615.961407 nChanged 9655 Iteration 14Q (22.915498 sec): 18 clusters Score: Raw -7118222.414833 + Penalty 5852.122065 = -7112370.292768 nChanged 8498 Iteration 15Q (24.024611 sec): 18 clusters Score: Raw -7122942.043453 + Penalty 5852.122065 = -7117089.921387 nChanged 7320 Iteration 16Q (25.192911 sec): 18 clusters Score: Raw -7126829.538576 + Penalty 5852.122065 = -7120977.416511 nChanged 6333 Iteration 17Q (26.360173 sec): 18 clusters Score: Raw -7129831.267330 + Penalty 5852.122065 = -7123979.145265 nChanged 5283 Iteration 18Q (27.535992 sec): 18 clusters Score: Raw -7132043.493958 + Penalty 5852.122065 = -7126191.371893 nChanged 4295 Iteration 19Q (28.716606 sec): 18 clusters Score: Raw -7133678.506912 + Penalty 5852.122065 = -7127826.384846 nChanged 3542 Writing temp clu file Because OldScore, -7126191.371893, is greater than current (better) Score,-7127826.384846 Compute initial score before splitting: Score: Raw -7133678.506912 + Penalty 5852.122065 = -7127826.384846 Trying to split cluster 1 (10036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.853073 sec): 2 clusters Score: Raw -246006.817469 + Penalty 253.383182 = -245753.434286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.907910 sec): 3 clusters Score: Raw -239667.472697 + Penalty 506.766365 = -239160.706332 nChanged 4751 SP:Iteration 1F (28.973656 sec): 3 clusters Score: Raw -243289.892818 + Penalty 506.766365 = -242783.126453 nChanged 928 SP:Iteration 2F (29.019272 sec): 3 clusters Score: Raw -244277.083534 + Penalty 506.766365 = -243770.317169 nChanged 953 SP:Iteration 3F (29.090625 sec): 3 clusters Score: Raw -245309.887161 + Penalty 506.766365 = -244803.120796 nChanged 734 SP:Iteration 4F (29.144553 sec): 3 clusters Score: Raw -245894.387936 + Penalty 506.766365 = -245387.621571 nChanged 425 SP:Iteration 5Q (29.193262 sec): 3 clusters Score: Raw -246188.461147 + Penalty 506.766365 = -245681.694782 nChanged 245 SP:Iteration 6Q (29.257513 sec): 3 clusters Score: Raw -246376.469421 + Penalty 506.766365 = -245869.703056 nChanged 169 SP:Iteration 7Q (29.306042 sec): 3 clusters Score: Raw -246534.422253 + Penalty 506.766365 = -246027.655888 nChanged 145 SP:Iteration 8Q (29.366898 sec): 3 clusters Score: Raw -246657.341749 + Penalty 506.766365 = -246150.575384 nChanged 121 SP:Iteration 9Q (29.425830 sec): 3 clusters Score: Raw -246757.121549 + Penalty 506.766365 = -246250.355184 nChanged 157 SP:Iteration 10Q (29.483914 sec): 3 clusters Score: Raw -246907.270354 + Penalty 506.766365 = -246400.503989 nChanged 165 SP:Iteration 11Q (29.530225 sec): 3 clusters Score: Raw -247094.287925 + Penalty 506.766365 = -246587.521560 nChanged 149 SP:Iteration 12Q (29.589463 sec): 3 clusters Score: Raw -247326.819273 + Penalty 506.766365 = -246820.052908 nChanged 145 SP:Iteration 13Q (29.634517 sec): 3 clusters Score: Raw -247716.478719 + Penalty 506.766365 = -247209.712354 nChanged 129 SP:Iteration 14Q (29.700915 sec): 3 clusters Score: Raw -248373.764939 + Penalty 506.766365 = -247866.998574 nChanged 60 SP:Iteration 15Q (29.754688 sec): 3 clusters Score: Raw -248633.412553 + Penalty 506.766365 = -248126.646189 nChanged 17 SP:Iteration 16Q (29.804785 sec): 3 clusters Score: Raw -248640.409537 + Penalty 506.766365 = -248133.643172 nChanged 8 SP:Iteration 17Q (29.860561 sec): 3 clusters Score: Raw -248642.200413 + Penalty 506.766365 = -248135.434048 nChanged 2 SP:Iteration 18Q (29.907248 sec): 3 clusters Score: Raw -248645.076944 + Penalty 506.766365 = -248138.310579 nChanged 1 SP:Iteration 19Q (29.963972 sec): 3 clusters Score: Raw -248645.316773 + Penalty 506.766365 = -248138.550408 nChanged 0 SP:Iteration 20F (30.021506 sec): 3 clusters Score: Raw -248648.068768 + Penalty 506.766365 = -248141.302403 nChanged 2 SP:Iteration 21Q (30.073382 sec): 3 clusters Score: Raw -248650.270799 + Penalty 506.766365 = -248143.504434 nChanged 3 SP:Iteration 22Q (30.115090 sec): 3 clusters Score: Raw -248651.232445 + Penalty 506.766365 = -248144.466080 nChanged 1 SP:Iteration 23Q (30.167597 sec): 3 clusters Score: Raw -248651.348187 + Penalty 506.766365 = -248144.581822 nChanged 0 SP:Iteration 24F (30.229198 sec): 3 clusters Score: Raw -248651.348187 + Penalty 506.766365 = -248144.581822 nChanged 0 Score: Raw -7136860.017749 + Penalty 6196.364540 = -7130663.653210 Splitting cluster 1 changes total score from -7127826.384846 to -7130663.653210 So it's getting split into cluster 7. Trying to split cluster 2 (3362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.911641 sec): 2 clusters Score: Raw -99987.143229 + Penalty 223.308011 = -99763.835218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.963178 sec): 3 clusters Score: Raw -97947.924792 + Penalty 446.616022 = -97501.308770 nChanged 1549 SP:Iteration 1F (32.022529 sec): 3 clusters Score: Raw -99049.741550 + Penalty 446.616022 = -98603.125527 nChanged 265 SP:Iteration 2F (32.075726 sec): 3 clusters Score: Raw -99270.226325 + Penalty 446.616022 = -98823.610303 nChanged 246 SP:Iteration 3F (32.128161 sec): 3 clusters Score: Raw -99492.797017 + Penalty 446.616022 = -99046.180994 nChanged 201 SP:Iteration 4F (32.178569 sec): 3 clusters Score: Raw -99654.881026 + Penalty 446.616022 = -99208.265004 nChanged 162 SP:Iteration 5Q (32.228334 sec): 3 clusters Score: Raw -99757.238703 + Penalty 446.616022 = -99310.622680 nChanged 107 SP:Iteration 6Q (32.278088 sec): 3 clusters Score: Raw -99808.493710 + Penalty 446.616022 = -99361.877687 nChanged 74 SP:Iteration 7Q (32.331061 sec): 3 clusters Score: Raw -99845.185977 + Penalty 446.616022 = -99398.569954 nChanged 69 SP:Iteration 8Q (32.377194 sec): 3 clusters Score: Raw -99879.642060 + Penalty 446.616022 = -99433.026038 nChanged 54 SP:Iteration 9Q (32.426691 sec): 3 clusters Score: Raw -99899.452290 + Penalty 446.616022 = -99452.836268 nChanged 44 SP:Iteration 10Q (32.472300 sec): 3 clusters Score: Raw -99919.326358 + Penalty 446.616022 = -99472.710336 nChanged 43 SP:Iteration 11Q (32.530714 sec): 3 clusters Score: Raw -99940.132557 + Penalty 446.616022 = -99493.516534 nChanged 52 SP:Iteration 12Q (32.582330 sec): 3 clusters Score: Raw -99966.561314 + Penalty 446.616022 = -99519.945291 nChanged 40 SP:Iteration 13Q (32.626830 sec): 3 clusters Score: Raw -99979.088879 + Penalty 446.616022 = -99532.472857 nChanged 37 SP:Iteration 14Q (32.678686 sec): 3 clusters Score: Raw -99988.243735 + Penalty 446.616022 = -99541.627713 nChanged 22 SP:Iteration 15Q (32.737149 sec): 3 clusters Score: Raw -99993.050993 + Penalty 446.616022 = -99546.434971 nChanged 19 SP:Iteration 16Q (32.783145 sec): 3 clusters Score: Raw -99996.023060 + Penalty 446.616022 = -99549.407037 nChanged 15 SP:Iteration 17Q (32.828201 sec): 3 clusters Score: Raw -99997.993161 + Penalty 446.616022 = -99551.377139 nChanged 10 SP:Iteration 18Q (32.874943 sec): 3 clusters Score: Raw -99999.456384 + Penalty 446.616022 = -99552.840361 nChanged 9 SP:Iteration 19Q (32.930878 sec): 3 clusters Score: Raw -99999.995199 + Penalty 446.616022 = -99553.379176 nChanged 5 SP:Iteration 20F (32.978372 sec): 3 clusters Score: Raw -100000.571721 + Penalty 446.616022 = -99553.955699 nChanged 5 SP:Iteration 21Q (33.018649 sec): 3 clusters Score: Raw -100001.254260 + Penalty 446.616022 = -99554.638238 nChanged 3 SP:Iteration 22Q (33.068688 sec): 3 clusters Score: Raw -100001.442375 + Penalty 446.616022 = -99554.826353 nChanged 2 SP:Iteration 23Q (33.125262 sec): 3 clusters Score: Raw -100001.526671 + Penalty 446.616022 = -99554.910649 nChanged 1 SP:Iteration 24Q (33.171304 sec): 3 clusters Score: Raw -100001.540085 + Penalty 446.616022 = -99554.924062 nChanged 0 SP:Iteration 25F (33.225430 sec): 3 clusters Score: Raw -100001.540085 + Penalty 446.616022 = -99554.924062 nChanged 0 Trying to split cluster 3 (6579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.248951 sec): 2 clusters Score: Raw -162251.510428 + Penalty 241.770046 = -162009.740382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.300868 sec): 3 clusters Score: Raw -158085.659599 + Penalty 483.540092 = -157602.119507 nChanged 3065 SP:Iteration 1F (33.347745 sec): 3 clusters Score: Raw -160344.871205 + Penalty 483.540092 = -159861.331113 nChanged 567 SP:Iteration 2F (33.391706 sec): 3 clusters Score: Raw -160810.709711 + Penalty 483.540092 = -160327.169619 nChanged 480 SP:Iteration 3F (33.451801 sec): 3 clusters Score: Raw -161115.854359 + Penalty 483.540092 = -160632.314267 nChanged 349 SP:Iteration 4F (33.503195 sec): 3 clusters Score: Raw -161288.408073 + Penalty 483.540092 = -160804.867981 nChanged 253 SP:Iteration 5Q (33.553328 sec): 3 clusters Score: Raw -161381.576489 + Penalty 483.540092 = -160898.036396 nChanged 156 SP:Iteration 6Q (33.609884 sec): 3 clusters Score: Raw -161432.157165 + Penalty 483.540092 = -160948.617073 nChanged 121 SP:Iteration 7Q (33.668904 sec): 3 clusters Score: Raw -161464.295902 + Penalty 483.540092 = -160980.755810 nChanged 100 SP:Iteration 8Q (33.719743 sec): 3 clusters Score: Raw -161488.460654 + Penalty 483.540092 = -161004.920562 nChanged 103 SP:Iteration 9Q (33.764892 sec): 3 clusters Score: Raw -161518.375971 + Penalty 483.540092 = -161034.835879 nChanged 98 SP:Iteration 10Q (33.817187 sec): 3 clusters Score: Raw -161544.901855 + Penalty 483.540092 = -161061.361763 nChanged 92 SP:Iteration 11Q (33.884759 sec): 3 clusters Score: Raw -161568.520736 + Penalty 483.540092 = -161084.980644 nChanged 84 SP:Iteration 12Q (33.925035 sec): 3 clusters Score: Raw -161588.904808 + Penalty 483.540092 = -161105.364716 nChanged 88 SP:Iteration 13Q (33.987391 sec): 3 clusters Score: Raw -161612.200470 + Penalty 483.540092 = -161128.660378 nChanged 66 SP:Iteration 14Q (34.044970 sec): 3 clusters Score: Raw -161624.367702 + Penalty 483.540092 = -161140.827610 nChanged 52 SP:Iteration 15Q (34.086672 sec): 3 clusters Score: Raw -161633.691034 + Penalty 483.540092 = -161150.150942 nChanged 56 SP:Iteration 16Q (34.140014 sec): 3 clusters Score: Raw -161643.505524 + Penalty 483.540092 = -161159.965432 nChanged 60 SP:Iteration 17Q (34.197325 sec): 3 clusters Score: Raw -161654.032675 + Penalty 483.540092 = -161170.492583 nChanged 53 SP:Iteration 18Q (34.248717 sec): 3 clusters Score: Raw -161662.681374 + Penalty 483.540092 = -161179.141282 nChanged 48 SP:Iteration 19Q (34.305024 sec): 3 clusters Score: Raw -161670.019034 + Penalty 483.540092 = -161186.478942 nChanged 45 SP:Iteration 20F (34.361275 sec): 3 clusters Score: Raw -161675.824916 + Penalty 483.540092 = -161192.284824 nChanged 37 SP:Iteration 21Q (34.415169 sec): 3 clusters Score: Raw -161681.270177 + Penalty 483.540092 = -161197.730085 nChanged 38 SP:Iteration 22Q (34.452049 sec): 3 clusters Score: Raw -161686.649824 + Penalty 483.540092 = -161203.109732 nChanged 32 SP:Iteration 23Q (34.503486 sec): 3 clusters Score: Raw -161692.005608 + Penalty 483.540092 = -161208.465516 nChanged 38 SP:Iteration 24Q (34.561270 sec): 3 clusters Score: Raw -161698.114117 + Penalty 483.540092 = -161214.574025 nChanged 40 SP:Iteration 25Q (34.613621 sec): 3 clusters Score: Raw -161705.070306 + Penalty 483.540092 = -161221.530214 nChanged 37 SP:Iteration 26Q (34.669722 sec): 3 clusters Score: Raw -161711.538064 + Penalty 483.540092 = -161227.997972 nChanged 37 SP:Iteration 27Q (34.717483 sec): 3 clusters Score: Raw -161717.811697 + Penalty 483.540092 = -161234.271605 nChanged 46 SP:Iteration 28Q (34.772410 sec): 3 clusters Score: Raw -161725.149916 + Penalty 483.540092 = -161241.609824 nChanged 41 SP:Iteration 29Q (34.831018 sec): 3 clusters Score: Raw -161731.821601 + Penalty 483.540092 = -161248.281509 nChanged 39 SP:Iteration 30Q (34.883291 sec): 3 clusters Score: Raw -161738.671468 + Penalty 483.540092 = -161255.131376 nChanged 53 SP:Iteration 31Q (34.937637 sec): 3 clusters Score: Raw -161747.493918 + Penalty 483.540092 = -161263.953826 nChanged 55 SP:Iteration 32Q (34.990799 sec): 3 clusters Score: Raw -161756.397858 + Penalty 483.540092 = -161272.857766 nChanged 52 SP:Iteration 33Q (35.027393 sec): 3 clusters Score: Raw -161764.041659 + Penalty 483.540092 = -161280.501567 nChanged 48 SP:Iteration 34Q (35.080281 sec): 3 clusters Score: Raw -161772.448214 + Penalty 483.540092 = -161288.908122 nChanged 44 SP:Iteration 35Q (35.135323 sec): 3 clusters Score: Raw -161781.665141 + Penalty 483.540092 = -161298.125049 nChanged 46 SP:Iteration 36Q (35.192855 sec): 3 clusters Score: Raw -161794.089124 + Penalty 483.540092 = -161310.549032 nChanged 62 SP:Iteration 37Q (35.246336 sec): 3 clusters Score: Raw -161811.177463 + Penalty 483.540092 = -161327.637371 nChanged 56 SP:Iteration 38Q (35.296628 sec): 3 clusters Score: Raw -161825.683156 + Penalty 483.540092 = -161342.143064 nChanged 66 SP:Iteration 39Q (35.346536 sec): 3 clusters Score: Raw -161843.065615 + Penalty 483.540092 = -161359.525523 nChanged 75 SP:Iteration 40F (35.395647 sec): 3 clusters Score: Raw -161865.484836 + Penalty 483.540092 = -161381.944744 nChanged 78 SP:Iteration 41Q (35.444883 sec): 3 clusters Score: Raw -161891.262397 + Penalty 483.540092 = -161407.722305 nChanged 79 SP:Iteration 42Q (35.490903 sec): 3 clusters Score: Raw -161916.750647 + Penalty 483.540092 = -161433.210555 nChanged 81 SP:Iteration 43Q (35.547714 sec): 3 clusters Score: Raw -161943.762275 + Penalty 483.540092 = -161460.222183 nChanged 87 SP:Iteration 44Q (35.609718 sec): 3 clusters Score: Raw -161972.267323 + Penalty 483.540092 = -161488.727231 nChanged 85 SP:Iteration 45Q (35.656710 sec): 3 clusters Score: Raw -162001.172034 + Penalty 483.540092 = -161517.631942 nChanged 77 SP:Iteration 46Q (35.711627 sec): 3 clusters Score: Raw -162027.179169 + Penalty 483.540092 = -161543.639077 nChanged 77 SP:Iteration 47Q (35.763000 sec): 3 clusters Score: Raw -162056.620859 + Penalty 483.540092 = -161573.080767 nChanged 80 SP:Iteration 48Q (35.807594 sec): 3 clusters Score: Raw -162092.475544 + Penalty 483.540092 = -161608.935452 nChanged 76 SP:Iteration 49Q (35.866647 sec): 3 clusters Score: Raw -162134.957366 + Penalty 483.540092 = -161651.417274 nChanged 76 SP:Iteration 50Q (35.907133 sec): 3 clusters Score: Raw -162175.204341 + Penalty 483.540092 = -161691.664249 nChanged 44 SP:Iteration 51Q (35.960936 sec): 3 clusters Score: Raw -162195.365683 + Penalty 483.540092 = -161711.825591 nChanged 38 SP:Iteration 52Q (36.002724 sec): 3 clusters Score: Raw -162210.921934 + Penalty 483.540092 = -161727.381842 nChanged 39 SP:Iteration 53Q (36.054010 sec): 3 clusters Score: Raw -162226.179308 + Penalty 483.540092 = -161742.639216 nChanged 30 SP:Iteration 54Q (36.102681 sec): 3 clusters Score: Raw -162237.348685 + Penalty 483.540092 = -161753.808593 nChanged 24 SP:Iteration 55Q (36.144358 sec): 3 clusters Score: Raw -162245.005476 + Penalty 483.540092 = -161761.465384 nChanged 21 SP:Iteration 56Q (36.191997 sec): 3 clusters Score: Raw -162250.179053 + Penalty 483.540092 = -161766.638961 nChanged 17 SP:Iteration 57Q (36.235466 sec): 3 clusters Score: Raw -162254.441577 + Penalty 483.540092 = -161770.901485 nChanged 20 SP:Iteration 58Q (36.283231 sec): 3 clusters Score: Raw -162262.894715 + Penalty 483.540092 = -161779.354623 nChanged 24 SP:Iteration 59Q (36.343308 sec): 3 clusters Score: Raw -162275.459783 + Penalty 483.540092 = -161791.919691 nChanged 21 SP:Iteration 60F (36.392759 sec): 3 clusters Score: Raw -162286.285184 + Penalty 483.540092 = -161802.745092 nChanged 15 SP:Iteration 61Q (36.448830 sec): 3 clusters Score: Raw -162295.363016 + Penalty 483.540092 = -161811.822924 nChanged 15 SP:Iteration 62Q (36.492216 sec): 3 clusters Score: Raw -162300.509295 + Penalty 483.540092 = -161816.969203 nChanged 5 SP:Iteration 63Q (36.557179 sec): 3 clusters Score: Raw -162302.677264 + Penalty 483.540092 = -161819.137172 nChanged 4 SP:Iteration 64Q (36.601875 sec): 3 clusters Score: Raw -162303.450566 + Penalty 483.540092 = -161819.910474 nChanged 2 SP:Iteration 65Q (36.645384 sec): 3 clusters Score: Raw -162304.376878 + Penalty 483.540092 = -161820.836786 nChanged 1 SP:Iteration 66Q (36.698516 sec): 3 clusters Score: Raw -162304.502257 + Penalty 483.540092 = -161820.962165 nChanged 0 SP:Iteration 67F (36.741113 sec): 3 clusters Score: Raw -162304.502257 + Penalty 483.540092 = -161820.962165 nChanged 0 Trying to split cluster 4 (4194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.772267 sec): 2 clusters Score: Raw -125815.144557 + Penalty 229.388781 = -125585.755776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.811558 sec): 3 clusters Score: Raw -123301.525816 + Penalty 458.777562 = -122842.748255 nChanged 1934 SP:Iteration 1F (36.857061 sec): 3 clusters Score: Raw -124879.538777 + Penalty 458.777562 = -124420.761215 nChanged 434 SP:Iteration 2F (36.899964 sec): 3 clusters Score: Raw -125286.466881 + Penalty 458.777562 = -124827.689319 nChanged 326 SP:Iteration 3F (36.956025 sec): 3 clusters Score: Raw -125559.897448 + Penalty 458.777562 = -125101.119887 nChanged 211 SP:Iteration 4F (36.991693 sec): 3 clusters Score: Raw -125706.129001 + Penalty 458.777562 = -125247.351439 nChanged 138 SP:Iteration 5Q (37.046077 sec): 3 clusters Score: Raw -125799.433868 + Penalty 458.777562 = -125340.656306 nChanged 89 SP:Iteration 6Q (37.093685 sec): 3 clusters Score: Raw -125843.418814 + Penalty 458.777562 = -125384.641252 nChanged 55 SP:Iteration 7Q (37.146081 sec): 3 clusters Score: Raw -125862.703295 + Penalty 458.777562 = -125403.925734 nChanged 34 SP:Iteration 8Q (37.199064 sec): 3 clusters Score: Raw -125876.156791 + Penalty 458.777562 = -125417.379229 nChanged 39 SP:Iteration 9Q (37.245854 sec): 3 clusters Score: Raw -125893.091900 + Penalty 458.777562 = -125434.314338 nChanged 39 SP:Iteration 10Q (37.291041 sec): 3 clusters Score: Raw -125912.594985 + Penalty 458.777562 = -125453.817423 nChanged 34 SP:Iteration 11Q (37.338912 sec): 3 clusters Score: Raw -125925.503309 + Penalty 458.777562 = -125466.725747 nChanged 36 SP:Iteration 12Q (37.386522 sec): 3 clusters Score: Raw -125939.687942 + Penalty 458.777562 = -125480.910380 nChanged 28 SP:Iteration 13Q (37.431277 sec): 3 clusters Score: Raw -125950.641490 + Penalty 458.777562 = -125491.863928 nChanged 26 SP:Iteration 14Q (37.481454 sec): 3 clusters Score: Raw -125961.088943 + Penalty 458.777562 = -125502.311381 nChanged 19 SP:Iteration 15Q (37.536353 sec): 3 clusters Score: Raw -125967.146871 + Penalty 458.777562 = -125508.369309 nChanged 13 SP:Iteration 16Q (37.580847 sec): 3 clusters Score: Raw -125971.189119 + Penalty 458.777562 = -125512.411557 nChanged 14 SP:Iteration 17Q (37.631175 sec): 3 clusters Score: Raw -125974.818718 + Penalty 458.777562 = -125516.041156 nChanged 12 SP:Iteration 18Q (37.677684 sec): 3 clusters Score: Raw -125978.044100 + Penalty 458.777562 = -125519.266539 nChanged 15 SP:Iteration 19Q (37.718572 sec): 3 clusters Score: Raw -125981.768556 + Penalty 458.777562 = -125522.990994 nChanged 12 SP:Iteration 20F (37.770298 sec): 3 clusters Score: Raw -125984.883610 + Penalty 458.777562 = -125526.106048 nChanged 9 SP:Iteration 21Q (37.820491 sec): 3 clusters Score: Raw -125986.635244 + Penalty 458.777562 = -125527.857682 nChanged 11 SP:Iteration 22Q (37.869038 sec): 3 clusters Score: Raw -125988.696742 + Penalty 458.777562 = -125529.919181 nChanged 10 SP:Iteration 23Q (37.924892 sec): 3 clusters Score: Raw -125991.340463 + Penalty 458.777562 = -125532.562902 nChanged 9 SP:Iteration 24Q (37.974428 sec): 3 clusters Score: Raw -125993.097045 + Penalty 458.777562 = -125534.319483 nChanged 11 SP:Iteration 25Q (38.022581 sec): 3 clusters Score: Raw -125998.022788 + Penalty 458.777562 = -125539.245227 nChanged 13 SP:Iteration 26Q (38.066479 sec): 3 clusters Score: Raw -126002.122308 + Penalty 458.777562 = -125543.344746 nChanged 14 SP:Iteration 27Q (38.114223 sec): 3 clusters Score: Raw -126005.217433 + Penalty 458.777562 = -125546.439871 nChanged 10 SP:Iteration 28Q (38.157454 sec): 3 clusters Score: Raw -126007.344380 + Penalty 458.777562 = -125548.566819 nChanged 7 SP:Iteration 29Q (38.209151 sec): 3 clusters Score: Raw -126008.843379 + Penalty 458.777562 = -125550.065817 nChanged 7 SP:Iteration 30Q (38.245974 sec): 3 clusters Score: Raw -126009.834347 + Penalty 458.777562 = -125551.056785 nChanged 6 SP:Iteration 31Q (38.285705 sec): 3 clusters Score: Raw -126010.351264 + Penalty 458.777562 = -125551.573703 nChanged 4 SP:Iteration 32Q (38.335877 sec): 3 clusters Score: Raw -126010.834429 + Penalty 458.777562 = -125552.056867 nChanged 3 SP:Iteration 33Q (38.385767 sec): 3 clusters Score: Raw -126011.005382 + Penalty 458.777562 = -125552.227820 nChanged 1 SP:Iteration 34Q (38.426220 sec): 3 clusters Score: Raw -126011.079371 + Penalty 458.777562 = -125552.301809 nChanged 0 SP:Iteration 35F (38.481551 sec): 3 clusters Score: Raw -126011.079371 + Penalty 458.777562 = -125552.301809 nChanged 0 Trying to split cluster 5 (44147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.550323 sec): 2 clusters Score: Raw -1248706.235487 + Penalty 294.120207 = -1248412.115280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.636367 sec): 3 clusters Score: Raw -1219236.809351 + Penalty 588.240414 = -1218648.568937 nChanged 21589 SP:Iteration 1F (38.722212 sec): 3 clusters Score: Raw -1235173.336996 + Penalty 588.240414 = -1234585.096582 nChanged 3778 SP:Iteration 2F (38.801807 sec): 3 clusters Score: Raw -1237830.262455 + Penalty 588.240414 = -1237242.022042 nChanged 3215 SP:Iteration 3F (38.885236 sec): 3 clusters Score: Raw -1240270.025118 + Penalty 588.240414 = -1239681.784704 nChanged 2842 SP:Iteration 4F (38.965132 sec): 3 clusters Score: Raw -1242272.720279 + Penalty 588.240414 = -1241684.479865 nChanged 2310 SP:Iteration 5F (39.034189 sec): 3 clusters Score: Raw -1243498.582852 + Penalty 588.240414 = -1242910.342438 nChanged 1678 SP:Iteration 6Q (39.125807 sec): 3 clusters Score: Raw -1244257.326525 + Penalty 588.240414 = -1243669.086111 nChanged 1316 SP:Iteration 7Q (39.206552 sec): 3 clusters Score: Raw -1244801.667819 + Penalty 588.240414 = -1244213.427405 nChanged 1125 SP:Iteration 8Q (39.286398 sec): 3 clusters Score: Raw -1245274.677241 + Penalty 588.240414 = -1244686.436827 nChanged 1061 SP:Iteration 9Q (39.370443 sec): 3 clusters Score: Raw -1245725.881723 + Penalty 588.240414 = -1245137.641309 nChanged 979 SP:Iteration 10Q (39.442865 sec): 3 clusters Score: Raw -1246132.549342 + Penalty 588.240414 = -1245544.308928 nChanged 912 SP:Iteration 11Q (39.535187 sec): 3 clusters Score: Raw -1246518.161688 + Penalty 588.240414 = -1245929.921274 nChanged 896 SP:Iteration 12Q (39.621182 sec): 3 clusters Score: Raw -1246896.205485 + Penalty 588.240414 = -1246307.965071 nChanged 902 SP:Iteration 13Q (39.698751 sec): 3 clusters Score: Raw -1247246.565578 + Penalty 588.240414 = -1246658.325164 nChanged 808 SP:Iteration 14Q (39.789550 sec): 3 clusters Score: Raw -1247514.698770 + Penalty 588.240414 = -1246926.458356 nChanged 657 SP:Iteration 15Q (39.860652 sec): 3 clusters Score: Raw -1247701.788678 + Penalty 588.240414 = -1247113.548264 nChanged 556 SP:Iteration 16Q (39.959055 sec): 3 clusters Score: Raw -1247835.845589 + Penalty 588.240414 = -1247247.605175 nChanged 483 SP:Iteration 17Q (40.043895 sec): 3 clusters Score: Raw -1247944.791639 + Penalty 588.240414 = -1247356.551225 nChanged 414 SP:Iteration 18Q (40.129989 sec): 3 clusters Score: Raw -1248026.646853 + Penalty 588.240414 = -1247438.406439 nChanged 356 SP:Iteration 19Q (40.214483 sec): 3 clusters Score: Raw -1248087.179650 + Penalty 588.240414 = -1247498.939236 nChanged 337 SP:Iteration 20F (40.297323 sec): 3 clusters Score: Raw -1248144.798120 + Penalty 588.240414 = -1247556.557706 nChanged 292 SP:Iteration 21Q (40.381567 sec): 3 clusters Score: Raw -1248187.695276 + Penalty 588.240414 = -1247599.454862 nChanged 288 SP:Iteration 22Q (40.465464 sec): 3 clusters Score: Raw -1248231.185717 + Penalty 588.240414 = -1247642.945303 nChanged 273 SP:Iteration 23Q (40.548701 sec): 3 clusters Score: Raw -1248267.471513 + Penalty 588.240414 = -1247679.231099 nChanged 247 SP:Iteration 24Q (40.631830 sec): 3 clusters Score: Raw -1248296.913019 + Penalty 588.240414 = -1247708.672605 nChanged 226 SP:Iteration 25Q (40.714280 sec): 3 clusters Score: Raw -1248322.072285 + Penalty 588.240414 = -1247733.831871 nChanged 214 SP:Iteration 26Q (40.799975 sec): 3 clusters Score: Raw -1248344.226102 + Penalty 588.240414 = -1247755.985688 nChanged 216 SP:Iteration 27Q (40.882911 sec): 3 clusters Score: Raw -1248369.877153 + Penalty 588.240414 = -1247781.636739 nChanged 216 SP:Iteration 28Q (40.964271 sec): 3 clusters Score: Raw -1248393.761295 + Penalty 588.240414 = -1247805.520881 nChanged 202 SP:Iteration 29Q (41.044084 sec): 3 clusters Score: Raw -1248414.183103 + Penalty 588.240414 = -1247825.942689 nChanged 193 SP:Iteration 30Q (41.126551 sec): 3 clusters Score: Raw -1248433.950406 + Penalty 588.240414 = -1247845.709992 nChanged 193 SP:Iteration 31Q (41.213088 sec): 3 clusters Score: Raw -1248453.159456 + Penalty 588.240414 = -1247864.919042 nChanged 196 SP:Iteration 32Q (41.298931 sec): 3 clusters Score: Raw -1248472.817838 + Penalty 588.240414 = -1247884.577424 nChanged 213 SP:Iteration 33Q (41.379303 sec): 3 clusters Score: Raw -1248493.502975 + Penalty 588.240414 = -1247905.262561 nChanged 228 SP:Iteration 34Q (41.463228 sec): 3 clusters Score: Raw -1248517.637175 + Penalty 588.240414 = -1247929.396761 nChanged 236 SP:Iteration 35Q (41.544240 sec): 3 clusters Score: Raw -1248543.252189 + Penalty 588.240414 = -1247955.011775 nChanged 238 SP:Iteration 36Q (41.625865 sec): 3 clusters Score: Raw -1248571.200803 + Penalty 588.240414 = -1247982.960389 nChanged 251 SP:Iteration 37Q (41.702023 sec): 3 clusters Score: Raw -1248604.725777 + Penalty 588.240414 = -1248016.485363 nChanged 264 SP:Iteration 38Q (41.787667 sec): 3 clusters Score: Raw -1248642.327555 + Penalty 588.240414 = -1248054.087141 nChanged 248 SP:Iteration 39Q (41.857948 sec): 3 clusters Score: Raw -1248682.824823 + Penalty 588.240414 = -1248094.584409 nChanged 263 SP:Iteration 40F (41.953468 sec): 3 clusters Score: Raw -1248733.193790 + Penalty 588.240414 = -1248144.953376 nChanged 272 SP:Iteration 41Q (42.031568 sec): 3 clusters Score: Raw -1248789.402635 + Penalty 588.240414 = -1248201.162221 nChanged 296 SP:Iteration 42Q (42.125082 sec): 3 clusters Score: Raw -1248850.267877 + Penalty 588.240414 = -1248262.027463 nChanged 284 SP:Iteration 43Q (42.213324 sec): 3 clusters Score: Raw -1248911.765709 + Penalty 588.240414 = -1248323.525295 nChanged 320 SP:Iteration 44Q (42.298312 sec): 3 clusters Score: Raw -1249006.510777 + Penalty 588.240414 = -1248418.270363 nChanged 364 SP:Iteration 45Q (42.382788 sec): 3 clusters Score: Raw -1249141.344797 + Penalty 588.240414 = -1248553.104383 nChanged 377 SP:Iteration 46Q (42.467132 sec): 3 clusters Score: Raw -1249312.402829 + Penalty 588.240414 = -1248724.162415 nChanged 401 SP:Iteration 47Q (42.549429 sec): 3 clusters Score: Raw -1249556.941504 + Penalty 588.240414 = -1248968.701090 nChanged 470 SP:Iteration 48Q (42.628333 sec): 3 clusters Score: Raw -1249885.106984 + Penalty 588.240414 = -1249296.866570 nChanged 523 SP:Iteration 49Q (42.709064 sec): 3 clusters Score: Raw -1250267.168731 + Penalty 588.240414 = -1249678.928317 nChanged 510 SP:Iteration 50Q (42.790692 sec): 3 clusters Score: Raw -1250631.882400 + Penalty 588.240414 = -1250043.641986 nChanged 493 SP:Iteration 51Q (42.869253 sec): 3 clusters Score: Raw -1250911.807902 + Penalty 588.240414 = -1250323.567488 nChanged 422 SP:Iteration 52Q (42.953302 sec): 3 clusters Score: Raw -1251067.007757 + Penalty 588.240414 = -1250478.767343 nChanged 324 SP:Iteration 53Q (43.031027 sec): 3 clusters Score: Raw -1251149.104938 + Penalty 588.240414 = -1250560.864524 nChanged 232 SP:Iteration 54Q (43.099838 sec): 3 clusters Score: Raw -1251184.962832 + Penalty 588.240414 = -1250596.722418 nChanged 170 SP:Iteration 55Q (43.190106 sec): 3 clusters Score: Raw -1251205.577594 + Penalty 588.240414 = -1250617.337180 nChanged 131 SP:Iteration 56Q (43.267052 sec): 3 clusters Score: Raw -1251218.258590 + Penalty 588.240414 = -1250630.018176 nChanged 97 SP:Iteration 57Q (43.345570 sec): 3 clusters Score: Raw -1251224.752183 + Penalty 588.240414 = -1250636.511769 nChanged 72 SP:Iteration 58Q (43.431722 sec): 3 clusters Score: Raw -1251228.236833 + Penalty 588.240414 = -1250639.996419 nChanged 55 SP:Iteration 59Q (43.517710 sec): 3 clusters Score: Raw -1251230.428773 + Penalty 588.240414 = -1250642.188359 nChanged 50 SP:Iteration 60F (43.599147 sec): 3 clusters Score: Raw -1251232.404764 + Penalty 588.240414 = -1250644.164350 nChanged 40 SP:Iteration 61Q (43.678500 sec): 3 clusters Score: Raw -1251233.670648 + Penalty 588.240414 = -1250645.430234 nChanged 43 SP:Iteration 62Q (43.760129 sec): 3 clusters Score: Raw -1251235.579569 + Penalty 588.240414 = -1250647.339155 nChanged 52 SP:Iteration 63Q (43.838845 sec): 3 clusters Score: Raw -1251238.373819 + Penalty 588.240414 = -1250650.133405 nChanged 61 SP:Iteration 64Q (43.908655 sec): 3 clusters Score: Raw -1251241.773140 + Penalty 588.240414 = -1250653.532726 nChanged 53 SP:Iteration 65Q (43.994927 sec): 3 clusters Score: Raw -1251244.511638 + Penalty 588.240414 = -1250656.271224 nChanged 62 SP:Iteration 66Q (44.077976 sec): 3 clusters Score: Raw -1251248.316525 + Penalty 588.240414 = -1250660.076111 nChanged 57 SP:Iteration 67Q (44.163354 sec): 3 clusters Score: Raw -1251251.120465 + Penalty 588.240414 = -1250662.880051 nChanged 47 SP:Iteration 68Q (44.245823 sec): 3 clusters Score: Raw -1251253.540769 + Penalty 588.240414 = -1250665.300355 nChanged 47 SP:Iteration 69Q (44.333554 sec): 3 clusters Score: Raw -1251255.316899 + Penalty 588.240414 = -1250667.076485 nChanged 43 SP:Iteration 70Q (44.413952 sec): 3 clusters Score: Raw -1251256.659302 + Penalty 588.240414 = -1250668.418888 nChanged 36 SP:Iteration 71Q (44.499330 sec): 3 clusters Score: Raw -1251257.725911 + Penalty 588.240414 = -1250669.485497 nChanged 26 SP:Iteration 72Q (44.579233 sec): 3 clusters Score: Raw -1251258.486187 + Penalty 588.240414 = -1250670.245773 nChanged 31 SP:Iteration 73Q (44.663075 sec): 3 clusters Score: Raw -1251259.516937 + Penalty 588.240414 = -1250671.276523 nChanged 30 SP:Iteration 74Q (44.755995 sec): 3 clusters Score: Raw -1251260.879349 + Penalty 588.240414 = -1250672.638935 nChanged 37 SP:Iteration 75Q (44.839250 sec): 3 clusters Score: Raw -1251262.667931 + Penalty 588.240414 = -1250674.427517 nChanged 43 SP:Iteration 76Q (44.916969 sec): 3 clusters Score: Raw -1251264.952158 + Penalty 588.240414 = -1250676.711744 nChanged 46 SP:Iteration 77Q (45.000351 sec): 3 clusters Score: Raw -1251267.373379 + Penalty 588.240414 = -1250679.132965 nChanged 45 SP:Iteration 78Q (45.084974 sec): 3 clusters Score: Raw -1251270.377189 + Penalty 588.240414 = -1250682.136775 nChanged 45 SP:Iteration 79Q (45.167535 sec): 3 clusters Score: Raw -1251272.956113 + Penalty 588.240414 = -1250684.715699 nChanged 43 SP:Iteration 80F (45.246834 sec): 3 clusters Score: Raw -1251275.487546 + Penalty 588.240414 = -1250687.247132 nChanged 43 SP:Iteration 81Q (45.324952 sec): 3 clusters Score: Raw -1251278.207625 + Penalty 588.240414 = -1250689.967211 nChanged 46 SP:Iteration 82Q (45.404275 sec): 3 clusters Score: Raw -1251280.926990 + Penalty 588.240414 = -1250692.686576 nChanged 50 SP:Iteration 83Q (45.483957 sec): 3 clusters Score: Raw -1251284.000569 + Penalty 588.240414 = -1250695.760155 nChanged 48 SP:Iteration 84Q (45.562845 sec): 3 clusters Score: Raw -1251286.288305 + Penalty 588.240414 = -1250698.047891 nChanged 44 SP:Iteration 85Q (45.641761 sec): 3 clusters Score: Raw -1251288.010544 + Penalty 588.240414 = -1250699.770130 nChanged 49 SP:Iteration 86Q (45.721796 sec): 3 clusters Score: Raw -1251289.789129 + Penalty 588.240414 = -1250701.548715 nChanged 42 SP:Iteration 87Q (45.791827 sec): 3 clusters Score: Raw -1251290.965851 + Penalty 588.240414 = -1250702.725437 nChanged 34 SP:Iteration 88Q (45.870399 sec): 3 clusters Score: Raw -1251291.764978 + Penalty 588.240414 = -1250703.524564 nChanged 24 SP:Iteration 89Q (45.958040 sec): 3 clusters Score: Raw -1251292.359019 + Penalty 588.240414 = -1250704.118605 nChanged 35 SP:Iteration 90Q (46.035976 sec): 3 clusters Score: Raw -1251293.677370 + Penalty 588.240414 = -1250705.436956 nChanged 42 SP:Iteration 91Q (46.116568 sec): 3 clusters Score: Raw -1251295.497894 + Penalty 588.240414 = -1250707.257480 nChanged 44 SP:Iteration 92Q (46.202022 sec): 3 clusters Score: Raw -1251297.213685 + Penalty 588.240414 = -1250708.973271 nChanged 35 SP:Iteration 93Q (46.282493 sec): 3 clusters Score: Raw -1251298.480273 + Penalty 588.240414 = -1250710.239859 nChanged 28 SP:Iteration 94Q (46.364607 sec): 3 clusters Score: Raw -1251299.370787 + Penalty 588.240414 = -1250711.130373 nChanged 30 SP:Iteration 95Q (46.434827 sec): 3 clusters Score: Raw -1251300.750928 + Penalty 588.240414 = -1250712.510514 nChanged 29 SP:Iteration 96Q (46.519934 sec): 3 clusters Score: Raw -1251301.971193 + Penalty 588.240414 = -1250713.730779 nChanged 32 SP:Iteration 97Q (46.588910 sec): 3 clusters Score: Raw -1251303.193496 + Penalty 588.240414 = -1250714.953082 nChanged 28 SP:Iteration 98Q (46.668053 sec): 3 clusters Score: Raw -1251304.153183 + Penalty 588.240414 = -1250715.912769 nChanged 20 SP:Iteration 99Q (46.760461 sec): 3 clusters Score: Raw -1251304.793432 + Penalty 588.240414 = -1250716.553018 nChanged 23 SP:Iteration 100F (46.843712 sec): 3 clusters Score: Raw -1251305.572768 + Penalty 588.240414 = -1250717.332354 nChanged 29 SP:Iteration 101Q (46.922792 sec): 3 clusters Score: Raw -1251306.740380 + Penalty 588.240414 = -1250718.499966 nChanged 32 SP:Iteration 102Q (47.004921 sec): 3 clusters Score: Raw -1251308.121162 + Penalty 588.240414 = -1250719.880748 nChanged 31 SP:Iteration 103Q (47.093418 sec): 3 clusters Score: Raw -1251309.438263 + Penalty 588.240414 = -1250721.197849 nChanged 30 SP:Iteration 104Q (47.175052 sec): 3 clusters Score: Raw -1251310.764803 + Penalty 588.240414 = -1250722.524389 nChanged 36 SP:Iteration 105Q (47.252418 sec): 3 clusters Score: Raw -1251312.194238 + Penalty 588.240414 = -1250723.953824 nChanged 32 SP:Iteration 106Q (47.338640 sec): 3 clusters Score: Raw -1251313.532386 + Penalty 588.240414 = -1250725.291972 nChanged 36 SP:Iteration 107Q (47.415012 sec): 3 clusters Score: Raw -1251314.931522 + Penalty 588.240414 = -1250726.691108 nChanged 31 SP:Iteration 108Q (47.499573 sec): 3 clusters Score: Raw -1251315.811650 + Penalty 588.240414 = -1250727.571236 nChanged 22 SP:Iteration 109Q (47.577080 sec): 3 clusters Score: Raw -1251316.292224 + Penalty 588.240414 = -1250728.051810 nChanged 24 SP:Iteration 110Q (47.650275 sec): 3 clusters Score: Raw -1251317.013659 + Penalty 588.240414 = -1250728.773245 nChanged 24 SP:Iteration 111Q (47.736871 sec): 3 clusters Score: Raw -1251317.871726 + Penalty 588.240414 = -1250729.631312 nChanged 19 SP:Iteration 112Q (47.821093 sec): 3 clusters Score: Raw -1251318.432169 + Penalty 588.240414 = -1250730.191755 nChanged 23 SP:Iteration 113Q (47.901825 sec): 3 clusters Score: Raw -1251319.299349 + Penalty 588.240414 = -1250731.058935 nChanged 27 SP:Iteration 114Q (47.981101 sec): 3 clusters Score: Raw -1251320.177254 + Penalty 588.240414 = -1250731.936840 nChanged 24 SP:Iteration 115Q (48.062779 sec): 3 clusters Score: Raw -1251320.968793 + Penalty 588.240414 = -1250732.728379 nChanged 25 SP:Iteration 116Q (48.146851 sec): 3 clusters Score: Raw -1251321.912534 + Penalty 588.240414 = -1250733.672120 nChanged 32 SP:Iteration 117Q (48.232130 sec): 3 clusters Score: Raw -1251323.291666 + Penalty 588.240414 = -1250735.051252 nChanged 34 SP:Iteration 118Q (48.318150 sec): 3 clusters Score: Raw -1251324.591797 + Penalty 588.240414 = -1250736.351383 nChanged 40 SP:Iteration 119Q (48.400836 sec): 3 clusters Score: Raw -1251326.380365 + Penalty 588.240414 = -1250738.139951 nChanged 32 SP:Iteration 120F (48.479134 sec): 3 clusters Score: Raw -1251327.307239 + Penalty 588.240414 = -1250739.066825 nChanged 27 SP:Iteration 121Q (48.563775 sec): 3 clusters Score: Raw -1251328.236965 + Penalty 588.240414 = -1250739.996551 nChanged 21 SP:Iteration 122Q (48.639937 sec): 3 clusters Score: Raw -1251328.877425 + Penalty 588.240414 = -1250740.637011 nChanged 21 SP:Iteration 123Q (48.716197 sec): 3 clusters Score: Raw -1251329.436812 + Penalty 588.240414 = -1250741.196398 nChanged 19 SP:Iteration 124Q (48.796380 sec): 3 clusters Score: Raw -1251329.922977 + Penalty 588.240414 = -1250741.682563 nChanged 15 SP:Iteration 125Q (48.879952 sec): 3 clusters Score: Raw -1251330.279566 + Penalty 588.240414 = -1250742.039152 nChanged 11 SP:Iteration 126Q (48.965866 sec): 3 clusters Score: Raw -1251330.498219 + Penalty 588.240414 = -1250742.257805 nChanged 11 SP:Iteration 127Q (49.035542 sec): 3 clusters Score: Raw -1251330.665060 + Penalty 588.240414 = -1250742.424646 nChanged 10 SP:Iteration 128Q (49.122146 sec): 3 clusters Score: Raw -1251330.827592 + Penalty 588.240414 = -1250742.587178 nChanged 11 SP:Iteration 129Q (49.205907 sec): 3 clusters Score: Raw -1251331.142039 + Penalty 588.240414 = -1250742.901625 nChanged 14 SP:Iteration 130Q (49.284763 sec): 3 clusters Score: Raw -1251331.581643 + Penalty 588.240414 = -1250743.341229 nChanged 17 SP:Iteration 131Q (49.362542 sec): 3 clusters Score: Raw -1251332.001376 + Penalty 588.240414 = -1250743.760962 nChanged 20 SP:Iteration 132Q (49.440174 sec): 3 clusters Score: Raw -1251332.499045 + Penalty 588.240414 = -1250744.258631 nChanged 19 SP:Iteration 133Q (49.518553 sec): 3 clusters Score: Raw -1251333.014330 + Penalty 588.240414 = -1250744.773916 nChanged 21 SP:Iteration 134Q (49.597692 sec): 3 clusters Score: Raw -1251333.649021 + Penalty 588.240414 = -1250745.408607 nChanged 24 SP:Iteration 135Q (49.675950 sec): 3 clusters Score: Raw -1251334.252958 + Penalty 588.240414 = -1250746.012544 nChanged 15 SP:Iteration 136Q (49.760935 sec): 3 clusters Score: Raw -1251334.578939 + Penalty 588.240414 = -1250746.338525 nChanged 10 SP:Iteration 137Q (49.839386 sec): 3 clusters Score: Raw -1251334.869790 + Penalty 588.240414 = -1250746.629376 nChanged 16 SP:Iteration 138Q (49.923958 sec): 3 clusters Score: Raw -1251335.279659 + Penalty 588.240414 = -1250747.039246 nChanged 13 SP:Iteration 139Q (50.004865 sec): 3 clusters Score: Raw -1251335.434566 + Penalty 588.240414 = -1250747.194152 nChanged 7 SP:Iteration 140F (50.083282 sec): 3 clusters Score: Raw -1251335.516750 + Penalty 588.240414 = -1250747.276336 nChanged 7 SP:Iteration 141Q (50.160083 sec): 3 clusters Score: Raw -1251335.596881 + Penalty 588.240414 = -1250747.356467 nChanged 8 SP:Iteration 142Q (50.237993 sec): 3 clusters Score: Raw -1251335.709803 + Penalty 588.240414 = -1250747.469389 nChanged 10 SP:Iteration 143Q (50.316957 sec): 3 clusters Score: Raw -1251335.829883 + Penalty 588.240414 = -1250747.589469 nChanged 6 SP:Iteration 144Q (50.397229 sec): 3 clusters Score: Raw -1251335.904325 + Penalty 588.240414 = -1250747.663911 nChanged 6 SP:Iteration 145Q (50.479541 sec): 3 clusters Score: Raw -1251335.961854 + Penalty 588.240414 = -1250747.721440 nChanged 5 SP:Iteration 146Q (50.555872 sec): 3 clusters Score: Raw -1251335.996393 + Penalty 588.240414 = -1250747.755979 nChanged 0 SP:Iteration 147F (50.635709 sec): 3 clusters Score: Raw -1251335.996393 + Penalty 588.240414 = -1250747.755979 nChanged 0 Score: Raw -7139489.778655 + Penalty 6540.607014 = -7132949.171641 Splitting cluster 5 changes total score from -7127826.384846 to -7132949.171641 So it's getting split into cluster 12. Trying to split cluster 6 (55640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.430922 sec): 2 clusters Score: Raw -1680057.734504 + Penalty 300.483085 = -1679757.251419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.520159 sec): 3 clusters Score: Raw -1642816.478403 + Penalty 600.966171 = -1642215.512233 nChanged 27254 SP:Iteration 1F (52.601317 sec): 3 clusters Score: Raw -1662029.791365 + Penalty 600.966171 = -1661428.825194 nChanged 5651 SP:Iteration 2F (52.689123 sec): 3 clusters Score: Raw -1667286.726726 + Penalty 600.966171 = -1666685.760556 nChanged 5760 SP:Iteration 3F (52.779186 sec): 3 clusters Score: Raw -1672511.561251 + Penalty 600.966171 = -1671910.595080 nChanged 4288 SP:Iteration 4F (52.872645 sec): 3 clusters Score: Raw -1676047.319610 + Penalty 600.966171 = -1675446.353439 nChanged 2679 SP:Iteration 5Q (52.973051 sec): 3 clusters Score: Raw -1678179.874086 + Penalty 600.966171 = -1677578.907916 nChanged 1613 SP:Iteration 6Q (53.064225 sec): 3 clusters Score: Raw -1679781.188305 + Penalty 600.966171 = -1679180.222134 nChanged 1100 SP:Iteration 7Q (53.156578 sec): 3 clusters Score: Raw -1680969.888272 + Penalty 600.966171 = -1680368.922101 nChanged 800 SP:Iteration 8Q (53.243938 sec): 3 clusters Score: Raw -1681527.394056 + Penalty 600.966171 = -1680926.427886 nChanged 551 SP:Iteration 9Q (53.330559 sec): 3 clusters Score: Raw -1681811.852858 + Penalty 600.966171 = -1681210.886688 nChanged 426 SP:Iteration 10Q (53.414249 sec): 3 clusters Score: Raw -1681994.737036 + Penalty 600.966171 = -1681393.770866 nChanged 331 SP:Iteration 11Q (53.497759 sec): 3 clusters Score: Raw -1682114.993386 + Penalty 600.966171 = -1681514.027215 nChanged 277 SP:Iteration 12Q (53.579828 sec): 3 clusters Score: Raw -1682202.272379 + Penalty 600.966171 = -1681601.306209 nChanged 219 SP:Iteration 13Q (53.676791 sec): 3 clusters Score: Raw -1682264.952151 + Penalty 600.966171 = -1681663.985981 nChanged 185 SP:Iteration 14Q (53.760193 sec): 3 clusters Score: Raw -1682317.810163 + Penalty 600.966171 = -1681716.843992 nChanged 170 SP:Iteration 15Q (53.856549 sec): 3 clusters Score: Raw -1682360.568019 + Penalty 600.966171 = -1681759.601849 nChanged 164 SP:Iteration 16Q (53.947417 sec): 3 clusters Score: Raw -1682397.861906 + Penalty 600.966171 = -1681796.895735 nChanged 153 SP:Iteration 17Q (54.034199 sec): 3 clusters Score: Raw -1682420.438696 + Penalty 600.966171 = -1681819.472526 nChanged 107 SP:Iteration 18Q (54.122882 sec): 3 clusters Score: Raw -1682435.003780 + Penalty 600.966171 = -1681834.037610 nChanged 102 SP:Iteration 19Q (54.210471 sec): 3 clusters Score: Raw -1682447.575137 + Penalty 600.966171 = -1681846.608966 nChanged 87 SP:Iteration 20F (54.299330 sec): 3 clusters Score: Raw -1682455.492114 + Penalty 600.966171 = -1681854.525943 nChanged 62 SP:Iteration 21Q (54.389797 sec): 3 clusters Score: Raw -1682460.963733 + Penalty 600.966171 = -1681859.997563 nChanged 46 SP:Iteration 22Q (54.480421 sec): 3 clusters Score: Raw -1682464.112920 + Penalty 600.966171 = -1681863.146749 nChanged 46 SP:Iteration 23Q (54.564832 sec): 3 clusters Score: Raw -1682467.027863 + Penalty 600.966171 = -1681866.061693 nChanged 33 SP:Iteration 24Q (54.653052 sec): 3 clusters Score: Raw -1682468.201831 + Penalty 600.966171 = -1681867.235660 nChanged 20 SP:Iteration 25Q (54.736697 sec): 3 clusters Score: Raw -1682468.834007 + Penalty 600.966171 = -1681867.867837 nChanged 15 SP:Iteration 26Q (54.823981 sec): 3 clusters Score: Raw -1682469.295166 + Penalty 600.966171 = -1681868.328996 nChanged 13 SP:Iteration 27Q (54.912592 sec): 3 clusters Score: Raw -1682469.616740 + Penalty 600.966171 = -1681868.650570 nChanged 7 SP:Iteration 28Q (55.012538 sec): 3 clusters Score: Raw -1682469.919118 + Penalty 600.966171 = -1681868.952948 nChanged 14 SP:Iteration 29Q (55.109768 sec): 3 clusters Score: Raw -1682470.194803 + Penalty 600.966171 = -1681869.228633 nChanged 9 SP:Iteration 30Q (55.193482 sec): 3 clusters Score: Raw -1682470.318428 + Penalty 600.966171 = -1681869.352257 nChanged 8 SP:Iteration 31Q (55.290462 sec): 3 clusters Score: Raw -1682470.482667 + Penalty 600.966171 = -1681869.516497 nChanged 8 SP:Iteration 32Q (55.377667 sec): 3 clusters Score: Raw -1682470.549965 + Penalty 600.966171 = -1681869.583794 nChanged 4 SP:Iteration 33Q (55.464703 sec): 3 clusters Score: Raw -1682470.647706 + Penalty 600.966171 = -1681869.681535 nChanged 6 SP:Iteration 34Q (55.537122 sec): 3 clusters Score: Raw -1682470.720352 + Penalty 600.966171 = -1681869.754181 nChanged 6 SP:Iteration 35Q (55.649641 sec): 3 clusters Score: Raw -1682470.779330 + Penalty 600.966171 = -1681869.813160 nChanged 4 SP:Iteration 36Q (55.740897 sec): 3 clusters Score: Raw -1682470.816245 + Penalty 600.966171 = -1681869.850075 nChanged 4 SP:Iteration 37Q (55.827437 sec): 3 clusters Score: Raw -1682470.872000 + Penalty 600.966171 = -1681869.905830 nChanged 3 SP:Iteration 38Q (55.906923 sec): 3 clusters Score: Raw -1682470.890992 + Penalty 600.966171 = -1681869.924821 nChanged 0 SP:Iteration 39F (56.007940 sec): 3 clusters Score: Raw -1682470.890992 + Penalty 600.966171 = -1681869.924821 nChanged 0 Score: Raw -7141902.935143 + Penalty 6884.849488 = -7135018.085654 Splitting cluster 6 changes total score from -7127826.384846 to -7135018.085654 So it's getting split into cluster 20. Trying to split cluster 8 (7922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.849526 sec): 2 clusters Score: Raw -227304.037530 + Penalty 246.878472 = -227057.159058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.897996 sec): 3 clusters Score: Raw -222227.173361 + Penalty 493.756944 = -221733.416418 nChanged 3782 SP:Iteration 1F (57.956756 sec): 3 clusters Score: Raw -224955.318319 + Penalty 493.756944 = -224461.561375 nChanged 726 SP:Iteration 2F (58.007665 sec): 3 clusters Score: Raw -225515.761598 + Penalty 493.756944 = -225022.004654 nChanged 662 SP:Iteration 3F (58.057790 sec): 3 clusters Score: Raw -226121.470909 + Penalty 493.756944 = -225627.713965 nChanged 593 SP:Iteration 4F (58.110276 sec): 3 clusters Score: Raw -226707.576498 + Penalty 493.756944 = -226213.819554 nChanged 492 SP:Iteration 5F (58.163403 sec): 3 clusters Score: Raw -227125.519221 + Penalty 493.756944 = -226631.762277 nChanged 329 SP:Iteration 6Q (58.226184 sec): 3 clusters Score: Raw -227328.103801 + Penalty 493.756944 = -226834.346857 nChanged 245 SP:Iteration 7Q (58.278031 sec): 3 clusters Score: Raw -227448.735077 + Penalty 493.756944 = -226954.978134 nChanged 181 SP:Iteration 8Q (58.330858 sec): 3 clusters Score: Raw -227529.536817 + Penalty 493.756944 = -227035.779874 nChanged 136 SP:Iteration 9Q (58.379716 sec): 3 clusters Score: Raw -227583.699184 + Penalty 493.756944 = -227089.942240 nChanged 124 SP:Iteration 10Q (58.436027 sec): 3 clusters Score: Raw -227626.365967 + Penalty 493.756944 = -227132.609023 nChanged 98 SP:Iteration 11Q (58.491968 sec): 3 clusters Score: Raw -227659.672224 + Penalty 493.756944 = -227165.915280 nChanged 87 SP:Iteration 12Q (58.532014 sec): 3 clusters Score: Raw -227690.226092 + Penalty 493.756944 = -227196.469149 nChanged 85 SP:Iteration 13Q (58.595824 sec): 3 clusters Score: Raw -227715.589460 + Penalty 493.756944 = -227221.832516 nChanged 63 SP:Iteration 14Q (58.646339 sec): 3 clusters Score: Raw -227730.252652 + Penalty 493.756944 = -227236.495708 nChanged 60 SP:Iteration 15Q (58.688875 sec): 3 clusters Score: Raw -227743.131341 + Penalty 493.756944 = -227249.374397 nChanged 56 SP:Iteration 16Q (58.740334 sec): 3 clusters Score: Raw -227751.556334 + Penalty 493.756944 = -227257.799390 nChanged 43 SP:Iteration 17Q (58.797317 sec): 3 clusters Score: Raw -227759.398994 + Penalty 493.756944 = -227265.642051 nChanged 23 SP:Iteration 18Q (58.851589 sec): 3 clusters Score: Raw -227762.659410 + Penalty 493.756944 = -227268.902466 nChanged 18 SP:Iteration 19Q (58.908016 sec): 3 clusters Score: Raw -227765.692432 + Penalty 493.756944 = -227271.935488 nChanged 23 SP:Iteration 20F (58.954457 sec): 3 clusters Score: Raw -227770.911912 + Penalty 493.756944 = -227277.154969 nChanged 26 SP:Iteration 21Q (59.004153 sec): 3 clusters Score: Raw -227776.380595 + Penalty 493.756944 = -227282.623651 nChanged 26 SP:Iteration 22Q (59.059130 sec): 3 clusters Score: Raw -227779.595721 + Penalty 493.756944 = -227285.838777 nChanged 25 SP:Iteration 23Q (59.116812 sec): 3 clusters Score: Raw -227781.677055 + Penalty 493.756944 = -227287.920111 nChanged 18 SP:Iteration 24Q (59.169564 sec): 3 clusters Score: Raw -227783.181140 + Penalty 493.756944 = -227289.424196 nChanged 18 SP:Iteration 25Q (59.220734 sec): 3 clusters Score: Raw -227784.460654 + Penalty 493.756944 = -227290.703710 nChanged 11 SP:Iteration 26Q (59.279122 sec): 3 clusters Score: Raw -227785.115210 + Penalty 493.756944 = -227291.358266 nChanged 7 SP:Iteration 27Q (59.341729 sec): 3 clusters Score: Raw -227785.435907 + Penalty 493.756944 = -227291.678964 nChanged 7 SP:Iteration 28Q (59.400035 sec): 3 clusters Score: Raw -227785.816469 + Penalty 493.756944 = -227292.059525 nChanged 6 SP:Iteration 29Q (59.458967 sec): 3 clusters Score: Raw -227786.151312 + Penalty 493.756944 = -227292.394368 nChanged 3 SP:Iteration 30Q (59.498287 sec): 3 clusters Score: Raw -227786.340905 + Penalty 493.756944 = -227292.583961 nChanged 1 SP:Iteration 31Q (59.559355 sec): 3 clusters Score: Raw -227786.359964 + Penalty 493.756944 = -227292.603020 nChanged 0 SP:Iteration 32F (59.603086 sec): 3 clusters Score: Raw -227786.359964 + Penalty 493.756944 = -227292.603020 nChanged 0 Score: Raw -7142385.257576 + Penalty 7229.091963 = -7135156.165613 Splitting cluster 8 changes total score from -7127826.384846 to -7135156.165613 So it's getting split into cluster 21. Trying to split cluster 9 (6125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.508644 sec): 2 clusters Score: Raw -154978.835125 + Penalty 239.803686 = -154739.031439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.548667 sec): 3 clusters Score: Raw -151136.069386 + Penalty 479.607372 = -150656.462014 nChanged 2888 SP:Iteration 1F (61.600156 sec): 3 clusters Score: Raw -153084.450980 + Penalty 479.607372 = -152604.843608 nChanged 484 SP:Iteration 2F (61.662086 sec): 3 clusters Score: Raw -153456.785034 + Penalty 479.607372 = -152977.177662 nChanged 459 SP:Iteration 3F (61.712333 sec): 3 clusters Score: Raw -153850.118943 + Penalty 479.607372 = -153370.511571 nChanged 420 SP:Iteration 4F (61.757466 sec): 3 clusters Score: Raw -154222.786638 + Penalty 479.607372 = -153743.179266 nChanged 322 SP:Iteration 5F (61.818707 sec): 3 clusters Score: Raw -154573.748714 + Penalty 479.607372 = -154094.141342 nChanged 307 SP:Iteration 6F (61.869566 sec): 3 clusters Score: Raw -155086.549216 + Penalty 479.607372 = -154606.941844 nChanged 297 SP:Iteration 7Q (61.920742 sec): 3 clusters Score: Raw -155534.632300 + Penalty 479.607372 = -155055.024928 nChanged 267 SP:Iteration 8Q (61.965290 sec): 3 clusters Score: Raw -155826.821263 + Penalty 479.607372 = -155347.213891 nChanged 234 SP:Iteration 9Q (62.013514 sec): 3 clusters Score: Raw -156114.585204 + Penalty 479.607372 = -155634.977832 nChanged 251 SP:Iteration 10Q (62.075156 sec): 3 clusters Score: Raw -156484.415741 + Penalty 479.607372 = -156004.808369 nChanged 232 SP:Iteration 11Q (62.119235 sec): 3 clusters Score: Raw -156939.857721 + Penalty 479.607372 = -156460.250349 nChanged 168 SP:Iteration 12Q (62.162591 sec): 3 clusters Score: Raw -157275.839748 + Penalty 479.607372 = -156796.232376 nChanged 60 SP:Iteration 13Q (62.212203 sec): 3 clusters Score: Raw -157398.629284 + Penalty 479.607372 = -156919.021912 nChanged 24 SP:Iteration 14Q (62.259496 sec): 3 clusters Score: Raw -157417.077594 + Penalty 479.607372 = -156937.470222 nChanged 7 SP:Iteration 15Q (62.313377 sec): 3 clusters Score: Raw -157417.908586 + Penalty 479.607372 = -156938.301214 nChanged 3 SP:Iteration 16Q (62.356931 sec): 3 clusters Score: Raw -157418.087293 + Penalty 479.607372 = -156938.479921 nChanged 0 SP:Iteration 17F (62.406180 sec): 3 clusters Score: Raw -157418.087293 + Penalty 479.607372 = -156938.479921 nChanged 0 Score: Raw -7144824.509744 + Penalty 7573.334437 = -7137251.175307 Splitting cluster 9 changes total score from -7127826.384846 to -7137251.175307 So it's getting split into cluster 22. Trying to split cluster 10 (17858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.408027 sec): 2 clusters Score: Raw -474616.470161 + Penalty 269.230689 = -474347.239472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.456489 sec): 3 clusters Score: Raw -462897.791488 + Penalty 538.461378 = -462359.330111 nChanged 8627 SP:Iteration 1F (64.524206 sec): 3 clusters Score: Raw -468829.716625 + Penalty 538.461378 = -468291.255247 nChanged 1298 SP:Iteration 2F (64.582359 sec): 3 clusters Score: Raw -469644.293277 + Penalty 538.461378 = -469105.831900 nChanged 1196 SP:Iteration 3F (64.637737 sec): 3 clusters Score: Raw -470535.636347 + Penalty 538.461378 = -469997.174970 nChanged 1158 SP:Iteration 4F (64.692935 sec): 3 clusters Score: Raw -471579.753689 + Penalty 538.461378 = -471041.292311 nChanged 994 SP:Iteration 5F (64.752748 sec): 3 clusters Score: Raw -472502.406741 + Penalty 538.461378 = -471963.945363 nChanged 732 SP:Iteration 6Q (64.807940 sec): 3 clusters Score: Raw -473100.246549 + Penalty 538.461378 = -472561.785171 nChanged 512 SP:Iteration 7Q (64.877248 sec): 3 clusters Score: Raw -473430.114987 + Penalty 538.461378 = -472891.653609 nChanged 409 SP:Iteration 8Q (64.929023 sec): 3 clusters Score: Raw -473671.281154 + Penalty 538.461378 = -473132.819776 nChanged 331 SP:Iteration 9Q (64.994234 sec): 3 clusters Score: Raw -473882.528801 + Penalty 538.461378 = -473344.067423 nChanged 304 SP:Iteration 10Q (65.056275 sec): 3 clusters Score: Raw -474068.487249 + Penalty 538.461378 = -473530.025872 nChanged 245 SP:Iteration 11Q (65.107582 sec): 3 clusters Score: Raw -474215.077724 + Penalty 538.461378 = -473676.616346 nChanged 200 SP:Iteration 12Q (65.166101 sec): 3 clusters Score: Raw -474337.912747 + Penalty 538.461378 = -473799.451369 nChanged 172 SP:Iteration 13Q (65.222794 sec): 3 clusters Score: Raw -474433.288307 + Penalty 538.461378 = -473894.826929 nChanged 128 SP:Iteration 14Q (65.286096 sec): 3 clusters Score: Raw -474516.526416 + Penalty 538.461378 = -473978.065038 nChanged 104 SP:Iteration 15Q (65.344360 sec): 3 clusters Score: Raw -474586.345585 + Penalty 538.461378 = -474047.884208 nChanged 79 SP:Iteration 16Q (65.393416 sec): 3 clusters Score: Raw -474635.139695 + Penalty 538.461378 = -474096.678317 nChanged 43 SP:Iteration 17Q (65.450432 sec): 3 clusters Score: Raw -474660.379157 + Penalty 538.461378 = -474121.917779 nChanged 34 SP:Iteration 18Q (65.506078 sec): 3 clusters Score: Raw -474676.239975 + Penalty 538.461378 = -474137.778598 nChanged 23 SP:Iteration 19Q (65.560963 sec): 3 clusters Score: Raw -474684.175581 + Penalty 538.461378 = -474145.714203 nChanged 13 SP:Iteration 20F (65.627351 sec): 3 clusters Score: Raw -474687.898580 + Penalty 538.461378 = -474149.437202 nChanged 10 SP:Iteration 21Q (65.685256 sec): 3 clusters Score: Raw -474690.801382 + Penalty 538.461378 = -474152.340005 nChanged 9 SP:Iteration 22Q (65.745689 sec): 3 clusters Score: Raw -474692.504108 + Penalty 538.461378 = -474154.042731 nChanged 5 SP:Iteration 23Q (65.807662 sec): 3 clusters Score: Raw -474693.488347 + Penalty 538.461378 = -474155.026969 nChanged 4 SP:Iteration 24Q (65.856854 sec): 3 clusters Score: Raw -474694.189953 + Penalty 538.461378 = -474155.728575 nChanged 5 SP:Iteration 25Q (65.921939 sec): 3 clusters Score: Raw -474695.310813 + Penalty 538.461378 = -474156.849436 nChanged 5 SP:Iteration 26Q (65.974613 sec): 3 clusters Score: Raw -474696.479767 + Penalty 538.461378 = -474158.018390 nChanged 5 SP:Iteration 27Q (66.032344 sec): 3 clusters Score: Raw -474698.391710 + Penalty 538.461378 = -474159.930332 nChanged 5 SP:Iteration 28Q (66.089469 sec): 3 clusters Score: Raw -474700.396355 + Penalty 538.461378 = -474161.934978 nChanged 6 SP:Iteration 29Q (66.156687 sec): 3 clusters Score: Raw -474702.449718 + Penalty 538.461378 = -474163.988341 nChanged 6 SP:Iteration 30Q (66.200369 sec): 3 clusters Score: Raw -474703.975709 + Penalty 538.461378 = -474165.514331 nChanged 5 SP:Iteration 31Q (66.261783 sec): 3 clusters Score: Raw -474705.798049 + Penalty 538.461378 = -474167.336671 nChanged 1 SP:Iteration 32Q (66.322982 sec): 3 clusters Score: Raw -474705.904704 + Penalty 538.461378 = -474167.443327 nChanged 0 SP:Iteration 33F (66.372588 sec): 3 clusters Score: Raw -474705.904704 + Penalty 538.461378 = -474167.443327 nChanged 0 Trying to split cluster 11 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.408468 sec): 2 clusters Score: Raw -7377.169137 + Penalty 153.234236 = -7223.934901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.449160 sec): 3 clusters Score: Raw -7275.573911 + Penalty 306.468472 = -6969.105439 nChanged 83 SP:Iteration 1F (66.488935 sec): 3 clusters Score: Raw -7362.933980 + Penalty 306.468472 = -7056.465508 nChanged 26 SP:Iteration 2F (66.538247 sec): 3 clusters Score: Raw -7392.983734 + Penalty 306.468472 = -7086.515262 nChanged 13 SP:Iteration 3Q (66.600013 sec): 3 clusters Score: Raw -7405.161908 + Penalty 306.468472 = -7098.693436 nChanged 12 SP:Iteration 4Q (66.640094 sec): 3 clusters Score: Raw -7416.541604 + Penalty 306.468472 = -7110.073132 nChanged 10 SP:Iteration 5Q (66.690590 sec): 3 clusters Score: Raw -7425.016151 + Penalty 306.468472 = -7118.547679 nChanged 5 SP:Iteration 6Q (66.745973 sec): 3 clusters Score: Raw -7430.144331 + Penalty 306.468472 = -7123.675860 nChanged 2 SP:Iteration 7Q (66.793027 sec): 3 clusters Score: Raw -7431.844773 + Penalty 306.468472 = -7125.376302 nChanged 0 SP:Iteration 8F (66.840396 sec): 3 clusters Score: Raw -7431.844773 + Penalty 306.468472 = -7125.376302 nChanged 0 Trying to split cluster 13 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.859939 sec): 2 clusters Score: Raw -13261.431144 + Penalty 178.074400 = -13083.356744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.907446 sec): 3 clusters Score: Raw -12942.361571 + Penalty 356.148799 = -12586.212772 nChanged 248 SP:Iteration 1F (66.962556 sec): 3 clusters Score: Raw -13124.633846 + Penalty 356.148799 = -12768.485046 nChanged 72 SP:Iteration 2F (67.004024 sec): 3 clusters Score: Raw -13183.984795 + Penalty 356.148799 = -12827.835996 nChanged 37 SP:Iteration 3F (67.056255 sec): 3 clusters Score: Raw -13207.196470 + Penalty 356.148799 = -12851.047670 nChanged 29 SP:Iteration 4Q (67.108899 sec): 3 clusters Score: Raw -13221.141226 + Penalty 356.148799 = -12864.992427 nChanged 24 SP:Iteration 5Q (67.160941 sec): 3 clusters Score: Raw -13233.159090 + Penalty 356.148799 = -12877.010291 nChanged 26 SP:Iteration 6Q (67.213524 sec): 3 clusters Score: Raw -13247.284382 + Penalty 356.148799 = -12891.135582 nChanged 15 SP:Iteration 7Q (67.249515 sec): 3 clusters Score: Raw -13258.658722 + Penalty 356.148799 = -12902.509923 nChanged 16 SP:Iteration 8Q (67.298984 sec): 3 clusters Score: Raw -13264.109526 + Penalty 356.148799 = -12907.960727 nChanged 9 SP:Iteration 9Q (67.353956 sec): 3 clusters Score: Raw -13266.822422 + Penalty 356.148799 = -12910.673623 nChanged 5 SP:Iteration 10Q (67.398344 sec): 3 clusters Score: Raw -13268.883583 + Penalty 356.148799 = -12912.734784 nChanged 3 SP:Iteration 11Q (67.449576 sec): 3 clusters Score: Raw -13271.505100 + Penalty 356.148799 = -12915.356300 nChanged 4 SP:Iteration 12Q (67.500089 sec): 3 clusters Score: Raw -13273.117753 + Penalty 356.148799 = -12916.968954 nChanged 5 SP:Iteration 13Q (67.543492 sec): 3 clusters Score: Raw -13279.123085 + Penalty 356.148799 = -12922.974285 nChanged 9 SP:Iteration 14Q (67.599063 sec): 3 clusters Score: Raw -13281.517142 + Penalty 356.148799 = -12925.368342 nChanged 3 SP:Iteration 15Q (67.644972 sec): 3 clusters Score: Raw -13282.522771 + Penalty 356.148799 = -12926.373972 nChanged 3 SP:Iteration 16Q (67.686527 sec): 3 clusters Score: Raw -13283.088682 + Penalty 356.148799 = -12926.939882 nChanged 1 SP:Iteration 17Q (67.737577 sec): 3 clusters Score: Raw -13283.257719 + Penalty 356.148799 = -12927.108920 nChanged 1 SP:Iteration 18Q (67.786539 sec): 3 clusters Score: Raw -13283.447294 + Penalty 356.148799 = -12927.298494 nChanged 0 SP:Iteration 19F (67.832345 sec): 3 clusters Score: Raw -13283.447294 + Penalty 356.148799 = -12927.298494 nChanged 0 Trying to split cluster 14 (2962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.859596 sec): 2 clusters Score: Raw -51927.177673 + Penalty 219.824550 = -51707.353123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.912960 sec): 3 clusters Score: Raw -50189.174344 + Penalty 439.649100 = -49749.525245 nChanged 1378 SP:Iteration 1F (67.960138 sec): 3 clusters Score: Raw -51697.045205 + Penalty 439.649100 = -51257.396106 nChanged 413 SP:Iteration 2F (68.009345 sec): 3 clusters Score: Raw -52516.331839 + Penalty 439.649100 = -52076.682739 nChanged 263 SP:Iteration 3F (68.057844 sec): 3 clusters Score: Raw -53006.244479 + Penalty 439.649100 = -52566.595380 nChanged 192 SP:Iteration 4F (68.105603 sec): 3 clusters Score: Raw -53222.144494 + Penalty 439.649100 = -52782.495394 nChanged 137 SP:Iteration 5Q (68.154334 sec): 3 clusters Score: Raw -53339.493074 + Penalty 439.649100 = -52899.843974 nChanged 102 SP:Iteration 6Q (68.207033 sec): 3 clusters Score: Raw -53414.558849 + Penalty 439.649100 = -52974.909750 nChanged 73 SP:Iteration 7Q (68.255538 sec): 3 clusters Score: Raw -53462.564657 + Penalty 439.649100 = -53022.915557 nChanged 46 SP:Iteration 8Q (68.306033 sec): 3 clusters Score: Raw -53494.491973 + Penalty 439.649100 = -53054.842873 nChanged 44 SP:Iteration 9Q (68.352103 sec): 3 clusters Score: Raw -53516.766494 + Penalty 439.649100 = -53077.117395 nChanged 35 SP:Iteration 10Q (68.401301 sec): 3 clusters Score: Raw -53528.504268 + Penalty 439.649100 = -53088.855168 nChanged 19 SP:Iteration 11Q (68.451191 sec): 3 clusters Score: Raw -53533.257683 + Penalty 439.649100 = -53093.608584 nChanged 17 SP:Iteration 12Q (68.498777 sec): 3 clusters Score: Raw -53537.618330 + Penalty 439.649100 = -53097.969230 nChanged 19 SP:Iteration 13Q (68.542738 sec): 3 clusters Score: Raw -53543.153248 + Penalty 439.649100 = -53103.504148 nChanged 19 SP:Iteration 14Q (68.597846 sec): 3 clusters Score: Raw -53549.295510 + Penalty 439.649100 = -53109.646410 nChanged 18 SP:Iteration 15Q (68.642337 sec): 3 clusters Score: Raw -53554.637682 + Penalty 439.649100 = -53114.988582 nChanged 18 SP:Iteration 16Q (68.692385 sec): 3 clusters Score: Raw -53563.260473 + Penalty 439.649100 = -53123.611373 nChanged 20 SP:Iteration 17Q (68.749241 sec): 3 clusters Score: Raw -53569.190760 + Penalty 439.649100 = -53129.541661 nChanged 14 SP:Iteration 18Q (68.797042 sec): 3 clusters Score: Raw -53573.384420 + Penalty 439.649100 = -53133.735320 nChanged 12 SP:Iteration 19Q (68.846270 sec): 3 clusters Score: Raw -53576.735739 + Penalty 439.649100 = -53137.086640 nChanged 6 SP:Iteration 20F (68.888832 sec): 3 clusters Score: Raw -53579.100884 + Penalty 439.649100 = -53139.451785 nChanged 11 SP:Iteration 21Q (68.943963 sec): 3 clusters Score: Raw -53582.585176 + Penalty 439.649100 = -53142.936077 nChanged 10 SP:Iteration 22Q (68.991498 sec): 3 clusters Score: Raw -53584.733435 + Penalty 439.649100 = -53145.084336 nChanged 13 SP:Iteration 23Q (69.038048 sec): 3 clusters Score: Raw -53588.752317 + Penalty 439.649100 = -53149.103217 nChanged 12 SP:Iteration 24Q (69.091937 sec): 3 clusters Score: Raw -53591.942768 + Penalty 439.649100 = -53152.293668 nChanged 15 SP:Iteration 25Q (69.139854 sec): 3 clusters Score: Raw -53600.565295 + Penalty 439.649100 = -53160.916195 nChanged 17 SP:Iteration 26Q (69.191624 sec): 3 clusters Score: Raw -53605.742725 + Penalty 439.649100 = -53166.093626 nChanged 10 SP:Iteration 27Q (69.228586 sec): 3 clusters Score: Raw -53608.676970 + Penalty 439.649100 = -53169.027871 nChanged 11 SP:Iteration 28Q (69.285030 sec): 3 clusters Score: Raw -53611.103047 + Penalty 439.649100 = -53171.453948 nChanged 6 SP:Iteration 29Q (69.329752 sec): 3 clusters Score: Raw -53612.895039 + Penalty 439.649100 = -53173.245940 nChanged 10 SP:Iteration 30Q (69.375690 sec): 3 clusters Score: Raw -53615.660165 + Penalty 439.649100 = -53176.011065 nChanged 9 SP:Iteration 31Q (69.421024 sec): 3 clusters Score: Raw -53618.263043 + Penalty 439.649100 = -53178.613943 nChanged 8 SP:Iteration 32Q (69.468206 sec): 3 clusters Score: Raw -53619.231050 + Penalty 439.649100 = -53179.581950 nChanged 0 SP:Iteration 33F (69.515958 sec): 3 clusters Score: Raw -53619.231050 + Penalty 439.649100 = -53179.581950 nChanged 0 Score: Raw -7146516.563121 + Penalty 7917.576912 = -7138598.986210 Splitting cluster 14 changes total score from -7127826.384846 to -7138598.986210 So it's getting split into cluster 23. Trying to split cluster 15 (9157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.613912 sec): 2 clusters Score: Raw -249479.184078 + Penalty 250.862532 = -249228.321546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.673820 sec): 3 clusters Score: Raw -243729.728783 + Penalty 501.725064 = -243228.003719 nChanged 4262 SP:Iteration 1F (71.726447 sec): 3 clusters Score: Raw -246269.296729 + Penalty 501.725064 = -245767.571665 nChanged 706 SP:Iteration 2F (71.779244 sec): 3 clusters Score: Raw -246683.123999 + Penalty 501.725064 = -246181.398935 nChanged 750 SP:Iteration 3F (71.831907 sec): 3 clusters Score: Raw -247202.513722 + Penalty 501.725064 = -246700.788658 nChanged 697 SP:Iteration 4F (71.881233 sec): 3 clusters Score: Raw -247719.858390 + Penalty 501.725064 = -247218.133326 nChanged 579 SP:Iteration 5F (71.936225 sec): 3 clusters Score: Raw -248196.461503 + Penalty 501.725064 = -247694.736439 nChanged 452 SP:Iteration 6Q (71.991382 sec): 3 clusters Score: Raw -248638.887373 + Penalty 501.725064 = -248137.162309 nChanged 341 SP:Iteration 7Q (72.045227 sec): 3 clusters Score: Raw -249080.013342 + Penalty 501.725064 = -248578.288278 nChanged 219 SP:Iteration 8Q (72.101671 sec): 3 clusters Score: Raw -249359.569946 + Penalty 501.725064 = -248857.844881 nChanged 144 SP:Iteration 9Q (72.165748 sec): 3 clusters Score: Raw -249476.402860 + Penalty 501.725064 = -248974.677796 nChanged 105 SP:Iteration 10Q (72.206794 sec): 3 clusters Score: Raw -249525.543400 + Penalty 501.725064 = -249023.818336 nChanged 67 SP:Iteration 11Q (72.256856 sec): 3 clusters Score: Raw -249554.019715 + Penalty 501.725064 = -249052.294651 nChanged 54 SP:Iteration 12Q (72.315396 sec): 3 clusters Score: Raw -249568.586897 + Penalty 501.725064 = -249066.861833 nChanged 37 SP:Iteration 13Q (72.362704 sec): 3 clusters Score: Raw -249579.613999 + Penalty 501.725064 = -249077.888934 nChanged 36 SP:Iteration 14Q (72.423643 sec): 3 clusters Score: Raw -249589.698012 + Penalty 501.725064 = -249087.972947 nChanged 31 SP:Iteration 15Q (72.470213 sec): 3 clusters Score: Raw -249596.896441 + Penalty 501.725064 = -249095.171377 nChanged 24 SP:Iteration 16Q (72.523752 sec): 3 clusters Score: Raw -249602.332276 + Penalty 501.725064 = -249100.607212 nChanged 25 SP:Iteration 17Q (72.583367 sec): 3 clusters Score: Raw -249609.880598 + Penalty 501.725064 = -249108.155534 nChanged 21 SP:Iteration 18Q (72.641703 sec): 3 clusters Score: Raw -249614.013680 + Penalty 501.725064 = -249112.288616 nChanged 18 SP:Iteration 19Q (72.696492 sec): 3 clusters Score: Raw -249616.382189 + Penalty 501.725064 = -249114.657125 nChanged 14 SP:Iteration 20F (72.739430 sec): 3 clusters Score: Raw -249618.481811 + Penalty 501.725064 = -249116.756747 nChanged 10 SP:Iteration 21Q (72.795960 sec): 3 clusters Score: Raw -249619.971636 + Penalty 501.725064 = -249118.246572 nChanged 15 SP:Iteration 22Q (72.851003 sec): 3 clusters Score: Raw -249622.281216 + Penalty 501.725064 = -249120.556152 nChanged 16 SP:Iteration 23Q (72.899993 sec): 3 clusters Score: Raw -249624.805027 + Penalty 501.725064 = -249123.079963 nChanged 16 SP:Iteration 24Q (72.960483 sec): 3 clusters Score: Raw -249628.043140 + Penalty 501.725064 = -249126.318076 nChanged 17 SP:Iteration 25Q (73.001162 sec): 3 clusters Score: Raw -249632.224152 + Penalty 501.725064 = -249130.499088 nChanged 18 SP:Iteration 26Q (73.064557 sec): 3 clusters Score: Raw -249636.488519 + Penalty 501.725064 = -249134.763455 nChanged 13 SP:Iteration 27Q (73.108746 sec): 3 clusters Score: Raw -249639.396850 + Penalty 501.725064 = -249137.671786 nChanged 16 SP:Iteration 28Q (73.160399 sec): 3 clusters Score: Raw -249646.334913 + Penalty 501.725064 = -249144.609849 nChanged 13 SP:Iteration 29Q (73.209441 sec): 3 clusters Score: Raw -249650.304446 + Penalty 501.725064 = -249148.579382 nChanged 16 SP:Iteration 30Q (73.268805 sec): 3 clusters Score: Raw -249653.066893 + Penalty 501.725064 = -249151.341829 nChanged 14 SP:Iteration 31Q (73.320335 sec): 3 clusters Score: Raw -249655.618941 + Penalty 501.725064 = -249153.893876 nChanged 16 SP:Iteration 32Q (73.374978 sec): 3 clusters Score: Raw -249658.022719 + Penalty 501.725064 = -249156.297655 nChanged 8 SP:Iteration 33Q (73.428841 sec): 3 clusters Score: Raw -249658.842438 + Penalty 501.725064 = -249157.117373 nChanged 5 SP:Iteration 34Q (73.481946 sec): 3 clusters Score: Raw -249659.780474 + Penalty 501.725064 = -249158.055409 nChanged 6 SP:Iteration 35Q (73.527310 sec): 3 clusters Score: Raw -249661.680359 + Penalty 501.725064 = -249159.955295 nChanged 8 SP:Iteration 36Q (73.581030 sec): 3 clusters Score: Raw -249664.240480 + Penalty 501.725064 = -249162.515416 nChanged 10 SP:Iteration 37Q (73.630344 sec): 3 clusters Score: Raw -249666.742432 + Penalty 501.725064 = -249165.017368 nChanged 11 SP:Iteration 38Q (73.696393 sec): 3 clusters Score: Raw -249669.083002 + Penalty 501.725064 = -249167.357938 nChanged 11 SP:Iteration 39Q (73.738829 sec): 3 clusters Score: Raw -249670.834637 + Penalty 501.725064 = -249169.109573 nChanged 8 SP:Iteration 40F (73.806596 sec): 3 clusters Score: Raw -249671.354408 + Penalty 501.725064 = -249169.629344 nChanged 4 SP:Iteration 41Q (73.848416 sec): 3 clusters Score: Raw -249671.680071 + Penalty 501.725064 = -249169.955007 nChanged 1 SP:Iteration 42Q (73.907651 sec): 3 clusters Score: Raw -249671.777627 + Penalty 501.725064 = -249170.052563 nChanged 2 SP:Iteration 43Q (73.970333 sec): 3 clusters Score: Raw -249672.100866 + Penalty 501.725064 = -249170.375802 nChanged 2 SP:Iteration 44Q (74.021851 sec): 3 clusters Score: Raw -249672.394683 + Penalty 501.725064 = -249170.669619 nChanged 1 SP:Iteration 45Q (74.069017 sec): 3 clusters Score: Raw -249672.789539 + Penalty 501.725064 = -249171.064475 nChanged 4 SP:Iteration 46Q (74.131371 sec): 3 clusters Score: Raw -249673.133426 + Penalty 501.725064 = -249171.408361 nChanged 1 SP:Iteration 47Q (74.181038 sec): 3 clusters Score: Raw -249673.258833 + Penalty 501.725064 = -249171.533769 nChanged 1 SP:Iteration 48Q (74.228677 sec): 3 clusters Score: Raw -249673.319617 + Penalty 501.725064 = -249171.594553 nChanged 0 SP:Iteration 49F (74.287193 sec): 3 clusters Score: Raw -249673.319617 + Penalty 501.725064 = -249171.594553 nChanged 0 Trying to split cluster 16 (92971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.442849 sec): 2 clusters Score: Raw -2643151.983519 + Penalty 314.601180 = -2642837.382340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.561074 sec): 3 clusters Score: Raw -2580156.697502 + Penalty 629.202359 = -2579527.495142 nChanged 45799 SP:Iteration 1F (74.677203 sec): 3 clusters Score: Raw -2612156.064160 + Penalty 629.202359 = -2611526.861801 nChanged 7292 SP:Iteration 2F (74.796254 sec): 3 clusters Score: Raw -2618464.323747 + Penalty 629.202359 = -2617835.121388 nChanged 7549 SP:Iteration 3F (74.910402 sec): 3 clusters Score: Raw -2625702.589257 + Penalty 629.202359 = -2625073.386898 nChanged 6863 SP:Iteration 4F (75.031608 sec): 3 clusters Score: Raw -2631665.039839 + Penalty 629.202359 = -2631035.837479 nChanged 5277 SP:Iteration 5F (75.136643 sec): 3 clusters Score: Raw -2635101.799208 + Penalty 629.202359 = -2634472.596848 nChanged 3430 SP:Iteration 6Q (75.267842 sec): 3 clusters Score: Raw -2636636.947955 + Penalty 629.202359 = -2636007.745596 nChanged 2151 SP:Iteration 7Q (75.392648 sec): 3 clusters Score: Raw -2637395.147486 + Penalty 629.202359 = -2636765.945127 nChanged 1609 SP:Iteration 8Q (75.518926 sec): 3 clusters Score: Raw -2637920.821296 + Penalty 629.202359 = -2637291.618937 nChanged 1329 SP:Iteration 9Q (75.641796 sec): 3 clusters Score: Raw -2638293.658907 + Penalty 629.202359 = -2637664.456548 nChanged 1113 SP:Iteration 10Q (75.768430 sec): 3 clusters Score: Raw -2638556.367560 + Penalty 629.202359 = -2637927.165201 nChanged 891 SP:Iteration 11Q (75.886902 sec): 3 clusters Score: Raw -2638732.508704 + Penalty 629.202359 = -2638103.306345 nChanged 763 SP:Iteration 12Q (76.001228 sec): 3 clusters Score: Raw -2638857.156067 + Penalty 629.202359 = -2638227.953708 nChanged 668 SP:Iteration 13Q (76.119457 sec): 3 clusters Score: Raw -2638955.876043 + Penalty 629.202359 = -2638326.673684 nChanged 593 SP:Iteration 14Q (76.237276 sec): 3 clusters Score: Raw -2639034.685095 + Penalty 629.202359 = -2638405.482736 nChanged 542 SP:Iteration 15Q (76.355775 sec): 3 clusters Score: Raw -2639101.419765 + Penalty 629.202359 = -2638472.217406 nChanged 462 SP:Iteration 16Q (76.474280 sec): 3 clusters Score: Raw -2639153.217610 + Penalty 629.202359 = -2638524.015251 nChanged 444 SP:Iteration 17Q (76.599413 sec): 3 clusters Score: Raw -2639210.187534 + Penalty 629.202359 = -2638580.985175 nChanged 476 SP:Iteration 18Q (76.715299 sec): 3 clusters Score: Raw -2639272.096801 + Penalty 629.202359 = -2638642.894442 nChanged 480 SP:Iteration 19Q (76.831979 sec): 3 clusters Score: Raw -2639332.725126 + Penalty 629.202359 = -2638703.522767 nChanged 483 SP:Iteration 20F (76.947980 sec): 3 clusters Score: Raw -2639396.931497 + Penalty 629.202359 = -2638767.729138 nChanged 471 SP:Iteration 21Q (77.068213 sec): 3 clusters Score: Raw -2639457.184271 + Penalty 629.202359 = -2638827.981911 nChanged 472 SP:Iteration 22Q (77.191638 sec): 3 clusters Score: Raw -2639517.542619 + Penalty 629.202359 = -2638888.340259 nChanged 469 SP:Iteration 23Q (77.308899 sec): 3 clusters Score: Raw -2639580.788856 + Penalty 629.202359 = -2638951.586497 nChanged 499 SP:Iteration 24Q (77.429949 sec): 3 clusters Score: Raw -2639657.044144 + Penalty 629.202359 = -2639027.841785 nChanged 522 SP:Iteration 25Q (77.544663 sec): 3 clusters Score: Raw -2639745.726291 + Penalty 629.202359 = -2639116.523932 nChanged 552 SP:Iteration 26Q (77.662591 sec): 3 clusters Score: Raw -2639836.663367 + Penalty 629.202359 = -2639207.461007 nChanged 549 SP:Iteration 27Q (77.781090 sec): 3 clusters Score: Raw -2639931.762969 + Penalty 629.202359 = -2639302.560610 nChanged 590 SP:Iteration 28Q (77.903053 sec): 3 clusters Score: Raw -2640042.849088 + Penalty 629.202359 = -2639413.646729 nChanged 599 SP:Iteration 29Q (78.025053 sec): 3 clusters Score: Raw -2640161.130666 + Penalty 629.202359 = -2639531.928307 nChanged 599 SP:Iteration 30Q (78.143083 sec): 3 clusters Score: Raw -2640283.243382 + Penalty 629.202359 = -2639654.041023 nChanged 638 SP:Iteration 31Q (78.267100 sec): 3 clusters Score: Raw -2640414.383502 + Penalty 629.202359 = -2639785.181143 nChanged 645 SP:Iteration 32Q (78.382197 sec): 3 clusters Score: Raw -2640543.834761 + Penalty 629.202359 = -2639914.632402 nChanged 628 SP:Iteration 33Q (78.497934 sec): 3 clusters Score: Raw -2640662.601063 + Penalty 629.202359 = -2640033.398704 nChanged 599 SP:Iteration 34Q (78.624273 sec): 3 clusters Score: Raw -2640778.935504 + Penalty 629.202359 = -2640149.733145 nChanged 608 SP:Iteration 35Q (78.738671 sec): 3 clusters Score: Raw -2640897.732957 + Penalty 629.202359 = -2640268.530597 nChanged 630 SP:Iteration 36Q (78.848683 sec): 3 clusters Score: Raw -2641023.260655 + Penalty 629.202359 = -2640394.058296 nChanged 612 SP:Iteration 37Q (78.958270 sec): 3 clusters Score: Raw -2641143.226719 + Penalty 629.202359 = -2640514.024359 nChanged 561 SP:Iteration 38Q (79.068596 sec): 3 clusters Score: Raw -2641247.559523 + Penalty 629.202359 = -2640618.357164 nChanged 537 SP:Iteration 39Q (79.183397 sec): 3 clusters Score: Raw -2641342.102049 + Penalty 629.202359 = -2640712.899689 nChanged 507 SP:Iteration 40F (79.300078 sec): 3 clusters Score: Raw -2641427.204789 + Penalty 629.202359 = -2640798.002430 nChanged 494 SP:Iteration 41Q (79.415745 sec): 3 clusters Score: Raw -2641510.990046 + Penalty 629.202359 = -2640881.787687 nChanged 479 SP:Iteration 42Q (79.533174 sec): 3 clusters Score: Raw -2641586.323891 + Penalty 629.202359 = -2640957.121531 nChanged 441 SP:Iteration 43Q (79.645229 sec): 3 clusters Score: Raw -2641655.568648 + Penalty 629.202359 = -2641026.366288 nChanged 484 SP:Iteration 44Q (79.758034 sec): 3 clusters Score: Raw -2641724.293064 + Penalty 629.202359 = -2641095.090705 nChanged 455 SP:Iteration 45Q (79.873445 sec): 3 clusters Score: Raw -2641780.024734 + Penalty 629.202359 = -2641150.822375 nChanged 401 SP:Iteration 46Q (79.986054 sec): 3 clusters Score: Raw -2641825.553899 + Penalty 629.202359 = -2641196.351540 nChanged 378 SP:Iteration 47Q (80.104198 sec): 3 clusters Score: Raw -2641868.312804 + Penalty 629.202359 = -2641239.110445 nChanged 381 SP:Iteration 48Q (80.220918 sec): 3 clusters Score: Raw -2641908.634241 + Penalty 629.202359 = -2641279.431882 nChanged 343 SP:Iteration 49Q (80.333742 sec): 3 clusters Score: Raw -2641943.843216 + Penalty 629.202359 = -2641314.640857 nChanged 338 SP:Iteration 50Q (80.453155 sec): 3 clusters Score: Raw -2641979.507025 + Penalty 629.202359 = -2641350.304666 nChanged 333 SP:Iteration 51Q (80.558417 sec): 3 clusters Score: Raw -2642015.713872 + Penalty 629.202359 = -2641386.511513 nChanged 337 SP:Iteration 52Q (80.680658 sec): 3 clusters Score: Raw -2642051.397972 + Penalty 629.202359 = -2641422.195613 nChanged 303 SP:Iteration 53Q (80.790946 sec): 3 clusters Score: Raw -2642080.281121 + Penalty 629.202359 = -2641451.078762 nChanged 253 SP:Iteration 54Q (80.903638 sec): 3 clusters Score: Raw -2642102.285414 + Penalty 629.202359 = -2641473.083055 nChanged 262 SP:Iteration 55Q (81.019323 sec): 3 clusters Score: Raw -2642125.799188 + Penalty 629.202359 = -2641496.596829 nChanged 279 SP:Iteration 56Q (81.131067 sec): 3 clusters Score: Raw -2642152.118699 + Penalty 629.202359 = -2641522.916340 nChanged 290 SP:Iteration 57Q (81.236504 sec): 3 clusters Score: Raw -2642179.230755 + Penalty 629.202359 = -2641550.028396 nChanged 263 SP:Iteration 58Q (81.360901 sec): 3 clusters Score: Raw -2642204.928949 + Penalty 629.202359 = -2641575.726590 nChanged 278 SP:Iteration 59Q (81.488436 sec): 3 clusters Score: Raw -2642234.464464 + Penalty 629.202359 = -2641605.262105 nChanged 307 SP:Iteration 60F (81.603417 sec): 3 clusters Score: Raw -2642267.499833 + Penalty 629.202359 = -2641638.297473 nChanged 319 SP:Iteration 61Q (81.728039 sec): 3 clusters Score: Raw -2642302.553933 + Penalty 629.202359 = -2641673.351574 nChanged 316 SP:Iteration 62Q (81.845041 sec): 3 clusters Score: Raw -2642335.418262 + Penalty 629.202359 = -2641706.215903 nChanged 299 SP:Iteration 63Q (81.956899 sec): 3 clusters Score: Raw -2642366.149513 + Penalty 629.202359 = -2641736.947154 nChanged 300 SP:Iteration 64Q (82.067288 sec): 3 clusters Score: Raw -2642397.324115 + Penalty 629.202359 = -2641768.121755 nChanged 297 SP:Iteration 65Q (82.177126 sec): 3 clusters Score: Raw -2642430.760904 + Penalty 629.202359 = -2641801.558544 nChanged 310 SP:Iteration 66Q (82.281981 sec): 3 clusters Score: Raw -2642467.020561 + Penalty 629.202359 = -2641837.818202 nChanged 317 SP:Iteration 67Q (82.407442 sec): 3 clusters Score: Raw -2642504.548246 + Penalty 629.202359 = -2641875.345886 nChanged 330 SP:Iteration 68Q (82.519845 sec): 3 clusters Score: Raw -2642543.119855 + Penalty 629.202359 = -2641913.917496 nChanged 321 SP:Iteration 69Q (82.632846 sec): 3 clusters Score: Raw -2642579.402642 + Penalty 629.202359 = -2641950.200283 nChanged 313 SP:Iteration 70Q (82.738962 sec): 3 clusters Score: Raw -2642615.714670 + Penalty 629.202359 = -2641986.512310 nChanged 325 SP:Iteration 71Q (82.845948 sec): 3 clusters Score: Raw -2642658.727178 + Penalty 629.202359 = -2642029.524819 nChanged 343 SP:Iteration 72Q (82.950237 sec): 3 clusters Score: Raw -2642710.131174 + Penalty 629.202359 = -2642080.928815 nChanged 360 SP:Iteration 73Q (83.073758 sec): 3 clusters Score: Raw -2642763.029244 + Penalty 629.202359 = -2642133.826885 nChanged 340 SP:Iteration 74Q (83.186087 sec): 3 clusters Score: Raw -2642808.874945 + Penalty 629.202359 = -2642179.672585 nChanged 335 SP:Iteration 75Q (83.294841 sec): 3 clusters Score: Raw -2642852.936637 + Penalty 629.202359 = -2642223.734277 nChanged 329 SP:Iteration 76Q (83.399988 sec): 3 clusters Score: Raw -2642895.936602 + Penalty 629.202359 = -2642266.734242 nChanged 310 SP:Iteration 77Q (83.509978 sec): 3 clusters Score: Raw -2642942.250033 + Penalty 629.202359 = -2642313.047673 nChanged 340 SP:Iteration 78Q (83.619778 sec): 3 clusters Score: Raw -2642995.024971 + Penalty 629.202359 = -2642365.822612 nChanged 317 SP:Iteration 79Q (83.740649 sec): 3 clusters Score: Raw -2643044.168280 + Penalty 629.202359 = -2642414.965920 nChanged 321 SP:Iteration 80F (83.852135 sec): 3 clusters Score: Raw -2643092.577670 + Penalty 629.202359 = -2642463.375311 nChanged 336 SP:Iteration 81Q (83.956419 sec): 3 clusters Score: Raw -2643146.520204 + Penalty 629.202359 = -2642517.317844 nChanged 325 SP:Iteration 82Q (84.070840 sec): 3 clusters Score: Raw -2643204.488093 + Penalty 629.202359 = -2642575.285733 nChanged 351 SP:Iteration 83Q (84.175530 sec): 3 clusters Score: Raw -2643270.476924 + Penalty 629.202359 = -2642641.274564 nChanged 367 SP:Iteration 84Q (84.296774 sec): 3 clusters Score: Raw -2643342.552240 + Penalty 629.202359 = -2642713.349881 nChanged 359 SP:Iteration 85Q (84.409516 sec): 3 clusters Score: Raw -2643410.605503 + Penalty 629.202359 = -2642781.403144 nChanged 357 SP:Iteration 86Q (84.518647 sec): 3 clusters Score: Raw -2643481.830778 + Penalty 629.202359 = -2642852.628419 nChanged 335 SP:Iteration 87Q (84.623712 sec): 3 clusters Score: Raw -2643548.263469 + Penalty 629.202359 = -2642919.061110 nChanged 330 SP:Iteration 88Q (84.724879 sec): 3 clusters Score: Raw -2643612.169548 + Penalty 629.202359 = -2642982.967189 nChanged 314 SP:Iteration 89Q (84.835615 sec): 3 clusters Score: Raw -2643669.676561 + Penalty 629.202359 = -2643040.474202 nChanged 283 SP:Iteration 90Q (84.951059 sec): 3 clusters Score: Raw -2643720.214104 + Penalty 629.202359 = -2643091.011745 nChanged 254 SP:Iteration 91Q (85.071334 sec): 3 clusters Score: Raw -2643759.956891 + Penalty 629.202359 = -2643130.754532 nChanged 239 SP:Iteration 92Q (85.181692 sec): 3 clusters Score: Raw -2643794.736170 + Penalty 629.202359 = -2643165.533811 nChanged 215 SP:Iteration 93Q (85.288621 sec): 3 clusters Score: Raw -2643826.905268 + Penalty 629.202359 = -2643197.702908 nChanged 201 SP:Iteration 94Q (85.395178 sec): 3 clusters Score: Raw -2643859.349818 + Penalty 629.202359 = -2643230.147459 nChanged 182 SP:Iteration 95Q (85.490285 sec): 3 clusters Score: Raw -2643886.591132 + Penalty 629.202359 = -2643257.388773 nChanged 167 SP:Iteration 96Q (85.608471 sec): 3 clusters Score: Raw -2643909.713570 + Penalty 629.202359 = -2643280.511211 nChanged 146 SP:Iteration 97Q (85.713686 sec): 3 clusters Score: Raw -2643926.896323 + Penalty 629.202359 = -2643297.693964 nChanged 116 SP:Iteration 98Q (85.817463 sec): 3 clusters Score: Raw -2643938.511343 + Penalty 629.202359 = -2643309.308983 nChanged 114 SP:Iteration 99Q (85.925564 sec): 3 clusters Score: Raw -2643949.796531 + Penalty 629.202359 = -2643320.594172 nChanged 104 SP:Iteration 100F (86.040740 sec): 3 clusters Score: Raw -2643958.403396 + Penalty 629.202359 = -2643329.201036 nChanged 89 SP:Iteration 101Q (86.142723 sec): 3 clusters Score: Raw -2643964.809524 + Penalty 629.202359 = -2643335.607165 nChanged 90 SP:Iteration 102Q (86.245238 sec): 3 clusters Score: Raw -2643971.786578 + Penalty 629.202359 = -2643342.584219 nChanged 97 SP:Iteration 103Q (86.351757 sec): 3 clusters Score: Raw -2643980.431962 + Penalty 629.202359 = -2643351.229603 nChanged 89 SP:Iteration 104Q (86.462609 sec): 3 clusters Score: Raw -2643989.274474 + Penalty 629.202359 = -2643360.072115 nChanged 92 SP:Iteration 105Q (86.568460 sec): 3 clusters Score: Raw -2643997.668192 + Penalty 629.202359 = -2643368.465832 nChanged 74 SP:Iteration 106Q (86.676589 sec): 3 clusters Score: Raw -2644003.587573 + Penalty 629.202359 = -2643374.385213 nChanged 58 SP:Iteration 107Q (86.779595 sec): 3 clusters Score: Raw -2644007.783693 + Penalty 629.202359 = -2643378.581333 nChanged 43 SP:Iteration 108Q (86.885929 sec): 3 clusters Score: Raw -2644010.297379 + Penalty 629.202359 = -2643381.095020 nChanged 45 SP:Iteration 109Q (86.998242 sec): 3 clusters Score: Raw -2644012.610943 + Penalty 629.202359 = -2643383.408584 nChanged 34 SP:Iteration 110Q (87.110487 sec): 3 clusters Score: Raw -2644014.283574 + Penalty 629.202359 = -2643385.081215 nChanged 37 SP:Iteration 111Q (87.214415 sec): 3 clusters Score: Raw -2644015.710122 + Penalty 629.202359 = -2643386.507762 nChanged 32 SP:Iteration 112Q (87.311266 sec): 3 clusters Score: Raw -2644017.446666 + Penalty 629.202359 = -2643388.244307 nChanged 32 SP:Iteration 113Q (87.424361 sec): 3 clusters Score: Raw -2644018.973901 + Penalty 629.202359 = -2643389.771542 nChanged 31 SP:Iteration 114Q (87.547389 sec): 3 clusters Score: Raw -2644020.405062 + Penalty 629.202359 = -2643391.202703 nChanged 32 SP:Iteration 115Q (87.657353 sec): 3 clusters Score: Raw -2644021.675212 + Penalty 629.202359 = -2643392.472852 nChanged 33 SP:Iteration 116Q (87.765049 sec): 3 clusters Score: Raw -2644022.942043 + Penalty 629.202359 = -2643393.739684 nChanged 32 SP:Iteration 117Q (87.859889 sec): 3 clusters Score: Raw -2644024.761396 + Penalty 629.202359 = -2643395.559036 nChanged 35 SP:Iteration 118Q (87.975798 sec): 3 clusters Score: Raw -2644026.808564 + Penalty 629.202359 = -2643397.606205 nChanged 38 SP:Iteration 119Q (88.081538 sec): 3 clusters Score: Raw -2644028.990245 + Penalty 629.202359 = -2643399.787886 nChanged 27 SP:Iteration 120F (88.192215 sec): 3 clusters Score: Raw -2644029.755828 + Penalty 629.202359 = -2643400.553469 nChanged 21 SP:Iteration 121Q (88.296839 sec): 3 clusters Score: Raw -2644030.629453 + Penalty 629.202359 = -2643401.427094 nChanged 17 SP:Iteration 122Q (88.412728 sec): 3 clusters Score: Raw -2644031.148141 + Penalty 629.202359 = -2643401.945781 nChanged 11 SP:Iteration 123Q (88.509719 sec): 3 clusters Score: Raw -2644031.461928 + Penalty 629.202359 = -2643402.259569 nChanged 12 SP:Iteration 124Q (88.627462 sec): 3 clusters Score: Raw -2644031.743835 + Penalty 629.202359 = -2643402.541476 nChanged 11 SP:Iteration 125Q (88.733021 sec): 3 clusters Score: Raw -2644031.961525 + Penalty 629.202359 = -2643402.759166 nChanged 7 SP:Iteration 126Q (88.840838 sec): 3 clusters Score: Raw -2644032.079356 + Penalty 629.202359 = -2643402.876997 nChanged 7 SP:Iteration 127Q (88.933469 sec): 3 clusters Score: Raw -2644032.389831 + Penalty 629.202359 = -2643403.187472 nChanged 9 SP:Iteration 128Q (89.050659 sec): 3 clusters Score: Raw -2644032.580378 + Penalty 629.202359 = -2643403.378018 nChanged 6 SP:Iteration 129Q (89.158462 sec): 3 clusters Score: Raw -2644032.657294 + Penalty 629.202359 = -2643403.454935 nChanged 5 SP:Iteration 130Q (89.253907 sec): 3 clusters Score: Raw -2644032.700598 + Penalty 629.202359 = -2643403.498239 nChanged 1 SP:Iteration 131Q (89.372149 sec): 3 clusters Score: Raw -2644032.714399 + Penalty 629.202359 = -2643403.512039 nChanged 2 SP:Iteration 132Q (89.481092 sec): 3 clusters Score: Raw -2644032.736049 + Penalty 629.202359 = -2643403.533690 nChanged 2 SP:Iteration 133Q (89.589726 sec): 3 clusters Score: Raw -2644032.751375 + Penalty 629.202359 = -2643403.549016 nChanged 0 SP:Iteration 134F (89.706036 sec): 3 clusters Score: Raw -2644032.751375 + Penalty 629.202359 = -2643403.549016 nChanged 0 Score: Raw -7147397.330977 + Penalty 8261.819386 = -7139135.511591 Splitting cluster 16 changes total score from -7127826.384846 to -7139135.511591 So it's getting split into cluster 24. Trying to split cluster 17 (2890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.817543 sec): 2 clusters Score: Raw -78016.028546 + Penalty 219.147824 = -77796.880722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.864906 sec): 3 clusters Score: Raw -76299.074816 + Penalty 438.295648 = -75860.779168 nChanged 1292 SP:Iteration 1F (91.917766 sec): 3 clusters Score: Raw -77148.795230 + Penalty 438.295648 = -76710.499582 nChanged 230 SP:Iteration 2F (91.963450 sec): 3 clusters Score: Raw -77320.417832 + Penalty 438.295648 = -76882.122184 nChanged 198 SP:Iteration 3F (92.002514 sec): 3 clusters Score: Raw -77490.644596 + Penalty 438.295648 = -77052.348948 nChanged 204 SP:Iteration 4F (92.060087 sec): 3 clusters Score: Raw -77678.997925 + Penalty 438.295648 = -77240.702277 nChanged 146 SP:Iteration 5F (92.096935 sec): 3 clusters Score: Raw -77822.482000 + Penalty 438.295648 = -77384.186352 nChanged 111 SP:Iteration 6Q (92.156664 sec): 3 clusters Score: Raw -77933.306677 + Penalty 438.295648 = -77495.011029 nChanged 49 SP:Iteration 7Q (92.194331 sec): 3 clusters Score: Raw -77980.729613 + Penalty 438.295648 = -77542.433965 nChanged 27 SP:Iteration 8Q (92.247961 sec): 3 clusters Score: Raw -78014.337844 + Penalty 438.295648 = -77576.042196 nChanged 17 SP:Iteration 9Q (92.291984 sec): 3 clusters Score: Raw -78029.106481 + Penalty 438.295648 = -77590.810833 nChanged 17 SP:Iteration 10Q (92.337200 sec): 3 clusters Score: Raw -78049.588554 + Penalty 438.295648 = -77611.292906 nChanged 10 SP:Iteration 11Q (92.385821 sec): 3 clusters Score: Raw -78055.565849 + Penalty 438.295648 = -77617.270201 nChanged 4 SP:Iteration 12Q (92.423451 sec): 3 clusters Score: Raw -78060.972935 + Penalty 438.295648 = -77622.677287 nChanged 5 SP:Iteration 13Q (92.471793 sec): 3 clusters Score: Raw -78064.210764 + Penalty 438.295648 = -77625.915116 nChanged 3 SP:Iteration 14Q (92.518230 sec): 3 clusters Score: Raw -78065.435946 + Penalty 438.295648 = -77627.140298 nChanged 5 SP:Iteration 15Q (92.559941 sec): 3 clusters Score: Raw -78069.408888 + Penalty 438.295648 = -77631.113240 nChanged 3 SP:Iteration 16Q (92.613101 sec): 3 clusters Score: Raw -78071.049951 + Penalty 438.295648 = -77632.754303 nChanged 0 SP:Iteration 17F (92.661787 sec): 3 clusters Score: Raw -78071.049951 + Penalty 438.295648 = -77632.754303 nChanged 0 Trying to split cluster 18 (5706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.687548 sec): 2 clusters Score: Raw -170969.882405 + Penalty 237.855022 = -170732.027383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.741229 sec): 3 clusters Score: Raw -167487.920022 + Penalty 475.710044 = -167012.209978 nChanged 2575 SP:Iteration 1F (92.793361 sec): 3 clusters Score: Raw -169005.176758 + Penalty 475.710044 = -168529.466714 nChanged 380 SP:Iteration 2F (92.838144 sec): 3 clusters Score: Raw -169249.129505 + Penalty 475.710044 = -168773.419461 nChanged 389 SP:Iteration 3F (92.890734 sec): 3 clusters Score: Raw -169528.902563 + Penalty 475.710044 = -169053.192518 nChanged 387 SP:Iteration 4F (92.943102 sec): 3 clusters Score: Raw -169798.878439 + Penalty 475.710044 = -169323.168394 nChanged 343 SP:Iteration 5F (93.000974 sec): 3 clusters Score: Raw -170020.152058 + Penalty 475.710044 = -169544.442014 nChanged 281 SP:Iteration 6Q (93.057401 sec): 3 clusters Score: Raw -170177.879758 + Penalty 475.710044 = -169702.169714 nChanged 208 SP:Iteration 7Q (93.107380 sec): 3 clusters Score: Raw -170267.255092 + Penalty 475.710044 = -169791.545047 nChanged 153 SP:Iteration 8Q (93.149985 sec): 3 clusters Score: Raw -170320.809734 + Penalty 475.710044 = -169845.099689 nChanged 116 SP:Iteration 9Q (93.204698 sec): 3 clusters Score: Raw -170355.314385 + Penalty 475.710044 = -169879.604341 nChanged 94 SP:Iteration 10Q (93.261268 sec): 3 clusters Score: Raw -170381.872179 + Penalty 475.710044 = -169906.162135 nChanged 77 SP:Iteration 11Q (93.314466 sec): 3 clusters Score: Raw -170408.195227 + Penalty 475.710044 = -169932.485183 nChanged 73 SP:Iteration 12Q (93.364327 sec): 3 clusters Score: Raw -170431.055652 + Penalty 475.710044 = -169955.345608 nChanged 69 SP:Iteration 13Q (93.415518 sec): 3 clusters Score: Raw -170448.247548 + Penalty 475.710044 = -169972.537504 nChanged 62 SP:Iteration 14Q (93.454563 sec): 3 clusters Score: Raw -170462.816171 + Penalty 475.710044 = -169987.106127 nChanged 60 SP:Iteration 15Q (93.512673 sec): 3 clusters Score: Raw -170475.685171 + Penalty 475.710044 = -169999.975126 nChanged 57 SP:Iteration 16Q (93.566295 sec): 3 clusters Score: Raw -170487.865973 + Penalty 475.710044 = -170012.155929 nChanged 48 SP:Iteration 17Q (93.619424 sec): 3 clusters Score: Raw -170501.128131 + Penalty 475.710044 = -170025.418087 nChanged 62 SP:Iteration 18Q (93.662818 sec): 3 clusters Score: Raw -170519.399909 + Penalty 475.710044 = -170043.689864 nChanged 67 SP:Iteration 19Q (93.710040 sec): 3 clusters Score: Raw -170535.554031 + Penalty 475.710044 = -170059.843987 nChanged 51 SP:Iteration 20F (93.763639 sec): 3 clusters Score: Raw -170548.254444 + Penalty 475.710044 = -170072.544399 nChanged 57 SP:Iteration 21Q (93.812045 sec): 3 clusters Score: Raw -170563.237611 + Penalty 475.710044 = -170087.527567 nChanged 59 SP:Iteration 22Q (93.864501 sec): 3 clusters Score: Raw -170579.543708 + Penalty 475.710044 = -170103.833664 nChanged 62 SP:Iteration 23Q (93.915845 sec): 3 clusters Score: Raw -170595.460597 + Penalty 475.710044 = -170119.750553 nChanged 63 SP:Iteration 24Q (93.970784 sec): 3 clusters Score: Raw -170609.771390 + Penalty 475.710044 = -170134.061345 nChanged 64 SP:Iteration 25Q (94.016294 sec): 3 clusters Score: Raw -170622.982912 + Penalty 475.710044 = -170147.272868 nChanged 57 SP:Iteration 26Q (94.074843 sec): 3 clusters Score: Raw -170636.021663 + Penalty 475.710044 = -170160.311619 nChanged 53 SP:Iteration 27Q (94.129031 sec): 3 clusters Score: Raw -170651.058522 + Penalty 475.710044 = -170175.348478 nChanged 59 SP:Iteration 28Q (94.181761 sec): 3 clusters Score: Raw -170666.837565 + Penalty 475.710044 = -170191.127521 nChanged 50 SP:Iteration 29Q (94.236716 sec): 3 clusters Score: Raw -170680.814021 + Penalty 475.710044 = -170205.103977 nChanged 49 SP:Iteration 30Q (94.289749 sec): 3 clusters Score: Raw -170693.477081 + Penalty 475.710044 = -170217.767036 nChanged 61 SP:Iteration 31Q (94.329558 sec): 3 clusters Score: Raw -170706.404909 + Penalty 475.710044 = -170230.694865 nChanged 36 SP:Iteration 32Q (94.384494 sec): 3 clusters Score: Raw -170713.006795 + Penalty 475.710044 = -170237.296751 nChanged 33 SP:Iteration 33Q (94.443433 sec): 3 clusters Score: Raw -170720.589535 + Penalty 475.710044 = -170244.879491 nChanged 33 SP:Iteration 34Q (94.496353 sec): 3 clusters Score: Raw -170728.075702 + Penalty 475.710044 = -170252.365657 nChanged 35 SP:Iteration 35Q (94.536436 sec): 3 clusters Score: Raw -170733.847382 + Penalty 475.710044 = -170258.137337 nChanged 34 SP:Iteration 36Q (94.588772 sec): 3 clusters Score: Raw -170740.116568 + Penalty 475.710044 = -170264.406524 nChanged 35 SP:Iteration 37Q (94.642855 sec): 3 clusters Score: Raw -170746.118119 + Penalty 475.710044 = -170270.408075 nChanged 33 SP:Iteration 38Q (94.699893 sec): 3 clusters Score: Raw -170752.084031 + Penalty 475.710044 = -170276.373987 nChanged 31 SP:Iteration 39Q (94.742328 sec): 3 clusters Score: Raw -170757.819354 + Penalty 475.710044 = -170282.109309 nChanged 37 SP:Iteration 40F (94.799508 sec): 3 clusters Score: Raw -170763.563272 + Penalty 475.710044 = -170287.853228 nChanged 38 SP:Iteration 41Q (94.852938 sec): 3 clusters Score: Raw -170772.790421 + Penalty 475.710044 = -170297.080376 nChanged 43 SP:Iteration 42Q (94.900462 sec): 3 clusters Score: Raw -170785.694489 + Penalty 475.710044 = -170309.984445 nChanged 48 SP:Iteration 43Q (94.950679 sec): 3 clusters Score: Raw -170798.744396 + Penalty 475.710044 = -170323.034352 nChanged 43 SP:Iteration 44Q (94.994563 sec): 3 clusters Score: Raw -170809.734811 + Penalty 475.710044 = -170334.024767 nChanged 42 SP:Iteration 45Q (95.043635 sec): 3 clusters Score: Raw -170820.454274 + Penalty 475.710044 = -170344.744230 nChanged 43 SP:Iteration 46Q (95.097579 sec): 3 clusters Score: Raw -170831.503004 + Penalty 475.710044 = -170355.792960 nChanged 42 SP:Iteration 47Q (95.154454 sec): 3 clusters Score: Raw -170843.257590 + Penalty 475.710044 = -170367.547546 nChanged 45 SP:Iteration 48Q (95.203148 sec): 3 clusters Score: Raw -170858.171743 + Penalty 475.710044 = -170382.461699 nChanged 46 SP:Iteration 49Q (95.251817 sec): 3 clusters Score: Raw -170873.589330 + Penalty 475.710044 = -170397.879286 nChanged 52 SP:Iteration 50Q (95.288973 sec): 3 clusters Score: Raw -170887.514214 + Penalty 475.710044 = -170411.804170 nChanged 45 SP:Iteration 51Q (95.343202 sec): 3 clusters Score: Raw -170900.277984 + Penalty 475.710044 = -170424.567939 nChanged 47 SP:Iteration 52Q (95.387615 sec): 3 clusters Score: Raw -170914.174207 + Penalty 475.710044 = -170438.464163 nChanged 44 SP:Iteration 53Q (95.437855 sec): 3 clusters Score: Raw -170928.129573 + Penalty 475.710044 = -170452.419529 nChanged 38 SP:Iteration 54Q (95.497157 sec): 3 clusters Score: Raw -170940.345374 + Penalty 475.710044 = -170464.635329 nChanged 37 SP:Iteration 55Q (95.548652 sec): 3 clusters Score: Raw -170952.117695 + Penalty 475.710044 = -170476.407650 nChanged 30 SP:Iteration 56Q (95.590981 sec): 3 clusters Score: Raw -170963.165051 + Penalty 475.710044 = -170487.455007 nChanged 26 SP:Iteration 57Q (95.641392 sec): 3 clusters Score: Raw -170972.999061 + Penalty 475.710044 = -170497.289017 nChanged 27 SP:Iteration 58Q (95.684566 sec): 3 clusters Score: Raw -170981.435092 + Penalty 475.710044 = -170505.725047 nChanged 25 SP:Iteration 59Q (95.740342 sec): 3 clusters Score: Raw -170988.440887 + Penalty 475.710044 = -170512.730842 nChanged 17 SP:Iteration 60F (95.793754 sec): 3 clusters Score: Raw -170993.145503 + Penalty 475.710044 = -170517.435458 nChanged 9 SP:Iteration 61Q (95.834874 sec): 3 clusters Score: Raw -170995.609933 + Penalty 475.710044 = -170519.899889 nChanged 10 SP:Iteration 62Q (95.885107 sec): 3 clusters Score: Raw -170997.728630 + Penalty 475.710044 = -170522.018586 nChanged 12 SP:Iteration 63Q (95.933251 sec): 3 clusters Score: Raw -171002.761533 + Penalty 475.710044 = -170527.051489 nChanged 12 SP:Iteration 64Q (95.978967 sec): 3 clusters Score: Raw -171007.341391 + Penalty 475.710044 = -170531.631346 nChanged 12 SP:Iteration 65Q (96.032159 sec): 3 clusters Score: Raw -171010.949590 + Penalty 475.710044 = -170535.239545 nChanged 15 SP:Iteration 66Q (96.085176 sec): 3 clusters Score: Raw -171015.476075 + Penalty 475.710044 = -170539.766030 nChanged 15 SP:Iteration 67Q (96.138010 sec): 3 clusters Score: Raw -171020.089827 + Penalty 475.710044 = -170544.379783 nChanged 11 SP:Iteration 68Q (96.188910 sec): 3 clusters Score: Raw -171022.824582 + Penalty 475.710044 = -170547.114538 nChanged 11 SP:Iteration 69Q (96.245755 sec): 3 clusters Score: Raw -171024.837112 + Penalty 475.710044 = -170549.127068 nChanged 6 SP:Iteration 70Q (96.298152 sec): 3 clusters Score: Raw -171025.954772 + Penalty 475.710044 = -170550.244728 nChanged 4 SP:Iteration 71Q (96.349442 sec): 3 clusters Score: Raw -171026.223236 + Penalty 475.710044 = -170550.513192 nChanged 1 SP:Iteration 72Q (96.390789 sec): 3 clusters Score: Raw -171026.398696 + Penalty 475.710044 = -170550.688651 nChanged 1 SP:Iteration 73Q (96.450440 sec): 3 clusters Score: Raw -171026.774098 + Penalty 475.710044 = -170551.064054 nChanged 2 SP:Iteration 74Q (96.503989 sec): 3 clusters Score: Raw -171027.230256 + Penalty 475.710044 = -170551.520212 nChanged 2 SP:Iteration 75Q (96.547715 sec): 3 clusters Score: Raw -171027.559263 + Penalty 475.710044 = -170551.849219 nChanged 0 SP:Iteration 76F (96.598589 sec): 3 clusters Score: Raw -171027.559263 + Penalty 475.710044 = -170551.849219 nChanged 0 Trying to split cluster 19 (2705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.623853 sec): 2 clusters Score: Raw -57636.042149 + Penalty 217.328573 = -57418.713576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.672971 sec): 3 clusters Score: Raw -56073.047517 + Penalty 434.657146 = -55638.390372 nChanged 1170 SP:Iteration 1F (96.729680 sec): 3 clusters Score: Raw -57019.058813 + Penalty 434.657146 = -56584.401667 nChanged 238 SP:Iteration 2F (96.780387 sec): 3 clusters Score: Raw -57281.625785 + Penalty 434.657146 = -56846.968640 nChanged 225 SP:Iteration 3F (96.814665 sec): 3 clusters Score: Raw -57425.410599 + Penalty 434.657146 = -56990.753453 nChanged 165 SP:Iteration 4F (96.868885 sec): 3 clusters Score: Raw -57514.837025 + Penalty 434.657146 = -57080.179879 nChanged 119 SP:Iteration 5Q (96.908632 sec): 3 clusters Score: Raw -57563.715567 + Penalty 434.657146 = -57129.058422 nChanged 76 SP:Iteration 6Q (96.960453 sec): 3 clusters Score: Raw -57589.763479 + Penalty 434.657146 = -57155.106334 nChanged 64 SP:Iteration 7Q (97.010967 sec): 3 clusters Score: Raw -57609.801940 + Penalty 434.657146 = -57175.144794 nChanged 54 SP:Iteration 8Q (97.050352 sec): 3 clusters Score: Raw -57625.578902 + Penalty 434.657146 = -57190.921757 nChanged 63 SP:Iteration 9Q (97.103213 sec): 3 clusters Score: Raw -57645.744351 + Penalty 434.657146 = -57211.087206 nChanged 65 SP:Iteration 10Q (97.153657 sec): 3 clusters Score: Raw -57665.280165 + Penalty 434.657146 = -57230.623020 nChanged 56 SP:Iteration 11Q (97.193880 sec): 3 clusters Score: Raw -57686.264161 + Penalty 434.657146 = -57251.607015 nChanged 63 SP:Iteration 12Q (97.241563 sec): 3 clusters Score: Raw -57710.677385 + Penalty 434.657146 = -57276.020240 nChanged 57 SP:Iteration 13Q (97.287129 sec): 3 clusters Score: Raw -57728.962072 + Penalty 434.657146 = -57294.304926 nChanged 49 SP:Iteration 14Q (97.346347 sec): 3 clusters Score: Raw -57743.319005 + Penalty 434.657146 = -57308.661859 nChanged 42 SP:Iteration 15Q (97.390323 sec): 3 clusters Score: Raw -57757.906037 + Penalty 434.657146 = -57323.248891 nChanged 52 SP:Iteration 16Q (97.439763 sec): 3 clusters Score: Raw -57778.968129 + Penalty 434.657146 = -57344.310984 nChanged 45 SP:Iteration 17Q (97.484322 sec): 3 clusters Score: Raw -57796.211473 + Penalty 434.657146 = -57361.554327 nChanged 41 SP:Iteration 18Q (97.536380 sec): 3 clusters Score: Raw -57812.249869 + Penalty 434.657146 = -57377.592724 nChanged 44 SP:Iteration 19Q (97.582215 sec): 3 clusters Score: Raw -57830.402389 + Penalty 434.657146 = -57395.745243 nChanged 33 SP:Iteration 20F (97.634168 sec): 3 clusters Score: Raw -57843.437612 + Penalty 434.657146 = -57408.780467 nChanged 25 SP:Iteration 21Q (97.684671 sec): 3 clusters Score: Raw -57851.392811 + Penalty 434.657146 = -57416.735666 nChanged 12 SP:Iteration 22Q (97.733516 sec): 3 clusters Score: Raw -57855.199010 + Penalty 434.657146 = -57420.541865 nChanged 7 SP:Iteration 23Q (97.771982 sec): 3 clusters Score: Raw -57857.579009 + Penalty 434.657146 = -57422.921864 nChanged 8 SP:Iteration 24Q (97.824588 sec): 3 clusters Score: Raw -57860.241711 + Penalty 434.657146 = -57425.584566 nChanged 8 SP:Iteration 25Q (97.873874 sec): 3 clusters Score: Raw -57862.470527 + Penalty 434.657146 = -57427.813381 nChanged 9 SP:Iteration 26Q (97.921368 sec): 3 clusters Score: Raw -57865.266754 + Penalty 434.657146 = -57430.609608 nChanged 4 SP:Iteration 27Q (97.969345 sec): 3 clusters Score: Raw -57866.267869 + Penalty 434.657146 = -57431.610723 nChanged 5 SP:Iteration 28Q (98.020200 sec): 3 clusters Score: Raw -57867.560162 + Penalty 434.657146 = -57432.903016 nChanged 8 SP:Iteration 29Q (98.070043 sec): 3 clusters Score: Raw -57872.001402 + Penalty 434.657146 = -57437.344257 nChanged 7 SP:Iteration 30Q (98.120256 sec): 3 clusters Score: Raw -57875.561401 + Penalty 434.657146 = -57440.904255 nChanged 8 SP:Iteration 31Q (98.160986 sec): 3 clusters Score: Raw -57879.598644 + Penalty 434.657146 = -57444.941499 nChanged 10 SP:Iteration 32Q (98.217899 sec): 3 clusters Score: Raw -57883.399210 + Penalty 434.657146 = -57448.742064 nChanged 5 SP:Iteration 33Q (98.271685 sec): 3 clusters Score: Raw -57884.761213 + Penalty 434.657146 = -57450.104067 nChanged 5 SP:Iteration 34Q (98.318636 sec): 3 clusters Score: Raw -57886.354985 + Penalty 434.657146 = -57451.697839 nChanged 4 SP:Iteration 35Q (98.360051 sec): 3 clusters Score: Raw -57887.092123 + Penalty 434.657146 = -57452.434978 nChanged 3 SP:Iteration 36Q (98.415514 sec): 3 clusters Score: Raw -57887.843375 + Penalty 434.657146 = -57453.186229 nChanged 4 SP:Iteration 37Q (98.469971 sec): 3 clusters Score: Raw -57888.808299 + Penalty 434.657146 = -57454.151154 nChanged 2 SP:Iteration 38Q (98.516286 sec): 3 clusters Score: Raw -57889.435844 + Penalty 434.657146 = -57454.778698 nChanged 2 SP:Iteration 39Q (98.563650 sec): 3 clusters Score: Raw -57889.801537 + Penalty 434.657146 = -57455.144392 nChanged 2 SP:Iteration 40F (98.608615 sec): 3 clusters Score: Raw -57892.329631 + Penalty 434.657146 = -57457.672486 nChanged 4 SP:Iteration 41Q (98.662114 sec): 3 clusters Score: Raw -57895.535284 + Penalty 434.657146 = -57460.878138 nChanged 4 SP:Iteration 42Q (98.715198 sec): 3 clusters Score: Raw -57897.359543 + Penalty 434.657146 = -57462.702397 nChanged 7 SP:Iteration 43Q (98.761834 sec): 3 clusters Score: Raw -57902.694400 + Penalty 434.657146 = -57468.037254 nChanged 8 SP:Iteration 44Q (98.813176 sec): 3 clusters Score: Raw -57927.058342 + Penalty 434.657146 = -57492.401196 nChanged 10 SP:Iteration 45Q (98.851955 sec): 3 clusters Score: Raw -57967.352955 + Penalty 434.657146 = -57532.695810 nChanged 13 SP:Iteration 46Q (98.913676 sec): 3 clusters Score: Raw -57978.419646 + Penalty 434.657146 = -57543.762500 nChanged 10 SP:Iteration 47Q (98.963615 sec): 3 clusters Score: Raw -57985.683382 + Penalty 434.657146 = -57551.026237 nChanged 5 SP:Iteration 48Q (99.012732 sec): 3 clusters Score: Raw -57989.539965 + Penalty 434.657146 = -57554.882819 nChanged 4 SP:Iteration 49Q (99.058051 sec): 3 clusters Score: Raw -57990.715382 + Penalty 434.657146 = -57556.058236 nChanged 2 SP:Iteration 50Q (99.100703 sec): 3 clusters Score: Raw -57991.220881 + Penalty 434.657146 = -57556.563736 nChanged 2 SP:Iteration 51Q (99.152760 sec): 3 clusters Score: Raw -57991.797594 + Penalty 434.657146 = -57557.140448 nChanged 1 SP:Iteration 52Q (99.201807 sec): 3 clusters Score: Raw -57992.061354 + Penalty 434.657146 = -57557.404208 nChanged 1 SP:Iteration 53Q (99.249201 sec): 3 clusters Score: Raw -57992.120048 + Penalty 434.657146 = -57557.462902 nChanged 0 SP:Iteration 54F (99.296393 sec): 3 clusters Score: Raw -57992.120048 + Penalty 434.657146 = -57557.462902 nChanged 0 Score: Raw -7147753.408875 + Penalty 8606.061861 = -7139147.347015 Splitting cluster 19 changes total score from -7127826.384846 to -7139147.347015 So it's getting split into cluster 25. Iteration 20F (103.752135 sec): 26 clusters Score: Raw -7152642.763892 + Penalty 8606.061861 = -7144036.702032 nChanged 7280 Iteration 21Q (105.351784 sec): 26 clusters Score: Raw -7155524.907086 + Penalty 8606.061861 = -7146918.845225 nChanged 3970 Iteration 22Q (107.061471 sec): 26 clusters Score: Raw -7156818.607547 + Penalty 8606.061861 = -7148212.545686 nChanged 2970 Iteration 23Q (108.613889 sec): 26 clusters Score: Raw -7157598.222995 + Penalty 8606.061861 = -7148992.161134 nChanged 2428 Iteration 24Q (110.247351 sec): 26 clusters Score: Raw -7158145.119298 + Penalty 8606.061861 = -7149539.057438 nChanged 2036 Iteration 25Q (111.811034 sec): 26 clusters Score: Raw -7158539.809978 + Penalty 8606.061861 = -7149933.748118 nChanged 1743 Iteration 26Q (113.392604 sec): 26 clusters Score: Raw -7158832.185491 + Penalty 8606.061861 = -7150226.123631 nChanged 1545 Iteration 27Q (114.894144 sec): 26 clusters Score: Raw -7159069.401207 + Penalty 8606.061861 = -7150463.339347 nChanged 1357 Iteration 28Q (116.346402 sec): 26 clusters Score: Raw -7159270.473242 + Penalty 8606.061861 = -7150664.411381 nChanged 1211 Iteration 29Q (117.900816 sec): 26 clusters Score: Raw -7159430.824351 + Penalty 8606.061861 = -7150824.762490 nChanged 1036 Iteration 30Q (119.492331 sec): 26 clusters Score: Raw -7159558.597796 + Penalty 8606.061861 = -7150952.535935 nChanged 980 Iteration 31Q (121.014661 sec): 26 clusters Score: Raw -7159676.761089 + Penalty 8606.061861 = -7151070.699228 nChanged 931 Iteration 32Q (122.544570 sec): 26 clusters Score: Raw -7159780.676261 + Penalty 8606.061861 = -7151174.614400 nChanged 855 Iteration 33Q (124.030858 sec): 26 clusters Score: Raw -7159875.048270 + Penalty 8606.061861 = -7151268.986410 nChanged 838 Iteration 34Q (125.624827 sec): 26 clusters Score: Raw -7159961.889468 + Penalty 8606.061861 = -7151355.827607 nChanged 740 Iteration 35Q (127.261374 sec): 26 clusters Score: Raw -7160033.923522 + Penalty 8606.061861 = -7151427.861661 nChanged 668 Iteration 36Q (128.810011 sec): 26 clusters Score: Raw -7160097.648106 + Penalty 8606.061861 = -7151491.586245 nChanged 563 Iteration 37Q (130.300852 sec): 26 clusters Score: Raw -7160159.442150 + Penalty 8606.061861 = -7151553.380289 nChanged 559 Iteration 38Q (131.955021 sec): 26 clusters Score: Raw -7160215.459439 + Penalty 8606.061861 = -7151609.397578 nChanged 530 Iteration 39Q (133.446535 sec): 26 clusters Score: Raw -7160264.856864 + Penalty 8606.061861 = -7151658.795004 nChanged 499 Iteration 40F (135.698099 sec): 26 clusters Score: Raw -7160442.098613 + Penalty 8606.061861 = -7151836.036752 nChanged 653 Iteration 41Q (137.186824 sec): 26 clusters Score: Raw -7160609.280238 + Penalty 8606.061861 = -7152003.218377 nChanged 689 Iteration 42Q (138.808076 sec): 26 clusters Score: Raw -7160824.167415 + Penalty 8606.061861 = -7152218.105555 nChanged 707 Iteration 43Q (140.347254 sec): 26 clusters Score: Raw -7161071.385413 + Penalty 8606.061861 = -7152465.323552 nChanged 655 Iteration 44Q (141.895258 sec): 26 clusters Score: Raw -7161202.591699 + Penalty 8606.061861 = -7152596.529838 nChanged 660 Iteration 45Q (143.501366 sec): 26 clusters Score: Raw -7161315.116306 + Penalty 8606.061861 = -7152709.054446 nChanged 638 Iteration 46Q (145.047158 sec): 26 clusters Score: Raw -7161407.026855 + Penalty 8606.061861 = -7152800.964994 nChanged 604 Iteration 47Q (146.622617 sec): 26 clusters Score: Raw -7161495.355246 + Penalty 8606.061861 = -7152889.293386 nChanged 564 Iteration 48Q (148.107806 sec): 26 clusters Score: Raw -7161584.587830 + Penalty 8606.061861 = -7152978.525970 nChanged 611 Iteration 49Q (149.708516 sec): 26 clusters Score: Raw -7161682.138740 + Penalty 8606.061861 = -7153076.076879 nChanged 562 Iteration 50Q (151.377747 sec): 26 clusters Score: Raw -7161776.286858 + Penalty 8606.061861 = -7153170.224997 nChanged 558 Iteration 51Q (152.923569 sec): 26 clusters Score: Raw -7161861.301804 + Penalty 8606.061861 = -7153255.239943 nChanged 546 Iteration 52Q (154.511687 sec): 26 clusters Score: Raw -7161932.179661 + Penalty 8606.061861 = -7153326.117800 nChanged 494 Iteration 53Q (156.032476 sec): 26 clusters Score: Raw -7161984.725274 + Penalty 8606.061861 = -7153378.663414 nChanged 482 Iteration 54Q (157.572031 sec): 26 clusters Score: Raw -7162036.940176 + Penalty 8606.061861 = -7153430.878315 nChanged 490 Iteration 55Q (159.061619 sec): 26 clusters Score: Raw -7162084.003306 + Penalty 8606.061861 = -7153477.941445 nChanged 432 Iteration 56Q (160.616559 sec): 26 clusters Score: Raw -7162125.491782 + Penalty 8606.061861 = -7153519.429922 nChanged 421 Iteration 57Q (162.231021 sec): 26 clusters Score: Raw -7162168.738427 + Penalty 8606.061861 = -7153562.676566 nChanged 411 Iteration 58Q (163.819510 sec): 26 clusters Score: Raw -7162209.022719 + Penalty 8606.061861 = -7153602.960858 nChanged 395 Writing temp clu file Because OldScore, -7153562.676566, is greater than current (better) Score,-7153602.960858 Compute initial score before splitting: Score: Raw -7162209.022719 + Penalty 8606.061861 = -7153602.960858 Trying to split cluster 1 (6677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (163.932613 sec): 2 clusters Score: Raw -157670.807839 + Penalty 242.176662 = -157428.631177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (163.984235 sec): 3 clusters Score: Raw -153507.584101 + Penalty 484.353324 = -153023.230777 nChanged 3150 SP:Iteration 1F (164.025670 sec): 3 clusters Score: Raw -155748.680839 + Penalty 484.353324 = -155264.327516 nChanged 545 SP:Iteration 2F (164.088495 sec): 3 clusters Score: Raw -156122.752662 + Penalty 484.353324 = -155638.399338 nChanged 464 SP:Iteration 3F (164.131443 sec): 3 clusters Score: Raw -156407.972651 + Penalty 484.353324 = -155923.619327 nChanged 340 SP:Iteration 4F (164.186986 sec): 3 clusters Score: Raw -156554.659691 + Penalty 484.353324 = -156070.306367 nChanged 245 SP:Iteration 5Q (164.236462 sec): 3 clusters Score: Raw -156635.890102 + Penalty 484.353324 = -156151.536778 nChanged 185 SP:Iteration 6Q (164.284132 sec): 3 clusters Score: Raw -156704.217590 + Penalty 484.353324 = -156219.864266 nChanged 169 SP:Iteration 7Q (164.341961 sec): 3 clusters Score: Raw -156782.606399 + Penalty 484.353324 = -156298.253076 nChanged 192 SP:Iteration 8Q (164.388647 sec): 3 clusters Score: Raw -156879.297438 + Penalty 484.353324 = -156394.944115 nChanged 214 SP:Iteration 9Q (164.442680 sec): 3 clusters Score: Raw -156984.384098 + Penalty 484.353324 = -156500.030774 nChanged 222 SP:Iteration 10Q (164.484826 sec): 3 clusters Score: Raw -157102.504940 + Penalty 484.353324 = -156618.151617 nChanged 224 SP:Iteration 11Q (164.537595 sec): 3 clusters Score: Raw -157220.467904 + Penalty 484.353324 = -156736.114581 nChanged 207 SP:Iteration 12Q (164.590038 sec): 3 clusters Score: Raw -157342.663104 + Penalty 484.353324 = -156858.309781 nChanged 181 SP:Iteration 13Q (164.628039 sec): 3 clusters Score: Raw -157439.566591 + Penalty 484.353324 = -156955.213267 nChanged 146 SP:Iteration 14Q (164.686253 sec): 3 clusters Score: Raw -157510.980361 + Penalty 484.353324 = -157026.627037 nChanged 117 SP:Iteration 15Q (164.738679 sec): 3 clusters Score: Raw -157556.402896 + Penalty 484.353324 = -157072.049572 nChanged 117 SP:Iteration 16Q (164.787642 sec): 3 clusters Score: Raw -157599.485130 + Penalty 484.353324 = -157115.131806 nChanged 99 SP:Iteration 17Q (164.838554 sec): 3 clusters Score: Raw -157633.792251 + Penalty 484.353324 = -157149.438928 nChanged 79 SP:Iteration 18Q (164.887094 sec): 3 clusters Score: Raw -157665.601267 + Penalty 484.353324 = -157181.247943 nChanged 70 SP:Iteration 19Q (164.939187 sec): 3 clusters Score: Raw -157688.255582 + Penalty 484.353324 = -157203.902259 nChanged 56 SP:Iteration 20F (164.987740 sec): 3 clusters Score: Raw -157704.894992 + Penalty 484.353324 = -157220.541669 nChanged 44 SP:Iteration 21Q (165.031618 sec): 3 clusters Score: Raw -157718.568775 + Penalty 484.353324 = -157234.215452 nChanged 46 SP:Iteration 22Q (165.094435 sec): 3 clusters Score: Raw -157734.292349 + Penalty 484.353324 = -157249.939026 nChanged 38 SP:Iteration 23Q (165.144748 sec): 3 clusters Score: Raw -157746.455285 + Penalty 484.353324 = -157262.101962 nChanged 36 SP:Iteration 24Q (165.199381 sec): 3 clusters Score: Raw -157757.712404 + Penalty 484.353324 = -157273.359080 nChanged 32 SP:Iteration 25Q (165.242350 sec): 3 clusters Score: Raw -157765.340346 + Penalty 484.353324 = -157280.987022 nChanged 29 SP:Iteration 26Q (165.302762 sec): 3 clusters Score: Raw -157774.193934 + Penalty 484.353324 = -157289.840610 nChanged 26 SP:Iteration 27Q (165.358461 sec): 3 clusters Score: Raw -157783.017441 + Penalty 484.353324 = -157298.664118 nChanged 27 SP:Iteration 28Q (165.408622 sec): 3 clusters Score: Raw -157792.710558 + Penalty 484.353324 = -157308.357235 nChanged 25 SP:Iteration 29Q (165.450895 sec): 3 clusters Score: Raw -157799.109129 + Penalty 484.353324 = -157314.755805 nChanged 20 SP:Iteration 30Q (165.511474 sec): 3 clusters Score: Raw -157803.840608 + Penalty 484.353324 = -157319.487285 nChanged 15 SP:Iteration 31Q (165.570163 sec): 3 clusters Score: Raw -157807.178997 + Penalty 484.353324 = -157322.825674 nChanged 13 SP:Iteration 32Q (165.618821 sec): 3 clusters Score: Raw -157809.651693 + Penalty 484.353324 = -157325.298369 nChanged 12 SP:Iteration 33Q (165.665147 sec): 3 clusters Score: Raw -157812.127517 + Penalty 484.353324 = -157327.774194 nChanged 10 SP:Iteration 34Q (165.706510 sec): 3 clusters Score: Raw -157813.556370 + Penalty 484.353324 = -157329.203046 nChanged 9 SP:Iteration 35Q (165.758044 sec): 3 clusters Score: Raw -157814.668207 + Penalty 484.353324 = -157330.314883 nChanged 6 SP:Iteration 36Q (165.809450 sec): 3 clusters Score: Raw -157815.457141 + Penalty 484.353324 = -157331.103818 nChanged 5 SP:Iteration 37Q (165.861946 sec): 3 clusters Score: Raw -157816.693112 + Penalty 484.353324 = -157332.339789 nChanged 5 SP:Iteration 38Q (165.914807 sec): 3 clusters Score: Raw -157817.681939 + Penalty 484.353324 = -157333.328616 nChanged 6 SP:Iteration 39Q (165.966505 sec): 3 clusters Score: Raw -157819.262608 + Penalty 484.353324 = -157334.909285 nChanged 3 SP:Iteration 40F (166.024630 sec): 3 clusters Score: Raw -157820.891603 + Penalty 484.353324 = -157336.538279 nChanged 8 SP:Iteration 41Q (166.064876 sec): 3 clusters Score: Raw -157823.183790 + Penalty 484.353324 = -157338.830466 nChanged 7 SP:Iteration 42Q (166.120919 sec): 3 clusters Score: Raw -157825.512994 + Penalty 484.353324 = -157341.159670 nChanged 12 SP:Iteration 43Q (166.170825 sec): 3 clusters Score: Raw -157827.615402 + Penalty 484.353324 = -157343.262078 nChanged 8 SP:Iteration 44Q (166.211489 sec): 3 clusters Score: Raw -157829.044678 + Penalty 484.353324 = -157344.691354 nChanged 5 SP:Iteration 45Q (166.276644 sec): 3 clusters Score: Raw -157829.959115 + Penalty 484.353324 = -157345.605792 nChanged 4 SP:Iteration 46Q (166.322784 sec): 3 clusters Score: Raw -157830.514792 + Penalty 484.353324 = -157346.161468 nChanged 3 SP:Iteration 47Q (166.382103 sec): 3 clusters Score: Raw -157830.939965 + Penalty 484.353324 = -157346.586641 nChanged 3 SP:Iteration 48Q (166.433644 sec): 3 clusters Score: Raw -157831.356824 + Penalty 484.353324 = -157347.003500 nChanged 1 SP:Iteration 49Q (166.474053 sec): 3 clusters Score: Raw -157831.559401 + Penalty 484.353324 = -157347.206077 nChanged 2 SP:Iteration 50Q (166.527700 sec): 3 clusters Score: Raw -157832.096885 + Penalty 484.353324 = -157347.743562 nChanged 1 SP:Iteration 51Q (166.583174 sec): 3 clusters Score: Raw -157832.371854 + Penalty 484.353324 = -157348.018531 nChanged 2 SP:Iteration 52Q (166.636709 sec): 3 clusters Score: Raw -157832.964178 + Penalty 484.353324 = -157348.610854 nChanged 1 SP:Iteration 53Q (166.681006 sec): 3 clusters Score: Raw -157833.218027 + Penalty 484.353324 = -157348.864703 nChanged 1 SP:Iteration 54Q (166.734339 sec): 3 clusters Score: Raw -157833.299380 + Penalty 484.353324 = -157348.946056 nChanged 0 SP:Iteration 55F (166.779125 sec): 3 clusters Score: Raw -157833.299380 + Penalty 484.353324 = -157348.946056 nChanged 0 Trying to split cluster 2 (4132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.815699 sec): 2 clusters Score: Raw -120030.646818 + Penalty 228.979213 = -119801.667605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.863794 sec): 3 clusters Score: Raw -117457.852178 + Penalty 457.958426 = -116999.893752 nChanged 1913 SP:Iteration 1F (166.919083 sec): 3 clusters Score: Raw -118635.785086 + Penalty 457.958426 = -118177.826660 nChanged 173 SP:Iteration 2Q (166.966330 sec): 3 clusters Score: Raw -118696.031994 + Penalty 457.958426 = -118238.073568 nChanged 165 SP:Iteration 3Q (167.014941 sec): 3 clusters Score: Raw -118777.679851 + Penalty 457.958426 = -118319.721426 nChanged 191 SP:Iteration 4Q (167.064060 sec): 3 clusters Score: Raw -118892.586929 + Penalty 457.958426 = -118434.628504 nChanged 209 SP:Iteration 5F (167.114930 sec): 3 clusters Score: Raw -119018.894153 + Penalty 457.958426 = -118560.935727 nChanged 213 SP:Iteration 6F (167.165692 sec): 3 clusters Score: Raw -119151.494711 + Penalty 457.958426 = -118693.536286 nChanged 207 SP:Iteration 7F (167.212844 sec): 3 clusters Score: Raw -119285.190448 + Penalty 457.958426 = -118827.232022 nChanged 188 SP:Iteration 8Q (167.276782 sec): 3 clusters Score: Raw -119416.630666 + Penalty 457.958426 = -118958.672241 nChanged 181 SP:Iteration 9Q (167.328751 sec): 3 clusters Score: Raw -119545.731692 + Penalty 457.958426 = -119087.773267 nChanged 167 SP:Iteration 10Q (167.363459 sec): 3 clusters Score: Raw -119670.543497 + Penalty 457.958426 = -119212.585072 nChanged 159 SP:Iteration 11Q (167.411471 sec): 3 clusters Score: Raw -119772.237775 + Penalty 457.958426 = -119314.279349 nChanged 113 SP:Iteration 12Q (167.472368 sec): 3 clusters Score: Raw -119844.731385 + Penalty 457.958426 = -119386.772959 nChanged 84 SP:Iteration 13Q (167.514809 sec): 3 clusters Score: Raw -119894.608367 + Penalty 457.958426 = -119436.649941 nChanged 65 SP:Iteration 14Q (167.562634 sec): 3 clusters Score: Raw -119936.973574 + Penalty 457.958426 = -119479.015148 nChanged 68 SP:Iteration 15Q (167.610620 sec): 3 clusters Score: Raw -119983.231038 + Penalty 457.958426 = -119525.272612 nChanged 50 SP:Iteration 16Q (167.665630 sec): 3 clusters Score: Raw -120010.706970 + Penalty 457.958426 = -119552.748544 nChanged 38 SP:Iteration 17Q (167.710290 sec): 3 clusters Score: Raw -120034.481730 + Penalty 457.958426 = -119576.523304 nChanged 27 SP:Iteration 18Q (167.764628 sec): 3 clusters Score: Raw -120049.655191 + Penalty 457.958426 = -119591.696766 nChanged 17 SP:Iteration 19Q (167.806631 sec): 3 clusters Score: Raw -120057.888411 + Penalty 457.958426 = -119599.929985 nChanged 17 SP:Iteration 20F (167.857831 sec): 3 clusters Score: Raw -120063.403376 + Penalty 457.958426 = -119605.444950 nChanged 9 SP:Iteration 21Q (167.908025 sec): 3 clusters Score: Raw -120067.835281 + Penalty 457.958426 = -119609.876856 nChanged 8 SP:Iteration 22Q (167.956130 sec): 3 clusters Score: Raw -120072.701176 + Penalty 457.958426 = -119614.742750 nChanged 5 SP:Iteration 23Q (168.004838 sec): 3 clusters Score: Raw -120076.175670 + Penalty 457.958426 = -119618.217245 nChanged 6 SP:Iteration 24Q (168.058343 sec): 3 clusters Score: Raw -120079.092248 + Penalty 457.958426 = -119621.133822 nChanged 6 SP:Iteration 25Q (168.108571 sec): 3 clusters Score: Raw -120083.049375 + Penalty 457.958426 = -119625.090950 nChanged 4 SP:Iteration 26Q (168.152350 sec): 3 clusters Score: Raw -120085.369971 + Penalty 457.958426 = -119627.411545 nChanged 4 SP:Iteration 27Q (168.212591 sec): 3 clusters Score: Raw -120088.343872 + Penalty 457.958426 = -119630.385446 nChanged 8 SP:Iteration 28Q (168.265347 sec): 3 clusters Score: Raw -120092.153264 + Penalty 457.958426 = -119634.194838 nChanged 2 SP:Iteration 29Q (168.318547 sec): 3 clusters Score: Raw -120092.878677 + Penalty 457.958426 = -119634.920251 nChanged 1 SP:Iteration 30Q (168.359391 sec): 3 clusters Score: Raw -120093.102745 + Penalty 457.958426 = -119635.144319 nChanged 1 SP:Iteration 31Q (168.413437 sec): 3 clusters Score: Raw -120093.668424 + Penalty 457.958426 = -119635.709998 nChanged 2 SP:Iteration 32Q (168.471158 sec): 3 clusters Score: Raw -120094.529056 + Penalty 457.958426 = -119636.570630 nChanged 0 SP:Iteration 33F (168.507047 sec): 3 clusters Score: Raw -120094.529056 + Penalty 457.958426 = -119636.570630 nChanged 0 Trying to split cluster 3 (6663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (168.532310 sec): 2 clusters Score: Raw -162299.670710 + Penalty 242.118941 = -162057.551769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (168.575808 sec): 3 clusters Score: Raw -158085.956802 + Penalty 484.237881 = -157601.718921 nChanged 3102 SP:Iteration 1F (168.635657 sec): 3 clusters Score: Raw -160064.064964 + Penalty 484.237881 = -159579.827083 nChanged 611 SP:Iteration 2F (168.690235 sec): 3 clusters Score: Raw -160542.029479 + Penalty 484.237881 = -160057.791598 nChanged 626 SP:Iteration 3F (168.731328 sec): 3 clusters Score: Raw -161134.094310 + Penalty 484.237881 = -160649.856429 nChanged 511 SP:Iteration 4F (168.790699 sec): 3 clusters Score: Raw -161663.207221 + Penalty 484.237881 = -161178.969340 nChanged 322 SP:Iteration 5Q (168.832827 sec): 3 clusters Score: Raw -162010.897163 + Penalty 484.237881 = -161526.659282 nChanged 184 SP:Iteration 6Q (168.886254 sec): 3 clusters Score: Raw -162223.797945 + Penalty 484.237881 = -161739.560064 nChanged 103 SP:Iteration 7Q (168.936885 sec): 3 clusters Score: Raw -162331.164709 + Penalty 484.237881 = -161846.926828 nChanged 79 SP:Iteration 8Q (168.988155 sec): 3 clusters Score: Raw -162385.842587 + Penalty 484.237881 = -161901.604706 nChanged 68 SP:Iteration 9Q (169.044158 sec): 3 clusters Score: Raw -162416.276635 + Penalty 484.237881 = -161932.038754 nChanged 33 SP:Iteration 10Q (169.096576 sec): 3 clusters Score: Raw -162427.507326 + Penalty 484.237881 = -161943.269445 nChanged 24 SP:Iteration 11Q (169.135354 sec): 3 clusters Score: Raw -162433.584831 + Penalty 484.237881 = -161949.346950 nChanged 15 SP:Iteration 12Q (169.183567 sec): 3 clusters Score: Raw -162437.511427 + Penalty 484.237881 = -161953.273546 nChanged 10 SP:Iteration 13Q (169.239246 sec): 3 clusters Score: Raw -162439.446057 + Penalty 484.237881 = -161955.208176 nChanged 5 SP:Iteration 14Q (169.286378 sec): 3 clusters Score: Raw -162440.207583 + Penalty 484.237881 = -161955.969702 nChanged 5 SP:Iteration 15Q (169.335899 sec): 3 clusters Score: Raw -162442.269181 + Penalty 484.237881 = -161958.031300 nChanged 9 SP:Iteration 16Q (169.389471 sec): 3 clusters Score: Raw -162445.887051 + Penalty 484.237881 = -161961.649170 nChanged 8 SP:Iteration 17Q (169.435974 sec): 3 clusters Score: Raw -162448.769659 + Penalty 484.237881 = -161964.531778 nChanged 6 SP:Iteration 18Q (169.489476 sec): 3 clusters Score: Raw -162450.633000 + Penalty 484.237881 = -161966.395119 nChanged 5 SP:Iteration 19Q (169.536113 sec): 3 clusters Score: Raw -162451.854141 + Penalty 484.237881 = -161967.616259 nChanged 2 SP:Iteration 20F (169.592129 sec): 3 clusters Score: Raw -162451.989070 + Penalty 484.237881 = -161967.751188 nChanged 1 SP:Iteration 21Q (169.644563 sec): 3 clusters Score: Raw -162452.098132 + Penalty 484.237881 = -161967.860251 nChanged 2 SP:Iteration 22Q (169.686314 sec): 3 clusters Score: Raw -162452.493394 + Penalty 484.237881 = -161968.255513 nChanged 2 SP:Iteration 23Q (169.744743 sec): 3 clusters Score: Raw -162453.478921 + Penalty 484.237881 = -161969.241040 nChanged 4 SP:Iteration 24Q (169.790849 sec): 3 clusters Score: Raw -162454.482699 + Penalty 484.237881 = -161970.244817 nChanged 6 SP:Iteration 25Q (169.851972 sec): 3 clusters Score: Raw -162456.179973 + Penalty 484.237881 = -161971.942092 nChanged 4 SP:Iteration 26Q (169.893086 sec): 3 clusters Score: Raw -162456.943308 + Penalty 484.237881 = -161972.705427 nChanged 6 SP:Iteration 27Q (169.946107 sec): 3 clusters Score: Raw -162457.879927 + Penalty 484.237881 = -161973.642046 nChanged 2 SP:Iteration 28Q (170.003399 sec): 3 clusters Score: Raw -162458.054534 + Penalty 484.237881 = -161973.816653 nChanged 0 SP:Iteration 29F (170.049034 sec): 3 clusters Score: Raw -162458.054534 + Penalty 484.237881 = -161973.816653 nChanged 0 Trying to split cluster 4 (6093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (170.086828 sec): 2 clusters Score: Raw -183175.682550 + Penalty 239.659636 = -182936.022914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (170.137435 sec): 3 clusters Score: Raw -179368.724282 + Penalty 479.319272 = -178889.405010 nChanged 2847 SP:Iteration 1F (170.185579 sec): 3 clusters Score: Raw -181137.061612 + Penalty 479.319272 = -180657.742340 nChanged 517 SP:Iteration 2F (170.241875 sec): 3 clusters Score: Raw -181552.856615 + Penalty 479.319272 = -181073.537343 nChanged 561 SP:Iteration 3F (170.293693 sec): 3 clusters Score: Raw -182035.204443 + Penalty 479.319272 = -181555.885172 nChanged 516 SP:Iteration 4F (170.342723 sec): 3 clusters Score: Raw -182457.929345 + Penalty 479.319272 = -181978.610073 nChanged 375 SP:Iteration 5F (170.396315 sec): 3 clusters Score: Raw -182709.861421 + Penalty 479.319272 = -182230.542149 nChanged 246 SP:Iteration 6Q (170.437989 sec): 3 clusters Score: Raw -182867.341149 + Penalty 479.319272 = -182388.021877 nChanged 167 SP:Iteration 7Q (170.493994 sec): 3 clusters Score: Raw -182963.676715 + Penalty 479.319272 = -182484.357444 nChanged 123 SP:Iteration 8Q (170.549137 sec): 3 clusters Score: Raw -183024.357400 + Penalty 479.319272 = -182545.038128 nChanged 105 SP:Iteration 9Q (170.596727 sec): 3 clusters Score: Raw -183070.375731 + Penalty 479.319272 = -182591.056459 nChanged 93 SP:Iteration 10Q (170.650829 sec): 3 clusters Score: Raw -183106.636289 + Penalty 479.319272 = -182627.317017 nChanged 78 SP:Iteration 11Q (170.695053 sec): 3 clusters Score: Raw -183138.424015 + Penalty 479.319272 = -182659.104744 nChanged 77 SP:Iteration 12Q (170.747175 sec): 3 clusters Score: Raw -183167.824230 + Penalty 479.319272 = -182688.504958 nChanged 60 SP:Iteration 13Q (170.800737 sec): 3 clusters Score: Raw -183183.953372 + Penalty 479.319272 = -182704.634100 nChanged 38 SP:Iteration 14Q (170.853681 sec): 3 clusters Score: Raw -183194.386273 + Penalty 479.319272 = -182715.067001 nChanged 49 SP:Iteration 15Q (170.912145 sec): 3 clusters Score: Raw -183209.335512 + Penalty 479.319272 = -182730.016241 nChanged 50 SP:Iteration 16Q (170.960730 sec): 3 clusters Score: Raw -183221.800868 + Penalty 479.319272 = -182742.481596 nChanged 39 SP:Iteration 17Q (171.014130 sec): 3 clusters Score: Raw -183231.330534 + Penalty 479.319272 = -182752.011263 nChanged 37 SP:Iteration 18Q (171.064155 sec): 3 clusters Score: Raw -183238.551840 + Penalty 479.319272 = -182759.232569 nChanged 25 SP:Iteration 19Q (171.122323 sec): 3 clusters Score: Raw -183242.613910 + Penalty 479.319272 = -182763.294638 nChanged 21 SP:Iteration 20F (171.164780 sec): 3 clusters Score: Raw -183247.021212 + Penalty 479.319272 = -182767.701941 nChanged 26 SP:Iteration 21Q (171.224549 sec): 3 clusters Score: Raw -183252.906211 + Penalty 479.319272 = -182773.586939 nChanged 25 SP:Iteration 22Q (171.273331 sec): 3 clusters Score: Raw -183258.519096 + Penalty 479.319272 = -182779.199824 nChanged 25 SP:Iteration 23Q (171.311461 sec): 3 clusters Score: Raw -183263.954627 + Penalty 479.319272 = -182784.635355 nChanged 31 SP:Iteration 24Q (171.361171 sec): 3 clusters Score: Raw -183270.061855 + Penalty 479.319272 = -182790.742583 nChanged 20 SP:Iteration 25Q (171.413379 sec): 3 clusters Score: Raw -183273.033800 + Penalty 479.319272 = -182793.714528 nChanged 17 SP:Iteration 26Q (171.456207 sec): 3 clusters Score: Raw -183275.376403 + Penalty 479.319272 = -182796.057132 nChanged 15 SP:Iteration 27Q (171.516914 sec): 3 clusters Score: Raw -183277.844887 + Penalty 479.319272 = -182798.525615 nChanged 14 SP:Iteration 28Q (171.566114 sec): 3 clusters Score: Raw -183280.042562 + Penalty 479.319272 = -182800.723290 nChanged 14 SP:Iteration 29Q (171.618504 sec): 3 clusters Score: Raw -183282.383322 + Penalty 479.319272 = -182803.064050 nChanged 11 SP:Iteration 30Q (171.656855 sec): 3 clusters Score: Raw -183284.155117 + Penalty 479.319272 = -182804.835846 nChanged 19 SP:Iteration 31Q (171.718571 sec): 3 clusters Score: Raw -183288.642370 + Penalty 479.319272 = -182809.323098 nChanged 14 SP:Iteration 32Q (171.762613 sec): 3 clusters Score: Raw -183290.881603 + Penalty 479.319272 = -182811.562331 nChanged 10 SP:Iteration 33Q (171.815944 sec): 3 clusters Score: Raw -183292.716970 + Penalty 479.319272 = -182813.397698 nChanged 12 SP:Iteration 34Q (171.868810 sec): 3 clusters Score: Raw -183294.775396 + Penalty 479.319272 = -182815.456124 nChanged 19 SP:Iteration 35Q (171.924889 sec): 3 clusters Score: Raw -183297.689843 + Penalty 479.319272 = -182818.370571 nChanged 14 SP:Iteration 36Q (171.975869 sec): 3 clusters Score: Raw -183301.589135 + Penalty 479.319272 = -182822.269863 nChanged 9 SP:Iteration 37Q (172.030726 sec): 3 clusters Score: Raw -183303.799870 + Penalty 479.319272 = -182824.480599 nChanged 6 SP:Iteration 38Q (172.083346 sec): 3 clusters Score: Raw -183304.997046 + Penalty 479.319272 = -182825.677774 nChanged 8 SP:Iteration 39Q (172.131872 sec): 3 clusters Score: Raw -183306.391291 + Penalty 479.319272 = -182827.072019 nChanged 9 SP:Iteration 40F (172.183812 sec): 3 clusters Score: Raw -183307.400430 + Penalty 479.319272 = -182828.081158 nChanged 4 SP:Iteration 41Q (172.234959 sec): 3 clusters Score: Raw -183308.224123 + Penalty 479.319272 = -182828.904851 nChanged 1 SP:Iteration 42Q (172.274245 sec): 3 clusters Score: Raw -183308.274201 + Penalty 479.319272 = -182828.954929 nChanged 1 SP:Iteration 43Q (172.333085 sec): 3 clusters Score: Raw -183308.425963 + Penalty 479.319272 = -182829.106692 nChanged 1 SP:Iteration 44Q (172.379406 sec): 3 clusters Score: Raw -183308.480198 + Penalty 479.319272 = -182829.160926 nChanged 1 SP:Iteration 45Q (172.419284 sec): 3 clusters Score: Raw -183308.517306 + Penalty 479.319272 = -182829.198034 nChanged 2 SP:Iteration 46Q (172.466879 sec): 3 clusters Score: Raw -183308.902571 + Penalty 479.319272 = -182829.583299 nChanged 5 SP:Iteration 47Q (172.517187 sec): 3 clusters Score: Raw -183310.634603 + Penalty 479.319272 = -182831.315331 nChanged 7 SP:Iteration 48Q (172.580580 sec): 3 clusters Score: Raw -183312.970062 + Penalty 479.319272 = -182833.650790 nChanged 11 SP:Iteration 49Q (172.631139 sec): 3 clusters Score: Raw -183316.327086 + Penalty 479.319272 = -182837.007814 nChanged 15 SP:Iteration 50Q (172.679061 sec): 3 clusters Score: Raw -183320.126528 + Penalty 479.319272 = -182840.807256 nChanged 14 SP:Iteration 51Q (172.726222 sec): 3 clusters Score: Raw -183323.855025 + Penalty 479.319272 = -182844.535753 nChanged 12 SP:Iteration 52Q (172.776579 sec): 3 clusters Score: Raw -183326.477176 + Penalty 479.319272 = -182847.157904 nChanged 10 SP:Iteration 53Q (172.817817 sec): 3 clusters Score: Raw -183328.391161 + Penalty 479.319272 = -182849.071889 nChanged 13 SP:Iteration 54Q (172.872313 sec): 3 clusters Score: Raw -183330.703506 + Penalty 479.319272 = -182851.384234 nChanged 10 SP:Iteration 55Q (172.922985 sec): 3 clusters Score: Raw -183332.769588 + Penalty 479.319272 = -182853.450316 nChanged 4 SP:Iteration 56Q (172.959847 sec): 3 clusters Score: Raw -183333.291317 + Penalty 479.319272 = -182853.972045 nChanged 4 SP:Iteration 57Q (173.011426 sec): 3 clusters Score: Raw -183333.809729 + Penalty 479.319272 = -182854.490457 nChanged 7 SP:Iteration 58Q (173.063298 sec): 3 clusters Score: Raw -183335.055229 + Penalty 479.319272 = -182855.735958 nChanged 6 SP:Iteration 59Q (173.119363 sec): 3 clusters Score: Raw -183335.841140 + Penalty 479.319272 = -182856.521868 nChanged 7 SP:Iteration 60F (173.168522 sec): 3 clusters Score: Raw -183337.321513 + Penalty 479.319272 = -182858.002241 nChanged 7 SP:Iteration 61Q (173.220383 sec): 3 clusters Score: Raw -183338.853255 + Penalty 479.319272 = -182859.533983 nChanged 13 SP:Iteration 62Q (173.271456 sec): 3 clusters Score: Raw -183341.821876 + Penalty 479.319272 = -182862.502604 nChanged 12 SP:Iteration 63Q (173.323414 sec): 3 clusters Score: Raw -183345.446711 + Penalty 479.319272 = -182866.127439 nChanged 15 SP:Iteration 64Q (173.360913 sec): 3 clusters Score: Raw -183349.307045 + Penalty 479.319272 = -182869.987773 nChanged 11 SP:Iteration 65Q (173.411906 sec): 3 clusters Score: Raw -183352.485858 + Penalty 479.319272 = -182873.166586 nChanged 8 SP:Iteration 66Q (173.466226 sec): 3 clusters Score: Raw -183353.297562 + Penalty 479.319272 = -182873.978290 nChanged 1 SP:Iteration 67Q (173.510697 sec): 3 clusters Score: Raw -183353.383828 + Penalty 479.319272 = -182874.064557 nChanged 0 SP:Iteration 68F (173.561238 sec): 3 clusters Score: Raw -183353.383828 + Penalty 479.319272 = -182874.064557 nChanged 0 Trying to split cluster 5 (7899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.595025 sec): 2 clusters Score: Raw -234075.728977 + Penalty 246.798515 = -233828.930462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.652639 sec): 3 clusters Score: Raw -229081.658333 + Penalty 493.597030 = -228588.061303 nChanged 3712 SP:Iteration 1F (173.699563 sec): 3 clusters Score: Raw -231548.536299 + Penalty 493.597030 = -231054.939270 nChanged 530 SP:Iteration 2F (173.753096 sec): 3 clusters Score: Raw -231847.639093 + Penalty 493.597030 = -231354.042064 nChanged 509 SP:Iteration 3F (173.803218 sec): 3 clusters Score: Raw -232175.690526 + Penalty 493.597030 = -231682.093496 nChanged 480 SP:Iteration 4F (173.844076 sec): 3 clusters Score: Raw -232482.262156 + Penalty 493.597030 = -231988.665126 nChanged 444 SP:Iteration 5F (173.893802 sec): 3 clusters Score: Raw -232738.718397 + Penalty 493.597030 = -232245.121367 nChanged 360 SP:Iteration 6Q (173.954801 sec): 3 clusters Score: Raw -232928.531793 + Penalty 493.597030 = -232434.934763 nChanged 275 SP:Iteration 7Q (174.009066 sec): 3 clusters Score: Raw -233056.969557 + Penalty 493.597030 = -232563.372528 nChanged 216 SP:Iteration 8Q (174.061757 sec): 3 clusters Score: Raw -233127.554875 + Penalty 493.597030 = -232633.957845 nChanged 147 SP:Iteration 9Q (174.118294 sec): 3 clusters Score: Raw -233167.842356 + Penalty 493.597030 = -232674.245327 nChanged 128 SP:Iteration 10Q (174.159139 sec): 3 clusters Score: Raw -233200.381373 + Penalty 493.597030 = -232706.784343 nChanged 107 SP:Iteration 11Q (174.223638 sec): 3 clusters Score: Raw -233226.761493 + Penalty 493.597030 = -232733.164464 nChanged 105 SP:Iteration 12Q (174.281745 sec): 3 clusters Score: Raw -233248.043399 + Penalty 493.597030 = -232754.446369 nChanged 85 SP:Iteration 13Q (174.333338 sec): 3 clusters Score: Raw -233262.226633 + Penalty 493.597030 = -232768.629603 nChanged 67 SP:Iteration 14Q (174.385722 sec): 3 clusters Score: Raw -233271.250472 + Penalty 493.597030 = -232777.653443 nChanged 53 SP:Iteration 15Q (174.435421 sec): 3 clusters Score: Raw -233277.839659 + Penalty 493.597030 = -232784.242629 nChanged 44 SP:Iteration 16Q (174.492546 sec): 3 clusters Score: Raw -233283.739652 + Penalty 493.597030 = -232790.142622 nChanged 49 SP:Iteration 17Q (174.547696 sec): 3 clusters Score: Raw -233292.580068 + Penalty 493.597030 = -232798.983038 nChanged 48 SP:Iteration 18Q (174.600835 sec): 3 clusters Score: Raw -233300.590723 + Penalty 493.597030 = -232806.993693 nChanged 57 SP:Iteration 19Q (174.640138 sec): 3 clusters Score: Raw -233308.704493 + Penalty 493.597030 = -232815.107463 nChanged 62 SP:Iteration 20F (174.694082 sec): 3 clusters Score: Raw -233315.358944 + Penalty 493.597030 = -232821.761914 nChanged 42 SP:Iteration 21Q (174.739553 sec): 3 clusters Score: Raw -233319.227291 + Penalty 493.597030 = -232825.630261 nChanged 30 SP:Iteration 22Q (174.804043 sec): 3 clusters Score: Raw -233321.762828 + Penalty 493.597030 = -232828.165798 nChanged 25 SP:Iteration 23Q (174.859524 sec): 3 clusters Score: Raw -233323.573548 + Penalty 493.597030 = -232829.976518 nChanged 20 SP:Iteration 24Q (174.917138 sec): 3 clusters Score: Raw -233324.928652 + Penalty 493.597030 = -232831.331623 nChanged 17 SP:Iteration 25Q (174.972249 sec): 3 clusters Score: Raw -233325.835865 + Penalty 493.597030 = -232832.238836 nChanged 16 SP:Iteration 26Q (175.028692 sec): 3 clusters Score: Raw -233326.806056 + Penalty 493.597030 = -232833.209026 nChanged 16 SP:Iteration 27Q (175.080068 sec): 3 clusters Score: Raw -233327.797484 + Penalty 493.597030 = -232834.200454 nChanged 14 SP:Iteration 28Q (175.134850 sec): 3 clusters Score: Raw -233328.420534 + Penalty 493.597030 = -232834.823504 nChanged 10 SP:Iteration 29Q (175.189811 sec): 3 clusters Score: Raw -233328.738883 + Penalty 493.597030 = -232835.141853 nChanged 4 SP:Iteration 30Q (175.240548 sec): 3 clusters Score: Raw -233328.858602 + Penalty 493.597030 = -232835.261573 nChanged 3 SP:Iteration 31Q (175.301635 sec): 3 clusters Score: Raw -233328.889046 + Penalty 493.597030 = -232835.292016 nChanged 1 SP:Iteration 32Q (175.350538 sec): 3 clusters Score: Raw -233328.894913 + Penalty 493.597030 = -232835.297884 nChanged 0 SP:Iteration 33F (175.404573 sec): 3 clusters Score: Raw -233328.894913 + Penalty 493.597030 = -232835.297884 nChanged 0 Trying to split cluster 6 (44770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.462609 sec): 2 clusters Score: Raw -1384729.393123 + Penalty 294.505573 = -1384434.887550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.546647 sec): 3 clusters Score: Raw -1355015.315788 + Penalty 589.011145 = -1354426.304643 nChanged 21865 SP:Iteration 1F (175.626297 sec): 3 clusters Score: Raw -1369102.130218 + Penalty 589.011145 = -1368513.119072 nChanged 2695 SP:Iteration 2F (175.701459 sec): 3 clusters Score: Raw -1370348.455592 + Penalty 589.011145 = -1369759.444447 nChanged 2887 SP:Iteration 3F (175.781495 sec): 3 clusters Score: Raw -1371846.412503 + Penalty 589.011145 = -1371257.401358 nChanged 2985 SP:Iteration 4F (175.867417 sec): 3 clusters Score: Raw -1373582.332020 + Penalty 589.011145 = -1372993.320874 nChanged 2892 SP:Iteration 5F (175.951361 sec): 3 clusters Score: Raw -1375407.896295 + Penalty 589.011145 = -1374818.885150 nChanged 2827 SP:Iteration 6F (176.033181 sec): 3 clusters Score: Raw -1377431.043401 + Penalty 589.011145 = -1376842.032256 nChanged 2761 SP:Iteration 7F (176.110201 sec): 3 clusters Score: Raw -1379722.983039 + Penalty 589.011145 = -1379133.971893 nChanged 2349 SP:Iteration 8F (176.182042 sec): 3 clusters Score: Raw -1381707.603936 + Penalty 589.011145 = -1381118.592790 nChanged 1684 SP:Iteration 9Q (176.272494 sec): 3 clusters Score: Raw -1383070.060645 + Penalty 589.011145 = -1382481.049500 nChanged 1137 SP:Iteration 10Q (176.351321 sec): 3 clusters Score: Raw -1383919.892156 + Penalty 589.011145 = -1383330.881011 nChanged 702 SP:Iteration 11Q (176.430141 sec): 3 clusters Score: Raw -1384378.136704 + Penalty 589.011145 = -1383789.125559 nChanged 424 SP:Iteration 12Q (176.510160 sec): 3 clusters Score: Raw -1384619.370303 + Penalty 589.011145 = -1384030.359158 nChanged 248 SP:Iteration 13Q (176.577254 sec): 3 clusters Score: Raw -1384744.198123 + Penalty 589.011145 = -1384155.186978 nChanged 146 SP:Iteration 14Q (176.669314 sec): 3 clusters Score: Raw -1384815.871889 + Penalty 589.011145 = -1384226.860744 nChanged 72 SP:Iteration 15Q (176.744496 sec): 3 clusters Score: Raw -1384844.474879 + Penalty 589.011145 = -1384255.463734 nChanged 41 SP:Iteration 16Q (176.825386 sec): 3 clusters Score: Raw -1384858.057807 + Penalty 589.011145 = -1384269.046661 nChanged 21 SP:Iteration 17Q (176.893145 sec): 3 clusters Score: Raw -1384862.235902 + Penalty 589.011145 = -1384273.224756 nChanged 15 SP:Iteration 18Q (176.977896 sec): 3 clusters Score: Raw -1384868.818319 + Penalty 589.011145 = -1384279.807173 nChanged 14 SP:Iteration 19Q (177.049705 sec): 3 clusters Score: Raw -1384873.869522 + Penalty 589.011145 = -1384284.858377 nChanged 14 SP:Iteration 20F (177.135411 sec): 3 clusters Score: Raw -1384883.630728 + Penalty 589.011145 = -1384294.619583 nChanged 13 SP:Iteration 21Q (177.211642 sec): 3 clusters Score: Raw -1384891.313316 + Penalty 589.011145 = -1384302.302171 nChanged 17 SP:Iteration 22Q (177.288154 sec): 3 clusters Score: Raw -1384904.223432 + Penalty 589.011145 = -1384315.212287 nChanged 23 SP:Iteration 23Q (177.360954 sec): 3 clusters Score: Raw -1384910.679323 + Penalty 589.011145 = -1384321.668178 nChanged 14 SP:Iteration 24Q (177.436327 sec): 3 clusters Score: Raw -1384913.509030 + Penalty 589.011145 = -1384324.497885 nChanged 10 SP:Iteration 25Q (177.512081 sec): 3 clusters Score: Raw -1384917.060503 + Penalty 589.011145 = -1384328.049358 nChanged 12 SP:Iteration 26Q (177.583090 sec): 3 clusters Score: Raw -1384927.891223 + Penalty 589.011145 = -1384338.880078 nChanged 17 SP:Iteration 27Q (177.669447 sec): 3 clusters Score: Raw -1384934.582700 + Penalty 589.011145 = -1384345.571555 nChanged 17 SP:Iteration 28Q (177.746220 sec): 3 clusters Score: Raw -1384939.986509 + Penalty 589.011145 = -1384350.975363 nChanged 11 SP:Iteration 29Q (177.828329 sec): 3 clusters Score: Raw -1384942.619946 + Penalty 589.011145 = -1384353.608801 nChanged 12 SP:Iteration 30Q (177.910060 sec): 3 clusters Score: Raw -1384944.521164 + Penalty 589.011145 = -1384355.510018 nChanged 7 SP:Iteration 31Q (177.985508 sec): 3 clusters Score: Raw -1384945.120682 + Penalty 589.011145 = -1384356.109537 nChanged 3 SP:Iteration 32Q (178.061451 sec): 3 clusters Score: Raw -1384945.451946 + Penalty 589.011145 = -1384356.440800 nChanged 0 SP:Iteration 33F (178.144467 sec): 3 clusters Score: Raw -1384945.451946 + Penalty 589.011145 = -1384356.440800 nChanged 0 Trying to split cluster 7 (2620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.177355 sec): 2 clusters Score: Raw -73776.840410 + Penalty 216.450564 = -73560.389846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.221251 sec): 3 clusters Score: Raw -72246.101019 + Penalty 432.901128 = -71813.199891 nChanged 1175 SP:Iteration 1F (178.278400 sec): 3 clusters Score: Raw -73146.892758 + Penalty 432.901128 = -72713.991630 nChanged 249 SP:Iteration 2F (178.313116 sec): 3 clusters Score: Raw -73366.003301 + Penalty 432.901128 = -72933.102173 nChanged 187 SP:Iteration 3F (178.372801 sec): 3 clusters Score: Raw -73538.639536 + Penalty 432.901128 = -73105.738408 nChanged 155 SP:Iteration 4F (178.424156 sec): 3 clusters Score: Raw -73652.426044 + Penalty 432.901128 = -73219.524916 nChanged 122 SP:Iteration 5Q (178.474964 sec): 3 clusters Score: Raw -73719.755837 + Penalty 432.901128 = -73286.854709 nChanged 72 SP:Iteration 6Q (178.510865 sec): 3 clusters Score: Raw -73756.838106 + Penalty 432.901128 = -73323.936978 nChanged 54 SP:Iteration 7Q (178.571925 sec): 3 clusters Score: Raw -73781.947265 + Penalty 432.901128 = -73349.046137 nChanged 42 SP:Iteration 8Q (178.608256 sec): 3 clusters Score: Raw -73802.358608 + Penalty 432.901128 = -73369.457480 nChanged 27 SP:Iteration 9Q (178.668184 sec): 3 clusters Score: Raw -73812.112250 + Penalty 432.901128 = -73379.211122 nChanged 26 SP:Iteration 10Q (178.715198 sec): 3 clusters Score: Raw -73821.718064 + Penalty 432.901128 = -73388.816936 nChanged 22 SP:Iteration 11Q (178.761172 sec): 3 clusters Score: Raw -73831.989498 + Penalty 432.901128 = -73399.088370 nChanged 24 SP:Iteration 12Q (178.808810 sec): 3 clusters Score: Raw -73850.042487 + Penalty 432.901128 = -73417.141359 nChanged 23 SP:Iteration 13Q (178.857605 sec): 3 clusters Score: Raw -73869.387473 + Penalty 432.901128 = -73436.486346 nChanged 16 SP:Iteration 14Q (178.908352 sec): 3 clusters Score: Raw -73877.199864 + Penalty 432.901128 = -73444.298736 nChanged 12 SP:Iteration 15Q (178.956305 sec): 3 clusters Score: Raw -73882.850602 + Penalty 432.901128 = -73449.949475 nChanged 17 SP:Iteration 16Q (179.004895 sec): 3 clusters Score: Raw -73891.566049 + Penalty 432.901128 = -73458.664921 nChanged 13 SP:Iteration 17Q (179.059861 sec): 3 clusters Score: Raw -73897.183567 + Penalty 432.901128 = -73464.282439 nChanged 11 SP:Iteration 18Q (179.106829 sec): 3 clusters Score: Raw -73901.387130 + Penalty 432.901128 = -73468.486003 nChanged 5 SP:Iteration 19Q (179.157376 sec): 3 clusters Score: Raw -73902.847932 + Penalty 432.901128 = -73469.946804 nChanged 2 SP:Iteration 20F (179.213106 sec): 3 clusters Score: Raw -73903.313302 + Penalty 432.901128 = -73470.412174 nChanged 1 SP:Iteration 21Q (179.263412 sec): 3 clusters Score: Raw -73903.472605 + Penalty 432.901128 = -73470.571477 nChanged 0 SP:Iteration 22F (179.308706 sec): 3 clusters Score: Raw -73903.472605 + Penalty 432.901128 = -73470.571477 nChanged 0 Trying to split cluster 8 (4246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.337313 sec): 2 clusters Score: Raw -128148.617062 + Penalty 229.727648 = -127918.889414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.374691 sec): 3 clusters Score: Raw -125555.124036 + Penalty 459.455295 = -125095.668741 nChanged 1902 SP:Iteration 1F (179.426638 sec): 3 clusters Score: Raw -126794.634461 + Penalty 459.455295 = -126335.179166 nChanged 309 SP:Iteration 2F (179.480188 sec): 3 clusters Score: Raw -127118.800127 + Penalty 459.455295 = -126659.344831 nChanged 300 SP:Iteration 3F (179.527767 sec): 3 clusters Score: Raw -127407.075825 + Penalty 459.455295 = -126947.620530 nChanged 270 SP:Iteration 4F (179.579264 sec): 3 clusters Score: Raw -127581.372246 + Penalty 459.455295 = -127121.916951 nChanged 191 SP:Iteration 5Q (179.625344 sec): 3 clusters Score: Raw -127666.876656 + Penalty 459.455295 = -127207.421361 nChanged 128 SP:Iteration 6Q (179.669627 sec): 3 clusters Score: Raw -127714.179107 + Penalty 459.455295 = -127254.723811 nChanged 82 SP:Iteration 7Q (179.723398 sec): 3 clusters Score: Raw -127731.698880 + Penalty 459.455295 = -127272.243585 nChanged 51 SP:Iteration 8Q (179.786478 sec): 3 clusters Score: Raw -127741.104987 + Penalty 459.455295 = -127281.649692 nChanged 53 SP:Iteration 9Q (179.832589 sec): 3 clusters Score: Raw -127750.928395 + Penalty 459.455295 = -127291.473099 nChanged 37 SP:Iteration 10Q (179.884746 sec): 3 clusters Score: Raw -127756.235993 + Penalty 459.455295 = -127296.780697 nChanged 35 SP:Iteration 11Q (179.922685 sec): 3 clusters Score: Raw -127764.753939 + Penalty 459.455295 = -127305.298643 nChanged 46 SP:Iteration 12Q (179.981029 sec): 3 clusters Score: Raw -127775.771765 + Penalty 459.455295 = -127316.316470 nChanged 54 SP:Iteration 13Q (180.028345 sec): 3 clusters Score: Raw -127794.494007 + Penalty 459.455295 = -127335.038712 nChanged 67 SP:Iteration 14Q (180.074627 sec): 3 clusters Score: Raw -127821.488020 + Penalty 459.455295 = -127362.032725 nChanged 59 SP:Iteration 15Q (180.117224 sec): 3 clusters Score: Raw -127838.375350 + Penalty 459.455295 = -127378.920054 nChanged 53 SP:Iteration 16Q (180.163692 sec): 3 clusters Score: Raw -127852.885747 + Penalty 459.455295 = -127393.430451 nChanged 55 SP:Iteration 17Q (180.210281 sec): 3 clusters Score: Raw -127867.881652 + Penalty 459.455295 = -127408.426356 nChanged 52 SP:Iteration 18Q (180.255618 sec): 3 clusters Score: Raw -127885.644059 + Penalty 459.455295 = -127426.188764 nChanged 62 SP:Iteration 19Q (180.310559 sec): 3 clusters Score: Raw -127912.327242 + Penalty 459.455295 = -127452.871947 nChanged 72 SP:Iteration 20F (180.360831 sec): 3 clusters Score: Raw -127948.239184 + Penalty 459.455295 = -127488.783889 nChanged 61 SP:Iteration 21Q (180.410292 sec): 3 clusters Score: Raw -127972.956463 + Penalty 459.455295 = -127513.501168 nChanged 59 SP:Iteration 22Q (180.458498 sec): 3 clusters Score: Raw -127995.129187 + Penalty 459.455295 = -127535.673892 nChanged 49 SP:Iteration 23Q (180.515218 sec): 3 clusters Score: Raw -128010.099822 + Penalty 459.455295 = -127550.644527 nChanged 41 SP:Iteration 24Q (180.569741 sec): 3 clusters Score: Raw -128021.717015 + Penalty 459.455295 = -127562.261720 nChanged 32 SP:Iteration 25Q (180.616169 sec): 3 clusters Score: Raw -128031.748686 + Penalty 459.455295 = -127572.293391 nChanged 31 SP:Iteration 26Q (180.658673 sec): 3 clusters Score: Raw -128038.665337 + Penalty 459.455295 = -127579.210042 nChanged 21 SP:Iteration 27Q (180.715364 sec): 3 clusters Score: Raw -128042.803683 + Penalty 459.455295 = -127583.348388 nChanged 21 SP:Iteration 28Q (180.763059 sec): 3 clusters Score: Raw -128048.660361 + Penalty 459.455295 = -127589.205066 nChanged 26 SP:Iteration 29Q (180.802707 sec): 3 clusters Score: Raw -128056.788364 + Penalty 459.455295 = -127597.333068 nChanged 34 SP:Iteration 30Q (180.857678 sec): 3 clusters Score: Raw -128065.856676 + Penalty 459.455295 = -127606.401381 nChanged 40 SP:Iteration 31Q (180.911255 sec): 3 clusters Score: Raw -128078.637809 + Penalty 459.455295 = -127619.182513 nChanged 26 SP:Iteration 32Q (180.963503 sec): 3 clusters Score: Raw -128087.211374 + Penalty 459.455295 = -127627.756079 nChanged 35 SP:Iteration 33Q (181.005989 sec): 3 clusters Score: Raw -128099.774009 + Penalty 459.455295 = -127640.318714 nChanged 34 SP:Iteration 34Q (181.061940 sec): 3 clusters Score: Raw -128113.644106 + Penalty 459.455295 = -127654.188811 nChanged 33 SP:Iteration 35Q (181.107552 sec): 3 clusters Score: Raw -128128.018159 + Penalty 459.455295 = -127668.562863 nChanged 32 SP:Iteration 36Q (181.161100 sec): 3 clusters Score: Raw -128140.922305 + Penalty 459.455295 = -127681.467010 nChanged 29 SP:Iteration 37Q (181.208574 sec): 3 clusters Score: Raw -128156.841157 + Penalty 459.455295 = -127697.385862 nChanged 24 SP:Iteration 38Q (181.260236 sec): 3 clusters Score: Raw -128167.704085 + Penalty 459.455295 = -127708.248790 nChanged 16 SP:Iteration 39Q (181.307759 sec): 3 clusters Score: Raw -128173.135331 + Penalty 459.455295 = -127713.680036 nChanged 13 SP:Iteration 40F (181.360873 sec): 3 clusters Score: Raw -128176.080286 + Penalty 459.455295 = -127716.624991 nChanged 13 SP:Iteration 41Q (181.411324 sec): 3 clusters Score: Raw -128179.456326 + Penalty 459.455295 = -127720.001030 nChanged 13 SP:Iteration 42Q (181.463514 sec): 3 clusters Score: Raw -128185.955871 + Penalty 459.455295 = -127726.500575 nChanged 17 SP:Iteration 43Q (181.513551 sec): 3 clusters Score: Raw -128193.699325 + Penalty 459.455295 = -127734.244029 nChanged 16 SP:Iteration 44Q (181.555158 sec): 3 clusters Score: Raw -128201.179723 + Penalty 459.455295 = -127741.724427 nChanged 9 SP:Iteration 45Q (181.608566 sec): 3 clusters Score: Raw -128205.987641 + Penalty 459.455295 = -127746.532346 nChanged 12 SP:Iteration 46Q (181.652316 sec): 3 clusters Score: Raw -128212.418301 + Penalty 459.455295 = -127752.963006 nChanged 15 SP:Iteration 47Q (181.709675 sec): 3 clusters Score: Raw -128221.813989 + Penalty 459.455295 = -127762.358693 nChanged 6 SP:Iteration 48Q (181.758428 sec): 3 clusters Score: Raw -128223.516039 + Penalty 459.455295 = -127764.060744 nChanged 7 SP:Iteration 49Q (181.795277 sec): 3 clusters Score: Raw -128225.757161 + Penalty 459.455295 = -127766.301866 nChanged 5 SP:Iteration 50Q (181.842093 sec): 3 clusters Score: Raw -128227.994053 + Penalty 459.455295 = -127768.538758 nChanged 8 SP:Iteration 51Q (181.900155 sec): 3 clusters Score: Raw -128231.462965 + Penalty 459.455295 = -127772.007670 nChanged 5 SP:Iteration 52Q (181.938407 sec): 3 clusters Score: Raw -128233.845304 + Penalty 459.455295 = -127774.390009 nChanged 2 SP:Iteration 53Q (181.991863 sec): 3 clusters Score: Raw -128234.981303 + Penalty 459.455295 = -127775.526007 nChanged 2 SP:Iteration 54Q (182.044801 sec): 3 clusters Score: Raw -128235.974039 + Penalty 459.455295 = -127776.518743 nChanged 2 SP:Iteration 55Q (182.093443 sec): 3 clusters Score: Raw -128237.151448 + Penalty 459.455295 = -127777.696153 nChanged 0 SP:Iteration 56F (182.140948 sec): 3 clusters Score: Raw -128237.151448 + Penalty 459.455295 = -127777.696153 nChanged 0 Trying to split cluster 9 (1732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (182.168474 sec): 2 clusters Score: Raw -48127.044112 + Penalty 205.068382 = -47921.975730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (182.210206 sec): 3 clusters Score: Raw -47126.716929 + Penalty 410.136765 = -46716.580164 nChanged 761 SP:Iteration 1F (182.262326 sec): 3 clusters Score: Raw -47623.227047 + Penalty 410.136765 = -47213.090282 nChanged 141 SP:Iteration 2F (182.309883 sec): 3 clusters Score: Raw -47735.174741 + Penalty 410.136765 = -47325.037976 nChanged 119 SP:Iteration 3F (182.355469 sec): 3 clusters Score: Raw -47825.802750 + Penalty 410.136765 = -47415.665985 nChanged 105 SP:Iteration 4F (182.401939 sec): 3 clusters Score: Raw -47923.428005 + Penalty 410.136765 = -47513.291240 nChanged 99 SP:Iteration 5F (182.437385 sec): 3 clusters Score: Raw -48001.562109 + Penalty 410.136765 = -47591.425344 nChanged 64 SP:Iteration 6Q (182.498105 sec): 3 clusters Score: Raw -48039.266608 + Penalty 410.136765 = -47629.129843 nChanged 47 SP:Iteration 7Q (182.547139 sec): 3 clusters Score: Raw -48057.513334 + Penalty 410.136765 = -47647.376569 nChanged 24 SP:Iteration 8Q (182.594395 sec): 3 clusters Score: Raw -48065.989997 + Penalty 410.136765 = -47655.853232 nChanged 17 SP:Iteration 9Q (182.643148 sec): 3 clusters Score: Raw -48071.031066 + Penalty 410.136765 = -47660.894301 nChanged 10 SP:Iteration 10Q (182.686795 sec): 3 clusters Score: Raw -48072.462106 + Penalty 410.136765 = -47662.325341 nChanged 5 SP:Iteration 11Q (182.741342 sec): 3 clusters Score: Raw -48074.043439 + Penalty 410.136765 = -47663.906674 nChanged 2 SP:Iteration 12Q (182.787366 sec): 3 clusters Score: Raw -48074.625140 + Penalty 410.136765 = -47664.488375 nChanged 5 SP:Iteration 13Q (182.834279 sec): 3 clusters Score: Raw -48075.324704 + Penalty 410.136765 = -47665.187939 nChanged 4 SP:Iteration 14Q (182.877470 sec): 3 clusters Score: Raw -48076.437536 + Penalty 410.136765 = -47666.300771 nChanged 6 SP:Iteration 15Q (182.928261 sec): 3 clusters Score: Raw -48077.481332 + Penalty 410.136765 = -47667.344567 nChanged 6 SP:Iteration 16Q (182.979345 sec): 3 clusters Score: Raw -48078.172570 + Penalty 410.136765 = -47668.035805 nChanged 4 SP:Iteration 17Q (183.025923 sec): 3 clusters Score: Raw -48078.907803 + Penalty 410.136765 = -47668.771038 nChanged 4 SP:Iteration 18Q (183.076055 sec): 3 clusters Score: Raw -48081.412152 + Penalty 410.136765 = -47671.275387 nChanged 11 SP:Iteration 19Q (183.124003 sec): 3 clusters Score: Raw -48083.612480 + Penalty 410.136765 = -47673.475715 nChanged 9 SP:Iteration 20F (183.170116 sec): 3 clusters Score: Raw -48085.284813 + Penalty 410.136765 = -47675.148049 nChanged 2 SP:Iteration 21Q (183.224092 sec): 3 clusters Score: Raw -48085.509062 + Penalty 410.136765 = -47675.372297 nChanged 1 SP:Iteration 22Q (183.272255 sec): 3 clusters Score: Raw -48085.698265 + Penalty 410.136765 = -47675.561500 nChanged 1 SP:Iteration 23Q (183.323837 sec): 3 clusters Score: Raw -48085.913879 + Penalty 410.136765 = -47675.777115 nChanged 1 SP:Iteration 24Q (183.374991 sec): 3 clusters Score: Raw -48086.261545 + Penalty 410.136765 = -47676.124780 nChanged 2 SP:Iteration 25Q (183.411937 sec): 3 clusters Score: Raw -48086.478342 + Penalty 410.136765 = -47676.341577 nChanged 1 SP:Iteration 26Q (183.465957 sec): 3 clusters Score: Raw -48086.654585 + Penalty 410.136765 = -47676.517820 nChanged 1 SP:Iteration 27Q (183.516444 sec): 3 clusters Score: Raw -48086.943906 + Penalty 410.136765 = -47676.807141 nChanged 0 SP:Iteration 28F (183.562329 sec): 3 clusters Score: Raw -48086.943906 + Penalty 410.136765 = -47676.807141 nChanged 0 Trying to split cluster 10 (18784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.602604 sec): 2 clusters Score: Raw -497954.212049 + Penalty 270.620920 = -497683.591129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.665662 sec): 3 clusters Score: Raw -485743.418561 + Penalty 541.241840 = -485202.176722 nChanged 8997 SP:Iteration 1F (183.727368 sec): 3 clusters Score: Raw -492000.051994 + Penalty 541.241840 = -491458.810154 nChanged 1342 SP:Iteration 2F (183.777458 sec): 3 clusters Score: Raw -492769.009510 + Penalty 541.241840 = -492227.767670 nChanged 1248 SP:Iteration 3F (183.841834 sec): 3 clusters Score: Raw -493569.183485 + Penalty 541.241840 = -493027.941645 nChanged 1123 SP:Iteration 4F (183.896670 sec): 3 clusters Score: Raw -494286.468654 + Penalty 541.241840 = -493745.226815 nChanged 950 SP:Iteration 5F (183.971849 sec): 3 clusters Score: Raw -494848.252427 + Penalty 541.241840 = -494307.010588 nChanged 749 SP:Iteration 6Q (184.033628 sec): 3 clusters Score: Raw -495232.025270 + Penalty 541.241840 = -494690.783430 nChanged 569 SP:Iteration 7Q (184.099500 sec): 3 clusters Score: Raw -495480.547183 + Penalty 541.241840 = -494939.305343 nChanged 417 SP:Iteration 8Q (184.159595 sec): 3 clusters Score: Raw -495624.213294 + Penalty 541.241840 = -495082.971454 nChanged 328 SP:Iteration 9Q (184.222171 sec): 3 clusters Score: Raw -495733.169689 + Penalty 541.241840 = -495191.927849 nChanged 316 SP:Iteration 10Q (184.283002 sec): 3 clusters Score: Raw -495849.082420 + Penalty 541.241840 = -495307.840581 nChanged 325 SP:Iteration 11Q (184.335800 sec): 3 clusters Score: Raw -495969.697853 + Penalty 541.241840 = -495428.456013 nChanged 334 SP:Iteration 12Q (184.407089 sec): 3 clusters Score: Raw -496113.113570 + Penalty 541.241840 = -495571.871730 nChanged 361 SP:Iteration 13Q (184.468788 sec): 3 clusters Score: Raw -496310.342318 + Penalty 541.241840 = -495769.100478 nChanged 421 SP:Iteration 14Q (184.532091 sec): 3 clusters Score: Raw -496580.060137 + Penalty 541.241840 = -496038.818297 nChanged 396 SP:Iteration 15Q (184.591511 sec): 3 clusters Score: Raw -496825.405410 + Penalty 541.241840 = -496284.163570 nChanged 363 SP:Iteration 16Q (184.657122 sec): 3 clusters Score: Raw -497022.034298 + Penalty 541.241840 = -496480.792458 nChanged 319 SP:Iteration 17Q (184.723072 sec): 3 clusters Score: Raw -497158.342982 + Penalty 541.241840 = -496617.101143 nChanged 244 SP:Iteration 18Q (184.778524 sec): 3 clusters Score: Raw -497252.974362 + Penalty 541.241840 = -496711.732522 nChanged 208 SP:Iteration 19Q (184.841708 sec): 3 clusters Score: Raw -497322.841513 + Penalty 541.241840 = -496781.599674 nChanged 191 SP:Iteration 20F (184.911070 sec): 3 clusters Score: Raw -497383.435235 + Penalty 541.241840 = -496842.193395 nChanged 170 SP:Iteration 21Q (184.974589 sec): 3 clusters Score: Raw -497434.001848 + Penalty 541.241840 = -496892.760008 nChanged 140 SP:Iteration 22Q (185.033508 sec): 3 clusters Score: Raw -497469.827757 + Penalty 541.241840 = -496928.585917 nChanged 123 SP:Iteration 23Q (185.098642 sec): 3 clusters Score: Raw -497502.436031 + Penalty 541.241840 = -496961.194191 nChanged 130 SP:Iteration 24Q (185.158134 sec): 3 clusters Score: Raw -497533.853002 + Penalty 541.241840 = -496992.611163 nChanged 113 SP:Iteration 25Q (185.225111 sec): 3 clusters Score: Raw -497557.776884 + Penalty 541.241840 = -497016.535045 nChanged 94 SP:Iteration 26Q (185.284635 sec): 3 clusters Score: Raw -497574.692158 + Penalty 541.241840 = -497033.450318 nChanged 90 SP:Iteration 27Q (185.334735 sec): 3 clusters Score: Raw -497590.180234 + Penalty 541.241840 = -497048.938394 nChanged 87 SP:Iteration 28Q (185.394807 sec): 3 clusters Score: Raw -497604.787115 + Penalty 541.241840 = -497063.545276 nChanged 95 SP:Iteration 29Q (185.454258 sec): 3 clusters Score: Raw -497621.507354 + Penalty 541.241840 = -497080.265514 nChanged 90 SP:Iteration 30Q (185.523788 sec): 3 clusters Score: Raw -497636.300025 + Penalty 541.241840 = -497095.058186 nChanged 82 SP:Iteration 31Q (185.587083 sec): 3 clusters Score: Raw -497648.814552 + Penalty 541.241840 = -497107.572713 nChanged 80 SP:Iteration 32Q (185.644242 sec): 3 clusters Score: Raw -497659.259323 + Penalty 541.241840 = -497118.017483 nChanged 63 SP:Iteration 33Q (185.700826 sec): 3 clusters Score: Raw -497666.331638 + Penalty 541.241840 = -497125.089798 nChanged 46 SP:Iteration 34Q (185.766514 sec): 3 clusters Score: Raw -497670.586368 + Penalty 541.241840 = -497129.344528 nChanged 42 SP:Iteration 35Q (185.831174 sec): 3 clusters Score: Raw -497674.202637 + Penalty 541.241840 = -497132.960797 nChanged 34 SP:Iteration 36Q (185.891786 sec): 3 clusters Score: Raw -497677.765260 + Penalty 541.241840 = -497136.523420 nChanged 40 SP:Iteration 37Q (185.953048 sec): 3 clusters Score: Raw -497681.235713 + Penalty 541.241840 = -497139.993874 nChanged 38 SP:Iteration 38Q (186.008605 sec): 3 clusters Score: Raw -497684.559154 + Penalty 541.241840 = -497143.317315 nChanged 30 SP:Iteration 39Q (186.063485 sec): 3 clusters Score: Raw -497686.935342 + Penalty 541.241840 = -497145.693502 nChanged 37 SP:Iteration 40F (186.129533 sec): 3 clusters Score: Raw -497690.166390 + Penalty 541.241840 = -497148.924550 nChanged 34 SP:Iteration 41Q (186.189944 sec): 3 clusters Score: Raw -497693.591889 + Penalty 541.241840 = -497152.350049 nChanged 44 SP:Iteration 42Q (186.250309 sec): 3 clusters Score: Raw -497698.227970 + Penalty 541.241840 = -497156.986130 nChanged 48 SP:Iteration 43Q (186.307798 sec): 3 clusters Score: Raw -497703.159471 + Penalty 541.241840 = -497161.917632 nChanged 39 SP:Iteration 44Q (186.370188 sec): 3 clusters Score: Raw -497708.111490 + Penalty 541.241840 = -497166.869651 nChanged 41 SP:Iteration 45Q (186.430171 sec): 3 clusters Score: Raw -497713.875102 + Penalty 541.241840 = -497172.633263 nChanged 41 SP:Iteration 46Q (186.487085 sec): 3 clusters Score: Raw -497718.282383 + Penalty 541.241840 = -497177.040544 nChanged 43 SP:Iteration 47Q (186.553885 sec): 3 clusters Score: Raw -497723.706771 + Penalty 541.241840 = -497182.464931 nChanged 42 SP:Iteration 48Q (186.621596 sec): 3 clusters Score: Raw -497727.693697 + Penalty 541.241840 = -497186.451857 nChanged 39 SP:Iteration 49Q (186.675047 sec): 3 clusters Score: Raw -497731.133957 + Penalty 541.241840 = -497189.892117 nChanged 39 SP:Iteration 50Q (186.739624 sec): 3 clusters Score: Raw -497735.084517 + Penalty 541.241840 = -497193.842677 nChanged 43 SP:Iteration 51Q (186.786105 sec): 3 clusters Score: Raw -497740.191661 + Penalty 541.241840 = -497198.949821 nChanged 41 SP:Iteration 52Q (186.851532 sec): 3 clusters Score: Raw -497744.322863 + Penalty 541.241840 = -497203.081023 nChanged 36 SP:Iteration 53Q (186.914585 sec): 3 clusters Score: Raw -497748.635438 + Penalty 541.241840 = -497207.393598 nChanged 50 SP:Iteration 54Q (186.978075 sec): 3 clusters Score: Raw -497758.454649 + Penalty 541.241840 = -497217.212809 nChanged 63 SP:Iteration 55Q (187.042700 sec): 3 clusters Score: Raw -497771.184819 + Penalty 541.241840 = -497229.942979 nChanged 57 SP:Iteration 56Q (187.108604 sec): 3 clusters Score: Raw -497783.613743 + Penalty 541.241840 = -497242.371903 nChanged 72 SP:Iteration 57Q (187.162424 sec): 3 clusters Score: Raw -497799.422517 + Penalty 541.241840 = -497258.180677 nChanged 69 SP:Iteration 58Q (187.238034 sec): 3 clusters Score: Raw -497811.818969 + Penalty 541.241840 = -497270.577130 nChanged 63 SP:Iteration 59Q (187.296997 sec): 3 clusters Score: Raw -497822.228398 + Penalty 541.241840 = -497280.986558 nChanged 56 SP:Iteration 60F (187.359311 sec): 3 clusters Score: Raw -497830.842536 + Penalty 541.241840 = -497289.600696 nChanged 51 SP:Iteration 61Q (187.415355 sec): 3 clusters Score: Raw -497838.360063 + Penalty 541.241840 = -497297.118223 nChanged 47 SP:Iteration 62Q (187.492409 sec): 3 clusters Score: Raw -497844.349438 + Penalty 541.241840 = -497303.107598 nChanged 29 SP:Iteration 63Q (187.556478 sec): 3 clusters Score: Raw -497847.768370 + Penalty 541.241840 = -497306.526530 nChanged 35 SP:Iteration 64Q (187.610461 sec): 3 clusters Score: Raw -497852.143804 + Penalty 541.241840 = -497310.901964 nChanged 37 SP:Iteration 65Q (187.668298 sec): 3 clusters Score: Raw -497856.698876 + Penalty 541.241840 = -497315.457036 nChanged 33 SP:Iteration 66Q (187.731491 sec): 3 clusters Score: Raw -497860.871934 + Penalty 541.241840 = -497319.630094 nChanged 43 SP:Iteration 67Q (187.787768 sec): 3 clusters Score: Raw -497866.251545 + Penalty 541.241840 = -497325.009705 nChanged 33 SP:Iteration 68Q (187.851653 sec): 3 clusters Score: Raw -497870.748237 + Penalty 541.241840 = -497329.506397 nChanged 42 SP:Iteration 69Q (187.907988 sec): 3 clusters Score: Raw -497876.190149 + Penalty 541.241840 = -497334.948310 nChanged 44 SP:Iteration 70Q (187.969078 sec): 3 clusters Score: Raw -497882.096438 + Penalty 541.241840 = -497340.854598 nChanged 41 SP:Iteration 71Q (188.032073 sec): 3 clusters Score: Raw -497888.011357 + Penalty 541.241840 = -497346.769517 nChanged 38 SP:Iteration 72Q (188.084944 sec): 3 clusters Score: Raw -497893.720867 + Penalty 541.241840 = -497352.479027 nChanged 33 SP:Iteration 73Q (188.149662 sec): 3 clusters Score: Raw -497899.310784 + Penalty 541.241840 = -497358.068944 nChanged 34 SP:Iteration 74Q (188.212781 sec): 3 clusters Score: Raw -497905.021443 + Penalty 541.241840 = -497363.779603 nChanged 30 SP:Iteration 75Q (188.278118 sec): 3 clusters Score: Raw -497909.694983 + Penalty 541.241840 = -497368.453143 nChanged 35 SP:Iteration 76Q (188.338367 sec): 3 clusters Score: Raw -497914.832869 + Penalty 541.241840 = -497373.591029 nChanged 29 SP:Iteration 77Q (188.402253 sec): 3 clusters Score: Raw -497918.090823 + Penalty 541.241840 = -497376.848983 nChanged 28 SP:Iteration 78Q (188.463747 sec): 3 clusters Score: Raw -497922.345645 + Penalty 541.241840 = -497381.103805 nChanged 27 SP:Iteration 79Q (188.521991 sec): 3 clusters Score: Raw -497925.767340 + Penalty 541.241840 = -497384.525500 nChanged 18 SP:Iteration 80F (188.588710 sec): 3 clusters Score: Raw -497927.620490 + Penalty 541.241840 = -497386.378650 nChanged 12 SP:Iteration 81Q (188.648679 sec): 3 clusters Score: Raw -497928.992423 + Penalty 541.241840 = -497387.750583 nChanged 10 SP:Iteration 82Q (188.698309 sec): 3 clusters Score: Raw -497929.949801 + Penalty 541.241840 = -497388.707961 nChanged 12 SP:Iteration 83Q (188.761150 sec): 3 clusters Score: Raw -497930.848514 + Penalty 541.241840 = -497389.606674 nChanged 8 SP:Iteration 84Q (188.828483 sec): 3 clusters Score: Raw -497931.589579 + Penalty 541.241840 = -497390.347739 nChanged 12 SP:Iteration 85Q (188.887826 sec): 3 clusters Score: Raw -497932.595855 + Penalty 541.241840 = -497391.354015 nChanged 14 SP:Iteration 86Q (188.936843 sec): 3 clusters Score: Raw -497933.701055 + Penalty 541.241840 = -497392.459215 nChanged 15 SP:Iteration 87Q (189.008715 sec): 3 clusters Score: Raw -497934.934916 + Penalty 541.241840 = -497393.693076 nChanged 15 SP:Iteration 88Q (189.059624 sec): 3 clusters Score: Raw -497935.997317 + Penalty 541.241840 = -497394.755477 nChanged 14 SP:Iteration 89Q (189.128643 sec): 3 clusters Score: Raw -497937.110837 + Penalty 541.241840 = -497395.868997 nChanged 10 SP:Iteration 90Q (189.178241 sec): 3 clusters Score: Raw -497937.699991 + Penalty 541.241840 = -497396.458152 nChanged 10 SP:Iteration 91Q (189.236403 sec): 3 clusters Score: Raw -497938.466596 + Penalty 541.241840 = -497397.224757 nChanged 11 SP:Iteration 92Q (189.293735 sec): 3 clusters Score: Raw -497939.855090 + Penalty 541.241840 = -497398.613250 nChanged 7 SP:Iteration 93Q (189.365900 sec): 3 clusters Score: Raw -497940.205860 + Penalty 541.241840 = -497398.964021 nChanged 7 SP:Iteration 94Q (189.423717 sec): 3 clusters Score: Raw -497940.547637 + Penalty 541.241840 = -497399.305798 nChanged 8 SP:Iteration 95Q (189.480319 sec): 3 clusters Score: Raw -497941.017332 + Penalty 541.241840 = -497399.775492 nChanged 5 SP:Iteration 96Q (189.544792 sec): 3 clusters Score: Raw -497941.659581 + Penalty 541.241840 = -497400.417741 nChanged 9 SP:Iteration 97Q (189.602912 sec): 3 clusters Score: Raw -497942.684448 + Penalty 541.241840 = -497401.442609 nChanged 7 SP:Iteration 98Q (189.651063 sec): 3 clusters Score: Raw -497943.616997 + Penalty 541.241840 = -497402.375158 nChanged 11 SP:Iteration 99Q (189.717558 sec): 3 clusters Score: Raw -497944.832271 + Penalty 541.241840 = -497403.590431 nChanged 13 SP:Iteration 100F (189.769070 sec): 3 clusters Score: Raw -497946.663106 + Penalty 541.241840 = -497405.421266 nChanged 14 SP:Iteration 101Q (189.835268 sec): 3 clusters Score: Raw -497949.102921 + Penalty 541.241840 = -497407.861082 nChanged 19 SP:Iteration 102Q (189.892721 sec): 3 clusters Score: Raw -497951.243830 + Penalty 541.241840 = -497410.001990 nChanged 10 SP:Iteration 103Q (189.946715 sec): 3 clusters Score: Raw -497952.290766 + Penalty 541.241840 = -497411.048926 nChanged 7 SP:Iteration 104Q (189.996674 sec): 3 clusters Score: Raw -497952.836801 + Penalty 541.241840 = -497411.594961 nChanged 6 SP:Iteration 105Q (190.072434 sec): 3 clusters Score: Raw -497953.165757 + Penalty 541.241840 = -497411.923917 nChanged 5 SP:Iteration 106Q (190.130709 sec): 3 clusters Score: Raw -497953.359788 + Penalty 541.241840 = -497412.117948 nChanged 4 SP:Iteration 107Q (190.191499 sec): 3 clusters Score: Raw -497953.483382 + Penalty 541.241840 = -497412.241542 nChanged 0 SP:Iteration 108F (190.252499 sec): 3 clusters Score: Raw -497953.483382 + Penalty 541.241840 = -497412.241542 nChanged 0 Trying to split cluster 11 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (190.282431 sec): 2 clusters Score: Raw -15343.401591 + Penalty 174.311337 = -15169.090254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (190.320618 sec): 3 clusters Score: Raw -15074.335374 + Penalty 348.622674 = -14725.712700 nChanged 213 SP:Iteration 1F (190.380165 sec): 3 clusters Score: Raw -15259.945967 + Penalty 348.622674 = -14911.323292 nChanged 54 SP:Iteration 2F (190.424610 sec): 3 clusters Score: Raw -15309.040813 + Penalty 348.622674 = -14960.418138 nChanged 32 SP:Iteration 3F (190.462856 sec): 3 clusters Score: Raw -15338.634727 + Penalty 348.622674 = -14990.012053 nChanged 26 SP:Iteration 4Q (190.509607 sec): 3 clusters Score: Raw -15371.227265 + Penalty 348.622674 = -15022.604591 nChanged 24 SP:Iteration 5Q (190.563009 sec): 3 clusters Score: Raw -15390.886960 + Penalty 348.622674 = -15042.264286 nChanged 13 SP:Iteration 6Q (190.606981 sec): 3 clusters Score: Raw -15403.873333 + Penalty 348.622674 = -15055.250658 nChanged 10 SP:Iteration 7Q (190.647293 sec): 3 clusters Score: Raw -15419.058004 + Penalty 348.622674 = -15070.435329 nChanged 11 SP:Iteration 8Q (190.703312 sec): 3 clusters Score: Raw -15426.350702 + Penalty 348.622674 = -15077.728028 nChanged 8 SP:Iteration 9Q (190.751786 sec): 3 clusters Score: Raw -15431.411966 + Penalty 348.622674 = -15082.789291 nChanged 3 SP:Iteration 10Q (190.801530 sec): 3 clusters Score: Raw -15432.966597 + Penalty 348.622674 = -15084.343922 nChanged 3 SP:Iteration 11Q (190.844536 sec): 3 clusters Score: Raw -15434.861152 + Penalty 348.622674 = -15086.238477 nChanged 2 SP:Iteration 12Q (190.892914 sec): 3 clusters Score: Raw -15435.163000 + Penalty 348.622674 = -15086.540325 nChanged 1 SP:Iteration 13Q (190.945542 sec): 3 clusters Score: Raw -15435.428199 + Penalty 348.622674 = -15086.805524 nChanged 1 SP:Iteration 14Q (190.983456 sec): 3 clusters Score: Raw -15435.605629 + Penalty 348.622674 = -15086.982955 nChanged 2 SP:Iteration 15Q (191.029892 sec): 3 clusters Score: Raw -15436.024318 + Penalty 348.622674 = -15087.401644 nChanged 2 SP:Iteration 16Q (191.072646 sec): 3 clusters Score: Raw -15436.505482 + Penalty 348.622674 = -15087.882807 nChanged 0 SP:Iteration 17F (191.120811 sec): 3 clusters Score: Raw -15436.505482 + Penalty 348.622674 = -15087.882807 nChanged 0 Trying to split cluster 12 (36021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.172367 sec): 2 clusters Score: Raw -1032124.436658 + Penalty 288.526078 = -1031835.910580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.253106 sec): 3 clusters Score: Raw -1008369.721639 + Penalty 577.052156 = -1007792.669483 nChanged 17455 SP:Iteration 1F (191.321680 sec): 3 clusters Score: Raw -1021283.674909 + Penalty 577.052156 = -1020706.622753 nChanged 2654 SP:Iteration 2F (191.390047 sec): 3 clusters Score: Raw -1022793.044952 + Penalty 577.052156 = -1022215.992797 nChanged 2235 SP:Iteration 3F (191.471458 sec): 3 clusters Score: Raw -1024212.367999 + Penalty 577.052156 = -1023635.315843 nChanged 2105 SP:Iteration 4F (191.545544 sec): 3 clusters Score: Raw -1025701.010950 + Penalty 577.052156 = -1025123.958794 nChanged 1798 SP:Iteration 5Q (191.610226 sec): 3 clusters Score: Raw -1027072.737365 + Penalty 577.052156 = -1026495.685209 nChanged 1598 SP:Iteration 6Q (191.698682 sec): 3 clusters Score: Raw -1028373.821319 + Penalty 577.052156 = -1027796.769163 nChanged 1371 SP:Iteration 7Q (191.779420 sec): 3 clusters Score: Raw -1029529.682716 + Penalty 577.052156 = -1028952.630560 nChanged 1063 SP:Iteration 8Q (191.844973 sec): 3 clusters Score: Raw -1030448.541164 + Penalty 577.052156 = -1029871.489008 nChanged 762 SP:Iteration 9Q (191.924275 sec): 3 clusters Score: Raw -1031090.655199 + Penalty 577.052156 = -1030513.603043 nChanged 510 SP:Iteration 10Q (191.996829 sec): 3 clusters Score: Raw -1031523.333603 + Penalty 577.052156 = -1030946.281447 nChanged 314 SP:Iteration 11Q (192.062290 sec): 3 clusters Score: Raw -1031769.966221 + Penalty 577.052156 = -1031192.914065 nChanged 211 SP:Iteration 12Q (192.142868 sec): 3 clusters Score: Raw -1031935.149618 + Penalty 577.052156 = -1031358.097462 nChanged 140 SP:Iteration 13Q (192.217944 sec): 3 clusters Score: Raw -1032036.385918 + Penalty 577.052156 = -1031459.333762 nChanged 82 SP:Iteration 14Q (192.286073 sec): 3 clusters Score: Raw -1032096.452566 + Penalty 577.052156 = -1031519.400410 nChanged 54 SP:Iteration 15Q (192.355404 sec): 3 clusters Score: Raw -1032135.009490 + Penalty 577.052156 = -1031557.957334 nChanged 33 SP:Iteration 16Q (192.424706 sec): 3 clusters Score: Raw -1032151.793308 + Penalty 577.052156 = -1031574.741152 nChanged 18 SP:Iteration 17Q (192.496270 sec): 3 clusters Score: Raw -1032162.010755 + Penalty 577.052156 = -1031584.958599 nChanged 11 SP:Iteration 18Q (192.569842 sec): 3 clusters Score: Raw -1032165.894034 + Penalty 577.052156 = -1031588.841878 nChanged 8 SP:Iteration 19Q (192.637139 sec): 3 clusters Score: Raw -1032169.954687 + Penalty 577.052156 = -1031592.902531 nChanged 8 SP:Iteration 20F (192.714491 sec): 3 clusters Score: Raw -1032173.508065 + Penalty 577.052156 = -1031596.455909 nChanged 6 SP:Iteration 21Q (192.788114 sec): 3 clusters Score: Raw -1032175.681094 + Penalty 577.052156 = -1031598.628938 nChanged 7 SP:Iteration 22Q (192.858778 sec): 3 clusters Score: Raw -1032180.326177 + Penalty 577.052156 = -1031603.274021 nChanged 6 SP:Iteration 23Q (192.927876 sec): 3 clusters Score: Raw -1032184.111092 + Penalty 577.052156 = -1031607.058936 nChanged 4 SP:Iteration 24Q (193.004909 sec): 3 clusters Score: Raw -1032185.964209 + Penalty 577.052156 = -1031608.912053 nChanged 3 SP:Iteration 25Q (193.081699 sec): 3 clusters Score: Raw -1032186.819130 + Penalty 577.052156 = -1031609.766974 nChanged 0 SP:Iteration 26F (193.152017 sec): 3 clusters Score: Raw -1032186.819130 + Penalty 577.052156 = -1031609.766974 nChanged 0 Trying to split cluster 13 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.181825 sec): 2 clusters Score: Raw -10904.196028 + Penalty 171.927357 = -10732.268671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.224997 sec): 3 clusters Score: Raw -10652.876628 + Penalty 343.854714 = -10309.021915 nChanged 201 SP:Iteration 1F (193.267182 sec): 3 clusters Score: Raw -10832.033734 + Penalty 343.854714 = -10488.179020 nChanged 58 SP:Iteration 2F (193.322046 sec): 3 clusters Score: Raw -10906.299485 + Penalty 343.854714 = -10562.444771 nChanged 27 SP:Iteration 3F (193.365982 sec): 3 clusters Score: Raw -10939.725796 + Penalty 343.854714 = -10595.871083 nChanged 15 SP:Iteration 4Q (193.404258 sec): 3 clusters Score: Raw -10952.516744 + Penalty 343.854714 = -10608.662030 nChanged 10 SP:Iteration 5Q (193.458697 sec): 3 clusters Score: Raw -10964.333616 + Penalty 343.854714 = -10620.478902 nChanged 10 SP:Iteration 6Q (193.502211 sec): 3 clusters Score: Raw -10973.959659 + Penalty 343.854714 = -10630.104946 nChanged 5 SP:Iteration 7Q (193.537374 sec): 3 clusters Score: Raw -10988.763237 + Penalty 343.854714 = -10644.908523 nChanged 8 SP:Iteration 8Q (193.592930 sec): 3 clusters Score: Raw -10996.911128 + Penalty 343.854714 = -10653.056414 nChanged 10 SP:Iteration 9Q (193.633653 sec): 3 clusters Score: Raw -11005.290462 + Penalty 343.854714 = -10661.435749 nChanged 5 SP:Iteration 10Q (193.685094 sec): 3 clusters Score: Raw -11010.340782 + Penalty 343.854714 = -10666.486069 nChanged 8 SP:Iteration 11Q (193.730853 sec): 3 clusters Score: Raw -11016.985432 + Penalty 343.854714 = -10673.130719 nChanged 4 SP:Iteration 12Q (193.784657 sec): 3 clusters Score: Raw -11024.954977 + Penalty 343.854714 = -10681.100263 nChanged 7 SP:Iteration 13Q (193.829218 sec): 3 clusters Score: Raw -11039.763944 + Penalty 343.854714 = -10695.909231 nChanged 9 SP:Iteration 14Q (193.872222 sec): 3 clusters Score: Raw -11054.343377 + Penalty 343.854714 = -10710.488664 nChanged 4 SP:Iteration 15Q (193.925751 sec): 3 clusters Score: Raw -11055.882876 + Penalty 343.854714 = -10712.028163 nChanged 0 SP:Iteration 16F (193.962798 sec): 3 clusters Score: Raw -11055.882876 + Penalty 343.854714 = -10712.028163 nChanged 0 Trying to split cluster 14 (1527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.981868 sec): 2 clusters Score: Raw -25984.711427 + Penalty 201.604158 = -25783.107269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (194.026861 sec): 3 clusters Score: Raw -25155.313073 + Penalty 403.208317 = -24752.104757 nChanged 690 SP:Iteration 1F (194.071599 sec): 3 clusters Score: Raw -25730.183689 + Penalty 403.208317 = -25326.975372 nChanged 185 SP:Iteration 2F (194.116387 sec): 3 clusters Score: Raw -25967.067122 + Penalty 403.208317 = -25563.858805 nChanged 150 SP:Iteration 3F (194.165694 sec): 3 clusters Score: Raw -26187.350774 + Penalty 403.208317 = -25784.142457 nChanged 109 SP:Iteration 4F (194.213060 sec): 3 clusters Score: Raw -26322.406491 + Penalty 403.208317 = -25919.198175 nChanged 74 SP:Iteration 5Q (194.258843 sec): 3 clusters Score: Raw -26381.468108 + Penalty 403.208317 = -25978.259791 nChanged 35 SP:Iteration 6Q (194.306558 sec): 3 clusters Score: Raw -26397.611347 + Penalty 403.208317 = -25994.403031 nChanged 20 SP:Iteration 7Q (194.363834 sec): 3 clusters Score: Raw -26403.396786 + Penalty 403.208317 = -26000.188469 nChanged 8 SP:Iteration 8Q (194.409279 sec): 3 clusters Score: Raw -26405.799418 + Penalty 403.208317 = -26002.591101 nChanged 7 SP:Iteration 9Q (194.461482 sec): 3 clusters Score: Raw -26407.419960 + Penalty 403.208317 = -26004.211644 nChanged 3 SP:Iteration 10Q (194.508034 sec): 3 clusters Score: Raw -26407.963056 + Penalty 403.208317 = -26004.754739 nChanged 2 SP:Iteration 11Q (194.559159 sec): 3 clusters Score: Raw -26408.477746 + Penalty 403.208317 = -26005.269429 nChanged 2 SP:Iteration 12Q (194.602090 sec): 3 clusters Score: Raw -26408.816317 + Penalty 403.208317 = -26005.608000 nChanged 2 SP:Iteration 13Q (194.654809 sec): 3 clusters Score: Raw -26409.055401 + Penalty 403.208317 = -26005.847084 nChanged 1 SP:Iteration 14Q (194.700286 sec): 3 clusters Score: Raw -26409.150142 + Penalty 403.208317 = -26005.941825 nChanged 1 SP:Iteration 15Q (194.752870 sec): 3 clusters Score: Raw -26409.440316 + Penalty 403.208317 = -26006.231999 nChanged 0 SP:Iteration 16F (194.804170 sec): 3 clusters Score: Raw -26409.440316 + Penalty 403.208317 = -26006.231999 nChanged 0 Score: Raw -7162652.525094 + Penalty 8950.304335 = -7153702.220759 Splitting cluster 14 changes total score from -7153602.960858 to -7153702.220759 So it's getting split into cluster 26. Trying to split cluster 15 (5844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (197.158344 sec): 2 clusters Score: Raw -159408.763326 + Penalty 238.512196 = -159170.251130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (197.211139 sec): 3 clusters Score: Raw -155754.195502 + Penalty 477.024393 = -155277.171109 nChanged 2725 SP:Iteration 1F (197.268210 sec): 3 clusters Score: Raw -157508.236073 + Penalty 477.024393 = -157031.211680 nChanged 441 SP:Iteration 2F (197.317202 sec): 3 clusters Score: Raw -157846.013575 + Penalty 477.024393 = -157368.989183 nChanged 407 SP:Iteration 3F (197.369516 sec): 3 clusters Score: Raw -158144.702434 + Penalty 477.024393 = -157667.678042 nChanged 366 SP:Iteration 4F (197.421678 sec): 3 clusters Score: Raw -158411.254168 + Penalty 477.024393 = -157934.229775 nChanged 303 SP:Iteration 5F (197.475173 sec): 3 clusters Score: Raw -158601.376208 + Penalty 477.024393 = -158124.351816 nChanged 241 SP:Iteration 6Q (197.524108 sec): 3 clusters Score: Raw -158743.183086 + Penalty 477.024393 = -158266.158693 nChanged 200 SP:Iteration 7Q (197.566550 sec): 3 clusters Score: Raw -158840.555988 + Penalty 477.024393 = -158363.531596 nChanged 156 SP:Iteration 8Q (197.614442 sec): 3 clusters Score: Raw -158904.757774 + Penalty 477.024393 = -158427.733381 nChanged 131 SP:Iteration 9Q (197.672551 sec): 3 clusters Score: Raw -158949.341272 + Penalty 477.024393 = -158472.316880 nChanged 107 SP:Iteration 10Q (197.728328 sec): 3 clusters Score: Raw -158985.375940 + Penalty 477.024393 = -158508.351547 nChanged 89 SP:Iteration 11Q (197.770314 sec): 3 clusters Score: Raw -159012.046853 + Penalty 477.024393 = -158535.022461 nChanged 77 SP:Iteration 12Q (197.825318 sec): 3 clusters Score: Raw -159032.460448 + Penalty 477.024393 = -158555.436055 nChanged 66 SP:Iteration 13Q (197.864066 sec): 3 clusters Score: Raw -159048.275573 + Penalty 477.024393 = -158571.251181 nChanged 49 SP:Iteration 14Q (197.924165 sec): 3 clusters Score: Raw -159056.291005 + Penalty 477.024393 = -158579.266612 nChanged 44 SP:Iteration 15Q (197.968048 sec): 3 clusters Score: Raw -159062.835320 + Penalty 477.024393 = -158585.810927 nChanged 40 SP:Iteration 16Q (198.010522 sec): 3 clusters Score: Raw -159070.492654 + Penalty 477.024393 = -158593.468262 nChanged 44 SP:Iteration 17Q (198.064886 sec): 3 clusters Score: Raw -159077.100340 + Penalty 477.024393 = -158600.075947 nChanged 36 SP:Iteration 18Q (198.121975 sec): 3 clusters Score: Raw -159082.450268 + Penalty 477.024393 = -158605.425875 nChanged 28 SP:Iteration 19Q (198.170385 sec): 3 clusters Score: Raw -159085.917437 + Penalty 477.024393 = -158608.893045 nChanged 31 SP:Iteration 20F (198.225014 sec): 3 clusters Score: Raw -159089.348802 + Penalty 477.024393 = -158612.324410 nChanged 30 SP:Iteration 21Q (198.279324 sec): 3 clusters Score: Raw -159094.038269 + Penalty 477.024393 = -158617.013877 nChanged 35 SP:Iteration 22Q (198.334502 sec): 3 clusters Score: Raw -159098.613269 + Penalty 477.024393 = -158621.588876 nChanged 28 SP:Iteration 23Q (198.384357 sec): 3 clusters Score: Raw -159102.429621 + Penalty 477.024393 = -158625.405229 nChanged 29 SP:Iteration 24Q (198.423631 sec): 3 clusters Score: Raw -159106.766782 + Penalty 477.024393 = -158629.742390 nChanged 20 SP:Iteration 25Q (198.480284 sec): 3 clusters Score: Raw -159109.342030 + Penalty 477.024393 = -158632.317638 nChanged 26 SP:Iteration 26Q (198.526143 sec): 3 clusters Score: Raw -159111.443099 + Penalty 477.024393 = -158634.418706 nChanged 24 SP:Iteration 27Q (198.583570 sec): 3 clusters Score: Raw -159114.009242 + Penalty 477.024393 = -158636.984850 nChanged 22 SP:Iteration 28Q (198.632685 sec): 3 clusters Score: Raw -159115.244188 + Penalty 477.024393 = -158638.219796 nChanged 15 SP:Iteration 29Q (198.686353 sec): 3 clusters Score: Raw -159115.914676 + Penalty 477.024393 = -158638.890284 nChanged 13 SP:Iteration 30Q (198.727684 sec): 3 clusters Score: Raw -159116.614820 + Penalty 477.024393 = -158639.590428 nChanged 14 SP:Iteration 31Q (198.779490 sec): 3 clusters Score: Raw -159117.514575 + Penalty 477.024393 = -158640.490182 nChanged 17 SP:Iteration 32Q (198.832076 sec): 3 clusters Score: Raw -159118.694530 + Penalty 477.024393 = -158641.670138 nChanged 18 SP:Iteration 33Q (198.881577 sec): 3 clusters Score: Raw -159120.218602 + Penalty 477.024393 = -158643.194210 nChanged 21 SP:Iteration 34Q (198.942797 sec): 3 clusters Score: Raw -159122.637600 + Penalty 477.024393 = -158645.613207 nChanged 19 SP:Iteration 35Q (198.982579 sec): 3 clusters Score: Raw -159124.417691 + Penalty 477.024393 = -158647.393298 nChanged 24 SP:Iteration 36Q (199.041507 sec): 3 clusters Score: Raw -159128.924886 + Penalty 477.024393 = -158651.900493 nChanged 24 SP:Iteration 37Q (199.082106 sec): 3 clusters Score: Raw -159131.949048 + Penalty 477.024393 = -158654.924656 nChanged 30 SP:Iteration 38Q (199.130840 sec): 3 clusters Score: Raw -159135.974253 + Penalty 477.024393 = -158658.949860 nChanged 39 SP:Iteration 39Q (199.187206 sec): 3 clusters Score: Raw -159143.048264 + Penalty 477.024393 = -158666.023871 nChanged 34 SP:Iteration 40F (199.242240 sec): 3 clusters Score: Raw -159148.771730 + Penalty 477.024393 = -158671.747337 nChanged 23 SP:Iteration 41Q (199.291491 sec): 3 clusters Score: Raw -159152.201306 + Penalty 477.024393 = -158675.176914 nChanged 17 SP:Iteration 42Q (199.335733 sec): 3 clusters Score: Raw -159153.850436 + Penalty 477.024393 = -158676.826043 nChanged 12 SP:Iteration 43Q (199.391310 sec): 3 clusters Score: Raw -159154.876842 + Penalty 477.024393 = -158677.852449 nChanged 7 SP:Iteration 44Q (199.439885 sec): 3 clusters Score: Raw -159155.278647 + Penalty 477.024393 = -158678.254254 nChanged 4 SP:Iteration 45Q (199.492837 sec): 3 clusters Score: Raw -159155.485409 + Penalty 477.024393 = -158678.461017 nChanged 1 SP:Iteration 46Q (199.557420 sec): 3 clusters Score: Raw -159155.519404 + Penalty 477.024393 = -158678.495012 nChanged 0 SP:Iteration 47F (199.596375 sec): 3 clusters Score: Raw -159155.519404 + Penalty 477.024393 = -158678.495012 nChanged 0 Trying to split cluster 16 (9219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (199.637771 sec): 2 clusters Score: Raw -280128.075585 + Penalty 251.048101 = -279877.027485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (199.691964 sec): 3 clusters Score: Raw -274209.200026 + Penalty 502.096202 = -273707.103824 nChanged 4353 SP:Iteration 1F (199.738265 sec): 3 clusters Score: Raw -276955.352212 + Penalty 502.096202 = -276453.256010 nChanged 657 SP:Iteration 2F (199.784946 sec): 3 clusters Score: Raw -277303.827315 + Penalty 502.096202 = -276801.731113 nChanged 580 SP:Iteration 3F (199.834510 sec): 3 clusters Score: Raw -277609.787626 + Penalty 502.096202 = -277107.691425 nChanged 551 SP:Iteration 4F (199.891944 sec): 3 clusters Score: Raw -277922.543198 + Penalty 502.096202 = -277420.446996 nChanged 529 SP:Iteration 5F (199.948774 sec): 3 clusters Score: Raw -278273.099458 + Penalty 502.096202 = -277771.003257 nChanged 537 SP:Iteration 6F (199.993828 sec): 3 clusters Score: Raw -278645.104871 + Penalty 502.096202 = -278143.008669 nChanged 482 SP:Iteration 7F (200.050657 sec): 3 clusters Score: Raw -278971.012428 + Penalty 502.096202 = -278468.916226 nChanged 355 SP:Iteration 8Q (200.103437 sec): 3 clusters Score: Raw -279158.064481 + Penalty 502.096202 = -278655.968279 nChanged 237 SP:Iteration 9Q (200.162325 sec): 3 clusters Score: Raw -279249.993759 + Penalty 502.096202 = -278747.897557 nChanged 144 SP:Iteration 10Q (200.219053 sec): 3 clusters Score: Raw -279306.574880 + Penalty 502.096202 = -278804.478679 nChanged 147 SP:Iteration 11Q (200.271259 sec): 3 clusters Score: Raw -279370.762516 + Penalty 502.096202 = -278868.666315 nChanged 163 SP:Iteration 12Q (200.326849 sec): 3 clusters Score: Raw -279438.488652 + Penalty 502.096202 = -278936.392450 nChanged 142 SP:Iteration 13Q (200.380307 sec): 3 clusters Score: Raw -279492.152343 + Penalty 502.096202 = -278990.056141 nChanged 135 SP:Iteration 14Q (200.437636 sec): 3 clusters Score: Raw -279536.851588 + Penalty 502.096202 = -279034.755387 nChanged 110 SP:Iteration 15Q (200.493959 sec): 3 clusters Score: Raw -279570.868061 + Penalty 502.096202 = -279068.771859 nChanged 108 SP:Iteration 16Q (200.551226 sec): 3 clusters Score: Raw -279606.119691 + Penalty 502.096202 = -279104.023489 nChanged 120 SP:Iteration 17Q (200.596394 sec): 3 clusters Score: Raw -279649.553314 + Penalty 502.096202 = -279147.457113 nChanged 116 SP:Iteration 18Q (200.652999 sec): 3 clusters Score: Raw -279694.322001 + Penalty 502.096202 = -279192.225799 nChanged 106 SP:Iteration 19Q (200.704379 sec): 3 clusters Score: Raw -279738.882509 + Penalty 502.096202 = -279236.786307 nChanged 106 SP:Iteration 20F (200.763828 sec): 3 clusters Score: Raw -279776.701715 + Penalty 502.096202 = -279274.605514 nChanged 97 SP:Iteration 21Q (200.822868 sec): 3 clusters Score: Raw -279811.004005 + Penalty 502.096202 = -279308.907803 nChanged 94 SP:Iteration 22Q (200.879715 sec): 3 clusters Score: Raw -279843.145401 + Penalty 502.096202 = -279341.049199 nChanged 97 SP:Iteration 23Q (200.925030 sec): 3 clusters Score: Raw -279877.618573 + Penalty 502.096202 = -279375.522371 nChanged 96 SP:Iteration 24Q (200.992468 sec): 3 clusters Score: Raw -279912.999979 + Penalty 502.096202 = -279410.903778 nChanged 91 SP:Iteration 25Q (201.045029 sec): 3 clusters Score: Raw -279947.635447 + Penalty 502.096202 = -279445.539245 nChanged 81 SP:Iteration 26Q (201.091198 sec): 3 clusters Score: Raw -279978.920677 + Penalty 502.096202 = -279476.824476 nChanged 73 SP:Iteration 27Q (201.147238 sec): 3 clusters Score: Raw -280004.281682 + Penalty 502.096202 = -279502.185480 nChanged 72 SP:Iteration 28Q (201.211385 sec): 3 clusters Score: Raw -280028.365362 + Penalty 502.096202 = -279526.269160 nChanged 64 SP:Iteration 29Q (201.256499 sec): 3 clusters Score: Raw -280048.705352 + Penalty 502.096202 = -279546.609150 nChanged 68 SP:Iteration 30Q (201.311864 sec): 3 clusters Score: Raw -280067.614877 + Penalty 502.096202 = -279565.518675 nChanged 60 SP:Iteration 31Q (201.362477 sec): 3 clusters Score: Raw -280088.848839 + Penalty 502.096202 = -279586.752637 nChanged 64 SP:Iteration 32Q (201.426320 sec): 3 clusters Score: Raw -280114.761179 + Penalty 502.096202 = -279612.664977 nChanged 65 SP:Iteration 33Q (201.485351 sec): 3 clusters Score: Raw -280142.945278 + Penalty 502.096202 = -279640.849076 nChanged 57 SP:Iteration 34Q (201.537538 sec): 3 clusters Score: Raw -280161.658731 + Penalty 502.096202 = -279659.562530 nChanged 45 SP:Iteration 35Q (201.592486 sec): 3 clusters Score: Raw -280173.174815 + Penalty 502.096202 = -279671.078613 nChanged 35 SP:Iteration 36Q (201.635518 sec): 3 clusters Score: Raw -280180.376087 + Penalty 502.096202 = -279678.279885 nChanged 38 SP:Iteration 37Q (201.694162 sec): 3 clusters Score: Raw -280188.401373 + Penalty 502.096202 = -279686.305171 nChanged 36 SP:Iteration 38Q (201.751037 sec): 3 clusters Score: Raw -280195.447253 + Penalty 502.096202 = -279693.351051 nChanged 23 SP:Iteration 39Q (201.806221 sec): 3 clusters Score: Raw -280199.282910 + Penalty 502.096202 = -279697.186708 nChanged 21 SP:Iteration 40F (201.864644 sec): 3 clusters Score: Raw -280202.821868 + Penalty 502.096202 = -279700.725667 nChanged 18 SP:Iteration 41Q (201.906418 sec): 3 clusters Score: Raw -280205.362189 + Penalty 502.096202 = -279703.265987 nChanged 17 SP:Iteration 42Q (201.970434 sec): 3 clusters Score: Raw -280208.589747 + Penalty 502.096202 = -279706.493545 nChanged 15 SP:Iteration 43Q (202.023771 sec): 3 clusters Score: Raw -280210.024629 + Penalty 502.096202 = -279707.928427 nChanged 6 SP:Iteration 44Q (202.064591 sec): 3 clusters Score: Raw -280210.937615 + Penalty 502.096202 = -279708.841413 nChanged 6 SP:Iteration 45Q (202.125222 sec): 3 clusters Score: Raw -280211.539266 + Penalty 502.096202 = -279709.443064 nChanged 7 SP:Iteration 46Q (202.180111 sec): 3 clusters Score: Raw -280212.203759 + Penalty 502.096202 = -279710.107557 nChanged 5 SP:Iteration 47Q (202.225199 sec): 3 clusters Score: Raw -280212.530250 + Penalty 502.096202 = -279710.434048 nChanged 3 SP:Iteration 48Q (202.291149 sec): 3 clusters Score: Raw -280212.639209 + Penalty 502.096202 = -279710.543007 nChanged 2 SP:Iteration 49Q (202.338750 sec): 3 clusters Score: Raw -280212.708084 + Penalty 502.096202 = -279710.611882 nChanged 3 SP:Iteration 50Q (202.395030 sec): 3 clusters Score: Raw -280213.122835 + Penalty 502.096202 = -279711.026633 nChanged 5 SP:Iteration 51Q (202.450812 sec): 3 clusters Score: Raw -280213.651692 + Penalty 502.096202 = -279711.555491 nChanged 7 SP:Iteration 52Q (202.493895 sec): 3 clusters Score: Raw -280214.562170 + Penalty 502.096202 = -279712.465969 nChanged 6 SP:Iteration 53Q (202.546167 sec): 3 clusters Score: Raw -280215.244294 + Penalty 502.096202 = -279713.148092 nChanged 5 SP:Iteration 54Q (202.595089 sec): 3 clusters Score: Raw -280215.686731 + Penalty 502.096202 = -279713.590529 nChanged 3 SP:Iteration 55Q (202.656610 sec): 3 clusters Score: Raw -280215.823687 + Penalty 502.096202 = -279713.727485 nChanged 0 SP:Iteration 56F (202.709449 sec): 3 clusters Score: Raw -280215.823687 + Penalty 502.096202 = -279713.727485 nChanged 0 Trying to split cluster 17 (2640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.737848 sec): 2 clusters Score: Raw -71795.207249 + Penalty 216.659690 = -71578.547559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.788563 sec): 3 clusters Score: Raw -70230.579536 + Penalty 433.319381 = -69797.260155 nChanged 1190 SP:Iteration 1F (202.840676 sec): 3 clusters Score: Raw -71118.170850 + Penalty 433.319381 = -70684.851469 nChanged 192 SP:Iteration 2F (202.887047 sec): 3 clusters Score: Raw -71233.530049 + Penalty 433.319381 = -70800.210669 nChanged 147 SP:Iteration 3F (202.924582 sec): 3 clusters Score: Raw -71341.565568 + Penalty 433.319381 = -70908.246187 nChanged 126 SP:Iteration 4Q (202.968535 sec): 3 clusters Score: Raw -71424.322693 + Penalty 433.319381 = -70991.003312 nChanged 100 SP:Iteration 5Q (203.022675 sec): 3 clusters Score: Raw -71496.374943 + Penalty 433.319381 = -71063.055562 nChanged 75 SP:Iteration 6Q (203.070771 sec): 3 clusters Score: Raw -71536.474877 + Penalty 433.319381 = -71103.155496 nChanged 69 SP:Iteration 7Q (203.105309 sec): 3 clusters Score: Raw -71575.251090 + Penalty 433.319381 = -71141.931709 nChanged 60 SP:Iteration 8Q (203.157421 sec): 3 clusters Score: Raw -71610.334156 + Penalty 433.319381 = -71177.014775 nChanged 55 SP:Iteration 9Q (203.205467 sec): 3 clusters Score: Raw -71637.896553 + Penalty 433.319381 = -71204.577172 nChanged 48 SP:Iteration 10Q (203.248462 sec): 3 clusters Score: Raw -71656.208405 + Penalty 433.319381 = -71222.889024 nChanged 37 SP:Iteration 11Q (203.305029 sec): 3 clusters Score: Raw -71666.112393 + Penalty 433.319381 = -71232.793013 nChanged 25 SP:Iteration 12Q (203.355336 sec): 3 clusters Score: Raw -71675.399624 + Penalty 433.319381 = -71242.080243 nChanged 27 SP:Iteration 13Q (203.396714 sec): 3 clusters Score: Raw -71683.025593 + Penalty 433.319381 = -71249.706212 nChanged 24 SP:Iteration 14Q (203.454701 sec): 3 clusters Score: Raw -71688.215365 + Penalty 433.319381 = -71254.895985 nChanged 18 SP:Iteration 15Q (203.504715 sec): 3 clusters Score: Raw -71694.785541 + Penalty 433.319381 = -71261.466160 nChanged 22 SP:Iteration 16Q (203.556590 sec): 3 clusters Score: Raw -71704.881788 + Penalty 433.319381 = -71271.562407 nChanged 21 SP:Iteration 17Q (203.604989 sec): 3 clusters Score: Raw -71714.411409 + Penalty 433.319381 = -71281.092028 nChanged 22 SP:Iteration 18Q (203.652981 sec): 3 clusters Score: Raw -71723.323653 + Penalty 433.319381 = -71290.004272 nChanged 20 SP:Iteration 19Q (203.694084 sec): 3 clusters Score: Raw -71730.853953 + Penalty 433.319381 = -71297.534572 nChanged 15 SP:Iteration 20F (203.755671 sec): 3 clusters Score: Raw -71736.371477 + Penalty 433.319381 = -71303.052096 nChanged 16 SP:Iteration 21Q (203.794545 sec): 3 clusters Score: Raw -71743.312207 + Penalty 433.319381 = -71309.992826 nChanged 20 SP:Iteration 22Q (203.852211 sec): 3 clusters Score: Raw -71752.723394 + Penalty 433.319381 = -71319.404014 nChanged 19 SP:Iteration 23Q (203.905098 sec): 3 clusters Score: Raw -71759.652430 + Penalty 433.319381 = -71326.333049 nChanged 25 SP:Iteration 24Q (203.950828 sec): 3 clusters Score: Raw -71768.571995 + Penalty 433.319381 = -71335.252614 nChanged 19 SP:Iteration 25Q (204.000621 sec): 3 clusters Score: Raw -71773.455616 + Penalty 433.319381 = -71340.136235 nChanged 12 SP:Iteration 26Q (204.046788 sec): 3 clusters Score: Raw -71776.827481 + Penalty 433.319381 = -71343.508101 nChanged 11 SP:Iteration 27Q (204.096995 sec): 3 clusters Score: Raw -71779.558643 + Penalty 433.319381 = -71346.239262 nChanged 12 SP:Iteration 28Q (204.147653 sec): 3 clusters Score: Raw -71781.944594 + Penalty 433.319381 = -71348.625213 nChanged 11 SP:Iteration 29Q (204.193444 sec): 3 clusters Score: Raw -71784.653525 + Penalty 433.319381 = -71351.334144 nChanged 7 SP:Iteration 30Q (204.241730 sec): 3 clusters Score: Raw -71785.948197 + Penalty 433.319381 = -71352.628816 nChanged 9 SP:Iteration 31Q (204.294916 sec): 3 clusters Score: Raw -71787.979518 + Penalty 433.319381 = -71354.660137 nChanged 6 SP:Iteration 32Q (204.343742 sec): 3 clusters Score: Raw -71789.695849 + Penalty 433.319381 = -71356.376468 nChanged 6 SP:Iteration 33Q (204.395328 sec): 3 clusters Score: Raw -71791.442265 + Penalty 433.319381 = -71358.122884 nChanged 6 SP:Iteration 34Q (204.437284 sec): 3 clusters Score: Raw -71792.328679 + Penalty 433.319381 = -71359.009299 nChanged 6 SP:Iteration 35Q (204.490371 sec): 3 clusters Score: Raw -71794.079620 + Penalty 433.319381 = -71360.760239 nChanged 7 SP:Iteration 36Q (204.533267 sec): 3 clusters Score: Raw -71796.382895 + Penalty 433.319381 = -71363.063514 nChanged 7 SP:Iteration 37Q (204.582054 sec): 3 clusters Score: Raw -71798.765480 + Penalty 433.319381 = -71365.446099 nChanged 4 SP:Iteration 38Q (204.634070 sec): 3 clusters Score: Raw -71800.318941 + Penalty 433.319381 = -71366.999560 nChanged 7 SP:Iteration 39Q (204.671936 sec): 3 clusters Score: Raw -71801.861590 + Penalty 433.319381 = -71368.542209 nChanged 5 SP:Iteration 40F (204.720475 sec): 3 clusters Score: Raw -71803.549908 + Penalty 433.319381 = -71370.230527 nChanged 3 SP:Iteration 41Q (204.775887 sec): 3 clusters Score: Raw -71804.238570 + Penalty 433.319381 = -71370.919189 nChanged 4 SP:Iteration 42Q (204.825651 sec): 3 clusters Score: Raw -71806.067721 + Penalty 433.319381 = -71372.748340 nChanged 7 SP:Iteration 43Q (204.878138 sec): 3 clusters Score: Raw -71808.196421 + Penalty 433.319381 = -71374.877040 nChanged 7 SP:Iteration 44Q (204.928492 sec): 3 clusters Score: Raw -71809.526059 + Penalty 433.319381 = -71376.206678 nChanged 5 SP:Iteration 45Q (204.976316 sec): 3 clusters Score: Raw -71810.352379 + Penalty 433.319381 = -71377.032998 nChanged 2 SP:Iteration 46Q (205.025622 sec): 3 clusters Score: Raw -71810.510258 + Penalty 433.319381 = -71377.190877 nChanged 2 SP:Iteration 47Q (205.072654 sec): 3 clusters Score: Raw -71810.887280 + Penalty 433.319381 = -71377.567899 nChanged 2 SP:Iteration 48Q (205.117512 sec): 3 clusters Score: Raw -71811.171817 + Penalty 433.319381 = -71377.852437 nChanged 2 SP:Iteration 49Q (205.161127 sec): 3 clusters Score: Raw -71812.270979 + Penalty 433.319381 = -71378.951598 nChanged 4 SP:Iteration 50Q (205.210912 sec): 3 clusters Score: Raw -71812.940776 + Penalty 433.319381 = -71379.621395 nChanged 2 SP:Iteration 51Q (205.250220 sec): 3 clusters Score: Raw -71813.204172 + Penalty 433.319381 = -71379.884791 nChanged 1 SP:Iteration 52Q (205.295266 sec): 3 clusters Score: Raw -71813.250896 + Penalty 433.319381 = -71379.931515 nChanged 0 SP:Iteration 53F (205.348980 sec): 3 clusters Score: Raw -71813.250896 + Penalty 433.319381 = -71379.931515 nChanged 0 Trying to split cluster 18 (7178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.370382 sec): 2 clusters Score: Raw -212336.457258 + Penalty 244.166342 = -212092.290916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.430152 sec): 3 clusters Score: Raw -207779.409784 + Penalty 488.332684 = -207291.077100 nChanged 3372 SP:Iteration 1F (205.479668 sec): 3 clusters Score: Raw -209914.771198 + Penalty 488.332684 = -209426.438514 nChanged 546 SP:Iteration 2F (205.532582 sec): 3 clusters Score: Raw -210252.601010 + Penalty 488.332684 = -209764.268326 nChanged 513 SP:Iteration 3F (205.582598 sec): 3 clusters Score: Raw -210585.775279 + Penalty 488.332684 = -210097.442595 nChanged 445 SP:Iteration 4F (205.625838 sec): 3 clusters Score: Raw -210932.586060 + Penalty 488.332684 = -210444.253376 nChanged 406 SP:Iteration 5F (205.675267 sec): 3 clusters Score: Raw -211279.320319 + Penalty 488.332684 = -210790.987635 nChanged 345 SP:Iteration 6Q (205.724467 sec): 3 clusters Score: Raw -211555.619016 + Penalty 488.332684 = -211067.286332 nChanged 276 SP:Iteration 7Q (205.782750 sec): 3 clusters Score: Raw -211703.930385 + Penalty 488.332684 = -211215.597701 nChanged 178 SP:Iteration 8Q (205.826258 sec): 3 clusters Score: Raw -211764.391316 + Penalty 488.332684 = -211276.058632 nChanged 104 SP:Iteration 9Q (205.881354 sec): 3 clusters Score: Raw -211786.393241 + Penalty 488.332684 = -211298.060557 nChanged 62 SP:Iteration 10Q (205.940900 sec): 3 clusters Score: Raw -211800.551842 + Penalty 488.332684 = -211312.219158 nChanged 60 SP:Iteration 11Q (205.994101 sec): 3 clusters Score: Raw -211815.707057 + Penalty 488.332684 = -211327.374373 nChanged 73 SP:Iteration 12Q (206.035392 sec): 3 clusters Score: Raw -211837.420061 + Penalty 488.332684 = -211349.087377 nChanged 85 SP:Iteration 13Q (206.085742 sec): 3 clusters Score: Raw -211866.756085 + Penalty 488.332684 = -211378.423401 nChanged 77 SP:Iteration 14Q (206.141210 sec): 3 clusters Score: Raw -211895.468075 + Penalty 488.332684 = -211407.135391 nChanged 85 SP:Iteration 15Q (206.197440 sec): 3 clusters Score: Raw -211919.996820 + Penalty 488.332684 = -211431.664136 nChanged 63 SP:Iteration 16Q (206.251929 sec): 3 clusters Score: Raw -211938.357108 + Penalty 488.332684 = -211450.024424 nChanged 58 SP:Iteration 17Q (206.303120 sec): 3 clusters Score: Raw -211954.581482 + Penalty 488.332684 = -211466.248798 nChanged 53 SP:Iteration 18Q (206.354978 sec): 3 clusters Score: Raw -211964.867965 + Penalty 488.332684 = -211476.535281 nChanged 55 SP:Iteration 19Q (206.410025 sec): 3 clusters Score: Raw -211975.412022 + Penalty 488.332684 = -211487.079338 nChanged 50 SP:Iteration 20F (206.459875 sec): 3 clusters Score: Raw -211990.183566 + Penalty 488.332684 = -211501.850882 nChanged 54 SP:Iteration 21Q (206.507009 sec): 3 clusters Score: Raw -212002.743389 + Penalty 488.332684 = -211514.410705 nChanged 59 SP:Iteration 22Q (206.556766 sec): 3 clusters Score: Raw -212014.770292 + Penalty 488.332684 = -211526.437608 nChanged 54 SP:Iteration 23Q (206.611861 sec): 3 clusters Score: Raw -212026.001348 + Penalty 488.332684 = -211537.668664 nChanged 53 SP:Iteration 24Q (206.662985 sec): 3 clusters Score: Raw -212035.385868 + Penalty 488.332684 = -211547.053184 nChanged 46 SP:Iteration 25Q (206.707739 sec): 3 clusters Score: Raw -212041.800241 + Penalty 488.332684 = -211553.467557 nChanged 32 SP:Iteration 26Q (206.758879 sec): 3 clusters Score: Raw -212044.801038 + Penalty 488.332684 = -211556.468354 nChanged 28 SP:Iteration 27Q (206.811826 sec): 3 clusters Score: Raw -212048.146626 + Penalty 488.332684 = -211559.813942 nChanged 24 SP:Iteration 28Q (206.868702 sec): 3 clusters Score: Raw -212050.222032 + Penalty 488.332684 = -211561.889348 nChanged 18 SP:Iteration 29Q (206.915171 sec): 3 clusters Score: Raw -212051.821471 + Penalty 488.332684 = -211563.488787 nChanged 21 SP:Iteration 30Q (206.976051 sec): 3 clusters Score: Raw -212053.371432 + Penalty 488.332684 = -211565.038748 nChanged 14 SP:Iteration 31Q (207.024987 sec): 3 clusters Score: Raw -212054.710167 + Penalty 488.332684 = -211566.377483 nChanged 18 SP:Iteration 32Q (207.070472 sec): 3 clusters Score: Raw -212056.399056 + Penalty 488.332684 = -211568.066372 nChanged 19 SP:Iteration 33Q (207.137051 sec): 3 clusters Score: Raw -212058.880616 + Penalty 488.332684 = -211570.547932 nChanged 24 SP:Iteration 34Q (207.180320 sec): 3 clusters Score: Raw -212061.165345 + Penalty 488.332684 = -211572.832661 nChanged 20 SP:Iteration 35Q (207.237827 sec): 3 clusters Score: Raw -212062.686301 + Penalty 488.332684 = -211574.353617 nChanged 20 SP:Iteration 36Q (207.288449 sec): 3 clusters Score: Raw -212065.169208 + Penalty 488.332684 = -211576.836524 nChanged 20 SP:Iteration 37Q (207.343268 sec): 3 clusters Score: Raw -212067.250637 + Penalty 488.332684 = -211578.917953 nChanged 17 SP:Iteration 38Q (207.400891 sec): 3 clusters Score: Raw -212069.230479 + Penalty 488.332684 = -211580.897795 nChanged 19 SP:Iteration 39Q (207.459441 sec): 3 clusters Score: Raw -212071.255053 + Penalty 488.332684 = -211582.922370 nChanged 20 SP:Iteration 40F (207.501937 sec): 3 clusters Score: Raw -212074.083241 + Penalty 488.332684 = -211585.750557 nChanged 24 SP:Iteration 41Q (207.563098 sec): 3 clusters Score: Raw -212078.429242 + Penalty 488.332684 = -211590.096558 nChanged 28 SP:Iteration 42Q (207.616825 sec): 3 clusters Score: Raw -212082.277540 + Penalty 488.332684 = -211593.944856 nChanged 25 SP:Iteration 43Q (207.665236 sec): 3 clusters Score: Raw -212087.705758 + Penalty 488.332684 = -211599.373074 nChanged 27 SP:Iteration 44Q (207.727164 sec): 3 clusters Score: Raw -212092.270415 + Penalty 488.332684 = -211603.937731 nChanged 22 SP:Iteration 45Q (207.775074 sec): 3 clusters Score: Raw -212095.507431 + Penalty 488.332684 = -211607.174747 nChanged 18 SP:Iteration 46Q (207.830570 sec): 3 clusters Score: Raw -212098.625077 + Penalty 488.332684 = -211610.292393 nChanged 27 SP:Iteration 47Q (207.890242 sec): 3 clusters Score: Raw -212104.595015 + Penalty 488.332684 = -211616.262331 nChanged 32 SP:Iteration 48Q (207.934445 sec): 3 clusters Score: Raw -212111.313691 + Penalty 488.332684 = -211622.981007 nChanged 29 SP:Iteration 49Q (207.985535 sec): 3 clusters Score: Raw -212114.772798 + Penalty 488.332684 = -211626.440114 nChanged 24 SP:Iteration 50Q (208.029479 sec): 3 clusters Score: Raw -212117.801995 + Penalty 488.332684 = -211629.469311 nChanged 25 SP:Iteration 51Q (208.092774 sec): 3 clusters Score: Raw -212122.267551 + Penalty 488.332684 = -211633.934867 nChanged 35 SP:Iteration 52Q (208.140619 sec): 3 clusters Score: Raw -212129.857994 + Penalty 488.332684 = -211641.525310 nChanged 42 SP:Iteration 53Q (208.192521 sec): 3 clusters Score: Raw -212137.027781 + Penalty 488.332684 = -211648.695097 nChanged 27 SP:Iteration 54Q (208.233304 sec): 3 clusters Score: Raw -212140.947913 + Penalty 488.332684 = -211652.615229 nChanged 30 SP:Iteration 55Q (208.286056 sec): 3 clusters Score: Raw -212144.868341 + Penalty 488.332684 = -211656.535657 nChanged 27 SP:Iteration 56Q (208.328805 sec): 3 clusters Score: Raw -212147.992428 + Penalty 488.332684 = -211659.659744 nChanged 20 SP:Iteration 57Q (208.374788 sec): 3 clusters Score: Raw -212150.312847 + Penalty 488.332684 = -211661.980163 nChanged 21 SP:Iteration 58Q (208.435877 sec): 3 clusters Score: Raw -212152.569550 + Penalty 488.332684 = -211664.236866 nChanged 17 SP:Iteration 59Q (208.482434 sec): 3 clusters Score: Raw -212154.485049 + Penalty 488.332684 = -211666.152365 nChanged 18 SP:Iteration 60F (208.529709 sec): 3 clusters Score: Raw -212156.452461 + Penalty 488.332684 = -211668.119777 nChanged 22 SP:Iteration 61Q (208.589105 sec): 3 clusters Score: Raw -212158.922138 + Penalty 488.332684 = -211670.589454 nChanged 23 SP:Iteration 62Q (208.647958 sec): 3 clusters Score: Raw -212162.186176 + Penalty 488.332684 = -211673.853492 nChanged 31 SP:Iteration 63Q (208.697589 sec): 3 clusters Score: Raw -212166.664278 + Penalty 488.332684 = -211678.331594 nChanged 24 SP:Iteration 64Q (208.745412 sec): 3 clusters Score: Raw -212169.547829 + Penalty 488.332684 = -211681.215146 nChanged 23 SP:Iteration 65Q (208.801274 sec): 3 clusters Score: Raw -212172.250031 + Penalty 488.332684 = -211683.917347 nChanged 24 SP:Iteration 66Q (208.856064 sec): 3 clusters Score: Raw -212174.997136 + Penalty 488.332684 = -211686.664452 nChanged 27 SP:Iteration 67Q (208.910570 sec): 3 clusters Score: Raw -212177.961153 + Penalty 488.332684 = -211689.628469 nChanged 21 SP:Iteration 68Q (208.949808 sec): 3 clusters Score: Raw -212181.260327 + Penalty 488.332684 = -211692.927643 nChanged 12 SP:Iteration 69Q (209.011233 sec): 3 clusters Score: Raw -212182.502401 + Penalty 488.332684 = -211694.169717 nChanged 13 SP:Iteration 70Q (209.060152 sec): 3 clusters Score: Raw -212183.934657 + Penalty 488.332684 = -211695.601973 nChanged 12 SP:Iteration 71Q (209.114105 sec): 3 clusters Score: Raw -212184.581503 + Penalty 488.332684 = -211696.248820 nChanged 5 SP:Iteration 72Q (209.156341 sec): 3 clusters Score: Raw -212184.687237 + Penalty 488.332684 = -211696.354553 nChanged 4 SP:Iteration 73Q (209.209086 sec): 3 clusters Score: Raw -212185.128811 + Penalty 488.332684 = -211696.796127 nChanged 8 SP:Iteration 74Q (209.260716 sec): 3 clusters Score: Raw -212185.797226 + Penalty 488.332684 = -211697.464542 nChanged 13 SP:Iteration 75Q (209.308563 sec): 3 clusters Score: Raw -212186.854446 + Penalty 488.332684 = -211698.521762 nChanged 17 SP:Iteration 76Q (209.354261 sec): 3 clusters Score: Raw -212188.486258 + Penalty 488.332684 = -211700.153574 nChanged 16 SP:Iteration 77Q (209.404229 sec): 3 clusters Score: Raw -212189.697175 + Penalty 488.332684 = -211701.364491 nChanged 14 SP:Iteration 78Q (209.455009 sec): 3 clusters Score: Raw -212190.702620 + Penalty 488.332684 = -211702.369936 nChanged 14 SP:Iteration 79Q (209.516374 sec): 3 clusters Score: Raw -212191.607649 + Penalty 488.332684 = -211703.274965 nChanged 16 SP:Iteration 80F (209.559199 sec): 3 clusters Score: Raw -212192.974906 + Penalty 488.332684 = -211704.642222 nChanged 19 SP:Iteration 81Q (209.616105 sec): 3 clusters Score: Raw -212194.755055 + Penalty 488.332684 = -211706.422371 nChanged 17 SP:Iteration 82Q (209.663374 sec): 3 clusters Score: Raw -212196.858801 + Penalty 488.332684 = -211708.526117 nChanged 20 SP:Iteration 83Q (209.717518 sec): 3 clusters Score: Raw -212198.795707 + Penalty 488.332684 = -211710.463023 nChanged 15 SP:Iteration 84Q (209.763570 sec): 3 clusters Score: Raw -212200.021628 + Penalty 488.332684 = -211711.688944 nChanged 8 SP:Iteration 85Q (209.819902 sec): 3 clusters Score: Raw -212200.625785 + Penalty 488.332684 = -211712.293101 nChanged 12 SP:Iteration 86Q (209.866338 sec): 3 clusters Score: Raw -212201.522678 + Penalty 488.332684 = -211713.189994 nChanged 12 SP:Iteration 87Q (209.916748 sec): 3 clusters Score: Raw -212202.208891 + Penalty 488.332684 = -211713.876207 nChanged 8 SP:Iteration 88Q (209.970703 sec): 3 clusters Score: Raw -212202.647916 + Penalty 488.332684 = -211714.315232 nChanged 11 SP:Iteration 89Q (210.026293 sec): 3 clusters Score: Raw -212203.361200 + Penalty 488.332684 = -211715.028517 nChanged 8 SP:Iteration 90Q (210.067831 sec): 3 clusters Score: Raw -212204.100545 + Penalty 488.332684 = -211715.767861 nChanged 13 SP:Iteration 91Q (210.119786 sec): 3 clusters Score: Raw -212205.590824 + Penalty 488.332684 = -211717.258140 nChanged 17 SP:Iteration 92Q (210.170437 sec): 3 clusters Score: Raw -212207.259965 + Penalty 488.332684 = -211718.927281 nChanged 13 SP:Iteration 93Q (210.229413 sec): 3 clusters Score: Raw -212208.051848 + Penalty 488.332684 = -211719.719164 nChanged 9 SP:Iteration 94Q (210.278930 sec): 3 clusters Score: Raw -212208.429999 + Penalty 488.332684 = -211720.097315 nChanged 5 SP:Iteration 95Q (210.322200 sec): 3 clusters Score: Raw -212208.613936 + Penalty 488.332684 = -211720.281253 nChanged 5 SP:Iteration 96Q (210.377677 sec): 3 clusters Score: Raw -212208.748913 + Penalty 488.332684 = -211720.416229 nChanged 3 SP:Iteration 97Q (210.428623 sec): 3 clusters Score: Raw -212208.916781 + Penalty 488.332684 = -211720.584097 nChanged 3 SP:Iteration 98Q (210.478894 sec): 3 clusters Score: Raw -212209.115183 + Penalty 488.332684 = -211720.782499 nChanged 3 SP:Iteration 99Q (210.535829 sec): 3 clusters Score: Raw -212209.193910 + Penalty 488.332684 = -211720.861227 nChanged 3 SP:Iteration 100F (210.587764 sec): 3 clusters Score: Raw -212209.260680 + Penalty 488.332684 = -211720.927996 nChanged 2 SP:Iteration 101Q (210.638382 sec): 3 clusters Score: Raw -212209.305318 + Penalty 488.332684 = -211720.972634 nChanged 2 SP:Iteration 102Q (210.685452 sec): 3 clusters Score: Raw -212209.398001 + Penalty 488.332684 = -211721.065317 nChanged 3 SP:Iteration 103Q (210.742386 sec): 3 clusters Score: Raw -212209.571608 + Penalty 488.332684 = -211721.238924 nChanged 3 SP:Iteration 104Q (210.798782 sec): 3 clusters Score: Raw -212209.690531 + Penalty 488.332684 = -211721.357847 nChanged 3 SP:Iteration 105Q (210.851311 sec): 3 clusters Score: Raw -212209.751155 + Penalty 488.332684 = -211721.418471 nChanged 1 SP:Iteration 106Q (210.899538 sec): 3 clusters Score: Raw -212209.768781 + Penalty 488.332684 = -211721.436097 nChanged 1 SP:Iteration 107Q (210.949394 sec): 3 clusters Score: Raw -212209.799840 + Penalty 488.332684 = -211721.467156 nChanged 3 SP:Iteration 108Q (210.990879 sec): 3 clusters Score: Raw -212209.932283 + Penalty 488.332684 = -211721.599599 nChanged 2 SP:Iteration 109Q (211.048554 sec): 3 clusters Score: Raw -212210.053855 + Penalty 488.332684 = -211721.721171 nChanged 4 SP:Iteration 110Q (211.095694 sec): 3 clusters Score: Raw -212210.501948 + Penalty 488.332684 = -211722.169265 nChanged 4 SP:Iteration 111Q (211.147994 sec): 3 clusters Score: Raw -212210.893653 + Penalty 488.332684 = -211722.560969 nChanged 4 SP:Iteration 112Q (211.206052 sec): 3 clusters Score: Raw -212211.017557 + Penalty 488.332684 = -211722.684873 nChanged 1 SP:Iteration 113Q (211.257483 sec): 3 clusters Score: Raw -212211.022649 + Penalty 488.332684 = -211722.689965 nChanged 0 SP:Iteration 114F (211.315248 sec): 3 clusters Score: Raw -212211.022649 + Penalty 488.332684 = -211722.689965 nChanged 0 Trying to split cluster 19 (1822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (211.338524 sec): 2 clusters Score: Raw -39239.449748 + Penalty 206.461477 = -39032.988271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (211.392240 sec): 3 clusters Score: Raw -38249.857303 + Penalty 412.922954 = -37836.934348 nChanged 769 SP:Iteration 1F (211.440120 sec): 3 clusters Score: Raw -38938.278051 + Penalty 412.922954 = -38525.355097 nChanged 201 SP:Iteration 2F (211.490003 sec): 3 clusters Score: Raw -39084.909806 + Penalty 412.922954 = -38671.986852 nChanged 117 SP:Iteration 3F (211.541804 sec): 3 clusters Score: Raw -39159.025860 + Penalty 412.922954 = -38746.102906 nChanged 74 SP:Iteration 4Q (211.585019 sec): 3 clusters Score: Raw -39199.801901 + Penalty 412.922954 = -38786.878947 nChanged 62 SP:Iteration 5Q (211.622661 sec): 3 clusters Score: Raw -39235.750752 + Penalty 412.922954 = -38822.827798 nChanged 45 SP:Iteration 6Q (211.669374 sec): 3 clusters Score: Raw -39262.051632 + Penalty 412.922954 = -38849.128677 nChanged 43 SP:Iteration 7Q (211.728251 sec): 3 clusters Score: Raw -39283.556572 + Penalty 412.922954 = -38870.633618 nChanged 29 SP:Iteration 8Q (211.773648 sec): 3 clusters Score: Raw -39296.882607 + Penalty 412.922954 = -38883.959653 nChanged 24 SP:Iteration 9Q (211.813017 sec): 3 clusters Score: Raw -39307.534906 + Penalty 412.922954 = -38894.611952 nChanged 32 SP:Iteration 10Q (211.867641 sec): 3 clusters Score: Raw -39325.960353 + Penalty 412.922954 = -38913.037399 nChanged 30 SP:Iteration 11Q (211.910232 sec): 3 clusters Score: Raw -39338.017681 + Penalty 412.922954 = -38925.094727 nChanged 21 SP:Iteration 12Q (211.963761 sec): 3 clusters Score: Raw -39343.613841 + Penalty 412.922954 = -38930.690887 nChanged 14 SP:Iteration 13Q (212.013873 sec): 3 clusters Score: Raw -39346.122211 + Penalty 412.922954 = -38933.199257 nChanged 10 SP:Iteration 14Q (212.056743 sec): 3 clusters Score: Raw -39347.790359 + Penalty 412.922954 = -38934.867405 nChanged 12 SP:Iteration 15Q (212.094413 sec): 3 clusters Score: Raw -39349.855093 + Penalty 412.922954 = -38936.932139 nChanged 7 SP:Iteration 16Q (212.152647 sec): 3 clusters Score: Raw -39350.778969 + Penalty 412.922954 = -38937.856015 nChanged 4 SP:Iteration 17Q (212.201313 sec): 3 clusters Score: Raw -39351.298164 + Penalty 412.922954 = -38938.375210 nChanged 4 SP:Iteration 18Q (212.239099 sec): 3 clusters Score: Raw -39351.872464 + Penalty 412.922954 = -38938.949510 nChanged 5 SP:Iteration 19Q (212.295341 sec): 3 clusters Score: Raw -39352.506633 + Penalty 412.922954 = -38939.583679 nChanged 4 SP:Iteration 20F (212.334825 sec): 3 clusters Score: Raw -39352.990378 + Penalty 412.922954 = -38940.067424 nChanged 6 SP:Iteration 21Q (212.385548 sec): 3 clusters Score: Raw -39353.691195 + Penalty 412.922954 = -38940.768241 nChanged 3 SP:Iteration 22Q (212.421087 sec): 3 clusters Score: Raw -39354.159251 + Penalty 412.922954 = -38941.236297 nChanged 2 SP:Iteration 23Q (212.473471 sec): 3 clusters Score: Raw -39354.324744 + Penalty 412.922954 = -38941.401790 nChanged 1 SP:Iteration 24Q (212.521248 sec): 3 clusters Score: Raw -39354.401645 + Penalty 412.922954 = -38941.478690 nChanged 3 SP:Iteration 25Q (212.558778 sec): 3 clusters Score: Raw -39354.921626 + Penalty 412.922954 = -38941.998672 nChanged 5 SP:Iteration 26Q (212.607056 sec): 3 clusters Score: Raw -39355.575800 + Penalty 412.922954 = -38942.652845 nChanged 3 SP:Iteration 27Q (212.645852 sec): 3 clusters Score: Raw -39356.009348 + Penalty 412.922954 = -38943.086394 nChanged 6 SP:Iteration 28Q (212.700459 sec): 3 clusters Score: Raw -39356.916018 + Penalty 412.922954 = -38943.993064 nChanged 5 SP:Iteration 29Q (212.744474 sec): 3 clusters Score: Raw -39357.246791 + Penalty 412.922954 = -38944.323836 nChanged 4 SP:Iteration 30Q (212.787782 sec): 3 clusters Score: Raw -39357.731279 + Penalty 412.922954 = -38944.808325 nChanged 7 SP:Iteration 31Q (212.843414 sec): 3 clusters Score: Raw -39358.738393 + Penalty 412.922954 = -38945.815438 nChanged 12 SP:Iteration 32Q (212.883012 sec): 3 clusters Score: Raw -39361.111615 + Penalty 412.922954 = -38948.188661 nChanged 16 SP:Iteration 33Q (212.938064 sec): 3 clusters Score: Raw -39364.639539 + Penalty 412.922954 = -38951.716585 nChanged 12 SP:Iteration 34Q (212.980392 sec): 3 clusters Score: Raw -39367.092275 + Penalty 412.922954 = -38954.169321 nChanged 6 SP:Iteration 35Q (213.014978 sec): 3 clusters Score: Raw -39367.537348 + Penalty 412.922954 = -38954.614394 nChanged 2 SP:Iteration 36Q (213.069922 sec): 3 clusters Score: Raw -39367.677451 + Penalty 412.922954 = -38954.754497 nChanged 2 SP:Iteration 37Q (213.113065 sec): 3 clusters Score: Raw -39367.853735 + Penalty 412.922954 = -38954.930780 nChanged 6 SP:Iteration 38Q (213.150477 sec): 3 clusters Score: Raw -39368.427844 + Penalty 412.922954 = -38955.504890 nChanged 6 SP:Iteration 39Q (213.203834 sec): 3 clusters Score: Raw -39369.206394 + Penalty 412.922954 = -38956.283440 nChanged 7 SP:Iteration 40F (213.242260 sec): 3 clusters Score: Raw -39370.082153 + Penalty 412.922954 = -38957.159198 nChanged 3 SP:Iteration 41Q (213.291128 sec): 3 clusters Score: Raw -39370.352048 + Penalty 412.922954 = -38957.429094 nChanged 4 SP:Iteration 42Q (213.337327 sec): 3 clusters Score: Raw -39370.701769 + Penalty 412.922954 = -38957.778814 nChanged 3 SP:Iteration 43Q (213.382802 sec): 3 clusters Score: Raw -39370.933783 + Penalty 412.922954 = -38958.010829 nChanged 0 SP:Iteration 44F (213.434711 sec): 3 clusters Score: Raw -39370.933783 + Penalty 412.922954 = -38958.010829 nChanged 0 Trying to split cluster 20 (8550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.452340 sec): 2 clusters Score: Raw -255926.792140 + Penalty 248.976380 = -255677.815759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.508295 sec): 3 clusters Score: Raw -250562.114762 + Penalty 497.952761 = -250064.162001 nChanged 3994 SP:Iteration 1F (213.554026 sec): 3 clusters Score: Raw -252917.066921 + Penalty 497.952761 = -252419.114160 nChanged 664 SP:Iteration 2F (213.616818 sec): 3 clusters Score: Raw -253268.587846 + Penalty 497.952761 = -252770.635085 nChanged 627 SP:Iteration 3F (213.660532 sec): 3 clusters Score: Raw -253602.471279 + Penalty 497.952761 = -253104.518519 nChanged 551 SP:Iteration 4F (213.721362 sec): 3 clusters Score: Raw -253901.752344 + Penalty 497.952761 = -253403.799583 nChanged 501 SP:Iteration 5F (213.765289 sec): 3 clusters Score: Raw -254169.160529 + Penalty 497.952761 = -253671.207768 nChanged 416 SP:Iteration 6Q (213.831604 sec): 3 clusters Score: Raw -254408.183027 + Penalty 497.952761 = -253910.230266 nChanged 365 SP:Iteration 7Q (213.874360 sec): 3 clusters Score: Raw -254650.567875 + Penalty 497.952761 = -254152.615114 nChanged 324 SP:Iteration 8Q (213.926642 sec): 3 clusters Score: Raw -254909.404485 + Penalty 497.952761 = -254411.451724 nChanged 298 SP:Iteration 9Q (213.990672 sec): 3 clusters Score: Raw -255147.622739 + Penalty 497.952761 = -254649.669978 nChanged 232 SP:Iteration 10Q (214.047667 sec): 3 clusters Score: Raw -255286.773656 + Penalty 497.952761 = -254788.820895 nChanged 173 SP:Iteration 11Q (214.091332 sec): 3 clusters Score: Raw -255365.196616 + Penalty 497.952761 = -254867.243855 nChanged 119 SP:Iteration 12Q (214.150515 sec): 3 clusters Score: Raw -255413.303209 + Penalty 497.952761 = -254915.350448 nChanged 111 SP:Iteration 13Q (214.208085 sec): 3 clusters Score: Raw -255454.474176 + Penalty 497.952761 = -254956.521415 nChanged 118 SP:Iteration 14Q (214.251128 sec): 3 clusters Score: Raw -255497.509590 + Penalty 497.952761 = -254999.556830 nChanged 117 SP:Iteration 15Q (214.305113 sec): 3 clusters Score: Raw -255541.893089 + Penalty 497.952761 = -255043.940328 nChanged 125 SP:Iteration 16Q (214.359596 sec): 3 clusters Score: Raw -255598.329287 + Penalty 497.952761 = -255100.376526 nChanged 120 SP:Iteration 17Q (214.416217 sec): 3 clusters Score: Raw -255659.019465 + Penalty 497.952761 = -255161.066704 nChanged 102 SP:Iteration 18Q (214.462607 sec): 3 clusters Score: Raw -255713.836871 + Penalty 497.952761 = -255215.884110 nChanged 91 SP:Iteration 19Q (214.502428 sec): 3 clusters Score: Raw -255757.867985 + Penalty 497.952761 = -255259.915224 nChanged 84 SP:Iteration 20F (214.562133 sec): 3 clusters Score: Raw -255797.354562 + Penalty 497.952761 = -255299.401801 nChanged 69 SP:Iteration 21Q (214.617301 sec): 3 clusters Score: Raw -255830.522493 + Penalty 497.952761 = -255332.569732 nChanged 66 SP:Iteration 22Q (214.669339 sec): 3 clusters Score: Raw -255857.346698 + Penalty 497.952761 = -255359.393937 nChanged 51 SP:Iteration 23Q (214.712658 sec): 3 clusters Score: Raw -255876.069494 + Penalty 497.952761 = -255378.116733 nChanged 46 SP:Iteration 24Q (214.767236 sec): 3 clusters Score: Raw -255891.072179 + Penalty 497.952761 = -255393.119418 nChanged 40 SP:Iteration 25Q (214.826893 sec): 3 clusters Score: Raw -255906.650515 + Penalty 497.952761 = -255408.697754 nChanged 42 SP:Iteration 26Q (214.864731 sec): 3 clusters Score: Raw -255925.593392 + Penalty 497.952761 = -255427.640631 nChanged 41 SP:Iteration 27Q (214.913172 sec): 3 clusters Score: Raw -255945.464172 + Penalty 497.952761 = -255447.511411 nChanged 39 SP:Iteration 28Q (214.970118 sec): 3 clusters Score: Raw -255963.840713 + Penalty 497.952761 = -255465.887952 nChanged 33 SP:Iteration 29Q (215.015864 sec): 3 clusters Score: Raw -255977.831526 + Penalty 497.952761 = -255479.878765 nChanged 30 SP:Iteration 30Q (215.062767 sec): 3 clusters Score: Raw -255990.299834 + Penalty 497.952761 = -255492.347073 nChanged 27 SP:Iteration 31Q (215.124800 sec): 3 clusters Score: Raw -256001.061953 + Penalty 497.952761 = -255503.109192 nChanged 21 SP:Iteration 32Q (215.167776 sec): 3 clusters Score: Raw -256005.891555 + Penalty 497.952761 = -255507.938794 nChanged 10 SP:Iteration 33Q (215.226316 sec): 3 clusters Score: Raw -256007.584445 + Penalty 497.952761 = -255509.631684 nChanged 8 SP:Iteration 34Q (215.280250 sec): 3 clusters Score: Raw -256010.790201 + Penalty 497.952761 = -255512.837440 nChanged 12 SP:Iteration 35Q (215.322436 sec): 3 clusters Score: Raw -256014.035257 + Penalty 497.952761 = -255516.082496 nChanged 8 SP:Iteration 36Q (215.374701 sec): 3 clusters Score: Raw -256016.316023 + Penalty 497.952761 = -255518.363262 nChanged 6 SP:Iteration 37Q (215.428599 sec): 3 clusters Score: Raw -256018.211321 + Penalty 497.952761 = -255520.258560 nChanged 7 SP:Iteration 38Q (215.470003 sec): 3 clusters Score: Raw -256021.740132 + Penalty 497.952761 = -255523.787371 nChanged 8 SP:Iteration 39Q (215.524325 sec): 3 clusters Score: Raw -256025.314569 + Penalty 497.952761 = -255527.361808 nChanged 9 SP:Iteration 40F (215.579343 sec): 3 clusters Score: Raw -256028.676509 + Penalty 497.952761 = -255530.723748 nChanged 8 SP:Iteration 41Q (215.637358 sec): 3 clusters Score: Raw -256033.633146 + Penalty 497.952761 = -255535.680385 nChanged 7 SP:Iteration 42Q (215.693512 sec): 3 clusters Score: Raw -256035.211539 + Penalty 497.952761 = -255537.258778 nChanged 1 SP:Iteration 43Q (215.732621 sec): 3 clusters Score: Raw -256035.313134 + Penalty 497.952761 = -255537.360373 nChanged 0 SP:Iteration 44F (215.786314 sec): 3 clusters Score: Raw -256035.313134 + Penalty 497.952761 = -255537.360373 nChanged 0 Trying to split cluster 21 (1319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (215.812689 sec): 2 clusters Score: Raw -36610.427195 + Penalty 197.577302 = -36412.849893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (215.863023 sec): 3 clusters Score: Raw -35880.366971 + Penalty 395.154603 = -35485.212367 nChanged 570 SP:Iteration 1F (215.910451 sec): 3 clusters Score: Raw -36200.777915 + Penalty 395.154603 = -35805.623311 nChanged 101 SP:Iteration 2F (215.955981 sec): 3 clusters Score: Raw -36264.952633 + Penalty 395.154603 = -35869.798029 nChanged 83 SP:Iteration 3F (216.005016 sec): 3 clusters Score: Raw -36310.984330 + Penalty 395.154603 = -35915.829726 nChanged 78 SP:Iteration 4F (216.049122 sec): 3 clusters Score: Raw -36365.420947 + Penalty 395.154603 = -35970.266344 nChanged 63 SP:Iteration 5Q (216.093118 sec): 3 clusters Score: Raw -36393.619633 + Penalty 395.154603 = -35998.465030 nChanged 45 SP:Iteration 6Q (216.150599 sec): 3 clusters Score: Raw -36416.186589 + Penalty 395.154603 = -36021.031986 nChanged 43 SP:Iteration 7Q (216.195494 sec): 3 clusters Score: Raw -36438.668249 + Penalty 395.154603 = -36043.513646 nChanged 50 SP:Iteration 8Q (216.246507 sec): 3 clusters Score: Raw -36476.361165 + Penalty 395.154603 = -36081.206562 nChanged 54 SP:Iteration 9Q (216.292548 sec): 3 clusters Score: Raw -36512.964257 + Penalty 395.154603 = -36117.809654 nChanged 49 SP:Iteration 10Q (216.326425 sec): 3 clusters Score: Raw -36549.285213 + Penalty 395.154603 = -36154.130610 nChanged 32 SP:Iteration 11Q (216.380147 sec): 3 clusters Score: Raw -36569.102502 + Penalty 395.154603 = -36173.947898 nChanged 25 SP:Iteration 12Q (216.420195 sec): 3 clusters Score: Raw -36582.931313 + Penalty 395.154603 = -36187.776710 nChanged 24 SP:Iteration 13Q (216.471507 sec): 3 clusters Score: Raw -36597.122750 + Penalty 395.154603 = -36201.968147 nChanged 18 SP:Iteration 14Q (216.517386 sec): 3 clusters Score: Raw -36608.187284 + Penalty 395.154603 = -36213.032681 nChanged 16 SP:Iteration 15Q (216.563428 sec): 3 clusters Score: Raw -36618.144642 + Penalty 395.154603 = -36222.990038 nChanged 15 SP:Iteration 16Q (216.605877 sec): 3 clusters Score: Raw -36622.931361 + Penalty 395.154603 = -36227.776757 nChanged 4 SP:Iteration 17Q (216.645579 sec): 3 clusters Score: Raw -36624.377824 + Penalty 395.154603 = -36229.223221 nChanged 4 SP:Iteration 18Q (216.694163 sec): 3 clusters Score: Raw -36627.057310 + Penalty 395.154603 = -36231.902706 nChanged 2 SP:Iteration 19Q (216.732418 sec): 3 clusters Score: Raw -36627.411992 + Penalty 395.154603 = -36232.257388 nChanged 2 SP:Iteration 20F (216.786766 sec): 3 clusters Score: Raw -36628.415208 + Penalty 395.154603 = -36233.260605 nChanged 1 SP:Iteration 21Q (216.832761 sec): 3 clusters Score: Raw -36629.216681 + Penalty 395.154603 = -36234.062077 nChanged 1 SP:Iteration 22Q (216.869255 sec): 3 clusters Score: Raw -36629.921892 + Penalty 395.154603 = -36234.767289 nChanged 2 SP:Iteration 23Q (216.920273 sec): 3 clusters Score: Raw -36631.059418 + Penalty 395.154603 = -36235.904815 nChanged 3 SP:Iteration 24Q (216.961265 sec): 3 clusters Score: Raw -36632.458457 + Penalty 395.154603 = -36237.303853 nChanged 5 SP:Iteration 25Q (217.006726 sec): 3 clusters Score: Raw -36636.548062 + Penalty 395.154603 = -36241.393458 nChanged 6 SP:Iteration 26Q (217.048420 sec): 3 clusters Score: Raw -36639.864749 + Penalty 395.154603 = -36244.710145 nChanged 4 SP:Iteration 27Q (217.106087 sec): 3 clusters Score: Raw -36640.964915 + Penalty 395.154603 = -36245.810312 nChanged 1 SP:Iteration 28Q (217.156056 sec): 3 clusters Score: Raw -36641.363868 + Penalty 395.154603 = -36246.209265 nChanged 0 SP:Iteration 29F (217.199515 sec): 3 clusters Score: Raw -36641.363868 + Penalty 395.154603 = -36246.209265 nChanged 0 Trying to split cluster 22 (2420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (217.223979 sec): 2 clusters Score: Raw -63533.181728 + Penalty 214.266878 = -63318.914850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (217.262152 sec): 3 clusters Score: Raw -62117.050389 + Penalty 428.533755 = -61688.516634 nChanged 1080 SP:Iteration 1F (217.316063 sec): 3 clusters Score: Raw -62806.599341 + Penalty 428.533755 = -62378.065586 nChanged 226 SP:Iteration 2F (217.365094 sec): 3 clusters Score: Raw -63006.159813 + Penalty 428.533755 = -62577.626058 nChanged 219 SP:Iteration 3F (217.411353 sec): 3 clusters Score: Raw -63230.828734 + Penalty 428.533755 = -62802.294979 nChanged 182 SP:Iteration 4F (217.462186 sec): 3 clusters Score: Raw -63418.242709 + Penalty 428.533755 = -62989.708954 nChanged 133 SP:Iteration 5F (217.503710 sec): 3 clusters Score: Raw -63548.937367 + Penalty 428.533755 = -63120.403612 nChanged 75 SP:Iteration 6Q (217.552793 sec): 3 clusters Score: Raw -63626.194356 + Penalty 428.533755 = -63197.660601 nChanged 44 SP:Iteration 7Q (217.598065 sec): 3 clusters Score: Raw -63665.503539 + Penalty 428.533755 = -63236.969784 nChanged 15 SP:Iteration 8Q (217.646428 sec): 3 clusters Score: Raw -63673.682457 + Penalty 428.533755 = -63245.148702 nChanged 9 SP:Iteration 9Q (217.681091 sec): 3 clusters Score: Raw -63676.000283 + Penalty 428.533755 = -63247.466528 nChanged 5 SP:Iteration 10Q (217.731591 sec): 3 clusters Score: Raw -63676.567737 + Penalty 428.533755 = -63248.033982 nChanged 1 SP:Iteration 11Q (217.786622 sec): 3 clusters Score: Raw -63676.594535 + Penalty 428.533755 = -63248.060780 nChanged 0 SP:Iteration 12F (217.836586 sec): 3 clusters Score: Raw -63676.594535 + Penalty 428.533755 = -63248.060780 nChanged 0 Trying to split cluster 23 (718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (217.851188 sec): 2 clusters Score: Raw -15171.064346 + Penalty 180.852913 = -14990.211433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (217.905803 sec): 3 clusters Score: Raw -14809.574552 + Penalty 361.705826 = -14447.868725 nChanged 290 SP:Iteration 1F (217.946305 sec): 3 clusters Score: Raw -15026.754164 + Penalty 361.705826 = -14665.048338 nChanged 76 SP:Iteration 2F (217.988062 sec): 3 clusters Score: Raw -15100.261218 + Penalty 361.705826 = -14738.555392 nChanged 51 SP:Iteration 3F (218.040240 sec): 3 clusters Score: Raw -15147.906264 + Penalty 361.705826 = -14786.200437 nChanged 39 SP:Iteration 4F (218.087459 sec): 3 clusters Score: Raw -15180.333366 + Penalty 361.705826 = -14818.627540 nChanged 19 SP:Iteration 5Q (218.134725 sec): 3 clusters Score: Raw -15201.918494 + Penalty 361.705826 = -14840.212668 nChanged 28 SP:Iteration 6Q (218.176876 sec): 3 clusters Score: Raw -15227.805469 + Penalty 361.705826 = -14866.099643 nChanged 24 SP:Iteration 7Q (218.227011 sec): 3 clusters Score: Raw -15263.076308 + Penalty 361.705826 = -14901.370482 nChanged 23 SP:Iteration 8Q (218.266075 sec): 3 clusters Score: Raw -15296.355706 + Penalty 361.705826 = -14934.649879 nChanged 26 SP:Iteration 9Q (218.312922 sec): 3 clusters Score: Raw -15344.855601 + Penalty 361.705826 = -14983.149775 nChanged 23 SP:Iteration 10Q (218.369423 sec): 3 clusters Score: Raw -15374.159301 + Penalty 361.705826 = -15012.453475 nChanged 20 SP:Iteration 11Q (218.407133 sec): 3 clusters Score: Raw -15393.600381 + Penalty 361.705826 = -15031.894555 nChanged 9 SP:Iteration 12Q (218.452251 sec): 3 clusters Score: Raw -15406.268481 + Penalty 361.705826 = -15044.562655 nChanged 5 SP:Iteration 13Q (218.497235 sec): 3 clusters Score: Raw -15409.771258 + Penalty 361.705826 = -15048.065431 nChanged 2 SP:Iteration 14Q (218.541329 sec): 3 clusters Score: Raw -15411.400119 + Penalty 361.705826 = -15049.694293 nChanged 2 SP:Iteration 15Q (218.595543 sec): 3 clusters Score: Raw -15414.624779 + Penalty 361.705826 = -15052.918953 nChanged 7 SP:Iteration 16Q (218.638771 sec): 3 clusters Score: Raw -15422.587546 + Penalty 361.705826 = -15060.881719 nChanged 11 SP:Iteration 17Q (218.689162 sec): 3 clusters Score: Raw -15439.260181 + Penalty 361.705826 = -15077.554355 nChanged 12 SP:Iteration 18Q (218.739272 sec): 3 clusters Score: Raw -15467.438784 + Penalty 361.705826 = -15105.732957 nChanged 9 SP:Iteration 19Q (218.779980 sec): 3 clusters Score: Raw -15480.957795 + Penalty 361.705826 = -15119.251968 nChanged 6 SP:Iteration 20F (218.827474 sec): 3 clusters Score: Raw -15486.736805 + Penalty 361.705826 = -15125.030979 nChanged 4 SP:Iteration 21Q (218.874905 sec): 3 clusters Score: Raw -15492.897439 + Penalty 361.705826 = -15131.191613 nChanged 4 SP:Iteration 22Q (218.925179 sec): 3 clusters Score: Raw -15496.862459 + Penalty 361.705826 = -15135.156633 nChanged 4 SP:Iteration 23Q (218.954996 sec): 3 clusters Score: Raw -15505.175104 + Penalty 361.705826 = -15143.469278 nChanged 4 SP:Iteration 24Q (218.999104 sec): 3 clusters Score: Raw -15507.670395 + Penalty 361.705826 = -15145.964569 nChanged 1 SP:Iteration 25Q (219.046334 sec): 3 clusters Score: Raw -15507.879343 + Penalty 361.705826 = -15146.173516 nChanged 0 SP:Iteration 26F (219.099715 sec): 3 clusters Score: Raw -15507.879343 + Penalty 361.705826 = -15146.173516 nChanged 0 Score: Raw -7162989.340091 + Penalty 9294.546809 = -7153694.793281 Splitting cluster 23 changes total score from -7153602.960858 to -7153694.793281 So it's getting split into cluster 27. Trying to split cluster 24 (90668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (221.676704 sec): 2 clusters Score: Raw -2574324.317764 + Penalty 313.911393 = -2574010.406370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (221.796418 sec): 3 clusters Score: Raw -2513280.881096 + Penalty 627.822787 = -2512653.058309 nChanged 44636 SP:Iteration 1F (221.909075 sec): 3 clusters Score: Raw -2549632.482638 + Penalty 627.822787 = -2549004.659851 nChanged 7226 SP:Iteration 2F (222.026041 sec): 3 clusters Score: Raw -2555844.566042 + Penalty 627.822787 = -2555216.743255 nChanged 5806 SP:Iteration 3F (222.142027 sec): 3 clusters Score: Raw -2560308.585833 + Penalty 627.822787 = -2559680.763046 nChanged 4609 SP:Iteration 4F (222.257240 sec): 3 clusters Score: Raw -2563120.156561 + Penalty 627.822787 = -2562492.333774 nChanged 3224 SP:Iteration 5Q (222.383620 sec): 3 clusters Score: Raw -2564430.473169 + Penalty 627.822787 = -2563802.650382 nChanged 2004 SP:Iteration 6Q (222.501141 sec): 3 clusters Score: Raw -2564936.207801 + Penalty 627.822787 = -2564308.385014 nChanged 1192 SP:Iteration 7Q (222.630688 sec): 3 clusters Score: Raw -2565137.072257 + Penalty 627.822787 = -2564509.249470 nChanged 863 SP:Iteration 8Q (222.753892 sec): 3 clusters Score: Raw -2565274.426503 + Penalty 627.822787 = -2564646.603716 nChanged 735 SP:Iteration 9Q (222.875592 sec): 3 clusters Score: Raw -2565377.652244 + Penalty 627.822787 = -2564749.829457 nChanged 644 SP:Iteration 10Q (223.004111 sec): 3 clusters Score: Raw -2565456.331433 + Penalty 627.822787 = -2564828.508646 nChanged 546 SP:Iteration 11Q (223.125395 sec): 3 clusters Score: Raw -2565518.746060 + Penalty 627.822787 = -2564890.923273 nChanged 489 SP:Iteration 12Q (223.238440 sec): 3 clusters Score: Raw -2565578.534781 + Penalty 627.822787 = -2564950.711994 nChanged 502 SP:Iteration 13Q (223.361209 sec): 3 clusters Score: Raw -2565643.329900 + Penalty 627.822787 = -2565015.507113 nChanged 526 SP:Iteration 14Q (223.481838 sec): 3 clusters Score: Raw -2565704.723259 + Penalty 627.822787 = -2565076.900473 nChanged 469 SP:Iteration 15Q (223.586504 sec): 3 clusters Score: Raw -2565757.177267 + Penalty 627.822787 = -2565129.354480 nChanged 455 SP:Iteration 16Q (223.717747 sec): 3 clusters Score: Raw -2565807.721756 + Penalty 627.822787 = -2565179.898969 nChanged 473 SP:Iteration 17Q (223.833369 sec): 3 clusters Score: Raw -2565858.112643 + Penalty 627.822787 = -2565230.289856 nChanged 436 SP:Iteration 18Q (223.954025 sec): 3 clusters Score: Raw -2565902.834101 + Penalty 627.822787 = -2565275.011314 nChanged 404 SP:Iteration 19Q (224.072071 sec): 3 clusters Score: Raw -2565945.397221 + Penalty 627.822787 = -2565317.574434 nChanged 391 SP:Iteration 20F (224.181913 sec): 3 clusters Score: Raw -2565983.624255 + Penalty 627.822787 = -2565355.801468 nChanged 351 SP:Iteration 21Q (224.294456 sec): 3 clusters Score: Raw -2566014.285934 + Penalty 627.822787 = -2565386.463148 nChanged 324 SP:Iteration 22Q (224.410982 sec): 3 clusters Score: Raw -2566040.024093 + Penalty 627.822787 = -2565412.201306 nChanged 294 SP:Iteration 23Q (224.536801 sec): 3 clusters Score: Raw -2566061.389228 + Penalty 627.822787 = -2565433.566441 nChanged 255 SP:Iteration 24Q (224.653356 sec): 3 clusters Score: Raw -2566078.363070 + Penalty 627.822787 = -2565450.540283 nChanged 248 SP:Iteration 25Q (224.773304 sec): 3 clusters Score: Raw -2566092.993154 + Penalty 627.822787 = -2565465.170367 nChanged 221 SP:Iteration 26Q (224.883966 sec): 3 clusters Score: Raw -2566105.368443 + Penalty 627.822787 = -2565477.545656 nChanged 221 SP:Iteration 27Q (225.000136 sec): 3 clusters Score: Raw -2566117.484050 + Penalty 627.822787 = -2565489.661263 nChanged 207 SP:Iteration 28Q (225.116322 sec): 3 clusters Score: Raw -2566130.103070 + Penalty 627.822787 = -2565502.280283 nChanged 206 SP:Iteration 29Q (225.229241 sec): 3 clusters Score: Raw -2566144.884739 + Penalty 627.822787 = -2565517.061952 nChanged 216 SP:Iteration 30Q (225.345633 sec): 3 clusters Score: Raw -2566159.721357 + Penalty 627.822787 = -2565531.898570 nChanged 230 SP:Iteration 31Q (225.464033 sec): 3 clusters Score: Raw -2566175.358482 + Penalty 627.822787 = -2565547.535695 nChanged 241 SP:Iteration 32Q (225.591664 sec): 3 clusters Score: Raw -2566193.259300 + Penalty 627.822787 = -2565565.436513 nChanged 267 SP:Iteration 33Q (225.706534 sec): 3 clusters Score: Raw -2566213.515618 + Penalty 627.822787 = -2565585.692831 nChanged 283 SP:Iteration 34Q (225.813952 sec): 3 clusters Score: Raw -2566236.784422 + Penalty 627.822787 = -2565608.961635 nChanged 298 SP:Iteration 35Q (225.940812 sec): 3 clusters Score: Raw -2566259.981695 + Penalty 627.822787 = -2565632.158908 nChanged 267 SP:Iteration 36Q (226.056778 sec): 3 clusters Score: Raw -2566282.080348 + Penalty 627.822787 = -2565654.257561 nChanged 323 SP:Iteration 37Q (226.177604 sec): 3 clusters Score: Raw -2566309.904433 + Penalty 627.822787 = -2565682.081646 nChanged 319 SP:Iteration 38Q (226.298726 sec): 3 clusters Score: Raw -2566336.911824 + Penalty 627.822787 = -2565709.089037 nChanged 370 SP:Iteration 39Q (226.416734 sec): 3 clusters Score: Raw -2566367.074263 + Penalty 627.822787 = -2565739.251476 nChanged 355 SP:Iteration 40F (226.539714 sec): 3 clusters Score: Raw -2566399.764036 + Penalty 627.822787 = -2565771.941249 nChanged 402 SP:Iteration 41Q (226.665634 sec): 3 clusters Score: Raw -2566440.291959 + Penalty 627.822787 = -2565812.469172 nChanged 451 SP:Iteration 42Q (226.781727 sec): 3 clusters Score: Raw -2566490.073157 + Penalty 627.822787 = -2565862.250370 nChanged 490 SP:Iteration 43Q (226.897390 sec): 3 clusters Score: Raw -2566546.244612 + Penalty 627.822787 = -2565918.421825 nChanged 503 SP:Iteration 44Q (227.013489 sec): 3 clusters Score: Raw -2566610.630670 + Penalty 627.822787 = -2565982.807883 nChanged 560 SP:Iteration 45Q (227.113407 sec): 3 clusters Score: Raw -2566684.703914 + Penalty 627.822787 = -2566056.881127 nChanged 590 SP:Iteration 46Q (227.240306 sec): 3 clusters Score: Raw -2566763.121650 + Penalty 627.822787 = -2566135.298863 nChanged 631 SP:Iteration 47Q (227.348417 sec): 3 clusters Score: Raw -2566848.592775 + Penalty 627.822787 = -2566220.769988 nChanged 624 SP:Iteration 48Q (227.471413 sec): 3 clusters Score: Raw -2566935.047924 + Penalty 627.822787 = -2566307.225137 nChanged 609 SP:Iteration 49Q (227.590463 sec): 3 clusters Score: Raw -2567025.805760 + Penalty 627.822787 = -2566397.982973 nChanged 652 SP:Iteration 50Q (227.708644 sec): 3 clusters Score: Raw -2567128.513171 + Penalty 627.822787 = -2566500.690384 nChanged 662 SP:Iteration 51Q (227.827319 sec): 3 clusters Score: Raw -2567239.697477 + Penalty 627.822787 = -2566611.874690 nChanged 683 SP:Iteration 52Q (227.937925 sec): 3 clusters Score: Raw -2567357.665068 + Penalty 627.822787 = -2566729.842281 nChanged 723 SP:Iteration 53Q (228.061269 sec): 3 clusters Score: Raw -2567484.713050 + Penalty 627.822787 = -2566856.890263 nChanged 774 SP:Iteration 54Q (228.179729 sec): 3 clusters Score: Raw -2567629.001360 + Penalty 627.822787 = -2567001.178573 nChanged 819 SP:Iteration 55Q (228.298745 sec): 3 clusters Score: Raw -2567789.008813 + Penalty 627.822787 = -2567161.186026 nChanged 815 SP:Iteration 56Q (228.417658 sec): 3 clusters Score: Raw -2567951.281986 + Penalty 627.822787 = -2567323.459199 nChanged 852 SP:Iteration 57Q (228.530045 sec): 3 clusters Score: Raw -2568118.456357 + Penalty 627.822787 = -2567490.633570 nChanged 792 SP:Iteration 58Q (228.658354 sec): 3 clusters Score: Raw -2568267.959836 + Penalty 627.822787 = -2567640.137049 nChanged 772 SP:Iteration 59Q (228.770292 sec): 3 clusters Score: Raw -2568419.829163 + Penalty 627.822787 = -2567792.006376 nChanged 771 SP:Iteration 60F (228.884571 sec): 3 clusters Score: Raw -2568584.238964 + Penalty 627.822787 = -2567956.416177 nChanged 786 SP:Iteration 61Q (229.001964 sec): 3 clusters Score: Raw -2568756.290212 + Penalty 627.822787 = -2568128.467425 nChanged 715 SP:Iteration 62Q (229.112825 sec): 3 clusters Score: Raw -2568910.291769 + Penalty 627.822787 = -2568282.468982 nChanged 704 SP:Iteration 63Q (229.231030 sec): 3 clusters Score: Raw -2569060.676871 + Penalty 627.822787 = -2568432.854084 nChanged 662 SP:Iteration 64Q (229.343802 sec): 3 clusters Score: Raw -2569208.225159 + Penalty 627.822787 = -2568580.402372 nChanged 682 SP:Iteration 65Q (229.450107 sec): 3 clusters Score: Raw -2569371.697845 + Penalty 627.822787 = -2568743.875058 nChanged 700 SP:Iteration 66Q (229.567686 sec): 3 clusters Score: Raw -2569538.824366 + Penalty 627.822787 = -2568911.001579 nChanged 686 SP:Iteration 67Q (229.682743 sec): 3 clusters Score: Raw -2569717.811590 + Penalty 627.822787 = -2569089.988803 nChanged 703 SP:Iteration 68Q (229.788630 sec): 3 clusters Score: Raw -2569896.591926 + Penalty 627.822787 = -2569268.769139 nChanged 711 SP:Iteration 69Q (229.908596 sec): 3 clusters Score: Raw -2570077.794068 + Penalty 627.822787 = -2569449.971281 nChanged 711 SP:Iteration 70Q (230.017767 sec): 3 clusters Score: Raw -2570277.904249 + Penalty 627.822787 = -2569650.081462 nChanged 708 SP:Iteration 71Q (230.136520 sec): 3 clusters Score: Raw -2570484.117286 + Penalty 627.822787 = -2569856.294499 nChanged 695 SP:Iteration 72Q (230.255805 sec): 3 clusters Score: Raw -2570698.899479 + Penalty 627.822787 = -2570071.076692 nChanged 718 SP:Iteration 73Q (230.372205 sec): 3 clusters Score: Raw -2570945.875886 + Penalty 627.822787 = -2570318.053099 nChanged 732 SP:Iteration 74Q (230.483122 sec): 3 clusters Score: Raw -2571212.527947 + Penalty 627.822787 = -2570584.705160 nChanged 732 SP:Iteration 75Q (230.590657 sec): 3 clusters Score: Raw -2571487.321140 + Penalty 627.822787 = -2570859.498353 nChanged 726 SP:Iteration 76Q (230.707447 sec): 3 clusters Score: Raw -2571788.207109 + Penalty 627.822787 = -2571160.384322 nChanged 757 SP:Iteration 77Q (230.827081 sec): 3 clusters Score: Raw -2572102.554278 + Penalty 627.822787 = -2571474.731491 nChanged 722 SP:Iteration 78Q (230.933536 sec): 3 clusters Score: Raw -2572414.704133 + Penalty 627.822787 = -2571786.881346 nChanged 702 SP:Iteration 79Q (231.040073 sec): 3 clusters Score: Raw -2572704.839003 + Penalty 627.822787 = -2572077.016216 nChanged 626 SP:Iteration 80F (231.158091 sec): 3 clusters Score: Raw -2572966.931158 + Penalty 627.822787 = -2572339.108371 nChanged 555 SP:Iteration 81Q (231.260842 sec): 3 clusters Score: Raw -2573181.900477 + Penalty 627.822787 = -2572554.077691 nChanged 486 SP:Iteration 82Q (231.371840 sec): 3 clusters Score: Raw -2573361.903120 + Penalty 627.822787 = -2572734.080333 nChanged 436 SP:Iteration 83Q (231.481266 sec): 3 clusters Score: Raw -2573525.211395 + Penalty 627.822787 = -2572897.388608 nChanged 370 SP:Iteration 84Q (231.590377 sec): 3 clusters Score: Raw -2573664.708838 + Penalty 627.822787 = -2573036.886051 nChanged 349 SP:Iteration 85Q (231.704654 sec): 3 clusters Score: Raw -2573805.616980 + Penalty 627.822787 = -2573177.794193 nChanged 283 SP:Iteration 86Q (231.812727 sec): 3 clusters Score: Raw -2573916.575072 + Penalty 627.822787 = -2573288.752285 nChanged 231 SP:Iteration 87Q (231.923456 sec): 3 clusters Score: Raw -2574005.803014 + Penalty 627.822787 = -2573377.980228 nChanged 195 SP:Iteration 88Q (232.036707 sec): 3 clusters Score: Raw -2574080.418410 + Penalty 627.822787 = -2573452.595623 nChanged 164 SP:Iteration 89Q (232.146362 sec): 3 clusters Score: Raw -2574143.859738 + Penalty 627.822787 = -2573516.036951 nChanged 139 SP:Iteration 90Q (232.247948 sec): 3 clusters Score: Raw -2574193.772715 + Penalty 627.822787 = -2573565.949928 nChanged 98 SP:Iteration 91Q (232.363266 sec): 3 clusters Score: Raw -2574227.518978 + Penalty 627.822787 = -2573599.696191 nChanged 62 SP:Iteration 92Q (232.468172 sec): 3 clusters Score: Raw -2574249.985527 + Penalty 627.822787 = -2573622.162740 nChanged 60 SP:Iteration 93Q (232.560878 sec): 3 clusters Score: Raw -2574275.493988 + Penalty 627.822787 = -2573647.671201 nChanged 73 SP:Iteration 94Q (232.684282 sec): 3 clusters Score: Raw -2574301.442566 + Penalty 627.822787 = -2573673.619779 nChanged 52 SP:Iteration 95Q (232.788862 sec): 3 clusters Score: Raw -2574319.658430 + Penalty 627.822787 = -2573691.835643 nChanged 47 SP:Iteration 96Q (232.896189 sec): 3 clusters Score: Raw -2574334.671753 + Penalty 627.822787 = -2573706.848966 nChanged 39 SP:Iteration 97Q (233.001830 sec): 3 clusters Score: Raw -2574344.755034 + Penalty 627.822787 = -2573716.932248 nChanged 22 SP:Iteration 98Q (233.108821 sec): 3 clusters Score: Raw -2574350.109828 + Penalty 627.822787 = -2573722.287041 nChanged 28 SP:Iteration 99Q (233.216994 sec): 3 clusters Score: Raw -2574356.112753 + Penalty 627.822787 = -2573728.289966 nChanged 20 SP:Iteration 100F (233.329722 sec): 3 clusters Score: Raw -2574359.977404 + Penalty 627.822787 = -2573732.154617 nChanged 19 SP:Iteration 101Q (233.433594 sec): 3 clusters Score: Raw -2574365.409302 + Penalty 627.822787 = -2573737.586515 nChanged 13 SP:Iteration 102Q (233.522183 sec): 3 clusters Score: Raw -2574367.622748 + Penalty 627.822787 = -2573739.799961 nChanged 11 SP:Iteration 103Q (233.635974 sec): 3 clusters Score: Raw -2574370.361941 + Penalty 627.822787 = -2573742.539154 nChanged 10 SP:Iteration 104Q (233.723119 sec): 3 clusters Score: Raw -2574372.850883 + Penalty 627.822787 = -2573745.028096 nChanged 8 SP:Iteration 105Q (233.834316 sec): 3 clusters Score: Raw -2574374.594265 + Penalty 627.822787 = -2573746.771478 nChanged 7 SP:Iteration 106Q (233.946646 sec): 3 clusters Score: Raw -2574375.866327 + Penalty 627.822787 = -2573748.043540 nChanged 5 SP:Iteration 107Q (234.056695 sec): 3 clusters Score: Raw -2574376.491454 + Penalty 627.822787 = -2573748.668667 nChanged 4 SP:Iteration 108Q (234.158936 sec): 3 clusters Score: Raw -2574377.076602 + Penalty 627.822787 = -2573749.253815 nChanged 3 SP:Iteration 109Q (234.265293 sec): 3 clusters Score: Raw -2574377.602602 + Penalty 627.822787 = -2573749.779815 nChanged 5 SP:Iteration 110Q (234.380948 sec): 3 clusters Score: Raw -2574378.525696 + Penalty 627.822787 = -2573750.702909 nChanged 4 SP:Iteration 111Q (234.491214 sec): 3 clusters Score: Raw -2574379.058533 + Penalty 627.822787 = -2573751.235746 nChanged 4 SP:Iteration 112Q (234.611455 sec): 3 clusters Score: Raw -2574379.463657 + Penalty 627.822787 = -2573751.640870 nChanged 3 SP:Iteration 113Q (234.726955 sec): 3 clusters Score: Raw -2574380.112139 + Penalty 627.822787 = -2573752.289352 nChanged 4 SP:Iteration 114Q (234.830328 sec): 3 clusters Score: Raw -2574381.315138 + Penalty 627.822787 = -2573753.492351 nChanged 6 SP:Iteration 115Q (234.934196 sec): 3 clusters Score: Raw -2574382.117392 + Penalty 627.822787 = -2573754.294605 nChanged 4 SP:Iteration 116Q (235.036632 sec): 3 clusters Score: Raw -2574383.307990 + Penalty 627.822787 = -2573755.485203 nChanged 5 SP:Iteration 117Q (235.147032 sec): 3 clusters Score: Raw -2574383.843609 + Penalty 627.822787 = -2573756.020822 nChanged 1 SP:Iteration 118Q (235.249099 sec): 3 clusters Score: Raw -2574383.927436 + Penalty 627.822787 = -2573756.104649 nChanged 1 SP:Iteration 119Q (235.362920 sec): 3 clusters Score: Raw -2574384.062123 + Penalty 627.822787 = -2573756.239337 nChanged 1 SP:Iteration 120F (235.476813 sec): 3 clusters Score: Raw -2574384.259660 + Penalty 627.822787 = -2573756.436874 nChanged 1 SP:Iteration 121Q (235.578371 sec): 3 clusters Score: Raw -2574384.475029 + Penalty 627.822787 = -2573756.652242 nChanged 2 SP:Iteration 122Q (235.685964 sec): 3 clusters Score: Raw -2574384.849800 + Penalty 627.822787 = -2573757.027014 nChanged 2 SP:Iteration 123Q (235.800401 sec): 3 clusters Score: Raw -2574385.238434 + Penalty 627.822787 = -2573757.415647 nChanged 2 SP:Iteration 124Q (235.908892 sec): 3 clusters Score: Raw -2574385.430308 + Penalty 627.822787 = -2573757.607521 nChanged 1 SP:Iteration 125Q (236.009247 sec): 3 clusters Score: Raw -2574385.450154 + Penalty 627.822787 = -2573757.627367 nChanged 1 SP:Iteration 126Q (236.122459 sec): 3 clusters Score: Raw -2574385.909655 + Penalty 627.822787 = -2573758.086868 nChanged 4 SP:Iteration 127Q (236.224868 sec): 3 clusters Score: Raw -2574386.471800 + Penalty 627.822787 = -2573758.649013 nChanged 1 SP:Iteration 128Q (236.325892 sec): 3 clusters Score: Raw -2574386.705579 + Penalty 627.822787 = -2573758.882792 nChanged 1 SP:Iteration 129Q (236.437186 sec): 3 clusters Score: Raw -2574386.861963 + Penalty 627.822787 = -2573759.039176 nChanged 0 SP:Iteration 130F (236.550109 sec): 3 clusters Score: Raw -2574386.861963 + Penalty 627.822787 = -2573759.039176 nChanged 0 Trying to split cluster 25 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (236.576111 sec): 2 clusters Score: Raw -11991.785692 + Penalty 173.572707 = -11818.212985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (236.616197 sec): 3 clusters Score: Raw -11717.222933 + Penalty 347.145415 = -11370.077519 nChanged 210 SP:Iteration 1F (236.662541 sec): 3 clusters Score: Raw -11859.815604 + Penalty 347.145415 = -11512.670189 nChanged 56 SP:Iteration 2F (236.715013 sec): 3 clusters Score: Raw -11899.871691 + Penalty 347.145415 = -11552.726276 nChanged 38 SP:Iteration 3F (236.760450 sec): 3 clusters Score: Raw -11929.662230 + Penalty 347.145415 = -11582.516816 nChanged 21 SP:Iteration 4Q (236.818987 sec): 3 clusters Score: Raw -11941.215245 + Penalty 347.145415 = -11594.069831 nChanged 11 SP:Iteration 5Q (236.869497 sec): 3 clusters Score: Raw -11949.776119 + Penalty 347.145415 = -11602.630705 nChanged 10 SP:Iteration 6Q (236.912489 sec): 3 clusters Score: Raw -11953.478688 + Penalty 347.145415 = -11606.333274 nChanged 5 SP:Iteration 7Q (236.965943 sec): 3 clusters Score: Raw -11955.830717 + Penalty 347.145415 = -11608.685303 nChanged 7 SP:Iteration 8Q (237.003028 sec): 3 clusters Score: Raw -11963.573039 + Penalty 347.145415 = -11616.427624 nChanged 11 SP:Iteration 9Q (237.057421 sec): 3 clusters Score: Raw -11970.162274 + Penalty 347.145415 = -11623.016860 nChanged 5 SP:Iteration 10Q (237.093891 sec): 3 clusters Score: Raw -11971.668978 + Penalty 347.145415 = -11624.523564 nChanged 5 SP:Iteration 11Q (237.139424 sec): 3 clusters Score: Raw -11973.350815 + Penalty 347.145415 = -11626.205400 nChanged 6 SP:Iteration 12Q (237.196875 sec): 3 clusters Score: Raw -11976.858773 + Penalty 347.145415 = -11629.713358 nChanged 6 SP:Iteration 13Q (237.249018 sec): 3 clusters Score: Raw -11983.621252 + Penalty 347.145415 = -11636.475837 nChanged 8 SP:Iteration 14Q (237.297114 sec): 3 clusters Score: Raw -11989.891467 + Penalty 347.145415 = -11642.746052 nChanged 7 SP:Iteration 15Q (237.344318 sec): 3 clusters Score: Raw -11994.763432 + Penalty 347.145415 = -11647.618018 nChanged 1 SP:Iteration 16Q (237.392689 sec): 3 clusters Score: Raw -11995.120449 + Penalty 347.145415 = -11647.975035 nChanged 1 SP:Iteration 17Q (237.444688 sec): 3 clusters Score: Raw -11995.606309 + Penalty 347.145415 = -11648.460895 nChanged 1 SP:Iteration 18Q (237.491596 sec): 3 clusters Score: Raw -11995.724793 + Penalty 347.145415 = -11648.579379 nChanged 0 SP:Iteration 19F (237.538611 sec): 3 clusters Score: Raw -11996.751991 + Penalty 347.145415 = -11649.606577 nChanged 1 SP:Iteration 20F (237.574813 sec): 3 clusters Score: Raw -12000.639621 + Penalty 347.145415 = -11653.494206 nChanged 5 SP:Iteration 21Q (237.630432 sec): 3 clusters Score: Raw -12005.279593 + Penalty 347.145415 = -11658.134178 nChanged 9 SP:Iteration 22Q (237.671680 sec): 3 clusters Score: Raw -12011.419044 + Penalty 347.145415 = -11664.273630 nChanged 9 SP:Iteration 23Q (237.726070 sec): 3 clusters Score: Raw -12016.360282 + Penalty 347.145415 = -11669.214868 nChanged 3 SP:Iteration 24Q (237.771059 sec): 3 clusters Score: Raw -12017.375200 + Penalty 347.145415 = -11670.229785 nChanged 6 SP:Iteration 25Q (237.813898 sec): 3 clusters Score: Raw -12019.265812 + Penalty 347.145415 = -11672.120397 nChanged 1 SP:Iteration 26Q (237.867166 sec): 3 clusters Score: Raw -12019.381835 + Penalty 347.145415 = -11672.236421 nChanged 1 SP:Iteration 27Q (237.909987 sec): 3 clusters Score: Raw -12019.915601 + Penalty 347.145415 = -11672.770186 nChanged 0 SP:Iteration 28F (237.953803 sec): 3 clusters Score: Raw -12019.915601 + Penalty 347.145415 = -11672.770186 nChanged 0 Iteration 59Q (239.690228 sec): 28 clusters Score: Raw -7163091.954816 + Penalty 9294.546809 = -7153797.408006 nChanged 445 Iteration 60F (242.166150 sec): 28 clusters Score: Raw -7163281.259028 + Penalty 9294.546809 = -7153986.712219 nChanged 514 Iteration 61Q (243.848492 sec): 28 clusters Score: Raw -7163401.402720 + Penalty 9294.546809 = -7154106.855911 nChanged 438 Iteration 62Q (245.519523 sec): 28 clusters Score: Raw -7163467.639742 + Penalty 9294.546809 = -7154173.092933 nChanged 429 Iteration 63Q (247.329782 sec): 28 clusters Score: Raw -7163522.062385 + Penalty 9294.546809 = -7154227.515576 nChanged 393 Iteration 64Q (249.165235 sec): 28 clusters Score: Raw -7163559.561279 + Penalty 9294.546809 = -7154265.014470 nChanged 374 Iteration 65Q (251.021224 sec): 28 clusters Score: Raw -7163592.298841 + Penalty 9294.546809 = -7154297.752031 nChanged 349 Iteration 66Q (252.756329 sec): 28 clusters Score: Raw -7163624.349975 + Penalty 9294.546809 = -7154329.803166 nChanged 370 Iteration 67Q (254.501470 sec): 28 clusters Score: Raw -7163654.444747 + Penalty 9294.546809 = -7154359.897938 nChanged 343 Iteration 68Q (256.289990 sec): 28 clusters Score: Raw -7163680.562308 + Penalty 9294.546809 = -7154386.015498 nChanged 333 Iteration 69Q (258.013591 sec): 28 clusters Score: Raw -7163705.294541 + Penalty 9294.546809 = -7154410.747731 nChanged 319 Iteration 70Q (259.720632 sec): 28 clusters Score: Raw -7163730.854943 + Penalty 9294.546809 = -7154436.308134 nChanged 320 Iteration 71Q (261.507487 sec): 28 clusters Score: Raw -7163756.172834 + Penalty 9294.546809 = -7154461.626024 nChanged 329 Iteration 72Q (263.271463 sec): 28 clusters Score: Raw -7163783.942936 + Penalty 9294.546809 = -7154489.396127 nChanged 308 Iteration 73Q (264.965430 sec): 28 clusters Score: Raw -7163812.790588 + Penalty 9294.546809 = -7154518.243779 nChanged 330 Iteration 74Q (266.679364 sec): 28 clusters Score: Raw -7163843.678915 + Penalty 9294.546809 = -7154549.132105 nChanged 307 Iteration 75Q (268.287272 sec): 28 clusters Score: Raw -7163872.826768 + Penalty 9294.546809 = -7154578.279958 nChanged 317 Iteration 76Q (270.101384 sec): 28 clusters Score: Raw -7163901.614381 + Penalty 9294.546809 = -7154607.067572 nChanged 277 Iteration 77Q (271.827298 sec): 28 clusters Score: Raw -7163922.752579 + Penalty 9294.546809 = -7154628.205770 nChanged 257 Iteration 78Q (273.527005 sec): 28 clusters Score: Raw -7163939.448268 + Penalty 9294.546809 = -7154644.901458 nChanged 230 Iteration 79Q (275.146315 sec): 28 clusters Score: Raw -7163956.719698 + Penalty 9294.546809 = -7154662.172889 nChanged 229 Iteration 80F (277.599604 sec): 28 clusters Score: Raw -7163973.830303 + Penalty 9294.546809 = -7154679.283494 nChanged 233 Iteration 81Q (279.358321 sec): 28 clusters Score: Raw -7163990.640536 + Penalty 9294.546809 = -7154696.093726 nChanged 204 Iteration 82Q (281.006731 sec): 28 clusters Score: Raw -7164009.402801 + Penalty 9294.546809 = -7154714.855992 nChanged 212 Iteration 83Q (282.587056 sec): 28 clusters Score: Raw -7164028.677720 + Penalty 9294.546809 = -7154734.130910 nChanged 238 Iteration 84Q (284.202509 sec): 28 clusters Score: Raw -7164053.673483 + Penalty 9294.546809 = -7154759.126674 nChanged 219 Iteration 85Q (285.955348 sec): 28 clusters Score: Raw -7164079.246146 + Penalty 9294.546809 = -7154784.699336 nChanged 253 Iteration 86Q (287.715044 sec): 28 clusters Score: Raw -7164106.819737 + Penalty 9294.546809 = -7154812.272928 nChanged 241 Iteration 87Q (289.454278 sec): 28 clusters Score: Raw -7164136.167764 + Penalty 9294.546809 = -7154841.620954 nChanged 238 Iteration 88Q (291.326889 sec): 28 clusters Score: Raw -7164173.579773 + Penalty 9294.546809 = -7154879.032964 nChanged 271 Iteration 89Q (293.002121 sec): 28 clusters Score: Raw -7164210.356896 + Penalty 9294.546809 = -7154915.810087 nChanged 263 Iteration 90Q (294.650347 sec): 28 clusters Score: Raw -7164243.718325 + Penalty 9294.546809 = -7154949.171515 nChanged 235 Iteration 91Q (296.433848 sec): 28 clusters Score: Raw -7164279.685297 + Penalty 9294.546809 = -7154985.138488 nChanged 269 Iteration 92Q (298.225670 sec): 28 clusters Score: Raw -7164317.575712 + Penalty 9294.546809 = -7155023.028903 nChanged 258 Iteration 93Q (300.038448 sec): 28 clusters Score: Raw -7164356.584275 + Penalty 9294.546809 = -7155062.037466 nChanged 270 Iteration 94Q (301.770423 sec): 28 clusters Score: Raw -7164396.026749 + Penalty 9294.546809 = -7155101.479940 nChanged 237 Iteration 95Q (303.455992 sec): 28 clusters Score: Raw -7164429.130790 + Penalty 9294.546809 = -7155134.583981 nChanged 251 Iteration 96Q (305.211120 sec): 28 clusters Score: Raw -7164460.504159 + Penalty 9294.546809 = -7155165.957349 nChanged 237 Iteration 97Q (306.827552 sec): 28 clusters Score: Raw -7164485.404423 + Penalty 9294.546809 = -7155190.857613 nChanged 212 Iteration 98Q (308.455611 sec): 28 clusters Score: Raw -7164506.797260 + Penalty 9294.546809 = -7155212.250451 nChanged 189 Writing temp clu file Because OldScore, -7155190.857613, is greater than current (better) Score,-7155212.250451 Compute initial score before splitting: Score: Raw -7164506.797260 + Penalty 9294.546809 = -7155212.250451 Trying to split cluster 1 (5972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (308.568826 sec): 2 clusters Score: Raw -140486.135618 + Penalty 239.108022 = -140247.027596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (308.620761 sec): 3 clusters Score: Raw -136774.333832 + Penalty 478.216044 = -136296.117788 nChanged 2749 SP:Iteration 1F (308.674325 sec): 3 clusters Score: Raw -138429.622820 + Penalty 478.216044 = -137951.406776 nChanged 496 SP:Iteration 2F (308.719733 sec): 3 clusters Score: Raw -138829.950808 + Penalty 478.216044 = -138351.734764 nChanged 478 SP:Iteration 3F (308.765867 sec): 3 clusters Score: Raw -139245.854444 + Penalty 478.216044 = -138767.638400 nChanged 385 SP:Iteration 4F (308.812578 sec): 3 clusters Score: Raw -139592.475331 + Penalty 478.216044 = -139114.259287 nChanged 307 SP:Iteration 5F (308.861581 sec): 3 clusters Score: Raw -139815.840436 + Penalty 478.216044 = -139337.624392 nChanged 210 SP:Iteration 6Q (308.918903 sec): 3 clusters Score: Raw -139954.755281 + Penalty 478.216044 = -139476.539237 nChanged 176 SP:Iteration 7Q (308.968246 sec): 3 clusters Score: Raw -140055.309572 + Penalty 478.216044 = -139577.093528 nChanged 124 SP:Iteration 8Q (309.025912 sec): 3 clusters Score: Raw -140120.551319 + Penalty 478.216044 = -139642.335275 nChanged 105 SP:Iteration 9Q (309.077595 sec): 3 clusters Score: Raw -140171.471889 + Penalty 478.216044 = -139693.255845 nChanged 85 SP:Iteration 10Q (309.117633 sec): 3 clusters Score: Raw -140205.432633 + Penalty 478.216044 = -139727.216589 nChanged 78 SP:Iteration 11Q (309.165558 sec): 3 clusters Score: Raw -140235.696546 + Penalty 478.216044 = -139757.480502 nChanged 59 SP:Iteration 12Q (309.211123 sec): 3 clusters Score: Raw -140259.119306 + Penalty 478.216044 = -139780.903262 nChanged 54 SP:Iteration 13Q (309.259963 sec): 3 clusters Score: Raw -140278.805524 + Penalty 478.216044 = -139800.589480 nChanged 51 SP:Iteration 14Q (309.315693 sec): 3 clusters Score: Raw -140298.636316 + Penalty 478.216044 = -139820.420273 nChanged 58 SP:Iteration 15Q (309.367626 sec): 3 clusters Score: Raw -140323.704610 + Penalty 478.216044 = -139845.488567 nChanged 55 SP:Iteration 16Q (309.414438 sec): 3 clusters Score: Raw -140351.467539 + Penalty 478.216044 = -139873.251496 nChanged 57 SP:Iteration 17Q (309.472286 sec): 3 clusters Score: Raw -140376.457543 + Penalty 478.216044 = -139898.241499 nChanged 49 SP:Iteration 18Q (309.520790 sec): 3 clusters Score: Raw -140397.029579 + Penalty 478.216044 = -139918.813535 nChanged 46 SP:Iteration 19Q (309.563918 sec): 3 clusters Score: Raw -140416.858980 + Penalty 478.216044 = -139938.642936 nChanged 35 SP:Iteration 20F (309.626746 sec): 3 clusters Score: Raw -140429.762156 + Penalty 478.216044 = -139951.546112 nChanged 28 SP:Iteration 21Q (309.674527 sec): 3 clusters Score: Raw -140440.317666 + Penalty 478.216044 = -139962.101622 nChanged 22 SP:Iteration 22Q (309.725430 sec): 3 clusters Score: Raw -140451.528996 + Penalty 478.216044 = -139973.312952 nChanged 16 SP:Iteration 23Q (309.765636 sec): 3 clusters Score: Raw -140458.895733 + Penalty 478.216044 = -139980.679689 nChanged 19 SP:Iteration 24Q (309.829102 sec): 3 clusters Score: Raw -140467.423696 + Penalty 478.216044 = -139989.207652 nChanged 14 SP:Iteration 25Q (309.873654 sec): 3 clusters Score: Raw -140472.961724 + Penalty 478.216044 = -139994.745680 nChanged 13 SP:Iteration 26Q (309.923006 sec): 3 clusters Score: Raw -140479.126948 + Penalty 478.216044 = -140000.910904 nChanged 14 SP:Iteration 27Q (309.983257 sec): 3 clusters Score: Raw -140487.694911 + Penalty 478.216044 = -140009.478867 nChanged 17 SP:Iteration 28Q (310.022362 sec): 3 clusters Score: Raw -140500.514216 + Penalty 478.216044 = -140022.298172 nChanged 19 SP:Iteration 29Q (310.077339 sec): 3 clusters Score: Raw -140512.146953 + Penalty 478.216044 = -140033.930909 nChanged 11 SP:Iteration 30Q (310.132614 sec): 3 clusters Score: Raw -140516.905387 + Penalty 478.216044 = -140038.689343 nChanged 12 SP:Iteration 31Q (310.173883 sec): 3 clusters Score: Raw -140521.632859 + Penalty 478.216044 = -140043.416815 nChanged 8 SP:Iteration 32Q (310.225835 sec): 3 clusters Score: Raw -140524.252539 + Penalty 478.216044 = -140046.036495 nChanged 6 SP:Iteration 33Q (310.283576 sec): 3 clusters Score: Raw -140525.620364 + Penalty 478.216044 = -140047.404320 nChanged 6 SP:Iteration 34Q (310.325539 sec): 3 clusters Score: Raw -140527.851600 + Penalty 478.216044 = -140049.635556 nChanged 4 SP:Iteration 35Q (310.381903 sec): 3 clusters Score: Raw -140528.907853 + Penalty 478.216044 = -140050.691809 nChanged 2 SP:Iteration 36Q (310.423377 sec): 3 clusters Score: Raw -140529.259929 + Penalty 478.216044 = -140051.043885 nChanged 2 SP:Iteration 37Q (310.472573 sec): 3 clusters Score: Raw -140529.813514 + Penalty 478.216044 = -140051.597470 nChanged 4 SP:Iteration 38Q (310.525799 sec): 3 clusters Score: Raw -140531.470696 + Penalty 478.216044 = -140053.254653 nChanged 5 SP:Iteration 39Q (310.580431 sec): 3 clusters Score: Raw -140533.582059 + Penalty 478.216044 = -140055.366015 nChanged 4 SP:Iteration 40F (310.626769 sec): 3 clusters Score: Raw -140536.163036 + Penalty 478.216044 = -140057.946993 nChanged 2 SP:Iteration 41Q (310.668397 sec): 3 clusters Score: Raw -140536.716187 + Penalty 478.216044 = -140058.500144 nChanged 1 SP:Iteration 42Q (310.721353 sec): 3 clusters Score: Raw -140537.032642 + Penalty 478.216044 = -140058.816598 nChanged 0 SP:Iteration 43F (310.775459 sec): 3 clusters Score: Raw -140537.032642 + Penalty 478.216044 = -140058.816598 nChanged 0 Trying to split cluster 2 (4778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (310.801285 sec): 2 clusters Score: Raw -136893.170617 + Penalty 232.973877 = -136660.196740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (310.855436 sec): 3 clusters Score: Raw -133906.458167 + Penalty 465.947753 = -133440.510414 nChanged 2190 SP:Iteration 1F (310.906881 sec): 3 clusters Score: Raw -135218.965571 + Penalty 465.947753 = -134753.017818 nChanged 358 SP:Iteration 2F (310.957640 sec): 3 clusters Score: Raw -135471.338431 + Penalty 465.947753 = -135005.390678 nChanged 367 SP:Iteration 3F (310.996695 sec): 3 clusters Score: Raw -135755.196129 + Penalty 465.947753 = -135289.248376 nChanged 321 SP:Iteration 4F (311.043987 sec): 3 clusters Score: Raw -136049.261816 + Penalty 465.947753 = -135583.314063 nChanged 272 SP:Iteration 5F (311.108159 sec): 3 clusters Score: Raw -136366.031617 + Penalty 465.947753 = -135900.083864 nChanged 179 SP:Iteration 6Q (311.157092 sec): 3 clusters Score: Raw -136562.811017 + Penalty 465.947753 = -136096.863264 nChanged 119 SP:Iteration 7Q (311.200055 sec): 3 clusters Score: Raw -136652.243739 + Penalty 465.947753 = -136186.295986 nChanged 85 SP:Iteration 8Q (311.255981 sec): 3 clusters Score: Raw -136703.818453 + Penalty 465.947753 = -136237.870700 nChanged 54 SP:Iteration 9Q (311.307479 sec): 3 clusters Score: Raw -136732.415700 + Penalty 465.947753 = -136266.467947 nChanged 45 SP:Iteration 10Q (311.355180 sec): 3 clusters Score: Raw -136756.388289 + Penalty 465.947753 = -136290.440536 nChanged 45 SP:Iteration 11Q (311.401632 sec): 3 clusters Score: Raw -136779.068750 + Penalty 465.947753 = -136313.120997 nChanged 35 SP:Iteration 12Q (311.459183 sec): 3 clusters Score: Raw -136794.105821 + Penalty 465.947753 = -136328.158068 nChanged 32 SP:Iteration 13Q (311.511977 sec): 3 clusters Score: Raw -136805.963666 + Penalty 465.947753 = -136340.015913 nChanged 21 SP:Iteration 14Q (311.563213 sec): 3 clusters Score: Raw -136813.703823 + Penalty 465.947753 = -136347.756070 nChanged 33 SP:Iteration 15Q (311.617021 sec): 3 clusters Score: Raw -136831.742693 + Penalty 465.947753 = -136365.794940 nChanged 35 SP:Iteration 16Q (311.668723 sec): 3 clusters Score: Raw -136849.743069 + Penalty 465.947753 = -136383.795316 nChanged 24 SP:Iteration 17Q (311.723922 sec): 3 clusters Score: Raw -136860.980378 + Penalty 465.947753 = -136395.032625 nChanged 14 SP:Iteration 18Q (311.773160 sec): 3 clusters Score: Raw -136867.468724 + Penalty 465.947753 = -136401.520971 nChanged 12 SP:Iteration 19Q (311.829161 sec): 3 clusters Score: Raw -136872.224044 + Penalty 465.947753 = -136406.276291 nChanged 8 SP:Iteration 20F (311.870941 sec): 3 clusters Score: Raw -136875.648044 + Penalty 465.947753 = -136409.700291 nChanged 10 SP:Iteration 21Q (311.932056 sec): 3 clusters Score: Raw -136879.820642 + Penalty 465.947753 = -136413.872889 nChanged 8 SP:Iteration 22Q (311.981310 sec): 3 clusters Score: Raw -136882.221294 + Penalty 465.947753 = -136416.273541 nChanged 4 SP:Iteration 23Q (312.037297 sec): 3 clusters Score: Raw -136883.054899 + Penalty 465.947753 = -136417.107146 nChanged 4 SP:Iteration 24Q (312.079507 sec): 3 clusters Score: Raw -136884.248385 + Penalty 465.947753 = -136418.300632 nChanged 3 SP:Iteration 25Q (312.142314 sec): 3 clusters Score: Raw -136886.062543 + Penalty 465.947753 = -136420.114790 nChanged 4 SP:Iteration 26Q (312.197344 sec): 3 clusters Score: Raw -136888.929492 + Penalty 465.947753 = -136422.981739 nChanged 6 SP:Iteration 27Q (312.248309 sec): 3 clusters Score: Raw -136892.944751 + Penalty 465.947753 = -136426.996998 nChanged 4 SP:Iteration 28Q (312.303196 sec): 3 clusters Score: Raw -136894.472257 + Penalty 465.947753 = -136428.524504 nChanged 4 SP:Iteration 29Q (312.343448 sec): 3 clusters Score: Raw -136895.785414 + Penalty 465.947753 = -136429.837661 nChanged 4 SP:Iteration 30Q (312.402502 sec): 3 clusters Score: Raw -136897.139463 + Penalty 465.947753 = -136431.191710 nChanged 4 SP:Iteration 31Q (312.444805 sec): 3 clusters Score: Raw -136898.312879 + Penalty 465.947753 = -136432.365126 nChanged 5 SP:Iteration 32Q (312.494593 sec): 3 clusters Score: Raw -136900.890981 + Penalty 465.947753 = -136434.943228 nChanged 4 SP:Iteration 33Q (312.548661 sec): 3 clusters Score: Raw -136902.437530 + Penalty 465.947753 = -136436.489777 nChanged 2 SP:Iteration 34Q (312.607911 sec): 3 clusters Score: Raw -136903.387856 + Penalty 465.947753 = -136437.440103 nChanged 4 SP:Iteration 35Q (312.648166 sec): 3 clusters Score: Raw -136905.096607 + Penalty 465.947753 = -136439.148854 nChanged 3 SP:Iteration 36Q (312.700682 sec): 3 clusters Score: Raw -136905.928947 + Penalty 465.947753 = -136439.981194 nChanged 1 SP:Iteration 37Q (312.755203 sec): 3 clusters Score: Raw -136906.046165 + Penalty 465.947753 = -136440.098412 nChanged 1 SP:Iteration 38Q (312.807976 sec): 3 clusters Score: Raw -136906.302384 + Penalty 465.947753 = -136440.354631 nChanged 0 SP:Iteration 39F (312.854651 sec): 3 clusters Score: Raw -136906.302384 + Penalty 465.947753 = -136440.354631 nChanged 0 Trying to split cluster 3 (6804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (312.887300 sec): 2 clusters Score: Raw -165657.257934 + Penalty 242.694814 = -165414.563120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (312.940014 sec): 3 clusters Score: Raw -161396.629378 + Penalty 485.389627 = -160911.239750 nChanged 3088 SP:Iteration 1F (312.989330 sec): 3 clusters Score: Raw -163702.860428 + Penalty 485.389627 = -163217.470800 nChanged 652 SP:Iteration 2F (313.041972 sec): 3 clusters Score: Raw -164323.082746 + Penalty 485.389627 = -163837.693119 nChanged 521 SP:Iteration 3F (313.096625 sec): 3 clusters Score: Raw -164772.363753 + Penalty 485.389627 = -164286.974126 nChanged 382 SP:Iteration 4F (313.150518 sec): 3 clusters Score: Raw -165088.054769 + Penalty 485.389627 = -164602.665141 nChanged 232 SP:Iteration 5Q (313.204276 sec): 3 clusters Score: Raw -165274.467800 + Penalty 485.389627 = -164789.078172 nChanged 171 SP:Iteration 6Q (313.250003 sec): 3 clusters Score: Raw -165367.199235 + Penalty 485.389627 = -164881.809608 nChanged 111 SP:Iteration 7Q (313.308838 sec): 3 clusters Score: Raw -165421.356984 + Penalty 485.389627 = -164935.967356 nChanged 90 SP:Iteration 8Q (313.361679 sec): 3 clusters Score: Raw -165480.787538 + Penalty 485.389627 = -164995.397911 nChanged 96 SP:Iteration 9Q (313.408613 sec): 3 clusters Score: Raw -165553.495680 + Penalty 485.389627 = -165068.106053 nChanged 86 SP:Iteration 10Q (313.454121 sec): 3 clusters Score: Raw -165612.960491 + Penalty 485.389627 = -165127.570864 nChanged 76 SP:Iteration 11Q (313.514760 sec): 3 clusters Score: Raw -165659.672008 + Penalty 485.389627 = -165174.282380 nChanged 70 SP:Iteration 12Q (313.566653 sec): 3 clusters Score: Raw -165702.498612 + Penalty 485.389627 = -165217.108984 nChanged 61 SP:Iteration 13Q (313.618436 sec): 3 clusters Score: Raw -165732.022613 + Penalty 485.389627 = -165246.632986 nChanged 44 SP:Iteration 14Q (313.666056 sec): 3 clusters Score: Raw -165746.144692 + Penalty 485.389627 = -165260.755064 nChanged 32 SP:Iteration 15Q (313.721505 sec): 3 clusters Score: Raw -165754.047095 + Penalty 485.389627 = -165268.657468 nChanged 21 SP:Iteration 16Q (313.777258 sec): 3 clusters Score: Raw -165758.734680 + Penalty 485.389627 = -165273.345053 nChanged 19 SP:Iteration 17Q (313.825619 sec): 3 clusters Score: Raw -165763.131708 + Penalty 485.389627 = -165277.742081 nChanged 11 SP:Iteration 18Q (313.877906 sec): 3 clusters Score: Raw -165765.341989 + Penalty 485.389627 = -165279.952361 nChanged 9 SP:Iteration 19Q (313.932832 sec): 3 clusters Score: Raw -165766.784279 + Penalty 485.389627 = -165281.394652 nChanged 8 SP:Iteration 20F (313.985580 sec): 3 clusters Score: Raw -165767.431265 + Penalty 485.389627 = -165282.041638 nChanged 5 SP:Iteration 21Q (314.037159 sec): 3 clusters Score: Raw -165767.838026 + Penalty 485.389627 = -165282.448399 nChanged 3 SP:Iteration 22Q (314.079357 sec): 3 clusters Score: Raw -165768.058262 + Penalty 485.389627 = -165282.668634 nChanged 4 SP:Iteration 23Q (314.135919 sec): 3 clusters Score: Raw -165768.513310 + Penalty 485.389627 = -165283.123682 nChanged 5 SP:Iteration 24Q (314.191525 sec): 3 clusters Score: Raw -165768.889268 + Penalty 485.389627 = -165283.499640 nChanged 4 SP:Iteration 25Q (314.235764 sec): 3 clusters Score: Raw -165769.202675 + Penalty 485.389627 = -165283.813047 nChanged 4 SP:Iteration 26Q (314.290017 sec): 3 clusters Score: Raw -165769.634135 + Penalty 485.389627 = -165284.244508 nChanged 7 SP:Iteration 27Q (314.332916 sec): 3 clusters Score: Raw -165770.354599 + Penalty 485.389627 = -165284.964971 nChanged 4 SP:Iteration 28Q (314.387207 sec): 3 clusters Score: Raw -165770.643151 + Penalty 485.389627 = -165285.253524 nChanged 2 SP:Iteration 29Q (314.432608 sec): 3 clusters Score: Raw -165770.827461 + Penalty 485.389627 = -165285.437833 nChanged 1 SP:Iteration 30Q (314.480142 sec): 3 clusters Score: Raw -165770.883496 + Penalty 485.389627 = -165285.493868 nChanged 3 SP:Iteration 31Q (314.530395 sec): 3 clusters Score: Raw -165771.110135 + Penalty 485.389627 = -165285.720507 nChanged 2 SP:Iteration 32Q (314.585801 sec): 3 clusters Score: Raw -165771.480721 + Penalty 485.389627 = -165286.091094 nChanged 4 SP:Iteration 33Q (314.637871 sec): 3 clusters Score: Raw -165771.937558 + Penalty 485.389627 = -165286.547930 nChanged 4 SP:Iteration 34Q (314.686385 sec): 3 clusters Score: Raw -165772.151228 + Penalty 485.389627 = -165286.761600 nChanged 3 SP:Iteration 35Q (314.743149 sec): 3 clusters Score: Raw -165772.453041 + Penalty 485.389627 = -165287.063414 nChanged 4 SP:Iteration 36Q (314.789849 sec): 3 clusters Score: Raw -165773.408384 + Penalty 485.389627 = -165288.018756 nChanged 3 SP:Iteration 37Q (314.842320 sec): 3 clusters Score: Raw -165773.873073 + Penalty 485.389627 = -165288.483445 nChanged 3 SP:Iteration 38Q (314.891065 sec): 3 clusters Score: Raw -165774.035952 + Penalty 485.389627 = -165288.646324 nChanged 3 SP:Iteration 39Q (314.950377 sec): 3 clusters Score: Raw -165774.129288 + Penalty 485.389627 = -165288.739660 nChanged 1 SP:Iteration 40F (314.998264 sec): 3 clusters Score: Raw -165774.149490 + Penalty 485.389627 = -165288.759862 nChanged 0 Trying to split cluster 4 (6128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (315.029792 sec): 2 clusters Score: Raw -184298.157759 + Penalty 239.817152 = -184058.340606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (315.081082 sec): 3 clusters Score: Raw -180473.315907 + Penalty 479.634304 = -179993.681602 nChanged 2910 SP:Iteration 1F (315.134492 sec): 3 clusters Score: Raw -182250.484317 + Penalty 479.634304 = -181770.850013 nChanged 423 SP:Iteration 2F (315.176987 sec): 3 clusters Score: Raw -182514.807256 + Penalty 479.634304 = -182035.172952 nChanged 453 SP:Iteration 3F (315.234722 sec): 3 clusters Score: Raw -182834.205501 + Penalty 479.634304 = -182354.571197 nChanged 451 SP:Iteration 4F (315.287374 sec): 3 clusters Score: Raw -183210.790606 + Penalty 479.634304 = -182731.156302 nChanged 369 SP:Iteration 5F (315.341281 sec): 3 clusters Score: Raw -183511.272549 + Penalty 479.634304 = -183031.638245 nChanged 272 SP:Iteration 6Q (315.390458 sec): 3 clusters Score: Raw -183709.820382 + Penalty 479.634304 = -183230.186078 nChanged 207 SP:Iteration 7Q (315.441963 sec): 3 clusters Score: Raw -183825.070953 + Penalty 479.634304 = -183345.436649 nChanged 139 SP:Iteration 8Q (315.500082 sec): 3 clusters Score: Raw -183902.368143 + Penalty 479.634304 = -183422.733839 nChanged 130 SP:Iteration 9Q (315.555736 sec): 3 clusters Score: Raw -183964.194076 + Penalty 479.634304 = -183484.559772 nChanged 111 SP:Iteration 10Q (315.599721 sec): 3 clusters Score: Raw -184010.742993 + Penalty 479.634304 = -183531.108689 nChanged 101 SP:Iteration 11Q (315.658741 sec): 3 clusters Score: Raw -184055.419378 + Penalty 479.634304 = -183575.785073 nChanged 87 SP:Iteration 12Q (315.713596 sec): 3 clusters Score: Raw -184088.982928 + Penalty 479.634304 = -183609.348624 nChanged 75 SP:Iteration 13Q (315.754571 sec): 3 clusters Score: Raw -184122.657869 + Penalty 479.634304 = -183643.023565 nChanged 75 SP:Iteration 14Q (315.813273 sec): 3 clusters Score: Raw -184157.313760 + Penalty 479.634304 = -183677.679455 nChanged 77 SP:Iteration 15Q (315.863648 sec): 3 clusters Score: Raw -184198.756986 + Penalty 479.634304 = -183719.122682 nChanged 68 SP:Iteration 16Q (315.909298 sec): 3 clusters Score: Raw -184237.831362 + Penalty 479.634304 = -183758.197058 nChanged 67 SP:Iteration 17Q (315.968586 sec): 3 clusters Score: Raw -184281.840586 + Penalty 479.634304 = -183802.206282 nChanged 56 SP:Iteration 18Q (316.023574 sec): 3 clusters Score: Raw -184316.577730 + Penalty 479.634304 = -183836.943426 nChanged 39 SP:Iteration 19Q (316.065314 sec): 3 clusters Score: Raw -184335.153506 + Penalty 479.634304 = -183855.519201 nChanged 37 SP:Iteration 20F (316.123716 sec): 3 clusters Score: Raw -184355.993201 + Penalty 479.634304 = -183876.358897 nChanged 31 SP:Iteration 21Q (316.180683 sec): 3 clusters Score: Raw -184378.561203 + Penalty 479.634304 = -183898.926899 nChanged 25 SP:Iteration 22Q (316.232790 sec): 3 clusters Score: Raw -184393.740052 + Penalty 479.634304 = -183914.105748 nChanged 16 SP:Iteration 23Q (316.288331 sec): 3 clusters Score: Raw -184401.854255 + Penalty 479.634304 = -183922.219951 nChanged 11 SP:Iteration 24Q (316.340799 sec): 3 clusters Score: Raw -184405.349223 + Penalty 479.634304 = -183925.714919 nChanged 8 SP:Iteration 25Q (316.393067 sec): 3 clusters Score: Raw -184407.387488 + Penalty 479.634304 = -183927.753184 nChanged 11 SP:Iteration 26Q (316.432982 sec): 3 clusters Score: Raw -184411.479804 + Penalty 479.634304 = -183931.845500 nChanged 6 SP:Iteration 27Q (316.490075 sec): 3 clusters Score: Raw -184414.056747 + Penalty 479.634304 = -183934.422442 nChanged 1 SP:Iteration 28Q (316.537616 sec): 3 clusters Score: Raw -184414.626722 + Penalty 479.634304 = -183934.992417 nChanged 4 SP:Iteration 29Q (316.592004 sec): 3 clusters Score: Raw -184416.699626 + Penalty 479.634304 = -183937.065322 nChanged 2 SP:Iteration 30Q (316.647827 sec): 3 clusters Score: Raw -184417.167604 + Penalty 479.634304 = -183937.533300 nChanged 0 SP:Iteration 31F (316.694728 sec): 3 clusters Score: Raw -184417.167604 + Penalty 479.634304 = -183937.533300 nChanged 0 Trying to split cluster 5 (7939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (316.727059 sec): 2 clusters Score: Raw -235187.923077 + Penalty 246.937422 = -234940.985655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (316.784705 sec): 3 clusters Score: Raw -230068.016321 + Penalty 493.874843 = -229574.141478 nChanged 3788 SP:Iteration 1F (316.823979 sec): 3 clusters Score: Raw -232335.824862 + Penalty 493.874843 = -231841.950019 nChanged 503 SP:Iteration 2F (316.877498 sec): 3 clusters Score: Raw -232612.513983 + Penalty 493.874843 = -232118.639139 nChanged 537 SP:Iteration 3F (316.937340 sec): 3 clusters Score: Raw -232926.790712 + Penalty 493.874843 = -232432.915869 nChanged 530 SP:Iteration 4F (316.987512 sec): 3 clusters Score: Raw -233281.023864 + Penalty 493.874843 = -232787.149021 nChanged 461 SP:Iteration 5F (317.031770 sec): 3 clusters Score: Raw -233599.444224 + Penalty 493.874843 = -233105.569381 nChanged 418 SP:Iteration 6F (317.076120 sec): 3 clusters Score: Raw -233851.312360 + Penalty 493.874843 = -233357.437517 nChanged 331 SP:Iteration 7Q (317.137501 sec): 3 clusters Score: Raw -234020.434935 + Penalty 493.874843 = -233526.560092 nChanged 247 SP:Iteration 8Q (317.180381 sec): 3 clusters Score: Raw -234118.534119 + Penalty 493.874843 = -233624.659276 nChanged 180 SP:Iteration 9Q (317.245111 sec): 3 clusters Score: Raw -234187.613557 + Penalty 493.874843 = -233693.738714 nChanged 153 SP:Iteration 10Q (317.295553 sec): 3 clusters Score: Raw -234251.423742 + Penalty 493.874843 = -233757.548899 nChanged 157 SP:Iteration 11Q (317.351674 sec): 3 clusters Score: Raw -234322.901323 + Penalty 493.874843 = -233829.026480 nChanged 152 SP:Iteration 12Q (317.400792 sec): 3 clusters Score: Raw -234389.740121 + Penalty 493.874843 = -233895.865278 nChanged 130 SP:Iteration 13Q (317.455865 sec): 3 clusters Score: Raw -234441.223928 + Penalty 493.874843 = -233947.349085 nChanged 139 SP:Iteration 14Q (317.506465 sec): 3 clusters Score: Raw -234498.164434 + Penalty 493.874843 = -234004.289591 nChanged 129 SP:Iteration 15Q (317.556790 sec): 3 clusters Score: Raw -234555.487115 + Penalty 493.874843 = -234061.612271 nChanged 128 SP:Iteration 16Q (317.604106 sec): 3 clusters Score: Raw -234616.663302 + Penalty 493.874843 = -234122.788459 nChanged 117 SP:Iteration 17Q (317.665318 sec): 3 clusters Score: Raw -234668.889337 + Penalty 493.874843 = -234175.014494 nChanged 127 SP:Iteration 18Q (317.710351 sec): 3 clusters Score: Raw -234731.930684 + Penalty 493.874843 = -234238.055841 nChanged 118 SP:Iteration 19Q (317.776063 sec): 3 clusters Score: Raw -234796.815011 + Penalty 493.874843 = -234302.940168 nChanged 115 SP:Iteration 20F (317.829435 sec): 3 clusters Score: Raw -234868.841874 + Penalty 493.874843 = -234374.967031 nChanged 103 SP:Iteration 21Q (317.880324 sec): 3 clusters Score: Raw -234931.943924 + Penalty 493.874843 = -234438.069081 nChanged 87 SP:Iteration 22Q (317.931952 sec): 3 clusters Score: Raw -234984.328125 + Penalty 493.874843 = -234490.453281 nChanged 76 SP:Iteration 23Q (317.982807 sec): 3 clusters Score: Raw -235031.297479 + Penalty 493.874843 = -234537.422636 nChanged 57 SP:Iteration 24Q (318.033142 sec): 3 clusters Score: Raw -235063.831235 + Penalty 493.874843 = -234569.956392 nChanged 54 SP:Iteration 25Q (318.074236 sec): 3 clusters Score: Raw -235098.278732 + Penalty 493.874843 = -234604.403889 nChanged 49 SP:Iteration 26Q (318.124297 sec): 3 clusters Score: Raw -235130.183926 + Penalty 493.874843 = -234636.309083 nChanged 37 SP:Iteration 27Q (318.173567 sec): 3 clusters Score: Raw -235153.031908 + Penalty 493.874843 = -234659.157065 nChanged 31 SP:Iteration 28Q (318.232540 sec): 3 clusters Score: Raw -235176.288942 + Penalty 493.874843 = -234682.414099 nChanged 24 SP:Iteration 29Q (318.273468 sec): 3 clusters Score: Raw -235193.888519 + Penalty 493.874843 = -234700.013676 nChanged 16 SP:Iteration 30Q (318.324765 sec): 3 clusters Score: Raw -235207.009440 + Penalty 493.874843 = -234713.134597 nChanged 8 SP:Iteration 31Q (318.381284 sec): 3 clusters Score: Raw -235212.880674 + Penalty 493.874843 = -234719.005831 nChanged 5 SP:Iteration 32Q (318.428952 sec): 3 clusters Score: Raw -235217.202936 + Penalty 493.874843 = -234723.328093 nChanged 5 SP:Iteration 33Q (318.469127 sec): 3 clusters Score: Raw -235223.674092 + Penalty 493.874843 = -234729.799249 nChanged 3 SP:Iteration 34Q (318.520862 sec): 3 clusters Score: Raw -235233.473865 + Penalty 493.874843 = -234739.599022 nChanged 5 SP:Iteration 35Q (318.578964 sec): 3 clusters Score: Raw -235238.298187 + Penalty 493.874843 = -234744.423344 nChanged 4 SP:Iteration 36Q (318.637571 sec): 3 clusters Score: Raw -235239.775620 + Penalty 493.874843 = -234745.900777 nChanged 2 SP:Iteration 37Q (318.689123 sec): 3 clusters Score: Raw -235240.959939 + Penalty 493.874843 = -234747.085096 nChanged 3 SP:Iteration 38Q (318.732900 sec): 3 clusters Score: Raw -235242.809543 + Penalty 493.874843 = -234748.934700 nChanged 3 SP:Iteration 39Q (318.794617 sec): 3 clusters Score: Raw -235248.721605 + Penalty 493.874843 = -234754.846762 nChanged 2 SP:Iteration 40F (318.839666 sec): 3 clusters Score: Raw -235252.567708 + Penalty 493.874843 = -234758.692865 nChanged 1 SP:Iteration 41Q (318.900811 sec): 3 clusters Score: Raw -235253.291474 + Penalty 493.874843 = -234759.416630 nChanged 0 SP:Iteration 42F (318.947838 sec): 3 clusters Score: Raw -235253.291474 + Penalty 493.874843 = -234759.416630 nChanged 0 Trying to split cluster 6 (44338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (319.010798 sec): 2 clusters Score: Raw -1373557.634781 + Penalty 294.238928 = -1373263.395853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (319.092676 sec): 3 clusters Score: Raw -1343975.406870 + Penalty 588.477856 = -1343386.929014 nChanged 21579 SP:Iteration 1F (319.170806 sec): 3 clusters Score: Raw -1358224.955956 + Penalty 588.477856 = -1357636.478101 nChanged 2907 SP:Iteration 2F (319.254004 sec): 3 clusters Score: Raw -1360163.905476 + Penalty 588.477856 = -1359575.427620 nChanged 2904 SP:Iteration 3F (319.334060 sec): 3 clusters Score: Raw -1362106.127639 + Penalty 588.477856 = -1361517.649783 nChanged 2529 SP:Iteration 4F (319.409938 sec): 3 clusters Score: Raw -1363709.893670 + Penalty 588.477856 = -1363121.415815 nChanged 2267 SP:Iteration 5F (319.496764 sec): 3 clusters Score: Raw -1364990.333552 + Penalty 588.477856 = -1364401.855696 nChanged 2047 SP:Iteration 6Q (319.578441 sec): 3 clusters Score: Raw -1366065.715579 + Penalty 588.477856 = -1365477.237723 nChanged 1891 SP:Iteration 7Q (319.662556 sec): 3 clusters Score: Raw -1367021.058047 + Penalty 588.477856 = -1366432.580192 nChanged 1851 SP:Iteration 8Q (319.742357 sec): 3 clusters Score: Raw -1367983.962861 + Penalty 588.477856 = -1367395.485005 nChanged 1889 SP:Iteration 9Q (319.819484 sec): 3 clusters Score: Raw -1369027.587844 + Penalty 588.477856 = -1368439.109988 nChanged 1775 SP:Iteration 10Q (319.908909 sec): 3 clusters Score: Raw -1370054.756981 + Penalty 588.477856 = -1369466.279125 nChanged 1620 SP:Iteration 11Q (319.991187 sec): 3 clusters Score: Raw -1371039.390149 + Penalty 588.477856 = -1370450.912293 nChanged 1371 SP:Iteration 12Q (320.067249 sec): 3 clusters Score: Raw -1371899.114165 + Penalty 588.477856 = -1371310.636309 nChanged 1045 SP:Iteration 13Q (320.148762 sec): 3 clusters Score: Raw -1372546.342613 + Penalty 588.477856 = -1371957.864757 nChanged 655 SP:Iteration 14Q (320.228218 sec): 3 clusters Score: Raw -1372922.408153 + Penalty 588.477856 = -1372333.930298 nChanged 438 SP:Iteration 15Q (320.303860 sec): 3 clusters Score: Raw -1373166.096115 + Penalty 588.477856 = -1372577.618259 nChanged 291 SP:Iteration 16Q (320.380148 sec): 3 clusters Score: Raw -1373328.796688 + Penalty 588.477856 = -1372740.318832 nChanged 185 SP:Iteration 17Q (320.454667 sec): 3 clusters Score: Raw -1373437.908102 + Penalty 588.477856 = -1372849.430247 nChanged 115 SP:Iteration 18Q (320.530821 sec): 3 clusters Score: Raw -1373495.883792 + Penalty 588.477856 = -1372907.405936 nChanged 72 SP:Iteration 19Q (320.605819 sec): 3 clusters Score: Raw -1373532.716409 + Penalty 588.477856 = -1372944.238554 nChanged 47 SP:Iteration 20F (320.683004 sec): 3 clusters Score: Raw -1373560.072244 + Penalty 588.477856 = -1372971.594388 nChanged 33 SP:Iteration 21Q (320.759189 sec): 3 clusters Score: Raw -1373579.960276 + Penalty 588.477856 = -1372991.482420 nChanged 28 SP:Iteration 22Q (320.828896 sec): 3 clusters Score: Raw -1373596.126277 + Penalty 588.477856 = -1373007.648421 nChanged 19 SP:Iteration 23Q (320.909299 sec): 3 clusters Score: Raw -1373604.471729 + Penalty 588.477856 = -1373015.993873 nChanged 15 SP:Iteration 24Q (320.975422 sec): 3 clusters Score: Raw -1373613.175126 + Penalty 588.477856 = -1373024.697270 nChanged 12 SP:Iteration 25Q (321.059763 sec): 3 clusters Score: Raw -1373617.903620 + Penalty 588.477856 = -1373029.425765 nChanged 5 SP:Iteration 26Q (321.133184 sec): 3 clusters Score: Raw -1373620.073355 + Penalty 588.477856 = -1373031.595499 nChanged 3 SP:Iteration 27Q (321.203118 sec): 3 clusters Score: Raw -1373621.074179 + Penalty 588.477856 = -1373032.596324 nChanged 2 SP:Iteration 28Q (321.281378 sec): 3 clusters Score: Raw -1373621.573705 + Penalty 588.477856 = -1373033.095850 nChanged 0 SP:Iteration 29F (321.355971 sec): 3 clusters Score: Raw -1373621.573705 + Penalty 588.477856 = -1373033.095850 nChanged 0 Trying to split cluster 7 (2627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (321.390242 sec): 2 clusters Score: Raw -74051.752565 + Penalty 216.523939 = -73835.228626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (321.433981 sec): 3 clusters Score: Raw -72469.656941 + Penalty 433.047878 = -72036.609062 nChanged 1204 SP:Iteration 1F (321.483062 sec): 3 clusters Score: Raw -73128.394620 + Penalty 433.047878 = -72695.346742 nChanged 164 SP:Iteration 2F (321.531351 sec): 3 clusters Score: Raw -73221.942520 + Penalty 433.047878 = -72788.894641 nChanged 178 SP:Iteration 3F (321.578538 sec): 3 clusters Score: Raw -73324.500250 + Penalty 433.047878 = -72891.452371 nChanged 197 SP:Iteration 4F (321.628151 sec): 3 clusters Score: Raw -73460.547106 + Penalty 433.047878 = -73027.499228 nChanged 191 SP:Iteration 5F (321.672925 sec): 3 clusters Score: Raw -73609.664401 + Penalty 433.047878 = -73176.616523 nChanged 187 SP:Iteration 6F (321.715837 sec): 3 clusters Score: Raw -73753.075890 + Penalty 433.047878 = -73320.028011 nChanged 153 SP:Iteration 7F (321.752856 sec): 3 clusters Score: Raw -73879.843868 + Penalty 433.047878 = -73446.795990 nChanged 115 SP:Iteration 8Q (321.800521 sec): 3 clusters Score: Raw -73960.176165 + Penalty 433.047878 = -73527.128287 nChanged 64 SP:Iteration 9Q (321.848453 sec): 3 clusters Score: Raw -74012.527609 + Penalty 433.047878 = -73579.479731 nChanged 47 SP:Iteration 10Q (321.890338 sec): 3 clusters Score: Raw -74046.131574 + Penalty 433.047878 = -73613.083696 nChanged 38 SP:Iteration 11Q (321.941495 sec): 3 clusters Score: Raw -74065.985465 + Penalty 433.047878 = -73632.937587 nChanged 28 SP:Iteration 12Q (321.985789 sec): 3 clusters Score: Raw -74083.910685 + Penalty 433.047878 = -73650.862806 nChanged 18 SP:Iteration 13Q (322.033596 sec): 3 clusters Score: Raw -74091.295781 + Penalty 433.047878 = -73658.247903 nChanged 16 SP:Iteration 14Q (322.082163 sec): 3 clusters Score: Raw -74101.586955 + Penalty 433.047878 = -73668.539077 nChanged 13 SP:Iteration 15Q (322.124793 sec): 3 clusters Score: Raw -74107.154667 + Penalty 433.047878 = -73674.106789 nChanged 4 SP:Iteration 16Q (322.168166 sec): 3 clusters Score: Raw -74108.889149 + Penalty 433.047878 = -73675.841270 nChanged 4 SP:Iteration 17Q (322.222405 sec): 3 clusters Score: Raw -74110.625569 + Penalty 433.047878 = -73677.577690 nChanged 2 SP:Iteration 18Q (322.271711 sec): 3 clusters Score: Raw -74112.298519 + Penalty 433.047878 = -73679.250640 nChanged 3 SP:Iteration 19Q (322.321742 sec): 3 clusters Score: Raw -74114.481125 + Penalty 433.047878 = -73681.433246 nChanged 6 SP:Iteration 20F (322.371499 sec): 3 clusters Score: Raw -74123.226823 + Penalty 433.047878 = -73690.178945 nChanged 8 SP:Iteration 21Q (322.408988 sec): 3 clusters Score: Raw -74131.198480 + Penalty 433.047878 = -73698.150601 nChanged 9 SP:Iteration 22Q (322.466834 sec): 3 clusters Score: Raw -74146.565647 + Penalty 433.047878 = -73713.517768 nChanged 8 SP:Iteration 23Q (322.512973 sec): 3 clusters Score: Raw -74149.995276 + Penalty 433.047878 = -73716.947398 nChanged 4 SP:Iteration 24Q (322.560428 sec): 3 clusters Score: Raw -74150.762069 + Penalty 433.047878 = -73717.714191 nChanged 2 SP:Iteration 25Q (322.605560 sec): 3 clusters Score: Raw -74152.090927 + Penalty 433.047878 = -73719.043049 nChanged 1 SP:Iteration 26Q (322.661312 sec): 3 clusters Score: Raw -74152.314208 + Penalty 433.047878 = -73719.266330 nChanged 0 SP:Iteration 27F (322.704579 sec): 3 clusters Score: Raw -74152.314208 + Penalty 433.047878 = -73719.266330 nChanged 0 Trying to split cluster 8 (1561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (322.733079 sec): 2 clusters Score: Raw -46231.190366 + Penalty 202.209753 = -46028.980613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (322.776455 sec): 3 clusters Score: Raw -45359.641863 + Penalty 404.419506 = -44955.222358 nChanged 668 SP:Iteration 1F (322.821574 sec): 3 clusters Score: Raw -45801.659905 + Penalty 404.419506 = -45397.240400 nChanged 169 SP:Iteration 2F (322.870723 sec): 3 clusters Score: Raw -45954.545175 + Penalty 404.419506 = -45550.125670 nChanged 132 SP:Iteration 3F (322.923206 sec): 3 clusters Score: Raw -46062.299258 + Penalty 404.419506 = -45657.879753 nChanged 69 SP:Iteration 4Q (322.963879 sec): 3 clusters Score: Raw -46105.250003 + Penalty 404.419506 = -45700.830497 nChanged 43 SP:Iteration 5Q (323.014521 sec): 3 clusters Score: Raw -46137.204652 + Penalty 404.419506 = -45732.785147 nChanged 32 SP:Iteration 6Q (323.066281 sec): 3 clusters Score: Raw -46172.736019 + Penalty 404.419506 = -45768.316513 nChanged 28 SP:Iteration 7Q (323.106704 sec): 3 clusters Score: Raw -46200.251473 + Penalty 404.419506 = -45795.831968 nChanged 27 SP:Iteration 8Q (323.149414 sec): 3 clusters Score: Raw -46224.339431 + Penalty 404.419506 = -45819.919926 nChanged 18 SP:Iteration 9Q (323.202949 sec): 3 clusters Score: Raw -46238.847119 + Penalty 404.419506 = -45834.427614 nChanged 16 SP:Iteration 10Q (323.245814 sec): 3 clusters Score: Raw -46258.793401 + Penalty 404.419506 = -45854.373896 nChanged 16 SP:Iteration 11Q (323.283604 sec): 3 clusters Score: Raw -46276.428867 + Penalty 404.419506 = -45872.009362 nChanged 5 SP:Iteration 12Q (323.334133 sec): 3 clusters Score: Raw -46280.176759 + Penalty 404.419506 = -45875.757253 nChanged 3 SP:Iteration 13Q (323.373412 sec): 3 clusters Score: Raw -46282.845671 + Penalty 404.419506 = -45878.426166 nChanged 5 SP:Iteration 14Q (323.420484 sec): 3 clusters Score: Raw -46286.561165 + Penalty 404.419506 = -45882.141660 nChanged 3 SP:Iteration 15Q (323.468461 sec): 3 clusters Score: Raw -46289.543600 + Penalty 404.419506 = -45885.124094 nChanged 2 SP:Iteration 16Q (323.506377 sec): 3 clusters Score: Raw -46290.755460 + Penalty 404.419506 = -45886.335954 nChanged 1 SP:Iteration 17Q (323.551186 sec): 3 clusters Score: Raw -46290.871786 + Penalty 404.419506 = -45886.452280 nChanged 0 SP:Iteration 18F (323.601105 sec): 3 clusters Score: Raw -46290.871786 + Penalty 404.419506 = -45886.452280 nChanged 0 Trying to split cluster 9 (1742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (323.628623 sec): 2 clusters Score: Raw -48269.030785 + Penalty 205.226702 = -48063.804084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (323.672446 sec): 3 clusters Score: Raw -47231.568073 + Penalty 410.453404 = -46821.114670 nChanged 771 SP:Iteration 1F (323.711639 sec): 3 clusters Score: Raw -47713.951202 + Penalty 410.453404 = -47303.497798 nChanged 145 SP:Iteration 2F (323.765988 sec): 3 clusters Score: Raw -47817.196064 + Penalty 410.453404 = -47406.742660 nChanged 127 SP:Iteration 3F (323.809053 sec): 3 clusters Score: Raw -47904.787316 + Penalty 410.453404 = -47494.333912 nChanged 109 SP:Iteration 4F (323.848348 sec): 3 clusters Score: Raw -47981.424146 + Penalty 410.453404 = -47570.970743 nChanged 93 SP:Iteration 5F (323.902641 sec): 3 clusters Score: Raw -48045.303937 + Penalty 410.453404 = -47634.850533 nChanged 70 SP:Iteration 6Q (323.943037 sec): 3 clusters Score: Raw -48090.644634 + Penalty 410.453404 = -47680.191231 nChanged 61 SP:Iteration 7Q (323.991328 sec): 3 clusters Score: Raw -48121.485903 + Penalty 410.453404 = -47711.032499 nChanged 65 SP:Iteration 8Q (324.041184 sec): 3 clusters Score: Raw -48152.693146 + Penalty 410.453404 = -47742.239742 nChanged 44 SP:Iteration 9Q (324.077130 sec): 3 clusters Score: Raw -48177.033216 + Penalty 410.453404 = -47766.579812 nChanged 41 SP:Iteration 10Q (324.127903 sec): 3 clusters Score: Raw -48203.963331 + Penalty 410.453404 = -47793.509927 nChanged 45 SP:Iteration 11Q (324.183496 sec): 3 clusters Score: Raw -48224.003405 + Penalty 410.453404 = -47813.550001 nChanged 26 SP:Iteration 12Q (324.222746 sec): 3 clusters Score: Raw -48234.804690 + Penalty 410.453404 = -47824.351286 nChanged 31 SP:Iteration 13Q (324.278817 sec): 3 clusters Score: Raw -48247.803010 + Penalty 410.453404 = -47837.349606 nChanged 23 SP:Iteration 14Q (324.322012 sec): 3 clusters Score: Raw -48260.121869 + Penalty 410.453404 = -47849.668465 nChanged 27 SP:Iteration 15Q (324.366577 sec): 3 clusters Score: Raw -48276.542779 + Penalty 410.453404 = -47866.089376 nChanged 26 SP:Iteration 16Q (324.424515 sec): 3 clusters Score: Raw -48286.802493 + Penalty 410.453404 = -47876.349090 nChanged 22 SP:Iteration 17Q (324.466733 sec): 3 clusters Score: Raw -48298.619649 + Penalty 410.453404 = -47888.166245 nChanged 24 SP:Iteration 18Q (324.516961 sec): 3 clusters Score: Raw -48314.542024 + Penalty 410.453404 = -47904.088620 nChanged 22 SP:Iteration 19Q (324.561930 sec): 3 clusters Score: Raw -48328.269700 + Penalty 410.453404 = -47917.816296 nChanged 18 SP:Iteration 20F (324.613558 sec): 3 clusters Score: Raw -48340.059875 + Penalty 410.453404 = -47929.606471 nChanged 20 SP:Iteration 21Q (324.658853 sec): 3 clusters Score: Raw -48349.678677 + Penalty 410.453404 = -47939.225273 nChanged 18 SP:Iteration 22Q (324.704626 sec): 3 clusters Score: Raw -48355.887299 + Penalty 410.453404 = -47945.433896 nChanged 12 SP:Iteration 23Q (324.745068 sec): 3 clusters Score: Raw -48360.641790 + Penalty 410.453404 = -47950.188386 nChanged 11 SP:Iteration 24Q (324.794700 sec): 3 clusters Score: Raw -48363.622834 + Penalty 410.453404 = -47953.169430 nChanged 8 SP:Iteration 25Q (324.842253 sec): 3 clusters Score: Raw -48365.913017 + Penalty 410.453404 = -47955.459614 nChanged 8 SP:Iteration 26Q (324.886201 sec): 3 clusters Score: Raw -48368.101659 + Penalty 410.453404 = -47957.648255 nChanged 6 SP:Iteration 27Q (324.922227 sec): 3 clusters Score: Raw -48369.543242 + Penalty 410.453404 = -47959.089839 nChanged 3 SP:Iteration 28Q (324.976211 sec): 3 clusters Score: Raw -48369.835291 + Penalty 410.453404 = -47959.381888 nChanged 3 SP:Iteration 29Q (325.022232 sec): 3 clusters Score: Raw -48370.350686 + Penalty 410.453404 = -47959.897282 nChanged 2 SP:Iteration 30Q (325.072719 sec): 3 clusters Score: Raw -48371.267268 + Penalty 410.453404 = -47960.813864 nChanged 4 SP:Iteration 31Q (325.115590 sec): 3 clusters Score: Raw -48372.030883 + Penalty 410.453404 = -47961.577479 nChanged 2 SP:Iteration 32Q (325.160175 sec): 3 clusters Score: Raw -48372.838402 + Penalty 410.453404 = -47962.384998 nChanged 3 SP:Iteration 33Q (325.204124 sec): 3 clusters Score: Raw -48373.601482 + Penalty 410.453404 = -47963.148079 nChanged 4 SP:Iteration 34Q (325.249242 sec): 3 clusters Score: Raw -48374.660082 + Penalty 410.453404 = -47964.206679 nChanged 3 SP:Iteration 35Q (325.294544 sec): 3 clusters Score: Raw -48375.157647 + Penalty 410.453404 = -47964.704244 nChanged 5 SP:Iteration 36Q (325.343006 sec): 3 clusters Score: Raw -48376.371322 + Penalty 410.453404 = -47965.917918 nChanged 2 SP:Iteration 37Q (325.385641 sec): 3 clusters Score: Raw -48376.741345 + Penalty 410.453404 = -47966.287941 nChanged 2 SP:Iteration 38Q (325.428797 sec): 3 clusters Score: Raw -48377.049751 + Penalty 410.453404 = -47966.596348 nChanged 3 SP:Iteration 39Q (325.474120 sec): 3 clusters Score: Raw -48377.697206 + Penalty 410.453404 = -47967.243802 nChanged 4 SP:Iteration 40F (325.518982 sec): 3 clusters Score: Raw -48378.880475 + Penalty 410.453404 = -47968.427071 nChanged 3 SP:Iteration 41Q (325.570716 sec): 3 clusters Score: Raw -48379.332789 + Penalty 410.453404 = -47968.879386 nChanged 1 SP:Iteration 42Q (325.604498 sec): 3 clusters Score: Raw -48379.421394 + Penalty 410.453404 = -47968.967990 nChanged 0 SP:Iteration 43F (325.654872 sec): 3 clusters Score: Raw -48379.421394 + Penalty 410.453404 = -47968.967990 nChanged 0 Trying to split cluster 10 (19310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (325.687172 sec): 2 clusters Score: Raw -511884.118609 + Penalty 271.380405 = -511612.738203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (325.757207 sec): 3 clusters Score: Raw -499336.044839 + Penalty 542.760811 = -498793.284028 nChanged 9288 SP:Iteration 1F (325.808381 sec): 3 clusters Score: Raw -505379.167255 + Penalty 542.760811 = -504836.406444 nChanged 1112 SP:Iteration 2F (325.872459 sec): 3 clusters Score: Raw -505913.620432 + Penalty 542.760811 = -505370.859621 nChanged 1135 SP:Iteration 3F (325.951916 sec): 3 clusters Score: Raw -506512.957091 + Penalty 542.760811 = -505970.196281 nChanged 1122 SP:Iteration 4F (326.004896 sec): 3 clusters Score: Raw -507204.036659 + Penalty 542.760811 = -506661.275849 nChanged 1129 SP:Iteration 5F (326.070219 sec): 3 clusters Score: Raw -507888.683905 + Penalty 542.760811 = -507345.923095 nChanged 973 SP:Iteration 6F (326.132709 sec): 3 clusters Score: Raw -508398.900551 + Penalty 542.760811 = -507856.139741 nChanged 771 SP:Iteration 7Q (326.203091 sec): 3 clusters Score: Raw -508672.123468 + Penalty 542.760811 = -508129.362657 nChanged 492 SP:Iteration 8Q (326.271690 sec): 3 clusters Score: Raw -508790.556126 + Penalty 542.760811 = -508247.795316 nChanged 332 SP:Iteration 9Q (326.328251 sec): 3 clusters Score: Raw -508855.979641 + Penalty 542.760811 = -508313.218831 nChanged 268 SP:Iteration 10Q (326.399362 sec): 3 clusters Score: Raw -508899.594287 + Penalty 542.760811 = -508356.833477 nChanged 201 SP:Iteration 11Q (326.458147 sec): 3 clusters Score: Raw -508933.102206 + Penalty 542.760811 = -508390.341395 nChanged 197 SP:Iteration 12Q (326.520582 sec): 3 clusters Score: Raw -508963.788210 + Penalty 542.760811 = -508421.027399 nChanged 175 SP:Iteration 13Q (326.587389 sec): 3 clusters Score: Raw -508993.440328 + Penalty 542.760811 = -508450.679517 nChanged 202 SP:Iteration 14Q (326.647779 sec): 3 clusters Score: Raw -509036.247304 + Penalty 542.760811 = -508493.486493 nChanged 228 SP:Iteration 15Q (326.705942 sec): 3 clusters Score: Raw -509082.480949 + Penalty 542.760811 = -508539.720139 nChanged 217 SP:Iteration 16Q (326.767657 sec): 3 clusters Score: Raw -509126.485125 + Penalty 542.760811 = -508583.724315 nChanged 243 SP:Iteration 17Q (326.836698 sec): 3 clusters Score: Raw -509181.339466 + Penalty 542.760811 = -508638.578655 nChanged 260 SP:Iteration 18Q (326.893273 sec): 3 clusters Score: Raw -509247.028326 + Penalty 542.760811 = -508704.267516 nChanged 268 SP:Iteration 19Q (326.962740 sec): 3 clusters Score: Raw -509320.436036 + Penalty 542.760811 = -508777.675225 nChanged 285 SP:Iteration 20F (327.028176 sec): 3 clusters Score: Raw -509410.137203 + Penalty 542.760811 = -508867.376392 nChanged 317 SP:Iteration 21Q (327.088168 sec): 3 clusters Score: Raw -509512.228236 + Penalty 542.760811 = -508969.467425 nChanged 341 SP:Iteration 22Q (327.154026 sec): 3 clusters Score: Raw -509624.601446 + Penalty 542.760811 = -509081.840635 nChanged 351 SP:Iteration 23Q (327.218731 sec): 3 clusters Score: Raw -509744.121329 + Penalty 542.760811 = -509201.360519 nChanged 369 SP:Iteration 24Q (327.274160 sec): 3 clusters Score: Raw -509880.250957 + Penalty 542.760811 = -509337.490147 nChanged 356 SP:Iteration 25Q (327.338881 sec): 3 clusters Score: Raw -510013.245186 + Penalty 542.760811 = -509470.484375 nChanged 346 SP:Iteration 26Q (327.394465 sec): 3 clusters Score: Raw -510135.983427 + Penalty 542.760811 = -509593.222616 nChanged 342 SP:Iteration 27Q (327.468302 sec): 3 clusters Score: Raw -510258.760260 + Penalty 542.760811 = -509715.999449 nChanged 342 SP:Iteration 28Q (327.527636 sec): 3 clusters Score: Raw -510383.389492 + Penalty 542.760811 = -509840.628682 nChanged 330 SP:Iteration 29Q (327.591201 sec): 3 clusters Score: Raw -510502.920732 + Penalty 542.760811 = -509960.159921 nChanged 312 SP:Iteration 30Q (327.653273 sec): 3 clusters Score: Raw -510621.368002 + Penalty 542.760811 = -510078.607191 nChanged 294 SP:Iteration 31Q (327.709568 sec): 3 clusters Score: Raw -510734.459069 + Penalty 542.760811 = -510191.698259 nChanged 295 SP:Iteration 32Q (327.770969 sec): 3 clusters Score: Raw -510843.231243 + Penalty 542.760811 = -510300.470432 nChanged 267 SP:Iteration 33Q (327.830823 sec): 3 clusters Score: Raw -510935.118688 + Penalty 542.760811 = -510392.357878 nChanged 238 SP:Iteration 34Q (327.892969 sec): 3 clusters Score: Raw -511020.028761 + Penalty 542.760811 = -510477.267950 nChanged 238 SP:Iteration 35Q (327.954385 sec): 3 clusters Score: Raw -511100.628199 + Penalty 542.760811 = -510557.867388 nChanged 240 SP:Iteration 36Q (328.004384 sec): 3 clusters Score: Raw -511176.772398 + Penalty 542.760811 = -510634.011587 nChanged 222 SP:Iteration 37Q (328.075548 sec): 3 clusters Score: Raw -511245.966618 + Penalty 542.760811 = -510703.205807 nChanged 206 SP:Iteration 38Q (328.136329 sec): 3 clusters Score: Raw -511308.983035 + Penalty 542.760811 = -510766.222225 nChanged 195 SP:Iteration 39Q (328.197682 sec): 3 clusters Score: Raw -511367.651638 + Penalty 542.760811 = -510824.890828 nChanged 189 SP:Iteration 40F (328.256462 sec): 3 clusters Score: Raw -511437.361054 + Penalty 542.760811 = -510894.600244 nChanged 182 SP:Iteration 41Q (328.320488 sec): 3 clusters Score: Raw -511507.862944 + Penalty 542.760811 = -510965.102133 nChanged 182 SP:Iteration 42Q (328.384457 sec): 3 clusters Score: Raw -511574.540058 + Penalty 542.760811 = -511031.779248 nChanged 145 SP:Iteration 43Q (328.449604 sec): 3 clusters Score: Raw -511620.193315 + Penalty 542.760811 = -511077.432505 nChanged 115 SP:Iteration 44Q (328.501654 sec): 3 clusters Score: Raw -511655.284864 + Penalty 542.760811 = -511112.524053 nChanged 96 SP:Iteration 45Q (328.564870 sec): 3 clusters Score: Raw -511687.308652 + Penalty 542.760811 = -511144.547841 nChanged 93 SP:Iteration 46Q (328.633724 sec): 3 clusters Score: Raw -511716.161342 + Penalty 542.760811 = -511173.400531 nChanged 64 SP:Iteration 47Q (328.683159 sec): 3 clusters Score: Raw -511739.066794 + Penalty 542.760811 = -511196.305983 nChanged 59 SP:Iteration 48Q (328.755108 sec): 3 clusters Score: Raw -511761.453472 + Penalty 542.760811 = -511218.692661 nChanged 67 SP:Iteration 49Q (328.805106 sec): 3 clusters Score: Raw -511795.383683 + Penalty 542.760811 = -511252.622873 nChanged 71 SP:Iteration 50Q (328.875568 sec): 3 clusters Score: Raw -511832.002832 + Penalty 542.760811 = -511289.242022 nChanged 60 SP:Iteration 51Q (328.936710 sec): 3 clusters Score: Raw -511865.476609 + Penalty 542.760811 = -511322.715798 nChanged 52 SP:Iteration 52Q (328.984512 sec): 3 clusters Score: Raw -511905.237356 + Penalty 542.760811 = -511362.476545 nChanged 51 SP:Iteration 53Q (329.048100 sec): 3 clusters Score: Raw -511933.384016 + Penalty 542.760811 = -511390.623206 nChanged 48 SP:Iteration 54Q (329.104231 sec): 3 clusters Score: Raw -511955.967989 + Penalty 542.760811 = -511413.207178 nChanged 31 SP:Iteration 55Q (329.162977 sec): 3 clusters Score: Raw -511966.238061 + Penalty 542.760811 = -511423.477250 nChanged 24 SP:Iteration 56Q (329.234551 sec): 3 clusters Score: Raw -511972.839873 + Penalty 542.760811 = -511430.079062 nChanged 13 SP:Iteration 57Q (329.293495 sec): 3 clusters Score: Raw -511976.932668 + Penalty 542.760811 = -511434.171858 nChanged 15 SP:Iteration 58Q (329.341146 sec): 3 clusters Score: Raw -511983.738046 + Penalty 542.760811 = -511440.977235 nChanged 16 SP:Iteration 59Q (329.411020 sec): 3 clusters Score: Raw -511991.742446 + Penalty 542.760811 = -511448.981635 nChanged 23 SP:Iteration 60F (329.469011 sec): 3 clusters Score: Raw -512002.209355 + Penalty 542.760811 = -511459.448544 nChanged 17 SP:Iteration 61Q (329.519872 sec): 3 clusters Score: Raw -512010.071381 + Penalty 542.760811 = -511467.310571 nChanged 16 SP:Iteration 62Q (329.578697 sec): 3 clusters Score: Raw -512017.744893 + Penalty 542.760811 = -511474.984083 nChanged 18 SP:Iteration 63Q (329.635691 sec): 3 clusters Score: Raw -512024.897620 + Penalty 542.760811 = -511482.136810 nChanged 25 SP:Iteration 64Q (329.698730 sec): 3 clusters Score: Raw -512031.752686 + Penalty 542.760811 = -511488.991875 nChanged 15 SP:Iteration 65Q (329.757699 sec): 3 clusters Score: Raw -512036.222565 + Penalty 542.760811 = -511493.461755 nChanged 14 SP:Iteration 66Q (329.821721 sec): 3 clusters Score: Raw -512041.322145 + Penalty 542.760811 = -511498.561335 nChanged 17 SP:Iteration 67Q (329.879219 sec): 3 clusters Score: Raw -512045.287928 + Penalty 542.760811 = -511502.527117 nChanged 10 SP:Iteration 68Q (329.945153 sec): 3 clusters Score: Raw -512046.869062 + Penalty 542.760811 = -511504.108252 nChanged 7 SP:Iteration 69Q (330.005240 sec): 3 clusters Score: Raw -512047.993415 + Penalty 542.760811 = -511505.232604 nChanged 7 SP:Iteration 70Q (330.053202 sec): 3 clusters Score: Raw -512050.381532 + Penalty 542.760811 = -511507.620721 nChanged 10 SP:Iteration 71Q (330.118818 sec): 3 clusters Score: Raw -512053.287043 + Penalty 542.760811 = -511510.526232 nChanged 7 SP:Iteration 72Q (330.176086 sec): 3 clusters Score: Raw -512055.192020 + Penalty 542.760811 = -511512.431210 nChanged 9 SP:Iteration 73Q (330.242437 sec): 3 clusters Score: Raw -512058.081360 + Penalty 542.760811 = -511515.320549 nChanged 7 SP:Iteration 74Q (330.294771 sec): 3 clusters Score: Raw -512059.520497 + Penalty 542.760811 = -511516.759687 nChanged 5 SP:Iteration 75Q (330.366953 sec): 3 clusters Score: Raw -512060.169372 + Penalty 542.760811 = -511517.408561 nChanged 8 SP:Iteration 76Q (330.417954 sec): 3 clusters Score: Raw -512061.231509 + Penalty 542.760811 = -511518.470698 nChanged 4 SP:Iteration 77Q (330.485006 sec): 3 clusters Score: Raw -512062.236801 + Penalty 542.760811 = -511519.475991 nChanged 8 SP:Iteration 78Q (330.535176 sec): 3 clusters Score: Raw -512063.420439 + Penalty 542.760811 = -511520.659628 nChanged 9 SP:Iteration 79Q (330.596437 sec): 3 clusters Score: Raw -512064.381613 + Penalty 542.760811 = -511521.620802 nChanged 2 SP:Iteration 80F (330.673391 sec): 3 clusters Score: Raw -512064.793634 + Penalty 542.760811 = -511522.032824 nChanged 3 SP:Iteration 81Q (330.727371 sec): 3 clusters Score: Raw -512065.355954 + Penalty 542.760811 = -511522.595144 nChanged 4 SP:Iteration 82Q (330.787040 sec): 3 clusters Score: Raw -512065.894500 + Penalty 542.760811 = -511523.133689 nChanged 3 SP:Iteration 83Q (330.849371 sec): 3 clusters Score: Raw -512066.132196 + Penalty 542.760811 = -511523.371385 nChanged 2 SP:Iteration 84Q (330.912695 sec): 3 clusters Score: Raw -512066.614184 + Penalty 542.760811 = -511523.853374 nChanged 4 SP:Iteration 85Q (330.974802 sec): 3 clusters Score: Raw -512067.399065 + Penalty 542.760811 = -511524.638255 nChanged 1 SP:Iteration 86Q (331.041063 sec): 3 clusters Score: Raw -512067.627192 + Penalty 542.760811 = -511524.866382 nChanged 3 SP:Iteration 87Q (331.101460 sec): 3 clusters Score: Raw -512067.921992 + Penalty 542.760811 = -511525.161181 nChanged 2 SP:Iteration 88Q (331.163278 sec): 3 clusters Score: Raw -512068.201736 + Penalty 542.760811 = -511525.440925 nChanged 4 SP:Iteration 89Q (331.212847 sec): 3 clusters Score: Raw -512068.755143 + Penalty 542.760811 = -511525.994333 nChanged 3 SP:Iteration 90Q (331.285422 sec): 3 clusters Score: Raw -512069.168546 + Penalty 542.760811 = -511526.407735 nChanged 8 SP:Iteration 91Q (331.345281 sec): 3 clusters Score: Raw -512070.618034 + Penalty 542.760811 = -511527.857223 nChanged 5 SP:Iteration 92Q (331.397457 sec): 3 clusters Score: Raw -512070.987274 + Penalty 542.760811 = -511528.226464 nChanged 1 SP:Iteration 93Q (331.453506 sec): 3 clusters Score: Raw -512071.052246 + Penalty 542.760811 = -511528.291436 nChanged 0 SP:Iteration 94F (331.525212 sec): 3 clusters Score: Raw -512071.052246 + Penalty 542.760811 = -511528.291436 nChanged 0 Trying to split cluster 11 (610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (331.540018 sec): 2 clusters Score: Raw -16347.261622 + Penalty 176.370121 = -16170.891500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (331.589878 sec): 3 clusters Score: Raw -16057.966788 + Penalty 352.740243 = -15705.226545 nChanged 238 SP:Iteration 1F (331.649685 sec): 3 clusters Score: Raw -16258.344979 + Penalty 352.740243 = -15905.604736 nChanged 58 SP:Iteration 2F (331.694447 sec): 3 clusters Score: Raw -16313.404869 + Penalty 352.740243 = -15960.664626 nChanged 32 SP:Iteration 3F (331.735833 sec): 3 clusters Score: Raw -16341.077520 + Penalty 352.740243 = -15988.337278 nChanged 15 SP:Iteration 4Q (331.783671 sec): 3 clusters Score: Raw -16364.198550 + Penalty 352.740243 = -16011.458307 nChanged 18 SP:Iteration 5Q (331.832374 sec): 3 clusters Score: Raw -16375.512768 + Penalty 352.740243 = -16022.772525 nChanged 11 SP:Iteration 6Q (331.875217 sec): 3 clusters Score: Raw -16380.817138 + Penalty 352.740243 = -16028.076895 nChanged 9 SP:Iteration 7Q (331.918497 sec): 3 clusters Score: Raw -16383.671131 + Penalty 352.740243 = -16030.930888 nChanged 1 SP:Iteration 8Q (331.959593 sec): 3 clusters Score: Raw -16384.060957 + Penalty 352.740243 = -16031.320715 nChanged 4 SP:Iteration 9Q (332.009526 sec): 3 clusters Score: Raw -16385.577991 + Penalty 352.740243 = -16032.837748 nChanged 4 SP:Iteration 10Q (332.057167 sec): 3 clusters Score: Raw -16386.935670 + Penalty 352.740243 = -16034.195428 nChanged 0 SP:Iteration 11F (332.104520 sec): 3 clusters Score: Raw -16386.935670 + Penalty 352.740243 = -16034.195428 nChanged 0 Trying to split cluster 12 (35953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (332.162662 sec): 2 clusters Score: Raw -1030262.426335 + Penalty 288.474115 = -1029973.952221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (332.236108 sec): 3 clusters Score: Raw -1006347.003068 + Penalty 576.948229 = -1005770.054838 nChanged 17346 SP:Iteration 1F (332.310893 sec): 3 clusters Score: Raw -1016796.663337 + Penalty 576.948229 = -1016219.715107 nChanged 1959 SP:Iteration 2F (332.382738 sec): 3 clusters Score: Raw -1017744.774962 + Penalty 576.948229 = -1017167.826733 nChanged 2143 SP:Iteration 3F (332.455367 sec): 3 clusters Score: Raw -1019213.272946 + Penalty 576.948229 = -1018636.324717 nChanged 2377 SP:Iteration 4F (332.529663 sec): 3 clusters Score: Raw -1021268.471003 + Penalty 576.948229 = -1020691.522774 nChanged 2419 SP:Iteration 5F (332.602821 sec): 3 clusters Score: Raw -1023301.092443 + Penalty 576.948229 = -1022724.144213 nChanged 1985 SP:Iteration 6F (332.672210 sec): 3 clusters Score: Raw -1024612.368609 + Penalty 576.948229 = -1024035.420380 nChanged 1417 SP:Iteration 7Q (332.750497 sec): 3 clusters Score: Raw -1025291.191273 + Penalty 576.948229 = -1024714.243043 nChanged 1000 SP:Iteration 8Q (332.833382 sec): 3 clusters Score: Raw -1025691.291374 + Penalty 576.948229 = -1025114.343145 nChanged 817 SP:Iteration 9Q (332.906822 sec): 3 clusters Score: Raw -1026027.296339 + Penalty 576.948229 = -1025450.348109 nChanged 760 SP:Iteration 10Q (332.980091 sec): 3 clusters Score: Raw -1026359.180149 + Penalty 576.948229 = -1025782.231920 nChanged 742 SP:Iteration 11Q (333.052135 sec): 3 clusters Score: Raw -1026691.454508 + Penalty 576.948229 = -1026114.506279 nChanged 710 SP:Iteration 12Q (333.127213 sec): 3 clusters Score: Raw -1027053.556477 + Penalty 576.948229 = -1026476.608247 nChanged 715 SP:Iteration 13Q (333.191363 sec): 3 clusters Score: Raw -1027466.709203 + Penalty 576.948229 = -1026889.760973 nChanged 689 SP:Iteration 14Q (333.265368 sec): 3 clusters Score: Raw -1027896.817050 + Penalty 576.948229 = -1027319.868820 nChanged 620 SP:Iteration 15Q (333.348363 sec): 3 clusters Score: Raw -1028293.528428 + Penalty 576.948229 = -1027716.580198 nChanged 554 SP:Iteration 16Q (333.424842 sec): 3 clusters Score: Raw -1028688.333659 + Penalty 576.948229 = -1028111.385429 nChanged 483 SP:Iteration 17Q (333.491365 sec): 3 clusters Score: Raw -1029044.734016 + Penalty 576.948229 = -1028467.785786 nChanged 423 SP:Iteration 18Q (333.572843 sec): 3 clusters Score: Raw -1029361.891889 + Penalty 576.948229 = -1028784.943660 nChanged 357 SP:Iteration 19Q (333.643246 sec): 3 clusters Score: Raw -1029624.893376 + Penalty 576.948229 = -1029047.945147 nChanged 289 SP:Iteration 20F (333.717233 sec): 3 clusters Score: Raw -1029795.745072 + Penalty 576.948229 = -1029218.796842 nChanged 246 SP:Iteration 21Q (333.784380 sec): 3 clusters Score: Raw -1029926.841109 + Penalty 576.948229 = -1029349.892880 nChanged 204 SP:Iteration 22Q (333.864462 sec): 3 clusters Score: Raw -1030025.901542 + Penalty 576.948229 = -1029448.953312 nChanged 169 SP:Iteration 23Q (333.935779 sec): 3 clusters Score: Raw -1030090.998452 + Penalty 576.948229 = -1029514.050223 nChanged 134 SP:Iteration 24Q (333.999212 sec): 3 clusters Score: Raw -1030126.780251 + Penalty 576.948229 = -1029549.832022 nChanged 101 SP:Iteration 25Q (334.071409 sec): 3 clusters Score: Raw -1030147.756235 + Penalty 576.948229 = -1029570.808006 nChanged 71 SP:Iteration 26Q (334.139565 sec): 3 clusters Score: Raw -1030161.061102 + Penalty 576.948229 = -1029584.112873 nChanged 67 SP:Iteration 27Q (334.218079 sec): 3 clusters Score: Raw -1030172.478308 + Penalty 576.948229 = -1029595.530079 nChanged 50 SP:Iteration 28Q (334.282128 sec): 3 clusters Score: Raw -1030180.842903 + Penalty 576.948229 = -1029603.894674 nChanged 46 SP:Iteration 29Q (334.357961 sec): 3 clusters Score: Raw -1030189.183896 + Penalty 576.948229 = -1029612.235667 nChanged 49 SP:Iteration 30Q (334.421337 sec): 3 clusters Score: Raw -1030198.887506 + Penalty 576.948229 = -1029621.939277 nChanged 50 SP:Iteration 31Q (334.503480 sec): 3 clusters Score: Raw -1030207.220651 + Penalty 576.948229 = -1029630.272421 nChanged 48 SP:Iteration 32Q (334.572241 sec): 3 clusters Score: Raw -1030215.539298 + Penalty 576.948229 = -1029638.591069 nChanged 45 SP:Iteration 33Q (334.649048 sec): 3 clusters Score: Raw -1030222.176967 + Penalty 576.948229 = -1029645.228737 nChanged 32 SP:Iteration 34Q (334.713511 sec): 3 clusters Score: Raw -1030225.469167 + Penalty 576.948229 = -1029648.520938 nChanged 23 SP:Iteration 35Q (334.800133 sec): 3 clusters Score: Raw -1030228.171341 + Penalty 576.948229 = -1029651.223111 nChanged 24 SP:Iteration 36Q (334.877626 sec): 3 clusters Score: Raw -1030230.589992 + Penalty 576.948229 = -1029653.641762 nChanged 20 SP:Iteration 37Q (334.951028 sec): 3 clusters Score: Raw -1030232.336702 + Penalty 576.948229 = -1029655.388472 nChanged 15 SP:Iteration 38Q (335.013209 sec): 3 clusters Score: Raw -1030233.072702 + Penalty 576.948229 = -1029656.124472 nChanged 10 SP:Iteration 39Q (335.079253 sec): 3 clusters Score: Raw -1030233.478212 + Penalty 576.948229 = -1029656.529982 nChanged 6 SP:Iteration 40F (335.157833 sec): 3 clusters Score: Raw -1030233.785818 + Penalty 576.948229 = -1029656.837588 nChanged 4 SP:Iteration 41Q (335.232640 sec): 3 clusters Score: Raw -1030233.940553 + Penalty 576.948229 = -1029656.992323 nChanged 4 SP:Iteration 42Q (335.301403 sec): 3 clusters Score: Raw -1030234.081900 + Penalty 576.948229 = -1029657.133671 nChanged 4 SP:Iteration 43Q (335.370798 sec): 3 clusters Score: Raw -1030234.303268 + Penalty 576.948229 = -1029657.355039 nChanged 3 SP:Iteration 44Q (335.447835 sec): 3 clusters Score: Raw -1030234.501494 + Penalty 576.948229 = -1029657.553264 nChanged 10 SP:Iteration 45Q (335.514932 sec): 3 clusters Score: Raw -1030235.197918 + Penalty 576.948229 = -1029658.249689 nChanged 10 SP:Iteration 46Q (335.582339 sec): 3 clusters Score: Raw -1030235.949405 + Penalty 576.948229 = -1029659.001176 nChanged 15 SP:Iteration 47Q (335.655409 sec): 3 clusters Score: Raw -1030237.634319 + Penalty 576.948229 = -1029660.686090 nChanged 19 SP:Iteration 48Q (335.727144 sec): 3 clusters Score: Raw -1030239.768702 + Penalty 576.948229 = -1029662.820473 nChanged 19 SP:Iteration 49Q (335.797748 sec): 3 clusters Score: Raw -1030241.978973 + Penalty 576.948229 = -1029665.030744 nChanged 17 SP:Iteration 50Q (335.871080 sec): 3 clusters Score: Raw -1030243.606262 + Penalty 576.948229 = -1029666.658033 nChanged 22 SP:Iteration 51Q (335.948187 sec): 3 clusters Score: Raw -1030245.705787 + Penalty 576.948229 = -1029668.757558 nChanged 17 SP:Iteration 52Q (336.024441 sec): 3 clusters Score: Raw -1030246.953410 + Penalty 576.948229 = -1029670.005181 nChanged 12 SP:Iteration 53Q (336.105718 sec): 3 clusters Score: Raw -1030247.786695 + Penalty 576.948229 = -1029670.838466 nChanged 13 SP:Iteration 54Q (336.177368 sec): 3 clusters Score: Raw -1030248.610683 + Penalty 576.948229 = -1029671.662454 nChanged 11 SP:Iteration 55Q (336.252210 sec): 3 clusters Score: Raw -1030249.395821 + Penalty 576.948229 = -1029672.447592 nChanged 9 SP:Iteration 56Q (336.322547 sec): 3 clusters Score: Raw -1030249.810859 + Penalty 576.948229 = -1029672.862630 nChanged 7 SP:Iteration 57Q (336.396781 sec): 3 clusters Score: Raw -1030250.126581 + Penalty 576.948229 = -1029673.178351 nChanged 4 SP:Iteration 58Q (336.467384 sec): 3 clusters Score: Raw -1030250.397360 + Penalty 576.948229 = -1029673.449131 nChanged 6 SP:Iteration 59Q (336.538892 sec): 3 clusters Score: Raw -1030250.693908 + Penalty 576.948229 = -1029673.745678 nChanged 7 SP:Iteration 60F (336.611746 sec): 3 clusters Score: Raw -1030251.236039 + Penalty 576.948229 = -1029674.287809 nChanged 11 SP:Iteration 61Q (336.684257 sec): 3 clusters Score: Raw -1030252.255830 + Penalty 576.948229 = -1029675.307600 nChanged 13 SP:Iteration 62Q (336.759752 sec): 3 clusters Score: Raw -1030253.213169 + Penalty 576.948229 = -1029676.264940 nChanged 12 SP:Iteration 63Q (336.832868 sec): 3 clusters Score: Raw -1030253.869756 + Penalty 576.948229 = -1029676.921527 nChanged 9 SP:Iteration 64Q (336.904357 sec): 3 clusters Score: Raw -1030254.499300 + Penalty 576.948229 = -1029677.551071 nChanged 7 SP:Iteration 65Q (336.976783 sec): 3 clusters Score: Raw -1030255.039458 + Penalty 576.948229 = -1029678.091229 nChanged 7 SP:Iteration 66Q (337.050146 sec): 3 clusters Score: Raw -1030256.239610 + Penalty 576.948229 = -1029679.291381 nChanged 12 SP:Iteration 67Q (337.122468 sec): 3 clusters Score: Raw -1030258.128821 + Penalty 576.948229 = -1029681.180591 nChanged 12 SP:Iteration 68Q (337.189982 sec): 3 clusters Score: Raw -1030259.216962 + Penalty 576.948229 = -1029682.268733 nChanged 8 SP:Iteration 69Q (337.263795 sec): 3 clusters Score: Raw -1030259.876640 + Penalty 576.948229 = -1029682.928410 nChanged 5 SP:Iteration 70Q (337.338310 sec): 3 clusters Score: Raw -1030260.376390 + Penalty 576.948229 = -1029683.428160 nChanged 8 SP:Iteration 71Q (337.415316 sec): 3 clusters Score: Raw -1030260.952694 + Penalty 576.948229 = -1029684.004464 nChanged 6 SP:Iteration 72Q (337.487358 sec): 3 clusters Score: Raw -1030261.497982 + Penalty 576.948229 = -1029684.549753 nChanged 5 SP:Iteration 73Q (337.562399 sec): 3 clusters Score: Raw -1030261.828962 + Penalty 576.948229 = -1029684.880733 nChanged 7 SP:Iteration 74Q (337.636252 sec): 3 clusters Score: Raw -1030262.354635 + Penalty 576.948229 = -1029685.406406 nChanged 3 SP:Iteration 75Q (337.705817 sec): 3 clusters Score: Raw -1030262.472195 + Penalty 576.948229 = -1029685.523966 nChanged 1 SP:Iteration 76Q (337.776968 sec): 3 clusters Score: Raw -1030262.503265 + Penalty 576.948229 = -1029685.555036 nChanged 1 SP:Iteration 77Q (337.849512 sec): 3 clusters Score: Raw -1030262.554944 + Penalty 576.948229 = -1029685.606714 nChanged 0 SP:Iteration 78F (337.926034 sec): 3 clusters Score: Raw -1030262.554944 + Penalty 576.948229 = -1029685.606714 nChanged 0 Trying to split cluster 13 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (337.953597 sec): 2 clusters Score: Raw -10094.035398 + Penalty 169.664295 = -9924.371103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (338.005431 sec): 3 clusters Score: Raw -9876.317505 + Penalty 339.328590 = -9536.988914 nChanged 185 SP:Iteration 1F (338.055270 sec): 3 clusters Score: Raw -10045.661125 + Penalty 339.328590 = -9706.332535 nChanged 52 SP:Iteration 2F (338.101801 sec): 3 clusters Score: Raw -10114.914709 + Penalty 339.328590 = -9775.586118 nChanged 43 SP:Iteration 3F (338.143212 sec): 3 clusters Score: Raw -10157.663575 + Penalty 339.328590 = -9818.334985 nChanged 22 SP:Iteration 4Q (338.192958 sec): 3 clusters Score: Raw -10179.916511 + Penalty 339.328590 = -9840.587921 nChanged 15 SP:Iteration 5Q (338.239265 sec): 3 clusters Score: Raw -10196.399602 + Penalty 339.328590 = -9857.071012 nChanged 12 SP:Iteration 6Q (338.281124 sec): 3 clusters Score: Raw -10208.539847 + Penalty 339.328590 = -9869.211256 nChanged 6 SP:Iteration 7Q (338.338854 sec): 3 clusters Score: Raw -10216.299711 + Penalty 339.328590 = -9876.971121 nChanged 8 SP:Iteration 8Q (338.387695 sec): 3 clusters Score: Raw -10221.712146 + Penalty 339.328590 = -9882.383556 nChanged 1 SP:Iteration 9Q (338.432391 sec): 3 clusters Score: Raw -10221.921467 + Penalty 339.328590 = -9882.592877 nChanged 1 SP:Iteration 10Q (338.486578 sec): 3 clusters Score: Raw -10222.092938 + Penalty 339.328590 = -9882.764348 nChanged 1 SP:Iteration 11Q (338.531622 sec): 3 clusters Score: Raw -10222.373265 + Penalty 339.328590 = -9883.044675 nChanged 1 SP:Iteration 12Q (338.575314 sec): 3 clusters Score: Raw -10222.702464 + Penalty 339.328590 = -9883.373874 nChanged 0 SP:Iteration 13F (338.626872 sec): 3 clusters Score: Raw -10222.702464 + Penalty 339.328590 = -9883.373874 nChanged 0 Trying to split cluster 14 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (338.650118 sec): 2 clusters Score: Raw -4062.727823 + Penalty 156.298444 = -3906.429380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (338.697464 sec): 3 clusters Score: Raw -3938.601684 + Penalty 312.596887 = -3626.004797 nChanged 95 SP:Iteration 1F (338.749545 sec): 3 clusters Score: Raw -4052.888138 + Penalty 312.596887 = -3740.291251 nChanged 37 SP:Iteration 2F (338.786236 sec): 3 clusters Score: Raw -4091.211344 + Penalty 312.596887 = -3778.614457 nChanged 12 SP:Iteration 3Q (338.835994 sec): 3 clusters Score: Raw -4101.214151 + Penalty 312.596887 = -3788.617264 nChanged 7 SP:Iteration 4Q (338.877708 sec): 3 clusters Score: Raw -4104.239930 + Penalty 312.596887 = -3791.643043 nChanged 2 SP:Iteration 5Q (338.921016 sec): 3 clusters Score: Raw -4104.987109 + Penalty 312.596887 = -3792.390222 nChanged 0 SP:Iteration 6F (338.970599 sec): 3 clusters Score: Raw -4104.987109 + Penalty 312.596887 = -3792.390222 nChanged 0 Trying to split cluster 15 (5496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (338.989772 sec): 2 clusters Score: Raw -150128.346722 + Penalty 236.823835 = -149891.522886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (339.046722 sec): 3 clusters Score: Raw -146635.486952 + Penalty 473.647671 = -146161.839281 nChanged 2582 SP:Iteration 1F (339.089642 sec): 3 clusters Score: Raw -148249.358356 + Penalty 473.647671 = -147775.710685 nChanged 427 SP:Iteration 2F (339.144711 sec): 3 clusters Score: Raw -148577.652657 + Penalty 473.647671 = -148104.004986 nChanged 467 SP:Iteration 3F (339.189648 sec): 3 clusters Score: Raw -148943.792598 + Penalty 473.647671 = -148470.144927 nChanged 429 SP:Iteration 4F (339.245973 sec): 3 clusters Score: Raw -149292.279387 + Penalty 473.647671 = -148818.631716 nChanged 353 SP:Iteration 5F (339.292065 sec): 3 clusters Score: Raw -149563.674618 + Penalty 473.647671 = -149090.026947 nChanged 276 SP:Iteration 6F (339.348290 sec): 3 clusters Score: Raw -149792.691230 + Penalty 473.647671 = -149319.043559 nChanged 181 SP:Iteration 7Q (339.394420 sec): 3 clusters Score: Raw -149896.651175 + Penalty 473.647671 = -149423.003505 nChanged 111 SP:Iteration 8Q (339.455437 sec): 3 clusters Score: Raw -149951.984586 + Penalty 473.647671 = -149478.336916 nChanged 88 SP:Iteration 9Q (339.499336 sec): 3 clusters Score: Raw -150000.695877 + Penalty 473.647671 = -149527.048206 nChanged 75 SP:Iteration 10Q (339.554381 sec): 3 clusters Score: Raw -150037.474541 + Penalty 473.647671 = -149563.826870 nChanged 84 SP:Iteration 11Q (339.604519 sec): 3 clusters Score: Raw -150075.557157 + Penalty 473.647671 = -149601.909486 nChanged 80 SP:Iteration 12Q (339.649232 sec): 3 clusters Score: Raw -150109.816214 + Penalty 473.647671 = -149636.168543 nChanged 66 SP:Iteration 13Q (339.693658 sec): 3 clusters Score: Raw -150135.272629 + Penalty 473.647671 = -149661.624958 nChanged 51 SP:Iteration 14Q (339.736692 sec): 3 clusters Score: Raw -150150.961609 + Penalty 473.647671 = -149677.313938 nChanged 37 SP:Iteration 15Q (339.780549 sec): 3 clusters Score: Raw -150161.399199 + Penalty 473.647671 = -149687.751528 nChanged 39 SP:Iteration 16Q (339.831824 sec): 3 clusters Score: Raw -150174.688360 + Penalty 473.647671 = -149701.040689 nChanged 33 SP:Iteration 17Q (339.882272 sec): 3 clusters Score: Raw -150183.259894 + Penalty 473.647671 = -149709.612223 nChanged 20 SP:Iteration 18Q (339.940647 sec): 3 clusters Score: Raw -150186.435292 + Penalty 473.647671 = -149712.787621 nChanged 15 SP:Iteration 19Q (339.993596 sec): 3 clusters Score: Raw -150188.218954 + Penalty 473.647671 = -149714.571284 nChanged 15 SP:Iteration 20F (340.046342 sec): 3 clusters Score: Raw -150190.314514 + Penalty 473.647671 = -149716.666844 nChanged 13 SP:Iteration 21Q (340.104676 sec): 3 clusters Score: Raw -150192.142809 + Penalty 473.647671 = -149718.495138 nChanged 19 SP:Iteration 22Q (340.148727 sec): 3 clusters Score: Raw -150196.216000 + Penalty 473.647671 = -149722.568329 nChanged 20 SP:Iteration 23Q (340.203609 sec): 3 clusters Score: Raw -150201.442364 + Penalty 473.647671 = -149727.794693 nChanged 22 SP:Iteration 24Q (340.253701 sec): 3 clusters Score: Raw -150207.542012 + Penalty 473.647671 = -149733.894341 nChanged 18 SP:Iteration 25Q (340.309087 sec): 3 clusters Score: Raw -150211.356875 + Penalty 473.647671 = -149737.709205 nChanged 17 SP:Iteration 26Q (340.352378 sec): 3 clusters Score: Raw -150214.735954 + Penalty 473.647671 = -149741.088283 nChanged 18 SP:Iteration 27Q (340.410597 sec): 3 clusters Score: Raw -150218.147804 + Penalty 473.647671 = -149744.500133 nChanged 13 SP:Iteration 28Q (340.457429 sec): 3 clusters Score: Raw -150219.794944 + Penalty 473.647671 = -149746.147273 nChanged 12 SP:Iteration 29Q (340.498515 sec): 3 clusters Score: Raw -150222.415636 + Penalty 473.647671 = -149748.767965 nChanged 14 SP:Iteration 30Q (340.555775 sec): 3 clusters Score: Raw -150225.375199 + Penalty 473.647671 = -149751.727528 nChanged 12 SP:Iteration 31Q (340.598933 sec): 3 clusters Score: Raw -150228.788907 + Penalty 473.647671 = -149755.141236 nChanged 14 SP:Iteration 32Q (340.647637 sec): 3 clusters Score: Raw -150233.854904 + Penalty 473.647671 = -149760.207233 nChanged 24 SP:Iteration 33Q (340.698306 sec): 3 clusters Score: Raw -150244.778888 + Penalty 473.647671 = -149771.131218 nChanged 16 SP:Iteration 34Q (340.757422 sec): 3 clusters Score: Raw -150249.391601 + Penalty 473.647671 = -149775.743931 nChanged 9 SP:Iteration 35Q (340.804040 sec): 3 clusters Score: Raw -150251.103561 + Penalty 473.647671 = -149777.455891 nChanged 11 SP:Iteration 36Q (340.855352 sec): 3 clusters Score: Raw -150254.135425 + Penalty 473.647671 = -149780.487754 nChanged 12 SP:Iteration 37Q (340.903549 sec): 3 clusters Score: Raw -150256.537149 + Penalty 473.647671 = -149782.889478 nChanged 7 SP:Iteration 38Q (340.953876 sec): 3 clusters Score: Raw -150257.690521 + Penalty 473.647671 = -149784.042850 nChanged 10 SP:Iteration 39Q (340.995249 sec): 3 clusters Score: Raw -150259.979698 + Penalty 473.647671 = -149786.332027 nChanged 10 SP:Iteration 40F (341.051446 sec): 3 clusters Score: Raw -150262.093299 + Penalty 473.647671 = -149788.445628 nChanged 11 SP:Iteration 41Q (341.103161 sec): 3 clusters Score: Raw -150263.952915 + Penalty 473.647671 = -149790.305244 nChanged 6 SP:Iteration 42Q (341.145521 sec): 3 clusters Score: Raw -150265.749819 + Penalty 473.647671 = -149792.102148 nChanged 6 SP:Iteration 43Q (341.192266 sec): 3 clusters Score: Raw -150266.967821 + Penalty 473.647671 = -149793.320151 nChanged 6 SP:Iteration 44Q (341.240152 sec): 3 clusters Score: Raw -150268.195568 + Penalty 473.647671 = -149794.547897 nChanged 6 SP:Iteration 45Q (341.296647 sec): 3 clusters Score: Raw -150269.309028 + Penalty 473.647671 = -149795.661357 nChanged 5 SP:Iteration 46Q (341.344517 sec): 3 clusters Score: Raw -150270.222616 + Penalty 473.647671 = -149796.574945 nChanged 5 SP:Iteration 47Q (341.389810 sec): 3 clusters Score: Raw -150272.061793 + Penalty 473.647671 = -149798.414123 nChanged 6 SP:Iteration 48Q (341.436078 sec): 3 clusters Score: Raw -150273.610237 + Penalty 473.647671 = -149799.962566 nChanged 7 SP:Iteration 49Q (341.493057 sec): 3 clusters Score: Raw -150276.010793 + Penalty 473.647671 = -149802.363123 nChanged 9 SP:Iteration 50Q (341.534765 sec): 3 clusters Score: Raw -150279.377241 + Penalty 473.647671 = -149805.729570 nChanged 6 SP:Iteration 51Q (341.594797 sec): 3 clusters Score: Raw -150280.870939 + Penalty 473.647671 = -149807.223268 nChanged 2 SP:Iteration 52Q (341.633410 sec): 3 clusters Score: Raw -150281.825379 + Penalty 473.647671 = -149808.177708 nChanged 2 SP:Iteration 53Q (341.694769 sec): 3 clusters Score: Raw -150282.138828 + Penalty 473.647671 = -149808.491157 nChanged 3 SP:Iteration 54Q (341.741914 sec): 3 clusters Score: Raw -150282.578936 + Penalty 473.647671 = -149808.931265 nChanged 2 SP:Iteration 55Q (341.789257 sec): 3 clusters Score: Raw -150283.404794 + Penalty 473.647671 = -149809.757123 nChanged 2 SP:Iteration 56Q (341.837472 sec): 3 clusters Score: Raw -150283.597976 + Penalty 473.647671 = -149809.950306 nChanged 1 SP:Iteration 57Q (341.884577 sec): 3 clusters Score: Raw -150283.690164 + Penalty 473.647671 = -149810.042494 nChanged 0 SP:Iteration 58F (341.932535 sec): 3 clusters Score: Raw -150283.690164 + Penalty 473.647671 = -149810.042494 nChanged 0 Trying to split cluster 16 (11597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (341.968397 sec): 2 clusters Score: Raw -350170.277881 + Penalty 257.358797 = -349912.919084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (342.016673 sec): 3 clusters Score: Raw -342735.744099 + Penalty 514.717595 = -342221.026504 nChanged 5540 SP:Iteration 1F (342.077143 sec): 3 clusters Score: Raw -346219.079290 + Penalty 514.717595 = -345704.361695 nChanged 807 SP:Iteration 2F (342.121451 sec): 3 clusters Score: Raw -346558.026549 + Penalty 514.717595 = -346043.308954 nChanged 704 SP:Iteration 3F (342.187538 sec): 3 clusters Score: Raw -346834.229998 + Penalty 514.717595 = -346319.512403 nChanged 576 SP:Iteration 4Q (342.234904 sec): 3 clusters Score: Raw -347054.751171 + Penalty 514.717595 = -346540.033576 nChanged 475 SP:Iteration 5Q (342.289531 sec): 3 clusters Score: Raw -347237.559872 + Penalty 514.717595 = -346722.842278 nChanged 410 SP:Iteration 6Q (342.346582 sec): 3 clusters Score: Raw -347430.200611 + Penalty 514.717595 = -346915.483016 nChanged 416 SP:Iteration 7Q (342.406327 sec): 3 clusters Score: Raw -347656.262078 + Penalty 514.717595 = -347141.544483 nChanged 442 SP:Iteration 8Q (342.450743 sec): 3 clusters Score: Raw -347960.662731 + Penalty 514.717595 = -347445.945136 nChanged 448 SP:Iteration 9Q (342.505371 sec): 3 clusters Score: Raw -348276.328315 + Penalty 514.717595 = -347761.610720 nChanged 369 SP:Iteration 10Q (342.567173 sec): 3 clusters Score: Raw -348461.310642 + Penalty 514.717595 = -347946.593047 nChanged 292 SP:Iteration 11Q (342.624616 sec): 3 clusters Score: Raw -348590.211728 + Penalty 514.717595 = -348075.494133 nChanged 238 SP:Iteration 12Q (342.667796 sec): 3 clusters Score: Raw -348681.366230 + Penalty 514.717595 = -348166.648636 nChanged 213 SP:Iteration 13Q (342.728271 sec): 3 clusters Score: Raw -348765.887372 + Penalty 514.717595 = -348251.169777 nChanged 213 SP:Iteration 14Q (342.774340 sec): 3 clusters Score: Raw -348853.710910 + Penalty 514.717595 = -348338.993315 nChanged 226 SP:Iteration 15Q (342.828894 sec): 3 clusters Score: Raw -348948.895505 + Penalty 514.717595 = -348434.177911 nChanged 205 SP:Iteration 16Q (342.885718 sec): 3 clusters Score: Raw -349020.701994 + Penalty 514.717595 = -348505.984399 nChanged 182 SP:Iteration 17Q (342.940314 sec): 3 clusters Score: Raw -349086.389842 + Penalty 514.717595 = -348571.672247 nChanged 177 SP:Iteration 18Q (343.007479 sec): 3 clusters Score: Raw -349146.835238 + Penalty 514.717595 = -348632.117643 nChanged 158 SP:Iteration 19Q (343.063740 sec): 3 clusters Score: Raw -349199.944287 + Penalty 514.717595 = -348685.226692 nChanged 154 SP:Iteration 20F (343.117158 sec): 3 clusters Score: Raw -349249.808651 + Penalty 514.717595 = -348735.091057 nChanged 134 SP:Iteration 21Q (343.178357 sec): 3 clusters Score: Raw -349290.871065 + Penalty 514.717595 = -348776.153471 nChanged 132 SP:Iteration 22Q (343.235831 sec): 3 clusters Score: Raw -349332.707593 + Penalty 514.717595 = -348817.989999 nChanged 142 SP:Iteration 23Q (343.291747 sec): 3 clusters Score: Raw -349373.212087 + Penalty 514.717595 = -348858.494492 nChanged 134 SP:Iteration 24Q (343.337853 sec): 3 clusters Score: Raw -349409.747361 + Penalty 514.717595 = -348895.029766 nChanged 150 SP:Iteration 25Q (343.402429 sec): 3 clusters Score: Raw -349451.133144 + Penalty 514.717595 = -348936.415550 nChanged 127 SP:Iteration 26Q (343.447676 sec): 3 clusters Score: Raw -349489.058453 + Penalty 514.717595 = -348974.340858 nChanged 125 SP:Iteration 27Q (343.512001 sec): 3 clusters Score: Raw -349522.395744 + Penalty 514.717595 = -349007.678149 nChanged 107 SP:Iteration 28Q (343.566463 sec): 3 clusters Score: Raw -349546.095816 + Penalty 514.717595 = -349031.378221 nChanged 103 SP:Iteration 29Q (343.622166 sec): 3 clusters Score: Raw -349568.708800 + Penalty 514.717595 = -349053.991205 nChanged 96 SP:Iteration 30Q (343.673079 sec): 3 clusters Score: Raw -349591.500993 + Penalty 514.717595 = -349076.783399 nChanged 99 SP:Iteration 31Q (343.721926 sec): 3 clusters Score: Raw -349620.275767 + Penalty 514.717595 = -349105.558173 nChanged 110 SP:Iteration 32Q (343.775832 sec): 3 clusters Score: Raw -349651.941232 + Penalty 514.717595 = -349137.223637 nChanged 105 SP:Iteration 33Q (343.833028 sec): 3 clusters Score: Raw -349684.809525 + Penalty 514.717595 = -349170.091930 nChanged 105 SP:Iteration 34Q (343.901747 sec): 3 clusters Score: Raw -349720.341362 + Penalty 514.717595 = -349205.623767 nChanged 100 SP:Iteration 35Q (343.955083 sec): 3 clusters Score: Raw -349747.198665 + Penalty 514.717595 = -349232.481070 nChanged 83 SP:Iteration 36Q (344.005222 sec): 3 clusters Score: Raw -349769.693019 + Penalty 514.717595 = -349254.975425 nChanged 77 SP:Iteration 37Q (344.064077 sec): 3 clusters Score: Raw -349790.770503 + Penalty 514.717595 = -349276.052909 nChanged 81 SP:Iteration 38Q (344.112880 sec): 3 clusters Score: Raw -349814.899729 + Penalty 514.717595 = -349300.182134 nChanged 68 SP:Iteration 39Q (344.175065 sec): 3 clusters Score: Raw -349835.415114 + Penalty 514.717595 = -349320.697520 nChanged 63 SP:Iteration 40F (344.224959 sec): 3 clusters Score: Raw -349854.520764 + Penalty 514.717595 = -349339.803170 nChanged 65 SP:Iteration 41Q (344.289284 sec): 3 clusters Score: Raw -349875.721063 + Penalty 514.717595 = -349361.003468 nChanged 62 SP:Iteration 42Q (344.345475 sec): 3 clusters Score: Raw -349898.433851 + Penalty 514.717595 = -349383.716257 nChanged 60 SP:Iteration 43Q (344.403716 sec): 3 clusters Score: Raw -349915.757244 + Penalty 514.717595 = -349401.039649 nChanged 56 SP:Iteration 44Q (344.460915 sec): 3 clusters Score: Raw -349934.870087 + Penalty 514.717595 = -349420.152492 nChanged 64 SP:Iteration 45Q (344.514318 sec): 3 clusters Score: Raw -349959.398319 + Penalty 514.717595 = -349444.680725 nChanged 59 SP:Iteration 46Q (344.568329 sec): 3 clusters Score: Raw -349980.688695 + Penalty 514.717595 = -349465.971100 nChanged 51 SP:Iteration 47Q (344.633680 sec): 3 clusters Score: Raw -349996.810109 + Penalty 514.717595 = -349482.092514 nChanged 44 SP:Iteration 48Q (344.679293 sec): 3 clusters Score: Raw -350010.340742 + Penalty 514.717595 = -349495.623147 nChanged 32 SP:Iteration 49Q (344.741432 sec): 3 clusters Score: Raw -350020.192127 + Penalty 514.717595 = -349505.474533 nChanged 33 SP:Iteration 50Q (344.797180 sec): 3 clusters Score: Raw -350032.618996 + Penalty 514.717595 = -349517.901401 nChanged 38 SP:Iteration 51Q (344.854481 sec): 3 clusters Score: Raw -350047.437734 + Penalty 514.717595 = -349532.720139 nChanged 32 SP:Iteration 52Q (344.895470 sec): 3 clusters Score: Raw -350058.862382 + Penalty 514.717595 = -349544.144787 nChanged 31 SP:Iteration 53Q (344.955918 sec): 3 clusters Score: Raw -350066.225326 + Penalty 514.717595 = -349551.507731 nChanged 25 SP:Iteration 54Q (345.005928 sec): 3 clusters Score: Raw -350072.018516 + Penalty 514.717595 = -349557.300921 nChanged 19 SP:Iteration 55Q (345.071045 sec): 3 clusters Score: Raw -350077.332417 + Penalty 514.717595 = -349562.614822 nChanged 16 SP:Iteration 56Q (345.115993 sec): 3 clusters Score: Raw -350082.027879 + Penalty 514.717595 = -349567.310285 nChanged 11 SP:Iteration 57Q (345.174740 sec): 3 clusters Score: Raw -350085.809709 + Penalty 514.717595 = -349571.092114 nChanged 17 SP:Iteration 58Q (345.233112 sec): 3 clusters Score: Raw -350091.326565 + Penalty 514.717595 = -349576.608971 nChanged 16 SP:Iteration 59Q (345.281542 sec): 3 clusters Score: Raw -350096.558436 + Penalty 514.717595 = -349581.840841 nChanged 16 SP:Iteration 60F (345.331669 sec): 3 clusters Score: Raw -350100.877182 + Penalty 514.717595 = -349586.159588 nChanged 15 SP:Iteration 61Q (345.382552 sec): 3 clusters Score: Raw -350104.679051 + Penalty 514.717595 = -349589.961456 nChanged 15 SP:Iteration 62Q (345.446493 sec): 3 clusters Score: Raw -350109.497956 + Penalty 514.717595 = -349594.780362 nChanged 13 SP:Iteration 63Q (345.490665 sec): 3 clusters Score: Raw -350113.477798 + Penalty 514.717595 = -349598.760203 nChanged 12 SP:Iteration 64Q (345.544906 sec): 3 clusters Score: Raw -350119.562107 + Penalty 514.717595 = -349604.844512 nChanged 19 SP:Iteration 65Q (345.611168 sec): 3 clusters Score: Raw -350128.252608 + Penalty 514.717595 = -349613.535013 nChanged 20 SP:Iteration 66Q (345.669188 sec): 3 clusters Score: Raw -350137.030324 + Penalty 514.717595 = -349622.312729 nChanged 25 SP:Iteration 67Q (345.722853 sec): 3 clusters Score: Raw -350147.506461 + Penalty 514.717595 = -349632.788866 nChanged 18 SP:Iteration 68Q (345.779595 sec): 3 clusters Score: Raw -350154.950465 + Penalty 514.717595 = -349640.232870 nChanged 11 SP:Iteration 69Q (345.824209 sec): 3 clusters Score: Raw -350159.471022 + Penalty 514.717595 = -349644.753427 nChanged 9 SP:Iteration 70Q (345.878157 sec): 3 clusters Score: Raw -350162.474872 + Penalty 514.717595 = -349647.757277 nChanged 6 SP:Iteration 71Q (345.932292 sec): 3 clusters Score: Raw -350164.227209 + Penalty 514.717595 = -349649.509614 nChanged 4 SP:Iteration 72Q (345.998718 sec): 3 clusters Score: Raw -350164.897925 + Penalty 514.717595 = -349650.180330 nChanged 5 SP:Iteration 73Q (346.051460 sec): 3 clusters Score: Raw -350166.045201 + Penalty 514.717595 = -349651.327606 nChanged 5 SP:Iteration 74Q (346.106310 sec): 3 clusters Score: Raw -350167.530644 + Penalty 514.717595 = -349652.813049 nChanged 3 SP:Iteration 75Q (346.162433 sec): 3 clusters Score: Raw -350168.213972 + Penalty 514.717595 = -349653.496377 nChanged 5 SP:Iteration 76Q (346.215857 sec): 3 clusters Score: Raw -350170.945621 + Penalty 514.717595 = -349656.228026 nChanged 5 SP:Iteration 77Q (346.262840 sec): 3 clusters Score: Raw -350172.097894 + Penalty 514.717595 = -349657.380299 nChanged 3 SP:Iteration 78Q (346.316588 sec): 3 clusters Score: Raw -350173.248571 + Penalty 514.717595 = -349658.530977 nChanged 0 SP:Iteration 79F (346.376581 sec): 3 clusters Score: Raw -350173.248571 + Penalty 514.717595 = -349658.530977 nChanged 0 Trying to split cluster 17 (2553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (346.406951 sec): 2 clusters Score: Raw -69668.731610 + Penalty 215.738171 = -69452.993438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (346.445703 sec): 3 clusters Score: Raw -68176.448638 + Penalty 431.476343 = -67744.972295 nChanged 1148 SP:Iteration 1F (346.494308 sec): 3 clusters Score: Raw -68880.948498 + Penalty 431.476343 = -68449.472155 nChanged 176 SP:Iteration 2F (346.551435 sec): 3 clusters Score: Raw -68990.209278 + Penalty 431.476343 = -68558.732935 nChanged 148 SP:Iteration 3F (346.604468 sec): 3 clusters Score: Raw -69100.833966 + Penalty 431.476343 = -68669.357623 nChanged 132 SP:Iteration 4F (346.659638 sec): 3 clusters Score: Raw -69194.557608 + Penalty 431.476343 = -68763.081265 nChanged 109 SP:Iteration 5Q (346.700071 sec): 3 clusters Score: Raw -69310.952620 + Penalty 431.476343 = -68879.476277 nChanged 102 SP:Iteration 6Q (346.757151 sec): 3 clusters Score: Raw -69379.597157 + Penalty 431.476343 = -68948.120814 nChanged 76 SP:Iteration 7Q (346.803715 sec): 3 clusters Score: Raw -69427.261202 + Penalty 431.476343 = -68995.784859 nChanged 81 SP:Iteration 8Q (346.853984 sec): 3 clusters Score: Raw -69475.738681 + Penalty 431.476343 = -69044.262338 nChanged 58 SP:Iteration 9Q (346.901371 sec): 3 clusters Score: Raw -69508.286493 + Penalty 431.476343 = -69076.810150 nChanged 59 SP:Iteration 10Q (346.946952 sec): 3 clusters Score: Raw -69547.139513 + Penalty 431.476343 = -69115.663170 nChanged 49 SP:Iteration 11Q (346.994739 sec): 3 clusters Score: Raw -69576.744473 + Penalty 431.476343 = -69145.268130 nChanged 63 SP:Iteration 12Q (347.042673 sec): 3 clusters Score: Raw -69618.979432 + Penalty 431.476343 = -69187.503089 nChanged 51 SP:Iteration 13Q (347.097224 sec): 3 clusters Score: Raw -69665.385199 + Penalty 431.476343 = -69233.908856 nChanged 45 SP:Iteration 14Q (347.148476 sec): 3 clusters Score: Raw -69698.112687 + Penalty 431.476343 = -69266.636344 nChanged 28 SP:Iteration 15Q (347.193261 sec): 3 clusters Score: Raw -69712.018258 + Penalty 431.476343 = -69280.541915 nChanged 24 SP:Iteration 16Q (347.245630 sec): 3 clusters Score: Raw -69721.901705 + Penalty 431.476343 = -69290.425362 nChanged 16 SP:Iteration 17Q (347.283597 sec): 3 clusters Score: Raw -69729.695896 + Penalty 431.476343 = -69298.219554 nChanged 15 SP:Iteration 18Q (347.336213 sec): 3 clusters Score: Raw -69734.997113 + Penalty 431.476343 = -69303.520770 nChanged 13 SP:Iteration 19Q (347.384552 sec): 3 clusters Score: Raw -69738.604803 + Penalty 431.476343 = -69307.128460 nChanged 7 SP:Iteration 20F (347.422095 sec): 3 clusters Score: Raw -69740.640192 + Penalty 431.476343 = -69309.163850 nChanged 5 SP:Iteration 21Q (347.471632 sec): 3 clusters Score: Raw -69741.878384 + Penalty 431.476343 = -69310.402041 nChanged 2 SP:Iteration 22Q (347.527635 sec): 3 clusters Score: Raw -69742.480869 + Penalty 431.476343 = -69311.004526 nChanged 3 SP:Iteration 23Q (347.566147 sec): 3 clusters Score: Raw -69742.883235 + Penalty 431.476343 = -69311.406892 nChanged 1 SP:Iteration 24Q (347.613958 sec): 3 clusters Score: Raw -69742.978839 + Penalty 431.476343 = -69311.502496 nChanged 0 SP:Iteration 25F (347.670140 sec): 3 clusters Score: Raw -69742.978839 + Penalty 431.476343 = -69311.502496 nChanged 0 Trying to split cluster 18 (7710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (347.703283 sec): 2 clusters Score: Raw -227870.006565 + Penalty 246.132520 = -227623.874045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (347.756821 sec): 3 clusters Score: Raw -222913.679466 + Penalty 492.265041 = -222421.414425 nChanged 3670 SP:Iteration 1F (347.806177 sec): 3 clusters Score: Raw -225427.654179 + Penalty 492.265041 = -224935.389138 nChanged 588 SP:Iteration 2F (347.857444 sec): 3 clusters Score: Raw -225864.432758 + Penalty 492.265041 = -225372.167718 nChanged 562 SP:Iteration 3F (347.902728 sec): 3 clusters Score: Raw -226318.824833 + Penalty 492.265041 = -225826.559792 nChanged 523 SP:Iteration 4F (347.965435 sec): 3 clusters Score: Raw -226729.578536 + Penalty 492.265041 = -226237.313496 nChanged 453 SP:Iteration 5F (348.005938 sec): 3 clusters Score: Raw -227049.392699 + Penalty 492.265041 = -226557.127658 nChanged 357 SP:Iteration 6Q (348.070049 sec): 3 clusters Score: Raw -227254.003902 + Penalty 492.265041 = -226761.738861 nChanged 227 SP:Iteration 7Q (348.115863 sec): 3 clusters Score: Raw -227363.494924 + Penalty 492.265041 = -226871.229884 nChanged 154 SP:Iteration 8Q (348.168110 sec): 3 clusters Score: Raw -227435.056144 + Penalty 492.265041 = -226942.791103 nChanged 144 SP:Iteration 9Q (348.225960 sec): 3 clusters Score: Raw -227500.782681 + Penalty 492.265041 = -227008.517641 nChanged 128 SP:Iteration 10Q (348.272309 sec): 3 clusters Score: Raw -227550.824244 + Penalty 492.265041 = -227058.559204 nChanged 129 SP:Iteration 11Q (348.329681 sec): 3 clusters Score: Raw -227602.300472 + Penalty 492.265041 = -227110.035431 nChanged 111 SP:Iteration 12Q (348.383706 sec): 3 clusters Score: Raw -227634.068669 + Penalty 492.265041 = -227141.803629 nChanged 80 SP:Iteration 13Q (348.439663 sec): 3 clusters Score: Raw -227650.647335 + Penalty 492.265041 = -227158.382294 nChanged 66 SP:Iteration 14Q (348.492965 sec): 3 clusters Score: Raw -227660.084197 + Penalty 492.265041 = -227167.819156 nChanged 44 SP:Iteration 15Q (348.541675 sec): 3 clusters Score: Raw -227666.297692 + Penalty 492.265041 = -227174.032651 nChanged 38 SP:Iteration 16Q (348.599080 sec): 3 clusters Score: Raw -227672.604540 + Penalty 492.265041 = -227180.339499 nChanged 35 SP:Iteration 17Q (348.643657 sec): 3 clusters Score: Raw -227676.837238 + Penalty 492.265041 = -227184.572198 nChanged 29 SP:Iteration 18Q (348.701209 sec): 3 clusters Score: Raw -227679.505570 + Penalty 492.265041 = -227187.240529 nChanged 22 SP:Iteration 19Q (348.754798 sec): 3 clusters Score: Raw -227681.186040 + Penalty 492.265041 = -227188.921000 nChanged 10 SP:Iteration 20F (348.806187 sec): 3 clusters Score: Raw -227681.713930 + Penalty 492.265041 = -227189.448889 nChanged 13 SP:Iteration 21Q (348.870225 sec): 3 clusters Score: Raw -227682.531071 + Penalty 492.265041 = -227190.266030 nChanged 13 SP:Iteration 22Q (348.913938 sec): 3 clusters Score: Raw -227683.441767 + Penalty 492.265041 = -227191.176726 nChanged 8 SP:Iteration 23Q (348.969434 sec): 3 clusters Score: Raw -227683.921157 + Penalty 492.265041 = -227191.656116 nChanged 7 SP:Iteration 24Q (349.019143 sec): 3 clusters Score: Raw -227684.391561 + Penalty 492.265041 = -227192.126521 nChanged 10 SP:Iteration 25Q (349.072171 sec): 3 clusters Score: Raw -227685.014093 + Penalty 492.265041 = -227192.749053 nChanged 14 SP:Iteration 26Q (349.127734 sec): 3 clusters Score: Raw -227686.065808 + Penalty 492.265041 = -227193.800767 nChanged 16 SP:Iteration 27Q (349.190591 sec): 3 clusters Score: Raw -227687.220721 + Penalty 492.265041 = -227194.955680 nChanged 12 SP:Iteration 28Q (349.234277 sec): 3 clusters Score: Raw -227688.169829 + Penalty 492.265041 = -227195.904789 nChanged 7 SP:Iteration 29Q (349.297335 sec): 3 clusters Score: Raw -227688.471330 + Penalty 492.265041 = -227196.206289 nChanged 7 SP:Iteration 30Q (349.342943 sec): 3 clusters Score: Raw -227688.881421 + Penalty 492.265041 = -227196.616380 nChanged 5 SP:Iteration 31Q (349.391758 sec): 3 clusters Score: Raw -227689.263352 + Penalty 492.265041 = -227196.998312 nChanged 5 SP:Iteration 32Q (349.458665 sec): 3 clusters Score: Raw -227689.507931 + Penalty 492.265041 = -227197.242891 nChanged 5 SP:Iteration 33Q (349.501207 sec): 3 clusters Score: Raw -227689.653511 + Penalty 492.265041 = -227197.388470 nChanged 5 SP:Iteration 34Q (349.566315 sec): 3 clusters Score: Raw -227690.000926 + Penalty 492.265041 = -227197.735886 nChanged 5 SP:Iteration 35Q (349.616722 sec): 3 clusters Score: Raw -227690.130077 + Penalty 492.265041 = -227197.865036 nChanged 4 SP:Iteration 36Q (349.666343 sec): 3 clusters Score: Raw -227690.250648 + Penalty 492.265041 = -227197.985607 nChanged 3 SP:Iteration 37Q (349.713665 sec): 3 clusters Score: Raw -227690.331190 + Penalty 492.265041 = -227198.066149 nChanged 2 SP:Iteration 38Q (349.773899 sec): 3 clusters Score: Raw -227690.357501 + Penalty 492.265041 = -227198.092460 nChanged 0 SP:Iteration 39F (349.827663 sec): 3 clusters Score: Raw -227690.357501 + Penalty 492.265041 = -227198.092460 nChanged 0 Trying to split cluster 19 (1747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (349.846720 sec): 2 clusters Score: Raw -37690.505385 + Penalty 205.305521 = -37485.199864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (349.900660 sec): 3 clusters Score: Raw -36685.089242 + Penalty 410.611042 = -36274.478200 nChanged 775 SP:Iteration 1F (349.949003 sec): 3 clusters Score: Raw -37191.197684 + Penalty 410.611042 = -36780.586642 nChanged 173 SP:Iteration 2F (349.995912 sec): 3 clusters Score: Raw -37355.756382 + Penalty 410.611042 = -36945.145340 nChanged 159 SP:Iteration 3F (350.047566 sec): 3 clusters Score: Raw -37502.333033 + Penalty 410.611042 = -37091.721991 nChanged 126 SP:Iteration 4F (350.090718 sec): 3 clusters Score: Raw -37595.341665 + Penalty 410.611042 = -37184.730623 nChanged 88 SP:Iteration 5F (350.133112 sec): 3 clusters Score: Raw -37645.564303 + Penalty 410.611042 = -37234.953261 nChanged 56 SP:Iteration 6Q (350.175376 sec): 3 clusters Score: Raw -37672.634280 + Penalty 410.611042 = -37262.023238 nChanged 37 SP:Iteration 7Q (350.217327 sec): 3 clusters Score: Raw -37695.793467 + Penalty 410.611042 = -37285.182425 nChanged 31 SP:Iteration 8Q (350.254361 sec): 3 clusters Score: Raw -37712.946038 + Penalty 410.611042 = -37302.334996 nChanged 29 SP:Iteration 9Q (350.299582 sec): 3 clusters Score: Raw -37726.213863 + Penalty 410.611042 = -37315.602821 nChanged 19 SP:Iteration 10Q (350.352766 sec): 3 clusters Score: Raw -37735.278750 + Penalty 410.611042 = -37324.667708 nChanged 15 SP:Iteration 11Q (350.393217 sec): 3 clusters Score: Raw -37739.996958 + Penalty 410.611042 = -37329.385916 nChanged 9 SP:Iteration 12Q (350.446090 sec): 3 clusters Score: Raw -37744.479086 + Penalty 410.611042 = -37333.868044 nChanged 14 SP:Iteration 13Q (350.479813 sec): 3 clusters Score: Raw -37748.129976 + Penalty 410.611042 = -37337.518934 nChanged 12 SP:Iteration 14Q (350.536056 sec): 3 clusters Score: Raw -37751.417405 + Penalty 410.611042 = -37340.806363 nChanged 11 SP:Iteration 15Q (350.578369 sec): 3 clusters Score: Raw -37754.874915 + Penalty 410.611042 = -37344.263873 nChanged 10 SP:Iteration 16Q (350.623732 sec): 3 clusters Score: Raw -37757.882784 + Penalty 410.611042 = -37347.271742 nChanged 14 SP:Iteration 17Q (350.670936 sec): 3 clusters Score: Raw -37762.229043 + Penalty 410.611042 = -37351.618000 nChanged 16 SP:Iteration 18Q (350.716549 sec): 3 clusters Score: Raw -37766.724047 + Penalty 410.611042 = -37356.113004 nChanged 20 SP:Iteration 19Q (350.765960 sec): 3 clusters Score: Raw -37772.335718 + Penalty 410.611042 = -37361.724675 nChanged 19 SP:Iteration 20F (350.806390 sec): 3 clusters Score: Raw -37777.321518 + Penalty 410.611042 = -37366.710476 nChanged 8 SP:Iteration 21Q (350.857828 sec): 3 clusters Score: Raw -37779.049448 + Penalty 410.611042 = -37368.438406 nChanged 9 SP:Iteration 22Q (350.899248 sec): 3 clusters Score: Raw -37781.508375 + Penalty 410.611042 = -37370.897333 nChanged 10 SP:Iteration 23Q (350.945616 sec): 3 clusters Score: Raw -37784.324292 + Penalty 410.611042 = -37373.713250 nChanged 8 SP:Iteration 24Q (350.989148 sec): 3 clusters Score: Raw -37786.861295 + Penalty 410.611042 = -37376.250253 nChanged 7 SP:Iteration 25Q (351.037111 sec): 3 clusters Score: Raw -37788.863672 + Penalty 410.611042 = -37378.252630 nChanged 5 SP:Iteration 26Q (351.089317 sec): 3 clusters Score: Raw -37790.419639 + Penalty 410.611042 = -37379.808597 nChanged 4 SP:Iteration 27Q (351.132318 sec): 3 clusters Score: Raw -37790.832469 + Penalty 410.611042 = -37380.221427 nChanged 3 SP:Iteration 28Q (351.180440 sec): 3 clusters Score: Raw -37791.092332 + Penalty 410.611042 = -37380.481290 nChanged 1 SP:Iteration 29Q (351.224731 sec): 3 clusters Score: Raw -37791.178017 + Penalty 410.611042 = -37380.566975 nChanged 0 SP:Iteration 30F (351.271342 sec): 3 clusters Score: Raw -37791.178017 + Penalty 410.611042 = -37380.566975 nChanged 0 Trying to split cluster 20 (11788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (351.303771 sec): 2 clusters Score: Raw -349196.690366 + Penalty 257.808027 = -348938.882339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (351.345222 sec): 3 clusters Score: Raw -341599.568089 + Penalty 515.616054 = -341083.952035 nChanged 5609 SP:Iteration 1F (351.406914 sec): 3 clusters Score: Raw -345517.103359 + Penalty 515.616054 = -345001.487305 nChanged 982 SP:Iteration 2F (351.454468 sec): 3 clusters Score: Raw -346194.857211 + Penalty 515.616054 = -345679.241157 nChanged 821 SP:Iteration 3F (351.511973 sec): 3 clusters Score: Raw -346737.219717 + Penalty 515.616054 = -346221.603663 nChanged 705 SP:Iteration 4F (351.569764 sec): 3 clusters Score: Raw -347180.798396 + Penalty 515.616054 = -346665.182342 nChanged 588 SP:Iteration 5Q (351.620579 sec): 3 clusters Score: Raw -347526.325520 + Penalty 515.616054 = -347010.709466 nChanged 486 SP:Iteration 6Q (351.690995 sec): 3 clusters Score: Raw -347762.636963 + Penalty 515.616054 = -347247.020909 nChanged 397 SP:Iteration 7Q (351.748030 sec): 3 clusters Score: Raw -347910.599619 + Penalty 515.616054 = -347394.983565 nChanged 273 SP:Iteration 8Q (351.801798 sec): 3 clusters Score: Raw -347988.050273 + Penalty 515.616054 = -347472.434220 nChanged 195 SP:Iteration 9Q (351.867455 sec): 3 clusters Score: Raw -348029.249592 + Penalty 515.616054 = -347513.633538 nChanged 125 SP:Iteration 10Q (351.918070 sec): 3 clusters Score: Raw -348049.696955 + Penalty 515.616054 = -347534.080901 nChanged 104 SP:Iteration 11Q (351.971492 sec): 3 clusters Score: Raw -348067.037172 + Penalty 515.616054 = -347551.421118 nChanged 95 SP:Iteration 12Q (352.031937 sec): 3 clusters Score: Raw -348082.146590 + Penalty 515.616054 = -347566.530536 nChanged 78 SP:Iteration 13Q (352.091084 sec): 3 clusters Score: Raw -348094.981149 + Penalty 515.616054 = -347579.365095 nChanged 76 SP:Iteration 14Q (352.147433 sec): 3 clusters Score: Raw -348107.515266 + Penalty 515.616054 = -347591.899212 nChanged 85 SP:Iteration 15Q (352.205530 sec): 3 clusters Score: Raw -348119.688585 + Penalty 515.616054 = -347604.072531 nChanged 85 SP:Iteration 16Q (352.253206 sec): 3 clusters Score: Raw -348133.911118 + Penalty 515.616054 = -347618.295064 nChanged 91 SP:Iteration 17Q (352.309262 sec): 3 clusters Score: Raw -348148.750972 + Penalty 515.616054 = -347633.134918 nChanged 89 SP:Iteration 18Q (352.356066 sec): 3 clusters Score: Raw -348162.883670 + Penalty 515.616054 = -347647.267616 nChanged 76 SP:Iteration 19Q (352.411948 sec): 3 clusters Score: Raw -348175.038991 + Penalty 515.616054 = -347659.422937 nChanged 83 SP:Iteration 20F (352.460301 sec): 3 clusters Score: Raw -348188.371496 + Penalty 515.616054 = -347672.755442 nChanged 78 SP:Iteration 21Q (352.525141 sec): 3 clusters Score: Raw -348200.126191 + Penalty 515.616054 = -347684.510137 nChanged 74 SP:Iteration 22Q (352.572084 sec): 3 clusters Score: Raw -348211.804315 + Penalty 515.616054 = -347696.188261 nChanged 71 SP:Iteration 23Q (352.627689 sec): 3 clusters Score: Raw -348222.758256 + Penalty 515.616054 = -347707.142202 nChanged 69 SP:Iteration 24Q (352.697031 sec): 3 clusters Score: Raw -348230.770647 + Penalty 515.616054 = -347715.154593 nChanged 71 SP:Iteration 25Q (352.752042 sec): 3 clusters Score: Raw -348240.859188 + Penalty 515.616054 = -347725.243134 nChanged 78 SP:Iteration 26Q (352.800643 sec): 3 clusters Score: Raw -348252.749477 + Penalty 515.616054 = -347737.133423 nChanged 74 SP:Iteration 27Q (352.855933 sec): 3 clusters Score: Raw -348265.616971 + Penalty 515.616054 = -347750.000917 nChanged 92 SP:Iteration 28Q (352.924800 sec): 3 clusters Score: Raw -348283.165040 + Penalty 515.616054 = -347767.548986 nChanged 94 SP:Iteration 29Q (352.982091 sec): 3 clusters Score: Raw -348303.225941 + Penalty 515.616054 = -347787.609887 nChanged 99 SP:Iteration 30Q (353.024129 sec): 3 clusters Score: Raw -348326.614185 + Penalty 515.616054 = -347810.998131 nChanged 93 SP:Iteration 31Q (353.089349 sec): 3 clusters Score: Raw -348346.815978 + Penalty 515.616054 = -347831.199924 nChanged 89 SP:Iteration 32Q (353.142721 sec): 3 clusters Score: Raw -348362.618398 + Penalty 515.616054 = -347847.002344 nChanged 89 SP:Iteration 33Q (353.190536 sec): 3 clusters Score: Raw -348380.051948 + Penalty 515.616054 = -347864.435894 nChanged 88 SP:Iteration 34Q (353.244160 sec): 3 clusters Score: Raw -348398.583555 + Penalty 515.616054 = -347882.967501 nChanged 97 SP:Iteration 35Q (353.308637 sec): 3 clusters Score: Raw -348418.236823 + Penalty 515.616054 = -347902.620770 nChanged 100 SP:Iteration 36Q (353.356500 sec): 3 clusters Score: Raw -348438.733552 + Penalty 515.616054 = -347923.117498 nChanged 108 SP:Iteration 37Q (353.420250 sec): 3 clusters Score: Raw -348461.142226 + Penalty 515.616054 = -347945.526172 nChanged 102 SP:Iteration 38Q (353.466558 sec): 3 clusters Score: Raw -348482.996250 + Penalty 515.616054 = -347967.380196 nChanged 110 SP:Iteration 39Q (353.525178 sec): 3 clusters Score: Raw -348511.059375 + Penalty 515.616054 = -347995.443321 nChanged 103 SP:Iteration 40F (353.585541 sec): 3 clusters Score: Raw -348542.813325 + Penalty 515.616054 = -348027.197271 nChanged 116 SP:Iteration 41Q (353.635760 sec): 3 clusters Score: Raw -348572.856267 + Penalty 515.616054 = -348057.240213 nChanged 112 SP:Iteration 42Q (353.702921 sec): 3 clusters Score: Raw -348600.223078 + Penalty 515.616054 = -348084.607024 nChanged 103 SP:Iteration 43Q (353.763029 sec): 3 clusters Score: Raw -348625.413394 + Penalty 515.616054 = -348109.797340 nChanged 96 SP:Iteration 44Q (353.820255 sec): 3 clusters Score: Raw -348646.287335 + Penalty 515.616054 = -348130.671281 nChanged 100 SP:Iteration 45Q (353.876614 sec): 3 clusters Score: Raw -348673.359972 + Penalty 515.616054 = -348157.743918 nChanged 114 SP:Iteration 46Q (353.935519 sec): 3 clusters Score: Raw -348706.800886 + Penalty 515.616054 = -348191.184832 nChanged 104 SP:Iteration 47Q (353.992688 sec): 3 clusters Score: Raw -348736.027260 + Penalty 515.616054 = -348220.411206 nChanged 99 SP:Iteration 48Q (354.039372 sec): 3 clusters Score: Raw -348761.477560 + Penalty 515.616054 = -348245.861506 nChanged 103 SP:Iteration 49Q (354.099107 sec): 3 clusters Score: Raw -348785.513475 + Penalty 515.616054 = -348269.897421 nChanged 104 SP:Iteration 50Q (354.162088 sec): 3 clusters Score: Raw -348811.967189 + Penalty 515.616054 = -348296.351135 nChanged 103 SP:Iteration 51Q (354.207049 sec): 3 clusters Score: Raw -348838.958627 + Penalty 515.616054 = -348323.342573 nChanged 94 SP:Iteration 52Q (354.261491 sec): 3 clusters Score: Raw -348862.418995 + Penalty 515.616054 = -348346.802941 nChanged 102 SP:Iteration 53Q (354.314260 sec): 3 clusters Score: Raw -348891.891956 + Penalty 515.616054 = -348376.275902 nChanged 108 SP:Iteration 54Q (354.373106 sec): 3 clusters Score: Raw -348928.338546 + Penalty 515.616054 = -348412.722493 nChanged 109 SP:Iteration 55Q (354.428184 sec): 3 clusters Score: Raw -348965.712975 + Penalty 515.616054 = -348450.096921 nChanged 105 SP:Iteration 56Q (354.487503 sec): 3 clusters Score: Raw -349002.589909 + Penalty 515.616054 = -348486.973855 nChanged 96 SP:Iteration 57Q (354.543881 sec): 3 clusters Score: Raw -349041.326690 + Penalty 515.616054 = -348525.710636 nChanged 82 SP:Iteration 58Q (354.607107 sec): 3 clusters Score: Raw -349069.105066 + Penalty 515.616054 = -348553.489012 nChanged 86 SP:Iteration 59Q (354.651262 sec): 3 clusters Score: Raw -349100.938990 + Penalty 515.616054 = -348585.322936 nChanged 85 SP:Iteration 60F (354.715186 sec): 3 clusters Score: Raw -349133.415386 + Penalty 515.616054 = -348617.799332 nChanged 72 SP:Iteration 61Q (354.762313 sec): 3 clusters Score: Raw -349160.690461 + Penalty 515.616054 = -348645.074407 nChanged 62 SP:Iteration 62Q (354.820892 sec): 3 clusters Score: Raw -349181.792022 + Penalty 515.616054 = -348666.175969 nChanged 50 SP:Iteration 63Q (354.877950 sec): 3 clusters Score: Raw -349195.598559 + Penalty 515.616054 = -348679.982505 nChanged 39 SP:Iteration 64Q (354.938139 sec): 3 clusters Score: Raw -349203.469225 + Penalty 515.616054 = -348687.853171 nChanged 25 SP:Iteration 65Q (354.995662 sec): 3 clusters Score: Raw -349208.116641 + Penalty 515.616054 = -348692.500587 nChanged 23 SP:Iteration 66Q (355.038711 sec): 3 clusters Score: Raw -349213.623937 + Penalty 515.616054 = -348698.007883 nChanged 36 SP:Iteration 67Q (355.094751 sec): 3 clusters Score: Raw -349221.697990 + Penalty 515.616054 = -348706.081936 nChanged 35 SP:Iteration 68Q (355.149774 sec): 3 clusters Score: Raw -349230.786979 + Penalty 515.616054 = -348715.170925 nChanged 27 SP:Iteration 69Q (355.205981 sec): 3 clusters Score: Raw -349235.784570 + Penalty 515.616054 = -348720.168516 nChanged 22 SP:Iteration 70Q (355.270213 sec): 3 clusters Score: Raw -349239.213935 + Penalty 515.616054 = -348723.597881 nChanged 14 SP:Iteration 71Q (355.318195 sec): 3 clusters Score: Raw -349241.481717 + Penalty 515.616054 = -348725.865663 nChanged 17 SP:Iteration 72Q (355.373562 sec): 3 clusters Score: Raw -349244.839421 + Penalty 515.616054 = -348729.223367 nChanged 14 SP:Iteration 73Q (355.429512 sec): 3 clusters Score: Raw -349248.600322 + Penalty 515.616054 = -348732.984268 nChanged 18 SP:Iteration 74Q (355.495167 sec): 3 clusters Score: Raw -349257.628172 + Penalty 515.616054 = -348742.012118 nChanged 17 SP:Iteration 75Q (355.543700 sec): 3 clusters Score: Raw -349265.519309 + Penalty 515.616054 = -348749.903255 nChanged 14 SP:Iteration 76Q (355.596007 sec): 3 clusters Score: Raw -349272.493421 + Penalty 515.616054 = -348756.877367 nChanged 8 SP:Iteration 77Q (355.646635 sec): 3 clusters Score: Raw -349273.795569 + Penalty 515.616054 = -348758.179515 nChanged 2 SP:Iteration 78Q (355.711846 sec): 3 clusters Score: Raw -349274.012989 + Penalty 515.616054 = -348758.396935 nChanged 1 SP:Iteration 79Q (355.760933 sec): 3 clusters Score: Raw -349274.167598 + Penalty 515.616054 = -348758.551545 nChanged 1 SP:Iteration 80F (355.819014 sec): 3 clusters Score: Raw -349274.293843 + Penalty 515.616054 = -348758.677790 nChanged 0 Trying to split cluster 21 (1153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (355.850939 sec): 2 clusters Score: Raw -32293.421341 + Penalty 193.878369 = -32099.542971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (355.900604 sec): 3 clusters Score: Raw -31669.687175 + Penalty 387.756739 = -31281.930437 nChanged 483 SP:Iteration 1F (355.948260 sec): 3 clusters Score: Raw -31975.291619 + Penalty 387.756739 = -31587.534881 nChanged 102 SP:Iteration 2F (355.988072 sec): 3 clusters Score: Raw -32052.676379 + Penalty 387.756739 = -31664.919641 nChanged 93 SP:Iteration 3F (356.038592 sec): 3 clusters Score: Raw -32116.379968 + Penalty 387.756739 = -31728.623230 nChanged 69 SP:Iteration 4F (356.084923 sec): 3 clusters Score: Raw -32167.187656 + Penalty 387.756739 = -31779.430917 nChanged 52 SP:Iteration 5Q (356.132585 sec): 3 clusters Score: Raw -32204.047275 + Penalty 387.756739 = -31816.290536 nChanged 39 SP:Iteration 6Q (356.168999 sec): 3 clusters Score: Raw -32243.859274 + Penalty 387.756739 = -31856.102535 nChanged 37 SP:Iteration 7Q (356.226091 sec): 3 clusters Score: Raw -32274.838968 + Penalty 387.756739 = -31887.082230 nChanged 27 SP:Iteration 8Q (356.270198 sec): 3 clusters Score: Raw -32285.213134 + Penalty 387.756739 = -31897.456395 nChanged 17 SP:Iteration 9Q (356.310739 sec): 3 clusters Score: Raw -32292.550100 + Penalty 387.756739 = -31904.793362 nChanged 8 SP:Iteration 10Q (356.357275 sec): 3 clusters Score: Raw -32294.816157 + Penalty 387.756739 = -31907.059419 nChanged 5 SP:Iteration 11Q (356.406105 sec): 3 clusters Score: Raw -32296.283036 + Penalty 387.756739 = -31908.526298 nChanged 5 SP:Iteration 12Q (356.453308 sec): 3 clusters Score: Raw -32298.344589 + Penalty 387.756739 = -31910.587851 nChanged 4 SP:Iteration 13Q (356.504807 sec): 3 clusters Score: Raw -32300.432761 + Penalty 387.756739 = -31912.676022 nChanged 6 SP:Iteration 14Q (356.556688 sec): 3 clusters Score: Raw -32302.564436 + Penalty 387.756739 = -31914.807698 nChanged 7 SP:Iteration 15Q (356.600706 sec): 3 clusters Score: Raw -32304.229033 + Penalty 387.756739 = -31916.472294 nChanged 4 SP:Iteration 16Q (356.649379 sec): 3 clusters Score: Raw -32305.425116 + Penalty 387.756739 = -31917.668378 nChanged 4 SP:Iteration 17Q (356.695413 sec): 3 clusters Score: Raw -32306.474876 + Penalty 387.756739 = -31918.718137 nChanged 5 SP:Iteration 18Q (356.750226 sec): 3 clusters Score: Raw -32307.544202 + Penalty 387.756739 = -31919.787464 nChanged 8 SP:Iteration 19Q (356.795165 sec): 3 clusters Score: Raw -32308.923584 + Penalty 387.756739 = -31921.166846 nChanged 3 SP:Iteration 20F (356.833234 sec): 3 clusters Score: Raw -32309.720119 + Penalty 387.756739 = -31921.963380 nChanged 3 SP:Iteration 21Q (356.876881 sec): 3 clusters Score: Raw -32312.854910 + Penalty 387.756739 = -31925.098171 nChanged 5 SP:Iteration 22Q (356.928405 sec): 3 clusters Score: Raw -32318.513966 + Penalty 387.756739 = -31930.757227 nChanged 5 SP:Iteration 23Q (356.976868 sec): 3 clusters Score: Raw -32320.263841 + Penalty 387.756739 = -31932.507102 nChanged 4 SP:Iteration 24Q (357.024561 sec): 3 clusters Score: Raw -32320.688076 + Penalty 387.756739 = -31932.931337 nChanged 2 SP:Iteration 25Q (357.057835 sec): 3 clusters Score: Raw -32320.943318 + Penalty 387.756739 = -31933.186580 nChanged 0 SP:Iteration 26F (357.109242 sec): 3 clusters Score: Raw -32320.943318 + Penalty 387.756739 = -31933.186580 nChanged 0 Trying to split cluster 22 (2518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.134454 sec): 2 clusters Score: Raw -66108.154962 + Penalty 215.358556 = -65892.796406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.187231 sec): 3 clusters Score: Raw -64626.835265 + Penalty 430.717112 = -64196.118153 nChanged 1108 SP:Iteration 1F (357.230916 sec): 3 clusters Score: Raw -65447.967597 + Penalty 430.717112 = -65017.250485 nChanged 210 SP:Iteration 2F (357.276209 sec): 3 clusters Score: Raw -65622.033693 + Penalty 430.717112 = -65191.316581 nChanged 171 SP:Iteration 3F (357.330035 sec): 3 clusters Score: Raw -65751.899008 + Penalty 430.717112 = -65321.181896 nChanged 123 SP:Iteration 4Q (357.371417 sec): 3 clusters Score: Raw -65819.366472 + Penalty 430.717112 = -65388.649360 nChanged 65 SP:Iteration 5Q (357.418850 sec): 3 clusters Score: Raw -65853.210153 + Penalty 430.717112 = -65422.493041 nChanged 40 SP:Iteration 6Q (357.469618 sec): 3 clusters Score: Raw -65871.579665 + Penalty 430.717112 = -65440.862553 nChanged 42 SP:Iteration 7Q (357.522519 sec): 3 clusters Score: Raw -65891.528157 + Penalty 430.717112 = -65460.811045 nChanged 40 SP:Iteration 8Q (357.560244 sec): 3 clusters Score: Raw -65907.452339 + Penalty 430.717112 = -65476.735227 nChanged 34 SP:Iteration 9Q (357.608144 sec): 3 clusters Score: Raw -65923.272895 + Penalty 430.717112 = -65492.555783 nChanged 32 SP:Iteration 10Q (357.654085 sec): 3 clusters Score: Raw -65934.184479 + Penalty 430.717112 = -65503.467368 nChanged 28 SP:Iteration 11Q (357.702645 sec): 3 clusters Score: Raw -65943.743376 + Penalty 430.717112 = -65513.026265 nChanged 23 SP:Iteration 12Q (357.754299 sec): 3 clusters Score: Raw -65950.226194 + Penalty 430.717112 = -65519.509082 nChanged 24 SP:Iteration 13Q (357.800386 sec): 3 clusters Score: Raw -65960.614378 + Penalty 430.717112 = -65529.897266 nChanged 26 SP:Iteration 14Q (357.840344 sec): 3 clusters Score: Raw -65970.578513 + Penalty 430.717112 = -65539.861401 nChanged 20 SP:Iteration 15Q (357.893248 sec): 3 clusters Score: Raw -65977.065144 + Penalty 430.717112 = -65546.348032 nChanged 23 SP:Iteration 16Q (357.942499 sec): 3 clusters Score: Raw -65984.956013 + Penalty 430.717112 = -65554.238901 nChanged 18 SP:Iteration 17Q (357.986559 sec): 3 clusters Score: Raw -65990.572427 + Penalty 430.717112 = -65559.855315 nChanged 16 SP:Iteration 18Q (358.033881 sec): 3 clusters Score: Raw -65993.914573 + Penalty 430.717112 = -65563.197461 nChanged 16 SP:Iteration 19Q (358.079729 sec): 3 clusters Score: Raw -65997.784699 + Penalty 430.717112 = -65567.067587 nChanged 16 SP:Iteration 20F (358.114871 sec): 3 clusters Score: Raw -66000.715461 + Penalty 430.717112 = -65569.998349 nChanged 18 SP:Iteration 21Q (358.167280 sec): 3 clusters Score: Raw -66007.307035 + Penalty 430.717112 = -65576.589923 nChanged 20 SP:Iteration 22Q (358.209542 sec): 3 clusters Score: Raw -66018.277909 + Penalty 430.717112 = -65587.560797 nChanged 23 SP:Iteration 23Q (358.258322 sec): 3 clusters Score: Raw -66026.246452 + Penalty 430.717112 = -65595.529340 nChanged 21 SP:Iteration 24Q (358.303506 sec): 3 clusters Score: Raw -66034.313795 + Penalty 430.717112 = -65603.596683 nChanged 19 SP:Iteration 25Q (358.342210 sec): 3 clusters Score: Raw -66038.458737 + Penalty 430.717112 = -65607.741625 nChanged 12 SP:Iteration 26Q (358.390782 sec): 3 clusters Score: Raw -66040.906734 + Penalty 430.717112 = -65610.189623 nChanged 16 SP:Iteration 27Q (358.446689 sec): 3 clusters Score: Raw -66044.983872 + Penalty 430.717112 = -65614.266760 nChanged 14 SP:Iteration 28Q (358.485052 sec): 3 clusters Score: Raw -66050.676670 + Penalty 430.717112 = -65619.959558 nChanged 17 SP:Iteration 29Q (358.538553 sec): 3 clusters Score: Raw -66058.149668 + Penalty 430.717112 = -65627.432556 nChanged 14 SP:Iteration 30Q (358.592668 sec): 3 clusters Score: Raw -66066.814339 + Penalty 430.717112 = -65636.097227 nChanged 21 SP:Iteration 31Q (358.633919 sec): 3 clusters Score: Raw -66077.591076 + Penalty 430.717112 = -65646.873964 nChanged 21 SP:Iteration 32Q (358.685502 sec): 3 clusters Score: Raw -66083.517157 + Penalty 430.717112 = -65652.800045 nChanged 14 SP:Iteration 33Q (358.737087 sec): 3 clusters Score: Raw -66087.706380 + Penalty 430.717112 = -65656.989268 nChanged 12 SP:Iteration 34Q (358.787007 sec): 3 clusters Score: Raw -66093.635954 + Penalty 430.717112 = -65662.918842 nChanged 15 SP:Iteration 35Q (358.834537 sec): 3 clusters Score: Raw -66099.973349 + Penalty 430.717112 = -65669.256238 nChanged 17 SP:Iteration 36Q (358.887511 sec): 3 clusters Score: Raw -66106.442540 + Penalty 430.717112 = -65675.725428 nChanged 16 SP:Iteration 37Q (358.941773 sec): 3 clusters Score: Raw -66110.981545 + Penalty 430.717112 = -65680.264433 nChanged 10 SP:Iteration 38Q (358.994090 sec): 3 clusters Score: Raw -66112.851298 + Penalty 430.717112 = -65682.134186 nChanged 4 SP:Iteration 39Q (359.045434 sec): 3 clusters Score: Raw -66113.631178 + Penalty 430.717112 = -65682.914067 nChanged 4 SP:Iteration 40F (359.098276 sec): 3 clusters Score: Raw -66114.383464 + Penalty 430.717112 = -65683.666352 nChanged 2 SP:Iteration 41Q (359.147890 sec): 3 clusters Score: Raw -66114.827214 + Penalty 430.717112 = -65684.110102 nChanged 2 SP:Iteration 42Q (359.192817 sec): 3 clusters Score: Raw -66115.190755 + Penalty 430.717112 = -65684.473643 nChanged 1 SP:Iteration 43Q (359.244795 sec): 3 clusters Score: Raw -66115.569129 + Penalty 430.717112 = -65684.852018 nChanged 1 SP:Iteration 44Q (359.296231 sec): 3 clusters Score: Raw -66115.598769 + Penalty 430.717112 = -65684.881657 nChanged 0 SP:Iteration 45F (359.354176 sec): 3 clusters Score: Raw -66115.598769 + Penalty 430.717112 = -65684.881657 nChanged 0 Trying to split cluster 23 (675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (359.368651 sec): 2 clusters Score: Raw -14057.499510 + Penalty 179.154599 = -13878.344911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (359.425755 sec): 3 clusters Score: Raw -13716.374024 + Penalty 358.309198 = -13358.064826 nChanged 259 SP:Iteration 1F (359.466951 sec): 3 clusters Score: Raw -13880.965055 + Penalty 358.309198 = -13522.655857 nChanged 66 SP:Iteration 2F (359.510337 sec): 3 clusters Score: Raw -13947.475646 + Penalty 358.309198 = -13589.166448 nChanged 59 SP:Iteration 3F (359.559909 sec): 3 clusters Score: Raw -14007.859724 + Penalty 358.309198 = -13649.550526 nChanged 38 SP:Iteration 4F (359.592394 sec): 3 clusters Score: Raw -14039.776070 + Penalty 358.309198 = -13681.466872 nChanged 21 SP:Iteration 5Q (359.645329 sec): 3 clusters Score: Raw -14053.318398 + Penalty 358.309198 = -13695.009200 nChanged 5 SP:Iteration 6Q (359.698965 sec): 3 clusters Score: Raw -14054.650489 + Penalty 358.309198 = -13696.341291 nChanged 2 SP:Iteration 7Q (359.744663 sec): 3 clusters Score: Raw -14055.692636 + Penalty 358.309198 = -13697.383438 nChanged 2 SP:Iteration 8Q (359.796615 sec): 3 clusters Score: Raw -14056.034442 + Penalty 358.309198 = -13697.725244 nChanged 3 SP:Iteration 9Q (359.847237 sec): 3 clusters Score: Raw -14057.626256 + Penalty 358.309198 = -13699.317058 nChanged 2 SP:Iteration 10Q (359.891480 sec): 3 clusters Score: Raw -14058.616739 + Penalty 358.309198 = -13700.307542 nChanged 2 SP:Iteration 11Q (359.937240 sec): 3 clusters Score: Raw -14059.600019 + Penalty 358.309198 = -13701.290821 nChanged 3 SP:Iteration 12Q (359.982691 sec): 3 clusters Score: Raw -14065.839117 + Penalty 358.309198 = -13707.529919 nChanged 9 SP:Iteration 13Q (360.039768 sec): 3 clusters Score: Raw -14072.000010 + Penalty 358.309198 = -13713.690812 nChanged 3 SP:Iteration 14Q (360.079084 sec): 3 clusters Score: Raw -14072.583414 + Penalty 358.309198 = -13714.274216 nChanged 2 SP:Iteration 15Q (360.135415 sec): 3 clusters Score: Raw -14073.908568 + Penalty 358.309198 = -13715.599370 nChanged 2 SP:Iteration 16Q (360.189170 sec): 3 clusters Score: Raw -14074.258345 + Penalty 358.309198 = -13715.949147 nChanged 0 SP:Iteration 17F (360.236343 sec): 3 clusters Score: Raw -14074.258345 + Penalty 358.309198 = -13715.949147 nChanged 0 Trying to split cluster 24 (87371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.326034 sec): 2 clusters Score: Raw -2486380.362000 + Penalty 312.892764 = -2486067.469236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.441027 sec): 3 clusters Score: Raw -2427611.223938 + Penalty 625.785528 = -2426985.438410 nChanged 42838 SP:Iteration 1F (360.557756 sec): 3 clusters Score: Raw -2456341.342807 + Penalty 625.785528 = -2455715.557278 nChanged 6458 SP:Iteration 2F (360.669791 sec): 3 clusters Score: Raw -2460223.774825 + Penalty 625.785528 = -2459597.989297 nChanged 7133 SP:Iteration 3F (360.781835 sec): 3 clusters Score: Raw -2465730.013791 + Penalty 625.785528 = -2465104.228263 nChanged 7170 SP:Iteration 4F (360.891080 sec): 3 clusters Score: Raw -2472357.817402 + Penalty 625.785528 = -2471732.031873 nChanged 6127 SP:Iteration 5F (361.007590 sec): 3 clusters Score: Raw -2478349.525458 + Penalty 625.785528 = -2477723.739929 nChanged 4099 SP:Iteration 6Q (361.128236 sec): 3 clusters Score: Raw -2482354.331087 + Penalty 625.785528 = -2481728.545559 nChanged 2394 SP:Iteration 7Q (361.236088 sec): 3 clusters Score: Raw -2484641.846909 + Penalty 625.785528 = -2484016.061380 nChanged 1184 SP:Iteration 8Q (361.348730 sec): 3 clusters Score: Raw -2485717.196473 + Penalty 625.785528 = -2485091.410945 nChanged 485 SP:Iteration 9Q (361.444736 sec): 3 clusters Score: Raw -2486129.321179 + Penalty 625.785528 = -2485503.535651 nChanged 199 SP:Iteration 10Q (361.552669 sec): 3 clusters Score: Raw -2486303.329347 + Penalty 625.785528 = -2485677.543818 nChanged 71 SP:Iteration 11Q (361.649533 sec): 3 clusters Score: Raw -2486370.442620 + Penalty 625.785528 = -2485744.657091 nChanged 37 SP:Iteration 12Q (361.751757 sec): 3 clusters Score: Raw -2486405.473960 + Penalty 625.785528 = -2485779.688432 nChanged 19 SP:Iteration 13Q (361.860136 sec): 3 clusters Score: Raw -2486425.026537 + Penalty 625.785528 = -2485799.241009 nChanged 15 SP:Iteration 14Q (361.959311 sec): 3 clusters Score: Raw -2486435.725934 + Penalty 625.785528 = -2485809.940405 nChanged 11 SP:Iteration 15Q (362.057641 sec): 3 clusters Score: Raw -2486441.398995 + Penalty 625.785528 = -2485815.613467 nChanged 5 SP:Iteration 16Q (362.158756 sec): 3 clusters Score: Raw -2486443.271449 + Penalty 625.785528 = -2485817.485921 nChanged 4 SP:Iteration 17Q (362.257232 sec): 3 clusters Score: Raw -2486445.733659 + Penalty 625.785528 = -2485819.948131 nChanged 8 SP:Iteration 18Q (362.365187 sec): 3 clusters Score: Raw -2486449.669756 + Penalty 625.785528 = -2485823.884227 nChanged 5 SP:Iteration 19Q (362.460134 sec): 3 clusters Score: Raw -2486452.965353 + Penalty 625.785528 = -2485827.179824 nChanged 6 SP:Iteration 20F (362.558355 sec): 3 clusters Score: Raw -2486456.957713 + Penalty 625.785528 = -2485831.172184 nChanged 2 SP:Iteration 21Q (362.667706 sec): 3 clusters Score: Raw -2486458.544039 + Penalty 625.785528 = -2485832.758511 nChanged 1 SP:Iteration 22Q (362.764111 sec): 3 clusters Score: Raw -2486458.815928 + Penalty 625.785528 = -2485833.030400 nChanged 1 SP:Iteration 23Q (362.859905 sec): 3 clusters Score: Raw -2486460.354828 + Penalty 625.785528 = -2485834.569300 nChanged 2 SP:Iteration 24Q (362.958773 sec): 3 clusters Score: Raw -2486461.457627 + Penalty 625.785528 = -2485835.672098 nChanged 2 SP:Iteration 25Q (363.061081 sec): 3 clusters Score: Raw -2486462.810654 + Penalty 625.785528 = -2485837.025125 nChanged 0 SP:Iteration 26F (363.174352 sec): 3 clusters Score: Raw -2486462.810654 + Penalty 625.785528 = -2485837.025125 nChanged 0 Trying to split cluster 25 (492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (363.206063 sec): 2 clusters Score: Raw -10813.904339 + Penalty 170.458165 = -10643.446174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (363.243759 sec): 3 clusters Score: Raw -10615.926232 + Penalty 340.916329 = -10275.009903 nChanged 173 SP:Iteration 1F (363.297735 sec): 3 clusters Score: Raw -10752.423133 + Penalty 340.916329 = -10411.506803 nChanged 36 SP:Iteration 2F (363.346389 sec): 3 clusters Score: Raw -10803.456991 + Penalty 340.916329 = -10462.540662 nChanged 27 SP:Iteration 3F (363.389822 sec): 3 clusters Score: Raw -10845.312526 + Penalty 340.916329 = -10504.396197 nChanged 27 SP:Iteration 4F (363.431116 sec): 3 clusters Score: Raw -10876.195481 + Penalty 340.916329 = -10535.279152 nChanged 17 SP:Iteration 5Q (363.468713 sec): 3 clusters Score: Raw -10896.743271 + Penalty 340.916329 = -10555.826941 nChanged 15 SP:Iteration 6Q (363.514647 sec): 3 clusters Score: Raw -10913.303868 + Penalty 340.916329 = -10572.387539 nChanged 13 SP:Iteration 7Q (363.557720 sec): 3 clusters Score: Raw -10926.231352 + Penalty 340.916329 = -10585.315023 nChanged 11 SP:Iteration 8Q (363.608088 sec): 3 clusters Score: Raw -10937.428112 + Penalty 340.916329 = -10596.511782 nChanged 9 SP:Iteration 9Q (363.645415 sec): 3 clusters Score: Raw -10942.588999 + Penalty 340.916329 = -10601.672669 nChanged 7 SP:Iteration 10Q (363.704444 sec): 3 clusters Score: Raw -10951.389733 + Penalty 340.916329 = -10610.473404 nChanged 11 SP:Iteration 11Q (363.746859 sec): 3 clusters Score: Raw -10974.972329 + Penalty 340.916329 = -10634.055999 nChanged 14 SP:Iteration 12Q (363.794337 sec): 3 clusters Score: Raw -10987.333468 + Penalty 340.916329 = -10646.417138 nChanged 7 SP:Iteration 13Q (363.839140 sec): 3 clusters Score: Raw -10991.754126 + Penalty 340.916329 = -10650.837797 nChanged 3 SP:Iteration 14Q (363.881937 sec): 3 clusters Score: Raw -10993.333366 + Penalty 340.916329 = -10652.417036 nChanged 3 SP:Iteration 15Q (363.912824 sec): 3 clusters Score: Raw -10994.694155 + Penalty 340.916329 = -10653.777825 nChanged 0 SP:Iteration 16F (363.965354 sec): 3 clusters Score: Raw -10994.694155 + Penalty 340.916329 = -10653.777825 nChanged 0 Score: Raw -7164697.912756 + Penalty 9638.789284 = -7155059.123472 Splitting cluster 25 changes total score from -7155212.250451 to -7155059.123472 So it's not getting split. Trying to split cluster 26 (1409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (366.505230 sec): 2 clusters Score: Raw -27292.042295 + Penalty 199.392477 = -27092.649819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (366.552296 sec): 3 clusters Score: Raw -26554.835377 + Penalty 398.784953 = -26156.050424 nChanged 602 SP:Iteration 1F (366.598019 sec): 3 clusters Score: Raw -26937.645863 + Penalty 398.784953 = -26538.860909 nChanged 103 SP:Iteration 2F (366.649427 sec): 3 clusters Score: Raw -27005.154819 + Penalty 398.784953 = -26606.369865 nChanged 78 SP:Iteration 3F (366.700121 sec): 3 clusters Score: Raw -27078.744687 + Penalty 398.784953 = -26679.959734 nChanged 70 SP:Iteration 4Q (366.737002 sec): 3 clusters Score: Raw -27122.377513 + Penalty 398.784953 = -26723.592560 nChanged 50 SP:Iteration 5Q (366.786351 sec): 3 clusters Score: Raw -27146.993975 + Penalty 398.784953 = -26748.209021 nChanged 40 SP:Iteration 6Q (366.830663 sec): 3 clusters Score: Raw -27165.780729 + Penalty 398.784953 = -26766.995776 nChanged 31 SP:Iteration 7Q (366.871994 sec): 3 clusters Score: Raw -27177.188593 + Penalty 398.784953 = -26778.403640 nChanged 29 SP:Iteration 8Q (366.913703 sec): 3 clusters Score: Raw -27187.796618 + Penalty 398.784953 = -26789.011665 nChanged 26 SP:Iteration 9Q (366.953213 sec): 3 clusters Score: Raw -27199.281684 + Penalty 398.784953 = -26800.496731 nChanged 19 SP:Iteration 10Q (367.010584 sec): 3 clusters Score: Raw -27211.642084 + Penalty 398.784953 = -26812.857131 nChanged 20 SP:Iteration 11Q (367.049430 sec): 3 clusters Score: Raw -27218.566229 + Penalty 398.784953 = -26819.781276 nChanged 20 SP:Iteration 12Q (367.092242 sec): 3 clusters Score: Raw -27224.178906 + Penalty 398.784953 = -26825.393953 nChanged 17 SP:Iteration 13Q (367.137814 sec): 3 clusters Score: Raw -27229.582485 + Penalty 398.784953 = -26830.797532 nChanged 17 SP:Iteration 14Q (367.177504 sec): 3 clusters Score: Raw -27233.967404 + Penalty 398.784953 = -26835.182451 nChanged 13 SP:Iteration 15Q (367.228232 sec): 3 clusters Score: Raw -27236.141323 + Penalty 398.784953 = -26837.356370 nChanged 12 SP:Iteration 16Q (367.279006 sec): 3 clusters Score: Raw -27238.374967 + Penalty 398.784953 = -26839.590014 nChanged 13 SP:Iteration 17Q (367.321222 sec): 3 clusters Score: Raw -27241.741916 + Penalty 398.784953 = -26842.956963 nChanged 15 SP:Iteration 18Q (367.372266 sec): 3 clusters Score: Raw -27246.194934 + Penalty 398.784953 = -26847.409981 nChanged 14 SP:Iteration 19Q (367.418730 sec): 3 clusters Score: Raw -27251.696345 + Penalty 398.784953 = -26852.911392 nChanged 24 SP:Iteration 20F (367.468083 sec): 3 clusters Score: Raw -27263.899692 + Penalty 398.784953 = -26865.114738 nChanged 13 SP:Iteration 21Q (367.513163 sec): 3 clusters Score: Raw -27270.583502 + Penalty 398.784953 = -26871.798549 nChanged 14 SP:Iteration 22Q (367.559088 sec): 3 clusters Score: Raw -27276.558829 + Penalty 398.784953 = -26877.773876 nChanged 11 SP:Iteration 23Q (367.605670 sec): 3 clusters Score: Raw -27283.563166 + Penalty 398.784953 = -26884.778213 nChanged 17 SP:Iteration 24Q (367.650178 sec): 3 clusters Score: Raw -27295.360480 + Penalty 398.784953 = -26896.575526 nChanged 12 SP:Iteration 25Q (367.689551 sec): 3 clusters Score: Raw -27300.582418 + Penalty 398.784953 = -26901.797464 nChanged 9 SP:Iteration 26Q (367.737290 sec): 3 clusters Score: Raw -27302.720767 + Penalty 398.784953 = -26903.935814 nChanged 6 SP:Iteration 27Q (367.789768 sec): 3 clusters Score: Raw -27303.928150 + Penalty 398.784953 = -26905.143197 nChanged 5 SP:Iteration 28Q (367.836323 sec): 3 clusters Score: Raw -27304.649470 + Penalty 398.784953 = -26905.864517 nChanged 6 SP:Iteration 29Q (367.883614 sec): 3 clusters Score: Raw -27306.672351 + Penalty 398.784953 = -26907.887398 nChanged 7 SP:Iteration 30Q (367.932026 sec): 3 clusters Score: Raw -27309.976040 + Penalty 398.784953 = -26911.191087 nChanged 8 SP:Iteration 31Q (367.977321 sec): 3 clusters Score: Raw -27313.558906 + Penalty 398.784953 = -26914.773953 nChanged 6 SP:Iteration 32Q (368.020493 sec): 3 clusters Score: Raw -27316.380905 + Penalty 398.784953 = -26917.595951 nChanged 7 SP:Iteration 33Q (368.075684 sec): 3 clusters Score: Raw -27319.438833 + Penalty 398.784953 = -26920.653880 nChanged 6 SP:Iteration 34Q (368.112172 sec): 3 clusters Score: Raw -27321.488468 + Penalty 398.784953 = -26922.703514 nChanged 2 SP:Iteration 35Q (368.159088 sec): 3 clusters Score: Raw -27322.581872 + Penalty 398.784953 = -26923.796919 nChanged 2 SP:Iteration 36Q (368.209129 sec): 3 clusters Score: Raw -27323.152920 + Penalty 398.784953 = -26924.367967 nChanged 1 SP:Iteration 37Q (368.252971 sec): 3 clusters Score: Raw -27323.381737 + Penalty 398.784953 = -26924.596784 nChanged 1 SP:Iteration 38Q (368.292951 sec): 3 clusters Score: Raw -27323.949143 + Penalty 398.784953 = -26925.164190 nChanged 4 SP:Iteration 39Q (368.336596 sec): 3 clusters Score: Raw -27324.892902 + Penalty 398.784953 = -26926.107949 nChanged 0 SP:Iteration 40F (368.387444 sec): 3 clusters Score: Raw -27324.892902 + Penalty 398.784953 = -26926.107949 nChanged 0 Trying to split cluster 27 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (368.402967 sec): 2 clusters Score: Raw -3518.701050 + Penalty 136.090897 = -3382.610153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (368.445678 sec): 3 clusters Score: Raw -3475.496217 + Penalty 272.181794 = -3203.314423 nChanged 47 SP:Iteration 1F (368.496192 sec): 3 clusters Score: Raw -3541.994155 + Penalty 272.181794 = -3269.812362 nChanged 12 SP:Iteration 2F (368.538972 sec): 3 clusters Score: Raw -3562.770649 + Penalty 272.181794 = -3290.588855 nChanged 3 SP:Iteration 3Q (368.578124 sec): 3 clusters Score: Raw -3571.982513 + Penalty 272.181794 = -3299.800720 nChanged 4 SP:Iteration 4Q (368.623805 sec): 3 clusters Score: Raw -3579.495371 + Penalty 272.181794 = -3307.313577 nChanged 2 SP:Iteration 5Q (368.662686 sec): 3 clusters Score: Raw -3582.677363 + Penalty 272.181794 = -3310.495569 nChanged 1 SP:Iteration 6Q (368.702648 sec): 3 clusters Score: Raw -3583.096406 + Penalty 272.181794 = -3310.914612 nChanged 0 SP:Iteration 7F (368.748946 sec): 3 clusters Score: Raw -3583.096406 + Penalty 272.181794 = -3310.914612 nChanged 0 Iteration 99Q (370.383996 sec): 28 clusters Score: Raw -7164526.123409 + Penalty 9294.546809 = -7155231.576600 nChanged 210 Iteration 100F (372.774560 sec): 28 clusters Score: Raw -7164567.661760 + Penalty 9294.546809 = -7155273.114951 nChanged 217 Iteration 101Q (374.495173 sec): 28 clusters Score: Raw -7164604.179287 + Penalty 9294.546809 = -7155309.632478 nChanged 247 Iteration 102Q (376.231429 sec): 28 clusters Score: Raw -7164643.983536 + Penalty 9294.546809 = -7155349.436727 nChanged 221 Iteration 103Q (377.888502 sec): 28 clusters Score: Raw -7164678.218377 + Penalty 9294.546809 = -7155383.671568 nChanged 178 Iteration 104Q (379.559303 sec): 28 clusters Score: Raw -7164704.986047 + Penalty 9294.546809 = -7155410.439238 nChanged 180 Iteration 105Q (381.292397 sec): 28 clusters Score: Raw -7164740.255511 + Penalty 9294.546809 = -7155445.708702 nChanged 180 Iteration 106Q (383.110068 sec): 28 clusters Score: Raw -7164777.967343 + Penalty 9294.546809 = -7155483.420534 nChanged 179 Iteration 107Q (384.826724 sec): 28 clusters Score: Raw -7164813.248454 + Penalty 9294.546809 = -7155518.701645 nChanged 176 Iteration 108Q (386.666818 sec): 28 clusters Score: Raw -7164843.524863 + Penalty 9294.546809 = -7155548.978053 nChanged 173 Iteration 109Q (388.313443 sec): 28 clusters Score: Raw -7164881.824297 + Penalty 9294.546809 = -7155587.277487 nChanged 190 Iteration 110Q (390.060510 sec): 28 clusters Score: Raw -7164923.942992 + Penalty 9294.546809 = -7155629.396182 nChanged 203 Iteration 111Q (391.859880 sec): 28 clusters Score: Raw -7164956.515110 + Penalty 9294.546809 = -7155661.968301 nChanged 201 Iteration 112Q (393.516143 sec): 28 clusters Score: Raw -7164980.710760 + Penalty 9294.546809 = -7155686.163951 nChanged 198 Iteration 113Q (395.092608 sec): 28 clusters Score: Raw -7164998.257433 + Penalty 9294.546809 = -7155703.710623 nChanged 163 Iteration 114Q (396.718413 sec): 28 clusters Score: Raw -7165018.481737 + Penalty 9294.546809 = -7155723.934927 nChanged 169 Iteration 115Q (398.370661 sec): 28 clusters Score: Raw -7165041.813887 + Penalty 9294.546809 = -7155747.267077 nChanged 173 Iteration 116Q (399.993253 sec): 28 clusters Score: Raw -7165063.559447 + Penalty 9294.546809 = -7155769.012638 nChanged 182 Iteration 117Q (401.669130 sec): 28 clusters Score: Raw -7165086.434927 + Penalty 9294.546809 = -7155791.888118 nChanged 182 Iteration 118Q (403.455463 sec): 28 clusters Score: Raw -7165104.434766 + Penalty 9294.546809 = -7155809.887957 nChanged 202 Iteration 119Q (405.107014 sec): 28 clusters Score: Raw -7165121.471203 + Penalty 9294.546809 = -7155826.924394 nChanged 191 Iteration 120F (407.581781 sec): 28 clusters Score: Raw -7165153.108885 + Penalty 9294.546809 = -7155858.562075 nChanged 209 Iteration 121Q (409.252127 sec): 28 clusters Score: Raw -7165187.198558 + Penalty 9294.546809 = -7155892.651748 nChanged 246 Iteration 122Q (411.067277 sec): 28 clusters Score: Raw -7165219.141777 + Penalty 9294.546809 = -7155924.594967 nChanged 232 Iteration 123Q (412.797237 sec): 28 clusters Score: Raw -7165256.488262 + Penalty 9294.546809 = -7155961.941453 nChanged 261 Iteration 124Q (414.559717 sec): 28 clusters Score: Raw -7165286.357254 + Penalty 9294.546809 = -7155991.810444 nChanged 246 Iteration 125Q (416.313319 sec): 28 clusters Score: Raw -7165306.825049 + Penalty 9294.546809 = -7156012.278239 nChanged 237 Iteration 126Q (418.069138 sec): 28 clusters Score: Raw -7165326.706813 + Penalty 9294.546809 = -7156032.160004 nChanged 204 Iteration 127Q (419.834044 sec): 28 clusters Score: Raw -7165341.548803 + Penalty 9294.546809 = -7156047.001994 nChanged 198 Iteration 128Q (421.481938 sec): 28 clusters Score: Raw -7165355.959719 + Penalty 9294.546809 = -7156061.412909 nChanged 222 Iteration 129Q (423.152564 sec): 28 clusters Score: Raw -7165371.533287 + Penalty 9294.546809 = -7156076.986477 nChanged 228 Iteration 130Q (424.793384 sec): 28 clusters Score: Raw -7165388.599835 + Penalty 9294.546809 = -7156094.053025 nChanged 233 Iteration 131Q (426.596381 sec): 28 clusters Score: Raw -7165406.344979 + Penalty 9294.546809 = -7156111.798170 nChanged 235 Iteration 132Q (428.453428 sec): 28 clusters Score: Raw -7165430.109235 + Penalty 9294.546809 = -7156135.562426 nChanged 256 Iteration 133Q (430.230753 sec): 28 clusters Score: Raw -7165455.592727 + Penalty 9294.546809 = -7156161.045917 nChanged 274 Iteration 134Q (432.043381 sec): 28 clusters Score: Raw -7165478.321122 + Penalty 9294.546809 = -7156183.774312 nChanged 264 Iteration 135Q (433.785820 sec): 28 clusters Score: Raw -7165505.701143 + Penalty 9294.546809 = -7156211.154334 nChanged 326 Iteration 136Q (435.731056 sec): 28 clusters Score: Raw -7165532.388207 + Penalty 9294.546809 = -7156237.841398 nChanged 299 Iteration 137Q (437.422489 sec): 28 clusters Score: Raw -7165555.375563 + Penalty 9294.546809 = -7156260.828753 nChanged 317 Iteration 138Q (439.088166 sec): 28 clusters Score: Raw -7165580.915923 + Penalty 9294.546809 = -7156286.369114 nChanged 310 Writing temp clu file Because OldScore, -7156260.828753, is greater than current (better) Score,-7156286.369114 Compute initial score before splitting: Score: Raw -7165580.915923 + Penalty 9294.546809 = -7156286.369114 Trying to split cluster 1 (6001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (439.206526 sec): 2 clusters Score: Raw -140830.390051 + Penalty 239.241239 = -140591.148813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (439.259503 sec): 3 clusters Score: Raw -137124.862100 + Penalty 478.482477 = -136646.379623 nChanged 2803 SP:Iteration 1F (439.299619 sec): 3 clusters Score: Raw -139029.373678 + Penalty 478.482477 = -138550.891201 nChanged 422 SP:Iteration 2F (439.352759 sec): 3 clusters Score: Raw -139231.061792 + Penalty 478.482477 = -138752.579315 nChanged 316 SP:Iteration 3F (439.407539 sec): 3 clusters Score: Raw -139352.518525 + Penalty 478.482477 = -138874.036048 nChanged 244 SP:Iteration 4Q (439.453314 sec): 3 clusters Score: Raw -139431.587672 + Penalty 478.482477 = -138953.105195 nChanged 187 SP:Iteration 5Q (439.511929 sec): 3 clusters Score: Raw -139490.402019 + Penalty 478.482477 = -139011.919542 nChanged 156 SP:Iteration 6Q (439.553899 sec): 3 clusters Score: Raw -139532.440857 + Penalty 478.482477 = -139053.958380 nChanged 140 SP:Iteration 7Q (439.611796 sec): 3 clusters Score: Raw -139562.806625 + Penalty 478.482477 = -139084.324148 nChanged 124 SP:Iteration 8Q (439.668068 sec): 3 clusters Score: Raw -139585.044962 + Penalty 478.482477 = -139106.562485 nChanged 86 SP:Iteration 9Q (439.721509 sec): 3 clusters Score: Raw -139597.890648 + Penalty 478.482477 = -139119.408171 nChanged 72 SP:Iteration 10Q (439.774868 sec): 3 clusters Score: Raw -139611.558138 + Penalty 478.482477 = -139133.075661 nChanged 78 SP:Iteration 11Q (439.822008 sec): 3 clusters Score: Raw -139625.828417 + Penalty 478.482477 = -139147.345940 nChanged 75 SP:Iteration 12Q (439.874913 sec): 3 clusters Score: Raw -139642.449747 + Penalty 478.482477 = -139163.967270 nChanged 74 SP:Iteration 13Q (439.927281 sec): 3 clusters Score: Raw -139659.470759 + Penalty 478.482477 = -139180.988282 nChanged 75 SP:Iteration 14Q (439.979639 sec): 3 clusters Score: Raw -139681.805139 + Penalty 478.482477 = -139203.322662 nChanged 86 SP:Iteration 15Q (440.032154 sec): 3 clusters Score: Raw -139715.899132 + Penalty 478.482477 = -139237.416655 nChanged 97 SP:Iteration 16Q (440.086237 sec): 3 clusters Score: Raw -139750.989614 + Penalty 478.482477 = -139272.507137 nChanged 92 SP:Iteration 17Q (440.135693 sec): 3 clusters Score: Raw -139783.952262 + Penalty 478.482477 = -139305.469785 nChanged 86 SP:Iteration 18Q (440.189893 sec): 3 clusters Score: Raw -139819.506010 + Penalty 478.482477 = -139341.023533 nChanged 93 SP:Iteration 19Q (440.229670 sec): 3 clusters Score: Raw -139867.015949 + Penalty 478.482477 = -139388.533472 nChanged 108 SP:Iteration 20F (440.279201 sec): 3 clusters Score: Raw -139914.170986 + Penalty 478.482477 = -139435.688509 nChanged 115 SP:Iteration 21Q (440.328901 sec): 3 clusters Score: Raw -139952.613780 + Penalty 478.482477 = -139474.131303 nChanged 95 SP:Iteration 22Q (440.384601 sec): 3 clusters Score: Raw -139982.544641 + Penalty 478.482477 = -139504.062164 nChanged 95 SP:Iteration 23Q (440.442509 sec): 3 clusters Score: Raw -140008.368842 + Penalty 478.482477 = -139529.886365 nChanged 86 SP:Iteration 24Q (440.488840 sec): 3 clusters Score: Raw -140038.813839 + Penalty 478.482477 = -139560.331362 nChanged 82 SP:Iteration 25Q (440.542509 sec): 3 clusters Score: Raw -140069.913298 + Penalty 478.482477 = -139591.430821 nChanged 85 SP:Iteration 26Q (440.598973 sec): 3 clusters Score: Raw -140111.013482 + Penalty 478.482477 = -139632.531005 nChanged 98 SP:Iteration 27Q (440.643585 sec): 3 clusters Score: Raw -140158.933240 + Penalty 478.482477 = -139680.450763 nChanged 107 SP:Iteration 28Q (440.689617 sec): 3 clusters Score: Raw -140210.472500 + Penalty 478.482477 = -139731.990023 nChanged 92 SP:Iteration 29Q (440.748252 sec): 3 clusters Score: Raw -140259.551101 + Penalty 478.482477 = -139781.068624 nChanged 111 SP:Iteration 30Q (440.801725 sec): 3 clusters Score: Raw -140317.099019 + Penalty 478.482477 = -139838.616542 nChanged 113 SP:Iteration 31Q (440.841777 sec): 3 clusters Score: Raw -140366.728046 + Penalty 478.482477 = -139888.245569 nChanged 102 SP:Iteration 32Q (440.898356 sec): 3 clusters Score: Raw -140414.838763 + Penalty 478.482477 = -139936.356286 nChanged 97 SP:Iteration 33Q (440.949757 sec): 3 clusters Score: Raw -140458.988994 + Penalty 478.482477 = -139980.506517 nChanged 85 SP:Iteration 34Q (441.000320 sec): 3 clusters Score: Raw -140501.288288 + Penalty 478.482477 = -140022.805811 nChanged 75 SP:Iteration 35Q (441.047865 sec): 3 clusters Score: Raw -140532.756916 + Penalty 478.482477 = -140054.274439 nChanged 73 SP:Iteration 36Q (441.093383 sec): 3 clusters Score: Raw -140563.207881 + Penalty 478.482477 = -140084.725404 nChanged 71 SP:Iteration 37Q (441.140949 sec): 3 clusters Score: Raw -140598.400372 + Penalty 478.482477 = -140119.917895 nChanged 60 SP:Iteration 38Q (441.190619 sec): 3 clusters Score: Raw -140631.051095 + Penalty 478.482477 = -140152.568618 nChanged 52 SP:Iteration 39Q (441.244918 sec): 3 clusters Score: Raw -140662.420106 + Penalty 478.482477 = -140183.937629 nChanged 42 SP:Iteration 40F (441.292366 sec): 3 clusters Score: Raw -140682.756099 + Penalty 478.482477 = -140204.273622 nChanged 38 SP:Iteration 41Q (441.347461 sec): 3 clusters Score: Raw -140703.080218 + Penalty 478.482477 = -140224.597741 nChanged 34 SP:Iteration 42Q (441.392502 sec): 3 clusters Score: Raw -140721.576445 + Penalty 478.482477 = -140243.093968 nChanged 33 SP:Iteration 43Q (441.440618 sec): 3 clusters Score: Raw -140746.218162 + Penalty 478.482477 = -140267.735685 nChanged 38 SP:Iteration 44Q (441.488017 sec): 3 clusters Score: Raw -140771.874384 + Penalty 478.482477 = -140293.391907 nChanged 29 SP:Iteration 45Q (441.546440 sec): 3 clusters Score: Raw -140785.917571 + Penalty 478.482477 = -140307.435093 nChanged 20 SP:Iteration 46Q (441.594124 sec): 3 clusters Score: Raw -140794.775917 + Penalty 478.482477 = -140316.293440 nChanged 20 SP:Iteration 47Q (441.638355 sec): 3 clusters Score: Raw -140803.962383 + Penalty 478.482477 = -140325.479906 nChanged 16 SP:Iteration 48Q (441.692309 sec): 3 clusters Score: Raw -140814.786524 + Penalty 478.482477 = -140336.304047 nChanged 18 SP:Iteration 49Q (441.736018 sec): 3 clusters Score: Raw -140822.624982 + Penalty 478.482477 = -140344.142505 nChanged 10 SP:Iteration 50Q (441.792936 sec): 3 clusters Score: Raw -140825.508265 + Penalty 478.482477 = -140347.025788 nChanged 11 SP:Iteration 51Q (441.833732 sec): 3 clusters Score: Raw -140828.364943 + Penalty 478.482477 = -140349.882466 nChanged 11 SP:Iteration 52Q (441.881344 sec): 3 clusters Score: Raw -140832.798844 + Penalty 478.482477 = -140354.316367 nChanged 6 SP:Iteration 53Q (441.931039 sec): 3 clusters Score: Raw -140833.897395 + Penalty 478.482477 = -140355.414918 nChanged 7 SP:Iteration 54Q (441.990884 sec): 3 clusters Score: Raw -140836.443730 + Penalty 478.482477 = -140357.961253 nChanged 7 SP:Iteration 55Q (442.032927 sec): 3 clusters Score: Raw -140838.543344 + Penalty 478.482477 = -140360.060867 nChanged 6 SP:Iteration 56Q (442.083712 sec): 3 clusters Score: Raw -140840.357466 + Penalty 478.482477 = -140361.874989 nChanged 4 SP:Iteration 57Q (442.138194 sec): 3 clusters Score: Raw -140841.194033 + Penalty 478.482477 = -140362.711556 nChanged 5 SP:Iteration 58Q (442.185610 sec): 3 clusters Score: Raw -140842.240260 + Penalty 478.482477 = -140363.757783 nChanged 2 SP:Iteration 59Q (442.227823 sec): 3 clusters Score: Raw -140843.033037 + Penalty 478.482477 = -140364.550560 nChanged 5 SP:Iteration 60F (442.274411 sec): 3 clusters Score: Raw -140843.944896 + Penalty 478.482477 = -140365.462419 nChanged 0 Trying to split cluster 2 (4889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (442.304183 sec): 2 clusters Score: Raw -139743.954555 + Penalty 233.605434 = -139510.349121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (442.357833 sec): 3 clusters Score: Raw -136769.914463 + Penalty 467.210868 = -136302.703595 nChanged 2257 SP:Iteration 1F (442.414545 sec): 3 clusters Score: Raw -138259.572364 + Penalty 467.210868 = -137792.361495 nChanged 314 SP:Iteration 2F (442.455465 sec): 3 clusters Score: Raw -138423.548282 + Penalty 467.210868 = -137956.337413 nChanged 257 SP:Iteration 3F (442.508524 sec): 3 clusters Score: Raw -138593.406269 + Penalty 467.210868 = -138126.195401 nChanged 252 SP:Iteration 4F (442.567395 sec): 3 clusters Score: Raw -138759.356255 + Penalty 467.210868 = -138292.145386 nChanged 222 SP:Iteration 5Q (442.603454 sec): 3 clusters Score: Raw -138881.879771 + Penalty 467.210868 = -138414.668902 nChanged 156 SP:Iteration 6Q (442.668197 sec): 3 clusters Score: Raw -138951.084284 + Penalty 467.210868 = -138483.873415 nChanged 130 SP:Iteration 7Q (442.718377 sec): 3 clusters Score: Raw -138996.847869 + Penalty 467.210868 = -138529.637001 nChanged 90 SP:Iteration 8Q (442.770534 sec): 3 clusters Score: Raw -139017.725605 + Penalty 467.210868 = -138550.514737 nChanged 63 SP:Iteration 9Q (442.819858 sec): 3 clusters Score: Raw -139031.457396 + Penalty 467.210868 = -138564.246527 nChanged 48 SP:Iteration 10Q (442.874987 sec): 3 clusters Score: Raw -139043.017152 + Penalty 467.210868 = -138575.806284 nChanged 49 SP:Iteration 11Q (442.922443 sec): 3 clusters Score: Raw -139053.644199 + Penalty 467.210868 = -138586.433330 nChanged 52 SP:Iteration 12Q (442.974241 sec): 3 clusters Score: Raw -139064.282097 + Penalty 467.210868 = -138597.071229 nChanged 46 SP:Iteration 13Q (443.028227 sec): 3 clusters Score: Raw -139072.796549 + Penalty 467.210868 = -138605.585681 nChanged 53 SP:Iteration 14Q (443.081647 sec): 3 clusters Score: Raw -139083.830912 + Penalty 467.210868 = -138616.620043 nChanged 56 SP:Iteration 15Q (443.134453 sec): 3 clusters Score: Raw -139094.862841 + Penalty 467.210868 = -138627.651972 nChanged 58 SP:Iteration 16Q (443.181043 sec): 3 clusters Score: Raw -139108.683013 + Penalty 467.210868 = -138641.472144 nChanged 60 SP:Iteration 17Q (443.227706 sec): 3 clusters Score: Raw -139125.671854 + Penalty 467.210868 = -138658.460985 nChanged 69 SP:Iteration 18Q (443.282077 sec): 3 clusters Score: Raw -139152.786891 + Penalty 467.210868 = -138685.576023 nChanged 83 SP:Iteration 19Q (443.331214 sec): 3 clusters Score: Raw -139185.317187 + Penalty 467.210868 = -138718.106318 nChanged 80 SP:Iteration 20F (443.380320 sec): 3 clusters Score: Raw -139215.206159 + Penalty 467.210868 = -138747.995291 nChanged 69 SP:Iteration 21Q (443.432850 sec): 3 clusters Score: Raw -139239.877565 + Penalty 467.210868 = -138772.666697 nChanged 66 SP:Iteration 22Q (443.480027 sec): 3 clusters Score: Raw -139259.310127 + Penalty 467.210868 = -138792.099259 nChanged 61 SP:Iteration 23Q (443.530583 sec): 3 clusters Score: Raw -139279.147697 + Penalty 467.210868 = -138811.936828 nChanged 56 SP:Iteration 24Q (443.585770 sec): 3 clusters Score: Raw -139297.741265 + Penalty 467.210868 = -138830.530396 nChanged 75 SP:Iteration 25Q (443.636033 sec): 3 clusters Score: Raw -139327.646323 + Penalty 467.210868 = -138860.435455 nChanged 90 SP:Iteration 26Q (443.685060 sec): 3 clusters Score: Raw -139372.324226 + Penalty 467.210868 = -138905.113357 nChanged 78 SP:Iteration 27Q (443.735282 sec): 3 clusters Score: Raw -139411.404655 + Penalty 467.210868 = -138944.193787 nChanged 71 SP:Iteration 28Q (443.783754 sec): 3 clusters Score: Raw -139453.950313 + Penalty 467.210868 = -138986.739444 nChanged 63 SP:Iteration 29Q (443.843655 sec): 3 clusters Score: Raw -139501.278939 + Penalty 467.210868 = -139034.068070 nChanged 72 SP:Iteration 30Q (443.894189 sec): 3 clusters Score: Raw -139554.141862 + Penalty 467.210868 = -139086.930993 nChanged 83 SP:Iteration 31Q (443.944080 sec): 3 clusters Score: Raw -139612.645223 + Penalty 467.210868 = -139145.434354 nChanged 63 SP:Iteration 32Q (443.982227 sec): 3 clusters Score: Raw -139654.339828 + Penalty 467.210868 = -139187.128959 nChanged 51 SP:Iteration 33Q (444.043789 sec): 3 clusters Score: Raw -139681.655797 + Penalty 467.210868 = -139214.444928 nChanged 43 SP:Iteration 34Q (444.090086 sec): 3 clusters Score: Raw -139702.110795 + Penalty 467.210868 = -139234.899927 nChanged 32 SP:Iteration 35Q (444.134924 sec): 3 clusters Score: Raw -139715.466319 + Penalty 467.210868 = -139248.255450 nChanged 29 SP:Iteration 36Q (444.185494 sec): 3 clusters Score: Raw -139728.166952 + Penalty 467.210868 = -139260.956084 nChanged 24 SP:Iteration 37Q (444.234889 sec): 3 clusters Score: Raw -139738.918232 + Penalty 467.210868 = -139271.707363 nChanged 17 SP:Iteration 38Q (444.281508 sec): 3 clusters Score: Raw -139747.738280 + Penalty 467.210868 = -139280.527411 nChanged 23 SP:Iteration 39Q (444.333978 sec): 3 clusters Score: Raw -139757.515045 + Penalty 467.210868 = -139290.304177 nChanged 18 SP:Iteration 40F (444.383647 sec): 3 clusters Score: Raw -139764.193445 + Penalty 467.210868 = -139296.982576 nChanged 15 SP:Iteration 41Q (444.433402 sec): 3 clusters Score: Raw -139769.679998 + Penalty 467.210868 = -139302.469129 nChanged 12 SP:Iteration 42Q (444.481825 sec): 3 clusters Score: Raw -139772.675547 + Penalty 467.210868 = -139305.464678 nChanged 8 SP:Iteration 43Q (444.531760 sec): 3 clusters Score: Raw -139774.419483 + Penalty 467.210868 = -139307.208615 nChanged 4 SP:Iteration 44Q (444.581921 sec): 3 clusters Score: Raw -139775.636079 + Penalty 467.210868 = -139308.425211 nChanged 5 SP:Iteration 45Q (444.632830 sec): 3 clusters Score: Raw -139776.495877 + Penalty 467.210868 = -139309.285008 nChanged 3 SP:Iteration 46Q (444.678501 sec): 3 clusters Score: Raw -139776.870063 + Penalty 467.210868 = -139309.659195 nChanged 0 SP:Iteration 47F (444.721373 sec): 3 clusters Score: Raw -139776.870063 + Penalty 467.210868 = -139309.659195 nChanged 0 Trying to split cluster 3 (6963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (444.751593 sec): 2 clusters Score: Raw -169103.449025 + Penalty 243.330057 = -168860.118968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (444.807175 sec): 3 clusters Score: Raw -164750.229227 + Penalty 486.660113 = -164263.569114 nChanged 3254 SP:Iteration 1F (444.853755 sec): 3 clusters Score: Raw -166963.749406 + Penalty 486.660113 = -166477.089293 nChanged 577 SP:Iteration 2F (444.915241 sec): 3 clusters Score: Raw -167401.095660 + Penalty 486.660113 = -166914.435547 nChanged 498 SP:Iteration 3F (444.967078 sec): 3 clusters Score: Raw -167780.601222 + Penalty 486.660113 = -167293.941108 nChanged 442 SP:Iteration 4F (445.022197 sec): 3 clusters Score: Raw -168095.284208 + Penalty 486.660113 = -167608.624095 nChanged 355 SP:Iteration 5F (445.063329 sec): 3 clusters Score: Raw -168268.635360 + Penalty 486.660113 = -167781.975247 nChanged 231 SP:Iteration 6Q (445.129088 sec): 3 clusters Score: Raw -168339.963919 + Penalty 486.660113 = -167853.303806 nChanged 140 SP:Iteration 7Q (445.187747 sec): 3 clusters Score: Raw -168372.899604 + Penalty 486.660113 = -167886.239491 nChanged 102 SP:Iteration 8Q (445.238445 sec): 3 clusters Score: Raw -168395.116355 + Penalty 486.660113 = -167908.456241 nChanged 94 SP:Iteration 9Q (445.289277 sec): 3 clusters Score: Raw -168411.952997 + Penalty 486.660113 = -167925.292884 nChanged 65 SP:Iteration 10Q (445.340167 sec): 3 clusters Score: Raw -168425.083307 + Penalty 486.660113 = -167938.423194 nChanged 61 SP:Iteration 11Q (445.392402 sec): 3 clusters Score: Raw -168433.706441 + Penalty 486.660113 = -167947.046328 nChanged 57 SP:Iteration 12Q (445.449927 sec): 3 clusters Score: Raw -168441.385179 + Penalty 486.660113 = -167954.725066 nChanged 44 SP:Iteration 13Q (445.497864 sec): 3 clusters Score: Raw -168448.810393 + Penalty 486.660113 = -167962.150280 nChanged 54 SP:Iteration 14Q (445.547628 sec): 3 clusters Score: Raw -168457.960608 + Penalty 486.660113 = -167971.300495 nChanged 51 SP:Iteration 15Q (445.592571 sec): 3 clusters Score: Raw -168465.797418 + Penalty 486.660113 = -167979.137304 nChanged 46 SP:Iteration 16Q (445.654027 sec): 3 clusters Score: Raw -168471.493619 + Penalty 486.660113 = -167984.833506 nChanged 34 SP:Iteration 17Q (445.708159 sec): 3 clusters Score: Raw -168475.763095 + Penalty 486.660113 = -167989.102982 nChanged 33 SP:Iteration 18Q (445.749688 sec): 3 clusters Score: Raw -168480.520871 + Penalty 486.660113 = -167993.860758 nChanged 39 SP:Iteration 19Q (445.814190 sec): 3 clusters Score: Raw -168486.055729 + Penalty 486.660113 = -167999.395616 nChanged 44 SP:Iteration 20F (445.869184 sec): 3 clusters Score: Raw -168490.945611 + Penalty 486.660113 = -168004.285498 nChanged 30 SP:Iteration 21Q (445.905759 sec): 3 clusters Score: Raw -168495.046460 + Penalty 486.660113 = -168008.386346 nChanged 25 SP:Iteration 22Q (445.973459 sec): 3 clusters Score: Raw -168498.031486 + Penalty 486.660113 = -168011.371373 nChanged 15 SP:Iteration 23Q (446.027910 sec): 3 clusters Score: Raw -168499.795892 + Penalty 486.660113 = -168013.135779 nChanged 20 SP:Iteration 24Q (446.082230 sec): 3 clusters Score: Raw -168501.735083 + Penalty 486.660113 = -168015.074970 nChanged 20 SP:Iteration 25Q (446.139756 sec): 3 clusters Score: Raw -168503.910065 + Penalty 486.660113 = -168017.249952 nChanged 26 SP:Iteration 26Q (446.188814 sec): 3 clusters Score: Raw -168507.009195 + Penalty 486.660113 = -168020.349082 nChanged 30 SP:Iteration 27Q (446.250848 sec): 3 clusters Score: Raw -168510.982236 + Penalty 486.660113 = -168024.322123 nChanged 36 SP:Iteration 28Q (446.305340 sec): 3 clusters Score: Raw -168516.311844 + Penalty 486.660113 = -168029.651731 nChanged 47 SP:Iteration 29Q (446.345754 sec): 3 clusters Score: Raw -168524.473520 + Penalty 486.660113 = -168037.813407 nChanged 58 SP:Iteration 30Q (446.393865 sec): 3 clusters Score: Raw -168536.642104 + Penalty 486.660113 = -168049.981991 nChanged 67 SP:Iteration 31Q (446.452335 sec): 3 clusters Score: Raw -168550.137378 + Penalty 486.660113 = -168063.477265 nChanged 62 SP:Iteration 32Q (446.498144 sec): 3 clusters Score: Raw -168563.230921 + Penalty 486.660113 = -168076.570808 nChanged 58 SP:Iteration 33Q (446.552482 sec): 3 clusters Score: Raw -168576.280676 + Penalty 486.660113 = -168089.620563 nChanged 54 SP:Iteration 34Q (446.607670 sec): 3 clusters Score: Raw -168589.318970 + Penalty 486.660113 = -168102.658857 nChanged 73 SP:Iteration 35Q (446.655367 sec): 3 clusters Score: Raw -168606.718138 + Penalty 486.660113 = -168120.058024 nChanged 78 SP:Iteration 36Q (446.698336 sec): 3 clusters Score: Raw -168628.350386 + Penalty 486.660113 = -168141.690273 nChanged 83 SP:Iteration 37Q (446.760420 sec): 3 clusters Score: Raw -168649.063916 + Penalty 486.660113 = -168162.403803 nChanged 66 SP:Iteration 38Q (446.802048 sec): 3 clusters Score: Raw -168663.604531 + Penalty 486.660113 = -168176.944417 nChanged 63 SP:Iteration 39Q (446.861142 sec): 3 clusters Score: Raw -168673.181828 + Penalty 486.660113 = -168186.521715 nChanged 45 SP:Iteration 40F (446.913766 sec): 3 clusters Score: Raw -168679.014429 + Penalty 486.660113 = -168192.354316 nChanged 41 SP:Iteration 41Q (446.955449 sec): 3 clusters Score: Raw -168684.283924 + Penalty 486.660113 = -168197.623811 nChanged 36 SP:Iteration 42Q (447.008192 sec): 3 clusters Score: Raw -168689.920492 + Penalty 486.660113 = -168203.260378 nChanged 47 SP:Iteration 43Q (447.063905 sec): 3 clusters Score: Raw -168700.633568 + Penalty 486.660113 = -168213.973455 nChanged 58 SP:Iteration 44Q (447.120127 sec): 3 clusters Score: Raw -168714.528302 + Penalty 486.660113 = -168227.868189 nChanged 60 SP:Iteration 45Q (447.174848 sec): 3 clusters Score: Raw -168727.755038 + Penalty 486.660113 = -168241.094925 nChanged 55 SP:Iteration 46Q (447.228368 sec): 3 clusters Score: Raw -168740.045620 + Penalty 486.660113 = -168253.385507 nChanged 48 SP:Iteration 47Q (447.277076 sec): 3 clusters Score: Raw -168749.637722 + Penalty 486.660113 = -168262.977609 nChanged 48 SP:Iteration 48Q (447.332749 sec): 3 clusters Score: Raw -168761.952547 + Penalty 486.660113 = -168275.292434 nChanged 60 SP:Iteration 49Q (447.381437 sec): 3 clusters Score: Raw -168779.358674 + Penalty 486.660113 = -168292.698560 nChanged 65 SP:Iteration 50Q (447.434283 sec): 3 clusters Score: Raw -168797.457251 + Penalty 486.660113 = -168310.797137 nChanged 64 SP:Iteration 51Q (447.483539 sec): 3 clusters Score: Raw -168812.897510 + Penalty 486.660113 = -168326.237396 nChanged 59 SP:Iteration 52Q (447.536263 sec): 3 clusters Score: Raw -168825.753306 + Penalty 486.660113 = -168339.093193 nChanged 45 SP:Iteration 53Q (447.579728 sec): 3 clusters Score: Raw -168840.921171 + Penalty 486.660113 = -168354.261058 nChanged 67 SP:Iteration 54Q (447.637443 sec): 3 clusters Score: Raw -168866.714066 + Penalty 486.660113 = -168380.053953 nChanged 70 SP:Iteration 55Q (447.689362 sec): 3 clusters Score: Raw -168889.825397 + Penalty 486.660113 = -168403.165284 nChanged 67 SP:Iteration 56Q (447.747207 sec): 3 clusters Score: Raw -168919.921210 + Penalty 486.660113 = -168433.261096 nChanged 70 SP:Iteration 57Q (447.794571 sec): 3 clusters Score: Raw -168953.597787 + Penalty 486.660113 = -168466.937673 nChanged 68 SP:Iteration 58Q (447.855925 sec): 3 clusters Score: Raw -168991.971732 + Penalty 486.660113 = -168505.311619 nChanged 71 SP:Iteration 59Q (447.898428 sec): 3 clusters Score: Raw -169023.474893 + Penalty 486.660113 = -168536.814780 nChanged 53 SP:Iteration 60F (447.962902 sec): 3 clusters Score: Raw -169045.708778 + Penalty 486.660113 = -168559.048665 nChanged 44 SP:Iteration 61Q (448.012940 sec): 3 clusters Score: Raw -169061.762816 + Penalty 486.660113 = -168575.102702 nChanged 51 SP:Iteration 62Q (448.063564 sec): 3 clusters Score: Raw -169078.080779 + Penalty 486.660113 = -168591.420666 nChanged 58 SP:Iteration 63Q (448.113421 sec): 3 clusters Score: Raw -169093.743415 + Penalty 486.660113 = -168607.083301 nChanged 40 SP:Iteration 64Q (448.169479 sec): 3 clusters Score: Raw -169103.098949 + Penalty 486.660113 = -168616.438836 nChanged 34 SP:Iteration 65Q (448.219401 sec): 3 clusters Score: Raw -169110.323383 + Penalty 486.660113 = -168623.663269 nChanged 20 SP:Iteration 66Q (448.260506 sec): 3 clusters Score: Raw -169116.479858 + Penalty 486.660113 = -168629.819744 nChanged 28 SP:Iteration 67Q (448.311971 sec): 3 clusters Score: Raw -169120.745394 + Penalty 486.660113 = -168634.085281 nChanged 22 SP:Iteration 68Q (448.362293 sec): 3 clusters Score: Raw -169127.236615 + Penalty 486.660113 = -168640.576502 nChanged 26 SP:Iteration 69Q (448.415470 sec): 3 clusters Score: Raw -169133.371879 + Penalty 486.660113 = -168646.711766 nChanged 23 SP:Iteration 70Q (448.457781 sec): 3 clusters Score: Raw -169139.555743 + Penalty 486.660113 = -168652.895630 nChanged 28 SP:Iteration 71Q (448.511338 sec): 3 clusters Score: Raw -169147.320818 + Penalty 486.660113 = -168660.660704 nChanged 29 SP:Iteration 72Q (448.554851 sec): 3 clusters Score: Raw -169154.668258 + Penalty 486.660113 = -168668.008144 nChanged 28 SP:Iteration 73Q (448.610722 sec): 3 clusters Score: Raw -169161.258828 + Penalty 486.660113 = -168674.598715 nChanged 24 SP:Iteration 74Q (448.660263 sec): 3 clusters Score: Raw -169166.615617 + Penalty 486.660113 = -168679.955504 nChanged 25 SP:Iteration 75Q (448.709992 sec): 3 clusters Score: Raw -169170.991901 + Penalty 486.660113 = -168684.331788 nChanged 18 SP:Iteration 76Q (448.750332 sec): 3 clusters Score: Raw -169174.077328 + Penalty 486.660113 = -168687.417214 nChanged 18 SP:Iteration 77Q (448.809373 sec): 3 clusters Score: Raw -169176.930513 + Penalty 486.660113 = -168690.270400 nChanged 16 SP:Iteration 78Q (448.853652 sec): 3 clusters Score: Raw -169180.086670 + Penalty 486.660113 = -168693.426556 nChanged 20 SP:Iteration 79Q (448.911180 sec): 3 clusters Score: Raw -169183.611187 + Penalty 486.660113 = -168696.951074 nChanged 13 SP:Iteration 80F (448.956144 sec): 3 clusters Score: Raw -169185.269534 + Penalty 486.660113 = -168698.609421 nChanged 9 SP:Iteration 81Q (449.010674 sec): 3 clusters Score: Raw -169186.509221 + Penalty 486.660113 = -168699.849108 nChanged 11 SP:Iteration 82Q (449.059357 sec): 3 clusters Score: Raw -169187.667109 + Penalty 486.660113 = -168701.006996 nChanged 6 SP:Iteration 83Q (449.119278 sec): 3 clusters Score: Raw -169188.466473 + Penalty 486.660113 = -168701.806360 nChanged 7 SP:Iteration 84Q (449.172690 sec): 3 clusters Score: Raw -169189.500299 + Penalty 486.660113 = -168702.840185 nChanged 6 SP:Iteration 85Q (449.221119 sec): 3 clusters Score: Raw -169190.269312 + Penalty 486.660113 = -168703.609198 nChanged 8 SP:Iteration 86Q (449.274063 sec): 3 clusters Score: Raw -169191.059986 + Penalty 486.660113 = -168704.399873 nChanged 5 SP:Iteration 87Q (449.313746 sec): 3 clusters Score: Raw -169191.608688 + Penalty 486.660113 = -168704.948575 nChanged 4 SP:Iteration 88Q (449.368891 sec): 3 clusters Score: Raw -169192.210649 + Penalty 486.660113 = -168705.550536 nChanged 4 SP:Iteration 89Q (449.416318 sec): 3 clusters Score: Raw -169192.638649 + Penalty 486.660113 = -168705.978536 nChanged 5 SP:Iteration 90Q (449.469929 sec): 3 clusters Score: Raw -169193.118855 + Penalty 486.660113 = -168706.458742 nChanged 3 SP:Iteration 91Q (449.524817 sec): 3 clusters Score: Raw -169193.608038 + Penalty 486.660113 = -168706.947925 nChanged 6 SP:Iteration 92Q (449.575815 sec): 3 clusters Score: Raw -169194.400050 + Penalty 486.660113 = -168707.739937 nChanged 3 SP:Iteration 93Q (449.616397 sec): 3 clusters Score: Raw -169194.699652 + Penalty 486.660113 = -168708.039539 nChanged 4 SP:Iteration 94Q (449.675843 sec): 3 clusters Score: Raw -169194.993459 + Penalty 486.660113 = -168708.333346 nChanged 4 SP:Iteration 95Q (449.718865 sec): 3 clusters Score: Raw -169195.324509 + Penalty 486.660113 = -168708.664396 nChanged 6 SP:Iteration 96Q (449.771512 sec): 3 clusters Score: Raw -169195.790894 + Penalty 486.660113 = -168709.130780 nChanged 5 SP:Iteration 97Q (449.833622 sec): 3 clusters Score: Raw -169196.404549 + Penalty 486.660113 = -168709.744436 nChanged 8 SP:Iteration 98Q (449.883669 sec): 3 clusters Score: Raw -169197.442757 + Penalty 486.660113 = -168710.782644 nChanged 9 SP:Iteration 99Q (449.923615 sec): 3 clusters Score: Raw -169198.114913 + Penalty 486.660113 = -168711.454800 nChanged 5 SP:Iteration 100F (449.983117 sec): 3 clusters Score: Raw -169198.282070 + Penalty 486.660113 = -168711.621957 nChanged 6 SP:Iteration 101Q (450.040391 sec): 3 clusters Score: Raw -169198.934369 + Penalty 486.660113 = -168712.274256 nChanged 8 SP:Iteration 102Q (450.089796 sec): 3 clusters Score: Raw -169199.769764 + Penalty 486.660113 = -168713.109651 nChanged 5 SP:Iteration 103Q (450.140539 sec): 3 clusters Score: Raw -169200.352436 + Penalty 486.660113 = -168713.692323 nChanged 3 SP:Iteration 104Q (450.200071 sec): 3 clusters Score: Raw -169200.661356 + Penalty 486.660113 = -168714.001243 nChanged 1 SP:Iteration 105Q (450.240732 sec): 3 clusters Score: Raw -169200.759622 + Penalty 486.660113 = -168714.099509 nChanged 4 SP:Iteration 106Q (450.304018 sec): 3 clusters Score: Raw -169201.457734 + Penalty 486.660113 = -168714.797620 nChanged 4 SP:Iteration 107Q (450.353171 sec): 3 clusters Score: Raw -169201.922819 + Penalty 486.660113 = -168715.262706 nChanged 4 SP:Iteration 108Q (450.405530 sec): 3 clusters Score: Raw -169202.184880 + Penalty 486.660113 = -168715.524766 nChanged 5 SP:Iteration 109Q (450.453689 sec): 3 clusters Score: Raw -169202.424869 + Penalty 486.660113 = -168715.764756 nChanged 1 SP:Iteration 110Q (450.507022 sec): 3 clusters Score: Raw -169202.455504 + Penalty 486.660113 = -168715.795391 nChanged 1 SP:Iteration 111Q (450.556335 sec): 3 clusters Score: Raw -169202.509350 + Penalty 486.660113 = -168715.849237 nChanged 0 SP:Iteration 112F (450.604039 sec): 3 clusters Score: Raw -169202.509350 + Penalty 486.660113 = -168715.849237 nChanged 0 Trying to split cluster 4 (6046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (450.633691 sec): 2 clusters Score: Raw -183232.008764 + Penalty 239.446685 = -182992.562079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (450.691421 sec): 3 clusters Score: Raw -179502.057894 + Penalty 478.893370 = -179023.164525 nChanged 2795 SP:Iteration 1F (450.740860 sec): 3 clusters Score: Raw -181477.830875 + Penalty 478.893370 = -180998.937506 nChanged 562 SP:Iteration 2F (450.793048 sec): 3 clusters Score: Raw -181972.943009 + Penalty 478.893370 = -181494.049640 nChanged 524 SP:Iteration 3F (450.836027 sec): 3 clusters Score: Raw -182451.452187 + Penalty 478.893370 = -181972.558818 nChanged 369 SP:Iteration 4F (450.887120 sec): 3 clusters Score: Raw -182761.703985 + Penalty 478.893370 = -182282.810615 nChanged 252 SP:Iteration 5Q (450.927304 sec): 3 clusters Score: Raw -182987.667354 + Penalty 478.893370 = -182508.773984 nChanged 150 SP:Iteration 6Q (450.987472 sec): 3 clusters Score: Raw -183120.217995 + Penalty 478.893370 = -182641.324625 nChanged 109 SP:Iteration 7Q (451.035540 sec): 3 clusters Score: Raw -183211.386187 + Penalty 478.893370 = -182732.492817 nChanged 70 SP:Iteration 8Q (451.086585 sec): 3 clusters Score: Raw -183253.034196 + Penalty 478.893370 = -182774.140826 nChanged 57 SP:Iteration 9Q (451.124724 sec): 3 clusters Score: Raw -183276.907505 + Penalty 478.893370 = -182798.014135 nChanged 30 SP:Iteration 10Q (451.176604 sec): 3 clusters Score: Raw -183285.712620 + Penalty 478.893370 = -182806.819251 nChanged 20 SP:Iteration 11Q (451.227943 sec): 3 clusters Score: Raw -183291.402369 + Penalty 478.893370 = -182812.509000 nChanged 18 SP:Iteration 12Q (451.285936 sec): 3 clusters Score: Raw -183299.316788 + Penalty 478.893370 = -182820.423419 nChanged 17 SP:Iteration 13Q (451.329715 sec): 3 clusters Score: Raw -183306.706464 + Penalty 478.893370 = -182827.813095 nChanged 16 SP:Iteration 14Q (451.395421 sec): 3 clusters Score: Raw -183312.122719 + Penalty 478.893370 = -182833.229350 nChanged 21 SP:Iteration 15Q (451.438640 sec): 3 clusters Score: Raw -183316.269667 + Penalty 478.893370 = -182837.376298 nChanged 11 SP:Iteration 16Q (451.496788 sec): 3 clusters Score: Raw -183317.786716 + Penalty 478.893370 = -182838.893347 nChanged 8 SP:Iteration 17Q (451.547636 sec): 3 clusters Score: Raw -183319.007986 + Penalty 478.893370 = -182840.114616 nChanged 6 SP:Iteration 18Q (451.598251 sec): 3 clusters Score: Raw -183319.886750 + Penalty 478.893370 = -182840.993380 nChanged 7 SP:Iteration 19Q (451.657305 sec): 3 clusters Score: Raw -183321.399761 + Penalty 478.893370 = -182842.506391 nChanged 5 SP:Iteration 20F (451.709554 sec): 3 clusters Score: Raw -183322.010899 + Penalty 478.893370 = -182843.117529 nChanged 3 SP:Iteration 21Q (451.756274 sec): 3 clusters Score: Raw -183322.495305 + Penalty 478.893370 = -182843.601935 nChanged 4 SP:Iteration 22Q (451.808568 sec): 3 clusters Score: Raw -183322.927137 + Penalty 478.893370 = -182844.033767 nChanged 3 SP:Iteration 23Q (451.853574 sec): 3 clusters Score: Raw -183323.887288 + Penalty 478.893370 = -182844.993918 nChanged 5 SP:Iteration 24Q (451.907931 sec): 3 clusters Score: Raw -183325.695177 + Penalty 478.893370 = -182846.801807 nChanged 10 SP:Iteration 25Q (451.961378 sec): 3 clusters Score: Raw -183329.427699 + Penalty 478.893370 = -182850.534329 nChanged 10 SP:Iteration 26Q (452.006047 sec): 3 clusters Score: Raw -183331.451419 + Penalty 478.893370 = -182852.558049 nChanged 11 SP:Iteration 27Q (452.058432 sec): 3 clusters Score: Raw -183333.415855 + Penalty 478.893370 = -182854.522486 nChanged 9 SP:Iteration 28Q (452.101040 sec): 3 clusters Score: Raw -183334.725652 + Penalty 478.893370 = -182855.832282 nChanged 5 SP:Iteration 29Q (452.150092 sec): 3 clusters Score: Raw -183336.096242 + Penalty 478.893370 = -182857.202872 nChanged 7 SP:Iteration 30Q (452.201873 sec): 3 clusters Score: Raw -183337.974775 + Penalty 478.893370 = -182859.081406 nChanged 7 SP:Iteration 31Q (452.257116 sec): 3 clusters Score: Raw -183339.133013 + Penalty 478.893370 = -182860.239643 nChanged 8 SP:Iteration 32Q (452.307723 sec): 3 clusters Score: Raw -183340.688558 + Penalty 478.893370 = -182861.795188 nChanged 6 SP:Iteration 33Q (452.358245 sec): 3 clusters Score: Raw -183341.796646 + Penalty 478.893370 = -182862.903276 nChanged 5 SP:Iteration 34Q (452.406336 sec): 3 clusters Score: Raw -183342.610663 + Penalty 478.893370 = -182863.717293 nChanged 2 SP:Iteration 35Q (452.449477 sec): 3 clusters Score: Raw -183342.844564 + Penalty 478.893370 = -182863.951194 nChanged 2 SP:Iteration 36Q (452.501713 sec): 3 clusters Score: Raw -183343.592421 + Penalty 478.893370 = -182864.699051 nChanged 1 SP:Iteration 37Q (452.549597 sec): 3 clusters Score: Raw -183343.644767 + Penalty 478.893370 = -182864.751397 nChanged 1 SP:Iteration 38Q (452.589609 sec): 3 clusters Score: Raw -183343.717168 + Penalty 478.893370 = -182864.823799 nChanged 1 SP:Iteration 39Q (452.645835 sec): 3 clusters Score: Raw -183343.772132 + Penalty 478.893370 = -182864.878762 nChanged 0 SP:Iteration 40F (452.698495 sec): 3 clusters Score: Raw -183343.772132 + Penalty 478.893370 = -182864.878762 nChanged 0 Trying to split cluster 5 (7943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (452.729387 sec): 2 clusters Score: Raw -235323.132398 + Penalty 246.951274 = -235076.181124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (452.781541 sec): 3 clusters Score: Raw -230334.537673 + Penalty 493.902547 = -229840.635125 nChanged 3746 SP:Iteration 1F (452.831477 sec): 3 clusters Score: Raw -233122.303514 + Penalty 493.902547 = -232628.400967 nChanged 675 SP:Iteration 2F (452.876478 sec): 3 clusters Score: Raw -233789.562801 + Penalty 493.902547 = -233295.660254 nChanged 534 SP:Iteration 3F (452.938648 sec): 3 clusters Score: Raw -234266.355625 + Penalty 493.902547 = -233772.453078 nChanged 366 SP:Iteration 4Q (452.991681 sec): 3 clusters Score: Raw -234517.929846 + Penalty 493.902547 = -234024.027299 nChanged 256 SP:Iteration 5Q (453.045971 sec): 3 clusters Score: Raw -234672.078376 + Penalty 493.902547 = -234178.175828 nChanged 218 SP:Iteration 6Q (453.088423 sec): 3 clusters Score: Raw -234811.257510 + Penalty 493.902547 = -234317.354963 nChanged 190 SP:Iteration 7Q (453.148950 sec): 3 clusters Score: Raw -234937.915606 + Penalty 493.902547 = -234444.013059 nChanged 160 SP:Iteration 8Q (453.201015 sec): 3 clusters Score: Raw -235034.316153 + Penalty 493.902547 = -234540.413606 nChanged 131 SP:Iteration 9Q (453.246870 sec): 3 clusters Score: Raw -235100.387462 + Penalty 493.902547 = -234606.484915 nChanged 90 SP:Iteration 10Q (453.311254 sec): 3 clusters Score: Raw -235144.523098 + Penalty 493.902547 = -234650.620550 nChanged 77 SP:Iteration 11Q (453.365427 sec): 3 clusters Score: Raw -235185.803387 + Penalty 493.902547 = -234691.900839 nChanged 59 SP:Iteration 12Q (453.415558 sec): 3 clusters Score: Raw -235217.671987 + Penalty 493.902547 = -234723.769440 nChanged 52 SP:Iteration 13Q (453.473675 sec): 3 clusters Score: Raw -235244.758987 + Penalty 493.902547 = -234750.856440 nChanged 51 SP:Iteration 14Q (453.523991 sec): 3 clusters Score: Raw -235269.658339 + Penalty 493.902547 = -234775.755791 nChanged 39 SP:Iteration 15Q (453.577954 sec): 3 clusters Score: Raw -235287.277458 + Penalty 493.902547 = -234793.374910 nChanged 35 SP:Iteration 16Q (453.624116 sec): 3 clusters Score: Raw -235308.850403 + Penalty 493.902547 = -234814.947856 nChanged 33 SP:Iteration 17Q (453.673025 sec): 3 clusters Score: Raw -235329.995583 + Penalty 493.902547 = -234836.093036 nChanged 30 SP:Iteration 18Q (453.734390 sec): 3 clusters Score: Raw -235343.629713 + Penalty 493.902547 = -234849.727165 nChanged 22 SP:Iteration 19Q (453.781562 sec): 3 clusters Score: Raw -235354.897270 + Penalty 493.902547 = -234860.994723 nChanged 13 SP:Iteration 20F (453.822055 sec): 3 clusters Score: Raw -235361.817726 + Penalty 493.902547 = -234867.915178 nChanged 11 SP:Iteration 21Q (453.870994 sec): 3 clusters Score: Raw -235367.975623 + Penalty 493.902547 = -234874.073076 nChanged 6 SP:Iteration 22Q (453.919969 sec): 3 clusters Score: Raw -235371.877630 + Penalty 493.902547 = -234877.975083 nChanged 6 SP:Iteration 23Q (453.963765 sec): 3 clusters Score: Raw -235376.219472 + Penalty 493.902547 = -234882.316925 nChanged 6 SP:Iteration 24Q (454.011406 sec): 3 clusters Score: Raw -235380.517118 + Penalty 493.902547 = -234886.614570 nChanged 4 SP:Iteration 25Q (454.061242 sec): 3 clusters Score: Raw -235381.777118 + Penalty 493.902547 = -234887.874570 nChanged 3 SP:Iteration 26Q (454.119520 sec): 3 clusters Score: Raw -235383.029936 + Penalty 493.902547 = -234889.127388 nChanged 4 SP:Iteration 27Q (454.173128 sec): 3 clusters Score: Raw -235384.003110 + Penalty 493.902547 = -234890.100563 nChanged 3 SP:Iteration 28Q (454.227741 sec): 3 clusters Score: Raw -235384.598612 + Penalty 493.902547 = -234890.696064 nChanged 1 SP:Iteration 29Q (454.277227 sec): 3 clusters Score: Raw -235385.321530 + Penalty 493.902547 = -234891.418982 nChanged 2 SP:Iteration 30Q (454.319107 sec): 3 clusters Score: Raw -235386.227193 + Penalty 493.902547 = -234892.324646 nChanged 1 SP:Iteration 31Q (454.372451 sec): 3 clusters Score: Raw -235386.384274 + Penalty 493.902547 = -234892.481726 nChanged 0 SP:Iteration 32F (454.415603 sec): 3 clusters Score: Raw -235386.384274 + Penalty 493.902547 = -234892.481726 nChanged 0 Trying to split cluster 6 (44084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (454.483673 sec): 2 clusters Score: Raw -1367762.302977 + Penalty 294.080935 = -1367468.222042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (454.568986 sec): 3 clusters Score: Raw -1338521.297514 + Penalty 588.161870 = -1337933.135644 nChanged 21382 SP:Iteration 1F (454.650645 sec): 3 clusters Score: Raw -1353498.931814 + Penalty 588.161870 = -1352910.769944 nChanged 3516 SP:Iteration 2F (454.716925 sec): 3 clusters Score: Raw -1356189.622102 + Penalty 588.161870 = -1355601.460232 nChanged 3411 SP:Iteration 3F (454.805968 sec): 3 clusters Score: Raw -1358943.213485 + Penalty 588.161870 = -1358355.051615 nChanged 2786 SP:Iteration 4F (454.884978 sec): 3 clusters Score: Raw -1360769.828968 + Penalty 588.161870 = -1360181.667098 nChanged 1783 SP:Iteration 5Q (454.972515 sec): 3 clusters Score: Raw -1361532.180003 + Penalty 588.161870 = -1360944.018133 nChanged 1061 SP:Iteration 6Q (455.059045 sec): 3 clusters Score: Raw -1361876.197077 + Penalty 588.161870 = -1361288.035207 nChanged 809 SP:Iteration 7Q (455.140793 sec): 3 clusters Score: Raw -1362135.017099 + Penalty 588.161870 = -1361546.855229 nChanged 810 SP:Iteration 8Q (455.224545 sec): 3 clusters Score: Raw -1362395.636317 + Penalty 588.161870 = -1361807.474447 nChanged 783 SP:Iteration 9Q (455.308455 sec): 3 clusters Score: Raw -1362649.052666 + Penalty 588.161870 = -1362060.890796 nChanged 734 SP:Iteration 10Q (455.377301 sec): 3 clusters Score: Raw -1362881.928950 + Penalty 588.161870 = -1362293.767080 nChanged 780 SP:Iteration 11Q (455.466903 sec): 3 clusters Score: Raw -1363146.097710 + Penalty 588.161870 = -1362557.935840 nChanged 822 SP:Iteration 12Q (455.547877 sec): 3 clusters Score: Raw -1363442.389269 + Penalty 588.161870 = -1362854.227399 nChanged 852 SP:Iteration 13Q (455.627857 sec): 3 clusters Score: Raw -1363763.939089 + Penalty 588.161870 = -1363175.777219 nChanged 872 SP:Iteration 14Q (455.706408 sec): 3 clusters Score: Raw -1364117.770625 + Penalty 588.161870 = -1363529.608755 nChanged 838 SP:Iteration 15Q (455.789351 sec): 3 clusters Score: Raw -1364467.049338 + Penalty 588.161870 = -1363878.887468 nChanged 831 SP:Iteration 16Q (455.870010 sec): 3 clusters Score: Raw -1364816.327888 + Penalty 588.161870 = -1364228.166018 nChanged 781 SP:Iteration 17Q (455.949080 sec): 3 clusters Score: Raw -1365155.356757 + Penalty 588.161870 = -1364567.194887 nChanged 705 SP:Iteration 18Q (456.017684 sec): 3 clusters Score: Raw -1365466.502515 + Penalty 588.161870 = -1364878.340645 nChanged 601 SP:Iteration 19Q (456.107192 sec): 3 clusters Score: Raw -1365716.371992 + Penalty 588.161870 = -1365128.210122 nChanged 533 SP:Iteration 20F (456.186343 sec): 3 clusters Score: Raw -1365929.045392 + Penalty 588.161870 = -1365340.883522 nChanged 522 SP:Iteration 21Q (456.265809 sec): 3 clusters Score: Raw -1366150.619723 + Penalty 588.161870 = -1365562.457853 nChanged 462 SP:Iteration 22Q (456.341217 sec): 3 clusters Score: Raw -1366339.910918 + Penalty 588.161870 = -1365751.749048 nChanged 420 SP:Iteration 23Q (456.418482 sec): 3 clusters Score: Raw -1366519.866524 + Penalty 588.161870 = -1365931.704654 nChanged 377 SP:Iteration 24Q (456.486789 sec): 3 clusters Score: Raw -1366678.832744 + Penalty 588.161870 = -1366090.670874 nChanged 355 SP:Iteration 25Q (456.572603 sec): 3 clusters Score: Raw -1366825.965398 + Penalty 588.161870 = -1366237.803528 nChanged 317 SP:Iteration 26Q (456.651374 sec): 3 clusters Score: Raw -1366966.640476 + Penalty 588.161870 = -1366378.478606 nChanged 295 SP:Iteration 27Q (456.730795 sec): 3 clusters Score: Raw -1367099.080084 + Penalty 588.161870 = -1366510.918214 nChanged 270 SP:Iteration 28Q (456.813860 sec): 3 clusters Score: Raw -1367231.950677 + Penalty 588.161870 = -1366643.788807 nChanged 207 SP:Iteration 29Q (456.890838 sec): 3 clusters Score: Raw -1367342.778285 + Penalty 588.161870 = -1366754.616415 nChanged 188 SP:Iteration 30Q (456.965114 sec): 3 clusters Score: Raw -1367455.674781 + Penalty 588.161870 = -1366867.512911 nChanged 163 SP:Iteration 31Q (457.041528 sec): 3 clusters Score: Raw -1367568.707314 + Penalty 588.161870 = -1366980.545444 nChanged 120 SP:Iteration 32Q (457.122960 sec): 3 clusters Score: Raw -1367650.995601 + Penalty 588.161870 = -1367062.833731 nChanged 114 SP:Iteration 33Q (457.199695 sec): 3 clusters Score: Raw -1367722.231798 + Penalty 588.161870 = -1367134.069928 nChanged 88 SP:Iteration 34Q (457.276071 sec): 3 clusters Score: Raw -1367763.399513 + Penalty 588.161870 = -1367175.237643 nChanged 64 SP:Iteration 35Q (457.349138 sec): 3 clusters Score: Raw -1367792.782891 + Penalty 588.161870 = -1367204.621021 nChanged 53 SP:Iteration 36Q (457.420455 sec): 3 clusters Score: Raw -1367822.197413 + Penalty 588.161870 = -1367234.035542 nChanged 54 SP:Iteration 37Q (457.497218 sec): 3 clusters Score: Raw -1367851.137970 + Penalty 588.161870 = -1367262.976100 nChanged 38 SP:Iteration 38Q (457.570803 sec): 3 clusters Score: Raw -1367866.981226 + Penalty 588.161870 = -1367278.819356 nChanged 39 SP:Iteration 39Q (457.648934 sec): 3 clusters Score: Raw -1367879.586059 + Penalty 588.161870 = -1367291.424189 nChanged 27 SP:Iteration 40F (457.724888 sec): 3 clusters Score: Raw -1367887.277654 + Penalty 588.161870 = -1367299.115784 nChanged 27 SP:Iteration 41Q (457.800649 sec): 3 clusters Score: Raw -1367895.616172 + Penalty 588.161870 = -1367307.454302 nChanged 31 SP:Iteration 42Q (457.879028 sec): 3 clusters Score: Raw -1367903.205438 + Penalty 588.161870 = -1367315.043568 nChanged 19 SP:Iteration 43Q (457.956522 sec): 3 clusters Score: Raw -1367907.556039 + Penalty 588.161870 = -1367319.394169 nChanged 15 SP:Iteration 44Q (458.031651 sec): 3 clusters Score: Raw -1367910.780498 + Penalty 588.161870 = -1367322.618628 nChanged 16 SP:Iteration 45Q (458.105311 sec): 3 clusters Score: Raw -1367914.318522 + Penalty 588.161870 = -1367326.156652 nChanged 9 SP:Iteration 46Q (458.179427 sec): 3 clusters Score: Raw -1367915.829715 + Penalty 588.161870 = -1367327.667845 nChanged 5 SP:Iteration 47Q (458.260210 sec): 3 clusters Score: Raw -1367916.758717 + Penalty 588.161870 = -1367328.596847 nChanged 7 SP:Iteration 48Q (458.338546 sec): 3 clusters Score: Raw -1367918.155280 + Penalty 588.161870 = -1367329.993410 nChanged 7 SP:Iteration 49Q (458.416233 sec): 3 clusters Score: Raw -1367919.109142 + Penalty 588.161870 = -1367330.947272 nChanged 6 SP:Iteration 50Q (458.495708 sec): 3 clusters Score: Raw -1367919.794142 + Penalty 588.161870 = -1367331.632272 nChanged 6 SP:Iteration 51Q (458.571045 sec): 3 clusters Score: Raw -1367920.421974 + Penalty 588.161870 = -1367332.260104 nChanged 4 SP:Iteration 52Q (458.630957 sec): 3 clusters Score: Raw -1367920.988218 + Penalty 588.161870 = -1367332.826348 nChanged 2 SP:Iteration 53Q (458.714987 sec): 3 clusters Score: Raw -1367921.321145 + Penalty 588.161870 = -1367333.159275 nChanged 4 SP:Iteration 54Q (458.778133 sec): 3 clusters Score: Raw -1367921.881886 + Penalty 588.161870 = -1367333.720016 nChanged 2 SP:Iteration 55Q (458.851891 sec): 3 clusters Score: Raw -1367922.125300 + Penalty 588.161870 = -1367333.963429 nChanged 3 SP:Iteration 56Q (458.941352 sec): 3 clusters Score: Raw -1367922.725819 + Penalty 588.161870 = -1367334.563948 nChanged 3 SP:Iteration 57Q (459.014624 sec): 3 clusters Score: Raw -1367923.087621 + Penalty 588.161870 = -1367334.925751 nChanged 0 SP:Iteration 58F (459.099237 sec): 3 clusters Score: Raw -1367923.087621 + Penalty 588.161870 = -1367334.925751 nChanged 0 Trying to split cluster 7 (2628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (459.134603 sec): 2 clusters Score: Raw -74068.950832 + Penalty 216.534405 = -73852.416426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (459.185524 sec): 3 clusters Score: Raw -72489.648860 + Penalty 433.068811 = -72056.580049 nChanged 1186 SP:Iteration 1F (459.235543 sec): 3 clusters Score: Raw -73239.717287 + Penalty 433.068811 = -72806.648477 nChanged 229 SP:Iteration 2F (459.285191 sec): 3 clusters Score: Raw -73381.548844 + Penalty 433.068811 = -72948.480033 nChanged 196 SP:Iteration 3F (459.326738 sec): 3 clusters Score: Raw -73508.463530 + Penalty 433.068811 = -73075.394719 nChanged 163 SP:Iteration 4F (459.374064 sec): 3 clusters Score: Raw -73623.169010 + Penalty 433.068811 = -73190.100199 nChanged 153 SP:Iteration 5F (459.430211 sec): 3 clusters Score: Raw -73720.461156 + Penalty 433.068811 = -73287.392345 nChanged 123 SP:Iteration 6Q (459.470116 sec): 3 clusters Score: Raw -73785.868768 + Penalty 433.068811 = -73352.799957 nChanged 91 SP:Iteration 7Q (459.515905 sec): 3 clusters Score: Raw -73824.433035 + Penalty 433.068811 = -73391.364224 nChanged 70 SP:Iteration 8Q (459.561395 sec): 3 clusters Score: Raw -73843.500599 + Penalty 433.068811 = -73410.431788 nChanged 54 SP:Iteration 9Q (459.611054 sec): 3 clusters Score: Raw -73858.880394 + Penalty 433.068811 = -73425.811584 nChanged 35 SP:Iteration 10Q (459.655518 sec): 3 clusters Score: Raw -73868.892994 + Penalty 433.068811 = -73435.824184 nChanged 37 SP:Iteration 11Q (459.705131 sec): 3 clusters Score: Raw -73878.270364 + Penalty 433.068811 = -73445.201553 nChanged 34 SP:Iteration 12Q (459.755944 sec): 3 clusters Score: Raw -73889.524042 + Penalty 433.068811 = -73456.455231 nChanged 33 SP:Iteration 13Q (459.803117 sec): 3 clusters Score: Raw -73899.115720 + Penalty 433.068811 = -73466.046909 nChanged 30 SP:Iteration 14Q (459.858835 sec): 3 clusters Score: Raw -73905.536993 + Penalty 433.068811 = -73472.468182 nChanged 29 SP:Iteration 15Q (459.908211 sec): 3 clusters Score: Raw -73912.399914 + Penalty 433.068811 = -73479.331103 nChanged 25 SP:Iteration 16Q (459.958101 sec): 3 clusters Score: Raw -73919.596107 + Penalty 433.068811 = -73486.527296 nChanged 39 SP:Iteration 17Q (460.004765 sec): 3 clusters Score: Raw -73930.612487 + Penalty 433.068811 = -73497.543677 nChanged 37 SP:Iteration 18Q (460.057186 sec): 3 clusters Score: Raw -73940.635894 + Penalty 433.068811 = -73507.567083 nChanged 28 SP:Iteration 19Q (460.103087 sec): 3 clusters Score: Raw -73949.190430 + Penalty 433.068811 = -73516.121619 nChanged 24 SP:Iteration 20F (460.150095 sec): 3 clusters Score: Raw -73956.631679 + Penalty 433.068811 = -73523.562868 nChanged 29 SP:Iteration 21Q (460.198997 sec): 3 clusters Score: Raw -73967.714508 + Penalty 433.068811 = -73534.645697 nChanged 24 SP:Iteration 22Q (460.238506 sec): 3 clusters Score: Raw -73973.919108 + Penalty 433.068811 = -73540.850297 nChanged 25 SP:Iteration 23Q (460.288881 sec): 3 clusters Score: Raw -73979.843822 + Penalty 433.068811 = -73546.775011 nChanged 28 SP:Iteration 24Q (460.335499 sec): 3 clusters Score: Raw -73988.376084 + Penalty 433.068811 = -73555.307273 nChanged 37 SP:Iteration 25Q (460.393759 sec): 3 clusters Score: Raw -74002.146707 + Penalty 433.068811 = -73569.077896 nChanged 43 SP:Iteration 26Q (460.435574 sec): 3 clusters Score: Raw -74015.626678 + Penalty 433.068811 = -73582.557867 nChanged 42 SP:Iteration 27Q (460.487131 sec): 3 clusters Score: Raw -74026.664559 + Penalty 433.068811 = -73593.595748 nChanged 38 SP:Iteration 28Q (460.532087 sec): 3 clusters Score: Raw -74035.211449 + Penalty 433.068811 = -73602.142638 nChanged 35 SP:Iteration 29Q (460.578720 sec): 3 clusters Score: Raw -74046.036858 + Penalty 433.068811 = -73612.968047 nChanged 39 SP:Iteration 30Q (460.624779 sec): 3 clusters Score: Raw -74061.703035 + Penalty 433.068811 = -73628.634224 nChanged 34 SP:Iteration 31Q (460.678446 sec): 3 clusters Score: Raw -74072.634095 + Penalty 433.068811 = -73639.565285 nChanged 27 SP:Iteration 32Q (460.732817 sec): 3 clusters Score: Raw -74081.331458 + Penalty 433.068811 = -73648.262647 nChanged 36 SP:Iteration 33Q (460.771099 sec): 3 clusters Score: Raw -74096.371974 + Penalty 433.068811 = -73663.303163 nChanged 37 SP:Iteration 34Q (460.814234 sec): 3 clusters Score: Raw -74111.336336 + Penalty 433.068811 = -73678.267525 nChanged 41 SP:Iteration 35Q (460.864907 sec): 3 clusters Score: Raw -74131.847749 + Penalty 433.068811 = -73698.778938 nChanged 37 SP:Iteration 36Q (460.923592 sec): 3 clusters Score: Raw -74144.383689 + Penalty 433.068811 = -73711.314879 nChanged 26 SP:Iteration 37Q (460.968881 sec): 3 clusters Score: Raw -74152.891364 + Penalty 433.068811 = -73719.822553 nChanged 22 SP:Iteration 38Q (461.013673 sec): 3 clusters Score: Raw -74160.846749 + Penalty 433.068811 = -73727.777938 nChanged 17 SP:Iteration 39Q (461.062251 sec): 3 clusters Score: Raw -74165.115422 + Penalty 433.068811 = -73732.046611 nChanged 17 SP:Iteration 40F (461.105754 sec): 3 clusters Score: Raw -74169.673690 + Penalty 433.068811 = -73736.604879 nChanged 14 SP:Iteration 41Q (461.144018 sec): 3 clusters Score: Raw -74173.997937 + Penalty 433.068811 = -73740.929126 nChanged 16 SP:Iteration 42Q (461.193707 sec): 3 clusters Score: Raw -74179.407065 + Penalty 433.068811 = -73746.338254 nChanged 9 SP:Iteration 43Q (461.234788 sec): 3 clusters Score: Raw -74181.767445 + Penalty 433.068811 = -73748.698634 nChanged 8 SP:Iteration 44Q (461.280316 sec): 3 clusters Score: Raw -74183.618089 + Penalty 433.068811 = -73750.549278 nChanged 4 SP:Iteration 45Q (461.337518 sec): 3 clusters Score: Raw -74184.139448 + Penalty 433.068811 = -73751.070637 nChanged 1 SP:Iteration 46Q (461.380518 sec): 3 clusters Score: Raw -74184.895520 + Penalty 433.068811 = -73751.826709 nChanged 3 SP:Iteration 47Q (461.416174 sec): 3 clusters Score: Raw -74185.667642 + Penalty 433.068811 = -73752.598832 nChanged 3 SP:Iteration 48Q (461.470480 sec): 3 clusters Score: Raw -74185.992613 + Penalty 433.068811 = -73752.923802 nChanged 3 SP:Iteration 49Q (461.513779 sec): 3 clusters Score: Raw -74186.183709 + Penalty 433.068811 = -73753.114898 nChanged 1 SP:Iteration 50Q (461.560232 sec): 3 clusters Score: Raw -74186.309160 + Penalty 433.068811 = -73753.240350 nChanged 1 SP:Iteration 51Q (461.620885 sec): 3 clusters Score: Raw -74186.446144 + Penalty 433.068811 = -73753.377333 nChanged 2 SP:Iteration 52Q (461.671638 sec): 3 clusters Score: Raw -74186.933695 + Penalty 433.068811 = -73753.864884 nChanged 2 SP:Iteration 53Q (461.716610 sec): 3 clusters Score: Raw -74187.465227 + Penalty 433.068811 = -73754.396416 nChanged 2 SP:Iteration 54Q (461.768047 sec): 3 clusters Score: Raw -74187.675923 + Penalty 433.068811 = -73754.607112 nChanged 0 SP:Iteration 55F (461.813057 sec): 3 clusters Score: Raw -74187.675923 + Penalty 433.068811 = -73754.607112 nChanged 0 Trying to split cluster 8 (1088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (461.831405 sec): 2 clusters Score: Raw -29215.209634 + Penalty 192.282652 = -29022.926982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (461.876221 sec): 3 clusters Score: Raw -28597.904650 + Penalty 384.565304 = -28213.339347 nChanged 475 SP:Iteration 1F (461.927567 sec): 3 clusters Score: Raw -28873.257534 + Penalty 384.565304 = -28488.692230 nChanged 98 SP:Iteration 2F (461.967810 sec): 3 clusters Score: Raw -28957.458167 + Penalty 384.565304 = -28572.892863 nChanged 89 SP:Iteration 3F (462.019674 sec): 3 clusters Score: Raw -29040.106669 + Penalty 384.565304 = -28655.541365 nChanged 81 SP:Iteration 4F (462.050060 sec): 3 clusters Score: Raw -29104.361055 + Penalty 384.565304 = -28719.795752 nChanged 56 SP:Iteration 5F (462.098096 sec): 3 clusters Score: Raw -29135.868163 + Penalty 384.565304 = -28751.302860 nChanged 43 SP:Iteration 6Q (462.143389 sec): 3 clusters Score: Raw -29161.165472 + Penalty 384.565304 = -28776.600169 nChanged 33 SP:Iteration 7Q (462.181315 sec): 3 clusters Score: Raw -29178.963929 + Penalty 384.565304 = -28794.398626 nChanged 24 SP:Iteration 8Q (462.228411 sec): 3 clusters Score: Raw -29191.855275 + Penalty 384.565304 = -28807.289972 nChanged 14 SP:Iteration 9Q (462.285658 sec): 3 clusters Score: Raw -29195.876060 + Penalty 384.565304 = -28811.310757 nChanged 7 SP:Iteration 10Q (462.326806 sec): 3 clusters Score: Raw -29197.948243 + Penalty 384.565304 = -28813.382940 nChanged 7 SP:Iteration 11Q (462.365894 sec): 3 clusters Score: Raw -29203.359771 + Penalty 384.565304 = -28818.794468 nChanged 8 SP:Iteration 12Q (462.407767 sec): 3 clusters Score: Raw -29210.706520 + Penalty 384.565304 = -28826.141216 nChanged 14 SP:Iteration 13Q (462.459654 sec): 3 clusters Score: Raw -29218.269700 + Penalty 384.565304 = -28833.704396 nChanged 7 SP:Iteration 14Q (462.506151 sec): 3 clusters Score: Raw -29224.257996 + Penalty 384.565304 = -28839.692693 nChanged 8 SP:Iteration 15Q (462.547910 sec): 3 clusters Score: Raw -29228.430330 + Penalty 384.565304 = -28843.865026 nChanged 9 SP:Iteration 16Q (462.598738 sec): 3 clusters Score: Raw -29236.269597 + Penalty 384.565304 = -28851.704294 nChanged 12 SP:Iteration 17Q (462.642729 sec): 3 clusters Score: Raw -29239.656730 + Penalty 384.565304 = -28855.091426 nChanged 7 SP:Iteration 18Q (462.677534 sec): 3 clusters Score: Raw -29240.500439 + Penalty 384.565304 = -28855.935136 nChanged 3 SP:Iteration 19Q (462.722124 sec): 3 clusters Score: Raw -29241.104553 + Penalty 384.565304 = -28856.539249 nChanged 2 SP:Iteration 20F (462.766589 sec): 3 clusters Score: Raw -29242.099065 + Penalty 384.565304 = -28857.533761 nChanged 3 SP:Iteration 21Q (462.811042 sec): 3 clusters Score: Raw -29242.880440 + Penalty 384.565304 = -28858.315137 nChanged 2 SP:Iteration 22Q (462.860960 sec): 3 clusters Score: Raw -29243.447832 + Penalty 384.565304 = -28858.882529 nChanged 3 SP:Iteration 23Q (462.908673 sec): 3 clusters Score: Raw -29244.271395 + Penalty 384.565304 = -28859.706091 nChanged 2 SP:Iteration 24Q (462.961902 sec): 3 clusters Score: Raw -29245.005607 + Penalty 384.565304 = -28860.440303 nChanged 2 SP:Iteration 25Q (463.004909 sec): 3 clusters Score: Raw -29246.373573 + Penalty 384.565304 = -28861.808270 nChanged 2 SP:Iteration 26Q (463.056528 sec): 3 clusters Score: Raw -29247.023139 + Penalty 384.565304 = -28862.457835 nChanged 2 SP:Iteration 27Q (463.107143 sec): 3 clusters Score: Raw -29247.431414 + Penalty 384.565304 = -28862.866110 nChanged 2 SP:Iteration 28Q (463.152770 sec): 3 clusters Score: Raw -29248.043157 + Penalty 384.565304 = -28863.477854 nChanged 2 SP:Iteration 29Q (463.190255 sec): 3 clusters Score: Raw -29248.629528 + Penalty 384.565304 = -28864.064225 nChanged 1 SP:Iteration 30Q (463.242050 sec): 3 clusters Score: Raw -29248.794172 + Penalty 384.565304 = -28864.228868 nChanged 2 SP:Iteration 31Q (463.292099 sec): 3 clusters Score: Raw -29249.677787 + Penalty 384.565304 = -28865.112484 nChanged 2 SP:Iteration 32Q (463.338213 sec): 3 clusters Score: Raw -29250.384025 + Penalty 384.565304 = -28865.818722 nChanged 2 SP:Iteration 33Q (463.392147 sec): 3 clusters Score: Raw -29250.610239 + Penalty 384.565304 = -28866.044936 nChanged 1 SP:Iteration 34Q (463.437702 sec): 3 clusters Score: Raw -29250.663190 + Penalty 384.565304 = -28866.097887 nChanged 0 SP:Iteration 35F (463.483971 sec): 3 clusters Score: Raw -29250.663190 + Penalty 384.565304 = -28866.097887 nChanged 0 Trying to split cluster 9 (1878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (463.512043 sec): 2 clusters Score: Raw -51901.838389 + Penalty 207.293973 = -51694.544416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (463.552420 sec): 3 clusters Score: Raw -50813.895224 + Penalty 414.587946 = -50399.307278 nChanged 836 SP:Iteration 1F (463.595934 sec): 3 clusters Score: Raw -51376.284546 + Penalty 414.587946 = -50961.696600 nChanged 163 SP:Iteration 2F (463.642625 sec): 3 clusters Score: Raw -51493.543932 + Penalty 414.587946 = -51078.955986 nChanged 123 SP:Iteration 3F (463.693036 sec): 3 clusters Score: Raw -51582.918756 + Penalty 414.587946 = -51168.330810 nChanged 86 SP:Iteration 4Q (463.740003 sec): 3 clusters Score: Raw -51634.546965 + Penalty 414.587946 = -51219.959019 nChanged 65 SP:Iteration 5Q (463.791762 sec): 3 clusters Score: Raw -51687.933706 + Penalty 414.587946 = -51273.345759 nChanged 59 SP:Iteration 6Q (463.833656 sec): 3 clusters Score: Raw -51736.583734 + Penalty 414.587946 = -51321.995787 nChanged 61 SP:Iteration 7Q (463.878020 sec): 3 clusters Score: Raw -51785.150787 + Penalty 414.587946 = -51370.562841 nChanged 69 SP:Iteration 8Q (463.933399 sec): 3 clusters Score: Raw -51830.723534 + Penalty 414.587946 = -51416.135588 nChanged 62 SP:Iteration 9Q (463.975114 sec): 3 clusters Score: Raw -51875.207787 + Penalty 414.587946 = -51460.619841 nChanged 57 SP:Iteration 10Q (464.028875 sec): 3 clusters Score: Raw -51908.318296 + Penalty 414.587946 = -51493.730349 nChanged 44 SP:Iteration 11Q (464.074036 sec): 3 clusters Score: Raw -51935.747531 + Penalty 414.587946 = -51521.159585 nChanged 47 SP:Iteration 12Q (464.114744 sec): 3 clusters Score: Raw -51966.031979 + Penalty 414.587946 = -51551.444033 nChanged 34 SP:Iteration 13Q (464.159067 sec): 3 clusters Score: Raw -51987.140002 + Penalty 414.587946 = -51572.552055 nChanged 31 SP:Iteration 14Q (464.198204 sec): 3 clusters Score: Raw -52002.517077 + Penalty 414.587946 = -51587.929130 nChanged 21 SP:Iteration 15Q (464.248709 sec): 3 clusters Score: Raw -52012.166382 + Penalty 414.587946 = -51597.578436 nChanged 16 SP:Iteration 16Q (464.294009 sec): 3 clusters Score: Raw -52021.483407 + Penalty 414.587946 = -51606.895460 nChanged 19 SP:Iteration 17Q (464.336633 sec): 3 clusters Score: Raw -52027.725983 + Penalty 414.587946 = -51613.138037 nChanged 10 SP:Iteration 18Q (464.380966 sec): 3 clusters Score: Raw -52032.239933 + Penalty 414.587946 = -51617.651987 nChanged 9 SP:Iteration 19Q (464.434091 sec): 3 clusters Score: Raw -52037.969604 + Penalty 414.587946 = -51623.381658 nChanged 5 SP:Iteration 20F (464.472614 sec): 3 clusters Score: Raw -52038.797071 + Penalty 414.587946 = -51624.209125 nChanged 3 SP:Iteration 21Q (464.526452 sec): 3 clusters Score: Raw -52038.882776 + Penalty 414.587946 = -51624.294829 nChanged 0 SP:Iteration 22F (464.573547 sec): 3 clusters Score: Raw -52038.882776 + Penalty 414.587946 = -51624.294829 nChanged 0 Trying to split cluster 10 (19794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (464.618027 sec): 2 clusters Score: Raw -524917.143351 + Penalty 272.061189 = -524645.082162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (464.684012 sec): 3 clusters Score: Raw -511909.357445 + Penalty 544.122378 = -511365.235067 nChanged 9559 SP:Iteration 1F (464.741790 sec): 3 clusters Score: Raw -518174.701935 + Penalty 544.122378 = -517630.579558 nChanged 1501 SP:Iteration 2F (464.793560 sec): 3 clusters Score: Raw -519234.152772 + Penalty 544.122378 = -518690.030395 nChanged 1552 SP:Iteration 3F (464.848484 sec): 3 clusters Score: Raw -520465.571455 + Penalty 544.122378 = -519921.449078 nChanged 1307 SP:Iteration 4F (464.907370 sec): 3 clusters Score: Raw -521558.389581 + Penalty 544.122378 = -521014.267204 nChanged 1010 SP:Iteration 5F (464.972019 sec): 3 clusters Score: Raw -522352.859072 + Penalty 544.122378 = -521808.736694 nChanged 712 SP:Iteration 6Q (465.022688 sec): 3 clusters Score: Raw -522826.109340 + Penalty 544.122378 = -522281.986963 nChanged 539 SP:Iteration 7Q (465.090256 sec): 3 clusters Score: Raw -523132.638011 + Penalty 544.122378 = -522588.515634 nChanged 394 SP:Iteration 8Q (465.149301 sec): 3 clusters Score: Raw -523357.815253 + Penalty 544.122378 = -522813.692875 nChanged 360 SP:Iteration 9Q (465.212772 sec): 3 clusters Score: Raw -523571.426832 + Penalty 544.122378 = -523027.304455 nChanged 316 SP:Iteration 10Q (465.268579 sec): 3 clusters Score: Raw -523796.066500 + Penalty 544.122378 = -523251.944123 nChanged 280 SP:Iteration 11Q (465.326208 sec): 3 clusters Score: Raw -524031.819026 + Penalty 544.122378 = -523487.696649 nChanged 264 SP:Iteration 12Q (465.392634 sec): 3 clusters Score: Raw -524256.483966 + Penalty 544.122378 = -523712.361588 nChanged 244 SP:Iteration 13Q (465.459330 sec): 3 clusters Score: Raw -524422.337348 + Penalty 544.122378 = -523878.214970 nChanged 194 SP:Iteration 14Q (465.507576 sec): 3 clusters Score: Raw -524545.920937 + Penalty 544.122378 = -524001.798559 nChanged 171 SP:Iteration 15Q (465.568760 sec): 3 clusters Score: Raw -524628.971187 + Penalty 544.122378 = -524084.848809 nChanged 124 SP:Iteration 16Q (465.632232 sec): 3 clusters Score: Raw -524675.045254 + Penalty 544.122378 = -524130.922877 nChanged 94 SP:Iteration 17Q (465.691294 sec): 3 clusters Score: Raw -524707.175104 + Penalty 544.122378 = -524163.052727 nChanged 87 SP:Iteration 18Q (465.752652 sec): 3 clusters Score: Raw -524728.597022 + Penalty 544.122378 = -524184.474644 nChanged 64 SP:Iteration 19Q (465.806321 sec): 3 clusters Score: Raw -524743.922295 + Penalty 544.122378 = -524199.799918 nChanged 62 SP:Iteration 20F (465.864693 sec): 3 clusters Score: Raw -524758.912637 + Penalty 544.122378 = -524214.790259 nChanged 64 SP:Iteration 21Q (465.930315 sec): 3 clusters Score: Raw -524775.927703 + Penalty 544.122378 = -524231.805325 nChanged 54 SP:Iteration 22Q (465.992555 sec): 3 clusters Score: Raw -524789.117744 + Penalty 544.122378 = -524244.995366 nChanged 59 SP:Iteration 23Q (466.052039 sec): 3 clusters Score: Raw -524801.555995 + Penalty 544.122378 = -524257.433617 nChanged 48 SP:Iteration 24Q (466.110977 sec): 3 clusters Score: Raw -524810.404000 + Penalty 544.122378 = -524266.281623 nChanged 43 SP:Iteration 25Q (466.171941 sec): 3 clusters Score: Raw -524816.817750 + Penalty 544.122378 = -524272.695373 nChanged 27 SP:Iteration 26Q (466.238257 sec): 3 clusters Score: Raw -524821.041779 + Penalty 544.122378 = -524276.919402 nChanged 28 SP:Iteration 27Q (466.296895 sec): 3 clusters Score: Raw -524826.438748 + Penalty 544.122378 = -524282.316370 nChanged 26 SP:Iteration 28Q (466.358747 sec): 3 clusters Score: Raw -524829.470446 + Penalty 544.122378 = -524285.348069 nChanged 18 SP:Iteration 29Q (466.420528 sec): 3 clusters Score: Raw -524831.336953 + Penalty 544.122378 = -524287.214575 nChanged 16 SP:Iteration 30Q (466.481155 sec): 3 clusters Score: Raw -524832.553147 + Penalty 544.122378 = -524288.430769 nChanged 18 SP:Iteration 31Q (466.541469 sec): 3 clusters Score: Raw -524834.242139 + Penalty 544.122378 = -524290.119761 nChanged 16 SP:Iteration 32Q (466.588332 sec): 3 clusters Score: Raw -524835.951233 + Penalty 544.122378 = -524291.828856 nChanged 12 SP:Iteration 33Q (466.649081 sec): 3 clusters Score: Raw -524837.363527 + Penalty 544.122378 = -524293.241150 nChanged 18 SP:Iteration 34Q (466.723335 sec): 3 clusters Score: Raw -524839.940724 + Penalty 544.122378 = -524295.818346 nChanged 21 SP:Iteration 35Q (466.781445 sec): 3 clusters Score: Raw -524843.298020 + Penalty 544.122378 = -524299.175642 nChanged 19 SP:Iteration 36Q (466.837307 sec): 3 clusters Score: Raw -524846.110031 + Penalty 544.122378 = -524301.987653 nChanged 23 SP:Iteration 37Q (466.897297 sec): 3 clusters Score: Raw -524850.798749 + Penalty 544.122378 = -524306.676372 nChanged 23 SP:Iteration 38Q (466.951969 sec): 3 clusters Score: Raw -524856.026784 + Penalty 544.122378 = -524311.904406 nChanged 33 SP:Iteration 39Q (467.015875 sec): 3 clusters Score: Raw -524861.287471 + Penalty 544.122378 = -524317.165094 nChanged 22 SP:Iteration 40F (467.081554 sec): 3 clusters Score: Raw -524864.116009 + Penalty 544.122378 = -524319.993631 nChanged 15 SP:Iteration 41Q (467.147420 sec): 3 clusters Score: Raw -524866.742710 + Penalty 544.122378 = -524322.620332 nChanged 16 SP:Iteration 42Q (467.208947 sec): 3 clusters Score: Raw -524869.473363 + Penalty 544.122378 = -524325.350985 nChanged 18 SP:Iteration 43Q (467.268186 sec): 3 clusters Score: Raw -524872.681793 + Penalty 544.122378 = -524328.559416 nChanged 24 SP:Iteration 44Q (467.323814 sec): 3 clusters Score: Raw -524876.829593 + Penalty 544.122378 = -524332.707215 nChanged 21 SP:Iteration 45Q (467.393137 sec): 3 clusters Score: Raw -524879.458277 + Penalty 544.122378 = -524335.335899 nChanged 16 SP:Iteration 46Q (467.442544 sec): 3 clusters Score: Raw -524881.169367 + Penalty 544.122378 = -524337.046989 nChanged 15 SP:Iteration 47Q (467.514807 sec): 3 clusters Score: Raw -524883.084687 + Penalty 544.122378 = -524338.962309 nChanged 18 SP:Iteration 48Q (467.573644 sec): 3 clusters Score: Raw -524884.892438 + Penalty 544.122378 = -524340.770061 nChanged 16 SP:Iteration 49Q (467.635977 sec): 3 clusters Score: Raw -524887.139479 + Penalty 544.122378 = -524343.017101 nChanged 12 SP:Iteration 50Q (467.694600 sec): 3 clusters Score: Raw -524888.536067 + Penalty 544.122378 = -524344.413689 nChanged 15 SP:Iteration 51Q (467.749354 sec): 3 clusters Score: Raw -524891.653467 + Penalty 544.122378 = -524347.531090 nChanged 12 SP:Iteration 52Q (467.813994 sec): 3 clusters Score: Raw -524893.327529 + Penalty 544.122378 = -524349.205152 nChanged 6 SP:Iteration 53Q (467.860699 sec): 3 clusters Score: Raw -524894.022352 + Penalty 544.122378 = -524349.899974 nChanged 8 SP:Iteration 54Q (467.932125 sec): 3 clusters Score: Raw -524894.823145 + Penalty 544.122378 = -524350.700767 nChanged 8 SP:Iteration 55Q (467.987763 sec): 3 clusters Score: Raw -524895.431139 + Penalty 544.122378 = -524351.308762 nChanged 8 SP:Iteration 56Q (468.042917 sec): 3 clusters Score: Raw -524896.252054 + Penalty 544.122378 = -524352.129677 nChanged 10 SP:Iteration 57Q (468.104903 sec): 3 clusters Score: Raw -524897.476685 + Penalty 544.122378 = -524353.354307 nChanged 11 SP:Iteration 58Q (468.157186 sec): 3 clusters Score: Raw -524898.545333 + Penalty 544.122378 = -524354.422955 nChanged 10 SP:Iteration 59Q (468.222103 sec): 3 clusters Score: Raw -524899.521095 + Penalty 544.122378 = -524355.398717 nChanged 6 SP:Iteration 60F (468.285188 sec): 3 clusters Score: Raw -524900.231172 + Penalty 544.122378 = -524356.108794 nChanged 10 SP:Iteration 61Q (468.341028 sec): 3 clusters Score: Raw -524901.884715 + Penalty 544.122378 = -524357.762337 nChanged 13 SP:Iteration 62Q (468.408121 sec): 3 clusters Score: Raw -524903.702859 + Penalty 544.122378 = -524359.580482 nChanged 12 SP:Iteration 63Q (468.469526 sec): 3 clusters Score: Raw -524905.310590 + Penalty 544.122378 = -524361.188213 nChanged 12 SP:Iteration 64Q (468.536875 sec): 3 clusters Score: Raw -524907.165122 + Penalty 544.122378 = -524363.042744 nChanged 13 SP:Iteration 65Q (468.596887 sec): 3 clusters Score: Raw -524909.962243 + Penalty 544.122378 = -524365.839866 nChanged 14 SP:Iteration 66Q (468.660603 sec): 3 clusters Score: Raw -524912.949070 + Penalty 544.122378 = -524368.826692 nChanged 13 SP:Iteration 67Q (468.711665 sec): 3 clusters Score: Raw -524916.131287 + Penalty 544.122378 = -524372.008909 nChanged 17 SP:Iteration 68Q (468.774048 sec): 3 clusters Score: Raw -524920.875733 + Penalty 544.122378 = -524376.753355 nChanged 19 SP:Iteration 69Q (468.843279 sec): 3 clusters Score: Raw -524924.997200 + Penalty 544.122378 = -524380.874822 nChanged 17 SP:Iteration 70Q (468.897932 sec): 3 clusters Score: Raw -524929.550118 + Penalty 544.122378 = -524385.427740 nChanged 23 SP:Iteration 71Q (468.965725 sec): 3 clusters Score: Raw -524935.422281 + Penalty 544.122378 = -524391.299904 nChanged 21 SP:Iteration 72Q (469.026337 sec): 3 clusters Score: Raw -524940.960101 + Penalty 544.122378 = -524396.837723 nChanged 16 SP:Iteration 73Q (469.087729 sec): 3 clusters Score: Raw -524943.581227 + Penalty 544.122378 = -524399.458850 nChanged 9 SP:Iteration 74Q (469.148828 sec): 3 clusters Score: Raw -524945.655024 + Penalty 544.122378 = -524401.532647 nChanged 15 SP:Iteration 75Q (469.196938 sec): 3 clusters Score: Raw -524949.216638 + Penalty 544.122378 = -524405.094260 nChanged 17 SP:Iteration 76Q (469.267786 sec): 3 clusters Score: Raw -524952.175862 + Penalty 544.122378 = -524408.053484 nChanged 13 SP:Iteration 77Q (469.321573 sec): 3 clusters Score: Raw -524954.060973 + Penalty 544.122378 = -524409.938595 nChanged 9 SP:Iteration 78Q (469.385823 sec): 3 clusters Score: Raw -524955.949441 + Penalty 544.122378 = -524411.827063 nChanged 6 SP:Iteration 79Q (469.452414 sec): 3 clusters Score: Raw -524956.756565 + Penalty 544.122378 = -524412.634187 nChanged 8 SP:Iteration 80F (469.513981 sec): 3 clusters Score: Raw -524959.399293 + Penalty 544.122378 = -524415.276915 nChanged 9 SP:Iteration 81Q (469.568786 sec): 3 clusters Score: Raw -524962.437575 + Penalty 544.122378 = -524418.315197 nChanged 14 SP:Iteration 82Q (469.636399 sec): 3 clusters Score: Raw -524966.458914 + Penalty 544.122378 = -524422.336536 nChanged 12 SP:Iteration 83Q (469.691398 sec): 3 clusters Score: Raw -524969.725431 + Penalty 544.122378 = -524425.603053 nChanged 10 SP:Iteration 84Q (469.745851 sec): 3 clusters Score: Raw -524972.535905 + Penalty 544.122378 = -524428.413527 nChanged 13 SP:Iteration 85Q (469.804437 sec): 3 clusters Score: Raw -524976.722934 + Penalty 544.122378 = -524432.600556 nChanged 14 SP:Iteration 86Q (469.863869 sec): 3 clusters Score: Raw -524979.571491 + Penalty 544.122378 = -524435.449113 nChanged 8 SP:Iteration 87Q (469.933510 sec): 3 clusters Score: Raw -524981.113915 + Penalty 544.122378 = -524436.991537 nChanged 7 SP:Iteration 88Q (469.994043 sec): 3 clusters Score: Raw -524982.610425 + Penalty 544.122378 = -524438.488047 nChanged 3 SP:Iteration 89Q (470.055728 sec): 3 clusters Score: Raw -524983.134530 + Penalty 544.122378 = -524439.012152 nChanged 3 SP:Iteration 90Q (470.115500 sec): 3 clusters Score: Raw -524983.502781 + Penalty 544.122378 = -524439.380403 nChanged 2 SP:Iteration 91Q (470.165857 sec): 3 clusters Score: Raw -524983.687820 + Penalty 544.122378 = -524439.565442 nChanged 1 SP:Iteration 92Q (470.224547 sec): 3 clusters Score: Raw -524983.761378 + Penalty 544.122378 = -524439.639000 nChanged 1 SP:Iteration 93Q (470.285516 sec): 3 clusters Score: Raw -524983.792136 + Penalty 544.122378 = -524439.669758 nChanged 0 SP:Iteration 94F (470.339720 sec): 3 clusters Score: Raw -524983.792136 + Penalty 544.122378 = -524439.669758 nChanged 0 Trying to split cluster 11 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (470.365575 sec): 2 clusters Score: Raw -16368.480357 + Penalty 176.415166 = -16192.065191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (470.422684 sec): 3 clusters Score: Raw -16065.175028 + Penalty 352.830333 = -15712.344696 nChanged 240 SP:Iteration 1F (470.465572 sec): 3 clusters Score: Raw -16260.069705 + Penalty 352.830333 = -15907.239372 nChanged 70 SP:Iteration 2F (470.512568 sec): 3 clusters Score: Raw -16318.789538 + Penalty 352.830333 = -15965.959205 nChanged 39 SP:Iteration 3F (470.558362 sec): 3 clusters Score: Raw -16357.925681 + Penalty 352.830333 = -16005.095348 nChanged 34 SP:Iteration 4F (470.601487 sec): 3 clusters Score: Raw -16393.306474 + Penalty 352.830333 = -16040.476141 nChanged 28 SP:Iteration 5Q (470.657532 sec): 3 clusters Score: Raw -16416.560375 + Penalty 352.830333 = -16063.730042 nChanged 20 SP:Iteration 6Q (470.699384 sec): 3 clusters Score: Raw -16431.913007 + Penalty 352.830333 = -16079.082674 nChanged 18 SP:Iteration 7Q (470.749295 sec): 3 clusters Score: Raw -16448.147701 + Penalty 352.830333 = -16095.317369 nChanged 11 SP:Iteration 8Q (470.791798 sec): 3 clusters Score: Raw -16453.772217 + Penalty 352.830333 = -16100.941884 nChanged 8 SP:Iteration 9Q (470.851391 sec): 3 clusters Score: Raw -16458.360466 + Penalty 352.830333 = -16105.530133 nChanged 6 SP:Iteration 10Q (470.888205 sec): 3 clusters Score: Raw -16460.760324 + Penalty 352.830333 = -16107.929992 nChanged 5 SP:Iteration 11Q (470.943570 sec): 3 clusters Score: Raw -16463.681894 + Penalty 352.830333 = -16110.851561 nChanged 5 SP:Iteration 12Q (470.990146 sec): 3 clusters Score: Raw -16466.002815 + Penalty 352.830333 = -16113.172482 nChanged 2 SP:Iteration 13Q (471.034341 sec): 3 clusters Score: Raw -16467.311760 + Penalty 352.830333 = -16114.481427 nChanged 2 SP:Iteration 14Q (471.076302 sec): 3 clusters Score: Raw -16468.133416 + Penalty 352.830333 = -16115.303083 nChanged 1 SP:Iteration 15Q (471.123130 sec): 3 clusters Score: Raw -16468.825673 + Penalty 352.830333 = -16115.995340 nChanged 1 SP:Iteration 16Q (471.174668 sec): 3 clusters Score: Raw -16469.284149 + Penalty 352.830333 = -16116.453816 nChanged 2 SP:Iteration 17Q (471.223607 sec): 3 clusters Score: Raw -16470.288007 + Penalty 352.830333 = -16117.457675 nChanged 2 SP:Iteration 18Q (471.267020 sec): 3 clusters Score: Raw -16471.193083 + Penalty 352.830333 = -16118.362751 nChanged 1 SP:Iteration 19Q (471.317489 sec): 3 clusters Score: Raw -16471.323375 + Penalty 352.830333 = -16118.493042 nChanged 0 SP:Iteration 20F (471.357014 sec): 3 clusters Score: Raw -16471.323375 + Penalty 352.830333 = -16118.493042 nChanged 0 Trying to split cluster 12 (35945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (471.413391 sec): 2 clusters Score: Raw -1030032.595254 + Penalty 288.467995 = -1029744.127259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (471.487749 sec): 3 clusters Score: Raw -1006104.486736 + Penalty 576.935990 = -1005527.550746 nChanged 17477 SP:Iteration 1F (471.562212 sec): 3 clusters Score: Raw -1016787.042041 + Penalty 576.935990 = -1016210.106051 nChanged 2412 SP:Iteration 2F (471.635689 sec): 3 clusters Score: Raw -1018205.906895 + Penalty 576.935990 = -1017628.970905 nChanged 2718 SP:Iteration 3F (471.706484 sec): 3 clusters Score: Raw -1020245.941287 + Penalty 576.935990 = -1019669.005297 nChanged 2760 SP:Iteration 4F (471.782514 sec): 3 clusters Score: Raw -1022690.321525 + Penalty 576.935990 = -1022113.385535 nChanged 2437 SP:Iteration 5F (471.855600 sec): 3 clusters Score: Raw -1025063.582938 + Penalty 576.935990 = -1024486.646948 nChanged 1888 SP:Iteration 6F (471.924467 sec): 3 clusters Score: Raw -1027005.264459 + Penalty 576.935990 = -1026428.328469 nChanged 1186 SP:Iteration 7Q (472.006008 sec): 3 clusters Score: Raw -1028237.254506 + Penalty 576.935990 = -1027660.318516 nChanged 713 SP:Iteration 8Q (472.077911 sec): 3 clusters Score: Raw -1028861.400822 + Penalty 576.935990 = -1028284.464832 nChanged 446 SP:Iteration 9Q (472.150220 sec): 3 clusters Score: Raw -1029155.743381 + Penalty 576.935990 = -1028578.807391 nChanged 346 SP:Iteration 10Q (472.222320 sec): 3 clusters Score: Raw -1029368.769946 + Penalty 576.935990 = -1028791.833956 nChanged 270 SP:Iteration 11Q (472.294984 sec): 3 clusters Score: Raw -1029528.724251 + Penalty 576.935990 = -1028951.788261 nChanged 225 SP:Iteration 12Q (472.367545 sec): 3 clusters Score: Raw -1029666.265991 + Penalty 576.935990 = -1029089.330001 nChanged 171 SP:Iteration 13Q (472.441197 sec): 3 clusters Score: Raw -1029762.450872 + Penalty 576.935990 = -1029185.514882 nChanged 132 SP:Iteration 14Q (472.510984 sec): 3 clusters Score: Raw -1029824.855001 + Penalty 576.935990 = -1029247.919011 nChanged 110 SP:Iteration 15Q (472.578530 sec): 3 clusters Score: Raw -1029874.087546 + Penalty 576.935990 = -1029297.151557 nChanged 101 SP:Iteration 16Q (472.641223 sec): 3 clusters Score: Raw -1029918.684024 + Penalty 576.935990 = -1029341.748034 nChanged 89 SP:Iteration 17Q (472.718657 sec): 3 clusters Score: Raw -1029956.696311 + Penalty 576.935990 = -1029379.760321 nChanged 77 SP:Iteration 18Q (472.791534 sec): 3 clusters Score: Raw -1029988.457138 + Penalty 576.935990 = -1029411.521148 nChanged 56 SP:Iteration 19Q (472.860755 sec): 3 clusters Score: Raw -1030011.115375 + Penalty 576.935990 = -1029434.179385 nChanged 39 SP:Iteration 20F (472.936270 sec): 3 clusters Score: Raw -1030024.814525 + Penalty 576.935990 = -1029447.878535 nChanged 37 SP:Iteration 21Q (473.005368 sec): 3 clusters Score: Raw -1030039.736085 + Penalty 576.935990 = -1029462.800095 nChanged 28 SP:Iteration 22Q (473.074481 sec): 3 clusters Score: Raw -1030051.369946 + Penalty 576.935990 = -1029474.433956 nChanged 27 SP:Iteration 23Q (473.140533 sec): 3 clusters Score: Raw -1030063.246131 + Penalty 576.935990 = -1029486.310141 nChanged 25 SP:Iteration 24Q (473.213350 sec): 3 clusters Score: Raw -1030074.501094 + Penalty 576.935990 = -1029497.565105 nChanged 23 SP:Iteration 25Q (473.284959 sec): 3 clusters Score: Raw -1030085.539943 + Penalty 576.935990 = -1029508.603953 nChanged 14 SP:Iteration 26Q (473.353758 sec): 3 clusters Score: Raw -1030091.125142 + Penalty 576.935990 = -1029514.189152 nChanged 13 SP:Iteration 27Q (473.424799 sec): 3 clusters Score: Raw -1030095.801633 + Penalty 576.935990 = -1029518.865643 nChanged 14 SP:Iteration 28Q (473.497456 sec): 3 clusters Score: Raw -1030099.212833 + Penalty 576.935990 = -1029522.276843 nChanged 7 SP:Iteration 29Q (473.573682 sec): 3 clusters Score: Raw -1030101.411448 + Penalty 576.935990 = -1029524.475458 nChanged 6 SP:Iteration 30Q (473.647162 sec): 3 clusters Score: Raw -1030103.445714 + Penalty 576.935990 = -1029526.509724 nChanged 4 SP:Iteration 31Q (473.718471 sec): 3 clusters Score: Raw -1030104.659021 + Penalty 576.935990 = -1029527.723031 nChanged 4 SP:Iteration 32Q (473.785292 sec): 3 clusters Score: Raw -1030105.742784 + Penalty 576.935990 = -1029528.806794 nChanged 3 SP:Iteration 33Q (473.855313 sec): 3 clusters Score: Raw -1030106.550855 + Penalty 576.935990 = -1029529.614865 nChanged 2 SP:Iteration 34Q (473.920378 sec): 3 clusters Score: Raw -1030107.062702 + Penalty 576.935990 = -1029530.126712 nChanged 3 SP:Iteration 35Q (473.994597 sec): 3 clusters Score: Raw -1030107.752563 + Penalty 576.935990 = -1029530.816573 nChanged 2 SP:Iteration 36Q (474.067509 sec): 3 clusters Score: Raw -1030108.248504 + Penalty 576.935990 = -1029531.312514 nChanged 2 SP:Iteration 37Q (474.140490 sec): 3 clusters Score: Raw -1030109.085010 + Penalty 576.935990 = -1029532.149020 nChanged 2 SP:Iteration 38Q (474.208339 sec): 3 clusters Score: Raw -1030109.375461 + Penalty 576.935990 = -1029532.439471 nChanged 3 SP:Iteration 39Q (474.278679 sec): 3 clusters Score: Raw -1030109.906521 + Penalty 576.935990 = -1029532.970531 nChanged 4 SP:Iteration 40F (474.350522 sec): 3 clusters Score: Raw -1030110.582124 + Penalty 576.935990 = -1029533.646134 nChanged 1 SP:Iteration 41Q (474.418762 sec): 3 clusters Score: Raw -1030110.710094 + Penalty 576.935990 = -1029533.774105 nChanged 1 SP:Iteration 42Q (474.482261 sec): 3 clusters Score: Raw -1030111.182533 + Penalty 576.935990 = -1029534.246544 nChanged 3 SP:Iteration 43Q (474.556350 sec): 3 clusters Score: Raw -1030112.050017 + Penalty 576.935990 = -1029535.114027 nChanged 3 SP:Iteration 44Q (474.624686 sec): 3 clusters Score: Raw -1030112.566513 + Penalty 576.935990 = -1029535.630523 nChanged 1 SP:Iteration 45Q (474.696422 sec): 3 clusters Score: Raw -1030112.860590 + Penalty 576.935990 = -1029535.924600 nChanged 1 SP:Iteration 46Q (474.762378 sec): 3 clusters Score: Raw -1030113.005282 + Penalty 576.935990 = -1029536.069292 nChanged 1 SP:Iteration 47Q (474.829844 sec): 3 clusters Score: Raw -1030113.178892 + Penalty 576.935990 = -1029536.242902 nChanged 0 SP:Iteration 48F (474.902045 sec): 3 clusters Score: Raw -1030113.178892 + Penalty 576.935990 = -1029536.242902 nChanged 0 Trying to split cluster 13 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (474.930383 sec): 2 clusters Score: Raw -7762.950320 + Penalty 161.560595 = -7601.389725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (474.966784 sec): 3 clusters Score: Raw -7631.522169 + Penalty 323.121190 = -7308.400978 nChanged 125 SP:Iteration 1F (475.015199 sec): 3 clusters Score: Raw -7789.248319 + Penalty 323.121190 = -7466.127129 nChanged 38 SP:Iteration 2F (475.064304 sec): 3 clusters Score: Raw -7827.809049 + Penalty 323.121190 = -7504.687858 nChanged 9 SP:Iteration 3Q (475.113223 sec): 3 clusters Score: Raw -7831.158527 + Penalty 323.121190 = -7508.037337 nChanged 2 SP:Iteration 4Q (475.161576 sec): 3 clusters Score: Raw -7831.473775 + Penalty 323.121190 = -7508.352585 nChanged 0 SP:Iteration 5F (475.209581 sec): 3 clusters Score: Raw -7831.473775 + Penalty 323.121190 = -7508.352585 nChanged 0 Trying to split cluster 14 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (475.233382 sec): 2 clusters Score: Raw -4003.402370 + Penalty 155.921725 = -3847.480645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (475.278955 sec): 3 clusters Score: Raw -3875.205077 + Penalty 311.843451 = -3563.361626 nChanged 99 SP:Iteration 1F (475.326285 sec): 3 clusters Score: Raw -3943.349579 + Penalty 311.843451 = -3631.506128 nChanged 22 SP:Iteration 2F (475.373227 sec): 3 clusters Score: Raw -3960.886869 + Penalty 311.843451 = -3649.043418 nChanged 17 SP:Iteration 3F (475.418313 sec): 3 clusters Score: Raw -3989.653284 + Penalty 311.843451 = -3677.809833 nChanged 11 SP:Iteration 4Q (475.473109 sec): 3 clusters Score: Raw -4005.954123 + Penalty 311.843451 = -3694.110672 nChanged 9 SP:Iteration 5Q (475.516485 sec): 3 clusters Score: Raw -4015.538799 + Penalty 311.843451 = -3703.695348 nChanged 7 SP:Iteration 6Q (475.570813 sec): 3 clusters Score: Raw -4023.842252 + Penalty 311.843451 = -3711.998802 nChanged 9 SP:Iteration 7Q (475.614638 sec): 3 clusters Score: Raw -4034.317822 + Penalty 311.843451 = -3722.474372 nChanged 11 SP:Iteration 8Q (475.659490 sec): 3 clusters Score: Raw -4044.982429 + Penalty 311.843451 = -3733.138978 nChanged 8 SP:Iteration 9Q (475.701016 sec): 3 clusters Score: Raw -4051.118496 + Penalty 311.843451 = -3739.275046 nChanged 2 SP:Iteration 10Q (475.753660 sec): 3 clusters Score: Raw -4057.055416 + Penalty 311.843451 = -3745.211966 nChanged 1 SP:Iteration 11Q (475.801675 sec): 3 clusters Score: Raw -4057.503166 + Penalty 311.843451 = -3745.659716 nChanged 2 SP:Iteration 12Q (475.845073 sec): 3 clusters Score: Raw -4059.562149 + Penalty 311.843451 = -3747.718698 nChanged 1 SP:Iteration 13Q (475.897117 sec): 3 clusters Score: Raw -4061.738591 + Penalty 311.843451 = -3749.895141 nChanged 2 SP:Iteration 14Q (475.929049 sec): 3 clusters Score: Raw -4062.305692 + Penalty 311.843451 = -3750.462241 nChanged 0 SP:Iteration 15F (475.971696 sec): 3 clusters Score: Raw -4062.305692 + Penalty 311.843451 = -3750.462241 nChanged 0 Trying to split cluster 15 (4875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (476.006540 sec): 2 clusters Score: Raw -133764.880527 + Penalty 233.526573 = -133531.353954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (476.049147 sec): 3 clusters Score: Raw -130724.671668 + Penalty 467.053146 = -130257.618522 nChanged 2260 SP:Iteration 1F (476.097817 sec): 3 clusters Score: Raw -132384.663882 + Penalty 467.053146 = -131917.610736 nChanged 381 SP:Iteration 2F (476.146670 sec): 3 clusters Score: Raw -132655.211321 + Penalty 467.053146 = -132188.158175 nChanged 319 SP:Iteration 3F (476.202635 sec): 3 clusters Score: Raw -132874.683577 + Penalty 467.053146 = -132407.630431 nChanged 274 SP:Iteration 4F (476.253272 sec): 3 clusters Score: Raw -133089.703113 + Penalty 467.053146 = -132622.649967 nChanged 231 SP:Iteration 5Q (476.296837 sec): 3 clusters Score: Raw -133236.853340 + Penalty 467.053146 = -132769.800194 nChanged 183 SP:Iteration 6Q (476.354154 sec): 3 clusters Score: Raw -133324.699673 + Penalty 467.053146 = -132857.646526 nChanged 146 SP:Iteration 7Q (476.392688 sec): 3 clusters Score: Raw -133389.310064 + Penalty 467.053146 = -132922.256918 nChanged 124 SP:Iteration 8Q (476.440892 sec): 3 clusters Score: Raw -133444.037752 + Penalty 467.053146 = -132976.984606 nChanged 106 SP:Iteration 9Q (476.490416 sec): 3 clusters Score: Raw -133482.760412 + Penalty 467.053146 = -133015.707266 nChanged 91 SP:Iteration 10Q (476.540905 sec): 3 clusters Score: Raw -133515.691525 + Penalty 467.053146 = -133048.638379 nChanged 77 SP:Iteration 11Q (476.597542 sec): 3 clusters Score: Raw -133545.888554 + Penalty 467.053146 = -133078.835408 nChanged 62 SP:Iteration 12Q (476.647516 sec): 3 clusters Score: Raw -133565.951528 + Penalty 467.053146 = -133098.898382 nChanged 67 SP:Iteration 13Q (476.692399 sec): 3 clusters Score: Raw -133590.853450 + Penalty 467.053146 = -133123.800304 nChanged 68 SP:Iteration 14Q (476.739607 sec): 3 clusters Score: Raw -133614.992687 + Penalty 467.053146 = -133147.939541 nChanged 62 SP:Iteration 15Q (476.785784 sec): 3 clusters Score: Raw -133639.548169 + Penalty 467.053146 = -133172.495023 nChanged 58 SP:Iteration 16Q (476.841827 sec): 3 clusters Score: Raw -133662.298194 + Penalty 467.053146 = -133195.245047 nChanged 56 SP:Iteration 17Q (476.896913 sec): 3 clusters Score: Raw -133683.430771 + Penalty 467.053146 = -133216.377625 nChanged 49 SP:Iteration 18Q (476.940869 sec): 3 clusters Score: Raw -133703.012518 + Penalty 467.053146 = -133235.959371 nChanged 42 SP:Iteration 19Q (476.983624 sec): 3 clusters Score: Raw -133717.520731 + Penalty 467.053146 = -133250.467585 nChanged 37 SP:Iteration 20F (477.036120 sec): 3 clusters Score: Raw -133729.301518 + Penalty 467.053146 = -133262.248371 nChanged 29 SP:Iteration 21Q (477.089020 sec): 3 clusters Score: Raw -133736.853816 + Penalty 467.053146 = -133269.800670 nChanged 28 SP:Iteration 22Q (477.136710 sec): 3 clusters Score: Raw -133744.526136 + Penalty 467.053146 = -133277.472990 nChanged 23 SP:Iteration 23Q (477.187290 sec): 3 clusters Score: Raw -133751.323966 + Penalty 467.053146 = -133284.270820 nChanged 23 SP:Iteration 24Q (477.240654 sec): 3 clusters Score: Raw -133757.651538 + Penalty 467.053146 = -133290.598392 nChanged 23 SP:Iteration 25Q (477.291248 sec): 3 clusters Score: Raw -133764.984576 + Penalty 467.053146 = -133297.931430 nChanged 24 SP:Iteration 26Q (477.333398 sec): 3 clusters Score: Raw -133773.393914 + Penalty 467.053146 = -133306.340768 nChanged 24 SP:Iteration 27Q (477.384912 sec): 3 clusters Score: Raw -133784.195779 + Penalty 467.053146 = -133317.142633 nChanged 17 SP:Iteration 28Q (477.438652 sec): 3 clusters Score: Raw -133790.337589 + Penalty 467.053146 = -133323.284443 nChanged 12 SP:Iteration 29Q (477.488310 sec): 3 clusters Score: Raw -133793.079115 + Penalty 467.053146 = -133326.025969 nChanged 11 SP:Iteration 30Q (477.542164 sec): 3 clusters Score: Raw -133795.465351 + Penalty 467.053146 = -133328.412205 nChanged 7 SP:Iteration 31Q (477.592386 sec): 3 clusters Score: Raw -133797.400631 + Penalty 467.053146 = -133330.347485 nChanged 6 SP:Iteration 32Q (477.638760 sec): 3 clusters Score: Raw -133798.984662 + Penalty 467.053146 = -133331.931516 nChanged 5 SP:Iteration 33Q (477.685239 sec): 3 clusters Score: Raw -133800.709018 + Penalty 467.053146 = -133333.655871 nChanged 4 SP:Iteration 34Q (477.731545 sec): 3 clusters Score: Raw -133802.583062 + Penalty 467.053146 = -133335.529915 nChanged 6 SP:Iteration 35Q (477.766289 sec): 3 clusters Score: Raw -133804.651577 + Penalty 467.053146 = -133337.598431 nChanged 4 SP:Iteration 36Q (477.813865 sec): 3 clusters Score: Raw -133806.116959 + Penalty 467.053146 = -133339.063813 nChanged 2 SP:Iteration 37Q (477.859704 sec): 3 clusters Score: Raw -133807.056140 + Penalty 467.053146 = -133340.002994 nChanged 4 SP:Iteration 38Q (477.907172 sec): 3 clusters Score: Raw -133808.005756 + Penalty 467.053146 = -133340.952610 nChanged 4 SP:Iteration 39Q (477.961494 sec): 3 clusters Score: Raw -133808.639295 + Penalty 467.053146 = -133341.586149 nChanged 2 SP:Iteration 40F (478.018254 sec): 3 clusters Score: Raw -133808.844713 + Penalty 467.053146 = -133341.791567 nChanged 1 SP:Iteration 41Q (478.066595 sec): 3 clusters Score: Raw -133808.924323 + Penalty 467.053146 = -133341.871177 nChanged 0 SP:Iteration 42F (478.106516 sec): 3 clusters Score: Raw -133808.924323 + Penalty 467.053146 = -133341.871177 nChanged 0 Trying to split cluster 16 (13609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (478.149894 sec): 2 clusters Score: Raw -408160.880248 + Penalty 261.758382 = -407899.121866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (478.202672 sec): 3 clusters Score: Raw -399370.508271 + Penalty 523.516764 = -398846.991507 nChanged 6410 SP:Iteration 1F (478.247108 sec): 3 clusters Score: Raw -403411.514822 + Penalty 523.516764 = -402887.998058 nChanged 829 SP:Iteration 2F (478.300624 sec): 3 clusters Score: Raw -403875.870266 + Penalty 523.516764 = -403352.353502 nChanged 853 SP:Iteration 3F (478.358777 sec): 3 clusters Score: Raw -404497.521578 + Penalty 523.516764 = -403974.004814 nChanged 920 SP:Iteration 4F (478.421789 sec): 3 clusters Score: Raw -405180.266272 + Penalty 523.516764 = -404656.749508 nChanged 861 SP:Iteration 5F (478.474197 sec): 3 clusters Score: Raw -405775.566312 + Penalty 523.516764 = -405252.049548 nChanged 718 SP:Iteration 6F (478.530406 sec): 3 clusters Score: Raw -406191.227249 + Penalty 523.516764 = -405667.710485 nChanged 565 SP:Iteration 7Q (478.588354 sec): 3 clusters Score: Raw -406475.920875 + Penalty 523.516764 = -405952.404111 nChanged 441 SP:Iteration 8Q (478.640340 sec): 3 clusters Score: Raw -406680.726362 + Penalty 523.516764 = -406157.209598 nChanged 363 SP:Iteration 9Q (478.703664 sec): 3 clusters Score: Raw -406844.313032 + Penalty 523.516764 = -406320.796268 nChanged 333 SP:Iteration 10Q (478.755648 sec): 3 clusters Score: Raw -406997.392545 + Penalty 523.516764 = -406473.875781 nChanged 293 SP:Iteration 11Q (478.823176 sec): 3 clusters Score: Raw -407128.020841 + Penalty 523.516764 = -406604.504077 nChanged 256 SP:Iteration 12Q (478.873955 sec): 3 clusters Score: Raw -407226.100675 + Penalty 523.516764 = -406702.583911 nChanged 221 SP:Iteration 13Q (478.932880 sec): 3 clusters Score: Raw -407319.980413 + Penalty 523.516764 = -406796.463649 nChanged 224 SP:Iteration 14Q (478.988187 sec): 3 clusters Score: Raw -407420.706629 + Penalty 523.516764 = -406897.189865 nChanged 207 SP:Iteration 15Q (479.038113 sec): 3 clusters Score: Raw -407513.808079 + Penalty 523.516764 = -406990.291315 nChanged 209 SP:Iteration 16Q (479.107075 sec): 3 clusters Score: Raw -407618.359299 + Penalty 523.516764 = -407094.842535 nChanged 199 SP:Iteration 17Q (479.162548 sec): 3 clusters Score: Raw -407716.291151 + Penalty 523.516764 = -407192.774387 nChanged 187 SP:Iteration 18Q (479.220111 sec): 3 clusters Score: Raw -407799.621813 + Penalty 523.516764 = -407276.105049 nChanged 162 SP:Iteration 19Q (479.277436 sec): 3 clusters Score: Raw -407871.437987 + Penalty 523.516764 = -407347.921223 nChanged 156 SP:Iteration 20F (479.335138 sec): 3 clusters Score: Raw -407941.639503 + Penalty 523.516764 = -407418.122739 nChanged 138 SP:Iteration 21Q (479.391029 sec): 3 clusters Score: Raw -407988.890596 + Penalty 523.516764 = -407465.373832 nChanged 124 SP:Iteration 22Q (479.446691 sec): 3 clusters Score: Raw -408030.579697 + Penalty 523.516764 = -407507.062933 nChanged 121 SP:Iteration 23Q (479.491227 sec): 3 clusters Score: Raw -408072.994608 + Penalty 523.516764 = -407549.477845 nChanged 114 SP:Iteration 24Q (479.549568 sec): 3 clusters Score: Raw -408111.492117 + Penalty 523.516764 = -407587.975353 nChanged 106 SP:Iteration 25Q (479.615230 sec): 3 clusters Score: Raw -408147.467432 + Penalty 523.516764 = -407623.950668 nChanged 100 SP:Iteration 26Q (479.674744 sec): 3 clusters Score: Raw -408179.815770 + Penalty 523.516764 = -407656.299006 nChanged 76 SP:Iteration 27Q (479.731180 sec): 3 clusters Score: Raw -408201.147534 + Penalty 523.516764 = -407677.630770 nChanged 64 SP:Iteration 28Q (479.786916 sec): 3 clusters Score: Raw -408217.811490 + Penalty 523.516764 = -407694.294726 nChanged 61 SP:Iteration 29Q (479.843968 sec): 3 clusters Score: Raw -408235.174900 + Penalty 523.516764 = -407711.658136 nChanged 54 SP:Iteration 30Q (479.900449 sec): 3 clusters Score: Raw -408250.573119 + Penalty 523.516764 = -407727.056355 nChanged 37 SP:Iteration 31Q (479.958834 sec): 3 clusters Score: Raw -408259.532524 + Penalty 523.516764 = -407736.015760 nChanged 40 SP:Iteration 32Q (480.018504 sec): 3 clusters Score: Raw -408267.540516 + Penalty 523.516764 = -407744.023753 nChanged 28 SP:Iteration 33Q (480.077286 sec): 3 clusters Score: Raw -408273.127872 + Penalty 523.516764 = -407749.611108 nChanged 20 SP:Iteration 34Q (480.133771 sec): 3 clusters Score: Raw -408276.190872 + Penalty 523.516764 = -407752.674108 nChanged 19 SP:Iteration 35Q (480.179745 sec): 3 clusters Score: Raw -408279.270426 + Penalty 523.516764 = -407755.753662 nChanged 17 SP:Iteration 36Q (480.234739 sec): 3 clusters Score: Raw -408282.858764 + Penalty 523.516764 = -407759.342000 nChanged 14 SP:Iteration 37Q (480.303501 sec): 3 clusters Score: Raw -408285.508704 + Penalty 523.516764 = -407761.991940 nChanged 11 SP:Iteration 38Q (480.352205 sec): 3 clusters Score: Raw -408288.256990 + Penalty 523.516764 = -407764.740226 nChanged 10 SP:Iteration 39Q (480.416757 sec): 3 clusters Score: Raw -408290.097252 + Penalty 523.516764 = -407766.580488 nChanged 13 SP:Iteration 40F (480.459839 sec): 3 clusters Score: Raw -408291.593385 + Penalty 523.516764 = -407768.076621 nChanged 5 SP:Iteration 41Q (480.524700 sec): 3 clusters Score: Raw -408292.295160 + Penalty 523.516764 = -407768.778396 nChanged 10 SP:Iteration 42Q (480.578472 sec): 3 clusters Score: Raw -408293.720198 + Penalty 523.516764 = -407770.203434 nChanged 12 SP:Iteration 43Q (480.636697 sec): 3 clusters Score: Raw -408295.070379 + Penalty 523.516764 = -407771.553615 nChanged 6 SP:Iteration 44Q (480.692306 sec): 3 clusters Score: Raw -408295.680028 + Penalty 523.516764 = -407772.163264 nChanged 6 SP:Iteration 45Q (480.744635 sec): 3 clusters Score: Raw -408296.290595 + Penalty 523.516764 = -407772.773831 nChanged 4 SP:Iteration 46Q (480.802706 sec): 3 clusters Score: Raw -408296.513346 + Penalty 523.516764 = -407772.996582 nChanged 2 SP:Iteration 47Q (480.857219 sec): 3 clusters Score: Raw -408296.668498 + Penalty 523.516764 = -407773.151734 nChanged 4 SP:Iteration 48Q (480.908608 sec): 3 clusters Score: Raw -408297.097506 + Penalty 523.516764 = -407773.580742 nChanged 4 SP:Iteration 49Q (480.960714 sec): 3 clusters Score: Raw -408297.611207 + Penalty 523.516764 = -407774.094443 nChanged 4 SP:Iteration 50Q (481.008659 sec): 3 clusters Score: Raw -408298.057622 + Penalty 523.516764 = -407774.540858 nChanged 2 SP:Iteration 51Q (481.077662 sec): 3 clusters Score: Raw -408298.215555 + Penalty 523.516764 = -407774.698791 nChanged 1 SP:Iteration 52Q (481.120113 sec): 3 clusters Score: Raw -408298.298784 + Penalty 523.516764 = -407774.782020 nChanged 1 SP:Iteration 53Q (481.173064 sec): 3 clusters Score: Raw -408298.339284 + Penalty 523.516764 = -407774.822520 nChanged 1 SP:Iteration 54Q (481.237467 sec): 3 clusters Score: Raw -408298.359293 + Penalty 523.516764 = -407774.842529 nChanged 0 SP:Iteration 55F (481.292017 sec): 3 clusters Score: Raw -408298.359293 + Penalty 523.516764 = -407774.842529 nChanged 0 Trying to split cluster 17 (2552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (481.324948 sec): 2 clusters Score: Raw -69647.417614 + Penalty 215.727398 = -69431.690216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (481.369981 sec): 3 clusters Score: Raw -68163.450295 + Penalty 431.454795 = -67731.995500 nChanged 1164 SP:Iteration 1F (481.420337 sec): 3 clusters Score: Raw -68906.743012 + Penalty 431.454795 = -68475.288217 nChanged 218 SP:Iteration 2F (481.462080 sec): 3 clusters Score: Raw -69084.226671 + Penalty 431.454795 = -68652.771876 nChanged 186 SP:Iteration 3F (481.513413 sec): 3 clusters Score: Raw -69241.735603 + Penalty 431.454795 = -68810.280807 nChanged 140 SP:Iteration 4F (481.562757 sec): 3 clusters Score: Raw -69343.010751 + Penalty 431.454795 = -68911.555955 nChanged 112 SP:Iteration 5Q (481.609729 sec): 3 clusters Score: Raw -69409.984188 + Penalty 431.454795 = -68978.529392 nChanged 66 SP:Iteration 6Q (481.655252 sec): 3 clusters Score: Raw -69439.191746 + Penalty 431.454795 = -69007.736950 nChanged 48 SP:Iteration 7Q (481.698684 sec): 3 clusters Score: Raw -69456.477589 + Penalty 431.454795 = -69025.022794 nChanged 31 SP:Iteration 8Q (481.744249 sec): 3 clusters Score: Raw -69467.571583 + Penalty 431.454795 = -69036.116787 nChanged 26 SP:Iteration 9Q (481.792050 sec): 3 clusters Score: Raw -69475.898125 + Penalty 431.454795 = -69044.443330 nChanged 23 SP:Iteration 10Q (481.841599 sec): 3 clusters Score: Raw -69486.710188 + Penalty 431.454795 = -69055.255392 nChanged 27 SP:Iteration 11Q (481.889927 sec): 3 clusters Score: Raw -69496.738202 + Penalty 431.454795 = -69065.283406 nChanged 30 SP:Iteration 12Q (481.952367 sec): 3 clusters Score: Raw -69515.942675 + Penalty 431.454795 = -69084.487879 nChanged 30 SP:Iteration 13Q (481.992681 sec): 3 clusters Score: Raw -69532.945942 + Penalty 431.454795 = -69101.491146 nChanged 36 SP:Iteration 14Q (482.041544 sec): 3 clusters Score: Raw -69556.668419 + Penalty 431.454795 = -69125.213623 nChanged 26 SP:Iteration 15Q (482.096552 sec): 3 clusters Score: Raw -69571.584861 + Penalty 431.454795 = -69140.130066 nChanged 26 SP:Iteration 16Q (482.135709 sec): 3 clusters Score: Raw -69585.460156 + Penalty 431.454795 = -69154.005360 nChanged 26 SP:Iteration 17Q (482.196368 sec): 3 clusters Score: Raw -69599.904757 + Penalty 431.454795 = -69168.449962 nChanged 23 SP:Iteration 18Q (482.246015 sec): 3 clusters Score: Raw -69611.218914 + Penalty 431.454795 = -69179.764119 nChanged 19 SP:Iteration 19Q (482.295910 sec): 3 clusters Score: Raw -69621.639225 + Penalty 431.454795 = -69190.184430 nChanged 15 SP:Iteration 20F (482.345763 sec): 3 clusters Score: Raw -69631.708733 + Penalty 431.454795 = -69200.253937 nChanged 16 SP:Iteration 21Q (482.381712 sec): 3 clusters Score: Raw -69646.726203 + Penalty 431.454795 = -69215.271407 nChanged 23 SP:Iteration 22Q (482.429368 sec): 3 clusters Score: Raw -69668.611332 + Penalty 431.454795 = -69237.156537 nChanged 17 SP:Iteration 23Q (482.479571 sec): 3 clusters Score: Raw -69676.749935 + Penalty 431.454795 = -69245.295139 nChanged 9 SP:Iteration 24Q (482.527474 sec): 3 clusters Score: Raw -69682.676443 + Penalty 431.454795 = -69251.221648 nChanged 7 SP:Iteration 25Q (482.577880 sec): 3 clusters Score: Raw -69688.956697 + Penalty 431.454795 = -69257.501902 nChanged 10 SP:Iteration 26Q (482.628346 sec): 3 clusters Score: Raw -69695.017846 + Penalty 431.454795 = -69263.563051 nChanged 5 SP:Iteration 27Q (482.682840 sec): 3 clusters Score: Raw -69697.267002 + Penalty 431.454795 = -69265.812206 nChanged 5 SP:Iteration 28Q (482.728597 sec): 3 clusters Score: Raw -69700.539872 + Penalty 431.454795 = -69269.085076 nChanged 2 SP:Iteration 29Q (482.774868 sec): 3 clusters Score: Raw -69701.773049 + Penalty 431.454795 = -69270.318253 nChanged 3 SP:Iteration 30Q (482.824005 sec): 3 clusters Score: Raw -69703.679009 + Penalty 431.454795 = -69272.224214 nChanged 1 SP:Iteration 31Q (482.859599 sec): 3 clusters Score: Raw -69704.054812 + Penalty 431.454795 = -69272.600017 nChanged 1 SP:Iteration 32Q (482.907661 sec): 3 clusters Score: Raw -69704.295674 + Penalty 431.454795 = -69272.840878 nChanged 0 SP:Iteration 33F (482.963513 sec): 3 clusters Score: Raw -69704.295674 + Penalty 431.454795 = -69272.840878 nChanged 0 Trying to split cluster 18 (7975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (482.982248 sec): 2 clusters Score: Raw -235555.710436 + Penalty 247.061841 = -235308.648595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (483.044433 sec): 3 clusters Score: Raw -230535.990062 + Penalty 494.123681 = -230041.866381 nChanged 3714 SP:Iteration 1F (483.085427 sec): 3 clusters Score: Raw -233384.220959 + Penalty 494.123681 = -232890.097278 nChanged 650 SP:Iteration 2F (483.155270 sec): 3 clusters Score: Raw -233828.957166 + Penalty 494.123681 = -233334.833485 nChanged 519 SP:Iteration 3F (483.210586 sec): 3 clusters Score: Raw -234244.742143 + Penalty 494.123681 = -233750.618462 nChanged 424 SP:Iteration 4F (483.262332 sec): 3 clusters Score: Raw -234615.190499 + Penalty 494.123681 = -234121.066818 nChanged 299 SP:Iteration 5Q (483.303995 sec): 3 clusters Score: Raw -234859.952687 + Penalty 494.123681 = -234365.829006 nChanged 218 SP:Iteration 6Q (483.363965 sec): 3 clusters Score: Raw -235033.381944 + Penalty 494.123681 = -234539.258263 nChanged 180 SP:Iteration 7Q (483.415260 sec): 3 clusters Score: Raw -235152.240508 + Penalty 494.123681 = -234658.116827 nChanged 121 SP:Iteration 8Q (483.467128 sec): 3 clusters Score: Raw -235210.833458 + Penalty 494.123681 = -234716.709777 nChanged 116 SP:Iteration 9Q (483.519582 sec): 3 clusters Score: Raw -235260.990364 + Penalty 494.123681 = -234766.866683 nChanged 77 SP:Iteration 10Q (483.569790 sec): 3 clusters Score: Raw -235284.758716 + Penalty 494.123681 = -234790.635035 nChanged 55 SP:Iteration 11Q (483.614187 sec): 3 clusters Score: Raw -235304.102634 + Penalty 494.123681 = -234809.978953 nChanged 60 SP:Iteration 12Q (483.668449 sec): 3 clusters Score: Raw -235322.692887 + Penalty 494.123681 = -234828.569206 nChanged 60 SP:Iteration 13Q (483.727685 sec): 3 clusters Score: Raw -235340.875139 + Penalty 494.123681 = -234846.751458 nChanged 63 SP:Iteration 14Q (483.784561 sec): 3 clusters Score: Raw -235361.356912 + Penalty 494.123681 = -234867.233231 nChanged 39 SP:Iteration 15Q (483.826603 sec): 3 clusters Score: Raw -235369.707281 + Penalty 494.123681 = -234875.583600 nChanged 40 SP:Iteration 16Q (483.888375 sec): 3 clusters Score: Raw -235379.087483 + Penalty 494.123681 = -234884.963802 nChanged 39 SP:Iteration 17Q (483.944014 sec): 3 clusters Score: Raw -235390.706460 + Penalty 494.123681 = -234896.582779 nChanged 45 SP:Iteration 18Q (483.984790 sec): 3 clusters Score: Raw -235402.426758 + Penalty 494.123681 = -234908.303077 nChanged 38 SP:Iteration 19Q (484.037472 sec): 3 clusters Score: Raw -235412.112110 + Penalty 494.123681 = -234917.988429 nChanged 42 SP:Iteration 20F (484.098293 sec): 3 clusters Score: Raw -235420.939841 + Penalty 494.123681 = -234926.816160 nChanged 27 SP:Iteration 21Q (484.143229 sec): 3 clusters Score: Raw -235426.110156 + Penalty 494.123681 = -234931.986475 nChanged 25 SP:Iteration 22Q (484.199822 sec): 3 clusters Score: Raw -235432.522171 + Penalty 494.123681 = -234938.398490 nChanged 33 SP:Iteration 23Q (484.250911 sec): 3 clusters Score: Raw -235441.963458 + Penalty 494.123681 = -234947.839777 nChanged 31 SP:Iteration 24Q (484.304418 sec): 3 clusters Score: Raw -235448.791296 + Penalty 494.123681 = -234954.667615 nChanged 26 SP:Iteration 25Q (484.359240 sec): 3 clusters Score: Raw -235454.058932 + Penalty 494.123681 = -234959.935251 nChanged 26 SP:Iteration 26Q (484.406579 sec): 3 clusters Score: Raw -235461.279122 + Penalty 494.123681 = -234967.155441 nChanged 25 SP:Iteration 27Q (484.465298 sec): 3 clusters Score: Raw -235467.715056 + Penalty 494.123681 = -234973.591375 nChanged 25 SP:Iteration 28Q (484.509071 sec): 3 clusters Score: Raw -235477.023005 + Penalty 494.123681 = -234982.899324 nChanged 30 SP:Iteration 29Q (484.571198 sec): 3 clusters Score: Raw -235487.252126 + Penalty 494.123681 = -234993.128445 nChanged 32 SP:Iteration 30Q (484.621000 sec): 3 clusters Score: Raw -235496.961276 + Penalty 494.123681 = -235002.837595 nChanged 36 SP:Iteration 31Q (484.667518 sec): 3 clusters Score: Raw -235510.946646 + Penalty 494.123681 = -235016.822965 nChanged 32 SP:Iteration 32Q (484.716460 sec): 3 clusters Score: Raw -235521.723044 + Penalty 494.123681 = -235027.599363 nChanged 25 SP:Iteration 33Q (484.769773 sec): 3 clusters Score: Raw -235530.556412 + Penalty 494.123681 = -235036.432731 nChanged 23 SP:Iteration 34Q (484.816527 sec): 3 clusters Score: Raw -235536.210270 + Penalty 494.123681 = -235042.086589 nChanged 15 SP:Iteration 35Q (484.875603 sec): 3 clusters Score: Raw -235539.623762 + Penalty 494.123681 = -235045.500081 nChanged 18 SP:Iteration 36Q (484.925485 sec): 3 clusters Score: Raw -235544.709139 + Penalty 494.123681 = -235050.585458 nChanged 17 SP:Iteration 37Q (484.978695 sec): 3 clusters Score: Raw -235550.818052 + Penalty 494.123681 = -235056.694371 nChanged 16 SP:Iteration 38Q (485.032077 sec): 3 clusters Score: Raw -235555.107359 + Penalty 494.123681 = -235060.983678 nChanged 10 SP:Iteration 39Q (485.074821 sec): 3 clusters Score: Raw -235557.500311 + Penalty 494.123681 = -235063.376630 nChanged 11 SP:Iteration 40F (485.126087 sec): 3 clusters Score: Raw -235559.600581 + Penalty 494.123681 = -235065.476900 nChanged 7 SP:Iteration 41Q (485.187121 sec): 3 clusters Score: Raw -235561.030858 + Penalty 494.123681 = -235066.907176 nChanged 10 SP:Iteration 42Q (485.231682 sec): 3 clusters Score: Raw -235563.396287 + Penalty 494.123681 = -235069.272606 nChanged 9 SP:Iteration 43Q (485.293357 sec): 3 clusters Score: Raw -235566.265273 + Penalty 494.123681 = -235072.141592 nChanged 10 SP:Iteration 44Q (485.336420 sec): 3 clusters Score: Raw -235568.463482 + Penalty 494.123681 = -235074.339801 nChanged 8 SP:Iteration 45Q (485.391956 sec): 3 clusters Score: Raw -235570.811265 + Penalty 494.123681 = -235076.687584 nChanged 10 SP:Iteration 46Q (485.447649 sec): 3 clusters Score: Raw -235573.867573 + Penalty 494.123681 = -235079.743892 nChanged 6 SP:Iteration 47Q (485.495774 sec): 3 clusters Score: Raw -235575.889452 + Penalty 494.123681 = -235081.765771 nChanged 9 SP:Iteration 48Q (485.538687 sec): 3 clusters Score: Raw -235578.593807 + Penalty 494.123681 = -235084.470126 nChanged 7 SP:Iteration 49Q (485.595972 sec): 3 clusters Score: Raw -235580.748971 + Penalty 494.123681 = -235086.625290 nChanged 11 SP:Iteration 50Q (485.651034 sec): 3 clusters Score: Raw -235585.006806 + Penalty 494.123681 = -235090.883125 nChanged 9 SP:Iteration 51Q (485.699293 sec): 3 clusters Score: Raw -235586.780252 + Penalty 494.123681 = -235092.656571 nChanged 3 SP:Iteration 52Q (485.741554 sec): 3 clusters Score: Raw -235587.735500 + Penalty 494.123681 = -235093.611819 nChanged 4 SP:Iteration 53Q (485.794201 sec): 3 clusters Score: Raw -235588.784065 + Penalty 494.123681 = -235094.660384 nChanged 3 SP:Iteration 54Q (485.849285 sec): 3 clusters Score: Raw -235589.195037 + Penalty 494.123681 = -235095.071356 nChanged 2 SP:Iteration 55Q (485.904503 sec): 3 clusters Score: Raw -235589.590780 + Penalty 494.123681 = -235095.467099 nChanged 1 SP:Iteration 56Q (485.951248 sec): 3 clusters Score: Raw -235589.790465 + Penalty 494.123681 = -235095.666784 nChanged 1 SP:Iteration 57Q (486.002589 sec): 3 clusters Score: Raw -235589.880434 + Penalty 494.123681 = -235095.756753 nChanged 2 SP:Iteration 58Q (486.059949 sec): 3 clusters Score: Raw -235591.123145 + Penalty 494.123681 = -235096.999464 nChanged 5 SP:Iteration 59Q (486.113094 sec): 3 clusters Score: Raw -235593.008751 + Penalty 494.123681 = -235098.885070 nChanged 5 SP:Iteration 60F (486.160127 sec): 3 clusters Score: Raw -235593.761702 + Penalty 494.123681 = -235099.638021 nChanged 5 SP:Iteration 61Q (486.214784 sec): 3 clusters Score: Raw -235595.754118 + Penalty 494.123681 = -235101.630437 nChanged 7 SP:Iteration 62Q (486.258265 sec): 3 clusters Score: Raw -235598.013353 + Penalty 494.123681 = -235103.889672 nChanged 7 SP:Iteration 63Q (486.319484 sec): 3 clusters Score: Raw -235599.488520 + Penalty 494.123681 = -235105.364838 nChanged 5 SP:Iteration 64Q (486.365883 sec): 3 clusters Score: Raw -235600.472134 + Penalty 494.123681 = -235106.348453 nChanged 5 SP:Iteration 65Q (486.422876 sec): 3 clusters Score: Raw -235602.114785 + Penalty 494.123681 = -235107.991104 nChanged 4 SP:Iteration 66Q (486.476618 sec): 3 clusters Score: Raw -235602.947494 + Penalty 494.123681 = -235108.823813 nChanged 2 SP:Iteration 67Q (486.520406 sec): 3 clusters Score: Raw -235603.238577 + Penalty 494.123681 = -235109.114896 nChanged 1 SP:Iteration 68Q (486.582582 sec): 3 clusters Score: Raw -235603.354493 + Penalty 494.123681 = -235109.230812 nChanged 0 SP:Iteration 69F (486.634355 sec): 3 clusters Score: Raw -235603.354493 + Penalty 494.123681 = -235109.230812 nChanged 0 Trying to split cluster 19 (1688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (486.659332 sec): 2 clusters Score: Raw -36498.489216 + Penalty 204.360741 = -36294.128475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (486.709335 sec): 3 clusters Score: Raw -35518.723161 + Penalty 408.721482 = -35110.001679 nChanged 739 SP:Iteration 1F (486.759396 sec): 3 clusters Score: Raw -35984.504779 + Penalty 408.721482 = -35575.783297 nChanged 131 SP:Iteration 2F (486.803553 sec): 3 clusters Score: Raw -36079.081261 + Penalty 408.721482 = -35670.359779 nChanged 114 SP:Iteration 3F (486.840987 sec): 3 clusters Score: Raw -36180.676270 + Penalty 408.721482 = -35771.954788 nChanged 102 SP:Iteration 4F (486.888569 sec): 3 clusters Score: Raw -36275.614399 + Penalty 408.721482 = -35866.892917 nChanged 91 SP:Iteration 5F (486.937868 sec): 3 clusters Score: Raw -36373.126797 + Penalty 408.721482 = -35964.405315 nChanged 79 SP:Iteration 6Q (486.994491 sec): 3 clusters Score: Raw -36433.536894 + Penalty 408.721482 = -36024.815412 nChanged 67 SP:Iteration 7Q (487.044479 sec): 3 clusters Score: Raw -36469.269861 + Penalty 408.721482 = -36060.548379 nChanged 52 SP:Iteration 8Q (487.096338 sec): 3 clusters Score: Raw -36496.111617 + Penalty 408.721482 = -36087.390135 nChanged 48 SP:Iteration 9Q (487.143158 sec): 3 clusters Score: Raw -36519.958509 + Penalty 408.721482 = -36111.237027 nChanged 38 SP:Iteration 10Q (487.187619 sec): 3 clusters Score: Raw -36539.505724 + Penalty 408.721482 = -36130.784242 nChanged 38 SP:Iteration 11Q (487.227983 sec): 3 clusters Score: Raw -36553.489893 + Penalty 408.721482 = -36144.768411 nChanged 38 SP:Iteration 12Q (487.281884 sec): 3 clusters Score: Raw -36566.003648 + Penalty 408.721482 = -36157.282166 nChanged 26 SP:Iteration 13Q (487.326114 sec): 3 clusters Score: Raw -36574.422539 + Penalty 408.721482 = -36165.701057 nChanged 28 SP:Iteration 14Q (487.378188 sec): 3 clusters Score: Raw -36584.803177 + Penalty 408.721482 = -36176.081695 nChanged 29 SP:Iteration 15Q (487.427181 sec): 3 clusters Score: Raw -36596.119118 + Penalty 408.721482 = -36187.397636 nChanged 27 SP:Iteration 16Q (487.473849 sec): 3 clusters Score: Raw -36606.892068 + Penalty 408.721482 = -36198.170586 nChanged 27 SP:Iteration 17Q (487.513464 sec): 3 clusters Score: Raw -36614.683912 + Penalty 408.721482 = -36205.962430 nChanged 24 SP:Iteration 18Q (487.556956 sec): 3 clusters Score: Raw -36621.279728 + Penalty 408.721482 = -36212.558246 nChanged 20 SP:Iteration 19Q (487.606603 sec): 3 clusters Score: Raw -36626.934070 + Penalty 408.721482 = -36218.212588 nChanged 18 SP:Iteration 20F (487.657318 sec): 3 clusters Score: Raw -36633.540726 + Penalty 408.721482 = -36224.819244 nChanged 16 SP:Iteration 21Q (487.709830 sec): 3 clusters Score: Raw -36639.428663 + Penalty 408.721482 = -36230.707181 nChanged 15 SP:Iteration 22Q (487.746650 sec): 3 clusters Score: Raw -36641.374742 + Penalty 408.721482 = -36232.653260 nChanged 4 SP:Iteration 23Q (487.791241 sec): 3 clusters Score: Raw -36641.654280 + Penalty 408.721482 = -36232.932798 nChanged 1 SP:Iteration 24Q (487.833821 sec): 3 clusters Score: Raw -36641.752834 + Penalty 408.721482 = -36233.031352 nChanged 1 SP:Iteration 25Q (487.882570 sec): 3 clusters Score: Raw -36641.804704 + Penalty 408.721482 = -36233.083222 nChanged 0 SP:Iteration 26F (487.930766 sec): 3 clusters Score: Raw -36641.804704 + Penalty 408.721482 = -36233.083222 nChanged 0 Trying to split cluster 20 (12731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (487.962523 sec): 2 clusters Score: Raw -374911.756277 + Penalty 259.924369 = -374651.831908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (488.016736 sec): 3 clusters Score: Raw -366724.698982 + Penalty 519.848738 = -366204.850244 nChanged 6022 SP:Iteration 1F (488.075694 sec): 3 clusters Score: Raw -370540.958207 + Penalty 519.848738 = -370021.109469 nChanged 997 SP:Iteration 2F (488.131457 sec): 3 clusters Score: Raw -371140.403121 + Penalty 519.848738 = -370620.554383 nChanged 1050 SP:Iteration 3F (488.188330 sec): 3 clusters Score: Raw -371913.821483 + Penalty 519.848738 = -371393.972745 nChanged 1097 SP:Iteration 4F (488.245821 sec): 3 clusters Score: Raw -372870.568192 + Penalty 519.848738 = -372350.719454 nChanged 922 SP:Iteration 5F (488.288778 sec): 3 clusters Score: Raw -373748.476558 + Penalty 519.848738 = -373228.627820 nChanged 649 SP:Iteration 6F (488.351980 sec): 3 clusters Score: Raw -374406.601483 + Penalty 519.848738 = -373886.752745 nChanged 346 SP:Iteration 7Q (488.411036 sec): 3 clusters Score: Raw -374734.284480 + Penalty 519.848738 = -374214.435741 nChanged 173 SP:Iteration 8Q (488.464662 sec): 3 clusters Score: Raw -374883.553124 + Penalty 519.848738 = -374363.704385 nChanged 78 SP:Iteration 9Q (488.521857 sec): 3 clusters Score: Raw -374931.921578 + Penalty 519.848738 = -374412.072840 nChanged 42 SP:Iteration 10Q (488.582299 sec): 3 clusters Score: Raw -374956.310934 + Penalty 519.848738 = -374436.462195 nChanged 29 SP:Iteration 11Q (488.635944 sec): 3 clusters Score: Raw -374972.881400 + Penalty 519.848738 = -374453.032662 nChanged 19 SP:Iteration 12Q (488.691304 sec): 3 clusters Score: Raw -374984.157589 + Penalty 519.848738 = -374464.308851 nChanged 13 SP:Iteration 13Q (488.745275 sec): 3 clusters Score: Raw -374991.953834 + Penalty 519.848738 = -374472.105096 nChanged 5 SP:Iteration 14Q (488.788835 sec): 3 clusters Score: Raw -374995.808308 + Penalty 519.848738 = -374475.959570 nChanged 4 SP:Iteration 15Q (488.843886 sec): 3 clusters Score: Raw -374997.606677 + Penalty 519.848738 = -374477.757939 nChanged 2 SP:Iteration 16Q (488.908287 sec): 3 clusters Score: Raw -374998.239902 + Penalty 519.848738 = -374478.391164 nChanged 2 SP:Iteration 17Q (488.952153 sec): 3 clusters Score: Raw -375000.234155 + Penalty 519.848738 = -374480.385417 nChanged 4 SP:Iteration 18Q (489.006929 sec): 3 clusters Score: Raw -375004.209724 + Penalty 519.848738 = -374484.360986 nChanged 5 SP:Iteration 19Q (489.068423 sec): 3 clusters Score: Raw -375009.284671 + Penalty 519.848738 = -374489.435932 nChanged 5 SP:Iteration 20F (489.110950 sec): 3 clusters Score: Raw -375014.694249 + Penalty 519.848738 = -374494.845510 nChanged 2 SP:Iteration 21Q (489.171234 sec): 3 clusters Score: Raw -375015.025133 + Penalty 519.848738 = -374495.176395 nChanged 1 SP:Iteration 22Q (489.216939 sec): 3 clusters Score: Raw -375015.116273 + Penalty 519.848738 = -374495.267535 nChanged 1 SP:Iteration 23Q (489.268492 sec): 3 clusters Score: Raw -375015.255949 + Penalty 519.848738 = -374495.407211 nChanged 1 SP:Iteration 24Q (489.323439 sec): 3 clusters Score: Raw -375015.415390 + Penalty 519.848738 = -374495.566651 nChanged 0 SP:Iteration 25F (489.376597 sec): 3 clusters Score: Raw -375015.415390 + Penalty 519.848738 = -374495.566651 nChanged 0 Trying to split cluster 21 (1013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (489.403782 sec): 2 clusters Score: Raw -29187.226628 + Penalty 190.318466 = -28996.908162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (489.457117 sec): 3 clusters Score: Raw -28622.510660 + Penalty 380.636933 = -28241.873727 nChanged 437 SP:Iteration 1F (489.493235 sec): 3 clusters Score: Raw -28858.141851 + Penalty 380.636933 = -28477.504918 nChanged 77 SP:Iteration 2F (489.539408 sec): 3 clusters Score: Raw -28912.812487 + Penalty 380.636933 = -28532.175555 nChanged 69 SP:Iteration 3F (489.588545 sec): 3 clusters Score: Raw -28965.289206 + Penalty 380.636933 = -28584.652273 nChanged 70 SP:Iteration 4F (489.640652 sec): 3 clusters Score: Raw -29016.661055 + Penalty 380.636933 = -28636.024122 nChanged 62 SP:Iteration 5F (489.681911 sec): 3 clusters Score: Raw -29065.835566 + Penalty 380.636933 = -28685.198633 nChanged 49 SP:Iteration 6Q (489.726893 sec): 3 clusters Score: Raw -29112.062038 + Penalty 380.636933 = -28731.425106 nChanged 50 SP:Iteration 7Q (489.770864 sec): 3 clusters Score: Raw -29163.843153 + Penalty 380.636933 = -28783.206220 nChanged 28 SP:Iteration 8Q (489.820474 sec): 3 clusters Score: Raw -29190.721196 + Penalty 380.636933 = -28810.084263 nChanged 24 SP:Iteration 9Q (489.868656 sec): 3 clusters Score: Raw -29208.530244 + Penalty 380.636933 = -28827.893312 nChanged 11 SP:Iteration 10Q (489.914599 sec): 3 clusters Score: Raw -29218.194023 + Penalty 380.636933 = -28837.557091 nChanged 7 SP:Iteration 11Q (489.959178 sec): 3 clusters Score: Raw -29223.271316 + Penalty 380.636933 = -28842.634383 nChanged 1 SP:Iteration 12Q (490.009838 sec): 3 clusters Score: Raw -29224.070872 + Penalty 380.636933 = -28843.433939 nChanged 0 SP:Iteration 13F (490.062684 sec): 3 clusters Score: Raw -29224.070872 + Penalty 380.636933 = -28843.433939 nChanged 0 Trying to split cluster 22 (2522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (490.084327 sec): 2 clusters Score: Raw -66209.566743 + Penalty 215.402207 = -65994.164536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (490.143585 sec): 3 clusters Score: Raw -64698.882401 + Penalty 430.804413 = -64268.077987 nChanged 1148 SP:Iteration 1F (490.186279 sec): 3 clusters Score: Raw -65365.669985 + Penalty 430.804413 = -64934.865572 nChanged 167 SP:Iteration 2F (490.235985 sec): 3 clusters Score: Raw -65451.543536 + Penalty 430.804413 = -65020.739123 nChanged 161 SP:Iteration 3F (490.294159 sec): 3 clusters Score: Raw -65566.261963 + Penalty 430.804413 = -65135.457549 nChanged 196 SP:Iteration 4F (490.337871 sec): 3 clusters Score: Raw -65724.229498 + Penalty 430.804413 = -65293.425085 nChanged 190 SP:Iteration 5F (490.388535 sec): 3 clusters Score: Raw -65887.649479 + Penalty 430.804413 = -65456.845066 nChanged 175 SP:Iteration 6F (490.440300 sec): 3 clusters Score: Raw -66063.202058 + Penalty 430.804413 = -65632.397644 nChanged 141 SP:Iteration 7F (490.482721 sec): 3 clusters Score: Raw -66190.557293 + Penalty 430.804413 = -65759.752880 nChanged 72 SP:Iteration 8Q (490.535102 sec): 3 clusters Score: Raw -66269.464175 + Penalty 430.804413 = -65838.659761 nChanged 38 SP:Iteration 9Q (490.579590 sec): 3 clusters Score: Raw -66310.077611 + Penalty 430.804413 = -65879.273197 nChanged 16 SP:Iteration 10Q (490.631920 sec): 3 clusters Score: Raw -66317.036915 + Penalty 430.804413 = -65886.232501 nChanged 7 SP:Iteration 11Q (490.684682 sec): 3 clusters Score: Raw -66318.942048 + Penalty 430.804413 = -65888.137634 nChanged 6 SP:Iteration 12Q (490.732495 sec): 3 clusters Score: Raw -66321.358715 + Penalty 430.804413 = -65890.554302 nChanged 5 SP:Iteration 13Q (490.776958 sec): 3 clusters Score: Raw -66323.213837 + Penalty 430.804413 = -65892.409423 nChanged 6 SP:Iteration 14Q (490.816937 sec): 3 clusters Score: Raw -66324.253587 + Penalty 430.804413 = -65893.449174 nChanged 2 SP:Iteration 15Q (490.870928 sec): 3 clusters Score: Raw -66324.636355 + Penalty 430.804413 = -65893.831942 nChanged 1 SP:Iteration 16Q (490.924003 sec): 3 clusters Score: Raw -66324.701468 + Penalty 430.804413 = -65893.897055 nChanged 0 SP:Iteration 17F (490.967179 sec): 3 clusters Score: Raw -66324.701468 + Penalty 430.804413 = -65893.897055 nChanged 0 Trying to split cluster 23 (657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (490.982926 sec): 2 clusters Score: Raw -13505.208090 + Penalty 178.411311 = -13326.796780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (491.025450 sec): 3 clusters Score: Raw -13175.630881 + Penalty 356.822621 = -12818.808260 nChanged 284 SP:Iteration 1F (491.077787 sec): 3 clusters Score: Raw -13384.163691 + Penalty 356.822621 = -13027.341070 nChanged 47 SP:Iteration 2F (491.116067 sec): 3 clusters Score: Raw -13421.602825 + Penalty 356.822621 = -13064.780204 nChanged 33 SP:Iteration 3F (491.168765 sec): 3 clusters Score: Raw -13451.882950 + Penalty 356.822621 = -13095.060329 nChanged 22 SP:Iteration 4Q (491.219024 sec): 3 clusters Score: Raw -13465.428458 + Penalty 356.822621 = -13108.605837 nChanged 16 SP:Iteration 5Q (491.255678 sec): 3 clusters Score: Raw -13478.781945 + Penalty 356.822621 = -13121.959324 nChanged 14 SP:Iteration 6Q (491.301858 sec): 3 clusters Score: Raw -13483.137665 + Penalty 356.822621 = -13126.315044 nChanged 7 SP:Iteration 7Q (491.344565 sec): 3 clusters Score: Raw -13485.814904 + Penalty 356.822621 = -13128.992283 nChanged 6 SP:Iteration 8Q (491.395212 sec): 3 clusters Score: Raw -13487.754042 + Penalty 356.822621 = -13130.931421 nChanged 4 SP:Iteration 9Q (491.446595 sec): 3 clusters Score: Raw -13488.814168 + Penalty 356.822621 = -13131.991547 nChanged 3 SP:Iteration 10Q (491.480523 sec): 3 clusters Score: Raw -13489.798696 + Penalty 356.822621 = -13132.976075 nChanged 3 SP:Iteration 11Q (491.530749 sec): 3 clusters Score: Raw -13491.017086 + Penalty 356.822621 = -13134.194465 nChanged 4 SP:Iteration 12Q (491.585459 sec): 3 clusters Score: Raw -13492.284156 + Penalty 356.822621 = -13135.461535 nChanged 4 SP:Iteration 13Q (491.622663 sec): 3 clusters Score: Raw -13493.779835 + Penalty 356.822621 = -13136.957214 nChanged 2 SP:Iteration 14Q (491.668043 sec): 3 clusters Score: Raw -13495.868940 + Penalty 356.822621 = -13139.046319 nChanged 5 SP:Iteration 15Q (491.718429 sec): 3 clusters Score: Raw -13499.854955 + Penalty 356.822621 = -13143.032334 nChanged 5 SP:Iteration 16Q (491.762751 sec): 3 clusters Score: Raw -13501.372411 + Penalty 356.822621 = -13144.549790 nChanged 4 SP:Iteration 17Q (491.806476 sec): 3 clusters Score: Raw -13502.437660 + Penalty 356.822621 = -13145.615039 nChanged 1 SP:Iteration 18Q (491.851627 sec): 3 clusters Score: Raw -13502.528367 + Penalty 356.822621 = -13145.705746 nChanged 0 SP:Iteration 19F (491.905786 sec): 3 clusters Score: Raw -13502.528367 + Penalty 356.822621 = -13145.705746 nChanged 0 Trying to split cluster 24 (85022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (491.999240 sec): 2 clusters Score: Raw -2423205.276616 + Penalty 312.143296 = -2422893.133319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (492.117347 sec): 3 clusters Score: Raw -2366029.328242 + Penalty 624.286593 = -2365405.041649 nChanged 41654 SP:Iteration 1F (492.230265 sec): 3 clusters Score: Raw -2396228.676478 + Penalty 624.286593 = -2395604.389885 nChanged 6878 SP:Iteration 2F (492.340726 sec): 3 clusters Score: Raw -2401327.425609 + Penalty 624.286593 = -2400703.139016 nChanged 6631 SP:Iteration 3F (492.449132 sec): 3 clusters Score: Raw -2406659.994977 + Penalty 624.286593 = -2406035.708384 nChanged 5326 SP:Iteration 4F (492.559004 sec): 3 clusters Score: Raw -2411055.645053 + Penalty 624.286593 = -2410431.358461 nChanged 3898 SP:Iteration 5Q (492.674429 sec): 3 clusters Score: Raw -2414284.965380 + Penalty 624.286593 = -2413660.678787 nChanged 2866 SP:Iteration 6Q (492.790056 sec): 3 clusters Score: Raw -2416218.164715 + Penalty 624.286593 = -2415593.878122 nChanged 1907 SP:Iteration 7Q (492.901368 sec): 3 clusters Score: Raw -2417155.836980 + Penalty 624.286593 = -2416531.550387 nChanged 1405 SP:Iteration 8Q (493.022616 sec): 3 clusters Score: Raw -2417696.662511 + Penalty 624.286593 = -2417072.375918 nChanged 1233 SP:Iteration 9Q (493.131752 sec): 3 clusters Score: Raw -2418121.640499 + Penalty 624.286593 = -2417497.353907 nChanged 1246 SP:Iteration 10Q (493.253223 sec): 3 clusters Score: Raw -2418543.865803 + Penalty 624.286593 = -2417919.579210 nChanged 1181 SP:Iteration 11Q (493.376931 sec): 3 clusters Score: Raw -2418932.991249 + Penalty 624.286593 = -2418308.704657 nChanged 1123 SP:Iteration 12Q (493.484538 sec): 3 clusters Score: Raw -2419302.779845 + Penalty 624.286593 = -2418678.493252 nChanged 1063 SP:Iteration 13Q (493.599000 sec): 3 clusters Score: Raw -2419646.632336 + Penalty 624.286593 = -2419022.345743 nChanged 1023 SP:Iteration 14Q (493.715536 sec): 3 clusters Score: Raw -2419981.383032 + Penalty 624.286593 = -2419357.096439 nChanged 930 SP:Iteration 15Q (493.829508 sec): 3 clusters Score: Raw -2420284.429279 + Penalty 624.286593 = -2419660.142687 nChanged 870 SP:Iteration 16Q (493.938837 sec): 3 clusters Score: Raw -2420568.906063 + Penalty 624.286593 = -2419944.619470 nChanged 784 SP:Iteration 17Q (494.045824 sec): 3 clusters Score: Raw -2420818.109942 + Penalty 624.286593 = -2420193.823349 nChanged 749 SP:Iteration 18Q (494.147093 sec): 3 clusters Score: Raw -2421063.258489 + Penalty 624.286593 = -2420438.971896 nChanged 695 SP:Iteration 19Q (494.257366 sec): 3 clusters Score: Raw -2421284.676019 + Penalty 624.286593 = -2420660.389426 nChanged 630 SP:Iteration 20F (494.367274 sec): 3 clusters Score: Raw -2421480.892994 + Penalty 624.286593 = -2420856.606401 nChanged 563 SP:Iteration 21Q (494.471477 sec): 3 clusters Score: Raw -2421657.486005 + Penalty 624.286593 = -2421033.199412 nChanged 519 SP:Iteration 22Q (494.571494 sec): 3 clusters Score: Raw -2421821.378125 + Penalty 624.286593 = -2421197.091532 nChanged 509 SP:Iteration 23Q (494.683000 sec): 3 clusters Score: Raw -2421982.476723 + Penalty 624.286593 = -2421358.190130 nChanged 452 SP:Iteration 24Q (494.790927 sec): 3 clusters Score: Raw -2422125.421931 + Penalty 624.286593 = -2421501.135338 nChanged 416 SP:Iteration 25Q (494.891941 sec): 3 clusters Score: Raw -2422262.539478 + Penalty 624.286593 = -2421638.252885 nChanged 395 SP:Iteration 26Q (494.995116 sec): 3 clusters Score: Raw -2422390.562212 + Penalty 624.286593 = -2421766.275619 nChanged 363 SP:Iteration 27Q (495.101502 sec): 3 clusters Score: Raw -2422511.114330 + Penalty 624.286593 = -2421886.827737 nChanged 336 SP:Iteration 28Q (495.209342 sec): 3 clusters Score: Raw -2422620.017084 + Penalty 624.286593 = -2421995.730491 nChanged 310 SP:Iteration 29Q (495.314767 sec): 3 clusters Score: Raw -2422718.904598 + Penalty 624.286593 = -2422094.618005 nChanged 271 SP:Iteration 30Q (495.417409 sec): 3 clusters Score: Raw -2422801.896434 + Penalty 624.286593 = -2422177.609841 nChanged 241 SP:Iteration 31Q (495.524182 sec): 3 clusters Score: Raw -2422879.231775 + Penalty 624.286593 = -2422254.945183 nChanged 210 SP:Iteration 32Q (495.623700 sec): 3 clusters Score: Raw -2422942.393272 + Penalty 624.286593 = -2422318.106679 nChanged 196 SP:Iteration 33Q (495.716057 sec): 3 clusters Score: Raw -2423003.701394 + Penalty 624.286593 = -2422379.414801 nChanged 157 SP:Iteration 34Q (495.825726 sec): 3 clusters Score: Raw -2423052.530438 + Penalty 624.286593 = -2422428.243845 nChanged 135 SP:Iteration 35Q (495.922982 sec): 3 clusters Score: Raw -2423096.335992 + Penalty 624.286593 = -2422472.049399 nChanged 115 SP:Iteration 36Q (496.010671 sec): 3 clusters Score: Raw -2423128.336030 + Penalty 624.286593 = -2422504.049437 nChanged 114 SP:Iteration 37Q (496.120901 sec): 3 clusters Score: Raw -2423157.720291 + Penalty 624.286593 = -2422533.433698 nChanged 77 SP:Iteration 38Q (496.224125 sec): 3 clusters Score: Raw -2423174.801564 + Penalty 624.286593 = -2422550.514971 nChanged 62 SP:Iteration 39Q (496.322902 sec): 3 clusters Score: Raw -2423191.747531 + Penalty 624.286593 = -2422567.460938 nChanged 54 SP:Iteration 40F (496.430376 sec): 3 clusters Score: Raw -2423207.546103 + Penalty 624.286593 = -2422583.259510 nChanged 53 SP:Iteration 41Q (496.535679 sec): 3 clusters Score: Raw -2423223.990282 + Penalty 624.286593 = -2422599.703689 nChanged 52 SP:Iteration 42Q (496.640004 sec): 3 clusters Score: Raw -2423239.733328 + Penalty 624.286593 = -2422615.446735 nChanged 46 SP:Iteration 43Q (496.744855 sec): 3 clusters Score: Raw -2423252.532490 + Penalty 624.286593 = -2422628.245897 nChanged 42 SP:Iteration 44Q (496.846149 sec): 3 clusters Score: Raw -2423265.760640 + Penalty 624.286593 = -2422641.474047 nChanged 42 SP:Iteration 45Q (496.939133 sec): 3 clusters Score: Raw -2423281.752172 + Penalty 624.286593 = -2422657.465579 nChanged 42 SP:Iteration 46Q (497.042158 sec): 3 clusters Score: Raw -2423299.164729 + Penalty 624.286593 = -2422674.878136 nChanged 44 SP:Iteration 47Q (497.142016 sec): 3 clusters Score: Raw -2423312.216696 + Penalty 624.286593 = -2422687.930103 nChanged 39 SP:Iteration 48Q (497.242428 sec): 3 clusters Score: Raw -2423323.134540 + Penalty 624.286593 = -2422698.847947 nChanged 33 SP:Iteration 49Q (497.343133 sec): 3 clusters Score: Raw -2423336.057028 + Penalty 624.286593 = -2422711.770435 nChanged 36 SP:Iteration 50Q (497.446929 sec): 3 clusters Score: Raw -2423350.651043 + Penalty 624.286593 = -2422726.364450 nChanged 30 SP:Iteration 51Q (497.559784 sec): 3 clusters Score: Raw -2423364.634578 + Penalty 624.286593 = -2422740.347985 nChanged 31 SP:Iteration 52Q (497.668415 sec): 3 clusters Score: Raw -2423381.709530 + Penalty 624.286593 = -2422757.422937 nChanged 29 SP:Iteration 53Q (497.780459 sec): 3 clusters Score: Raw -2423394.372824 + Penalty 624.286593 = -2422770.086231 nChanged 22 SP:Iteration 54Q (497.886691 sec): 3 clusters Score: Raw -2423398.404402 + Penalty 624.286593 = -2422774.117809 nChanged 12 SP:Iteration 55Q (498.012182 sec): 3 clusters Score: Raw -2423401.061700 + Penalty 624.286593 = -2422776.775107 nChanged 8 SP:Iteration 56Q (498.129214 sec): 3 clusters Score: Raw -2423402.690163 + Penalty 624.286593 = -2422778.403570 nChanged 5 SP:Iteration 57Q (498.245052 sec): 3 clusters Score: Raw -2423403.635273 + Penalty 624.286593 = -2422779.348681 nChanged 8 SP:Iteration 58Q (498.352496 sec): 3 clusters Score: Raw -2423405.024339 + Penalty 624.286593 = -2422780.737746 nChanged 8 SP:Iteration 59Q (498.462203 sec): 3 clusters Score: Raw -2423407.052573 + Penalty 624.286593 = -2422782.765980 nChanged 8 SP:Iteration 60F (498.570244 sec): 3 clusters Score: Raw -2423409.419849 + Penalty 624.286593 = -2422785.133256 nChanged 7 SP:Iteration 61Q (498.671379 sec): 3 clusters Score: Raw -2423410.370849 + Penalty 624.286593 = -2422786.084256 nChanged 3 SP:Iteration 62Q (498.775447 sec): 3 clusters Score: Raw -2423410.610089 + Penalty 624.286593 = -2422786.323496 nChanged 2 SP:Iteration 63Q (498.888444 sec): 3 clusters Score: Raw -2423410.813930 + Penalty 624.286593 = -2422786.527337 nChanged 3 SP:Iteration 64Q (498.988898 sec): 3 clusters Score: Raw -2423411.038312 + Penalty 624.286593 = -2422786.751719 nChanged 1 SP:Iteration 65Q (499.100614 sec): 3 clusters Score: Raw -2423411.075275 + Penalty 624.286593 = -2422786.788682 nChanged 0 SP:Iteration 66F (499.209260 sec): 3 clusters Score: Raw -2423411.075275 + Penalty 624.286593 = -2422786.788682 nChanged 0 Trying to split cluster 25 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (499.239951 sec): 2 clusters Score: Raw -10710.992319 + Penalty 170.177263 = -10540.815056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (499.288625 sec): 3 clusters Score: Raw -10478.666126 + Penalty 340.354527 = -10138.311599 nChanged 204 SP:Iteration 1F (499.334869 sec): 3 clusters Score: Raw -10645.816292 + Penalty 340.354527 = -10305.461765 nChanged 49 SP:Iteration 2F (499.383304 sec): 3 clusters Score: Raw -10699.985663 + Penalty 340.354527 = -10359.631136 nChanged 37 SP:Iteration 3F (499.417997 sec): 3 clusters Score: Raw -10759.676771 + Penalty 340.354527 = -10419.322244 nChanged 37 SP:Iteration 4F (499.470034 sec): 3 clusters Score: Raw -10833.286781 + Penalty 340.354527 = -10492.932255 nChanged 24 SP:Iteration 5Q (499.517546 sec): 3 clusters Score: Raw -10870.546883 + Penalty 340.354527 = -10530.192356 nChanged 12 SP:Iteration 6Q (499.554320 sec): 3 clusters Score: Raw -10882.266040 + Penalty 340.354527 = -10541.911513 nChanged 10 SP:Iteration 7Q (499.600734 sec): 3 clusters Score: Raw -10889.927898 + Penalty 340.354527 = -10549.573371 nChanged 6 SP:Iteration 8Q (499.654591 sec): 3 clusters Score: Raw -10895.309559 + Penalty 340.354527 = -10554.955033 nChanged 3 SP:Iteration 9Q (499.701455 sec): 3 clusters Score: Raw -10896.416888 + Penalty 340.354527 = -10556.062361 nChanged 0 SP:Iteration 10F (499.745676 sec): 3 clusters Score: Raw -10896.416888 + Penalty 340.354527 = -10556.062361 nChanged 0 Score: Raw -7165778.501812 + Penalty 9638.789284 = -7156139.712528 Splitting cluster 25 changes total score from -7156286.369114 to -7156139.712528 So it's not getting split. Trying to split cluster 26 (1401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.343760 sec): 2 clusters Score: Raw -27136.499625 + Penalty 199.235893 = -26937.263732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.396251 sec): 3 clusters Score: Raw -26331.205928 + Penalty 398.471785 = -25932.734143 nChanged 612 SP:Iteration 1F (502.449093 sec): 3 clusters Score: Raw -26746.156949 + Penalty 398.471785 = -26347.685164 nChanged 122 SP:Iteration 2F (502.490113 sec): 3 clusters Score: Raw -26827.734099 + Penalty 398.471785 = -26429.262314 nChanged 86 SP:Iteration 3F (502.539690 sec): 3 clusters Score: Raw -26888.690322 + Penalty 398.471785 = -26490.218537 nChanged 82 SP:Iteration 4F (502.576750 sec): 3 clusters Score: Raw -26955.131024 + Penalty 398.471785 = -26556.659239 nChanged 70 SP:Iteration 5Q (502.635234 sec): 3 clusters Score: Raw -26998.949230 + Penalty 398.471785 = -26600.477445 nChanged 57 SP:Iteration 6Q (502.673275 sec): 3 clusters Score: Raw -27037.154868 + Penalty 398.471785 = -26638.683083 nChanged 45 SP:Iteration 7Q (502.713200 sec): 3 clusters Score: Raw -27067.707040 + Penalty 398.471785 = -26669.235255 nChanged 39 SP:Iteration 8Q (502.761727 sec): 3 clusters Score: Raw -27088.519208 + Penalty 398.471785 = -26690.047423 nChanged 22 SP:Iteration 9Q (502.809866 sec): 3 clusters Score: Raw -27105.706513 + Penalty 398.471785 = -26707.234728 nChanged 19 SP:Iteration 10Q (502.860802 sec): 3 clusters Score: Raw -27120.162189 + Penalty 398.471785 = -26721.690404 nChanged 15 SP:Iteration 11Q (502.918859 sec): 3 clusters Score: Raw -27129.398501 + Penalty 398.471785 = -26730.926716 nChanged 11 SP:Iteration 12Q (502.961471 sec): 3 clusters Score: Raw -27135.756678 + Penalty 398.471785 = -26737.284893 nChanged 7 SP:Iteration 13Q (503.009739 sec): 3 clusters Score: Raw -27140.789342 + Penalty 398.471785 = -26742.317557 nChanged 6 SP:Iteration 14Q (503.057563 sec): 3 clusters Score: Raw -27142.828941 + Penalty 398.471785 = -26744.357156 nChanged 3 SP:Iteration 15Q (503.104136 sec): 3 clusters Score: Raw -27143.740596 + Penalty 398.471785 = -26745.268811 nChanged 2 SP:Iteration 16Q (503.154276 sec): 3 clusters Score: Raw -27144.755901 + Penalty 398.471785 = -26746.284116 nChanged 3 SP:Iteration 17Q (503.193756 sec): 3 clusters Score: Raw -27145.765732 + Penalty 398.471785 = -26747.293947 nChanged 4 SP:Iteration 18Q (503.245914 sec): 3 clusters Score: Raw -27149.159044 + Penalty 398.471785 = -26750.687259 nChanged 10 SP:Iteration 19Q (503.290496 sec): 3 clusters Score: Raw -27155.296619 + Penalty 398.471785 = -26756.824834 nChanged 9 SP:Iteration 20F (503.337766 sec): 3 clusters Score: Raw -27159.659612 + Penalty 398.471785 = -26761.187827 nChanged 5 SP:Iteration 21Q (503.389514 sec): 3 clusters Score: Raw -27162.798640 + Penalty 398.471785 = -26764.326855 nChanged 9 SP:Iteration 22Q (503.438816 sec): 3 clusters Score: Raw -27168.119035 + Penalty 398.471785 = -26769.647250 nChanged 7 SP:Iteration 23Q (503.477728 sec): 3 clusters Score: Raw -27170.226649 + Penalty 398.471785 = -26771.754864 nChanged 5 SP:Iteration 24Q (503.522403 sec): 3 clusters Score: Raw -27172.798514 + Penalty 398.471785 = -26774.326729 nChanged 10 SP:Iteration 25Q (503.575018 sec): 3 clusters Score: Raw -27178.860185 + Penalty 398.471785 = -26780.388400 nChanged 5 SP:Iteration 26Q (503.623095 sec): 3 clusters Score: Raw -27181.189940 + Penalty 398.471785 = -26782.718155 nChanged 3 SP:Iteration 27Q (503.669857 sec): 3 clusters Score: Raw -27183.269321 + Penalty 398.471785 = -26784.797536 nChanged 2 SP:Iteration 28Q (503.716613 sec): 3 clusters Score: Raw -27184.856838 + Penalty 398.471785 = -26786.385053 nChanged 3 SP:Iteration 29Q (503.762959 sec): 3 clusters Score: Raw -27186.716714 + Penalty 398.471785 = -26788.244929 nChanged 1 SP:Iteration 30Q (503.800392 sec): 3 clusters Score: Raw -27187.064803 + Penalty 398.471785 = -26788.593018 nChanged 2 SP:Iteration 31Q (503.851331 sec): 3 clusters Score: Raw -27188.045360 + Penalty 398.471785 = -26789.573575 nChanged 2 SP:Iteration 32Q (503.896159 sec): 3 clusters Score: Raw -27188.508553 + Penalty 398.471785 = -26790.036768 nChanged 3 SP:Iteration 33Q (503.949238 sec): 3 clusters Score: Raw -27189.902481 + Penalty 398.471785 = -26791.430696 nChanged 2 SP:Iteration 34Q (503.983009 sec): 3 clusters Score: Raw -27191.702814 + Penalty 398.471785 = -26793.231029 nChanged 4 SP:Iteration 35Q (504.032350 sec): 3 clusters Score: Raw -27195.359047 + Penalty 398.471785 = -26796.887262 nChanged 5 SP:Iteration 36Q (504.084664 sec): 3 clusters Score: Raw -27197.630698 + Penalty 398.471785 = -26799.158913 nChanged 4 SP:Iteration 37Q (504.120106 sec): 3 clusters Score: Raw -27198.440255 + Penalty 398.471785 = -26799.968470 nChanged 3 SP:Iteration 38Q (504.164013 sec): 3 clusters Score: Raw -27199.162588 + Penalty 398.471785 = -26800.690803 nChanged 0 SP:Iteration 39F (504.213025 sec): 3 clusters Score: Raw -27199.162588 + Penalty 398.471785 = -26800.690803 nChanged 0 Trying to split cluster 27 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (504.232632 sec): 2 clusters Score: Raw -3390.608408 + Penalty 135.098009 = -3255.510399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (504.282214 sec): 3 clusters Score: Raw -3368.488396 + Penalty 270.196019 = -3098.292377 nChanged 44 SP:Iteration 1F (504.321072 sec): 3 clusters Score: Raw -3424.520975 + Penalty 270.196019 = -3154.324956 nChanged 12 SP:Iteration 2F (504.368228 sec): 3 clusters Score: Raw -3448.141042 + Penalty 270.196019 = -3177.945023 nChanged 8 SP:Iteration 3F (504.410873 sec): 3 clusters Score: Raw -3462.287651 + Penalty 270.196019 = -3192.091632 nChanged 6 SP:Iteration 4Q (504.462505 sec): 3 clusters Score: Raw -3488.498172 + Penalty 270.196019 = -3218.302153 nChanged 2 SP:Iteration 5Q (504.506262 sec): 3 clusters Score: Raw -3507.408429 + Penalty 270.196019 = -3237.212410 nChanged 2 SP:Iteration 6Q (504.545232 sec): 3 clusters Score: Raw -3510.014336 + Penalty 270.196019 = -3239.818318 nChanged 0 SP:Iteration 7F (504.590808 sec): 3 clusters Score: Raw -3510.014336 + Penalty 270.196019 = -3239.818318 nChanged 0 Iteration 139Q (506.410142 sec): 28 clusters Score: Raw -7165602.012397 + Penalty 9294.546809 = -7156307.465587 nChanged 319 Iteration 140F (508.864295 sec): 28 clusters Score: Raw -7165637.889223 + Penalty 9294.546809 = -7156343.342413 nChanged 317 Iteration 141Q (510.633076 sec): 28 clusters Score: Raw -7165674.046054 + Penalty 9294.546809 = -7156379.499245 nChanged 352 Iteration 142Q (512.374008 sec): 28 clusters Score: Raw -7165706.930504 + Penalty 9294.546809 = -7156412.383694 nChanged 342 Iteration 143Q (514.297414 sec): 28 clusters Score: Raw -7165733.517445 + Penalty 9294.546809 = -7156438.970636 nChanged 314 Iteration 144Q (516.104994 sec): 28 clusters Score: Raw -7165759.768051 + Penalty 9294.546809 = -7156465.221242 nChanged 331 Iteration 145Q (517.875895 sec): 28 clusters Score: Raw -7165786.954536 + Penalty 9294.546809 = -7156492.407727 nChanged 312 Iteration 146Q (519.733213 sec): 28 clusters Score: Raw -7165814.137769 + Penalty 9294.546809 = -7156519.590960 nChanged 329 Iteration 147Q (521.526414 sec): 28 clusters Score: Raw -7165841.179948 + Penalty 9294.546809 = -7156546.633138 nChanged 311 Iteration 148Q (523.331125 sec): 28 clusters Score: Raw -7165868.858694 + Penalty 9294.546809 = -7156574.311885 nChanged 312 Iteration 149Q (525.150808 sec): 28 clusters Score: Raw -7165893.645795 + Penalty 9294.546809 = -7156599.098985 nChanged 337 Iteration 150Q (526.974509 sec): 28 clusters Score: Raw -7165917.403884 + Penalty 9294.546809 = -7156622.857074 nChanged 334 Iteration 151Q (528.763141 sec): 28 clusters Score: Raw -7165940.104700 + Penalty 9294.546809 = -7156645.557890 nChanged 351 Iteration 152Q (530.630355 sec): 28 clusters Score: Raw -7165967.411244 + Penalty 9294.546809 = -7156672.864434 nChanged 366 Iteration 153Q (532.446743 sec): 28 clusters Score: Raw -7165993.056045 + Penalty 9294.546809 = -7156698.509235 nChanged 369 Iteration 154Q (534.319155 sec): 28 clusters Score: Raw -7166017.170649 + Penalty 9294.546809 = -7156722.623839 nChanged 382 Iteration 155Q (536.107364 sec): 28 clusters Score: Raw -7166039.661546 + Penalty 9294.546809 = -7156745.114736 nChanged 345 Iteration 156Q (537.898626 sec): 28 clusters Score: Raw -7166058.889896 + Penalty 9294.546809 = -7156764.343086 nChanged 327 Iteration 157Q (539.645407 sec): 28 clusters Score: Raw -7166080.081410 + Penalty 9294.546809 = -7156785.534601 nChanged 333 Iteration 158Q (541.584835 sec): 28 clusters Score: Raw -7166100.038119 + Penalty 9294.546809 = -7156805.491310 nChanged 306 Iteration 159Q (543.403146 sec): 28 clusters Score: Raw -7166116.583795 + Penalty 9294.546809 = -7156822.036986 nChanged 294 Iteration 160F (545.899284 sec): 28 clusters Score: Raw -7166132.431951 + Penalty 9294.546809 = -7156837.885142 nChanged 302 Iteration 161Q (547.721202 sec): 28 clusters Score: Raw -7166148.612521 + Penalty 9294.546809 = -7156854.065711 nChanged 286 Iteration 162Q (549.466731 sec): 28 clusters Score: Raw -7166161.445472 + Penalty 9294.546809 = -7156866.898663 nChanged 294 Iteration 163Q (551.301215 sec): 28 clusters Score: Raw -7166174.725312 + Penalty 9294.546809 = -7156880.178503 nChanged 276 Iteration 164Q (553.104272 sec): 28 clusters Score: Raw -7166187.791750 + Penalty 9294.546809 = -7156893.244940 nChanged 290 Iteration 165Q (554.872932 sec): 28 clusters Score: Raw -7166202.757329 + Penalty 9294.546809 = -7156908.210519 nChanged 292 Iteration 166Q (556.675436 sec): 28 clusters Score: Raw -7166219.437624 + Penalty 9294.546809 = -7156924.890815 nChanged 306 Iteration 167Q (558.479739 sec): 28 clusters Score: Raw -7166238.381513 + Penalty 9294.546809 = -7156943.834704 nChanged 323 Iteration 168Q (560.167797 sec): 28 clusters Score: Raw -7166258.690568 + Penalty 9294.546809 = -7156964.143759 nChanged 346 Iteration 169Q (561.948214 sec): 28 clusters Score: Raw -7166280.196997 + Penalty 9294.546809 = -7156985.650188 nChanged 330 Iteration 170Q (563.669508 sec): 28 clusters Score: Raw -7166298.085826 + Penalty 9294.546809 = -7157003.539017 nChanged 316 Iteration 171Q (565.513121 sec): 28 clusters Score: Raw -7166315.376008 + Penalty 9294.546809 = -7157020.829198 nChanged 317 Iteration 172Q (567.420382 sec): 28 clusters Score: Raw -7166334.416395 + Penalty 9294.546809 = -7157039.869585 nChanged 345 Iteration 173Q (569.140480 sec): 28 clusters Score: Raw -7166353.267126 + Penalty 9294.546809 = -7157058.720317 nChanged 333 Iteration 174Q (570.778643 sec): 28 clusters Score: Raw -7166374.195795 + Penalty 9294.546809 = -7157079.648985 nChanged 339 Iteration 175Q (572.368106 sec): 28 clusters Score: Raw -7166397.329613 + Penalty 9294.546809 = -7157102.782803 nChanged 319 Iteration 176Q (573.983989 sec): 28 clusters Score: Raw -7166421.463591 + Penalty 9294.546809 = -7157126.916782 nChanged 307 Iteration 177Q (575.571828 sec): 28 clusters Score: Raw -7166445.082333 + Penalty 9294.546809 = -7157150.535523 nChanged 346 Iteration 178Q (577.072606 sec): 28 clusters Score: Raw -7166468.639498 + Penalty 9294.546809 = -7157174.092689 nChanged 309 Writing temp clu file Because OldScore, -7157150.535523, is greater than current (better) Score,-7157174.092689 Compute initial score before splitting: Score: Raw -7166468.639498 + Penalty 9294.546809 = -7157174.092689 Trying to split cluster 1 (6021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (577.189119 sec): 2 clusters Score: Raw -141005.289173 + Penalty 239.332738 = -140765.956436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (577.242182 sec): 3 clusters Score: Raw -137223.872444 + Penalty 478.665475 = -136745.206969 nChanged 2814 SP:Iteration 1F (577.296145 sec): 3 clusters Score: Raw -138791.903198 + Penalty 478.665475 = -138313.237722 nChanged 398 SP:Iteration 2F (577.337122 sec): 3 clusters Score: Raw -138991.296807 + Penalty 478.665475 = -138512.631332 nChanged 383 SP:Iteration 3F (577.395540 sec): 3 clusters Score: Raw -139193.880173 + Penalty 478.665475 = -138715.214698 nChanged 370 SP:Iteration 4F (577.449683 sec): 3 clusters Score: Raw -139425.034724 + Penalty 478.665475 = -138946.369249 nChanged 343 SP:Iteration 5F (577.503466 sec): 3 clusters Score: Raw -139683.840420 + Penalty 478.665475 = -139205.174945 nChanged 333 SP:Iteration 6F (577.551414 sec): 3 clusters Score: Raw -139886.394495 + Penalty 478.665475 = -139407.729020 nChanged 250 SP:Iteration 7Q (577.600034 sec): 3 clusters Score: Raw -140023.590682 + Penalty 478.665475 = -139544.925207 nChanged 226 SP:Iteration 8Q (577.652228 sec): 3 clusters Score: Raw -140126.493262 + Penalty 478.665475 = -139647.827787 nChanged 233 SP:Iteration 9Q (577.704546 sec): 3 clusters Score: Raw -140235.888317 + Penalty 478.665475 = -139757.222842 nChanged 221 SP:Iteration 10Q (577.756297 sec): 3 clusters Score: Raw -140343.921977 + Penalty 478.665475 = -139865.256502 nChanged 215 SP:Iteration 11Q (577.817840 sec): 3 clusters Score: Raw -140446.978979 + Penalty 478.665475 = -139968.313504 nChanged 188 SP:Iteration 12Q (577.857708 sec): 3 clusters Score: Raw -140540.601110 + Penalty 478.665475 = -140061.935635 nChanged 185 SP:Iteration 13Q (577.909383 sec): 3 clusters Score: Raw -140626.371637 + Penalty 478.665475 = -140147.706162 nChanged 170 SP:Iteration 14Q (577.957996 sec): 3 clusters Score: Raw -140715.746971 + Penalty 478.665475 = -140237.081496 nChanged 149 SP:Iteration 15Q (578.012536 sec): 3 clusters Score: Raw -140788.712534 + Penalty 478.665475 = -140310.047059 nChanged 129 SP:Iteration 16Q (578.066300 sec): 3 clusters Score: Raw -140859.943787 + Penalty 478.665475 = -140381.278312 nChanged 94 SP:Iteration 17Q (578.120048 sec): 3 clusters Score: Raw -140919.046311 + Penalty 478.665475 = -140440.380836 nChanged 80 SP:Iteration 18Q (578.175965 sec): 3 clusters Score: Raw -140986.154705 + Penalty 478.665475 = -140507.489230 nChanged 54 SP:Iteration 19Q (578.222648 sec): 3 clusters Score: Raw -141028.753737 + Penalty 478.665475 = -140550.088262 nChanged 36 SP:Iteration 20F (578.273853 sec): 3 clusters Score: Raw -141049.864878 + Penalty 478.665475 = -140571.199403 nChanged 28 SP:Iteration 21Q (578.329860 sec): 3 clusters Score: Raw -141069.385834 + Penalty 478.665475 = -140590.720359 nChanged 22 SP:Iteration 22Q (578.382614 sec): 3 clusters Score: Raw -141082.210403 + Penalty 478.665475 = -140603.544928 nChanged 15 SP:Iteration 23Q (578.424962 sec): 3 clusters Score: Raw -141089.537918 + Penalty 478.665475 = -140610.872443 nChanged 10 SP:Iteration 24Q (578.465906 sec): 3 clusters Score: Raw -141095.209535 + Penalty 478.665475 = -140616.544060 nChanged 6 SP:Iteration 25Q (578.517514 sec): 3 clusters Score: Raw -141098.586219 + Penalty 478.665475 = -140619.920744 nChanged 7 SP:Iteration 26Q (578.578609 sec): 3 clusters Score: Raw -141102.691568 + Penalty 478.665475 = -140624.026093 nChanged 5 SP:Iteration 27Q (578.621277 sec): 3 clusters Score: Raw -141105.671679 + Penalty 478.665475 = -140627.006204 nChanged 5 SP:Iteration 28Q (578.671013 sec): 3 clusters Score: Raw -141107.608480 + Penalty 478.665475 = -140628.943005 nChanged 5 SP:Iteration 29Q (578.724546 sec): 3 clusters Score: Raw -141109.726544 + Penalty 478.665475 = -140631.061068 nChanged 2 SP:Iteration 30Q (578.774715 sec): 3 clusters Score: Raw -141110.201627 + Penalty 478.665475 = -140631.536152 nChanged 1 SP:Iteration 31Q (578.823225 sec): 3 clusters Score: Raw -141110.876791 + Penalty 478.665475 = -140632.211316 nChanged 2 SP:Iteration 32Q (578.876156 sec): 3 clusters Score: Raw -141111.584537 + Penalty 478.665475 = -140632.919062 nChanged 2 SP:Iteration 33Q (578.913316 sec): 3 clusters Score: Raw -141112.074601 + Penalty 478.665475 = -140633.409126 nChanged 1 SP:Iteration 34Q (578.971365 sec): 3 clusters Score: Raw -141112.341395 + Penalty 478.665475 = -140633.675920 nChanged 1 SP:Iteration 35Q (579.018938 sec): 3 clusters Score: Raw -141112.657841 + Penalty 478.665475 = -140633.992366 nChanged 0 SP:Iteration 36F (579.068270 sec): 3 clusters Score: Raw -141112.657841 + Penalty 478.665475 = -140633.992366 nChanged 0 Trying to split cluster 2 (4947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (579.101748 sec): 2 clusters Score: Raw -141223.033294 + Penalty 233.929757 = -140989.103538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (579.147811 sec): 3 clusters Score: Raw -138145.316942 + Penalty 467.859514 = -137677.457428 nChanged 2281 SP:Iteration 1F (579.192987 sec): 3 clusters Score: Raw -139554.001274 + Penalty 467.859514 = -139086.141761 nChanged 351 SP:Iteration 2F (579.246562 sec): 3 clusters Score: Raw -139747.262478 + Penalty 467.859514 = -139279.402964 nChanged 308 SP:Iteration 3F (579.295203 sec): 3 clusters Score: Raw -139929.849674 + Penalty 467.859514 = -139461.990161 nChanged 272 SP:Iteration 4F (579.346083 sec): 3 clusters Score: Raw -140090.980123 + Penalty 467.859514 = -139623.120610 nChanged 246 SP:Iteration 5Q (579.389900 sec): 3 clusters Score: Raw -140230.873264 + Penalty 467.859514 = -139763.013750 nChanged 244 SP:Iteration 6Q (579.446073 sec): 3 clusters Score: Raw -140402.104257 + Penalty 467.859514 = -139934.244744 nChanged 218 SP:Iteration 7Q (579.489615 sec): 3 clusters Score: Raw -140570.812145 + Penalty 467.859514 = -140102.952631 nChanged 194 SP:Iteration 8Q (579.550700 sec): 3 clusters Score: Raw -140734.683903 + Penalty 467.859514 = -140266.824389 nChanged 182 SP:Iteration 9Q (579.586220 sec): 3 clusters Score: Raw -140904.369843 + Penalty 467.859514 = -140436.510329 nChanged 157 SP:Iteration 10Q (579.642088 sec): 3 clusters Score: Raw -141042.520683 + Penalty 467.859514 = -140574.661169 nChanged 100 SP:Iteration 11Q (579.683168 sec): 3 clusters Score: Raw -141120.104603 + Penalty 467.859514 = -140652.245090 nChanged 67 SP:Iteration 12Q (579.734235 sec): 3 clusters Score: Raw -141169.799148 + Penalty 467.859514 = -140701.939634 nChanged 40 SP:Iteration 13Q (579.792015 sec): 3 clusters Score: Raw -141193.615774 + Penalty 467.859514 = -140725.756260 nChanged 32 SP:Iteration 14Q (579.842023 sec): 3 clusters Score: Raw -141213.043973 + Penalty 467.859514 = -140745.184460 nChanged 27 SP:Iteration 15Q (579.888073 sec): 3 clusters Score: Raw -141231.016981 + Penalty 467.859514 = -140763.157467 nChanged 16 SP:Iteration 16Q (579.934775 sec): 3 clusters Score: Raw -141239.007650 + Penalty 467.859514 = -140771.148136 nChanged 17 SP:Iteration 17Q (579.985517 sec): 3 clusters Score: Raw -141252.464973 + Penalty 467.859514 = -140784.605459 nChanged 15 SP:Iteration 18Q (580.042775 sec): 3 clusters Score: Raw -141260.745730 + Penalty 467.859514 = -140792.886216 nChanged 11 SP:Iteration 19Q (580.084752 sec): 3 clusters Score: Raw -141268.064489 + Penalty 467.859514 = -140800.204975 nChanged 10 SP:Iteration 20F (580.135180 sec): 3 clusters Score: Raw -141273.794372 + Penalty 467.859514 = -140805.934858 nChanged 6 SP:Iteration 21Q (580.186152 sec): 3 clusters Score: Raw -141276.150103 + Penalty 467.859514 = -140808.290589 nChanged 3 SP:Iteration 22Q (580.230891 sec): 3 clusters Score: Raw -141276.908920 + Penalty 467.859514 = -140809.049406 nChanged 3 SP:Iteration 23Q (580.278118 sec): 3 clusters Score: Raw -141277.483880 + Penalty 467.859514 = -140809.624366 nChanged 2 SP:Iteration 24Q (580.332107 sec): 3 clusters Score: Raw -141277.874606 + Penalty 467.859514 = -140810.015092 nChanged 1 SP:Iteration 25Q (580.384138 sec): 3 clusters Score: Raw -141277.935431 + Penalty 467.859514 = -140810.075917 nChanged 0 SP:Iteration 26F (580.423492 sec): 3 clusters Score: Raw -141277.935431 + Penalty 467.859514 = -140810.075917 nChanged 0 Trying to split cluster 3 (7296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (580.457029 sec): 2 clusters Score: Raw -176864.691172 + Penalty 244.614742 = -176620.076430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (580.499353 sec): 3 clusters Score: Raw -172283.552052 + Penalty 489.229484 = -171794.322567 nChanged 3402 SP:Iteration 1F (580.547838 sec): 3 clusters Score: Raw -174582.083921 + Penalty 489.229484 = -174092.854437 nChanged 504 SP:Iteration 2F (580.596255 sec): 3 clusters Score: Raw -174947.012585 + Penalty 489.229484 = -174457.783100 nChanged 472 SP:Iteration 3F (580.653902 sec): 3 clusters Score: Raw -175279.688677 + Penalty 489.229484 = -174790.459193 nChanged 445 SP:Iteration 4F (580.707112 sec): 3 clusters Score: Raw -175538.346132 + Penalty 489.229484 = -175049.116648 nChanged 396 SP:Iteration 5F (580.760637 sec): 3 clusters Score: Raw -175749.779658 + Penalty 489.229484 = -175260.550173 nChanged 369 SP:Iteration 6F (580.814963 sec): 3 clusters Score: Raw -175979.214362 + Penalty 489.229484 = -175489.984878 nChanged 342 SP:Iteration 7Q (580.859291 sec): 3 clusters Score: Raw -176202.962445 + Penalty 489.229484 = -175713.732961 nChanged 287 SP:Iteration 8Q (580.917710 sec): 3 clusters Score: Raw -176382.089866 + Penalty 489.229484 = -175892.860382 nChanged 233 SP:Iteration 9Q (580.967013 sec): 3 clusters Score: Raw -176503.445530 + Penalty 489.229484 = -176014.216046 nChanged 149 SP:Iteration 10Q (581.026875 sec): 3 clusters Score: Raw -176571.012845 + Penalty 489.229484 = -176081.783361 nChanged 114 SP:Iteration 11Q (581.074649 sec): 3 clusters Score: Raw -176615.048512 + Penalty 489.229484 = -176125.819028 nChanged 94 SP:Iteration 12Q (581.114068 sec): 3 clusters Score: Raw -176647.817164 + Penalty 489.229484 = -176158.587680 nChanged 78 SP:Iteration 13Q (581.171002 sec): 3 clusters Score: Raw -176676.056624 + Penalty 489.229484 = -176186.827140 nChanged 63 SP:Iteration 14Q (581.215429 sec): 3 clusters Score: Raw -176700.262718 + Penalty 489.229484 = -176211.033234 nChanged 65 SP:Iteration 15Q (581.271620 sec): 3 clusters Score: Raw -176727.684426 + Penalty 489.229484 = -176238.454941 nChanged 67 SP:Iteration 16Q (581.314493 sec): 3 clusters Score: Raw -176764.740094 + Penalty 489.229484 = -176275.510610 nChanged 65 SP:Iteration 17Q (581.374862 sec): 3 clusters Score: Raw -176801.956236 + Penalty 489.229484 = -176312.726752 nChanged 53 SP:Iteration 18Q (581.420570 sec): 3 clusters Score: Raw -176821.729806 + Penalty 489.229484 = -176332.500322 nChanged 45 SP:Iteration 19Q (581.477155 sec): 3 clusters Score: Raw -176836.022159 + Penalty 489.229484 = -176346.792675 nChanged 34 SP:Iteration 20F (581.529821 sec): 3 clusters Score: Raw -176845.276085 + Penalty 489.229484 = -176356.046601 nChanged 33 SP:Iteration 21Q (581.576946 sec): 3 clusters Score: Raw -176856.715847 + Penalty 489.229484 = -176367.486363 nChanged 41 SP:Iteration 22Q (581.634203 sec): 3 clusters Score: Raw -176873.648955 + Penalty 489.229484 = -176384.419471 nChanged 37 SP:Iteration 23Q (581.697431 sec): 3 clusters Score: Raw -176888.145667 + Penalty 489.229484 = -176398.916182 nChanged 36 SP:Iteration 24Q (581.747409 sec): 3 clusters Score: Raw -176902.781030 + Penalty 489.229484 = -176413.551545 nChanged 28 SP:Iteration 25Q (581.790920 sec): 3 clusters Score: Raw -176915.140314 + Penalty 489.229484 = -176425.910830 nChanged 21 SP:Iteration 26Q (581.848127 sec): 3 clusters Score: Raw -176920.919317 + Penalty 489.229484 = -176431.689833 nChanged 15 SP:Iteration 27Q (581.901247 sec): 3 clusters Score: Raw -176922.912103 + Penalty 489.229484 = -176433.682619 nChanged 6 SP:Iteration 28Q (581.957696 sec): 3 clusters Score: Raw -176923.440073 + Penalty 489.229484 = -176434.210589 nChanged 3 SP:Iteration 29Q (581.997556 sec): 3 clusters Score: Raw -176923.736401 + Penalty 489.229484 = -176434.506917 nChanged 2 SP:Iteration 30Q (582.059474 sec): 3 clusters Score: Raw -176923.875176 + Penalty 489.229484 = -176434.645691 nChanged 3 SP:Iteration 31Q (582.108446 sec): 3 clusters Score: Raw -176924.216082 + Penalty 489.229484 = -176434.986598 nChanged 3 SP:Iteration 32Q (582.156996 sec): 3 clusters Score: Raw -176924.957684 + Penalty 489.229484 = -176435.728200 nChanged 7 SP:Iteration 33Q (582.208156 sec): 3 clusters Score: Raw -176926.365715 + Penalty 489.229484 = -176437.136231 nChanged 6 SP:Iteration 34Q (582.254166 sec): 3 clusters Score: Raw -176927.906139 + Penalty 489.229484 = -176438.676655 nChanged 6 SP:Iteration 35Q (582.296889 sec): 3 clusters Score: Raw -176928.883422 + Penalty 489.229484 = -176439.653938 nChanged 3 SP:Iteration 36Q (582.349459 sec): 3 clusters Score: Raw -176929.529474 + Penalty 489.229484 = -176440.299990 nChanged 3 SP:Iteration 37Q (582.400125 sec): 3 clusters Score: Raw -176930.486561 + Penalty 489.229484 = -176441.257077 nChanged 5 SP:Iteration 38Q (582.452642 sec): 3 clusters Score: Raw -176931.210178 + Penalty 489.229484 = -176441.980693 nChanged 2 SP:Iteration 39Q (582.505371 sec): 3 clusters Score: Raw -176931.472034 + Penalty 489.229484 = -176442.242550 nChanged 1 SP:Iteration 40F (582.553658 sec): 3 clusters Score: Raw -176931.516888 + Penalty 489.229484 = -176442.287403 nChanged 0 Trying to split cluster 4 (5632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (582.582003 sec): 2 clusters Score: Raw -170907.679018 + Penalty 237.496047 = -170670.182970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (582.640611 sec): 3 clusters Score: Raw -167405.905628 + Penalty 474.992094 = -166930.913534 nChanged 2663 SP:Iteration 1F (582.699190 sec): 3 clusters Score: Raw -169089.042914 + Penalty 474.992094 = -168614.050820 nChanged 492 SP:Iteration 2F (582.739349 sec): 3 clusters Score: Raw -169485.567541 + Penalty 474.992094 = -169010.575446 nChanged 438 SP:Iteration 3F (582.796997 sec): 3 clusters Score: Raw -169816.512622 + Penalty 474.992094 = -169341.520528 nChanged 348 SP:Iteration 4F (582.852056 sec): 3 clusters Score: Raw -170104.955239 + Penalty 474.992094 = -169629.963144 nChanged 293 SP:Iteration 5F (582.901445 sec): 3 clusters Score: Raw -170309.336738 + Penalty 474.992094 = -169834.344643 nChanged 215 SP:Iteration 6Q (582.947378 sec): 3 clusters Score: Raw -170422.518602 + Penalty 474.992094 = -169947.526508 nChanged 149 SP:Iteration 7Q (582.996988 sec): 3 clusters Score: Raw -170496.192272 + Penalty 474.992094 = -170021.200178 nChanged 132 SP:Iteration 8Q (583.050457 sec): 3 clusters Score: Raw -170544.072456 + Penalty 474.992094 = -170069.080362 nChanged 94 SP:Iteration 9Q (583.100854 sec): 3 clusters Score: Raw -170584.232208 + Penalty 474.992094 = -170109.240113 nChanged 102 SP:Iteration 10Q (583.151465 sec): 3 clusters Score: Raw -170634.099031 + Penalty 474.992094 = -170159.106936 nChanged 95 SP:Iteration 11Q (583.194362 sec): 3 clusters Score: Raw -170679.812064 + Penalty 474.992094 = -170204.819970 nChanged 90 SP:Iteration 12Q (583.243595 sec): 3 clusters Score: Raw -170720.845327 + Penalty 474.992094 = -170245.853233 nChanged 78 SP:Iteration 13Q (583.300336 sec): 3 clusters Score: Raw -170752.779604 + Penalty 474.992094 = -170277.787510 nChanged 72 SP:Iteration 14Q (583.357759 sec): 3 clusters Score: Raw -170776.036534 + Penalty 474.992094 = -170301.044440 nChanged 67 SP:Iteration 15Q (583.405366 sec): 3 clusters Score: Raw -170801.599979 + Penalty 474.992094 = -170326.607884 nChanged 55 SP:Iteration 16Q (583.446423 sec): 3 clusters Score: Raw -170821.203221 + Penalty 474.992094 = -170346.211127 nChanged 46 SP:Iteration 17Q (583.506327 sec): 3 clusters Score: Raw -170834.535932 + Penalty 474.992094 = -170359.543837 nChanged 49 SP:Iteration 18Q (583.557509 sec): 3 clusters Score: Raw -170849.514797 + Penalty 474.992094 = -170374.522703 nChanged 41 SP:Iteration 19Q (583.610037 sec): 3 clusters Score: Raw -170864.352507 + Penalty 474.992094 = -170389.360413 nChanged 41 SP:Iteration 20F (583.659213 sec): 3 clusters Score: Raw -170876.888163 + Penalty 474.992094 = -170401.896069 nChanged 39 SP:Iteration 21Q (583.698543 sec): 3 clusters Score: Raw -170888.157948 + Penalty 474.992094 = -170413.165853 nChanged 40 SP:Iteration 22Q (583.756305 sec): 3 clusters Score: Raw -170899.230995 + Penalty 474.992094 = -170424.238901 nChanged 41 SP:Iteration 23Q (583.806576 sec): 3 clusters Score: Raw -170911.142995 + Penalty 474.992094 = -170436.150900 nChanged 32 SP:Iteration 24Q (583.861008 sec): 3 clusters Score: Raw -170923.695672 + Penalty 474.992094 = -170448.703578 nChanged 26 SP:Iteration 25Q (583.917015 sec): 3 clusters Score: Raw -170930.385979 + Penalty 474.992094 = -170455.393885 nChanged 23 SP:Iteration 26Q (583.956792 sec): 3 clusters Score: Raw -170935.403351 + Penalty 474.992094 = -170460.411257 nChanged 25 SP:Iteration 27Q (584.018823 sec): 3 clusters Score: Raw -170940.900945 + Penalty 474.992094 = -170465.908851 nChanged 26 SP:Iteration 28Q (584.068237 sec): 3 clusters Score: Raw -170944.606853 + Penalty 474.992094 = -170469.614759 nChanged 10 SP:Iteration 29Q (584.120085 sec): 3 clusters Score: Raw -170945.516888 + Penalty 474.992094 = -170470.524793 nChanged 11 SP:Iteration 30Q (584.163873 sec): 3 clusters Score: Raw -170946.691901 + Penalty 474.992094 = -170471.699807 nChanged 13 SP:Iteration 31Q (584.214506 sec): 3 clusters Score: Raw -170948.719633 + Penalty 474.992094 = -170473.727539 nChanged 11 SP:Iteration 32Q (584.267225 sec): 3 clusters Score: Raw -170949.903977 + Penalty 474.992094 = -170474.911883 nChanged 11 SP:Iteration 33Q (584.319513 sec): 3 clusters Score: Raw -170951.766285 + Penalty 474.992094 = -170476.774191 nChanged 15 SP:Iteration 34Q (584.374193 sec): 3 clusters Score: Raw -170954.653235 + Penalty 474.992094 = -170479.661141 nChanged 17 SP:Iteration 35Q (584.424693 sec): 3 clusters Score: Raw -170958.064830 + Penalty 474.992094 = -170483.072736 nChanged 11 SP:Iteration 36Q (584.483775 sec): 3 clusters Score: Raw -170959.325582 + Penalty 474.992094 = -170484.333488 nChanged 9 SP:Iteration 37Q (584.532309 sec): 3 clusters Score: Raw -170960.454990 + Penalty 474.992094 = -170485.462896 nChanged 9 SP:Iteration 38Q (584.578732 sec): 3 clusters Score: Raw -170961.473807 + Penalty 474.992094 = -170486.481712 nChanged 9 SP:Iteration 39Q (584.621551 sec): 3 clusters Score: Raw -170962.978469 + Penalty 474.992094 = -170487.986374 nChanged 9 SP:Iteration 40F (584.682860 sec): 3 clusters Score: Raw -170964.275267 + Penalty 474.992094 = -170489.283172 nChanged 8 SP:Iteration 41Q (584.733707 sec): 3 clusters Score: Raw -170965.249059 + Penalty 474.992094 = -170490.256964 nChanged 7 SP:Iteration 42Q (584.779396 sec): 3 clusters Score: Raw -170966.396244 + Penalty 474.992094 = -170491.404150 nChanged 7 SP:Iteration 43Q (584.826303 sec): 3 clusters Score: Raw -170967.379682 + Penalty 474.992094 = -170492.387588 nChanged 9 SP:Iteration 44Q (584.879543 sec): 3 clusters Score: Raw -170968.957200 + Penalty 474.992094 = -170493.965105 nChanged 11 SP:Iteration 45Q (584.926541 sec): 3 clusters Score: Raw -170971.089761 + Penalty 474.992094 = -170496.097667 nChanged 10 SP:Iteration 46Q (584.981756 sec): 3 clusters Score: Raw -170973.373857 + Penalty 474.992094 = -170498.381762 nChanged 13 SP:Iteration 47Q (585.030667 sec): 3 clusters Score: Raw -170976.379655 + Penalty 474.992094 = -170501.387561 nChanged 12 SP:Iteration 48Q (585.080409 sec): 3 clusters Score: Raw -170979.152087 + Penalty 474.992094 = -170504.159993 nChanged 11 SP:Iteration 49Q (585.136373 sec): 3 clusters Score: Raw -170980.717422 + Penalty 474.992094 = -170505.725328 nChanged 13 SP:Iteration 50Q (585.178685 sec): 3 clusters Score: Raw -170982.335210 + Penalty 474.992094 = -170507.343116 nChanged 14 SP:Iteration 51Q (585.226318 sec): 3 clusters Score: Raw -170984.440135 + Penalty 474.992094 = -170509.448041 nChanged 12 SP:Iteration 52Q (585.278693 sec): 3 clusters Score: Raw -170986.058652 + Penalty 474.992094 = -170511.066558 nChanged 9 SP:Iteration 53Q (585.331248 sec): 3 clusters Score: Raw -170987.339497 + Penalty 474.992094 = -170512.347403 nChanged 8 SP:Iteration 54Q (585.371895 sec): 3 clusters Score: Raw -170987.890599 + Penalty 474.992094 = -170512.898505 nChanged 3 SP:Iteration 55Q (585.429993 sec): 3 clusters Score: Raw -170988.218051 + Penalty 474.992094 = -170513.225957 nChanged 6 SP:Iteration 56Q (585.479330 sec): 3 clusters Score: Raw -170988.753594 + Penalty 474.992094 = -170513.761500 nChanged 9 SP:Iteration 57Q (585.520788 sec): 3 clusters Score: Raw -170990.214144 + Penalty 474.992094 = -170515.222050 nChanged 11 SP:Iteration 58Q (585.578349 sec): 3 clusters Score: Raw -170992.223885 + Penalty 474.992094 = -170517.231791 nChanged 11 SP:Iteration 59Q (585.632841 sec): 3 clusters Score: Raw -170993.263897 + Penalty 474.992094 = -170518.271803 nChanged 8 SP:Iteration 60F (585.684044 sec): 3 clusters Score: Raw -170993.899767 + Penalty 474.992094 = -170518.907673 nChanged 5 SP:Iteration 61Q (585.731339 sec): 3 clusters Score: Raw -170994.200124 + Penalty 474.992094 = -170519.208029 nChanged 4 SP:Iteration 62Q (585.768366 sec): 3 clusters Score: Raw -170994.650927 + Penalty 474.992094 = -170519.658832 nChanged 2 SP:Iteration 63Q (585.822061 sec): 3 clusters Score: Raw -170994.876262 + Penalty 474.992094 = -170519.884168 nChanged 1 SP:Iteration 64Q (585.888285 sec): 3 clusters Score: Raw -170994.901035 + Penalty 474.992094 = -170519.908941 nChanged 0 SP:Iteration 65F (585.933731 sec): 3 clusters Score: Raw -170994.901035 + Penalty 474.992094 = -170519.908941 nChanged 0 Trying to split cluster 5 (8038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (585.957888 sec): 2 clusters Score: Raw -238096.793016 + Penalty 247.278228 = -237849.514788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (586.012805 sec): 3 clusters Score: Raw -233047.833949 + Penalty 494.556457 = -232553.277492 nChanged 3755 SP:Iteration 1F (586.070055 sec): 3 clusters Score: Raw -235598.274235 + Penalty 494.556457 = -235103.717778 nChanged 649 SP:Iteration 2F (586.124249 sec): 3 clusters Score: Raw -235968.315534 + Penalty 494.556457 = -235473.759077 nChanged 572 SP:Iteration 3F (586.176984 sec): 3 clusters Score: Raw -236342.022619 + Penalty 494.556457 = -235847.466162 nChanged 515 SP:Iteration 4F (586.222034 sec): 3 clusters Score: Raw -236724.833332 + Penalty 494.556457 = -236230.276876 nChanged 463 SP:Iteration 5F (586.270635 sec): 3 clusters Score: Raw -237094.110318 + Penalty 494.556457 = -236599.553861 nChanged 406 SP:Iteration 6F (586.319864 sec): 3 clusters Score: Raw -237436.428989 + Penalty 494.556457 = -236941.872532 nChanged 306 SP:Iteration 7Q (586.372300 sec): 3 clusters Score: Raw -237697.288305 + Penalty 494.556457 = -237202.731848 nChanged 197 SP:Iteration 8Q (586.428492 sec): 3 clusters Score: Raw -237865.254983 + Penalty 494.556457 = -237370.698527 nChanged 133 SP:Iteration 9Q (586.479086 sec): 3 clusters Score: Raw -237979.369494 + Penalty 494.556457 = -237484.813037 nChanged 75 SP:Iteration 10Q (586.525566 sec): 3 clusters Score: Raw -238057.946424 + Penalty 494.556457 = -237563.389967 nChanged 41 SP:Iteration 11Q (586.575990 sec): 3 clusters Score: Raw -238099.522097 + Penalty 494.556457 = -237604.965641 nChanged 18 SP:Iteration 12Q (586.634087 sec): 3 clusters Score: Raw -238116.244518 + Penalty 494.556457 = -237621.688062 nChanged 10 SP:Iteration 13Q (586.675718 sec): 3 clusters Score: Raw -238124.864893 + Penalty 494.556457 = -237630.308436 nChanged 9 SP:Iteration 14Q (586.737316 sec): 3 clusters Score: Raw -238134.112830 + Penalty 494.556457 = -237639.556373 nChanged 7 SP:Iteration 15Q (586.776955 sec): 3 clusters Score: Raw -238138.519314 + Penalty 494.556457 = -237643.962858 nChanged 5 SP:Iteration 16Q (586.834189 sec): 3 clusters Score: Raw -238142.718141 + Penalty 494.556457 = -237648.161684 nChanged 5 SP:Iteration 17Q (586.889137 sec): 3 clusters Score: Raw -238144.860481 + Penalty 494.556457 = -237650.304024 nChanged 3 SP:Iteration 18Q (586.936920 sec): 3 clusters Score: Raw -238146.521249 + Penalty 494.556457 = -237651.964793 nChanged 3 SP:Iteration 19Q (586.988465 sec): 3 clusters Score: Raw -238148.189154 + Penalty 494.556457 = -237653.632697 nChanged 2 SP:Iteration 20F (587.035829 sec): 3 clusters Score: Raw -238149.320949 + Penalty 494.556457 = -237654.764492 nChanged 1 SP:Iteration 21Q (587.077441 sec): 3 clusters Score: Raw -238150.044087 + Penalty 494.556457 = -237655.487630 nChanged 1 SP:Iteration 22Q (587.140481 sec): 3 clusters Score: Raw -238150.604547 + Penalty 494.556457 = -237656.048091 nChanged 0 SP:Iteration 23F (587.195391 sec): 3 clusters Score: Raw -238150.604547 + Penalty 494.556457 = -237656.048091 nChanged 0 Trying to split cluster 6 (43852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (587.254280 sec): 2 clusters Score: Raw -1361857.750324 + Penalty 293.935829 = -1361563.814495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (587.334470 sec): 3 clusters Score: Raw -1332774.888167 + Penalty 587.871658 = -1332187.016509 nChanged 21299 SP:Iteration 1F (587.415259 sec): 3 clusters Score: Raw -1346396.463358 + Penalty 587.871658 = -1345808.591700 nChanged 3257 SP:Iteration 2F (587.494878 sec): 3 clusters Score: Raw -1348344.027235 + Penalty 587.871658 = -1347756.155576 nChanged 3667 SP:Iteration 3F (587.575177 sec): 3 clusters Score: Raw -1351127.039053 + Penalty 587.871658 = -1350539.167395 nChanged 3722 SP:Iteration 4F (587.654601 sec): 3 clusters Score: Raw -1354656.312400 + Penalty 587.871658 = -1354068.440741 nChanged 3192 SP:Iteration 5F (587.733769 sec): 3 clusters Score: Raw -1357881.867190 + Penalty 587.871658 = -1357293.995532 nChanged 2175 SP:Iteration 6Q (587.813965 sec): 3 clusters Score: Raw -1360027.534147 + Penalty 587.871658 = -1359439.662489 nChanged 1210 SP:Iteration 7Q (587.893254 sec): 3 clusters Score: Raw -1361128.032480 + Penalty 587.871658 = -1360540.160821 nChanged 565 SP:Iteration 8Q (587.973383 sec): 3 clusters Score: Raw -1361603.005878 + Penalty 587.871658 = -1361015.134220 nChanged 252 SP:Iteration 9Q (588.046893 sec): 3 clusters Score: Raw -1361794.323606 + Penalty 587.871658 = -1361206.451948 nChanged 115 SP:Iteration 10Q (588.117345 sec): 3 clusters Score: Raw -1361868.260976 + Penalty 587.871658 = -1361280.389318 nChanged 36 SP:Iteration 11Q (588.192004 sec): 3 clusters Score: Raw -1361889.907641 + Penalty 587.871658 = -1361302.035983 nChanged 19 SP:Iteration 12Q (588.264707 sec): 3 clusters Score: Raw -1361903.982249 + Penalty 587.871658 = -1361316.110591 nChanged 14 SP:Iteration 13Q (588.338656 sec): 3 clusters Score: Raw -1361912.017820 + Penalty 587.871658 = -1361324.146162 nChanged 10 SP:Iteration 14Q (588.411679 sec): 3 clusters Score: Raw -1361917.193998 + Penalty 587.871658 = -1361329.322340 nChanged 8 SP:Iteration 15Q (588.483215 sec): 3 clusters Score: Raw -1361920.152028 + Penalty 587.871658 = -1361332.280370 nChanged 5 SP:Iteration 16Q (588.555603 sec): 3 clusters Score: Raw -1361922.231748 + Penalty 587.871658 = -1361334.360089 nChanged 5 SP:Iteration 17Q (588.630873 sec): 3 clusters Score: Raw -1361924.477304 + Penalty 587.871658 = -1361336.605645 nChanged 7 SP:Iteration 18Q (588.702403 sec): 3 clusters Score: Raw -1361927.833694 + Penalty 587.871658 = -1361339.962036 nChanged 5 SP:Iteration 19Q (588.776151 sec): 3 clusters Score: Raw -1361929.348147 + Penalty 587.871658 = -1361341.476488 nChanged 4 SP:Iteration 20F (588.858979 sec): 3 clusters Score: Raw -1361932.020778 + Penalty 587.871658 = -1361344.149119 nChanged 5 SP:Iteration 21Q (588.936847 sec): 3 clusters Score: Raw -1361938.581635 + Penalty 587.871658 = -1361350.709976 nChanged 10 SP:Iteration 22Q (589.011046 sec): 3 clusters Score: Raw -1361950.312450 + Penalty 587.871658 = -1361362.440791 nChanged 8 SP:Iteration 23Q (589.083133 sec): 3 clusters Score: Raw -1361960.381638 + Penalty 587.871658 = -1361372.509980 nChanged 9 SP:Iteration 24Q (589.159980 sec): 3 clusters Score: Raw -1361964.390369 + Penalty 587.871658 = -1361376.518710 nChanged 4 SP:Iteration 25Q (589.236919 sec): 3 clusters Score: Raw -1361966.178623 + Penalty 587.871658 = -1361378.306964 nChanged 5 SP:Iteration 26Q (589.310745 sec): 3 clusters Score: Raw -1361970.154105 + Penalty 587.871658 = -1361382.282446 nChanged 8 SP:Iteration 27Q (589.387763 sec): 3 clusters Score: Raw -1361975.661893 + Penalty 587.871658 = -1361387.790235 nChanged 6 SP:Iteration 28Q (589.469329 sec): 3 clusters Score: Raw -1361981.142100 + Penalty 587.871658 = -1361393.270441 nChanged 4 SP:Iteration 29Q (589.543228 sec): 3 clusters Score: Raw -1361983.489202 + Penalty 587.871658 = -1361395.617544 nChanged 3 SP:Iteration 30Q (589.612952 sec): 3 clusters Score: Raw -1361986.195573 + Penalty 587.871658 = -1361398.323914 nChanged 8 SP:Iteration 31Q (589.689747 sec): 3 clusters Score: Raw -1361989.567401 + Penalty 587.871658 = -1361401.695742 nChanged 5 SP:Iteration 32Q (589.760999 sec): 3 clusters Score: Raw -1361992.168500 + Penalty 587.871658 = -1361404.296842 nChanged 4 SP:Iteration 33Q (589.834417 sec): 3 clusters Score: Raw -1361993.196286 + Penalty 587.871658 = -1361405.324628 nChanged 0 SP:Iteration 34F (589.912988 sec): 3 clusters Score: Raw -1361993.196286 + Penalty 587.871658 = -1361405.324628 nChanged 0 Trying to split cluster 7 (2632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (589.945895 sec): 2 clusters Score: Raw -74173.284042 + Penalty 216.576231 = -73956.707811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (589.991002 sec): 3 clusters Score: Raw -72661.318303 + Penalty 433.152461 = -72228.165842 nChanged 1128 SP:Iteration 1F (590.038973 sec): 3 clusters Score: Raw -73415.962235 + Penalty 433.152461 = -72982.809774 nChanged 177 SP:Iteration 2F (590.086571 sec): 3 clusters Score: Raw -73600.242586 + Penalty 433.152461 = -73167.090125 nChanged 191 SP:Iteration 3F (590.127586 sec): 3 clusters Score: Raw -73769.602374 + Penalty 433.152461 = -73336.449912 nChanged 131 SP:Iteration 4Q (590.183655 sec): 3 clusters Score: Raw -73897.788711 + Penalty 433.152461 = -73464.636250 nChanged 106 SP:Iteration 5Q (590.221149 sec): 3 clusters Score: Raw -74004.317056 + Penalty 433.152461 = -73571.164595 nChanged 87 SP:Iteration 6Q (590.277182 sec): 3 clusters Score: Raw -74076.061622 + Penalty 433.152461 = -73642.909161 nChanged 76 SP:Iteration 7Q (590.316470 sec): 3 clusters Score: Raw -74128.574628 + Penalty 433.152461 = -73695.422167 nChanged 55 SP:Iteration 8Q (590.367320 sec): 3 clusters Score: Raw -74156.280598 + Penalty 433.152461 = -73723.128137 nChanged 39 SP:Iteration 9Q (590.411653 sec): 3 clusters Score: Raw -74176.535949 + Penalty 433.152461 = -73743.383488 nChanged 35 SP:Iteration 10Q (590.445894 sec): 3 clusters Score: Raw -74192.866571 + Penalty 433.152461 = -73759.714110 nChanged 27 SP:Iteration 11Q (590.497535 sec): 3 clusters Score: Raw -74203.031289 + Penalty 433.152461 = -73769.878828 nChanged 24 SP:Iteration 12Q (590.536917 sec): 3 clusters Score: Raw -74211.893245 + Penalty 433.152461 = -73778.740784 nChanged 21 SP:Iteration 13Q (590.594789 sec): 3 clusters Score: Raw -74219.713288 + Penalty 433.152461 = -73786.560827 nChanged 20 SP:Iteration 14Q (590.637737 sec): 3 clusters Score: Raw -74228.387349 + Penalty 433.152461 = -73795.234888 nChanged 19 SP:Iteration 15Q (590.696545 sec): 3 clusters Score: Raw -74234.666836 + Penalty 433.152461 = -73801.514375 nChanged 15 SP:Iteration 16Q (590.737556 sec): 3 clusters Score: Raw -74239.261536 + Penalty 433.152461 = -73806.109074 nChanged 14 SP:Iteration 17Q (590.784789 sec): 3 clusters Score: Raw -74242.874131 + Penalty 433.152461 = -73809.721670 nChanged 11 SP:Iteration 18Q (590.832778 sec): 3 clusters Score: Raw -74246.023835 + Penalty 433.152461 = -73812.871374 nChanged 10 SP:Iteration 19Q (590.889742 sec): 3 clusters Score: Raw -74248.369398 + Penalty 433.152461 = -73815.216936 nChanged 7 SP:Iteration 20F (590.926745 sec): 3 clusters Score: Raw -74249.740339 + Penalty 433.152461 = -73816.587878 nChanged 5 SP:Iteration 21Q (590.989734 sec): 3 clusters Score: Raw -74250.557955 + Penalty 433.152461 = -73817.405494 nChanged 6 SP:Iteration 22Q (591.028522 sec): 3 clusters Score: Raw -74251.494611 + Penalty 433.152461 = -73818.342150 nChanged 6 SP:Iteration 23Q (591.089325 sec): 3 clusters Score: Raw -74252.725029 + Penalty 433.152461 = -73819.572568 nChanged 10 SP:Iteration 24Q (591.131481 sec): 3 clusters Score: Raw -74255.229619 + Penalty 433.152461 = -73822.077158 nChanged 11 SP:Iteration 25Q (591.188287 sec): 3 clusters Score: Raw -74258.178396 + Penalty 433.152461 = -73825.025935 nChanged 13 SP:Iteration 26Q (591.224546 sec): 3 clusters Score: Raw -74261.369837 + Penalty 433.152461 = -73828.217376 nChanged 6 SP:Iteration 27Q (591.276514 sec): 3 clusters Score: Raw -74263.949720 + Penalty 433.152461 = -73830.797259 nChanged 10 SP:Iteration 28Q (591.320380 sec): 3 clusters Score: Raw -74268.462792 + Penalty 433.152461 = -73835.310331 nChanged 6 SP:Iteration 29Q (591.362723 sec): 3 clusters Score: Raw -74271.050196 + Penalty 433.152461 = -73837.897735 nChanged 5 SP:Iteration 30Q (591.409230 sec): 3 clusters Score: Raw -74272.037969 + Penalty 433.152461 = -73838.885508 nChanged 3 SP:Iteration 31Q (591.460800 sec): 3 clusters Score: Raw -74272.358265 + Penalty 433.152461 = -73839.205804 nChanged 1 SP:Iteration 32Q (591.506784 sec): 3 clusters Score: Raw -74272.417686 + Penalty 433.152461 = -73839.265225 nChanged 1 SP:Iteration 33Q (591.556555 sec): 3 clusters Score: Raw -74272.454516 + Penalty 433.152461 = -73839.302055 nChanged 0 SP:Iteration 34F (591.596194 sec): 3 clusters Score: Raw -74272.454516 + Penalty 433.152461 = -73839.302055 nChanged 0 Trying to split cluster 8 (1243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (591.627514 sec): 2 clusters Score: Raw -32456.202834 + Penalty 195.945285 = -32260.257549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (591.671415 sec): 3 clusters Score: Raw -31748.118890 + Penalty 391.890570 = -31356.228320 nChanged 542 SP:Iteration 1F (591.707894 sec): 3 clusters Score: Raw -32141.369474 + Penalty 391.890570 = -31749.478904 nChanged 139 SP:Iteration 2F (591.764403 sec): 3 clusters Score: Raw -32247.947697 + Penalty 391.890570 = -31856.057127 nChanged 96 SP:Iteration 3F (591.812751 sec): 3 clusters Score: Raw -32302.606718 + Penalty 391.890570 = -31910.716148 nChanged 60 SP:Iteration 4Q (591.857915 sec): 3 clusters Score: Raw -32344.306517 + Penalty 391.890570 = -31952.415947 nChanged 61 SP:Iteration 5Q (591.899958 sec): 3 clusters Score: Raw -32385.790765 + Penalty 391.890570 = -31993.900195 nChanged 52 SP:Iteration 6Q (591.948253 sec): 3 clusters Score: Raw -32416.323514 + Penalty 391.890570 = -32024.432944 nChanged 33 SP:Iteration 7Q (591.988898 sec): 3 clusters Score: Raw -32435.575032 + Penalty 391.890570 = -32043.684462 nChanged 21 SP:Iteration 8Q (592.035374 sec): 3 clusters Score: Raw -32453.215793 + Penalty 391.890570 = -32061.325223 nChanged 18 SP:Iteration 9Q (592.086870 sec): 3 clusters Score: Raw -32470.895899 + Penalty 391.890570 = -32079.005329 nChanged 21 SP:Iteration 10Q (592.142364 sec): 3 clusters Score: Raw -32484.290752 + Penalty 391.890570 = -32092.400182 nChanged 16 SP:Iteration 11Q (592.188641 sec): 3 clusters Score: Raw -32491.137711 + Penalty 391.890570 = -32099.247141 nChanged 10 SP:Iteration 12Q (592.235940 sec): 3 clusters Score: Raw -32496.798306 + Penalty 391.890570 = -32104.907736 nChanged 11 SP:Iteration 13Q (592.284471 sec): 3 clusters Score: Raw -32499.786222 + Penalty 391.890570 = -32107.895651 nChanged 9 SP:Iteration 14Q (592.331331 sec): 3 clusters Score: Raw -32503.846204 + Penalty 391.890570 = -32111.955634 nChanged 10 SP:Iteration 15Q (592.380375 sec): 3 clusters Score: Raw -32506.832032 + Penalty 391.890570 = -32114.941462 nChanged 5 SP:Iteration 16Q (592.422633 sec): 3 clusters Score: Raw -32508.371426 + Penalty 391.890570 = -32116.480856 nChanged 6 SP:Iteration 17Q (592.476080 sec): 3 clusters Score: Raw -32512.261373 + Penalty 391.890570 = -32120.370803 nChanged 5 SP:Iteration 18Q (592.521984 sec): 3 clusters Score: Raw -32515.162056 + Penalty 391.890570 = -32123.271486 nChanged 5 SP:Iteration 19Q (592.558078 sec): 3 clusters Score: Raw -32521.437818 + Penalty 391.890570 = -32129.547248 nChanged 12 SP:Iteration 20F (592.602895 sec): 3 clusters Score: Raw -32529.349646 + Penalty 391.890570 = -32137.459076 nChanged 8 SP:Iteration 21Q (592.654000 sec): 3 clusters Score: Raw -32533.716808 + Penalty 391.890570 = -32141.826238 nChanged 7 SP:Iteration 22Q (592.696701 sec): 3 clusters Score: Raw -32538.501908 + Penalty 391.890570 = -32146.611338 nChanged 10 SP:Iteration 23Q (592.744138 sec): 3 clusters Score: Raw -32543.905899 + Penalty 391.890570 = -32152.015329 nChanged 5 SP:Iteration 24Q (592.781263 sec): 3 clusters Score: Raw -32545.671120 + Penalty 391.890570 = -32153.780550 nChanged 2 SP:Iteration 25Q (592.830964 sec): 3 clusters Score: Raw -32546.532944 + Penalty 391.890570 = -32154.642374 nChanged 5 SP:Iteration 26Q (592.876311 sec): 3 clusters Score: Raw -32548.295283 + Penalty 391.890570 = -32156.404713 nChanged 3 SP:Iteration 27Q (592.927545 sec): 3 clusters Score: Raw -32549.134373 + Penalty 391.890570 = -32157.243803 nChanged 4 SP:Iteration 28Q (592.976389 sec): 3 clusters Score: Raw -32550.130192 + Penalty 391.890570 = -32158.239622 nChanged 1 SP:Iteration 29Q (593.025746 sec): 3 clusters Score: Raw -32550.400355 + Penalty 391.890570 = -32158.509785 nChanged 2 SP:Iteration 30Q (593.060926 sec): 3 clusters Score: Raw -32551.271132 + Penalty 391.890570 = -32159.380562 nChanged 4 SP:Iteration 31Q (593.110413 sec): 3 clusters Score: Raw -32552.401884 + Penalty 391.890570 = -32160.511314 nChanged 3 SP:Iteration 32Q (593.160560 sec): 3 clusters Score: Raw -32553.984564 + Penalty 391.890570 = -32162.093994 nChanged 4 SP:Iteration 33Q (593.199615 sec): 3 clusters Score: Raw -32557.249605 + Penalty 391.890570 = -32165.359035 nChanged 6 SP:Iteration 34Q (593.248148 sec): 3 clusters Score: Raw -32561.978550 + Penalty 391.890570 = -32170.087980 nChanged 5 SP:Iteration 35Q (593.284395 sec): 3 clusters Score: Raw -32566.353400 + Penalty 391.890570 = -32174.462830 nChanged 7 SP:Iteration 36Q (593.337843 sec): 3 clusters Score: Raw -32572.190978 + Penalty 391.890570 = -32180.300408 nChanged 6 SP:Iteration 37Q (593.375081 sec): 3 clusters Score: Raw -32575.689140 + Penalty 391.890570 = -32183.798570 nChanged 4 SP:Iteration 38Q (593.427160 sec): 3 clusters Score: Raw -32578.641259 + Penalty 391.890570 = -32186.750689 nChanged 3 SP:Iteration 39Q (593.467242 sec): 3 clusters Score: Raw -32579.632083 + Penalty 391.890570 = -32187.741513 nChanged 2 SP:Iteration 40F (593.523759 sec): 3 clusters Score: Raw -32580.080667 + Penalty 391.890570 = -32188.190097 nChanged 1 SP:Iteration 41Q (593.563559 sec): 3 clusters Score: Raw -32580.326873 + Penalty 391.890570 = -32188.436303 nChanged 2 SP:Iteration 42Q (593.615898 sec): 3 clusters Score: Raw -32580.661592 + Penalty 391.890570 = -32188.771022 nChanged 2 SP:Iteration 43Q (593.651200 sec): 3 clusters Score: Raw -32580.785614 + Penalty 391.890570 = -32188.895044 nChanged 0 SP:Iteration 44F (593.707047 sec): 3 clusters Score: Raw -32580.785614 + Penalty 391.890570 = -32188.895044 nChanged 0 Trying to split cluster 9 (1858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (593.735013 sec): 2 clusters Score: Raw -52330.672865 + Penalty 206.999538 = -52123.673328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (593.779084 sec): 3 clusters Score: Raw -51250.775680 + Penalty 413.999076 = -50836.776605 nChanged 834 SP:Iteration 1F (593.830386 sec): 3 clusters Score: Raw -51887.034911 + Penalty 413.999076 = -51473.035835 nChanged 224 SP:Iteration 2F (593.876646 sec): 3 clusters Score: Raw -52128.074229 + Penalty 413.999076 = -51714.075153 nChanged 155 SP:Iteration 3F (593.917962 sec): 3 clusters Score: Raw -52284.892887 + Penalty 413.999076 = -51870.893811 nChanged 94 SP:Iteration 4F (593.972434 sec): 3 clusters Score: Raw -52402.337785 + Penalty 413.999076 = -51988.338709 nChanged 38 SP:Iteration 5Q (594.026997 sec): 3 clusters Score: Raw -52442.556070 + Penalty 413.999076 = -52028.556994 nChanged 21 SP:Iteration 6Q (594.067883 sec): 3 clusters Score: Raw -52458.764904 + Penalty 413.999076 = -52044.765828 nChanged 15 SP:Iteration 7Q (594.119274 sec): 3 clusters Score: Raw -52465.944546 + Penalty 413.999076 = -52051.945471 nChanged 8 SP:Iteration 8Q (594.172402 sec): 3 clusters Score: Raw -52468.889133 + Penalty 413.999076 = -52054.890057 nChanged 7 SP:Iteration 9Q (594.217824 sec): 3 clusters Score: Raw -52470.814700 + Penalty 413.999076 = -52056.815625 nChanged 6 SP:Iteration 10Q (594.264974 sec): 3 clusters Score: Raw -52472.247754 + Penalty 413.999076 = -52058.248678 nChanged 4 SP:Iteration 11Q (594.315453 sec): 3 clusters Score: Raw -52473.538717 + Penalty 413.999076 = -52059.539641 nChanged 6 SP:Iteration 12Q (594.363440 sec): 3 clusters Score: Raw -52475.330922 + Penalty 413.999076 = -52061.331846 nChanged 4 SP:Iteration 13Q (594.405043 sec): 3 clusters Score: Raw -52476.588349 + Penalty 413.999076 = -52062.589273 nChanged 4 SP:Iteration 14Q (594.446542 sec): 3 clusters Score: Raw -52479.194808 + Penalty 413.999076 = -52065.195733 nChanged 5 SP:Iteration 15Q (594.494581 sec): 3 clusters Score: Raw -52480.496727 + Penalty 413.999076 = -52066.497652 nChanged 4 SP:Iteration 16Q (594.535253 sec): 3 clusters Score: Raw -52481.437950 + Penalty 413.999076 = -52067.438874 nChanged 1 SP:Iteration 17Q (594.591105 sec): 3 clusters Score: Raw -52481.485818 + Penalty 413.999076 = -52067.486743 nChanged 0 SP:Iteration 18F (594.633543 sec): 3 clusters Score: Raw -52481.485818 + Penalty 413.999076 = -52067.486743 nChanged 0 Trying to split cluster 10 (22143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (594.679602 sec): 2 clusters Score: Raw -588210.034337 + Penalty 275.145109 = -587934.889228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (594.732032 sec): 3 clusters Score: Raw -573590.997270 + Penalty 550.290218 = -573040.707052 nChanged 10761 SP:Iteration 1F (594.796657 sec): 3 clusters Score: Raw -580130.295108 + Penalty 550.290218 = -579580.004889 nChanged 1608 SP:Iteration 2F (594.870214 sec): 3 clusters Score: Raw -581059.131623 + Penalty 550.290218 = -580508.841405 nChanged 1862 SP:Iteration 3F (594.934909 sec): 3 clusters Score: Raw -582347.450535 + Penalty 550.290218 = -581797.160316 nChanged 1803 SP:Iteration 4F (594.999763 sec): 3 clusters Score: Raw -583817.026375 + Penalty 550.290218 = -583266.736156 nChanged 1613 SP:Iteration 5F (595.052012 sec): 3 clusters Score: Raw -585317.689185 + Penalty 550.290218 = -584767.398966 nChanged 1311 SP:Iteration 6F (595.114149 sec): 3 clusters Score: Raw -586614.430400 + Penalty 550.290218 = -586064.140181 nChanged 848 SP:Iteration 7Q (595.189138 sec): 3 clusters Score: Raw -587475.513020 + Penalty 550.290218 = -586925.222801 nChanged 475 SP:Iteration 8Q (595.252443 sec): 3 clusters Score: Raw -587947.991916 + Penalty 550.290218 = -587397.701698 nChanged 197 SP:Iteration 9Q (595.314603 sec): 3 clusters Score: Raw -588126.532862 + Penalty 550.290218 = -587576.242643 nChanged 68 SP:Iteration 10Q (595.364697 sec): 3 clusters Score: Raw -588196.463893 + Penalty 550.290218 = -587646.173675 nChanged 21 SP:Iteration 11Q (595.437901 sec): 3 clusters Score: Raw -588212.251799 + Penalty 550.290218 = -587661.961580 nChanged 10 SP:Iteration 12Q (595.488003 sec): 3 clusters Score: Raw -588220.086645 + Penalty 550.290218 = -587669.796427 nChanged 5 SP:Iteration 13Q (595.557981 sec): 3 clusters Score: Raw -588222.149470 + Penalty 550.290218 = -587671.859252 nChanged 3 SP:Iteration 14Q (595.611016 sec): 3 clusters Score: Raw -588226.068364 + Penalty 550.290218 = -587675.778145 nChanged 2 SP:Iteration 15Q (595.683148 sec): 3 clusters Score: Raw -588229.841015 + Penalty 550.290218 = -587679.550796 nChanged 5 SP:Iteration 16Q (595.744889 sec): 3 clusters Score: Raw -588237.649214 + Penalty 550.290218 = -587687.358996 nChanged 5 SP:Iteration 17Q (595.794896 sec): 3 clusters Score: Raw -588242.228691 + Penalty 550.290218 = -587691.938473 nChanged 2 SP:Iteration 18Q (595.865371 sec): 3 clusters Score: Raw -588243.814950 + Penalty 550.290218 = -587693.524732 nChanged 4 SP:Iteration 19Q (595.913517 sec): 3 clusters Score: Raw -588245.807122 + Penalty 550.290218 = -587695.516903 nChanged 2 SP:Iteration 20F (595.979687 sec): 3 clusters Score: Raw -588248.013034 + Penalty 550.290218 = -587697.722816 nChanged 1 SP:Iteration 21Q (596.040885 sec): 3 clusters Score: Raw -588248.269615 + Penalty 550.290218 = -587697.979397 nChanged 1 SP:Iteration 22Q (596.108186 sec): 3 clusters Score: Raw -588248.671199 + Penalty 550.290218 = -587698.380981 nChanged 0 SP:Iteration 23F (596.174455 sec): 3 clusters Score: Raw -588248.671199 + Penalty 550.290218 = -587698.380981 nChanged 0 Trying to split cluster 11 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (596.201356 sec): 2 clusters Score: Raw -16298.189193 + Penalty 176.279809 = -16121.909384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (596.247583 sec): 3 clusters Score: Raw -16004.921380 + Penalty 352.559619 = -15652.361761 nChanged 245 SP:Iteration 1F (596.283321 sec): 3 clusters Score: Raw -16179.091295 + Penalty 352.559619 = -15826.531677 nChanged 61 SP:Iteration 2F (596.334546 sec): 3 clusters Score: Raw -16237.050122 + Penalty 352.559619 = -15884.490504 nChanged 35 SP:Iteration 3F (596.382963 sec): 3 clusters Score: Raw -16269.650659 + Penalty 352.559619 = -15917.091040 nChanged 25 SP:Iteration 4Q (596.433945 sec): 3 clusters Score: Raw -16297.693089 + Penalty 352.559619 = -15945.133471 nChanged 19 SP:Iteration 5Q (596.480138 sec): 3 clusters Score: Raw -16319.209467 + Penalty 352.559619 = -15966.649848 nChanged 16 SP:Iteration 6Q (596.528161 sec): 3 clusters Score: Raw -16329.855012 + Penalty 352.559619 = -15977.295394 nChanged 9 SP:Iteration 7Q (596.568767 sec): 3 clusters Score: Raw -16334.990830 + Penalty 352.559619 = -15982.431212 nChanged 9 SP:Iteration 8Q (596.616839 sec): 3 clusters Score: Raw -16338.757318 + Penalty 352.559619 = -15986.197700 nChanged 6 SP:Iteration 9Q (596.668420 sec): 3 clusters Score: Raw -16340.766770 + Penalty 352.559619 = -15988.207151 nChanged 3 SP:Iteration 10Q (596.724373 sec): 3 clusters Score: Raw -16341.494469 + Penalty 352.559619 = -15988.934850 nChanged 4 SP:Iteration 11Q (596.771559 sec): 3 clusters Score: Raw -16342.610036 + Penalty 352.559619 = -15990.050418 nChanged 1 SP:Iteration 12Q (596.806022 sec): 3 clusters Score: Raw -16342.757481 + Penalty 352.559619 = -15990.197863 nChanged 1 SP:Iteration 13Q (596.858803 sec): 3 clusters Score: Raw -16343.035305 + Penalty 352.559619 = -15990.475687 nChanged 0 SP:Iteration 14F (596.911962 sec): 3 clusters Score: Raw -16343.035305 + Penalty 352.559619 = -15990.475687 nChanged 0 Trying to split cluster 12 (35749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (596.958529 sec): 2 clusters Score: Raw -1024795.841896 + Penalty 288.317633 = -1024507.524263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (597.036729 sec): 3 clusters Score: Raw -1001205.101289 + Penalty 576.635267 = -1000628.466023 nChanged 17355 SP:Iteration 1F (597.104804 sec): 3 clusters Score: Raw -1013185.819126 + Penalty 576.635267 = -1012609.183859 nChanged 2701 SP:Iteration 2F (597.178912 sec): 3 clusters Score: Raw -1015070.230284 + Penalty 576.635267 = -1014493.595017 nChanged 2734 SP:Iteration 3F (597.254050 sec): 3 clusters Score: Raw -1017385.454781 + Penalty 576.635267 = -1016808.819514 nChanged 2277 SP:Iteration 4F (597.319598 sec): 3 clusters Score: Raw -1019304.110999 + Penalty 576.635267 = -1018727.475733 nChanged 1589 SP:Iteration 5Q (597.396194 sec): 3 clusters Score: Raw -1020404.521132 + Penalty 576.635267 = -1019827.885865 nChanged 1057 SP:Iteration 6Q (597.466971 sec): 3 clusters Score: Raw -1020896.714482 + Penalty 576.635267 = -1020320.079215 nChanged 733 SP:Iteration 7Q (597.548400 sec): 3 clusters Score: Raw -1021174.569063 + Penalty 576.635267 = -1020597.933797 nChanged 715 SP:Iteration 8Q (597.622302 sec): 3 clusters Score: Raw -1021444.748608 + Penalty 576.635267 = -1020868.113341 nChanged 682 SP:Iteration 9Q (597.693475 sec): 3 clusters Score: Raw -1021691.569676 + Penalty 576.635267 = -1021114.934410 nChanged 636 SP:Iteration 10Q (597.768097 sec): 3 clusters Score: Raw -1021919.834056 + Penalty 576.635267 = -1021343.198789 nChanged 586 SP:Iteration 11Q (597.853185 sec): 3 clusters Score: Raw -1022133.128230 + Penalty 576.635267 = -1021556.492963 nChanged 575 SP:Iteration 12Q (597.928085 sec): 3 clusters Score: Raw -1022348.850631 + Penalty 576.635267 = -1021772.215364 nChanged 546 SP:Iteration 13Q (598.002839 sec): 3 clusters Score: Raw -1022565.765151 + Penalty 576.635267 = -1021989.129885 nChanged 547 SP:Iteration 14Q (598.075864 sec): 3 clusters Score: Raw -1022777.156744 + Penalty 576.635267 = -1022200.521477 nChanged 496 SP:Iteration 15Q (598.148737 sec): 3 clusters Score: Raw -1022977.864616 + Penalty 576.635267 = -1022401.229350 nChanged 470 SP:Iteration 16Q (598.222858 sec): 3 clusters Score: Raw -1023180.302828 + Penalty 576.635267 = -1022603.667561 nChanged 459 SP:Iteration 17Q (598.296039 sec): 3 clusters Score: Raw -1023389.614436 + Penalty 576.635267 = -1022812.979169 nChanged 454 SP:Iteration 18Q (598.369704 sec): 3 clusters Score: Raw -1023613.610790 + Penalty 576.635267 = -1023036.975523 nChanged 436 SP:Iteration 19Q (598.441972 sec): 3 clusters Score: Raw -1023846.343985 + Penalty 576.635267 = -1023269.708719 nChanged 365 SP:Iteration 20F (598.514849 sec): 3 clusters Score: Raw -1024035.716062 + Penalty 576.635267 = -1023459.080795 nChanged 296 SP:Iteration 21Q (598.588197 sec): 3 clusters Score: Raw -1024176.354980 + Penalty 576.635267 = -1023599.719713 nChanged 236 SP:Iteration 22Q (598.647836 sec): 3 clusters Score: Raw -1024295.437246 + Penalty 576.635267 = -1023718.801979 nChanged 224 SP:Iteration 23Q (598.728412 sec): 3 clusters Score: Raw -1024403.970149 + Penalty 576.635267 = -1023827.334882 nChanged 167 SP:Iteration 24Q (598.802346 sec): 3 clusters Score: Raw -1024483.812819 + Penalty 576.635267 = -1023907.177553 nChanged 137 SP:Iteration 25Q (598.873737 sec): 3 clusters Score: Raw -1024549.784157 + Penalty 576.635267 = -1023973.148891 nChanged 130 SP:Iteration 26Q (598.944309 sec): 3 clusters Score: Raw -1024610.465973 + Penalty 576.635267 = -1024033.830706 nChanged 107 SP:Iteration 27Q (599.005631 sec): 3 clusters Score: Raw -1024657.477553 + Penalty 576.635267 = -1024080.842287 nChanged 82 SP:Iteration 28Q (599.081343 sec): 3 clusters Score: Raw -1024694.188739 + Penalty 576.635267 = -1024117.553473 nChanged 68 SP:Iteration 29Q (599.146444 sec): 3 clusters Score: Raw -1024722.005433 + Penalty 576.635267 = -1024145.370166 nChanged 38 SP:Iteration 30Q (599.223699 sec): 3 clusters Score: Raw -1024739.157827 + Penalty 576.635267 = -1024162.522561 nChanged 33 SP:Iteration 31Q (599.290233 sec): 3 clusters Score: Raw -1024755.015142 + Penalty 576.635267 = -1024178.379876 nChanged 25 SP:Iteration 32Q (599.364206 sec): 3 clusters Score: Raw -1024769.355914 + Penalty 576.635267 = -1024192.720648 nChanged 23 SP:Iteration 33Q (599.436113 sec): 3 clusters Score: Raw -1024778.715387 + Penalty 576.635267 = -1024202.080120 nChanged 19 SP:Iteration 34Q (599.500799 sec): 3 clusters Score: Raw -1024785.477438 + Penalty 576.635267 = -1024208.842172 nChanged 19 SP:Iteration 35Q (599.574282 sec): 3 clusters Score: Raw -1024792.711730 + Penalty 576.635267 = -1024216.076463 nChanged 19 SP:Iteration 36Q (599.638312 sec): 3 clusters Score: Raw -1024800.200571 + Penalty 576.635267 = -1024223.565304 nChanged 15 SP:Iteration 37Q (599.702300 sec): 3 clusters Score: Raw -1024805.004594 + Penalty 576.635267 = -1024228.369327 nChanged 13 SP:Iteration 38Q (599.765195 sec): 3 clusters Score: Raw -1024809.798000 + Penalty 576.635267 = -1024233.162734 nChanged 11 SP:Iteration 39Q (599.842842 sec): 3 clusters Score: Raw -1024813.106481 + Penalty 576.635267 = -1024236.471214 nChanged 5 SP:Iteration 40F (599.914681 sec): 3 clusters Score: Raw -1024814.119802 + Penalty 576.635267 = -1024237.484536 nChanged 2 SP:Iteration 41Q (599.983152 sec): 3 clusters Score: Raw -1024814.642550 + Penalty 576.635267 = -1024238.007284 nChanged 2 SP:Iteration 42Q (600.050743 sec): 3 clusters Score: Raw -1024814.903074 + Penalty 576.635267 = -1024238.267807 nChanged 1 SP:Iteration 43Q (600.118687 sec): 3 clusters Score: Raw -1024814.960956 + Penalty 576.635267 = -1024238.325689 nChanged 1 SP:Iteration 44Q (600.187627 sec): 3 clusters Score: Raw -1024815.156562 + Penalty 576.635267 = -1024238.521296 nChanged 1 SP:Iteration 45Q (600.254315 sec): 3 clusters Score: Raw -1024815.393413 + Penalty 576.635267 = -1024238.758147 nChanged 1 SP:Iteration 46Q (600.324949 sec): 3 clusters Score: Raw -1024815.803435 + Penalty 576.635267 = -1024239.168168 nChanged 0 SP:Iteration 47F (600.395990 sec): 3 clusters Score: Raw -1024815.803435 + Penalty 576.635267 = -1024239.168168 nChanged 0 Trying to split cluster 13 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (600.427230 sec): 2 clusters Score: Raw -7474.605842 + Penalty 159.806377 = -7314.799465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (600.474883 sec): 3 clusters Score: Raw -7352.042379 + Penalty 319.612755 = -7032.429625 nChanged 123 SP:Iteration 1F (600.510964 sec): 3 clusters Score: Raw -7494.568146 + Penalty 319.612755 = -7174.955391 nChanged 29 SP:Iteration 2F (600.565305 sec): 3 clusters Score: Raw -7532.450802 + Penalty 319.612755 = -7212.838048 nChanged 16 SP:Iteration 3Q (600.603517 sec): 3 clusters Score: Raw -7541.668419 + Penalty 319.612755 = -7222.055664 nChanged 12 SP:Iteration 4Q (600.643640 sec): 3 clusters Score: Raw -7548.224014 + Penalty 319.612755 = -7228.611259 nChanged 8 SP:Iteration 5Q (600.694648 sec): 3 clusters Score: Raw -7550.680769 + Penalty 319.612755 = -7231.068014 nChanged 5 SP:Iteration 6Q (600.740951 sec): 3 clusters Score: Raw -7552.349862 + Penalty 319.612755 = -7232.737108 nChanged 2 SP:Iteration 7Q (600.772882 sec): 3 clusters Score: Raw -7553.277495 + Penalty 319.612755 = -7233.664740 nChanged 2 SP:Iteration 8Q (600.816853 sec): 3 clusters Score: Raw -7554.701305 + Penalty 319.612755 = -7235.088550 nChanged 3 SP:Iteration 9Q (600.858974 sec): 3 clusters Score: Raw -7556.196066 + Penalty 319.612755 = -7236.583311 nChanged 2 SP:Iteration 10Q (600.908253 sec): 3 clusters Score: Raw -7557.372124 + Penalty 319.612755 = -7237.759370 nChanged 1 SP:Iteration 11Q (600.957913 sec): 3 clusters Score: Raw -7557.668517 + Penalty 319.612755 = -7238.055762 nChanged 0 SP:Iteration 12F (600.991315 sec): 3 clusters Score: Raw -7557.668517 + Penalty 319.612755 = -7238.055762 nChanged 0 Trying to split cluster 14 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (601.013391 sec): 2 clusters Score: Raw -4020.746417 + Penalty 156.016390 = -3864.730027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (601.059457 sec): 3 clusters Score: Raw -3912.594073 + Penalty 312.032780 = -3600.561293 nChanged 107 SP:Iteration 1F (601.106425 sec): 3 clusters Score: Raw -4009.272566 + Penalty 312.032780 = -3697.239786 nChanged 27 SP:Iteration 2F (601.141667 sec): 3 clusters Score: Raw -4039.208915 + Penalty 312.032780 = -3727.176135 nChanged 12 SP:Iteration 3Q (601.198086 sec): 3 clusters Score: Raw -4048.323716 + Penalty 312.032780 = -3736.290937 nChanged 6 SP:Iteration 4Q (601.244420 sec): 3 clusters Score: Raw -4050.801343 + Penalty 312.032780 = -3738.768564 nChanged 4 SP:Iteration 5Q (601.289448 sec): 3 clusters Score: Raw -4060.467034 + Penalty 312.032780 = -3748.434254 nChanged 3 SP:Iteration 6Q (601.331377 sec): 3 clusters Score: Raw -4066.087245 + Penalty 312.032780 = -3754.054466 nChanged 1 SP:Iteration 7Q (601.365480 sec): 3 clusters Score: Raw -4067.062331 + Penalty 312.032780 = -3755.029551 nChanged 1 SP:Iteration 8Q (601.409046 sec): 3 clusters Score: Raw -4067.507151 + Penalty 312.032780 = -3755.474371 nChanged 2 SP:Iteration 9Q (601.444764 sec): 3 clusters Score: Raw -4069.011544 + Penalty 312.032780 = -3756.978764 nChanged 2 SP:Iteration 10Q (601.486500 sec): 3 clusters Score: Raw -4071.478512 + Penalty 312.032780 = -3759.445733 nChanged 2 SP:Iteration 11Q (601.530704 sec): 3 clusters Score: Raw -4072.817587 + Penalty 312.032780 = -3760.784807 nChanged 1 SP:Iteration 12Q (601.580346 sec): 3 clusters Score: Raw -4073.511554 + Penalty 312.032780 = -3761.478775 nChanged 1 SP:Iteration 13Q (601.630327 sec): 3 clusters Score: Raw -4075.561041 + Penalty 312.032780 = -3763.528261 nChanged 2 SP:Iteration 14Q (601.667349 sec): 3 clusters Score: Raw -4076.458227 + Penalty 312.032780 = -3764.425448 nChanged 2 SP:Iteration 15Q (601.711842 sec): 3 clusters Score: Raw -4077.173659 + Penalty 312.032780 = -3765.140879 nChanged 0 SP:Iteration 16F (601.752046 sec): 3 clusters Score: Raw -4077.173659 + Penalty 312.032780 = -3765.140879 nChanged 0 Trying to split cluster 15 (4314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (601.779820 sec): 2 clusters Score: Raw -118908.941051 + Penalty 230.164573 = -118678.776479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (601.828954 sec): 3 clusters Score: Raw -116321.850505 + Penalty 460.329145 = -115861.521359 nChanged 1984 SP:Iteration 1F (601.874111 sec): 3 clusters Score: Raw -117498.545216 + Penalty 460.329145 = -117038.216070 nChanged 289 SP:Iteration 2F (601.916604 sec): 3 clusters Score: Raw -117610.333811 + Penalty 460.329145 = -117150.004665 nChanged 220 SP:Iteration 3F (601.968679 sec): 3 clusters Score: Raw -117708.259855 + Penalty 460.329145 = -117247.930710 nChanged 198 SP:Iteration 4Q (602.017785 sec): 3 clusters Score: Raw -117811.402656 + Penalty 460.329145 = -117351.073510 nChanged 190 SP:Iteration 5Q (602.071146 sec): 3 clusters Score: Raw -117926.949961 + Penalty 460.329145 = -117466.620815 nChanged 195 SP:Iteration 6Q (602.121415 sec): 3 clusters Score: Raw -118103.718114 + Penalty 460.329145 = -117643.388969 nChanged 184 SP:Iteration 7Q (602.169492 sec): 3 clusters Score: Raw -118298.585600 + Penalty 460.329145 = -117838.256454 nChanged 167 SP:Iteration 8Q (602.232781 sec): 3 clusters Score: Raw -118421.608188 + Penalty 460.329145 = -117961.279043 nChanged 136 SP:Iteration 9Q (602.282475 sec): 3 clusters Score: Raw -118506.784037 + Penalty 460.329145 = -118046.454892 nChanged 122 SP:Iteration 10Q (602.330328 sec): 3 clusters Score: Raw -118582.245709 + Penalty 460.329145 = -118121.916563 nChanged 99 SP:Iteration 11Q (602.382736 sec): 3 clusters Score: Raw -118636.983386 + Penalty 460.329145 = -118176.654240 nChanged 82 SP:Iteration 12Q (602.422063 sec): 3 clusters Score: Raw -118681.617011 + Penalty 460.329145 = -118221.287865 nChanged 77 SP:Iteration 13Q (602.473520 sec): 3 clusters Score: Raw -118715.838551 + Penalty 460.329145 = -118255.509405 nChanged 59 SP:Iteration 14Q (602.527704 sec): 3 clusters Score: Raw -118736.430589 + Penalty 460.329145 = -118276.101443 nChanged 50 SP:Iteration 15Q (602.568108 sec): 3 clusters Score: Raw -118755.497794 + Penalty 460.329145 = -118295.168649 nChanged 49 SP:Iteration 16Q (602.618316 sec): 3 clusters Score: Raw -118772.528897 + Penalty 460.329145 = -118312.199752 nChanged 41 SP:Iteration 17Q (602.668043 sec): 3 clusters Score: Raw -118784.884446 + Penalty 460.329145 = -118324.555301 nChanged 38 SP:Iteration 18Q (602.718071 sec): 3 clusters Score: Raw -118800.735906 + Penalty 460.329145 = -118340.406760 nChanged 43 SP:Iteration 19Q (602.761651 sec): 3 clusters Score: Raw -118819.400798 + Penalty 460.329145 = -118359.071653 nChanged 33 SP:Iteration 20F (602.805396 sec): 3 clusters Score: Raw -118831.856061 + Penalty 460.329145 = -118371.526916 nChanged 26 SP:Iteration 21Q (602.852142 sec): 3 clusters Score: Raw -118843.139125 + Penalty 460.329145 = -118382.809980 nChanged 29 SP:Iteration 22Q (602.899951 sec): 3 clusters Score: Raw -118856.896933 + Penalty 460.329145 = -118396.567788 nChanged 22 SP:Iteration 23Q (602.952707 sec): 3 clusters Score: Raw -118866.201209 + Penalty 460.329145 = -118405.872063 nChanged 21 SP:Iteration 24Q (602.996092 sec): 3 clusters Score: Raw -118873.625726 + Penalty 460.329145 = -118413.296581 nChanged 15 SP:Iteration 25Q (603.045306 sec): 3 clusters Score: Raw -118878.565759 + Penalty 460.329145 = -118418.236614 nChanged 16 SP:Iteration 26Q (603.095060 sec): 3 clusters Score: Raw -118886.622118 + Penalty 460.329145 = -118426.292973 nChanged 21 SP:Iteration 27Q (603.155330 sec): 3 clusters Score: Raw -118896.155474 + Penalty 460.329145 = -118435.826329 nChanged 21 SP:Iteration 28Q (603.201234 sec): 3 clusters Score: Raw -118903.439999 + Penalty 460.329145 = -118443.110854 nChanged 15 SP:Iteration 29Q (603.247288 sec): 3 clusters Score: Raw -118910.811276 + Penalty 460.329145 = -118450.482130 nChanged 17 SP:Iteration 30Q (603.285388 sec): 3 clusters Score: Raw -118919.287694 + Penalty 460.329145 = -118458.958548 nChanged 15 SP:Iteration 31Q (603.332670 sec): 3 clusters Score: Raw -118926.654692 + Penalty 460.329145 = -118466.325547 nChanged 14 SP:Iteration 32Q (603.379278 sec): 3 clusters Score: Raw -118932.327568 + Penalty 460.329145 = -118471.998423 nChanged 7 SP:Iteration 33Q (603.424585 sec): 3 clusters Score: Raw -118934.742432 + Penalty 460.329145 = -118474.413286 nChanged 5 SP:Iteration 34Q (603.480271 sec): 3 clusters Score: Raw -118936.229579 + Penalty 460.329145 = -118475.900433 nChanged 1 SP:Iteration 35Q (603.526303 sec): 3 clusters Score: Raw -118936.348300 + Penalty 460.329145 = -118476.019154 nChanged 2 SP:Iteration 36Q (603.574697 sec): 3 clusters Score: Raw -118937.672399 + Penalty 460.329145 = -118477.343253 nChanged 1 SP:Iteration 37Q (603.620695 sec): 3 clusters Score: Raw -118938.107695 + Penalty 460.329145 = -118477.778550 nChanged 1 SP:Iteration 38Q (603.658745 sec): 3 clusters Score: Raw -118938.151129 + Penalty 460.329145 = -118477.821984 nChanged 2 SP:Iteration 39Q (603.715101 sec): 3 clusters Score: Raw -118938.524794 + Penalty 460.329145 = -118478.195648 nChanged 1 SP:Iteration 40F (603.755695 sec): 3 clusters Score: Raw -118938.761498 + Penalty 460.329145 = -118478.432352 nChanged 1 SP:Iteration 41Q (603.808958 sec): 3 clusters Score: Raw -118938.800564 + Penalty 460.329145 = -118478.471418 nChanged 0 SP:Iteration 42F (603.855454 sec): 3 clusters Score: Raw -118938.800564 + Penalty 460.329145 = -118478.471418 nChanged 0 Trying to split cluster 16 (18114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (603.901225 sec): 2 clusters Score: Raw -538581.531517 + Penalty 269.622111 = -538311.909406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (603.949486 sec): 3 clusters Score: Raw -526824.984533 + Penalty 539.244222 = -526285.740312 nChanged 8665 SP:Iteration 1F (604.022838 sec): 3 clusters Score: Raw -532646.870717 + Penalty 539.244222 = -532107.626495 nChanged 1158 SP:Iteration 2F (604.082202 sec): 3 clusters Score: Raw -533396.747560 + Penalty 539.244222 = -532857.503338 nChanged 1202 SP:Iteration 3F (604.132712 sec): 3 clusters Score: Raw -534310.193832 + Penalty 539.244222 = -533770.949610 nChanged 1145 SP:Iteration 4F (604.203122 sec): 3 clusters Score: Raw -535189.834043 + Penalty 539.244222 = -534650.589821 nChanged 1022 SP:Iteration 5F (604.250869 sec): 3 clusters Score: Raw -535822.507465 + Penalty 539.244222 = -535283.263243 nChanged 748 SP:Iteration 6Q (604.311452 sec): 3 clusters Score: Raw -536158.077715 + Penalty 539.244222 = -535618.833493 nChanged 498 SP:Iteration 7Q (604.372863 sec): 3 clusters Score: Raw -536335.024940 + Penalty 539.244222 = -535795.780718 nChanged 402 SP:Iteration 8Q (604.435016 sec): 3 clusters Score: Raw -536463.595321 + Penalty 539.244222 = -535924.351099 nChanged 344 SP:Iteration 9Q (604.504095 sec): 3 clusters Score: Raw -536570.568916 + Penalty 539.244222 = -536031.324695 nChanged 323 SP:Iteration 10Q (604.556411 sec): 3 clusters Score: Raw -536682.524436 + Penalty 539.244222 = -536143.280214 nChanged 327 SP:Iteration 11Q (604.619392 sec): 3 clusters Score: Raw -536804.567358 + Penalty 539.244222 = -536265.323136 nChanged 341 SP:Iteration 12Q (604.670805 sec): 3 clusters Score: Raw -536940.971315 + Penalty 539.244222 = -536401.727093 nChanged 355 SP:Iteration 13Q (604.728177 sec): 3 clusters Score: Raw -537086.144226 + Penalty 539.244222 = -536546.900004 nChanged 355 SP:Iteration 14Q (604.788411 sec): 3 clusters Score: Raw -537232.099675 + Penalty 539.244222 = -536692.855453 nChanged 321 SP:Iteration 15Q (604.853868 sec): 3 clusters Score: Raw -537370.648611 + Penalty 539.244222 = -536831.404389 nChanged 329 SP:Iteration 16Q (604.917362 sec): 3 clusters Score: Raw -537523.698689 + Penalty 539.244222 = -536984.454467 nChanged 314 SP:Iteration 17Q (604.966600 sec): 3 clusters Score: Raw -537672.579282 + Penalty 539.244222 = -537133.335060 nChanged 302 SP:Iteration 18Q (605.039431 sec): 3 clusters Score: Raw -537817.567719 + Penalty 539.244222 = -537278.323497 nChanged 282 SP:Iteration 19Q (605.089463 sec): 3 clusters Score: Raw -537965.075788 + Penalty 539.244222 = -537425.831566 nChanged 251 SP:Iteration 20F (605.146770 sec): 3 clusters Score: Raw -538100.988014 + Penalty 539.244222 = -537561.743792 nChanged 213 SP:Iteration 21Q (605.210607 sec): 3 clusters Score: Raw -538211.625951 + Penalty 539.244222 = -537672.381730 nChanged 168 SP:Iteration 22Q (605.282788 sec): 3 clusters Score: Raw -538285.684009 + Penalty 539.244222 = -537746.439787 nChanged 144 SP:Iteration 23Q (605.339270 sec): 3 clusters Score: Raw -538350.032905 + Penalty 539.244222 = -537810.788683 nChanged 139 SP:Iteration 24Q (605.403716 sec): 3 clusters Score: Raw -538415.877023 + Penalty 539.244222 = -537876.632801 nChanged 123 SP:Iteration 25Q (605.455836 sec): 3 clusters Score: Raw -538475.169748 + Penalty 539.244222 = -537935.925526 nChanged 89 SP:Iteration 26Q (605.524989 sec): 3 clusters Score: Raw -538518.668359 + Penalty 539.244222 = -537979.424137 nChanged 68 SP:Iteration 27Q (605.577054 sec): 3 clusters Score: Raw -538553.742634 + Penalty 539.244222 = -538014.498412 nChanged 58 SP:Iteration 28Q (605.638794 sec): 3 clusters Score: Raw -538579.220344 + Penalty 539.244222 = -538039.976122 nChanged 40 SP:Iteration 29Q (605.694127 sec): 3 clusters Score: Raw -538592.502172 + Penalty 539.244222 = -538053.257951 nChanged 26 SP:Iteration 30Q (605.752324 sec): 3 clusters Score: Raw -538601.791403 + Penalty 539.244222 = -538062.547181 nChanged 25 SP:Iteration 31Q (605.811025 sec): 3 clusters Score: Raw -538615.085287 + Penalty 539.244222 = -538075.841065 nChanged 11 SP:Iteration 32Q (605.871940 sec): 3 clusters Score: Raw -538619.269953 + Penalty 539.244222 = -538080.025731 nChanged 11 SP:Iteration 33Q (605.919268 sec): 3 clusters Score: Raw -538622.303786 + Penalty 539.244222 = -538083.059564 nChanged 12 SP:Iteration 34Q (605.976184 sec): 3 clusters Score: Raw -538626.414592 + Penalty 539.244222 = -538087.170370 nChanged 11 SP:Iteration 35Q (606.032409 sec): 3 clusters Score: Raw -538632.149812 + Penalty 539.244222 = -538092.905590 nChanged 9 SP:Iteration 36Q (606.101198 sec): 3 clusters Score: Raw -538635.721876 + Penalty 539.244222 = -538096.477654 nChanged 6 SP:Iteration 37Q (606.149092 sec): 3 clusters Score: Raw -538637.704000 + Penalty 539.244222 = -538098.459778 nChanged 6 SP:Iteration 38Q (606.219385 sec): 3 clusters Score: Raw -538639.785529 + Penalty 539.244222 = -538100.541307 nChanged 5 SP:Iteration 39Q (606.281465 sec): 3 clusters Score: Raw -538641.217392 + Penalty 539.244222 = -538101.973170 nChanged 3 SP:Iteration 40F (606.344262 sec): 3 clusters Score: Raw -538642.190523 + Penalty 539.244222 = -538102.946301 nChanged 3 SP:Iteration 41Q (606.406640 sec): 3 clusters Score: Raw -538642.928670 + Penalty 539.244222 = -538103.684448 nChanged 3 SP:Iteration 42Q (606.466956 sec): 3 clusters Score: Raw -538643.640461 + Penalty 539.244222 = -538104.396239 nChanged 1 SP:Iteration 43Q (606.529322 sec): 3 clusters Score: Raw -538643.712429 + Penalty 539.244222 = -538104.468207 nChanged 0 SP:Iteration 44F (606.578980 sec): 3 clusters Score: Raw -538643.712429 + Penalty 539.244222 = -538104.468207 nChanged 0 Trying to split cluster 17 (2553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (606.607630 sec): 2 clusters Score: Raw -70153.857178 + Penalty 215.738171 = -69938.119006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (606.659118 sec): 3 clusters Score: Raw -68659.848143 + Penalty 431.476343 = -68228.371800 nChanged 1130 SP:Iteration 1F (606.711933 sec): 3 clusters Score: Raw -69501.918825 + Penalty 431.476343 = -69070.442482 nChanged 256 SP:Iteration 2F (606.764156 sec): 3 clusters Score: Raw -69697.750698 + Penalty 431.476343 = -69266.274355 nChanged 189 SP:Iteration 3F (606.802222 sec): 3 clusters Score: Raw -69811.677347 + Penalty 431.476343 = -69380.201004 nChanged 122 SP:Iteration 4Q (606.852360 sec): 3 clusters Score: Raw -69882.915546 + Penalty 431.476343 = -69451.439203 nChanged 98 SP:Iteration 5Q (606.902264 sec): 3 clusters Score: Raw -69930.906223 + Penalty 431.476343 = -69499.429881 nChanged 71 SP:Iteration 6Q (606.952294 sec): 3 clusters Score: Raw -69962.169499 + Penalty 431.476343 = -69530.693156 nChanged 51 SP:Iteration 7Q (607.000635 sec): 3 clusters Score: Raw -69979.804052 + Penalty 431.476343 = -69548.327709 nChanged 34 SP:Iteration 8Q (607.046584 sec): 3 clusters Score: Raw -69994.418383 + Penalty 431.476343 = -69562.942040 nChanged 36 SP:Iteration 9Q (607.087413 sec): 3 clusters Score: Raw -70007.335547 + Penalty 431.476343 = -69575.859204 nChanged 35 SP:Iteration 10Q (607.133279 sec): 3 clusters Score: Raw -70018.368254 + Penalty 431.476343 = -69586.891911 nChanged 27 SP:Iteration 11Q (607.181736 sec): 3 clusters Score: Raw -70026.650107 + Penalty 431.476343 = -69595.173765 nChanged 19 SP:Iteration 12Q (607.227697 sec): 3 clusters Score: Raw -70029.953169 + Penalty 431.476343 = -69598.476826 nChanged 18 SP:Iteration 13Q (607.280755 sec): 3 clusters Score: Raw -70033.033253 + Penalty 431.476343 = -69601.556910 nChanged 9 SP:Iteration 14Q (607.317574 sec): 3 clusters Score: Raw -70034.961282 + Penalty 431.476343 = -69603.484939 nChanged 10 SP:Iteration 15Q (607.377280 sec): 3 clusters Score: Raw -70036.995564 + Penalty 431.476343 = -69605.519221 nChanged 8 SP:Iteration 16Q (607.422790 sec): 3 clusters Score: Raw -70037.898607 + Penalty 431.476343 = -69606.422264 nChanged 9 SP:Iteration 17Q (607.465716 sec): 3 clusters Score: Raw -70038.809963 + Penalty 431.476343 = -69607.333620 nChanged 6 SP:Iteration 18Q (607.504386 sec): 3 clusters Score: Raw -70040.476033 + Penalty 431.476343 = -69608.999690 nChanged 13 SP:Iteration 19Q (607.556998 sec): 3 clusters Score: Raw -70042.171756 + Penalty 431.476343 = -69610.695413 nChanged 11 SP:Iteration 20F (607.611611 sec): 3 clusters Score: Raw -70044.183673 + Penalty 431.476343 = -69612.707330 nChanged 9 SP:Iteration 21Q (607.647043 sec): 3 clusters Score: Raw -70044.913566 + Penalty 431.476343 = -69613.437223 nChanged 4 SP:Iteration 22Q (607.696053 sec): 3 clusters Score: Raw -70045.634568 + Penalty 431.476343 = -69614.158225 nChanged 6 SP:Iteration 23Q (607.751537 sec): 3 clusters Score: Raw -70046.812977 + Penalty 431.476343 = -69615.336634 nChanged 11 SP:Iteration 24Q (607.799794 sec): 3 clusters Score: Raw -70049.476228 + Penalty 431.476343 = -69617.999885 nChanged 11 SP:Iteration 25Q (607.841277 sec): 3 clusters Score: Raw -70050.388589 + Penalty 431.476343 = -69618.912246 nChanged 7 SP:Iteration 26Q (607.886875 sec): 3 clusters Score: Raw -70051.119215 + Penalty 431.476343 = -69619.642872 nChanged 8 SP:Iteration 27Q (607.944489 sec): 3 clusters Score: Raw -70051.861027 + Penalty 431.476343 = -69620.384684 nChanged 6 SP:Iteration 28Q (607.983182 sec): 3 clusters Score: Raw -70052.753609 + Penalty 431.476343 = -69621.277266 nChanged 5 SP:Iteration 29Q (608.036763 sec): 3 clusters Score: Raw -70053.672539 + Penalty 431.476343 = -69622.196196 nChanged 4 SP:Iteration 30Q (608.093724 sec): 3 clusters Score: Raw -70054.825420 + Penalty 431.476343 = -69623.349077 nChanged 7 SP:Iteration 31Q (608.142384 sec): 3 clusters Score: Raw -70055.944505 + Penalty 431.476343 = -69624.468162 nChanged 12 SP:Iteration 32Q (608.187839 sec): 3 clusters Score: Raw -70058.015605 + Penalty 431.476343 = -69626.539262 nChanged 13 SP:Iteration 33Q (608.232118 sec): 3 clusters Score: Raw -70060.011671 + Penalty 431.476343 = -69628.535328 nChanged 10 SP:Iteration 34Q (608.289525 sec): 3 clusters Score: Raw -70061.351269 + Penalty 431.476343 = -69629.874926 nChanged 11 SP:Iteration 35Q (608.333555 sec): 3 clusters Score: Raw -70063.775605 + Penalty 431.476343 = -69632.299262 nChanged 11 SP:Iteration 36Q (608.385728 sec): 3 clusters Score: Raw -70066.726412 + Penalty 431.476343 = -69635.250069 nChanged 17 SP:Iteration 37Q (608.428756 sec): 3 clusters Score: Raw -70070.581378 + Penalty 431.476343 = -69639.105035 nChanged 20 SP:Iteration 38Q (608.476587 sec): 3 clusters Score: Raw -70076.824335 + Penalty 431.476343 = -69645.347992 nChanged 22 SP:Iteration 39Q (608.520967 sec): 3 clusters Score: Raw -70083.305351 + Penalty 431.476343 = -69651.829008 nChanged 23 SP:Iteration 40F (608.570185 sec): 3 clusters Score: Raw -70094.986937 + Penalty 431.476343 = -69663.510594 nChanged 30 SP:Iteration 41Q (608.614772 sec): 3 clusters Score: Raw -70104.370532 + Penalty 431.476343 = -69672.894189 nChanged 21 SP:Iteration 42Q (608.655547 sec): 3 clusters Score: Raw -70109.091846 + Penalty 431.476343 = -69677.615503 nChanged 18 SP:Iteration 43Q (608.709484 sec): 3 clusters Score: Raw -70115.894894 + Penalty 431.476343 = -69684.418551 nChanged 22 SP:Iteration 44Q (608.753019 sec): 3 clusters Score: Raw -70123.749596 + Penalty 431.476343 = -69692.273253 nChanged 15 SP:Iteration 45Q (608.801075 sec): 3 clusters Score: Raw -70129.156424 + Penalty 431.476343 = -69697.680081 nChanged 12 SP:Iteration 46Q (608.837990 sec): 3 clusters Score: Raw -70131.821343 + Penalty 431.476343 = -69700.345000 nChanged 10 SP:Iteration 47Q (608.882955 sec): 3 clusters Score: Raw -70135.262284 + Penalty 431.476343 = -69703.785941 nChanged 14 SP:Iteration 48Q (608.935436 sec): 3 clusters Score: Raw -70140.515651 + Penalty 431.476343 = -69709.039308 nChanged 16 SP:Iteration 49Q (608.978365 sec): 3 clusters Score: Raw -70145.236310 + Penalty 431.476343 = -69713.759967 nChanged 14 SP:Iteration 50Q (609.021393 sec): 3 clusters Score: Raw -70148.855275 + Penalty 431.476343 = -69717.378932 nChanged 11 SP:Iteration 51Q (609.056789 sec): 3 clusters Score: Raw -70151.664514 + Penalty 431.476343 = -69720.188171 nChanged 6 SP:Iteration 52Q (609.105937 sec): 3 clusters Score: Raw -70152.911112 + Penalty 431.476343 = -69721.434769 nChanged 7 SP:Iteration 53Q (609.151168 sec): 3 clusters Score: Raw -70154.490001 + Penalty 431.476343 = -69723.013658 nChanged 4 SP:Iteration 54Q (609.201425 sec): 3 clusters Score: Raw -70154.736718 + Penalty 431.476343 = -69723.260375 nChanged 2 SP:Iteration 55Q (609.239566 sec): 3 clusters Score: Raw -70154.891261 + Penalty 431.476343 = -69723.414918 nChanged 4 SP:Iteration 56Q (609.289009 sec): 3 clusters Score: Raw -70155.153372 + Penalty 431.476343 = -69723.677029 nChanged 3 SP:Iteration 57Q (609.329417 sec): 3 clusters Score: Raw -70155.316566 + Penalty 431.476343 = -69723.840223 nChanged 0 SP:Iteration 58F (609.379696 sec): 3 clusters Score: Raw -70155.316566 + Penalty 431.476343 = -69723.840223 nChanged 0 Trying to split cluster 18 (8155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (609.406663 sec): 2 clusters Score: Raw -240702.954544 + Penalty 247.675629 = -240455.278915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (609.466799 sec): 3 clusters Score: Raw -235557.885144 + Penalty 495.351258 = -235062.533885 nChanged 3790 SP:Iteration 1F (609.512730 sec): 3 clusters Score: Raw -237915.147296 + Penalty 495.351258 = -237419.796038 nChanged 550 SP:Iteration 2F (609.564594 sec): 3 clusters Score: Raw -238224.983637 + Penalty 495.351258 = -237729.632379 nChanged 563 SP:Iteration 3F (609.612409 sec): 3 clusters Score: Raw -238650.901867 + Penalty 495.351258 = -238155.550608 nChanged 634 SP:Iteration 4F (609.667467 sec): 3 clusters Score: Raw -239182.113763 + Penalty 495.351258 = -238686.762505 nChanged 547 SP:Iteration 5F (609.722383 sec): 3 clusters Score: Raw -239631.015661 + Penalty 495.351258 = -239135.664402 nChanged 474 SP:Iteration 6F (609.775867 sec): 3 clusters Score: Raw -239985.714522 + Penalty 495.351258 = -239490.363263 nChanged 341 SP:Iteration 7Q (609.831538 sec): 3 clusters Score: Raw -240206.987120 + Penalty 495.351258 = -239711.635862 nChanged 249 SP:Iteration 8Q (609.883091 sec): 3 clusters Score: Raw -240374.890560 + Penalty 495.351258 = -239879.539302 nChanged 202 SP:Iteration 9Q (609.940800 sec): 3 clusters Score: Raw -240491.803455 + Penalty 495.351258 = -239996.452197 nChanged 145 SP:Iteration 10Q (610.002576 sec): 3 clusters Score: Raw -240558.036337 + Penalty 495.351258 = -240062.685078 nChanged 115 SP:Iteration 11Q (610.056987 sec): 3 clusters Score: Raw -240600.246881 + Penalty 495.351258 = -240104.895622 nChanged 86 SP:Iteration 12Q (610.101957 sec): 3 clusters Score: Raw -240626.015889 + Penalty 495.351258 = -240130.664630 nChanged 54 SP:Iteration 13Q (610.165754 sec): 3 clusters Score: Raw -240638.647927 + Penalty 495.351258 = -240143.296669 nChanged 47 SP:Iteration 14Q (610.214238 sec): 3 clusters Score: Raw -240647.241539 + Penalty 495.351258 = -240151.890281 nChanged 45 SP:Iteration 15Q (610.270097 sec): 3 clusters Score: Raw -240657.623719 + Penalty 495.351258 = -240162.272460 nChanged 35 SP:Iteration 16Q (610.327359 sec): 3 clusters Score: Raw -240663.761977 + Penalty 495.351258 = -240168.410718 nChanged 30 SP:Iteration 17Q (610.377682 sec): 3 clusters Score: Raw -240668.974097 + Penalty 495.351258 = -240173.622839 nChanged 27 SP:Iteration 18Q (610.428948 sec): 3 clusters Score: Raw -240673.639127 + Penalty 495.351258 = -240178.287869 nChanged 24 SP:Iteration 19Q (610.477925 sec): 3 clusters Score: Raw -240677.601246 + Penalty 495.351258 = -240182.249988 nChanged 20 SP:Iteration 20F (610.540982 sec): 3 clusters Score: Raw -240679.358413 + Penalty 495.351258 = -240184.007154 nChanged 16 SP:Iteration 21Q (610.596613 sec): 3 clusters Score: Raw -240680.257753 + Penalty 495.351258 = -240184.906494 nChanged 8 SP:Iteration 22Q (610.650660 sec): 3 clusters Score: Raw -240680.765883 + Penalty 495.351258 = -240185.414625 nChanged 11 SP:Iteration 23Q (610.691271 sec): 3 clusters Score: Raw -240681.573026 + Penalty 495.351258 = -240186.221767 nChanged 17 SP:Iteration 24Q (610.744558 sec): 3 clusters Score: Raw -240683.289739 + Penalty 495.351258 = -240187.938481 nChanged 12 SP:Iteration 25Q (610.802839 sec): 3 clusters Score: Raw -240684.441182 + Penalty 495.351258 = -240189.089924 nChanged 8 SP:Iteration 26Q (610.849887 sec): 3 clusters Score: Raw -240684.737867 + Penalty 495.351258 = -240189.386608 nChanged 3 SP:Iteration 27Q (610.912778 sec): 3 clusters Score: Raw -240684.829176 + Penalty 495.351258 = -240189.477918 nChanged 3 SP:Iteration 28Q (610.961858 sec): 3 clusters Score: Raw -240684.923561 + Penalty 495.351258 = -240189.572302 nChanged 1 SP:Iteration 29Q (611.001577 sec): 3 clusters Score: Raw -240684.949740 + Penalty 495.351258 = -240189.598482 nChanged 1 SP:Iteration 30Q (611.061905 sec): 3 clusters Score: Raw -240684.956343 + Penalty 495.351258 = -240189.605085 nChanged 0 SP:Iteration 31F (611.106816 sec): 3 clusters Score: Raw -240684.956343 + Penalty 495.351258 = -240189.605085 nChanged 0 Trying to split cluster 19 (1627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (611.142050 sec): 2 clusters Score: Raw -35342.429352 + Penalty 203.348560 = -35139.080792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (611.187630 sec): 3 clusters Score: Raw -34487.038662 + Penalty 406.697121 = -34080.341541 nChanged 694 SP:Iteration 1F (611.226507 sec): 3 clusters Score: Raw -35041.951271 + Penalty 406.697121 = -34635.254150 nChanged 159 SP:Iteration 2F (611.274225 sec): 3 clusters Score: Raw -35167.810372 + Penalty 406.697121 = -34761.113251 nChanged 118 SP:Iteration 3F (611.331831 sec): 3 clusters Score: Raw -35258.376174 + Penalty 406.697121 = -34851.679053 nChanged 101 SP:Iteration 4F (611.376806 sec): 3 clusters Score: Raw -35328.096619 + Penalty 406.697121 = -34921.399498 nChanged 86 SP:Iteration 5F (611.433119 sec): 3 clusters Score: Raw -35370.089029 + Penalty 406.697121 = -34963.391908 nChanged 62 SP:Iteration 6Q (611.471340 sec): 3 clusters Score: Raw -35399.564729 + Penalty 406.697121 = -34992.867608 nChanged 53 SP:Iteration 7Q (611.528383 sec): 3 clusters Score: Raw -35423.304470 + Penalty 406.697121 = -35016.607350 nChanged 33 SP:Iteration 8Q (611.573682 sec): 3 clusters Score: Raw -35440.948094 + Penalty 406.697121 = -35034.250973 nChanged 33 SP:Iteration 9Q (611.620139 sec): 3 clusters Score: Raw -35452.754346 + Penalty 406.697121 = -35046.057225 nChanged 28 SP:Iteration 10Q (611.664798 sec): 3 clusters Score: Raw -35461.199017 + Penalty 406.697121 = -35054.501896 nChanged 27 SP:Iteration 11Q (611.714024 sec): 3 clusters Score: Raw -35468.973721 + Penalty 406.697121 = -35062.276600 nChanged 19 SP:Iteration 12Q (611.766783 sec): 3 clusters Score: Raw -35480.776255 + Penalty 406.697121 = -35074.079134 nChanged 25 SP:Iteration 13Q (611.808564 sec): 3 clusters Score: Raw -35491.839123 + Penalty 406.697121 = -35085.142002 nChanged 21 SP:Iteration 14Q (611.848810 sec): 3 clusters Score: Raw -35500.457921 + Penalty 406.697121 = -35093.760800 nChanged 18 SP:Iteration 15Q (611.895369 sec): 3 clusters Score: Raw -35504.686205 + Penalty 406.697121 = -35097.989084 nChanged 16 SP:Iteration 16Q (611.944206 sec): 3 clusters Score: Raw -35508.884171 + Penalty 406.697121 = -35102.187050 nChanged 8 SP:Iteration 17Q (611.994451 sec): 3 clusters Score: Raw -35510.155468 + Penalty 406.697121 = -35103.458347 nChanged 7 SP:Iteration 18Q (612.034970 sec): 3 clusters Score: Raw -35511.261052 + Penalty 406.697121 = -35104.563931 nChanged 3 SP:Iteration 19Q (612.076035 sec): 3 clusters Score: Raw -35511.778410 + Penalty 406.697121 = -35105.081289 nChanged 6 SP:Iteration 20F (612.128140 sec): 3 clusters Score: Raw -35514.591178 + Penalty 406.697121 = -35107.894057 nChanged 5 SP:Iteration 21Q (612.165063 sec): 3 clusters Score: Raw -35515.821449 + Penalty 406.697121 = -35109.124328 nChanged 3 SP:Iteration 22Q (612.211996 sec): 3 clusters Score: Raw -35517.314117 + Penalty 406.697121 = -35110.616996 nChanged 4 SP:Iteration 23Q (612.257489 sec): 3 clusters Score: Raw -35517.750837 + Penalty 406.697121 = -35111.053716 nChanged 2 SP:Iteration 24Q (612.307660 sec): 3 clusters Score: Raw -35517.859099 + Penalty 406.697121 = -35111.161978 nChanged 1 SP:Iteration 25Q (612.352535 sec): 3 clusters Score: Raw -35517.958331 + Penalty 406.697121 = -35111.261210 nChanged 3 SP:Iteration 26Q (612.387899 sec): 3 clusters Score: Raw -35518.332804 + Penalty 406.697121 = -35111.635683 nChanged 5 SP:Iteration 27Q (612.432604 sec): 3 clusters Score: Raw -35519.329420 + Penalty 406.697121 = -35112.632299 nChanged 4 SP:Iteration 28Q (612.479255 sec): 3 clusters Score: Raw -35520.956507 + Penalty 406.697121 = -35114.259386 nChanged 4 SP:Iteration 29Q (612.526927 sec): 3 clusters Score: Raw -35521.587289 + Penalty 406.697121 = -35114.890168 nChanged 2 SP:Iteration 30Q (612.568271 sec): 3 clusters Score: Raw -35521.917519 + Penalty 406.697121 = -35115.220398 nChanged 2 SP:Iteration 31Q (612.611199 sec): 3 clusters Score: Raw -35522.113273 + Penalty 406.697121 = -35115.416153 nChanged 2 SP:Iteration 32Q (612.664431 sec): 3 clusters Score: Raw -35522.214456 + Penalty 406.697121 = -35115.517336 nChanged 0 SP:Iteration 33F (612.701651 sec): 3 clusters Score: Raw -35522.214456 + Penalty 406.697121 = -35115.517336 nChanged 0 Trying to split cluster 20 (12539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (612.730675 sec): 2 clusters Score: Raw -369872.840859 + Penalty 259.506474 = -369613.334384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (612.789343 sec): 3 clusters Score: Raw -361854.308367 + Penalty 519.012949 = -361335.295418 nChanged 5916 SP:Iteration 1F (612.857759 sec): 3 clusters Score: Raw -365677.449605 + Penalty 519.012949 = -365158.436656 nChanged 922 SP:Iteration 2F (612.911842 sec): 3 clusters Score: Raw -366196.583946 + Penalty 519.012949 = -365677.570997 nChanged 839 SP:Iteration 3F (612.969387 sec): 3 clusters Score: Raw -366748.114456 + Penalty 519.012949 = -366229.101508 nChanged 764 SP:Iteration 4F (613.014360 sec): 3 clusters Score: Raw -367309.147168 + Penalty 519.012949 = -366790.134219 nChanged 643 SP:Iteration 5F (613.071528 sec): 3 clusters Score: Raw -367801.514244 + Penalty 519.012949 = -367282.501296 nChanged 557 SP:Iteration 6Q (613.122444 sec): 3 clusters Score: Raw -368288.809619 + Penalty 519.012949 = -367769.796671 nChanged 423 SP:Iteration 7Q (613.182935 sec): 3 clusters Score: Raw -368588.978252 + Penalty 519.012949 = -368069.965303 nChanged 323 SP:Iteration 8Q (613.243859 sec): 3 clusters Score: Raw -368779.795303 + Penalty 519.012949 = -368260.782354 nChanged 260 SP:Iteration 9Q (613.302755 sec): 3 clusters Score: Raw -368917.226689 + Penalty 519.012949 = -368398.213741 nChanged 225 SP:Iteration 10Q (613.361092 sec): 3 clusters Score: Raw -369036.823088 + Penalty 519.012949 = -368517.810139 nChanged 216 SP:Iteration 11Q (613.405151 sec): 3 clusters Score: Raw -369143.026843 + Penalty 519.012949 = -368624.013894 nChanged 173 SP:Iteration 12Q (613.470085 sec): 3 clusters Score: Raw -369226.005599 + Penalty 519.012949 = -368706.992650 nChanged 163 SP:Iteration 13Q (613.514551 sec): 3 clusters Score: Raw -369298.734245 + Penalty 519.012949 = -368779.721296 nChanged 155 SP:Iteration 14Q (613.568423 sec): 3 clusters Score: Raw -369377.001078 + Penalty 519.012949 = -368857.988129 nChanged 146 SP:Iteration 15Q (613.615266 sec): 3 clusters Score: Raw -369439.059374 + Penalty 519.012949 = -368920.046425 nChanged 117 SP:Iteration 16Q (613.669683 sec): 3 clusters Score: Raw -369486.356121 + Penalty 519.012949 = -368967.343172 nChanged 110 SP:Iteration 17Q (613.731866 sec): 3 clusters Score: Raw -369535.485231 + Penalty 519.012949 = -369016.472283 nChanged 116 SP:Iteration 18Q (613.778443 sec): 3 clusters Score: Raw -369593.957796 + Penalty 519.012949 = -369074.944847 nChanged 104 SP:Iteration 19Q (613.828234 sec): 3 clusters Score: Raw -369645.290937 + Penalty 519.012949 = -369126.277988 nChanged 92 SP:Iteration 20F (613.884625 sec): 3 clusters Score: Raw -369699.245303 + Penalty 519.012949 = -369180.232355 nChanged 92 SP:Iteration 21Q (613.939894 sec): 3 clusters Score: Raw -369749.418182 + Penalty 519.012949 = -369230.405233 nChanged 84 SP:Iteration 22Q (613.990852 sec): 3 clusters Score: Raw -369801.676079 + Penalty 519.012949 = -369282.663131 nChanged 73 SP:Iteration 23Q (614.053368 sec): 3 clusters Score: Raw -369847.407874 + Penalty 519.012949 = -369328.394925 nChanged 55 SP:Iteration 24Q (614.107672 sec): 3 clusters Score: Raw -369877.317980 + Penalty 519.012949 = -369358.305031 nChanged 43 SP:Iteration 25Q (614.159950 sec): 3 clusters Score: Raw -369894.054433 + Penalty 519.012949 = -369375.041484 nChanged 26 SP:Iteration 26Q (614.214924 sec): 3 clusters Score: Raw -369903.732071 + Penalty 519.012949 = -369384.719123 nChanged 26 SP:Iteration 27Q (614.275096 sec): 3 clusters Score: Raw -369916.059849 + Penalty 519.012949 = -369397.046900 nChanged 24 SP:Iteration 28Q (614.320198 sec): 3 clusters Score: Raw -369923.779173 + Penalty 519.012949 = -369404.766224 nChanged 14 SP:Iteration 29Q (614.376363 sec): 3 clusters Score: Raw -369931.220731 + Penalty 519.012949 = -369412.207783 nChanged 16 SP:Iteration 30Q (614.437206 sec): 3 clusters Score: Raw -369939.431774 + Penalty 519.012949 = -369420.418825 nChanged 13 SP:Iteration 31Q (614.481989 sec): 3 clusters Score: Raw -369947.355994 + Penalty 519.012949 = -369428.343045 nChanged 10 SP:Iteration 32Q (614.545262 sec): 3 clusters Score: Raw -369953.568473 + Penalty 519.012949 = -369434.555524 nChanged 8 SP:Iteration 33Q (614.597295 sec): 3 clusters Score: Raw -369957.288826 + Penalty 519.012949 = -369438.275877 nChanged 5 SP:Iteration 34Q (614.649643 sec): 3 clusters Score: Raw -369959.103748 + Penalty 519.012949 = -369440.090799 nChanged 5 SP:Iteration 35Q (614.700998 sec): 3 clusters Score: Raw -369961.771665 + Penalty 519.012949 = -369442.758716 nChanged 3 SP:Iteration 36Q (614.755703 sec): 3 clusters Score: Raw -369962.587374 + Penalty 519.012949 = -369443.574426 nChanged 1 SP:Iteration 37Q (614.799564 sec): 3 clusters Score: Raw -369962.802821 + Penalty 519.012949 = -369443.789872 nChanged 0 SP:Iteration 38F (614.867211 sec): 3 clusters Score: Raw -369963.909858 + Penalty 519.012949 = -369444.896909 nChanged 1 SP:Iteration 39Q (614.922958 sec): 3 clusters Score: Raw -369964.617937 + Penalty 519.012949 = -369445.604988 nChanged 1 SP:Iteration 40F (614.966564 sec): 3 clusters Score: Raw -369964.888011 + Penalty 519.012949 = -369445.875062 nChanged 1 SP:Iteration 41Q (615.029886 sec): 3 clusters Score: Raw -369965.004497 + Penalty 519.012949 = -369445.991548 nChanged 0 SP:Iteration 42F (615.083508 sec): 3 clusters Score: Raw -369965.004497 + Penalty 519.012949 = -369445.991548 nChanged 0 Trying to split cluster 21 (1030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (615.111462 sec): 2 clusters Score: Raw -29655.826677 + Penalty 190.776137 = -29465.050540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (615.156073 sec): 3 clusters Score: Raw -29126.971160 + Penalty 381.552274 = -28745.418886 nChanged 405 SP:Iteration 1F (615.194438 sec): 3 clusters Score: Raw -29362.369825 + Penalty 381.552274 = -28980.817550 nChanged 76 SP:Iteration 2F (615.237790 sec): 3 clusters Score: Raw -29400.198531 + Penalty 381.552274 = -29018.646256 nChanged 57 SP:Iteration 3F (615.281658 sec): 3 clusters Score: Raw -29430.840230 + Penalty 381.552274 = -29049.287955 nChanged 55 SP:Iteration 4F (615.326365 sec): 3 clusters Score: Raw -29463.230459 + Penalty 381.552274 = -29081.678185 nChanged 49 SP:Iteration 5Q (615.373484 sec): 3 clusters Score: Raw -29485.982027 + Penalty 381.552274 = -29104.429752 nChanged 25 SP:Iteration 6Q (615.412482 sec): 3 clusters Score: Raw -29500.659081 + Penalty 381.552274 = -29119.106806 nChanged 36 SP:Iteration 7Q (615.459537 sec): 3 clusters Score: Raw -29519.385820 + Penalty 381.552274 = -29137.833545 nChanged 39 SP:Iteration 8Q (615.507106 sec): 3 clusters Score: Raw -29545.493235 + Penalty 381.552274 = -29163.940960 nChanged 37 SP:Iteration 9Q (615.559928 sec): 3 clusters Score: Raw -29573.392052 + Penalty 381.552274 = -29191.839778 nChanged 36 SP:Iteration 10Q (615.611429 sec): 3 clusters Score: Raw -29600.534724 + Penalty 381.552274 = -29218.982449 nChanged 26 SP:Iteration 11Q (615.657485 sec): 3 clusters Score: Raw -29617.164216 + Penalty 381.552274 = -29235.611942 nChanged 22 SP:Iteration 12Q (615.701741 sec): 3 clusters Score: Raw -29629.813791 + Penalty 381.552274 = -29248.261516 nChanged 23 SP:Iteration 13Q (615.747930 sec): 3 clusters Score: Raw -29641.587831 + Penalty 381.552274 = -29260.035556 nChanged 13 SP:Iteration 14Q (615.795788 sec): 3 clusters Score: Raw -29647.746404 + Penalty 381.552274 = -29266.194130 nChanged 13 SP:Iteration 15Q (615.849301 sec): 3 clusters Score: Raw -29652.915753 + Penalty 381.552274 = -29271.363478 nChanged 10 SP:Iteration 16Q (615.892691 sec): 3 clusters Score: Raw -29655.832111 + Penalty 381.552274 = -29274.279836 nChanged 4 SP:Iteration 17Q (615.940007 sec): 3 clusters Score: Raw -29656.809845 + Penalty 381.552274 = -29275.257571 nChanged 3 SP:Iteration 18Q (615.987394 sec): 3 clusters Score: Raw -29657.935119 + Penalty 381.552274 = -29276.382844 nChanged 2 SP:Iteration 19Q (616.036585 sec): 3 clusters Score: Raw -29658.904598 + Penalty 381.552274 = -29277.352324 nChanged 3 SP:Iteration 20F (616.078256 sec): 3 clusters Score: Raw -29660.823371 + Penalty 381.552274 = -29279.271096 nChanged 5 SP:Iteration 21Q (616.124830 sec): 3 clusters Score: Raw -29663.585840 + Penalty 381.552274 = -29282.033565 nChanged 7 SP:Iteration 22Q (616.175302 sec): 3 clusters Score: Raw -29667.337636 + Penalty 381.552274 = -29285.785361 nChanged 11 SP:Iteration 23Q (616.209178 sec): 3 clusters Score: Raw -29672.204378 + Penalty 381.552274 = -29290.652104 nChanged 10 SP:Iteration 24Q (616.253643 sec): 3 clusters Score: Raw -29675.414888 + Penalty 381.552274 = -29293.862614 nChanged 9 SP:Iteration 25Q (616.299111 sec): 3 clusters Score: Raw -29678.153964 + Penalty 381.552274 = -29296.601689 nChanged 11 SP:Iteration 26Q (616.340978 sec): 3 clusters Score: Raw -29681.436989 + Penalty 381.552274 = -29299.884714 nChanged 7 SP:Iteration 27Q (616.380438 sec): 3 clusters Score: Raw -29684.145642 + Penalty 381.552274 = -29302.593368 nChanged 10 SP:Iteration 28Q (616.432462 sec): 3 clusters Score: Raw -29689.788352 + Penalty 381.552274 = -29308.236078 nChanged 6 SP:Iteration 29Q (616.477202 sec): 3 clusters Score: Raw -29692.453079 + Penalty 381.552274 = -29310.900804 nChanged 9 SP:Iteration 30Q (616.518052 sec): 3 clusters Score: Raw -29698.593020 + Penalty 381.552274 = -29317.040745 nChanged 7 SP:Iteration 31Q (616.567532 sec): 3 clusters Score: Raw -29700.788108 + Penalty 381.552274 = -29319.235834 nChanged 1 SP:Iteration 32Q (616.603642 sec): 3 clusters Score: Raw -29700.943439 + Penalty 381.552274 = -29319.391164 nChanged 0 SP:Iteration 33F (616.651683 sec): 3 clusters Score: Raw -29700.943439 + Penalty 381.552274 = -29319.391164 nChanged 0 Trying to split cluster 22 (2586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (616.678147 sec): 2 clusters Score: Raw -67834.258309 + Penalty 216.091358 = -67618.166951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (616.734428 sec): 3 clusters Score: Raw -66282.312953 + Penalty 432.182716 = -65850.130237 nChanged 1140 SP:Iteration 1F (616.777716 sec): 3 clusters Score: Raw -67132.747318 + Penalty 432.182716 = -66700.564602 nChanged 258 SP:Iteration 2F (616.814213 sec): 3 clusters Score: Raw -67348.166599 + Penalty 432.182716 = -66915.983883 nChanged 213 SP:Iteration 3F (616.867561 sec): 3 clusters Score: Raw -67499.403311 + Penalty 432.182716 = -67067.220595 nChanged 124 SP:Iteration 4Q (616.908787 sec): 3 clusters Score: Raw -67579.407893 + Penalty 432.182716 = -67147.225177 nChanged 86 SP:Iteration 5Q (616.957750 sec): 3 clusters Score: Raw -67623.762817 + Penalty 432.182716 = -67191.580101 nChanged 65 SP:Iteration 6Q (616.998006 sec): 3 clusters Score: Raw -67659.361707 + Penalty 432.182716 = -67227.178991 nChanged 62 SP:Iteration 7Q (617.047640 sec): 3 clusters Score: Raw -67683.196837 + Penalty 432.182716 = -67251.014121 nChanged 51 SP:Iteration 8Q (617.096601 sec): 3 clusters Score: Raw -67704.908441 + Penalty 432.182716 = -67272.725725 nChanged 41 SP:Iteration 9Q (617.148438 sec): 3 clusters Score: Raw -67724.272286 + Penalty 432.182716 = -67292.089571 nChanged 33 SP:Iteration 10Q (617.188774 sec): 3 clusters Score: Raw -67740.163298 + Penalty 432.182716 = -67307.980582 nChanged 39 SP:Iteration 11Q (617.233601 sec): 3 clusters Score: Raw -67756.527244 + Penalty 432.182716 = -67324.344528 nChanged 40 SP:Iteration 12Q (617.279291 sec): 3 clusters Score: Raw -67777.160542 + Penalty 432.182716 = -67344.977826 nChanged 51 SP:Iteration 13Q (617.336248 sec): 3 clusters Score: Raw -67822.240759 + Penalty 432.182716 = -67390.058043 nChanged 49 SP:Iteration 14Q (617.375900 sec): 3 clusters Score: Raw -67873.252805 + Penalty 432.182716 = -67441.070090 nChanged 45 SP:Iteration 15Q (617.431211 sec): 3 clusters Score: Raw -67898.187024 + Penalty 432.182716 = -67466.004308 nChanged 37 SP:Iteration 16Q (617.490333 sec): 3 clusters Score: Raw -67914.042798 + Penalty 432.182716 = -67481.860082 nChanged 28 SP:Iteration 17Q (617.537783 sec): 3 clusters Score: Raw -67926.625934 + Penalty 432.182716 = -67494.443218 nChanged 29 SP:Iteration 18Q (617.577270 sec): 3 clusters Score: Raw -67938.010378 + Penalty 432.182716 = -67505.827662 nChanged 21 SP:Iteration 19Q (617.625041 sec): 3 clusters Score: Raw -67943.317969 + Penalty 432.182716 = -67511.135253 nChanged 12 SP:Iteration 20F (617.684409 sec): 3 clusters Score: Raw -67945.761591 + Penalty 432.182716 = -67513.578875 nChanged 7 SP:Iteration 21Q (617.736096 sec): 3 clusters Score: Raw -67946.664458 + Penalty 432.182716 = -67514.481742 nChanged 6 SP:Iteration 22Q (617.786168 sec): 3 clusters Score: Raw -67947.321439 + Penalty 432.182716 = -67515.138724 nChanged 2 SP:Iteration 23Q (617.834535 sec): 3 clusters Score: Raw -67947.475996 + Penalty 432.182716 = -67515.293280 nChanged 3 SP:Iteration 24Q (617.876852 sec): 3 clusters Score: Raw -67947.711369 + Penalty 432.182716 = -67515.528653 nChanged 0 SP:Iteration 25F (617.927175 sec): 3 clusters Score: Raw -67947.711369 + Penalty 432.182716 = -67515.528653 nChanged 0 Trying to split cluster 23 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (617.954131 sec): 2 clusters Score: Raw -13036.821342 + Penalty 177.604303 = -12859.217039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (618.002705 sec): 3 clusters Score: Raw -12729.130676 + Penalty 355.208606 = -12373.922071 nChanged 255 SP:Iteration 1F (618.057940 sec): 3 clusters Score: Raw -12901.461329 + Penalty 355.208606 = -12546.252723 nChanged 52 SP:Iteration 2F (618.104153 sec): 3 clusters Score: Raw -12941.650847 + Penalty 355.208606 = -12586.442242 nChanged 30 SP:Iteration 3Q (618.149277 sec): 3 clusters Score: Raw -12964.106394 + Penalty 355.208606 = -12608.897788 nChanged 24 SP:Iteration 4Q (618.200795 sec): 3 clusters Score: Raw -12982.692175 + Penalty 355.208606 = -12627.483569 nChanged 24 SP:Iteration 5Q (618.241928 sec): 3 clusters Score: Raw -13002.012403 + Penalty 355.208606 = -12646.803798 nChanged 24 SP:Iteration 6Q (618.286161 sec): 3 clusters Score: Raw -13016.282986 + Penalty 355.208606 = -12661.074381 nChanged 13 SP:Iteration 7Q (618.332060 sec): 3 clusters Score: Raw -13022.002807 + Penalty 355.208606 = -12666.794201 nChanged 11 SP:Iteration 8Q (618.367087 sec): 3 clusters Score: Raw -13025.932116 + Penalty 355.208606 = -12670.723511 nChanged 7 SP:Iteration 9Q (618.408256 sec): 3 clusters Score: Raw -13029.279473 + Penalty 355.208606 = -12674.070868 nChanged 11 SP:Iteration 10Q (618.458105 sec): 3 clusters Score: Raw -13035.142131 + Penalty 355.208606 = -12679.933525 nChanged 8 SP:Iteration 11Q (618.494492 sec): 3 clusters Score: Raw -13039.083717 + Penalty 355.208606 = -12683.875111 nChanged 5 SP:Iteration 12Q (618.545792 sec): 3 clusters Score: Raw -13040.876727 + Penalty 355.208606 = -12685.668122 nChanged 3 SP:Iteration 13Q (618.589408 sec): 3 clusters Score: Raw -13041.641928 + Penalty 355.208606 = -12686.433323 nChanged 1 SP:Iteration 14Q (618.645447 sec): 3 clusters Score: Raw -13041.704232 + Penalty 355.208606 = -12686.495626 nChanged 1 SP:Iteration 15Q (618.689343 sec): 3 clusters Score: Raw -13041.811843 + Penalty 355.208606 = -12686.603237 nChanged 0 SP:Iteration 16F (618.728677 sec): 3 clusters Score: Raw -13041.811843 + Penalty 355.208606 = -12686.603237 nChanged 0 Trying to split cluster 24 (78945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (618.817325 sec): 2 clusters Score: Raw -2261145.861779 + Penalty 310.103934 = -2260835.757845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (618.922650 sec): 3 clusters Score: Raw -2207702.620441 + Penalty 620.207868 = -2207082.412574 nChanged 38917 SP:Iteration 1F (619.027357 sec): 3 clusters Score: Raw -2232190.033267 + Penalty 620.207868 = -2231569.825399 nChanged 4204 SP:Iteration 2F (619.131989 sec): 3 clusters Score: Raw -2234056.068845 + Penalty 620.207868 = -2233435.860977 nChanged 4263 SP:Iteration 3F (619.234127 sec): 3 clusters Score: Raw -2236729.946875 + Penalty 620.207868 = -2236109.739007 nChanged 4551 SP:Iteration 4F (619.331264 sec): 3 clusters Score: Raw -2240884.699182 + Penalty 620.207868 = -2240264.491314 nChanged 4915 SP:Iteration 5F (619.444384 sec): 3 clusters Score: Raw -2245893.954632 + Penalty 620.207868 = -2245273.746764 nChanged 4478 SP:Iteration 6F (619.544949 sec): 3 clusters Score: Raw -2249061.291076 + Penalty 620.207868 = -2248441.083208 nChanged 3080 SP:Iteration 7Q (619.662298 sec): 3 clusters Score: Raw -2250290.204720 + Penalty 620.207868 = -2249669.996852 nChanged 1755 SP:Iteration 8Q (619.775046 sec): 3 clusters Score: Raw -2250835.590389 + Penalty 620.207868 = -2250215.382521 nChanged 1300 SP:Iteration 9Q (619.874360 sec): 3 clusters Score: Raw -2251275.711135 + Penalty 620.207868 = -2250655.503268 nChanged 1254 SP:Iteration 10Q (619.989278 sec): 3 clusters Score: Raw -2251697.692229 + Penalty 620.207868 = -2251077.484362 nChanged 1194 SP:Iteration 11Q (620.110737 sec): 3 clusters Score: Raw -2252132.086507 + Penalty 620.207868 = -2251511.878639 nChanged 1252 SP:Iteration 12Q (620.208277 sec): 3 clusters Score: Raw -2252608.284722 + Penalty 620.207868 = -2251988.076854 nChanged 1329 SP:Iteration 13Q (620.330763 sec): 3 clusters Score: Raw -2253142.082863 + Penalty 620.207868 = -2252521.874995 nChanged 1425 SP:Iteration 14Q (620.437722 sec): 3 clusters Score: Raw -2253788.478912 + Penalty 620.207868 = -2253168.271044 nChanged 1538 SP:Iteration 15Q (620.549053 sec): 3 clusters Score: Raw -2254582.131275 + Penalty 620.207868 = -2253961.923407 nChanged 1597 SP:Iteration 16Q (620.660376 sec): 3 clusters Score: Raw -2255554.288132 + Penalty 620.207868 = -2254934.080265 nChanged 1739 SP:Iteration 17Q (620.770563 sec): 3 clusters Score: Raw -2256731.443435 + Penalty 620.207868 = -2256111.235567 nChanged 1834 SP:Iteration 18Q (620.883625 sec): 3 clusters Score: Raw -2258133.347747 + Penalty 620.207868 = -2257513.139880 nChanged 1803 SP:Iteration 19Q (620.987543 sec): 3 clusters Score: Raw -2259647.208624 + Penalty 620.207868 = -2259027.000757 nChanged 1693 SP:Iteration 20F (621.091680 sec): 3 clusters Score: Raw -2261158.816872 + Penalty 620.207868 = -2260538.609004 nChanged 1587 SP:Iteration 21Q (621.200085 sec): 3 clusters Score: Raw -2262506.610843 + Penalty 620.207868 = -2261886.402975 nChanged 1312 SP:Iteration 22Q (621.304105 sec): 3 clusters Score: Raw -2263459.119473 + Penalty 620.207868 = -2262838.911605 nChanged 1070 SP:Iteration 23Q (621.406149 sec): 3 clusters Score: Raw -2264044.886096 + Penalty 620.207868 = -2263424.678229 nChanged 783 SP:Iteration 24Q (621.508656 sec): 3 clusters Score: Raw -2264342.532693 + Penalty 620.207868 = -2263722.324825 nChanged 555 SP:Iteration 25Q (621.615536 sec): 3 clusters Score: Raw -2264497.960099 + Penalty 620.207868 = -2263877.752231 nChanged 436 SP:Iteration 26Q (621.719540 sec): 3 clusters Score: Raw -2264601.848962 + Penalty 620.207868 = -2263981.641094 nChanged 347 SP:Iteration 27Q (621.827550 sec): 3 clusters Score: Raw -2264669.062220 + Penalty 620.207868 = -2264048.854353 nChanged 273 SP:Iteration 28Q (621.927322 sec): 3 clusters Score: Raw -2264712.589792 + Penalty 620.207868 = -2264092.381924 nChanged 238 SP:Iteration 29Q (622.032764 sec): 3 clusters Score: Raw -2264745.896485 + Penalty 620.207868 = -2264125.688617 nChanged 203 SP:Iteration 30Q (622.138788 sec): 3 clusters Score: Raw -2264771.706797 + Penalty 620.207868 = -2264151.498929 nChanged 181 SP:Iteration 31Q (622.251376 sec): 3 clusters Score: Raw -2264791.234021 + Penalty 620.207868 = -2264171.026154 nChanged 181 SP:Iteration 32Q (622.355680 sec): 3 clusters Score: Raw -2264808.604941 + Penalty 620.207868 = -2264188.397073 nChanged 165 SP:Iteration 33Q (622.470713 sec): 3 clusters Score: Raw -2264824.082628 + Penalty 620.207868 = -2264203.874761 nChanged 167 SP:Iteration 34Q (622.570436 sec): 3 clusters Score: Raw -2264840.333830 + Penalty 620.207868 = -2264220.125963 nChanged 146 SP:Iteration 35Q (622.675627 sec): 3 clusters Score: Raw -2264852.530493 + Penalty 620.207868 = -2264232.322626 nChanged 120 SP:Iteration 36Q (622.786508 sec): 3 clusters Score: Raw -2264860.182044 + Penalty 620.207868 = -2264239.974177 nChanged 107 SP:Iteration 37Q (622.893788 sec): 3 clusters Score: Raw -2264867.077859 + Penalty 620.207868 = -2264246.869991 nChanged 103 SP:Iteration 38Q (622.993992 sec): 3 clusters Score: Raw -2264872.886838 + Penalty 620.207868 = -2264252.678970 nChanged 102 SP:Iteration 39Q (623.101273 sec): 3 clusters Score: Raw -2264878.107736 + Penalty 620.207868 = -2264257.899868 nChanged 79 SP:Iteration 40F (623.209036 sec): 3 clusters Score: Raw -2264881.904236 + Penalty 620.207868 = -2264261.696369 nChanged 71 SP:Iteration 41Q (623.309912 sec): 3 clusters Score: Raw -2264885.166276 + Penalty 620.207868 = -2264264.958408 nChanged 74 SP:Iteration 42Q (623.405508 sec): 3 clusters Score: Raw -2264888.595956 + Penalty 620.207868 = -2264268.388088 nChanged 66 SP:Iteration 43Q (623.518342 sec): 3 clusters Score: Raw -2264891.491152 + Penalty 620.207868 = -2264271.283285 nChanged 66 SP:Iteration 44Q (623.613659 sec): 3 clusters Score: Raw -2264894.086711 + Penalty 620.207868 = -2264273.878843 nChanged 69 SP:Iteration 45Q (623.712266 sec): 3 clusters Score: Raw -2264896.525204 + Penalty 620.207868 = -2264276.317336 nChanged 57 SP:Iteration 46Q (623.811408 sec): 3 clusters Score: Raw -2264898.643101 + Penalty 620.207868 = -2264278.435233 nChanged 55 SP:Iteration 47Q (623.921557 sec): 3 clusters Score: Raw -2264900.488722 + Penalty 620.207868 = -2264280.280855 nChanged 47 SP:Iteration 48Q (624.034441 sec): 3 clusters Score: Raw -2264902.118543 + Penalty 620.207868 = -2264281.910675 nChanged 55 SP:Iteration 49Q (624.141699 sec): 3 clusters Score: Raw -2264904.074903 + Penalty 620.207868 = -2264283.867035 nChanged 49 SP:Iteration 50Q (624.243153 sec): 3 clusters Score: Raw -2264905.717512 + Penalty 620.207868 = -2264285.509644 nChanged 47 SP:Iteration 51Q (624.348900 sec): 3 clusters Score: Raw -2264907.267647 + Penalty 620.207868 = -2264287.059779 nChanged 56 SP:Iteration 52Q (624.450501 sec): 3 clusters Score: Raw -2264909.243419 + Penalty 620.207868 = -2264289.035551 nChanged 53 SP:Iteration 53Q (624.549047 sec): 3 clusters Score: Raw -2264911.322783 + Penalty 620.207868 = -2264291.114915 nChanged 48 SP:Iteration 54Q (624.660066 sec): 3 clusters Score: Raw -2264913.042908 + Penalty 620.207868 = -2264292.835041 nChanged 49 SP:Iteration 55Q (624.754707 sec): 3 clusters Score: Raw -2264914.732404 + Penalty 620.207868 = -2264294.524536 nChanged 45 SP:Iteration 56Q (624.853267 sec): 3 clusters Score: Raw -2264916.275154 + Penalty 620.207868 = -2264296.067286 nChanged 39 SP:Iteration 57Q (624.958281 sec): 3 clusters Score: Raw -2264917.622267 + Penalty 620.207868 = -2264297.414399 nChanged 45 SP:Iteration 58Q (625.059142 sec): 3 clusters Score: Raw -2264919.546108 + Penalty 620.207868 = -2264299.338240 nChanged 45 SP:Iteration 59Q (625.172088 sec): 3 clusters Score: Raw -2264921.349195 + Penalty 620.207868 = -2264301.141327 nChanged 37 SP:Iteration 60F (625.274091 sec): 3 clusters Score: Raw -2264922.425127 + Penalty 620.207868 = -2264302.217259 nChanged 25 SP:Iteration 61Q (625.368001 sec): 3 clusters Score: Raw -2264923.028669 + Penalty 620.207868 = -2264302.820801 nChanged 21 SP:Iteration 62Q (625.471671 sec): 3 clusters Score: Raw -2264923.522073 + Penalty 620.207868 = -2264303.314205 nChanged 15 SP:Iteration 63Q (625.584480 sec): 3 clusters Score: Raw -2264923.788692 + Penalty 620.207868 = -2264303.580824 nChanged 13 SP:Iteration 64Q (625.686865 sec): 3 clusters Score: Raw -2264924.050604 + Penalty 620.207868 = -2264303.842737 nChanged 19 SP:Iteration 65Q (625.795466 sec): 3 clusters Score: Raw -2264924.312333 + Penalty 620.207868 = -2264304.104466 nChanged 17 SP:Iteration 66Q (625.911883 sec): 3 clusters Score: Raw -2264924.548955 + Penalty 620.207868 = -2264304.341087 nChanged 16 SP:Iteration 67Q (626.014800 sec): 3 clusters Score: Raw -2264924.761594 + Penalty 620.207868 = -2264304.553726 nChanged 16 SP:Iteration 68Q (626.116819 sec): 3 clusters Score: Raw -2264925.076466 + Penalty 620.207868 = -2264304.868598 nChanged 10 SP:Iteration 69Q (626.222150 sec): 3 clusters Score: Raw -2264925.263890 + Penalty 620.207868 = -2264305.056022 nChanged 11 SP:Iteration 70Q (626.321834 sec): 3 clusters Score: Raw -2264925.400966 + Penalty 620.207868 = -2264305.193098 nChanged 13 SP:Iteration 71Q (626.424861 sec): 3 clusters Score: Raw -2264925.540308 + Penalty 620.207868 = -2264305.332440 nChanged 10 SP:Iteration 72Q (626.543006 sec): 3 clusters Score: Raw -2264925.656497 + Penalty 620.207868 = -2264305.448629 nChanged 11 SP:Iteration 73Q (626.645424 sec): 3 clusters Score: Raw -2264925.763983 + Penalty 620.207868 = -2264305.556115 nChanged 5 SP:Iteration 74Q (626.746215 sec): 3 clusters Score: Raw -2264925.799229 + Penalty 620.207868 = -2264305.591362 nChanged 3 SP:Iteration 75Q (626.857969 sec): 3 clusters Score: Raw -2264925.817240 + Penalty 620.207868 = -2264305.609372 nChanged 5 SP:Iteration 76Q (626.973872 sec): 3 clusters Score: Raw -2264925.862248 + Penalty 620.207868 = -2264305.654380 nChanged 5 SP:Iteration 77Q (627.087695 sec): 3 clusters Score: Raw -2264925.901770 + Penalty 620.207868 = -2264305.693902 nChanged 2 SP:Iteration 78Q (627.188432 sec): 3 clusters Score: Raw -2264925.912870 + Penalty 620.207868 = -2264305.705002 nChanged 1 SP:Iteration 79Q (627.304156 sec): 3 clusters Score: Raw -2264925.923880 + Penalty 620.207868 = -2264305.716012 nChanged 4 SP:Iteration 80F (627.407199 sec): 3 clusters Score: Raw -2264925.969319 + Penalty 620.207868 = -2264305.761451 nChanged 6 SP:Iteration 81Q (627.506879 sec): 3 clusters Score: Raw -2264926.053994 + Penalty 620.207868 = -2264305.846127 nChanged 5 SP:Iteration 82Q (627.625968 sec): 3 clusters Score: Raw -2264926.097230 + Penalty 620.207868 = -2264305.889362 nChanged 5 SP:Iteration 83Q (627.730329 sec): 3 clusters Score: Raw -2264926.131294 + Penalty 620.207868 = -2264305.923426 nChanged 1 SP:Iteration 84Q (627.837825 sec): 3 clusters Score: Raw -2264926.136355 + Penalty 620.207868 = -2264305.928487 nChanged 0 SP:Iteration 85F (627.935923 sec): 3 clusters Score: Raw -2264926.136355 + Penalty 620.207868 = -2264305.928487 nChanged 0 Score: Raw -7170259.575445 + Penalty 9638.789284 = -7160620.786161 Splitting cluster 24 changes total score from -7157174.092689 to -7160620.786161 So it's getting split into cluster 28. Trying to split cluster 25 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (630.536224 sec): 2 clusters Score: Raw -11312.450374 + Penalty 171.661140 = -11140.789234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (630.581618 sec): 3 clusters Score: Raw -11077.625382 + Penalty 343.322280 = -10734.303102 nChanged 198 SP:Iteration 1F (630.630525 sec): 3 clusters Score: Raw -11199.810256 + Penalty 343.322280 = -10856.487976 nChanged 40 SP:Iteration 2F (630.674563 sec): 3 clusters Score: Raw -11229.293936 + Penalty 343.322280 = -10885.971657 nChanged 26 SP:Iteration 3F (630.718346 sec): 3 clusters Score: Raw -11266.126731 + Penalty 343.322280 = -10922.804451 nChanged 34 SP:Iteration 4F (630.770844 sec): 3 clusters Score: Raw -11305.888619 + Penalty 343.322280 = -10962.566340 nChanged 24 SP:Iteration 5Q (630.818945 sec): 3 clusters Score: Raw -11325.987253 + Penalty 343.322280 = -10982.664974 nChanged 15 SP:Iteration 6Q (630.866051 sec): 3 clusters Score: Raw -11340.415662 + Penalty 343.322280 = -10997.093382 nChanged 11 SP:Iteration 7Q (630.910836 sec): 3 clusters Score: Raw -11352.622886 + Penalty 343.322280 = -11009.300606 nChanged 12 SP:Iteration 8Q (630.957414 sec): 3 clusters Score: Raw -11363.877924 + Penalty 343.322280 = -11020.555644 nChanged 7 SP:Iteration 9Q (631.017089 sec): 3 clusters Score: Raw -11367.271660 + Penalty 343.322280 = -11023.949381 nChanged 5 SP:Iteration 10Q (631.062338 sec): 3 clusters Score: Raw -11369.109895 + Penalty 343.322280 = -11025.787615 nChanged 1 SP:Iteration 11Q (631.105577 sec): 3 clusters Score: Raw -11369.305135 + Penalty 343.322280 = -11025.982855 nChanged 1 SP:Iteration 12Q (631.149951 sec): 3 clusters Score: Raw -11369.636977 + Penalty 343.322280 = -11026.314697 nChanged 1 SP:Iteration 13Q (631.187363 sec): 3 clusters Score: Raw -11370.149956 + Penalty 343.322280 = -11026.827676 nChanged 1 SP:Iteration 14Q (631.233695 sec): 3 clusters Score: Raw -11371.621175 + Penalty 343.322280 = -11028.298896 nChanged 3 SP:Iteration 15Q (631.277766 sec): 3 clusters Score: Raw -11373.853359 + Penalty 343.322280 = -11030.531079 nChanged 2 SP:Iteration 16Q (631.321110 sec): 3 clusters Score: Raw -11374.525286 + Penalty 343.322280 = -11031.203007 nChanged 2 SP:Iteration 17Q (631.364534 sec): 3 clusters Score: Raw -11378.363297 + Penalty 343.322280 = -11035.041017 nChanged 5 SP:Iteration 18Q (631.405573 sec): 3 clusters Score: Raw -11382.427411 + Penalty 343.322280 = -11039.105131 nChanged 4 SP:Iteration 19Q (631.446064 sec): 3 clusters Score: Raw -11388.666374 + Penalty 343.322280 = -11045.344095 nChanged 7 SP:Iteration 20F (631.489502 sec): 3 clusters Score: Raw -11399.479761 + Penalty 343.322280 = -11056.157482 nChanged 8 SP:Iteration 21Q (631.533990 sec): 3 clusters Score: Raw -11409.572545 + Penalty 343.322280 = -11066.250265 nChanged 8 SP:Iteration 22Q (631.579215 sec): 3 clusters Score: Raw -11414.822481 + Penalty 343.322280 = -11071.500201 nChanged 6 SP:Iteration 23Q (631.626842 sec): 3 clusters Score: Raw -11429.878324 + Penalty 343.322280 = -11086.556044 nChanged 12 SP:Iteration 24Q (631.667776 sec): 3 clusters Score: Raw -11454.379821 + Penalty 343.322280 = -11111.057541 nChanged 14 SP:Iteration 25Q (631.710503 sec): 3 clusters Score: Raw -11467.136250 + Penalty 343.322280 = -11123.813971 nChanged 6 SP:Iteration 26Q (631.753680 sec): 3 clusters Score: Raw -11469.494108 + Penalty 343.322280 = -11126.171829 nChanged 1 SP:Iteration 27Q (631.801219 sec): 3 clusters Score: Raw -11469.934991 + Penalty 343.322280 = -11126.612712 nChanged 0 SP:Iteration 28F (631.837564 sec): 3 clusters Score: Raw -11469.934991 + Penalty 343.322280 = -11126.612712 nChanged 0 Trying to split cluster 26 (1396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (631.868398 sec): 2 clusters Score: Raw -27025.561597 + Penalty 199.137573 = -26826.424025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (631.910582 sec): 3 clusters Score: Raw -26268.941806 + Penalty 398.275146 = -25870.666660 nChanged 619 SP:Iteration 1F (631.950702 sec): 3 clusters Score: Raw -26684.572350 + Penalty 398.275146 = -26286.297204 nChanged 137 SP:Iteration 2F (632.007151 sec): 3 clusters Score: Raw -26803.899448 + Penalty 398.275146 = -26405.624302 nChanged 110 SP:Iteration 3F (632.046379 sec): 3 clusters Score: Raw -26889.207469 + Penalty 398.275146 = -26490.932323 nChanged 77 SP:Iteration 4F (632.091930 sec): 3 clusters Score: Raw -26933.390298 + Penalty 398.275146 = -26535.115152 nChanged 54 SP:Iteration 5Q (632.140163 sec): 3 clusters Score: Raw -26959.669406 + Penalty 398.275146 = -26561.394261 nChanged 43 SP:Iteration 6Q (632.186567 sec): 3 clusters Score: Raw -26982.295686 + Penalty 398.275146 = -26584.020541 nChanged 38 SP:Iteration 7Q (632.236176 sec): 3 clusters Score: Raw -27002.936245 + Penalty 398.275146 = -26604.661100 nChanged 25 SP:Iteration 8Q (632.285227 sec): 3 clusters Score: Raw -27018.860342 + Penalty 398.275146 = -26620.585197 nChanged 18 SP:Iteration 9Q (632.330412 sec): 3 clusters Score: Raw -27033.459351 + Penalty 398.275146 = -26635.184206 nChanged 21 SP:Iteration 10Q (632.376388 sec): 3 clusters Score: Raw -27045.196549 + Penalty 398.275146 = -26646.921403 nChanged 10 SP:Iteration 11Q (632.416093 sec): 3 clusters Score: Raw -27052.831816 + Penalty 398.275146 = -26654.556671 nChanged 12 SP:Iteration 12Q (632.459427 sec): 3 clusters Score: Raw -27066.677340 + Penalty 398.275146 = -26668.402194 nChanged 16 SP:Iteration 13Q (632.511540 sec): 3 clusters Score: Raw -27081.706249 + Penalty 398.275146 = -26683.431104 nChanged 12 SP:Iteration 14Q (632.550110 sec): 3 clusters Score: Raw -27093.829413 + Penalty 398.275146 = -26695.554268 nChanged 6 SP:Iteration 15Q (632.601669 sec): 3 clusters Score: Raw -27096.776533 + Penalty 398.275146 = -26698.501388 nChanged 2 SP:Iteration 16Q (632.653664 sec): 3 clusters Score: Raw -27097.206316 + Penalty 398.275146 = -26698.931170 nChanged 6 SP:Iteration 17Q (632.694834 sec): 3 clusters Score: Raw -27098.983839 + Penalty 398.275146 = -26700.708693 nChanged 5 SP:Iteration 18Q (632.748312 sec): 3 clusters Score: Raw -27102.901829 + Penalty 398.275146 = -26704.626683 nChanged 4 SP:Iteration 19Q (632.801761 sec): 3 clusters Score: Raw -27105.830884 + Penalty 398.275146 = -26707.555738 nChanged 3 SP:Iteration 20F (632.847573 sec): 3 clusters Score: Raw -27106.822775 + Penalty 398.275146 = -26708.547629 nChanged 1 SP:Iteration 21Q (632.900226 sec): 3 clusters Score: Raw -27106.892968 + Penalty 398.275146 = -26708.617823 nChanged 0 SP:Iteration 22F (632.945536 sec): 3 clusters Score: Raw -27106.892968 + Penalty 398.275146 = -26708.617823 nChanged 0 Trying to split cluster 27 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (632.961974 sec): 2 clusters Score: Raw -3171.512844 + Penalty 133.430832 = -3038.082012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (633.012328 sec): 3 clusters Score: Raw -3160.269521 + Penalty 266.861665 = -2893.407857 nChanged 33 SP:Iteration 1F (633.059909 sec): 3 clusters Score: Raw -3212.086450 + Penalty 266.861665 = -2945.224786 nChanged 11 SP:Iteration 2F (633.109287 sec): 3 clusters Score: Raw -3238.317527 + Penalty 266.861665 = -2971.455862 nChanged 3 SP:Iteration 3Q (633.158509 sec): 3 clusters Score: Raw -3244.954409 + Penalty 266.861665 = -2978.092745 nChanged 1 SP:Iteration 4Q (633.206183 sec): 3 clusters Score: Raw -3248.972456 + Penalty 266.861665 = -2982.110792 nChanged 0 SP:Iteration 5F (633.257710 sec): 3 clusters Score: Raw -3248.972456 + Penalty 266.861665 = -2982.110792 nChanged 0 Iteration 179Q (635.230055 sec): 29 clusters Score: Raw -7170574.545358 + Penalty 9638.789284 = -7160935.756074 nChanged 1861 Iteration 180F (637.847692 sec): 29 clusters Score: Raw -7170825.804140 + Penalty 9638.789284 = -7161187.014856 nChanged 1228 Iteration 181Q (639.847308 sec): 29 clusters Score: Raw -7170952.229303 + Penalty 9638.789284 = -7161313.440019 nChanged 1035 Iteration 182Q (641.715442 sec): 29 clusters Score: Raw -7171048.124551 + Penalty 9638.789284 = -7161409.335267 nChanged 938 Iteration 183Q (643.773515 sec): 29 clusters Score: Raw -7171128.723705 + Penalty 9638.789284 = -7161489.934422 nChanged 834 Iteration 184Q (645.743993 sec): 29 clusters Score: Raw -7171201.417173 + Penalty 9638.789284 = -7161562.627889 nChanged 787 Iteration 185Q (647.766834 sec): 29 clusters Score: Raw -7171277.005765 + Penalty 9638.789284 = -7161638.216482 nChanged 768 Iteration 186Q (649.714488 sec): 29 clusters Score: Raw -7171356.364561 + Penalty 9638.789284 = -7161717.575277 nChanged 773 Iteration 187Q (651.637500 sec): 29 clusters Score: Raw -7171438.680853 + Penalty 9638.789284 = -7161799.891569 nChanged 794 Iteration 188Q (653.648033 sec): 29 clusters Score: Raw -7171517.895900 + Penalty 9638.789284 = -7161879.106616 nChanged 796 Iteration 189Q (655.378306 sec): 29 clusters Score: Raw -7171593.104920 + Penalty 9638.789284 = -7161954.315637 nChanged 769 Iteration 190Q (657.254019 sec): 29 clusters Score: Raw -7171665.434586 + Penalty 9638.789284 = -7162026.645302 nChanged 772 Iteration 191Q (659.146124 sec): 29 clusters Score: Raw -7171735.654660 + Penalty 9638.789284 = -7162096.865376 nChanged 742 Iteration 192Q (660.983482 sec): 29 clusters Score: Raw -7171800.075243 + Penalty 9638.789284 = -7162161.285959 nChanged 714 Iteration 193Q (662.891782 sec): 29 clusters Score: Raw -7171859.531966 + Penalty 9638.789284 = -7162220.742682 nChanged 692 Iteration 194Q (664.703296 sec): 29 clusters Score: Raw -7171919.928468 + Penalty 9638.789284 = -7162281.139185 nChanged 701 Iteration 195Q (666.448778 sec): 29 clusters Score: Raw -7171974.879941 + Penalty 9638.789284 = -7162336.090657 nChanged 664 Iteration 196Q (668.245171 sec): 29 clusters Score: Raw -7172030.147996 + Penalty 9638.789284 = -7162391.358712 nChanged 716 Iteration 197Q (669.937103 sec): 29 clusters Score: Raw -7172090.464385 + Penalty 9638.789284 = -7162451.675101 nChanged 710 Iteration 198Q (671.651578 sec): 29 clusters Score: Raw -7172151.339897 + Penalty 9638.789284 = -7162512.550613 nChanged 690 Iteration 199Q (673.432206 sec): 29 clusters Score: Raw -7172208.441092 + Penalty 9638.789284 = -7162569.651808 nChanged 664 Iteration 200F (675.934601 sec): 29 clusters Score: Raw -7172260.836428 + Penalty 9638.789284 = -7162622.047144 nChanged 631 Iteration 201Q (677.735499 sec): 29 clusters Score: Raw -7172311.545301 + Penalty 9638.789284 = -7162672.756017 nChanged 642 Iteration 202Q (679.604740 sec): 29 clusters Score: Raw -7172366.530504 + Penalty 9638.789284 = -7162727.741220 nChanged 665 Iteration 203Q (681.382928 sec): 29 clusters Score: Raw -7172425.841378 + Penalty 9638.789284 = -7162787.052095 nChanged 690 Iteration 204Q (683.159815 sec): 29 clusters Score: Raw -7172488.788168 + Penalty 9638.789284 = -7162849.998885 nChanged 678 Iteration 205Q (684.866865 sec): 29 clusters Score: Raw -7172555.820437 + Penalty 9638.789284 = -7162917.031153 nChanged 695 Iteration 206Q (686.617341 sec): 29 clusters Score: Raw -7172621.163947 + Penalty 9638.789284 = -7162982.374664 nChanged 657 Iteration 207Q (688.357005 sec): 29 clusters Score: Raw -7172681.990537 + Penalty 9638.789284 = -7163043.201253 nChanged 690 Iteration 208Q (690.083813 sec): 29 clusters Score: Raw -7172746.685894 + Penalty 9638.789284 = -7163107.896611 nChanged 687 Iteration 209Q (691.949890 sec): 29 clusters Score: Raw -7172807.197426 + Penalty 9638.789284 = -7163168.408142 nChanged 657 Iteration 210Q (693.765275 sec): 29 clusters Score: Raw -7172863.776822 + Penalty 9638.789284 = -7163224.987538 nChanged 629 Iteration 211Q (695.509443 sec): 29 clusters Score: Raw -7172921.955694 + Penalty 9638.789284 = -7163283.166410 nChanged 646 Iteration 212Q (697.252319 sec): 29 clusters Score: Raw -7172981.685236 + Penalty 9638.789284 = -7163342.895952 nChanged 614 Iteration 213Q (699.057878 sec): 29 clusters Score: Raw -7173040.981253 + Penalty 9638.789284 = -7163402.191969 nChanged 632 Iteration 214Q (700.957741 sec): 29 clusters Score: Raw -7173097.182559 + Penalty 9638.789284 = -7163458.393275 nChanged 604 Iteration 215Q (702.777595 sec): 29 clusters Score: Raw -7173148.884125 + Penalty 9638.789284 = -7163510.094841 nChanged 587 Iteration 216Q (704.562680 sec): 29 clusters Score: Raw -7173204.365812 + Penalty 9638.789284 = -7163565.576528 nChanged 548 Iteration 217Q (706.246633 sec): 29 clusters Score: Raw -7173257.980939 + Penalty 9638.789284 = -7163619.191655 nChanged 523 Iteration 218Q (708.021028 sec): 29 clusters Score: Raw -7173308.040523 + Penalty 9638.789284 = -7163669.251239 nChanged 510 Writing temp clu file Because OldScore, -7163619.191655, is greater than current (better) Score,-7163669.251239 Compute initial score before splitting: Score: Raw -7173308.040523 + Penalty 9638.789284 = -7163669.251239 Trying to split cluster 1 (5765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (708.137431 sec): 2 clusters Score: Raw -134670.718251 + Penalty 238.137912 = -134432.580339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (708.177775 sec): 3 clusters Score: Raw -131027.161218 + Penalty 476.275824 = -130550.885394 nChanged 2749 SP:Iteration 1F (708.241565 sec): 3 clusters Score: Raw -132666.878381 + Penalty 476.275824 = -132190.602557 nChanged 356 SP:Iteration 2F (708.280085 sec): 3 clusters Score: Raw -132845.636333 + Penalty 476.275824 = -132369.360509 nChanged 361 SP:Iteration 3F (708.333697 sec): 3 clusters Score: Raw -133038.623890 + Penalty 476.275824 = -132562.348066 nChanged 377 SP:Iteration 4F (708.381477 sec): 3 clusters Score: Raw -133213.327200 + Penalty 476.275824 = -132737.051376 nChanged 301 SP:Iteration 5F (708.433556 sec): 3 clusters Score: Raw -133334.673684 + Penalty 476.275824 = -132858.397860 nChanged 253 SP:Iteration 6Q (708.492853 sec): 3 clusters Score: Raw -133441.641903 + Penalty 476.275824 = -132965.366079 nChanged 230 SP:Iteration 7Q (708.551578 sec): 3 clusters Score: Raw -133540.441312 + Penalty 476.275824 = -133064.165488 nChanged 203 SP:Iteration 8Q (708.597977 sec): 3 clusters Score: Raw -133640.758429 + Penalty 476.275824 = -133164.482605 nChanged 185 SP:Iteration 9Q (708.639914 sec): 3 clusters Score: Raw -133759.563489 + Penalty 476.275824 = -133283.287665 nChanged 191 SP:Iteration 10Q (708.699618 sec): 3 clusters Score: Raw -133896.446631 + Penalty 476.275824 = -133420.170807 nChanged 161 SP:Iteration 11Q (708.741586 sec): 3 clusters Score: Raw -134029.918412 + Penalty 476.275824 = -133553.642588 nChanged 147 SP:Iteration 12Q (708.789638 sec): 3 clusters Score: Raw -134125.023109 + Penalty 476.275824 = -133648.747285 nChanged 116 SP:Iteration 13Q (708.839113 sec): 3 clusters Score: Raw -134184.178893 + Penalty 476.275824 = -133707.903069 nChanged 102 SP:Iteration 14Q (708.896924 sec): 3 clusters Score: Raw -134228.771589 + Penalty 476.275824 = -133752.495765 nChanged 109 SP:Iteration 15Q (708.948505 sec): 3 clusters Score: Raw -134280.759660 + Penalty 476.275824 = -133804.483837 nChanged 91 SP:Iteration 16Q (708.994006 sec): 3 clusters Score: Raw -134323.149606 + Penalty 476.275824 = -133846.873783 nChanged 83 SP:Iteration 17Q (709.041557 sec): 3 clusters Score: Raw -134356.773959 + Penalty 476.275824 = -133880.498135 nChanged 82 SP:Iteration 18Q (709.089243 sec): 3 clusters Score: Raw -134394.089469 + Penalty 476.275824 = -133917.813645 nChanged 76 SP:Iteration 19Q (709.137462 sec): 3 clusters Score: Raw -134431.105302 + Penalty 476.275824 = -133954.829479 nChanged 70 SP:Iteration 20F (709.182733 sec): 3 clusters Score: Raw -134471.713856 + Penalty 476.275824 = -133995.438032 nChanged 71 SP:Iteration 21Q (709.235847 sec): 3 clusters Score: Raw -134505.289832 + Penalty 476.275824 = -134029.014008 nChanged 61 SP:Iteration 22Q (709.273996 sec): 3 clusters Score: Raw -134531.015152 + Penalty 476.275824 = -134054.739328 nChanged 50 SP:Iteration 23Q (709.331257 sec): 3 clusters Score: Raw -134555.110195 + Penalty 476.275824 = -134078.834371 nChanged 51 SP:Iteration 24Q (709.377591 sec): 3 clusters Score: Raw -134580.380718 + Penalty 476.275824 = -134104.104894 nChanged 38 SP:Iteration 25Q (709.427164 sec): 3 clusters Score: Raw -134599.088634 + Penalty 476.275824 = -134122.812811 nChanged 40 SP:Iteration 26Q (709.465670 sec): 3 clusters Score: Raw -134618.641636 + Penalty 476.275824 = -134142.365812 nChanged 30 SP:Iteration 27Q (709.525358 sec): 3 clusters Score: Raw -134627.836954 + Penalty 476.275824 = -134151.561130 nChanged 27 SP:Iteration 28Q (709.573570 sec): 3 clusters Score: Raw -134634.232403 + Penalty 476.275824 = -134157.956579 nChanged 21 SP:Iteration 29Q (709.621003 sec): 3 clusters Score: Raw -134640.862971 + Penalty 476.275824 = -134164.587147 nChanged 21 SP:Iteration 30Q (709.667385 sec): 3 clusters Score: Raw -134647.974304 + Penalty 476.275824 = -134171.698481 nChanged 16 SP:Iteration 31Q (709.706450 sec): 3 clusters Score: Raw -134654.422170 + Penalty 476.275824 = -134178.146347 nChanged 15 SP:Iteration 32Q (709.765010 sec): 3 clusters Score: Raw -134657.046746 + Penalty 476.275824 = -134180.770923 nChanged 10 SP:Iteration 33Q (709.806028 sec): 3 clusters Score: Raw -134660.289152 + Penalty 476.275824 = -134184.013329 nChanged 12 SP:Iteration 34Q (709.855263 sec): 3 clusters Score: Raw -134663.124849 + Penalty 476.275824 = -134186.849025 nChanged 10 SP:Iteration 35Q (709.906914 sec): 3 clusters Score: Raw -134665.407895 + Penalty 476.275824 = -134189.132071 nChanged 10 SP:Iteration 36Q (709.953902 sec): 3 clusters Score: Raw -134667.069017 + Penalty 476.275824 = -134190.793193 nChanged 8 SP:Iteration 37Q (710.010393 sec): 3 clusters Score: Raw -134668.294674 + Penalty 476.275824 = -134192.018850 nChanged 7 SP:Iteration 38Q (710.053199 sec): 3 clusters Score: Raw -134670.201225 + Penalty 476.275824 = -134193.925401 nChanged 7 SP:Iteration 39Q (710.103746 sec): 3 clusters Score: Raw -134672.384449 + Penalty 476.275824 = -134196.108625 nChanged 5 SP:Iteration 40F (710.155035 sec): 3 clusters Score: Raw -134674.092106 + Penalty 476.275824 = -134197.816282 nChanged 6 SP:Iteration 41Q (710.203441 sec): 3 clusters Score: Raw -134675.622252 + Penalty 476.275824 = -134199.346428 nChanged 6 SP:Iteration 42Q (710.245782 sec): 3 clusters Score: Raw -134677.483398 + Penalty 476.275824 = -134201.207574 nChanged 4 SP:Iteration 43Q (710.300377 sec): 3 clusters Score: Raw -134678.365782 + Penalty 476.275824 = -134202.089958 nChanged 8 SP:Iteration 44Q (710.352316 sec): 3 clusters Score: Raw -134680.986650 + Penalty 476.275824 = -134204.710827 nChanged 5 SP:Iteration 45Q (710.399378 sec): 3 clusters Score: Raw -134682.935156 + Penalty 476.275824 = -134206.659332 nChanged 3 SP:Iteration 46Q (710.448109 sec): 3 clusters Score: Raw -134683.505937 + Penalty 476.275824 = -134207.230114 nChanged 2 SP:Iteration 47Q (710.499188 sec): 3 clusters Score: Raw -134683.920919 + Penalty 476.275824 = -134207.645095 nChanged 1 SP:Iteration 48Q (710.548710 sec): 3 clusters Score: Raw -134684.078448 + Penalty 476.275824 = -134207.802624 nChanged 0 SP:Iteration 49F (710.586214 sec): 3 clusters Score: Raw -134684.078448 + Penalty 476.275824 = -134207.802624 nChanged 0 Trying to split cluster 2 (4913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (710.613623 sec): 2 clusters Score: Raw -139842.675718 + Penalty 233.740101 = -139608.935617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (710.676449 sec): 3 clusters Score: Raw -136721.964417 + Penalty 467.480202 = -136254.484215 nChanged 2356 SP:Iteration 1F (710.733361 sec): 3 clusters Score: Raw -138151.223048 + Penalty 467.480202 = -137683.742846 nChanged 277 SP:Iteration 2F (710.783053 sec): 3 clusters Score: Raw -138334.821353 + Penalty 467.480202 = -137867.341151 nChanged 300 SP:Iteration 3F (710.835462 sec): 3 clusters Score: Raw -138563.731187 + Penalty 467.480202 = -138096.250985 nChanged 305 SP:Iteration 4F (710.886946 sec): 3 clusters Score: Raw -138806.277254 + Penalty 467.480202 = -138338.797052 nChanged 268 SP:Iteration 5F (710.929243 sec): 3 clusters Score: Raw -138986.165255 + Penalty 467.480202 = -138518.685054 nChanged 218 SP:Iteration 6Q (710.981395 sec): 3 clusters Score: Raw -139113.011520 + Penalty 467.480202 = -138645.531318 nChanged 154 SP:Iteration 7Q (711.033140 sec): 3 clusters Score: Raw -139169.317261 + Penalty 467.480202 = -138701.837060 nChanged 89 SP:Iteration 8Q (711.083688 sec): 3 clusters Score: Raw -139189.752260 + Penalty 467.480202 = -138722.272058 nChanged 61 SP:Iteration 9Q (711.132341 sec): 3 clusters Score: Raw -139205.366540 + Penalty 467.480202 = -138737.886338 nChanged 69 SP:Iteration 10Q (711.180987 sec): 3 clusters Score: Raw -139224.382541 + Penalty 467.480202 = -138756.902339 nChanged 71 SP:Iteration 11Q (711.227604 sec): 3 clusters Score: Raw -139242.709781 + Penalty 467.480202 = -138775.229579 nChanged 62 SP:Iteration 12Q (711.274989 sec): 3 clusters Score: Raw -139258.186260 + Penalty 467.480202 = -138790.706059 nChanged 61 SP:Iteration 13Q (711.324389 sec): 3 clusters Score: Raw -139274.219250 + Penalty 467.480202 = -138806.739048 nChanged 60 SP:Iteration 14Q (711.374883 sec): 3 clusters Score: Raw -139293.390774 + Penalty 467.480202 = -138825.910573 nChanged 66 SP:Iteration 15Q (711.427738 sec): 3 clusters Score: Raw -139319.253777 + Penalty 467.480202 = -138851.773576 nChanged 65 SP:Iteration 16Q (711.466138 sec): 3 clusters Score: Raw -139342.245537 + Penalty 467.480202 = -138874.765335 nChanged 72 SP:Iteration 17Q (711.522757 sec): 3 clusters Score: Raw -139381.549435 + Penalty 467.480202 = -138914.069233 nChanged 84 SP:Iteration 18Q (711.563340 sec): 3 clusters Score: Raw -139427.491212 + Penalty 467.480202 = -138960.011010 nChanged 70 SP:Iteration 19Q (711.618370 sec): 3 clusters Score: Raw -139465.260576 + Penalty 467.480202 = -138997.780374 nChanged 69 SP:Iteration 20F (711.658690 sec): 3 clusters Score: Raw -139500.297615 + Penalty 467.480202 = -139032.817413 nChanged 77 SP:Iteration 21Q (711.712509 sec): 3 clusters Score: Raw -139547.854036 + Penalty 467.480202 = -139080.373834 nChanged 78 SP:Iteration 22Q (711.755841 sec): 3 clusters Score: Raw -139588.308396 + Penalty 467.480202 = -139120.828194 nChanged 69 SP:Iteration 23Q (711.801671 sec): 3 clusters Score: Raw -139622.336250 + Penalty 467.480202 = -139154.856049 nChanged 63 SP:Iteration 24Q (711.849087 sec): 3 clusters Score: Raw -139658.144512 + Penalty 467.480202 = -139190.664310 nChanged 48 SP:Iteration 25Q (711.895436 sec): 3 clusters Score: Raw -139679.492539 + Penalty 467.480202 = -139212.012337 nChanged 49 SP:Iteration 26Q (711.948509 sec): 3 clusters Score: Raw -139704.478818 + Penalty 467.480202 = -139236.998616 nChanged 48 SP:Iteration 27Q (712.004382 sec): 3 clusters Score: Raw -139724.593961 + Penalty 467.480202 = -139257.113759 nChanged 39 SP:Iteration 28Q (712.055310 sec): 3 clusters Score: Raw -139740.504475 + Penalty 467.480202 = -139273.024273 nChanged 32 SP:Iteration 29Q (712.093233 sec): 3 clusters Score: Raw -139752.829400 + Penalty 467.480202 = -139285.349198 nChanged 27 SP:Iteration 30Q (712.140655 sec): 3 clusters Score: Raw -139763.155806 + Penalty 467.480202 = -139295.675604 nChanged 25 SP:Iteration 31Q (712.201188 sec): 3 clusters Score: Raw -139772.565057 + Penalty 467.480202 = -139305.084855 nChanged 31 SP:Iteration 32Q (712.247010 sec): 3 clusters Score: Raw -139786.228332 + Penalty 467.480202 = -139318.748130 nChanged 27 SP:Iteration 33Q (712.294881 sec): 3 clusters Score: Raw -139797.064052 + Penalty 467.480202 = -139329.583851 nChanged 21 SP:Iteration 34Q (712.348366 sec): 3 clusters Score: Raw -139802.915835 + Penalty 467.480202 = -139335.435633 nChanged 21 SP:Iteration 35Q (712.395675 sec): 3 clusters Score: Raw -139809.231021 + Penalty 467.480202 = -139341.750820 nChanged 15 SP:Iteration 36Q (712.438636 sec): 3 clusters Score: Raw -139814.301545 + Penalty 467.480202 = -139346.821344 nChanged 14 SP:Iteration 37Q (712.484796 sec): 3 clusters Score: Raw -139818.849507 + Penalty 467.480202 = -139351.369305 nChanged 17 SP:Iteration 38Q (712.536727 sec): 3 clusters Score: Raw -139822.707850 + Penalty 467.480202 = -139355.227648 nChanged 12 SP:Iteration 39Q (712.582999 sec): 3 clusters Score: Raw -139825.133029 + Penalty 467.480202 = -139357.652827 nChanged 10 SP:Iteration 40F (712.630030 sec): 3 clusters Score: Raw -139826.814352 + Penalty 467.480202 = -139359.334150 nChanged 7 SP:Iteration 41Q (712.682814 sec): 3 clusters Score: Raw -139827.909461 + Penalty 467.480202 = -139360.429259 nChanged 6 SP:Iteration 42Q (712.726367 sec): 3 clusters Score: Raw -139828.652944 + Penalty 467.480202 = -139361.172742 nChanged 3 SP:Iteration 43Q (712.765394 sec): 3 clusters Score: Raw -139829.201786 + Penalty 467.480202 = -139361.721584 nChanged 3 SP:Iteration 44Q (712.812246 sec): 3 clusters Score: Raw -139829.714945 + Penalty 467.480202 = -139362.234744 nChanged 4 SP:Iteration 45Q (712.861371 sec): 3 clusters Score: Raw -139830.069611 + Penalty 467.480202 = -139362.589409 nChanged 3 SP:Iteration 46Q (712.916322 sec): 3 clusters Score: Raw -139830.420081 + Penalty 467.480202 = -139362.939879 nChanged 2 SP:Iteration 47Q (712.957148 sec): 3 clusters Score: Raw -139830.568612 + Penalty 467.480202 = -139363.088410 nChanged 1 SP:Iteration 48Q (713.007110 sec): 3 clusters Score: Raw -139830.707908 + Penalty 467.480202 = -139363.227707 nChanged 0 SP:Iteration 49F (713.059072 sec): 3 clusters Score: Raw -139830.707908 + Penalty 467.480202 = -139363.227707 nChanged 0 Trying to split cluster 3 (6823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (713.088200 sec): 2 clusters Score: Raw -165750.388123 + Penalty 242.771500 = -165507.616624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (713.129051 sec): 3 clusters Score: Raw -161474.686617 + Penalty 485.543000 = -160989.143617 nChanged 3186 SP:Iteration 1F (713.182803 sec): 3 clusters Score: Raw -163713.179378 + Penalty 485.543000 = -163227.636378 nChanged 557 SP:Iteration 2F (713.234463 sec): 3 clusters Score: Raw -164110.406655 + Penalty 485.543000 = -163624.863655 nChanged 475 SP:Iteration 3F (713.291806 sec): 3 clusters Score: Raw -164413.517008 + Penalty 485.543000 = -163927.974008 nChanged 396 SP:Iteration 4F (713.348306 sec): 3 clusters Score: Raw -164604.117795 + Penalty 485.543000 = -164118.574795 nChanged 321 SP:Iteration 5Q (713.405022 sec): 3 clusters Score: Raw -164760.848946 + Penalty 485.543000 = -164275.305947 nChanged 276 SP:Iteration 6Q (713.447940 sec): 3 clusters Score: Raw -164881.717089 + Penalty 485.543000 = -164396.174090 nChanged 218 SP:Iteration 7Q (713.497691 sec): 3 clusters Score: Raw -164961.402807 + Penalty 485.543000 = -164475.859808 nChanged 180 SP:Iteration 8Q (713.556451 sec): 3 clusters Score: Raw -165015.189377 + Penalty 485.543000 = -164529.646377 nChanged 119 SP:Iteration 9Q (713.605347 sec): 3 clusters Score: Raw -165049.093298 + Penalty 485.543000 = -164563.550298 nChanged 108 SP:Iteration 10Q (713.650946 sec): 3 clusters Score: Raw -165084.508864 + Penalty 485.543000 = -164598.965864 nChanged 106 SP:Iteration 11Q (713.713842 sec): 3 clusters Score: Raw -165119.172487 + Penalty 485.543000 = -164633.629488 nChanged 102 SP:Iteration 12Q (713.767263 sec): 3 clusters Score: Raw -165149.439119 + Penalty 485.543000 = -164663.896119 nChanged 109 SP:Iteration 13Q (713.811481 sec): 3 clusters Score: Raw -165184.941175 + Penalty 485.543000 = -164699.398175 nChanged 104 SP:Iteration 14Q (713.864002 sec): 3 clusters Score: Raw -165216.899220 + Penalty 485.543000 = -164731.356220 nChanged 106 SP:Iteration 15Q (713.905822 sec): 3 clusters Score: Raw -165245.283821 + Penalty 485.543000 = -164759.740821 nChanged 96 SP:Iteration 16Q (713.966863 sec): 3 clusters Score: Raw -165276.090468 + Penalty 485.543000 = -164790.547468 nChanged 96 SP:Iteration 17Q (714.016590 sec): 3 clusters Score: Raw -165304.831121 + Penalty 485.543000 = -164819.288122 nChanged 93 SP:Iteration 18Q (714.056203 sec): 3 clusters Score: Raw -165335.600483 + Penalty 485.543000 = -164850.057483 nChanged 102 SP:Iteration 19Q (714.116026 sec): 3 clusters Score: Raw -165361.562925 + Penalty 485.543000 = -164876.019925 nChanged 76 SP:Iteration 20F (714.165227 sec): 3 clusters Score: Raw -165381.843726 + Penalty 485.543000 = -164896.300727 nChanged 74 SP:Iteration 21Q (714.213964 sec): 3 clusters Score: Raw -165397.926753 + Penalty 485.543000 = -164912.383753 nChanged 56 SP:Iteration 22Q (714.261098 sec): 3 clusters Score: Raw -165410.041664 + Penalty 485.543000 = -164924.498665 nChanged 51 SP:Iteration 23Q (714.308792 sec): 3 clusters Score: Raw -165418.695719 + Penalty 485.543000 = -164933.152720 nChanged 42 SP:Iteration 24Q (714.364229 sec): 3 clusters Score: Raw -165425.227113 + Penalty 485.543000 = -164939.684114 nChanged 36 SP:Iteration 25Q (714.415382 sec): 3 clusters Score: Raw -165431.303678 + Penalty 485.543000 = -164945.760679 nChanged 32 SP:Iteration 26Q (714.458485 sec): 3 clusters Score: Raw -165436.089118 + Penalty 485.543000 = -164950.546118 nChanged 22 SP:Iteration 27Q (714.514102 sec): 3 clusters Score: Raw -165439.014426 + Penalty 485.543000 = -164953.471426 nChanged 20 SP:Iteration 28Q (714.569499 sec): 3 clusters Score: Raw -165441.934604 + Penalty 485.543000 = -164956.391605 nChanged 20 SP:Iteration 29Q (714.624943 sec): 3 clusters Score: Raw -165444.201100 + Penalty 485.543000 = -164958.658101 nChanged 23 SP:Iteration 30Q (714.672337 sec): 3 clusters Score: Raw -165446.819844 + Penalty 485.543000 = -164961.276845 nChanged 26 SP:Iteration 31Q (714.713768 sec): 3 clusters Score: Raw -165450.090986 + Penalty 485.543000 = -164964.547987 nChanged 24 SP:Iteration 32Q (714.776944 sec): 3 clusters Score: Raw -165452.182015 + Penalty 485.543000 = -164966.639015 nChanged 24 SP:Iteration 33Q (714.821920 sec): 3 clusters Score: Raw -165455.847898 + Penalty 485.543000 = -164970.304898 nChanged 27 SP:Iteration 34Q (714.861252 sec): 3 clusters Score: Raw -165459.510532 + Penalty 485.543000 = -164973.967533 nChanged 26 SP:Iteration 35Q (714.911995 sec): 3 clusters Score: Raw -165462.643058 + Penalty 485.543000 = -164977.100058 nChanged 30 SP:Iteration 36Q (714.964888 sec): 3 clusters Score: Raw -165465.694068 + Penalty 485.543000 = -164980.151069 nChanged 20 SP:Iteration 37Q (715.009743 sec): 3 clusters Score: Raw -165467.910083 + Penalty 485.543000 = -164982.367084 nChanged 20 SP:Iteration 38Q (715.065093 sec): 3 clusters Score: Raw -165470.834740 + Penalty 485.543000 = -164985.291741 nChanged 25 SP:Iteration 39Q (715.118637 sec): 3 clusters Score: Raw -165473.514126 + Penalty 485.543000 = -164987.971127 nChanged 17 SP:Iteration 40F (715.156778 sec): 3 clusters Score: Raw -165475.953673 + Penalty 485.543000 = -164990.410674 nChanged 21 SP:Iteration 41Q (715.203377 sec): 3 clusters Score: Raw -165478.592722 + Penalty 485.543000 = -164993.049723 nChanged 23 SP:Iteration 42Q (715.263534 sec): 3 clusters Score: Raw -165480.159297 + Penalty 485.543000 = -164994.616298 nChanged 14 SP:Iteration 43Q (715.313258 sec): 3 clusters Score: Raw -165480.744436 + Penalty 485.543000 = -164995.201437 nChanged 7 SP:Iteration 44Q (715.353893 sec): 3 clusters Score: Raw -165480.996220 + Penalty 485.543000 = -164995.453221 nChanged 6 SP:Iteration 45Q (715.404154 sec): 3 clusters Score: Raw -165481.171247 + Penalty 485.543000 = -164995.628247 nChanged 6 SP:Iteration 46Q (715.468193 sec): 3 clusters Score: Raw -165481.325843 + Penalty 485.543000 = -164995.782843 nChanged 6 SP:Iteration 47Q (715.508857 sec): 3 clusters Score: Raw -165481.514744 + Penalty 485.543000 = -164995.971744 nChanged 10 SP:Iteration 48Q (715.570872 sec): 3 clusters Score: Raw -165482.046325 + Penalty 485.543000 = -164996.503326 nChanged 9 SP:Iteration 49Q (715.613052 sec): 3 clusters Score: Raw -165482.573110 + Penalty 485.543000 = -164997.030110 nChanged 8 SP:Iteration 50Q (715.665622 sec): 3 clusters Score: Raw -165483.378098 + Penalty 485.543000 = -164997.835098 nChanged 11 SP:Iteration 51Q (715.718453 sec): 3 clusters Score: Raw -165484.488275 + Penalty 485.543000 = -164998.945275 nChanged 11 SP:Iteration 52Q (715.774709 sec): 3 clusters Score: Raw -165485.264088 + Penalty 485.543000 = -164999.721089 nChanged 10 SP:Iteration 53Q (715.831791 sec): 3 clusters Score: Raw -165486.225129 + Penalty 485.543000 = -165000.682130 nChanged 14 SP:Iteration 54Q (715.880343 sec): 3 clusters Score: Raw -165487.769294 + Penalty 485.543000 = -165002.226294 nChanged 19 SP:Iteration 55Q (715.935280 sec): 3 clusters Score: Raw -165489.415587 + Penalty 485.543000 = -165003.872587 nChanged 10 SP:Iteration 56Q (715.988744 sec): 3 clusters Score: Raw -165489.949086 + Penalty 485.543000 = -165004.406086 nChanged 7 SP:Iteration 57Q (716.038404 sec): 3 clusters Score: Raw -165490.337089 + Penalty 485.543000 = -165004.794090 nChanged 5 SP:Iteration 58Q (716.095522 sec): 3 clusters Score: Raw -165490.728273 + Penalty 485.543000 = -165005.185273 nChanged 7 SP:Iteration 59Q (716.139642 sec): 3 clusters Score: Raw -165491.207804 + Penalty 485.543000 = -165005.664804 nChanged 5 SP:Iteration 60F (716.194540 sec): 3 clusters Score: Raw -165491.559216 + Penalty 485.543000 = -165006.016217 nChanged 7 SP:Iteration 61Q (716.247544 sec): 3 clusters Score: Raw -165492.156874 + Penalty 485.543000 = -165006.613874 nChanged 8 SP:Iteration 62Q (716.298726 sec): 3 clusters Score: Raw -165492.691648 + Penalty 485.543000 = -165007.148648 nChanged 7 SP:Iteration 63Q (716.348441 sec): 3 clusters Score: Raw -165493.058341 + Penalty 485.543000 = -165007.515341 nChanged 5 SP:Iteration 64Q (716.397705 sec): 3 clusters Score: Raw -165493.298640 + Penalty 485.543000 = -165007.755640 nChanged 7 SP:Iteration 65Q (716.444394 sec): 3 clusters Score: Raw -165493.734936 + Penalty 485.543000 = -165008.191936 nChanged 6 SP:Iteration 66Q (716.501255 sec): 3 clusters Score: Raw -165493.963694 + Penalty 485.543000 = -165008.420695 nChanged 8 SP:Iteration 67Q (716.542019 sec): 3 clusters Score: Raw -165494.220798 + Penalty 485.543000 = -165008.677798 nChanged 6 SP:Iteration 68Q (716.591859 sec): 3 clusters Score: Raw -165494.409122 + Penalty 485.543000 = -165008.866122 nChanged 7 SP:Iteration 69Q (716.639315 sec): 3 clusters Score: Raw -165494.602853 + Penalty 485.543000 = -165009.059854 nChanged 6 SP:Iteration 70Q (716.690569 sec): 3 clusters Score: Raw -165494.739584 + Penalty 485.543000 = -165009.196585 nChanged 4 SP:Iteration 71Q (716.738159 sec): 3 clusters Score: Raw -165494.826494 + Penalty 485.543000 = -165009.283495 nChanged 3 SP:Iteration 72Q (716.794242 sec): 3 clusters Score: Raw -165494.896500 + Penalty 485.543000 = -165009.353500 nChanged 2 SP:Iteration 73Q (716.840419 sec): 3 clusters Score: Raw -165494.956618 + Penalty 485.543000 = -165009.413619 nChanged 2 SP:Iteration 74Q (716.891984 sec): 3 clusters Score: Raw -165495.058786 + Penalty 485.543000 = -165009.515786 nChanged 2 SP:Iteration 75Q (716.940731 sec): 3 clusters Score: Raw -165495.216354 + Penalty 485.543000 = -165009.673355 nChanged 3 SP:Iteration 76Q (716.990044 sec): 3 clusters Score: Raw -165495.338346 + Penalty 485.543000 = -165009.795346 nChanged 4 SP:Iteration 77Q (717.035089 sec): 3 clusters Score: Raw -165495.424096 + Penalty 485.543000 = -165009.881096 nChanged 1 SP:Iteration 78Q (717.088814 sec): 3 clusters Score: Raw -165495.531808 + Penalty 485.543000 = -165009.988808 nChanged 3 SP:Iteration 79Q (717.145978 sec): 3 clusters Score: Raw -165495.642798 + Penalty 485.543000 = -165010.099799 nChanged 2 SP:Iteration 80F (717.196117 sec): 3 clusters Score: Raw -165495.717021 + Penalty 485.543000 = -165010.174022 nChanged 1 SP:Iteration 81Q (717.241672 sec): 3 clusters Score: Raw -165495.742469 + Penalty 485.543000 = -165010.199469 nChanged 1 SP:Iteration 82Q (717.284700 sec): 3 clusters Score: Raw -165495.786097 + Penalty 485.543000 = -165010.243098 nChanged 0 SP:Iteration 83F (717.342797 sec): 3 clusters Score: Raw -165495.786097 + Penalty 485.543000 = -165010.243098 nChanged 0 Trying to split cluster 4 (4976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (717.358985 sec): 2 clusters Score: Raw -151625.907830 + Penalty 234.090495 = -151391.817335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (717.407428 sec): 3 clusters Score: Raw -148543.513380 + Penalty 468.180990 = -148075.332390 nChanged 2295 SP:Iteration 1F (717.455555 sec): 3 clusters Score: Raw -149874.350261 + Penalty 468.180990 = -149406.169271 nChanged 349 SP:Iteration 2F (717.507705 sec): 3 clusters Score: Raw -150092.773126 + Penalty 468.180990 = -149624.592136 nChanged 414 SP:Iteration 3F (717.559440 sec): 3 clusters Score: Raw -150448.277250 + Penalty 468.180990 = -149980.096261 nChanged 442 SP:Iteration 4F (717.611640 sec): 3 clusters Score: Raw -150930.017583 + Penalty 468.180990 = -150461.836593 nChanged 333 SP:Iteration 5F (717.658158 sec): 3 clusters Score: Raw -151303.497843 + Penalty 468.180990 = -150835.316853 nChanged 178 SP:Iteration 6Q (717.710556 sec): 3 clusters Score: Raw -151443.969071 + Penalty 468.180990 = -150975.788081 nChanged 116 SP:Iteration 7Q (717.768511 sec): 3 clusters Score: Raw -151524.660790 + Penalty 468.180990 = -151056.479801 nChanged 82 SP:Iteration 8Q (717.813286 sec): 3 clusters Score: Raw -151573.136557 + Penalty 468.180990 = -151104.955567 nChanged 58 SP:Iteration 9Q (717.869852 sec): 3 clusters Score: Raw -151604.383102 + Penalty 468.180990 = -151136.202112 nChanged 50 SP:Iteration 10Q (717.911366 sec): 3 clusters Score: Raw -151630.025233 + Penalty 468.180990 = -151161.844243 nChanged 41 SP:Iteration 11Q (717.959048 sec): 3 clusters Score: Raw -151657.843086 + Penalty 468.180990 = -151189.662096 nChanged 42 SP:Iteration 12Q (718.016267 sec): 3 clusters Score: Raw -151686.815579 + Penalty 468.180990 = -151218.634589 nChanged 23 SP:Iteration 13Q (718.066187 sec): 3 clusters Score: Raw -151696.936461 + Penalty 468.180990 = -151228.755471 nChanged 22 SP:Iteration 14Q (718.107294 sec): 3 clusters Score: Raw -151702.088286 + Penalty 468.180990 = -151233.907296 nChanged 10 SP:Iteration 15Q (718.159561 sec): 3 clusters Score: Raw -151704.689472 + Penalty 468.180990 = -151236.508482 nChanged 5 SP:Iteration 16Q (718.198572 sec): 3 clusters Score: Raw -151705.485582 + Penalty 468.180990 = -151237.304592 nChanged 7 SP:Iteration 17Q (718.245519 sec): 3 clusters Score: Raw -151707.260461 + Penalty 468.180990 = -151239.079471 nChanged 9 SP:Iteration 18Q (718.298909 sec): 3 clusters Score: Raw -151709.746152 + Penalty 468.180990 = -151241.565162 nChanged 11 SP:Iteration 19Q (718.339624 sec): 3 clusters Score: Raw -151711.755031 + Penalty 468.180990 = -151243.574041 nChanged 5 SP:Iteration 20F (718.384337 sec): 3 clusters Score: Raw -151712.826678 + Penalty 468.180990 = -151244.645688 nChanged 8 SP:Iteration 21Q (718.430065 sec): 3 clusters Score: Raw -151714.513324 + Penalty 468.180990 = -151246.332335 nChanged 12 SP:Iteration 22Q (718.478073 sec): 3 clusters Score: Raw -151718.450214 + Penalty 468.180990 = -151250.269225 nChanged 10 SP:Iteration 23Q (718.534347 sec): 3 clusters Score: Raw -151723.348935 + Penalty 468.180990 = -151255.167945 nChanged 7 SP:Iteration 24Q (718.570926 sec): 3 clusters Score: Raw -151725.704563 + Penalty 468.180990 = -151257.523573 nChanged 4 SP:Iteration 25Q (718.627409 sec): 3 clusters Score: Raw -151726.500220 + Penalty 468.180990 = -151258.319230 nChanged 2 SP:Iteration 26Q (718.666650 sec): 3 clusters Score: Raw -151727.095607 + Penalty 468.180990 = -151258.914617 nChanged 2 SP:Iteration 27Q (718.715324 sec): 3 clusters Score: Raw -151727.567908 + Penalty 468.180990 = -151259.386919 nChanged 2 SP:Iteration 28Q (718.759313 sec): 3 clusters Score: Raw -151727.768691 + Penalty 468.180990 = -151259.587701 nChanged 2 SP:Iteration 29Q (718.813279 sec): 3 clusters Score: Raw -151728.117446 + Penalty 468.180990 = -151259.936456 nChanged 1 SP:Iteration 30Q (718.858336 sec): 3 clusters Score: Raw -151728.147278 + Penalty 468.180990 = -151259.966288 nChanged 1 SP:Iteration 31Q (718.911731 sec): 3 clusters Score: Raw -151728.221921 + Penalty 468.180990 = -151260.040931 nChanged 0 SP:Iteration 32F (718.959376 sec): 3 clusters Score: Raw -151728.221921 + Penalty 468.180990 = -151260.040931 nChanged 0 Trying to split cluster 5 (8117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (718.992880 sec): 2 clusters Score: Raw -240381.708991 + Penalty 247.547187 = -240134.161803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (719.047194 sec): 3 clusters Score: Raw -235253.461569 + Penalty 495.094375 = -234758.367194 nChanged 3829 SP:Iteration 1F (719.095227 sec): 3 clusters Score: Raw -237865.154801 + Penalty 495.094375 = -237370.060426 nChanged 599 SP:Iteration 2F (719.153032 sec): 3 clusters Score: Raw -238246.460953 + Penalty 495.094375 = -237751.366578 nChanged 530 SP:Iteration 3F (719.198152 sec): 3 clusters Score: Raw -238586.469399 + Penalty 495.094375 = -238091.375025 nChanged 465 SP:Iteration 4F (719.255637 sec): 3 clusters Score: Raw -238870.792836 + Penalty 495.094375 = -238375.698461 nChanged 369 SP:Iteration 5Q (719.298064 sec): 3 clusters Score: Raw -239090.795926 + Penalty 495.094375 = -238595.701551 nChanged 293 SP:Iteration 6Q (719.358005 sec): 3 clusters Score: Raw -239241.362748 + Penalty 495.094375 = -238746.268373 nChanged 239 SP:Iteration 7Q (719.406341 sec): 3 clusters Score: Raw -239356.902122 + Penalty 495.094375 = -238861.807748 nChanged 196 SP:Iteration 8Q (719.451569 sec): 3 clusters Score: Raw -239420.500127 + Penalty 495.094375 = -238925.405752 nChanged 143 SP:Iteration 9Q (719.512744 sec): 3 clusters Score: Raw -239464.354241 + Penalty 495.094375 = -238969.259866 nChanged 119 SP:Iteration 10Q (719.563705 sec): 3 clusters Score: Raw -239499.281094 + Penalty 495.094375 = -239004.186719 nChanged 94 SP:Iteration 11Q (719.609910 sec): 3 clusters Score: Raw -239520.763921 + Penalty 495.094375 = -239025.669546 nChanged 96 SP:Iteration 12Q (719.660020 sec): 3 clusters Score: Raw -239540.333086 + Penalty 495.094375 = -239045.238711 nChanged 83 SP:Iteration 13Q (719.710385 sec): 3 clusters Score: Raw -239558.360362 + Penalty 495.094375 = -239063.265987 nChanged 78 SP:Iteration 14Q (719.769487 sec): 3 clusters Score: Raw -239576.535886 + Penalty 495.094375 = -239081.441511 nChanged 86 SP:Iteration 15Q (719.818764 sec): 3 clusters Score: Raw -239595.539674 + Penalty 495.094375 = -239100.445300 nChanged 90 SP:Iteration 16Q (719.872305 sec): 3 clusters Score: Raw -239614.272219 + Penalty 495.094375 = -239119.177845 nChanged 79 SP:Iteration 17Q (719.922693 sec): 3 clusters Score: Raw -239632.049527 + Penalty 495.094375 = -239136.955152 nChanged 93 SP:Iteration 18Q (719.975918 sec): 3 clusters Score: Raw -239652.355406 + Penalty 495.094375 = -239157.261031 nChanged 85 SP:Iteration 19Q (720.018779 sec): 3 clusters Score: Raw -239670.675379 + Penalty 495.094375 = -239175.581004 nChanged 86 SP:Iteration 20F (720.077484 sec): 3 clusters Score: Raw -239694.178101 + Penalty 495.094375 = -239199.083726 nChanged 94 SP:Iteration 21Q (720.128342 sec): 3 clusters Score: Raw -239725.665088 + Penalty 495.094375 = -239230.570713 nChanged 98 SP:Iteration 22Q (720.169794 sec): 3 clusters Score: Raw -239760.214864 + Penalty 495.094375 = -239265.120489 nChanged 101 SP:Iteration 23Q (720.229957 sec): 3 clusters Score: Raw -239794.027029 + Penalty 495.094375 = -239298.932655 nChanged 115 SP:Iteration 24Q (720.279343 sec): 3 clusters Score: Raw -239838.894959 + Penalty 495.094375 = -239343.800584 nChanged 117 SP:Iteration 25Q (720.332775 sec): 3 clusters Score: Raw -239892.719606 + Penalty 495.094375 = -239397.625231 nChanged 116 SP:Iteration 26Q (720.377470 sec): 3 clusters Score: Raw -239946.001167 + Penalty 495.094375 = -239450.906793 nChanged 100 SP:Iteration 27Q (720.427494 sec): 3 clusters Score: Raw -239985.751390 + Penalty 495.094375 = -239490.657015 nChanged 94 SP:Iteration 28Q (720.480960 sec): 3 clusters Score: Raw -240021.883029 + Penalty 495.094375 = -239526.788655 nChanged 77 SP:Iteration 29Q (720.543079 sec): 3 clusters Score: Raw -240053.095007 + Penalty 495.094375 = -239558.000633 nChanged 83 SP:Iteration 30Q (720.592326 sec): 3 clusters Score: Raw -240085.892556 + Penalty 495.094375 = -239590.798181 nChanged 84 SP:Iteration 31Q (720.639824 sec): 3 clusters Score: Raw -240122.843651 + Penalty 495.094375 = -239627.749276 nChanged 76 SP:Iteration 32Q (720.699957 sec): 3 clusters Score: Raw -240161.137947 + Penalty 495.094375 = -239666.043572 nChanged 73 SP:Iteration 33Q (720.741361 sec): 3 clusters Score: Raw -240192.120622 + Penalty 495.094375 = -239697.026247 nChanged 59 SP:Iteration 34Q (720.797188 sec): 3 clusters Score: Raw -240220.930211 + Penalty 495.094375 = -239725.835836 nChanged 72 SP:Iteration 35Q (720.843533 sec): 3 clusters Score: Raw -240258.872613 + Penalty 495.094375 = -239763.778238 nChanged 57 SP:Iteration 36Q (720.892949 sec): 3 clusters Score: Raw -240287.893901 + Penalty 495.094375 = -239792.799526 nChanged 41 SP:Iteration 37Q (720.941987 sec): 3 clusters Score: Raw -240311.964283 + Penalty 495.094375 = -239816.869908 nChanged 34 SP:Iteration 38Q (721.001758 sec): 3 clusters Score: Raw -240330.317678 + Penalty 495.094375 = -239835.223304 nChanged 22 SP:Iteration 39Q (721.040453 sec): 3 clusters Score: Raw -240338.420315 + Penalty 495.094375 = -239843.325940 nChanged 16 SP:Iteration 40F (721.090266 sec): 3 clusters Score: Raw -240343.572835 + Penalty 495.094375 = -239848.478460 nChanged 17 SP:Iteration 41Q (721.147606 sec): 3 clusters Score: Raw -240350.631067 + Penalty 495.094375 = -239855.536692 nChanged 12 SP:Iteration 42Q (721.189419 sec): 3 clusters Score: Raw -240354.265199 + Penalty 495.094375 = -239859.170824 nChanged 11 SP:Iteration 43Q (721.248857 sec): 3 clusters Score: Raw -240358.495140 + Penalty 495.094375 = -239863.400765 nChanged 12 SP:Iteration 44Q (721.286615 sec): 3 clusters Score: Raw -240361.731289 + Penalty 495.094375 = -239866.636914 nChanged 8 SP:Iteration 45Q (721.334798 sec): 3 clusters Score: Raw -240363.752729 + Penalty 495.094375 = -239868.658354 nChanged 8 SP:Iteration 46Q (721.394359 sec): 3 clusters Score: Raw -240366.917712 + Penalty 495.094375 = -239871.823337 nChanged 8 SP:Iteration 47Q (721.443001 sec): 3 clusters Score: Raw -240370.025589 + Penalty 495.094375 = -239874.931214 nChanged 11 SP:Iteration 48Q (721.485602 sec): 3 clusters Score: Raw -240374.576134 + Penalty 495.094375 = -239879.481760 nChanged 9 SP:Iteration 49Q (721.535226 sec): 3 clusters Score: Raw -240379.577578 + Penalty 495.094375 = -239884.483203 nChanged 14 SP:Iteration 50Q (721.585610 sec): 3 clusters Score: Raw -240384.317900 + Penalty 495.094375 = -239889.223525 nChanged 8 SP:Iteration 51Q (721.627773 sec): 3 clusters Score: Raw -240387.344141 + Penalty 495.094375 = -239892.249766 nChanged 7 SP:Iteration 52Q (721.684824 sec): 3 clusters Score: Raw -240390.555611 + Penalty 495.094375 = -239895.461236 nChanged 6 SP:Iteration 53Q (721.738444 sec): 3 clusters Score: Raw -240393.113761 + Penalty 495.094375 = -239898.019386 nChanged 9 SP:Iteration 54Q (721.795662 sec): 3 clusters Score: Raw -240398.212316 + Penalty 495.094375 = -239903.117941 nChanged 3 SP:Iteration 55Q (721.845391 sec): 3 clusters Score: Raw -240399.315226 + Penalty 495.094375 = -239904.220851 nChanged 2 SP:Iteration 56Q (721.893733 sec): 3 clusters Score: Raw -240400.219659 + Penalty 495.094375 = -239905.125284 nChanged 2 SP:Iteration 57Q (721.945490 sec): 3 clusters Score: Raw -240400.587270 + Penalty 495.094375 = -239905.492896 nChanged 2 SP:Iteration 58Q (721.990954 sec): 3 clusters Score: Raw -240400.909347 + Penalty 495.094375 = -239905.814973 nChanged 0 SP:Iteration 59F (722.044187 sec): 3 clusters Score: Raw -240400.909347 + Penalty 495.094375 = -239905.814973 nChanged 0 Trying to split cluster 6 (43858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (722.106054 sec): 2 clusters Score: Raw -1362182.591481 + Penalty 293.939592 = -1361888.651889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (722.189073 sec): 3 clusters Score: Raw -1333016.127924 + Penalty 587.879183 = -1332428.248741 nChanged 21236 SP:Iteration 1F (722.269721 sec): 3 clusters Score: Raw -1346200.121369 + Penalty 587.879183 = -1345612.242185 nChanged 2680 SP:Iteration 2F (722.347999 sec): 3 clusters Score: Raw -1347394.671527 + Penalty 587.879183 = -1346806.792344 nChanged 2739 SP:Iteration 3F (722.422688 sec): 3 clusters Score: Raw -1348575.266037 + Penalty 587.879183 = -1347987.386854 nChanged 2519 SP:Iteration 4F (722.500664 sec): 3 clusters Score: Raw -1349596.115255 + Penalty 587.879183 = -1349008.236072 nChanged 2184 SP:Iteration 5Q (722.576677 sec): 3 clusters Score: Raw -1350458.732939 + Penalty 587.879183 = -1349870.853756 nChanged 1917 SP:Iteration 6Q (722.667093 sec): 3 clusters Score: Raw -1351164.327745 + Penalty 587.879183 = -1350576.448562 nChanged 1754 SP:Iteration 7Q (722.753101 sec): 3 clusters Score: Raw -1351882.672025 + Penalty 587.879183 = -1351294.792842 nChanged 1871 SP:Iteration 8Q (722.838566 sec): 3 clusters Score: Raw -1352745.524286 + Penalty 587.879183 = -1352157.645102 nChanged 1989 SP:Iteration 9Q (722.921569 sec): 3 clusters Score: Raw -1353787.658866 + Penalty 587.879183 = -1353199.779683 nChanged 2048 SP:Iteration 10Q (722.997661 sec): 3 clusters Score: Raw -1355018.738213 + Penalty 587.879183 = -1354430.859030 nChanged 2132 SP:Iteration 11Q (723.084449 sec): 3 clusters Score: Raw -1356466.366074 + Penalty 587.879183 = -1355878.486890 nChanged 2033 SP:Iteration 12Q (723.161161 sec): 3 clusters Score: Raw -1357910.786378 + Penalty 587.879183 = -1357322.907195 nChanged 1711 SP:Iteration 13Q (723.241077 sec): 3 clusters Score: Raw -1359137.244221 + Penalty 587.879183 = -1358549.365038 nChanged 1368 SP:Iteration 14Q (723.322896 sec): 3 clusters Score: Raw -1360117.747274 + Penalty 587.879183 = -1359529.868091 nChanged 1051 SP:Iteration 15Q (723.400907 sec): 3 clusters Score: Raw -1360828.131123 + Penalty 587.879183 = -1360240.251940 nChanged 743 SP:Iteration 16Q (723.478651 sec): 3 clusters Score: Raw -1361310.449581 + Penalty 587.879183 = -1360722.570398 nChanged 511 SP:Iteration 17Q (723.548422 sec): 3 clusters Score: Raw -1361622.110222 + Penalty 587.879183 = -1361034.231039 nChanged 339 SP:Iteration 18Q (723.628680 sec): 3 clusters Score: Raw -1361827.617247 + Penalty 587.879183 = -1361239.738063 nChanged 208 SP:Iteration 19Q (723.705054 sec): 3 clusters Score: Raw -1361930.959310 + Penalty 587.879183 = -1361343.080127 nChanged 111 SP:Iteration 20F (723.775240 sec): 3 clusters Score: Raw -1362026.480242 + Penalty 587.879183 = -1361438.601059 nChanged 118 SP:Iteration 21Q (723.864059 sec): 3 clusters Score: Raw -1362114.178577 + Penalty 587.879183 = -1361526.299393 nChanged 76 SP:Iteration 22Q (723.942001 sec): 3 clusters Score: Raw -1362171.109435 + Penalty 587.879183 = -1361583.230252 nChanged 43 SP:Iteration 23Q (724.023666 sec): 3 clusters Score: Raw -1362196.479083 + Penalty 587.879183 = -1361608.599899 nChanged 26 SP:Iteration 24Q (724.100592 sec): 3 clusters Score: Raw -1362213.048422 + Penalty 587.879183 = -1361625.169238 nChanged 20 SP:Iteration 25Q (724.174414 sec): 3 clusters Score: Raw -1362222.907675 + Penalty 587.879183 = -1361635.028492 nChanged 16 SP:Iteration 26Q (724.256022 sec): 3 clusters Score: Raw -1362231.920158 + Penalty 587.879183 = -1361644.040975 nChanged 11 SP:Iteration 27Q (724.333491 sec): 3 clusters Score: Raw -1362236.440604 + Penalty 587.879183 = -1361648.561421 nChanged 9 SP:Iteration 28Q (724.406834 sec): 3 clusters Score: Raw -1362240.440811 + Penalty 587.879183 = -1361652.561627 nChanged 10 SP:Iteration 29Q (724.480312 sec): 3 clusters Score: Raw -1362246.990622 + Penalty 587.879183 = -1361659.111438 nChanged 9 SP:Iteration 30Q (724.558388 sec): 3 clusters Score: Raw -1362252.905707 + Penalty 587.879183 = -1361665.026524 nChanged 15 SP:Iteration 31Q (724.635976 sec): 3 clusters Score: Raw -1362260.537668 + Penalty 587.879183 = -1361672.658485 nChanged 8 SP:Iteration 32Q (724.711742 sec): 3 clusters Score: Raw -1362265.983406 + Penalty 587.879183 = -1361678.104222 nChanged 6 SP:Iteration 33Q (724.791574 sec): 3 clusters Score: Raw -1362269.784562 + Penalty 587.879183 = -1361681.905379 nChanged 4 SP:Iteration 34Q (724.868513 sec): 3 clusters Score: Raw -1362271.251899 + Penalty 587.879183 = -1361683.372716 nChanged 3 SP:Iteration 35Q (724.941699 sec): 3 clusters Score: Raw -1362273.155804 + Penalty 587.879183 = -1361685.276621 nChanged 4 SP:Iteration 36Q (725.001811 sec): 3 clusters Score: Raw -1362274.488022 + Penalty 587.879183 = -1361686.608839 nChanged 1 SP:Iteration 37Q (725.085500 sec): 3 clusters Score: Raw -1362274.807662 + Penalty 587.879183 = -1361686.928479 nChanged 2 SP:Iteration 38Q (725.159806 sec): 3 clusters Score: Raw -1362275.285149 + Penalty 587.879183 = -1361687.405966 nChanged 1 SP:Iteration 39Q (725.235234 sec): 3 clusters Score: Raw -1362275.465067 + Penalty 587.879183 = -1361687.585884 nChanged 0 SP:Iteration 40F (725.317638 sec): 3 clusters Score: Raw -1362275.465067 + Penalty 587.879183 = -1361687.585884 nChanged 0 Trying to split cluster 7 (2634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (725.345768 sec): 2 clusters Score: Raw -74219.375755 + Penalty 216.597119 = -74002.778635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (725.390899 sec): 3 clusters Score: Raw -72666.221227 + Penalty 433.194239 = -72233.026988 nChanged 1153 SP:Iteration 1F (725.426065 sec): 3 clusters Score: Raw -73345.808047 + Penalty 433.194239 = -72912.613809 nChanged 227 SP:Iteration 2F (725.482074 sec): 3 clusters Score: Raw -73509.817255 + Penalty 433.194239 = -73076.623017 nChanged 246 SP:Iteration 3F (725.520959 sec): 3 clusters Score: Raw -73671.355135 + Penalty 433.194239 = -73238.160897 nChanged 181 SP:Iteration 4F (725.568595 sec): 3 clusters Score: Raw -73791.530126 + Penalty 433.194239 = -73358.335888 nChanged 156 SP:Iteration 5F (725.613745 sec): 3 clusters Score: Raw -73896.414707 + Penalty 433.194239 = -73463.220469 nChanged 136 SP:Iteration 6F (725.665229 sec): 3 clusters Score: Raw -73979.625936 + Penalty 433.194239 = -73546.431698 nChanged 101 SP:Iteration 7Q (725.711026 sec): 3 clusters Score: Raw -74027.837357 + Penalty 433.194239 = -73594.643119 nChanged 75 SP:Iteration 8Q (725.754641 sec): 3 clusters Score: Raw -74058.949054 + Penalty 433.194239 = -73625.754815 nChanged 56 SP:Iteration 9Q (725.806514 sec): 3 clusters Score: Raw -74083.886585 + Penalty 433.194239 = -73650.692346 nChanged 48 SP:Iteration 10Q (725.847481 sec): 3 clusters Score: Raw -74108.083172 + Penalty 433.194239 = -73674.888934 nChanged 59 SP:Iteration 11Q (725.898674 sec): 3 clusters Score: Raw -74142.888859 + Penalty 433.194239 = -73709.694620 nChanged 68 SP:Iteration 12Q (725.934397 sec): 3 clusters Score: Raw -74181.764924 + Penalty 433.194239 = -73748.570686 nChanged 51 SP:Iteration 13Q (725.994667 sec): 3 clusters Score: Raw -74207.835200 + Penalty 433.194239 = -73774.640961 nChanged 40 SP:Iteration 14Q (726.045379 sec): 3 clusters Score: Raw -74231.713931 + Penalty 433.194239 = -73798.519692 nChanged 30 SP:Iteration 15Q (726.089222 sec): 3 clusters Score: Raw -74249.643423 + Penalty 433.194239 = -73816.449184 nChanged 23 SP:Iteration 16Q (726.142329 sec): 3 clusters Score: Raw -74266.066752 + Penalty 433.194239 = -73832.872513 nChanged 22 SP:Iteration 17Q (726.188158 sec): 3 clusters Score: Raw -74276.636785 + Penalty 433.194239 = -73843.442546 nChanged 18 SP:Iteration 18Q (726.242137 sec): 3 clusters Score: Raw -74284.883942 + Penalty 433.194239 = -73851.689703 nChanged 6 SP:Iteration 19Q (726.285933 sec): 3 clusters Score: Raw -74286.773565 + Penalty 433.194239 = -73853.579326 nChanged 2 SP:Iteration 20F (726.329194 sec): 3 clusters Score: Raw -74288.730334 + Penalty 433.194239 = -73855.536096 nChanged 2 SP:Iteration 21Q (726.373523 sec): 3 clusters Score: Raw -74289.432549 + Penalty 433.194239 = -73856.238311 nChanged 3 SP:Iteration 22Q (726.421648 sec): 3 clusters Score: Raw -74289.751956 + Penalty 433.194239 = -73856.557718 nChanged 1 SP:Iteration 23Q (726.466299 sec): 3 clusters Score: Raw -74289.848609 + Penalty 433.194239 = -73856.654370 nChanged 0 SP:Iteration 24F (726.509430 sec): 3 clusters Score: Raw -74289.848609 + Penalty 433.194239 = -73856.654370 nChanged 0 Trying to split cluster 8 (1302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (726.531825 sec): 2 clusters Score: Raw -33669.199133 + Penalty 197.220563 = -33471.978571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (726.574882 sec): 3 clusters Score: Raw -32971.831055 + Penalty 394.441125 = -32577.389930 nChanged 551 SP:Iteration 1F (726.610941 sec): 3 clusters Score: Raw -33414.829131 + Penalty 394.441125 = -33020.388005 nChanged 132 SP:Iteration 2F (726.656748 sec): 3 clusters Score: Raw -33530.733266 + Penalty 394.441125 = -33136.292140 nChanged 98 SP:Iteration 3F (726.699617 sec): 3 clusters Score: Raw -33604.741790 + Penalty 394.441125 = -33210.300665 nChanged 70 SP:Iteration 4F (726.751561 sec): 3 clusters Score: Raw -33643.950288 + Penalty 394.441125 = -33249.509163 nChanged 37 SP:Iteration 5Q (726.793443 sec): 3 clusters Score: Raw -33663.906570 + Penalty 394.441125 = -33269.465445 nChanged 33 SP:Iteration 6Q (726.835901 sec): 3 clusters Score: Raw -33682.836038 + Penalty 394.441125 = -33288.394912 nChanged 27 SP:Iteration 7Q (726.887684 sec): 3 clusters Score: Raw -33701.005102 + Penalty 394.441125 = -33306.563977 nChanged 23 SP:Iteration 8Q (726.924301 sec): 3 clusters Score: Raw -33718.597349 + Penalty 394.441125 = -33324.156224 nChanged 25 SP:Iteration 9Q (726.981037 sec): 3 clusters Score: Raw -33732.513662 + Penalty 394.441125 = -33338.072536 nChanged 17 SP:Iteration 10Q (727.021963 sec): 3 clusters Score: Raw -33739.294591 + Penalty 394.441125 = -33344.853466 nChanged 16 SP:Iteration 11Q (727.077066 sec): 3 clusters Score: Raw -33746.095803 + Penalty 394.441125 = -33351.654678 nChanged 5 SP:Iteration 12Q (727.115747 sec): 3 clusters Score: Raw -33747.052179 + Penalty 394.441125 = -33352.611054 nChanged 3 SP:Iteration 13Q (727.174336 sec): 3 clusters Score: Raw -33747.514919 + Penalty 394.441125 = -33353.073794 nChanged 3 SP:Iteration 14Q (727.218220 sec): 3 clusters Score: Raw -33748.381558 + Penalty 394.441125 = -33353.940433 nChanged 5 SP:Iteration 15Q (727.268474 sec): 3 clusters Score: Raw -33749.561191 + Penalty 394.441125 = -33355.120066 nChanged 2 SP:Iteration 16Q (727.305309 sec): 3 clusters Score: Raw -33749.865825 + Penalty 394.441125 = -33355.424700 nChanged 3 SP:Iteration 17Q (727.345657 sec): 3 clusters Score: Raw -33751.427755 + Penalty 394.441125 = -33356.986629 nChanged 6 SP:Iteration 18Q (727.395696 sec): 3 clusters Score: Raw -33753.025352 + Penalty 394.441125 = -33358.584226 nChanged 4 SP:Iteration 19Q (727.436229 sec): 3 clusters Score: Raw -33753.747116 + Penalty 394.441125 = -33359.305991 nChanged 2 SP:Iteration 20F (727.488013 sec): 3 clusters Score: Raw -33753.969255 + Penalty 394.441125 = -33359.528130 nChanged 0 Trying to split cluster 9 (1718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (727.503793 sec): 2 clusters Score: Raw -48459.729632 + Penalty 204.845193 = -48254.884439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (727.561904 sec): 3 clusters Score: Raw -47472.235031 + Penalty 409.690386 = -47062.544645 nChanged 756 SP:Iteration 1F (727.602398 sec): 3 clusters Score: Raw -47974.824393 + Penalty 409.690386 = -47565.134008 nChanged 171 SP:Iteration 2F (727.645382 sec): 3 clusters Score: Raw -48099.755301 + Penalty 409.690386 = -47690.064916 nChanged 115 SP:Iteration 3F (727.692853 sec): 3 clusters Score: Raw -48170.108415 + Penalty 409.690386 = -47760.418029 nChanged 101 SP:Iteration 4F (727.741962 sec): 3 clusters Score: Raw -48256.271525 + Penalty 409.690386 = -47846.581139 nChanged 99 SP:Iteration 5F (727.780912 sec): 3 clusters Score: Raw -48342.498141 + Penalty 409.690386 = -47932.807755 nChanged 67 SP:Iteration 6Q (727.836457 sec): 3 clusters Score: Raw -48390.723926 + Penalty 409.690386 = -47981.033541 nChanged 59 SP:Iteration 7Q (727.872708 sec): 3 clusters Score: Raw -48421.866977 + Penalty 409.690386 = -48012.176592 nChanged 45 SP:Iteration 8Q (727.930092 sec): 3 clusters Score: Raw -48449.266564 + Penalty 409.690386 = -48039.576178 nChanged 29 SP:Iteration 9Q (727.976936 sec): 3 clusters Score: Raw -48463.755641 + Penalty 409.690386 = -48054.065255 nChanged 24 SP:Iteration 10Q (728.019694 sec): 3 clusters Score: Raw -48472.291976 + Penalty 409.690386 = -48062.601590 nChanged 19 SP:Iteration 11Q (728.061293 sec): 3 clusters Score: Raw -48478.641539 + Penalty 409.690386 = -48068.951153 nChanged 14 SP:Iteration 12Q (728.117518 sec): 3 clusters Score: Raw -48483.168125 + Penalty 409.690386 = -48073.477740 nChanged 9 SP:Iteration 13Q (728.164058 sec): 3 clusters Score: Raw -48485.417399 + Penalty 409.690386 = -48075.727013 nChanged 15 SP:Iteration 14Q (728.210574 sec): 3 clusters Score: Raw -48489.497558 + Penalty 409.690386 = -48079.807173 nChanged 15 SP:Iteration 15Q (728.248806 sec): 3 clusters Score: Raw -48495.059555 + Penalty 409.690386 = -48085.369170 nChanged 16 SP:Iteration 16Q (728.306561 sec): 3 clusters Score: Raw -48502.696339 + Penalty 409.690386 = -48093.005953 nChanged 16 SP:Iteration 17Q (728.342758 sec): 3 clusters Score: Raw -48508.252983 + Penalty 409.690386 = -48098.562597 nChanged 16 SP:Iteration 18Q (728.394774 sec): 3 clusters Score: Raw -48515.419554 + Penalty 409.690386 = -48105.729168 nChanged 21 SP:Iteration 19Q (728.439239 sec): 3 clusters Score: Raw -48522.823543 + Penalty 409.690386 = -48113.133157 nChanged 21 SP:Iteration 20F (728.489071 sec): 3 clusters Score: Raw -48531.718950 + Penalty 409.690386 = -48122.028564 nChanged 12 SP:Iteration 21Q (728.537537 sec): 3 clusters Score: Raw -48538.705860 + Penalty 409.690386 = -48129.015474 nChanged 10 SP:Iteration 22Q (728.582350 sec): 3 clusters Score: Raw -48544.659559 + Penalty 409.690386 = -48134.969173 nChanged 14 SP:Iteration 23Q (728.624723 sec): 3 clusters Score: Raw -48552.986388 + Penalty 409.690386 = -48143.296002 nChanged 15 SP:Iteration 24Q (728.669211 sec): 3 clusters Score: Raw -48560.715555 + Penalty 409.690386 = -48151.025169 nChanged 8 SP:Iteration 25Q (728.710799 sec): 3 clusters Score: Raw -48563.021728 + Penalty 409.690386 = -48153.331342 nChanged 7 SP:Iteration 26Q (728.757371 sec): 3 clusters Score: Raw -48564.615800 + Penalty 409.690386 = -48154.925414 nChanged 4 SP:Iteration 27Q (728.799830 sec): 3 clusters Score: Raw -48565.494490 + Penalty 409.690386 = -48155.804105 nChanged 0 SP:Iteration 28F (728.848431 sec): 3 clusters Score: Raw -48565.494490 + Penalty 409.690386 = -48155.804105 nChanged 0 Trying to split cluster 10 (18708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (728.891235 sec): 2 clusters Score: Raw -495577.963670 + Penalty 270.509429 = -495307.454241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (728.954485 sec): 3 clusters Score: Raw -483377.401549 + Penalty 541.018859 = -482836.382690 nChanged 9042 SP:Iteration 1F (729.013850 sec): 3 clusters Score: Raw -489586.405754 + Penalty 541.018859 = -489045.386895 nChanged 1182 SP:Iteration 2F (729.075235 sec): 3 clusters Score: Raw -490246.796382 + Penalty 541.018859 = -489705.777524 nChanged 1192 SP:Iteration 3F (729.140125 sec): 3 clusters Score: Raw -491016.992579 + Penalty 541.018859 = -490475.973720 nChanged 1180 SP:Iteration 4F (729.202310 sec): 3 clusters Score: Raw -491855.281572 + Penalty 541.018859 = -491314.262714 nChanged 1070 SP:Iteration 5F (729.263782 sec): 3 clusters Score: Raw -492604.309442 + Penalty 541.018859 = -492063.290583 nChanged 872 SP:Iteration 6Q (729.325227 sec): 3 clusters Score: Raw -493133.237971 + Penalty 541.018859 = -492592.219112 nChanged 690 SP:Iteration 7Q (729.386031 sec): 3 clusters Score: Raw -493489.628031 + Penalty 541.018859 = -492948.609172 nChanged 567 SP:Iteration 8Q (729.444586 sec): 3 clusters Score: Raw -493761.162188 + Penalty 541.018859 = -493220.143329 nChanged 466 SP:Iteration 9Q (729.505303 sec): 3 clusters Score: Raw -493992.057485 + Penalty 541.018859 = -493451.038627 nChanged 401 SP:Iteration 10Q (729.560605 sec): 3 clusters Score: Raw -494179.510860 + Penalty 541.018859 = -493638.492002 nChanged 379 SP:Iteration 11Q (729.622691 sec): 3 clusters Score: Raw -494347.442572 + Penalty 541.018859 = -493806.423713 nChanged 335 SP:Iteration 12Q (729.676417 sec): 3 clusters Score: Raw -494506.938255 + Penalty 541.018859 = -493965.919397 nChanged 353 SP:Iteration 13Q (729.746795 sec): 3 clusters Score: Raw -494675.188363 + Penalty 541.018859 = -494134.169505 nChanged 319 SP:Iteration 14Q (729.810008 sec): 3 clusters Score: Raw -494830.057164 + Penalty 541.018859 = -494289.038306 nChanged 299 SP:Iteration 15Q (729.869146 sec): 3 clusters Score: Raw -494974.355721 + Penalty 541.018859 = -494433.336862 nChanged 276 SP:Iteration 16Q (729.932852 sec): 3 clusters Score: Raw -495095.123942 + Penalty 541.018859 = -494554.105084 nChanged 236 SP:Iteration 17Q (729.991499 sec): 3 clusters Score: Raw -495195.854504 + Penalty 541.018859 = -494654.835646 nChanged 212 SP:Iteration 18Q (730.039673 sec): 3 clusters Score: Raw -495285.791032 + Penalty 541.018859 = -494744.772173 nChanged 190 SP:Iteration 19Q (730.112324 sec): 3 clusters Score: Raw -495363.400944 + Penalty 541.018859 = -494822.382086 nChanged 166 SP:Iteration 20F (730.174842 sec): 3 clusters Score: Raw -495432.775050 + Penalty 541.018859 = -494891.756191 nChanged 139 SP:Iteration 21Q (730.237673 sec): 3 clusters Score: Raw -495482.267266 + Penalty 541.018859 = -494941.248407 nChanged 110 SP:Iteration 22Q (730.300883 sec): 3 clusters Score: Raw -495523.073735 + Penalty 541.018859 = -494982.054877 nChanged 85 SP:Iteration 23Q (730.348420 sec): 3 clusters Score: Raw -495555.306136 + Penalty 541.018859 = -495014.287277 nChanged 86 SP:Iteration 24Q (730.409679 sec): 3 clusters Score: Raw -495586.973099 + Penalty 541.018859 = -495045.954240 nChanged 69 SP:Iteration 25Q (730.469045 sec): 3 clusters Score: Raw -495613.895900 + Penalty 541.018859 = -495072.877042 nChanged 51 SP:Iteration 26Q (730.524468 sec): 3 clusters Score: Raw -495633.983414 + Penalty 541.018859 = -495092.964555 nChanged 54 SP:Iteration 27Q (730.597381 sec): 3 clusters Score: Raw -495653.515698 + Penalty 541.018859 = -495112.496839 nChanged 54 SP:Iteration 28Q (730.654215 sec): 3 clusters Score: Raw -495674.144703 + Penalty 541.018859 = -495133.125845 nChanged 40 SP:Iteration 29Q (730.701672 sec): 3 clusters Score: Raw -495687.844026 + Penalty 541.018859 = -495146.825168 nChanged 44 SP:Iteration 30Q (730.768731 sec): 3 clusters Score: Raw -495702.909216 + Penalty 541.018859 = -495161.890358 nChanged 28 SP:Iteration 31Q (730.824645 sec): 3 clusters Score: Raw -495713.623358 + Penalty 541.018859 = -495172.604500 nChanged 32 SP:Iteration 32Q (730.882467 sec): 3 clusters Score: Raw -495728.478986 + Penalty 541.018859 = -495187.460127 nChanged 22 SP:Iteration 33Q (730.942274 sec): 3 clusters Score: Raw -495734.863951 + Penalty 541.018859 = -495193.845093 nChanged 15 SP:Iteration 34Q (731.003650 sec): 3 clusters Score: Raw -495741.888908 + Penalty 541.018859 = -495200.870049 nChanged 19 SP:Iteration 35Q (731.059092 sec): 3 clusters Score: Raw -495750.097798 + Penalty 541.018859 = -495209.078940 nChanged 21 SP:Iteration 36Q (731.111988 sec): 3 clusters Score: Raw -495757.997857 + Penalty 541.018859 = -495216.978998 nChanged 15 SP:Iteration 37Q (731.165932 sec): 3 clusters Score: Raw -495764.442362 + Penalty 541.018859 = -495223.423503 nChanged 14 SP:Iteration 38Q (731.229547 sec): 3 clusters Score: Raw -495766.878990 + Penalty 541.018859 = -495225.860132 nChanged 11 SP:Iteration 39Q (731.279407 sec): 3 clusters Score: Raw -495769.472852 + Penalty 541.018859 = -495228.453994 nChanged 12 SP:Iteration 40F (731.350603 sec): 3 clusters Score: Raw -495771.211556 + Penalty 541.018859 = -495230.192698 nChanged 6 SP:Iteration 41Q (731.411897 sec): 3 clusters Score: Raw -495772.078746 + Penalty 541.018859 = -495231.059887 nChanged 5 SP:Iteration 42Q (731.461176 sec): 3 clusters Score: Raw -495772.990084 + Penalty 541.018859 = -495231.971225 nChanged 6 SP:Iteration 43Q (731.520722 sec): 3 clusters Score: Raw -495774.289832 + Penalty 541.018859 = -495233.270973 nChanged 3 SP:Iteration 44Q (731.586793 sec): 3 clusters Score: Raw -495774.953649 + Penalty 541.018859 = -495233.934790 nChanged 3 SP:Iteration 45Q (731.651576 sec): 3 clusters Score: Raw -495775.463020 + Penalty 541.018859 = -495234.444161 nChanged 5 SP:Iteration 46Q (731.710245 sec): 3 clusters Score: Raw -495775.742266 + Penalty 541.018859 = -495234.723407 nChanged 0 SP:Iteration 47F (731.772999 sec): 3 clusters Score: Raw -495775.742266 + Penalty 541.018859 = -495234.723407 nChanged 0 Trying to split cluster 11 (609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (731.788264 sec): 2 clusters Score: Raw -16320.002401 + Penalty 176.325002 = -16143.677398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (731.837494 sec): 3 clusters Score: Raw -16036.767869 + Penalty 352.650005 = -15684.117864 nChanged 240 SP:Iteration 1F (731.891345 sec): 3 clusters Score: Raw -16212.542682 + Penalty 352.650005 = -15859.892677 nChanged 59 SP:Iteration 2F (731.929938 sec): 3 clusters Score: Raw -16277.463691 + Penalty 352.650005 = -15924.813686 nChanged 52 SP:Iteration 3F (731.971363 sec): 3 clusters Score: Raw -16333.918883 + Penalty 352.650005 = -15981.268878 nChanged 37 SP:Iteration 4F (732.024183 sec): 3 clusters Score: Raw -16357.611278 + Penalty 352.650005 = -16004.961273 nChanged 22 SP:Iteration 5Q (732.071292 sec): 3 clusters Score: Raw -16375.468422 + Penalty 352.650005 = -16022.818417 nChanged 11 SP:Iteration 6Q (732.123727 sec): 3 clusters Score: Raw -16382.540812 + Penalty 352.650005 = -16029.890807 nChanged 8 SP:Iteration 7Q (732.171611 sec): 3 clusters Score: Raw -16387.815410 + Penalty 352.650005 = -16035.165405 nChanged 8 SP:Iteration 8Q (732.218268 sec): 3 clusters Score: Raw -16391.162463 + Penalty 352.650005 = -16038.512458 nChanged 4 SP:Iteration 9Q (732.266155 sec): 3 clusters Score: Raw -16394.434441 + Penalty 352.650005 = -16041.784436 nChanged 3 SP:Iteration 10Q (732.316129 sec): 3 clusters Score: Raw -16395.942104 + Penalty 352.650005 = -16043.292099 nChanged 2 SP:Iteration 11Q (732.356705 sec): 3 clusters Score: Raw -16397.199249 + Penalty 352.650005 = -16044.549245 nChanged 3 SP:Iteration 12Q (732.403329 sec): 3 clusters Score: Raw -16398.821200 + Penalty 352.650005 = -16046.171195 nChanged 1 SP:Iteration 13Q (732.453392 sec): 3 clusters Score: Raw -16399.995155 + Penalty 352.650005 = -16047.345150 nChanged 0 SP:Iteration 14F (732.505809 sec): 3 clusters Score: Raw -16399.995155 + Penalty 352.650005 = -16047.345150 nChanged 0 Trying to split cluster 12 (35634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (732.559691 sec): 2 clusters Score: Raw -1021689.554261 + Penalty 288.229027 = -1021401.325235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (732.635634 sec): 3 clusters Score: Raw -998031.849142 + Penalty 576.458053 = -997455.391089 nChanged 17230 SP:Iteration 1F (732.711175 sec): 3 clusters Score: Raw -1009038.470710 + Penalty 576.458053 = -1008462.012657 nChanged 2077 SP:Iteration 2F (732.784413 sec): 3 clusters Score: Raw -1010064.506920 + Penalty 576.458053 = -1009488.048867 nChanged 2334 SP:Iteration 3F (732.860627 sec): 3 clusters Score: Raw -1011430.434499 + Penalty 576.458053 = -1010853.976446 nChanged 2547 SP:Iteration 4F (732.936274 sec): 3 clusters Score: Raw -1013228.900123 + Penalty 576.458053 = -1012652.442070 nChanged 2683 SP:Iteration 5F (733.007923 sec): 3 clusters Score: Raw -1015461.325152 + Penalty 576.458053 = -1014884.867098 nChanged 2543 SP:Iteration 6F (733.083766 sec): 3 clusters Score: Raw -1017757.244380 + Penalty 576.458053 = -1017180.786326 nChanged 1957 SP:Iteration 7F (733.155843 sec): 3 clusters Score: Raw -1019558.309397 + Penalty 576.458053 = -1018981.851344 nChanged 1281 SP:Iteration 8Q (733.224772 sec): 3 clusters Score: Raw -1020707.814994 + Penalty 576.458053 = -1020131.356941 nChanged 726 SP:Iteration 9Q (733.301908 sec): 3 clusters Score: Raw -1021326.372472 + Penalty 576.458053 = -1020749.914419 nChanged 309 SP:Iteration 10Q (733.361439 sec): 3 clusters Score: Raw -1021550.113748 + Penalty 576.458053 = -1020973.655694 nChanged 138 SP:Iteration 11Q (733.432253 sec): 3 clusters Score: Raw -1021649.943670 + Penalty 576.458053 = -1021073.485616 nChanged 67 SP:Iteration 12Q (733.515242 sec): 3 clusters Score: Raw -1021696.742353 + Penalty 576.458053 = -1021120.284300 nChanged 26 SP:Iteration 13Q (733.585187 sec): 3 clusters Score: Raw -1021714.827646 + Penalty 576.458053 = -1021138.369592 nChanged 13 SP:Iteration 14Q (733.659763 sec): 3 clusters Score: Raw -1021728.952463 + Penalty 576.458053 = -1021152.494410 nChanged 10 SP:Iteration 15Q (733.725038 sec): 3 clusters Score: Raw -1021744.725940 + Penalty 576.458053 = -1021168.267887 nChanged 13 SP:Iteration 16Q (733.796232 sec): 3 clusters Score: Raw -1021757.751485 + Penalty 576.458053 = -1021181.293432 nChanged 7 SP:Iteration 17Q (733.864103 sec): 3 clusters Score: Raw -1021760.351330 + Penalty 576.458053 = -1021183.893276 nChanged 4 SP:Iteration 18Q (733.936014 sec): 3 clusters Score: Raw -1021761.107011 + Penalty 576.458053 = -1021184.648958 nChanged 1 SP:Iteration 19Q (734.006465 sec): 3 clusters Score: Raw -1021761.350532 + Penalty 576.458053 = -1021184.892478 nChanged 1 SP:Iteration 20F (734.081020 sec): 3 clusters Score: Raw -1021761.972436 + Penalty 576.458053 = -1021185.514383 nChanged 1 SP:Iteration 21Q (734.140721 sec): 3 clusters Score: Raw -1021762.241711 + Penalty 576.458053 = -1021185.783657 nChanged 0 SP:Iteration 22F (734.220118 sec): 3 clusters Score: Raw -1021762.241711 + Penalty 576.458053 = -1021185.783657 nChanged 0 Trying to split cluster 13 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (734.244314 sec): 2 clusters Score: Raw -7454.344474 + Penalty 158.628827 = -7295.715647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (734.287363 sec): 3 clusters Score: Raw -7309.295060 + Penalty 317.257655 = -6992.037406 nChanged 113 SP:Iteration 1F (734.327186 sec): 3 clusters Score: Raw -7402.904686 + Penalty 317.257655 = -7085.647031 nChanged 31 SP:Iteration 2F (734.376803 sec): 3 clusters Score: Raw -7430.720642 + Penalty 317.257655 = -7113.462987 nChanged 18 SP:Iteration 3F (734.424022 sec): 3 clusters Score: Raw -7450.388951 + Penalty 317.257655 = -7133.131296 nChanged 12 SP:Iteration 4Q (734.461224 sec): 3 clusters Score: Raw -7463.268792 + Penalty 317.257655 = -7146.011137 nChanged 13 SP:Iteration 5Q (734.516863 sec): 3 clusters Score: Raw -7478.205927 + Penalty 317.257655 = -7160.948272 nChanged 17 SP:Iteration 6F (734.564797 sec): 3 clusters Score: Raw -7491.919242 + Penalty 317.257655 = -7174.661587 nChanged 9 SP:Iteration 7Q (734.612683 sec): 3 clusters Score: Raw -7502.695106 + Penalty 317.257655 = -7185.437451 nChanged 10 SP:Iteration 8Q (734.656124 sec): 3 clusters Score: Raw -7515.899675 + Penalty 317.257655 = -7198.642020 nChanged 4 SP:Iteration 9Q (734.706362 sec): 3 clusters Score: Raw -7519.023836 + Penalty 317.257655 = -7201.766182 nChanged 5 SP:Iteration 10Q (734.743317 sec): 3 clusters Score: Raw -7521.196746 + Penalty 317.257655 = -7203.939091 nChanged 4 SP:Iteration 11Q (734.800683 sec): 3 clusters Score: Raw -7527.588262 + Penalty 317.257655 = -7210.330607 nChanged 3 SP:Iteration 12Q (734.846923 sec): 3 clusters Score: Raw -7532.659637 + Penalty 317.257655 = -7215.401982 nChanged 1 SP:Iteration 13Q (734.888277 sec): 3 clusters Score: Raw -7534.038452 + Penalty 317.257655 = -7216.780797 nChanged 3 SP:Iteration 14Q (734.942307 sec): 3 clusters Score: Raw -7539.418719 + Penalty 317.257655 = -7222.161065 nChanged 2 SP:Iteration 15Q (734.979426 sec): 3 clusters Score: Raw -7544.682083 + Penalty 317.257655 = -7227.424429 nChanged 5 SP:Iteration 16Q (735.027368 sec): 3 clusters Score: Raw -7568.409437 + Penalty 317.257655 = -7251.151782 nChanged 8 SP:Iteration 17Q (735.077989 sec): 3 clusters Score: Raw -7593.316669 + Penalty 317.257655 = -7276.059014 nChanged 12 SP:Iteration 18Q (735.125128 sec): 3 clusters Score: Raw -7615.768860 + Penalty 317.257655 = -7298.511205 nChanged 7 SP:Iteration 19Q (735.173633 sec): 3 clusters Score: Raw -7625.851788 + Penalty 317.257655 = -7308.594133 nChanged 3 SP:Iteration 20F (735.217957 sec): 3 clusters Score: Raw -7629.494574 + Penalty 317.257655 = -7312.236919 nChanged 2 SP:Iteration 21Q (735.262508 sec): 3 clusters Score: Raw -7631.121647 + Penalty 317.257655 = -7313.863993 nChanged 1 SP:Iteration 22Q (735.299806 sec): 3 clusters Score: Raw -7634.942216 + Penalty 317.257655 = -7317.684562 nChanged 2 SP:Iteration 23Q (735.351486 sec): 3 clusters Score: Raw -7641.775543 + Penalty 317.257655 = -7324.517889 nChanged 2 SP:Iteration 24Q (735.395003 sec): 3 clusters Score: Raw -7643.699773 + Penalty 317.257655 = -7326.442118 nChanged 1 SP:Iteration 25Q (735.428495 sec): 3 clusters Score: Raw -7644.793539 + Penalty 317.257655 = -7327.535884 nChanged 0 SP:Iteration 26F (735.475282 sec): 3 clusters Score: Raw -7644.793539 + Penalty 317.257655 = -7327.535884 nChanged 0 Score: Raw -7173524.669923 + Penalty 9983.031758 = -7163541.638164 Splitting cluster 13 changes total score from -7163669.251239 to -7163541.638164 So it's not getting split. Trying to split cluster 14 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (738.122382 sec): 2 clusters Score: Raw -4070.595235 + Penalty 156.298444 = -3914.296791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (738.165358 sec): 3 clusters Score: Raw -3955.880773 + Penalty 312.596887 = -3643.283886 nChanged 91 SP:Iteration 1F (738.209726 sec): 3 clusters Score: Raw -4034.262294 + Penalty 312.596887 = -3721.665407 nChanged 28 SP:Iteration 2F (738.265082 sec): 3 clusters Score: Raw -4061.529337 + Penalty 312.596887 = -3748.932450 nChanged 12 SP:Iteration 3Q (738.301013 sec): 3 clusters Score: Raw -4073.480131 + Penalty 312.596887 = -3760.883244 nChanged 9 SP:Iteration 4Q (738.349865 sec): 3 clusters Score: Raw -4082.985962 + Penalty 312.596887 = -3770.389075 nChanged 3 SP:Iteration 5Q (738.398221 sec): 3 clusters Score: Raw -4086.245591 + Penalty 312.596887 = -3773.648704 nChanged 0 SP:Iteration 6F (738.440257 sec): 3 clusters Score: Raw -4086.245591 + Penalty 312.596887 = -3773.648704 nChanged 0 Trying to split cluster 15 (3689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (738.467744 sec): 2 clusters Score: Raw -101896.921394 + Penalty 225.860544 = -101671.060850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (738.519445 sec): 3 clusters Score: Raw -99699.834020 + Penalty 451.721088 = -99248.112931 nChanged 1643 SP:Iteration 1F (738.570874 sec): 3 clusters Score: Raw -100628.237474 + Penalty 451.721088 = -100176.516386 nChanged 277 SP:Iteration 2F (738.620929 sec): 3 clusters Score: Raw -100848.108547 + Penalty 451.721088 = -100396.387458 nChanged 281 SP:Iteration 3F (738.664575 sec): 3 clusters Score: Raw -101074.631758 + Penalty 451.721088 = -100622.910670 nChanged 241 SP:Iteration 4F (738.703843 sec): 3 clusters Score: Raw -101224.019667 + Penalty 451.721088 = -100772.298578 nChanged 188 SP:Iteration 5F (738.757701 sec): 3 clusters Score: Raw -101328.845436 + Penalty 451.721088 = -100877.124347 nChanged 126 SP:Iteration 6Q (738.809890 sec): 3 clusters Score: Raw -101378.966960 + Penalty 451.721088 = -100927.245871 nChanged 71 SP:Iteration 7Q (738.847075 sec): 3 clusters Score: Raw -101402.215969 + Penalty 451.721088 = -100950.494881 nChanged 58 SP:Iteration 8Q (738.902175 sec): 3 clusters Score: Raw -101428.162435 + Penalty 451.721088 = -100976.441347 nChanged 64 SP:Iteration 9Q (738.952781 sec): 3 clusters Score: Raw -101455.822044 + Penalty 451.721088 = -101004.100956 nChanged 65 SP:Iteration 10Q (739.001579 sec): 3 clusters Score: Raw -101482.685739 + Penalty 451.721088 = -101030.964651 nChanged 55 SP:Iteration 11Q (739.045018 sec): 3 clusters Score: Raw -101509.124483 + Penalty 451.721088 = -101057.403395 nChanged 66 SP:Iteration 12Q (739.096614 sec): 3 clusters Score: Raw -101536.349362 + Penalty 451.721088 = -101084.628273 nChanged 64 SP:Iteration 13Q (739.132971 sec): 3 clusters Score: Raw -101567.125598 + Penalty 451.721088 = -101115.404510 nChanged 53 SP:Iteration 14Q (739.186662 sec): 3 clusters Score: Raw -101589.715964 + Penalty 451.721088 = -101137.994875 nChanged 52 SP:Iteration 15Q (739.225119 sec): 3 clusters Score: Raw -101612.747195 + Penalty 451.721088 = -101161.026107 nChanged 61 SP:Iteration 16Q (739.275301 sec): 3 clusters Score: Raw -101641.414516 + Penalty 451.721088 = -101189.693428 nChanged 59 SP:Iteration 17Q (739.328254 sec): 3 clusters Score: Raw -101667.300493 + Penalty 451.721088 = -101215.579405 nChanged 60 SP:Iteration 18Q (739.373720 sec): 3 clusters Score: Raw -101695.393277 + Penalty 451.721088 = -101243.672189 nChanged 53 SP:Iteration 19Q (739.411141 sec): 3 clusters Score: Raw -101712.601958 + Penalty 451.721088 = -101260.880869 nChanged 51 SP:Iteration 20F (739.456455 sec): 3 clusters Score: Raw -101727.562379 + Penalty 451.721088 = -101275.841290 nChanged 35 SP:Iteration 21Q (739.498432 sec): 3 clusters Score: Raw -101737.357084 + Penalty 451.721088 = -101285.635996 nChanged 36 SP:Iteration 22Q (739.551191 sec): 3 clusters Score: Raw -101750.278511 + Penalty 451.721088 = -101298.557423 nChanged 37 SP:Iteration 23Q (739.598283 sec): 3 clusters Score: Raw -101757.189672 + Penalty 451.721088 = -101305.468583 nChanged 24 SP:Iteration 24Q (739.642952 sec): 3 clusters Score: Raw -101761.696892 + Penalty 451.721088 = -101309.975804 nChanged 29 SP:Iteration 25Q (739.690226 sec): 3 clusters Score: Raw -101770.939620 + Penalty 451.721088 = -101319.218531 nChanged 42 SP:Iteration 26Q (739.743869 sec): 3 clusters Score: Raw -101781.806863 + Penalty 451.721088 = -101330.085775 nChanged 31 SP:Iteration 27Q (739.793141 sec): 3 clusters Score: Raw -101792.051147 + Penalty 451.721088 = -101340.330059 nChanged 24 SP:Iteration 28Q (739.837207 sec): 3 clusters Score: Raw -101799.094037 + Penalty 451.721088 = -101347.372949 nChanged 31 SP:Iteration 29Q (739.887931 sec): 3 clusters Score: Raw -101809.706642 + Penalty 451.721088 = -101357.985553 nChanged 31 SP:Iteration 30Q (739.941781 sec): 3 clusters Score: Raw -101818.002606 + Penalty 451.721088 = -101366.281517 nChanged 27 SP:Iteration 31Q (739.993988 sec): 3 clusters Score: Raw -101824.416055 + Penalty 451.721088 = -101372.694966 nChanged 26 SP:Iteration 32Q (740.046032 sec): 3 clusters Score: Raw -101828.451681 + Penalty 451.721088 = -101376.730593 nChanged 18 SP:Iteration 33Q (740.093207 sec): 3 clusters Score: Raw -101832.014392 + Penalty 451.721088 = -101380.293304 nChanged 15 SP:Iteration 34Q (740.135930 sec): 3 clusters Score: Raw -101835.160702 + Penalty 451.721088 = -101383.439614 nChanged 17 SP:Iteration 35Q (740.180513 sec): 3 clusters Score: Raw -101837.235817 + Penalty 451.721088 = -101385.514728 nChanged 10 SP:Iteration 36Q (740.231846 sec): 3 clusters Score: Raw -101838.321520 + Penalty 451.721088 = -101386.600432 nChanged 7 SP:Iteration 37Q (740.291622 sec): 3 clusters Score: Raw -101839.132190 + Penalty 451.721088 = -101387.411102 nChanged 6 SP:Iteration 38Q (740.343207 sec): 3 clusters Score: Raw -101839.533587 + Penalty 451.721088 = -101387.812498 nChanged 3 SP:Iteration 39Q (740.387795 sec): 3 clusters Score: Raw -101839.733167 + Penalty 451.721088 = -101388.012079 nChanged 1 SP:Iteration 40F (740.435515 sec): 3 clusters Score: Raw -101839.759161 + Penalty 451.721088 = -101388.038073 nChanged 2 SP:Iteration 41Q (740.485453 sec): 3 clusters Score: Raw -101839.832908 + Penalty 451.721088 = -101388.111820 nChanged 2 SP:Iteration 42Q (740.539175 sec): 3 clusters Score: Raw -101840.084101 + Penalty 451.721088 = -101388.363012 nChanged 4 SP:Iteration 43Q (740.584199 sec): 3 clusters Score: Raw -101840.571603 + Penalty 451.721088 = -101388.850515 nChanged 8 SP:Iteration 44Q (740.639952 sec): 3 clusters Score: Raw -101841.632449 + Penalty 451.721088 = -101389.911361 nChanged 6 SP:Iteration 45Q (740.693980 sec): 3 clusters Score: Raw -101842.263839 + Penalty 451.721088 = -101390.542751 nChanged 5 SP:Iteration 46Q (740.740212 sec): 3 clusters Score: Raw -101843.048601 + Penalty 451.721088 = -101391.327512 nChanged 7 SP:Iteration 47Q (740.786184 sec): 3 clusters Score: Raw -101844.012919 + Penalty 451.721088 = -101392.291830 nChanged 6 SP:Iteration 48Q (740.844216 sec): 3 clusters Score: Raw -101844.732466 + Penalty 451.721088 = -101393.011377 nChanged 8 SP:Iteration 49Q (740.889383 sec): 3 clusters Score: Raw -101845.358861 + Penalty 451.721088 = -101393.637773 nChanged 5 SP:Iteration 50Q (740.948345 sec): 3 clusters Score: Raw -101845.712820 + Penalty 451.721088 = -101393.991731 nChanged 5 SP:Iteration 51Q (740.989332 sec): 3 clusters Score: Raw -101846.174689 + Penalty 451.721088 = -101394.453600 nChanged 6 SP:Iteration 52Q (741.043487 sec): 3 clusters Score: Raw -101846.558864 + Penalty 451.721088 = -101394.837776 nChanged 5 SP:Iteration 53Q (741.092854 sec): 3 clusters Score: Raw -101846.903049 + Penalty 451.721088 = -101395.181961 nChanged 3 SP:Iteration 54Q (741.143879 sec): 3 clusters Score: Raw -101847.159993 + Penalty 451.721088 = -101395.438905 nChanged 7 SP:Iteration 55Q (741.197959 sec): 3 clusters Score: Raw -101848.143778 + Penalty 451.721088 = -101396.422690 nChanged 7 SP:Iteration 56Q (741.243924 sec): 3 clusters Score: Raw -101848.859057 + Penalty 451.721088 = -101397.137968 nChanged 9 SP:Iteration 57Q (741.299950 sec): 3 clusters Score: Raw -101849.611659 + Penalty 451.721088 = -101397.890571 nChanged 6 SP:Iteration 58Q (741.338266 sec): 3 clusters Score: Raw -101850.098159 + Penalty 451.721088 = -101398.377071 nChanged 6 SP:Iteration 59Q (741.387794 sec): 3 clusters Score: Raw -101850.594431 + Penalty 451.721088 = -101398.873343 nChanged 9 SP:Iteration 60F (741.438020 sec): 3 clusters Score: Raw -101851.576323 + Penalty 451.721088 = -101399.855234 nChanged 13 SP:Iteration 61Q (741.492804 sec): 3 clusters Score: Raw -101853.379337 + Penalty 451.721088 = -101401.658249 nChanged 12 SP:Iteration 62Q (741.535154 sec): 3 clusters Score: Raw -101854.882115 + Penalty 451.721088 = -101403.161027 nChanged 13 SP:Iteration 63Q (741.581353 sec): 3 clusters Score: Raw -101857.279310 + Penalty 451.721088 = -101405.558222 nChanged 17 SP:Iteration 64Q (741.636342 sec): 3 clusters Score: Raw -101860.299811 + Penalty 451.721088 = -101408.578723 nChanged 21 SP:Iteration 65Q (741.679363 sec): 3 clusters Score: Raw -101863.879782 + Penalty 451.721088 = -101412.158694 nChanged 21 SP:Iteration 66Q (741.733481 sec): 3 clusters Score: Raw -101868.843725 + Penalty 451.721088 = -101417.122637 nChanged 20 SP:Iteration 67Q (741.773493 sec): 3 clusters Score: Raw -101875.074903 + Penalty 451.721088 = -101423.353815 nChanged 28 SP:Iteration 68Q (741.832669 sec): 3 clusters Score: Raw -101880.438976 + Penalty 451.721088 = -101428.717888 nChanged 25 SP:Iteration 69Q (741.880984 sec): 3 clusters Score: Raw -101885.667263 + Penalty 451.721088 = -101433.946174 nChanged 27 SP:Iteration 70Q (741.918587 sec): 3 clusters Score: Raw -101890.596766 + Penalty 451.721088 = -101438.875678 nChanged 23 SP:Iteration 71Q (741.967426 sec): 3 clusters Score: Raw -101894.488736 + Penalty 451.721088 = -101442.767647 nChanged 18 SP:Iteration 72Q (742.022335 sec): 3 clusters Score: Raw -101896.848174 + Penalty 451.721088 = -101445.127086 nChanged 17 SP:Iteration 73Q (742.074068 sec): 3 clusters Score: Raw -101899.347839 + Penalty 451.721088 = -101447.626750 nChanged 16 SP:Iteration 74Q (742.117381 sec): 3 clusters Score: Raw -101901.496261 + Penalty 451.721088 = -101449.775173 nChanged 8 SP:Iteration 75Q (742.169309 sec): 3 clusters Score: Raw -101902.515455 + Penalty 451.721088 = -101450.794366 nChanged 5 SP:Iteration 76Q (742.209584 sec): 3 clusters Score: Raw -101903.126742 + Penalty 451.721088 = -101451.405654 nChanged 4 SP:Iteration 77Q (742.267412 sec): 3 clusters Score: Raw -101903.501589 + Penalty 451.721088 = -101451.780501 nChanged 4 SP:Iteration 78Q (742.309619 sec): 3 clusters Score: Raw -101903.770903 + Penalty 451.721088 = -101452.049815 nChanged 7 SP:Iteration 79Q (742.356571 sec): 3 clusters Score: Raw -101904.194048 + Penalty 451.721088 = -101452.472959 nChanged 6 SP:Iteration 80F (742.408345 sec): 3 clusters Score: Raw -101904.842126 + Penalty 451.721088 = -101453.121037 nChanged 8 SP:Iteration 81Q (742.461281 sec): 3 clusters Score: Raw -101905.868681 + Penalty 451.721088 = -101454.147593 nChanged 9 SP:Iteration 82Q (742.509543 sec): 3 clusters Score: Raw -101907.222489 + Penalty 451.721088 = -101455.501401 nChanged 12 SP:Iteration 83Q (742.551745 sec): 3 clusters Score: Raw -101909.693178 + Penalty 451.721088 = -101457.972089 nChanged 7 SP:Iteration 84Q (742.599076 sec): 3 clusters Score: Raw -101910.839282 + Penalty 451.721088 = -101459.118194 nChanged 9 SP:Iteration 85Q (742.648426 sec): 3 clusters Score: Raw -101912.054235 + Penalty 451.721088 = -101460.333146 nChanged 10 SP:Iteration 86Q (742.696754 sec): 3 clusters Score: Raw -101913.714051 + Penalty 451.721088 = -101461.992963 nChanged 8 SP:Iteration 87Q (742.735590 sec): 3 clusters Score: Raw -101914.504674 + Penalty 451.721088 = -101462.783586 nChanged 7 SP:Iteration 88Q (742.781063 sec): 3 clusters Score: Raw -101915.285602 + Penalty 451.721088 = -101463.564513 nChanged 6 SP:Iteration 89Q (742.828298 sec): 3 clusters Score: Raw -101916.055777 + Penalty 451.721088 = -101464.334689 nChanged 6 SP:Iteration 90Q (742.880534 sec): 3 clusters Score: Raw -101916.588563 + Penalty 451.721088 = -101464.867475 nChanged 4 SP:Iteration 91Q (742.923037 sec): 3 clusters Score: Raw -101917.513390 + Penalty 451.721088 = -101465.792302 nChanged 8 SP:Iteration 92Q (742.965497 sec): 3 clusters Score: Raw -101918.765814 + Penalty 451.721088 = -101467.044725 nChanged 6 SP:Iteration 93Q (743.004144 sec): 3 clusters Score: Raw -101919.650177 + Penalty 451.721088 = -101467.929089 nChanged 7 SP:Iteration 94Q (743.056895 sec): 3 clusters Score: Raw -101920.625255 + Penalty 451.721088 = -101468.904166 nChanged 4 SP:Iteration 95Q (743.104964 sec): 3 clusters Score: Raw -101921.223868 + Penalty 451.721088 = -101469.502779 nChanged 5 SP:Iteration 96Q (743.147034 sec): 3 clusters Score: Raw -101921.690112 + Penalty 451.721088 = -101469.969023 nChanged 6 SP:Iteration 97Q (743.183825 sec): 3 clusters Score: Raw -101922.496055 + Penalty 451.721088 = -101470.774966 nChanged 5 SP:Iteration 98Q (743.229669 sec): 3 clusters Score: Raw -101923.274893 + Penalty 451.721088 = -101471.553804 nChanged 3 SP:Iteration 99Q (743.282761 sec): 3 clusters Score: Raw -101923.591834 + Penalty 451.721088 = -101471.870746 nChanged 4 SP:Iteration 100F (743.327353 sec): 3 clusters Score: Raw -101924.271540 + Penalty 451.721088 = -101472.550451 nChanged 5 SP:Iteration 101Q (743.372844 sec): 3 clusters Score: Raw -101924.719147 + Penalty 451.721088 = -101472.998058 nChanged 2 SP:Iteration 102Q (743.415265 sec): 3 clusters Score: Raw -101925.184709 + Penalty 451.721088 = -101473.463621 nChanged 5 SP:Iteration 103Q (743.455138 sec): 3 clusters Score: Raw -101926.336041 + Penalty 451.721088 = -101474.614953 nChanged 10 SP:Iteration 104Q (743.498588 sec): 3 clusters Score: Raw -101929.003524 + Penalty 451.721088 = -101477.282436 nChanged 12 SP:Iteration 105Q (743.553294 sec): 3 clusters Score: Raw -101932.254323 + Penalty 451.721088 = -101480.533235 nChanged 13 SP:Iteration 106Q (743.588236 sec): 3 clusters Score: Raw -101934.629515 + Penalty 451.721088 = -101482.908427 nChanged 7 SP:Iteration 107Q (743.641492 sec): 3 clusters Score: Raw -101935.357308 + Penalty 451.721088 = -101483.636220 nChanged 4 SP:Iteration 108Q (743.688005 sec): 3 clusters Score: Raw -101935.602625 + Penalty 451.721088 = -101483.881537 nChanged 0 SP:Iteration 109F (743.733027 sec): 3 clusters Score: Raw -101935.602625 + Penalty 451.721088 = -101483.881537 nChanged 0 Trying to split cluster 16 (8584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (743.753318 sec): 2 clusters Score: Raw -263470.285009 + Penalty 249.085520 = -263221.199489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (743.822785 sec): 3 clusters Score: Raw -257996.563018 + Penalty 498.171041 = -257498.391978 nChanged 3999 SP:Iteration 1F (743.861969 sec): 3 clusters Score: Raw -260202.615291 + Penalty 498.171041 = -259704.444250 nChanged 417 SP:Iteration 2Q (743.917558 sec): 3 clusters Score: Raw -260382.507156 + Penalty 498.171041 = -259884.336115 nChanged 495 SP:Iteration 3F (743.975782 sec): 3 clusters Score: Raw -260644.464614 + Penalty 498.171041 = -260146.293573 nChanged 515 SP:Iteration 4F (744.024945 sec): 3 clusters Score: Raw -261018.182875 + Penalty 498.171041 = -260520.011834 nChanged 567 SP:Iteration 5F (744.086387 sec): 3 clusters Score: Raw -261541.819262 + Penalty 498.171041 = -261043.648221 nChanged 602 SP:Iteration 6F (744.138892 sec): 3 clusters Score: Raw -262108.965646 + Penalty 498.171041 = -261610.794606 nChanged 553 SP:Iteration 7F (744.192891 sec): 3 clusters Score: Raw -262524.902954 + Penalty 498.171041 = -262026.731913 nChanged 354 SP:Iteration 8Q (744.245582 sec): 3 clusters Score: Raw -262690.450344 + Penalty 498.171041 = -262192.279304 nChanged 211 SP:Iteration 9Q (744.303028 sec): 3 clusters Score: Raw -262768.870311 + Penalty 498.171041 = -262270.699270 nChanged 160 SP:Iteration 10Q (744.351744 sec): 3 clusters Score: Raw -262820.550267 + Penalty 498.171041 = -262322.379226 nChanged 133 SP:Iteration 11Q (744.404442 sec): 3 clusters Score: Raw -262856.909403 + Penalty 498.171041 = -262358.738362 nChanged 111 SP:Iteration 12Q (744.454300 sec): 3 clusters Score: Raw -262891.647379 + Penalty 498.171041 = -262393.476338 nChanged 100 SP:Iteration 13Q (744.504695 sec): 3 clusters Score: Raw -262922.175137 + Penalty 498.171041 = -262424.004097 nChanged 94 SP:Iteration 14Q (744.556736 sec): 3 clusters Score: Raw -262948.381738 + Penalty 498.171041 = -262450.210698 nChanged 91 SP:Iteration 15Q (744.614562 sec): 3 clusters Score: Raw -262976.630186 + Penalty 498.171041 = -262478.459146 nChanged 88 SP:Iteration 16Q (744.654932 sec): 3 clusters Score: Raw -263003.428219 + Penalty 498.171041 = -262505.257178 nChanged 100 SP:Iteration 17Q (744.711803 sec): 3 clusters Score: Raw -263037.039373 + Penalty 498.171041 = -262538.868332 nChanged 96 SP:Iteration 18Q (744.771897 sec): 3 clusters Score: Raw -263065.015477 + Penalty 498.171041 = -262566.844436 nChanged 83 SP:Iteration 19Q (744.821863 sec): 3 clusters Score: Raw -263090.605195 + Penalty 498.171041 = -262592.434154 nChanged 79 SP:Iteration 20F (744.873689 sec): 3 clusters Score: Raw -263116.187823 + Penalty 498.171041 = -262618.016782 nChanged 72 SP:Iteration 21Q (744.925817 sec): 3 clusters Score: Raw -263135.506919 + Penalty 498.171041 = -262637.335878 nChanged 70 SP:Iteration 22Q (744.971976 sec): 3 clusters Score: Raw -263152.062315 + Penalty 498.171041 = -262653.891274 nChanged 61 SP:Iteration 23Q (745.026023 sec): 3 clusters Score: Raw -263164.599497 + Penalty 498.171041 = -262666.428457 nChanged 53 SP:Iteration 24Q (745.077466 sec): 3 clusters Score: Raw -263174.197387 + Penalty 498.171041 = -262676.026346 nChanged 50 SP:Iteration 25Q (745.131598 sec): 3 clusters Score: Raw -263183.816667 + Penalty 498.171041 = -262685.645626 nChanged 55 SP:Iteration 26Q (745.182229 sec): 3 clusters Score: Raw -263195.300854 + Penalty 498.171041 = -262697.129813 nChanged 62 SP:Iteration 27Q (745.234382 sec): 3 clusters Score: Raw -263209.253162 + Penalty 498.171041 = -262711.082122 nChanged 62 SP:Iteration 28Q (745.292064 sec): 3 clusters Score: Raw -263222.587772 + Penalty 498.171041 = -262724.416731 nChanged 53 SP:Iteration 29Q (745.348320 sec): 3 clusters Score: Raw -263231.439384 + Penalty 498.171041 = -262733.268343 nChanged 51 SP:Iteration 30Q (745.399311 sec): 3 clusters Score: Raw -263241.730290 + Penalty 498.171041 = -262743.559249 nChanged 61 SP:Iteration 31Q (745.445950 sec): 3 clusters Score: Raw -263257.141951 + Penalty 498.171041 = -262758.970910 nChanged 56 SP:Iteration 32Q (745.500397 sec): 3 clusters Score: Raw -263270.581925 + Penalty 498.171041 = -262772.410884 nChanged 52 SP:Iteration 33Q (745.550785 sec): 3 clusters Score: Raw -263281.397271 + Penalty 498.171041 = -262783.226230 nChanged 59 SP:Iteration 34Q (745.613095 sec): 3 clusters Score: Raw -263293.115190 + Penalty 498.171041 = -262794.944149 nChanged 42 SP:Iteration 35Q (745.663802 sec): 3 clusters Score: Raw -263301.688178 + Penalty 498.171041 = -262803.517137 nChanged 43 SP:Iteration 36Q (745.699247 sec): 3 clusters Score: Raw -263311.053577 + Penalty 498.171041 = -262812.882536 nChanged 48 SP:Iteration 37Q (745.761319 sec): 3 clusters Score: Raw -263320.671221 + Penalty 498.171041 = -262822.500180 nChanged 44 SP:Iteration 38Q (745.802396 sec): 3 clusters Score: Raw -263328.955473 + Penalty 498.171041 = -262830.784432 nChanged 44 SP:Iteration 39Q (745.860096 sec): 3 clusters Score: Raw -263337.041801 + Penalty 498.171041 = -262838.870760 nChanged 40 SP:Iteration 40F (745.915446 sec): 3 clusters Score: Raw -263344.183987 + Penalty 498.171041 = -262846.012947 nChanged 45 SP:Iteration 41Q (745.965634 sec): 3 clusters Score: Raw -263354.274600 + Penalty 498.171041 = -262856.103559 nChanged 52 SP:Iteration 42Q (746.023676 sec): 3 clusters Score: Raw -263366.267586 + Penalty 498.171041 = -262868.096545 nChanged 52 SP:Iteration 43Q (746.065157 sec): 3 clusters Score: Raw -263379.352010 + Penalty 498.171041 = -262881.180969 nChanged 55 SP:Iteration 44Q (746.118247 sec): 3 clusters Score: Raw -263392.460270 + Penalty 498.171041 = -262894.289230 nChanged 42 SP:Iteration 45Q (746.181354 sec): 3 clusters Score: Raw -263401.416492 + Penalty 498.171041 = -262903.245451 nChanged 43 SP:Iteration 46Q (746.233825 sec): 3 clusters Score: Raw -263412.578400 + Penalty 498.171041 = -262914.407360 nChanged 35 SP:Iteration 47Q (746.291340 sec): 3 clusters Score: Raw -263420.239520 + Penalty 498.171041 = -262922.068480 nChanged 24 SP:Iteration 48Q (746.339958 sec): 3 clusters Score: Raw -263426.468919 + Penalty 498.171041 = -262928.297878 nChanged 26 SP:Iteration 49Q (746.385170 sec): 3 clusters Score: Raw -263432.572845 + Penalty 498.171041 = -262934.401805 nChanged 15 SP:Iteration 50Q (746.440107 sec): 3 clusters Score: Raw -263435.721966 + Penalty 498.171041 = -262937.550925 nChanged 19 SP:Iteration 51Q (746.481532 sec): 3 clusters Score: Raw -263438.623844 + Penalty 498.171041 = -262940.452803 nChanged 18 SP:Iteration 52Q (746.538796 sec): 3 clusters Score: Raw -263441.279517 + Penalty 498.171041 = -262943.108476 nChanged 18 SP:Iteration 53Q (746.582448 sec): 3 clusters Score: Raw -263444.214388 + Penalty 498.171041 = -262946.043348 nChanged 19 SP:Iteration 54Q (746.636248 sec): 3 clusters Score: Raw -263446.711921 + Penalty 498.171041 = -262948.540880 nChanged 18 SP:Iteration 55Q (746.697930 sec): 3 clusters Score: Raw -263449.443492 + Penalty 498.171041 = -262951.272451 nChanged 24 SP:Iteration 56Q (746.748780 sec): 3 clusters Score: Raw -263453.682689 + Penalty 498.171041 = -262955.511649 nChanged 25 SP:Iteration 57Q (746.795166 sec): 3 clusters Score: Raw -263457.759043 + Penalty 498.171041 = -262959.588002 nChanged 22 SP:Iteration 58Q (746.839727 sec): 3 clusters Score: Raw -263462.047262 + Penalty 498.171041 = -262963.876221 nChanged 24 SP:Iteration 59Q (746.894822 sec): 3 clusters Score: Raw -263466.775111 + Penalty 498.171041 = -262968.604071 nChanged 21 SP:Iteration 60F (746.947058 sec): 3 clusters Score: Raw -263469.933693 + Penalty 498.171041 = -262971.762652 nChanged 20 SP:Iteration 61Q (746.992564 sec): 3 clusters Score: Raw -263472.392111 + Penalty 498.171041 = -262974.221070 nChanged 17 SP:Iteration 62Q (747.052614 sec): 3 clusters Score: Raw -263475.313741 + Penalty 498.171041 = -262977.142701 nChanged 19 SP:Iteration 63Q (747.105216 sec): 3 clusters Score: Raw -263478.311286 + Penalty 498.171041 = -262980.140245 nChanged 14 SP:Iteration 64Q (747.164834 sec): 3 clusters Score: Raw -263480.139787 + Penalty 498.171041 = -262981.968747 nChanged 15 SP:Iteration 65Q (747.217265 sec): 3 clusters Score: Raw -263482.080351 + Penalty 498.171041 = -262983.909311 nChanged 11 SP:Iteration 66Q (747.269601 sec): 3 clusters Score: Raw -263483.921425 + Penalty 498.171041 = -262985.750384 nChanged 9 SP:Iteration 67Q (747.311548 sec): 3 clusters Score: Raw -263485.755403 + Penalty 498.171041 = -262987.584363 nChanged 8 SP:Iteration 68Q (747.364588 sec): 3 clusters Score: Raw -263487.216225 + Penalty 498.171041 = -262989.045184 nChanged 4 SP:Iteration 69Q (747.405840 sec): 3 clusters Score: Raw -263487.715672 + Penalty 498.171041 = -262989.544631 nChanged 8 SP:Iteration 70Q (747.461008 sec): 3 clusters Score: Raw -263488.804108 + Penalty 498.171041 = -262990.633067 nChanged 7 SP:Iteration 71Q (747.518657 sec): 3 clusters Score: Raw -263489.742738 + Penalty 498.171041 = -262991.571698 nChanged 5 SP:Iteration 72Q (747.568812 sec): 3 clusters Score: Raw -263490.033223 + Penalty 498.171041 = -262991.862182 nChanged 1 SP:Iteration 73Q (747.616176 sec): 3 clusters Score: Raw -263490.770791 + Penalty 498.171041 = -262992.599750 nChanged 3 SP:Iteration 74Q (747.672225 sec): 3 clusters Score: Raw -263491.677646 + Penalty 498.171041 = -262993.506606 nChanged 5 SP:Iteration 75Q (747.725226 sec): 3 clusters Score: Raw -263493.455956 + Penalty 498.171041 = -262995.284915 nChanged 6 SP:Iteration 76Q (747.771200 sec): 3 clusters Score: Raw -263495.411770 + Penalty 498.171041 = -262997.240729 nChanged 9 SP:Iteration 77Q (747.819623 sec): 3 clusters Score: Raw -263498.050711 + Penalty 498.171041 = -262999.879670 nChanged 7 SP:Iteration 78Q (747.872390 sec): 3 clusters Score: Raw -263498.640410 + Penalty 498.171041 = -263000.469369 nChanged 9 SP:Iteration 79Q (747.931088 sec): 3 clusters Score: Raw -263499.994250 + Penalty 498.171041 = -263001.823209 nChanged 8 SP:Iteration 80F (747.989339 sec): 3 clusters Score: Raw -263501.620593 + Penalty 498.171041 = -263003.449553 nChanged 6 SP:Iteration 81Q (748.033230 sec): 3 clusters Score: Raw -263502.201076 + Penalty 498.171041 = -263004.030036 nChanged 5 SP:Iteration 82Q (748.083766 sec): 3 clusters Score: Raw -263502.891295 + Penalty 498.171041 = -263004.720254 nChanged 5 SP:Iteration 83Q (748.134989 sec): 3 clusters Score: Raw -263503.201768 + Penalty 498.171041 = -263005.030727 nChanged 4 SP:Iteration 84Q (748.197040 sec): 3 clusters Score: Raw -263503.414179 + Penalty 498.171041 = -263005.243138 nChanged 4 SP:Iteration 85Q (748.248702 sec): 3 clusters Score: Raw -263503.597347 + Penalty 498.171041 = -263005.426306 nChanged 2 SP:Iteration 86Q (748.288671 sec): 3 clusters Score: Raw -263503.646283 + Penalty 498.171041 = -263005.475242 nChanged 1 SP:Iteration 87Q (748.351202 sec): 3 clusters Score: Raw -263503.663790 + Penalty 498.171041 = -263005.492749 nChanged 0 SP:Iteration 88F (748.395507 sec): 3 clusters Score: Raw -263503.663790 + Penalty 498.171041 = -263005.492749 nChanged 0 Trying to split cluster 17 (2537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (748.427916 sec): 2 clusters Score: Raw -69932.109665 + Penalty 215.565283 = -69716.544382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (748.472676 sec): 3 clusters Score: Raw -68453.942202 + Penalty 431.130566 = -68022.811637 nChanged 1122 SP:Iteration 1F (748.522455 sec): 3 clusters Score: Raw -69199.938075 + Penalty 431.130566 = -68768.807509 nChanged 203 SP:Iteration 2F (748.572639 sec): 3 clusters Score: Raw -69326.530091 + Penalty 431.130566 = -68895.399525 nChanged 175 SP:Iteration 3F (748.616835 sec): 3 clusters Score: Raw -69442.794820 + Penalty 431.130566 = -69011.664254 nChanged 156 SP:Iteration 4F (748.670389 sec): 3 clusters Score: Raw -69541.906127 + Penalty 431.130566 = -69110.775561 nChanged 124 SP:Iteration 5Q (748.723944 sec): 3 clusters Score: Raw -69635.396684 + Penalty 431.130566 = -69204.266119 nChanged 100 SP:Iteration 6Q (748.762653 sec): 3 clusters Score: Raw -69715.510894 + Penalty 431.130566 = -69284.380328 nChanged 85 SP:Iteration 7Q (748.818434 sec): 3 clusters Score: Raw -69776.600069 + Penalty 431.130566 = -69345.469504 nChanged 61 SP:Iteration 8Q (748.864357 sec): 3 clusters Score: Raw -69812.415599 + Penalty 431.130566 = -69381.285033 nChanged 45 SP:Iteration 9Q (748.908832 sec): 3 clusters Score: Raw -69839.771731 + Penalty 431.130566 = -69408.641165 nChanged 36 SP:Iteration 10Q (748.953045 sec): 3 clusters Score: Raw -69856.535591 + Penalty 431.130566 = -69425.405026 nChanged 26 SP:Iteration 11Q (748.999340 sec): 3 clusters Score: Raw -69868.081289 + Penalty 431.130566 = -69436.950723 nChanged 22 SP:Iteration 12Q (749.047496 sec): 3 clusters Score: Raw -69876.079425 + Penalty 431.130566 = -69444.948859 nChanged 22 SP:Iteration 13Q (749.084976 sec): 3 clusters Score: Raw -69882.354288 + Penalty 431.130566 = -69451.223723 nChanged 17 SP:Iteration 14Q (749.140046 sec): 3 clusters Score: Raw -69889.503728 + Penalty 431.130566 = -69458.373162 nChanged 16 SP:Iteration 15Q (749.187388 sec): 3 clusters Score: Raw -69894.462529 + Penalty 431.130566 = -69463.331963 nChanged 14 SP:Iteration 16Q (749.233125 sec): 3 clusters Score: Raw -69898.732651 + Penalty 431.130566 = -69467.602086 nChanged 17 SP:Iteration 17Q (749.268960 sec): 3 clusters Score: Raw -69904.958292 + Penalty 431.130566 = -69473.827726 nChanged 20 SP:Iteration 18Q (749.320057 sec): 3 clusters Score: Raw -69913.230754 + Penalty 431.130566 = -69482.100189 nChanged 18 SP:Iteration 19Q (749.363255 sec): 3 clusters Score: Raw -69919.158755 + Penalty 431.130566 = -69488.028189 nChanged 12 SP:Iteration 20F (749.414331 sec): 3 clusters Score: Raw -69922.861717 + Penalty 431.130566 = -69491.731152 nChanged 12 SP:Iteration 21Q (749.461036 sec): 3 clusters Score: Raw -69925.712363 + Penalty 431.130566 = -69494.581797 nChanged 5 SP:Iteration 22Q (749.511258 sec): 3 clusters Score: Raw -69926.266235 + Penalty 431.130566 = -69495.135669 nChanged 2 SP:Iteration 23Q (749.561315 sec): 3 clusters Score: Raw -69926.616286 + Penalty 431.130566 = -69495.485720 nChanged 3 SP:Iteration 24Q (749.606693 sec): 3 clusters Score: Raw -69927.864500 + Penalty 431.130566 = -69496.733934 nChanged 6 SP:Iteration 25Q (749.646798 sec): 3 clusters Score: Raw -69929.319802 + Penalty 431.130566 = -69498.189236 nChanged 3 SP:Iteration 26Q (749.697386 sec): 3 clusters Score: Raw -69929.710699 + Penalty 431.130566 = -69498.580133 nChanged 0 SP:Iteration 27F (749.742050 sec): 3 clusters Score: Raw -69929.710699 + Penalty 431.130566 = -69498.580133 nChanged 0 Trying to split cluster 18 (5328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (749.764016 sec): 2 clusters Score: Raw -159539.675433 + Penalty 235.970108 = -159303.705324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (749.825041 sec): 3 clusters Score: Raw -156220.257259 + Penalty 471.940217 = -155748.317042 nChanged 2490 SP:Iteration 1F (749.876037 sec): 3 clusters Score: Raw -157909.517264 + Penalty 471.940217 = -157437.577047 nChanged 429 SP:Iteration 2F (749.924986 sec): 3 clusters Score: Raw -158224.314925 + Penalty 471.940217 = -157752.374708 nChanged 377 SP:Iteration 3F (749.982093 sec): 3 clusters Score: Raw -158535.245070 + Penalty 471.940217 = -158063.304853 nChanged 338 SP:Iteration 4F (750.027868 sec): 3 clusters Score: Raw -158836.042563 + Penalty 471.940217 = -158364.102346 nChanged 253 SP:Iteration 5Q (750.075713 sec): 3 clusters Score: Raw -158983.134698 + Penalty 471.940217 = -158511.194481 nChanged 165 SP:Iteration 6Q (750.124239 sec): 3 clusters Score: Raw -159060.298696 + Penalty 471.940217 = -158588.358479 nChanged 119 SP:Iteration 7Q (750.173299 sec): 3 clusters Score: Raw -159107.504221 + Penalty 471.940217 = -158635.564005 nChanged 91 SP:Iteration 8Q (750.218017 sec): 3 clusters Score: Raw -159141.645051 + Penalty 471.940217 = -158669.704834 nChanged 93 SP:Iteration 9Q (750.273630 sec): 3 clusters Score: Raw -159177.988103 + Penalty 471.940217 = -158706.047886 nChanged 81 SP:Iteration 10Q (750.327476 sec): 3 clusters Score: Raw -159208.583952 + Penalty 471.940217 = -158736.643735 nChanged 85 SP:Iteration 11Q (750.374705 sec): 3 clusters Score: Raw -159234.924422 + Penalty 471.940217 = -158762.984205 nChanged 75 SP:Iteration 12Q (750.413947 sec): 3 clusters Score: Raw -159261.157690 + Penalty 471.940217 = -158789.217473 nChanged 74 SP:Iteration 13Q (750.475597 sec): 3 clusters Score: Raw -159289.882043 + Penalty 471.940217 = -158817.941827 nChanged 72 SP:Iteration 14Q (750.517696 sec): 3 clusters Score: Raw -159313.980647 + Penalty 471.940217 = -158842.040430 nChanged 59 SP:Iteration 15Q (750.582461 sec): 3 clusters Score: Raw -159327.642290 + Penalty 471.940217 = -158855.702073 nChanged 49 SP:Iteration 16Q (750.634205 sec): 3 clusters Score: Raw -159338.314824 + Penalty 471.940217 = -158866.374607 nChanged 56 SP:Iteration 17Q (750.686717 sec): 3 clusters Score: Raw -159351.778724 + Penalty 471.940217 = -158879.838507 nChanged 60 SP:Iteration 18Q (750.734767 sec): 3 clusters Score: Raw -159366.420676 + Penalty 471.940217 = -158894.480459 nChanged 50 SP:Iteration 19Q (750.779744 sec): 3 clusters Score: Raw -159377.195879 + Penalty 471.940217 = -158905.255662 nChanged 41 SP:Iteration 20F (750.833182 sec): 3 clusters Score: Raw -159385.203955 + Penalty 471.940217 = -158913.263739 nChanged 37 SP:Iteration 21Q (750.890105 sec): 3 clusters Score: Raw -159394.335571 + Penalty 471.940217 = -158922.395355 nChanged 55 SP:Iteration 22Q (750.929663 sec): 3 clusters Score: Raw -159409.924741 + Penalty 471.940217 = -158937.984524 nChanged 60 SP:Iteration 23Q (750.985523 sec): 3 clusters Score: Raw -159430.070392 + Penalty 471.940217 = -158958.130176 nChanged 54 SP:Iteration 24Q (751.033530 sec): 3 clusters Score: Raw -159444.478573 + Penalty 471.940217 = -158972.538357 nChanged 44 SP:Iteration 25Q (751.087927 sec): 3 clusters Score: Raw -159455.838656 + Penalty 471.940217 = -158983.898439 nChanged 42 SP:Iteration 26Q (751.137743 sec): 3 clusters Score: Raw -159466.873900 + Penalty 471.940217 = -158994.933684 nChanged 41 SP:Iteration 27Q (751.181891 sec): 3 clusters Score: Raw -159477.535348 + Penalty 471.940217 = -159005.595131 nChanged 33 SP:Iteration 28Q (751.223584 sec): 3 clusters Score: Raw -159487.343843 + Penalty 471.940217 = -159015.403627 nChanged 43 SP:Iteration 29Q (751.276008 sec): 3 clusters Score: Raw -159500.364680 + Penalty 471.940217 = -159028.424463 nChanged 42 SP:Iteration 30Q (751.324075 sec): 3 clusters Score: Raw -159514.430513 + Penalty 471.940217 = -159042.490296 nChanged 37 SP:Iteration 31Q (751.370338 sec): 3 clusters Score: Raw -159526.797372 + Penalty 471.940217 = -159054.857155 nChanged 28 SP:Iteration 32Q (751.424225 sec): 3 clusters Score: Raw -159537.678603 + Penalty 471.940217 = -159065.738386 nChanged 24 SP:Iteration 33Q (751.477743 sec): 3 clusters Score: Raw -159544.104831 + Penalty 471.940217 = -159072.164614 nChanged 18 SP:Iteration 34Q (751.526754 sec): 3 clusters Score: Raw -159548.344708 + Penalty 471.940217 = -159076.404491 nChanged 16 SP:Iteration 35Q (751.568566 sec): 3 clusters Score: Raw -159552.203467 + Penalty 471.940217 = -159080.263250 nChanged 18 SP:Iteration 36Q (751.622506 sec): 3 clusters Score: Raw -159560.332686 + Penalty 471.940217 = -159088.392469 nChanged 27 SP:Iteration 37Q (751.665669 sec): 3 clusters Score: Raw -159572.866914 + Penalty 471.940217 = -159100.926698 nChanged 30 SP:Iteration 38Q (751.717325 sec): 3 clusters Score: Raw -159586.812654 + Penalty 471.940217 = -159114.872437 nChanged 29 SP:Iteration 39Q (751.756642 sec): 3 clusters Score: Raw -159595.910443 + Penalty 471.940217 = -159123.970227 nChanged 21 SP:Iteration 40F (751.816507 sec): 3 clusters Score: Raw -159602.752630 + Penalty 471.940217 = -159130.812413 nChanged 19 SP:Iteration 41Q (751.865564 sec): 3 clusters Score: Raw -159608.786152 + Penalty 471.940217 = -159136.845936 nChanged 15 SP:Iteration 42Q (751.909010 sec): 3 clusters Score: Raw -159612.601549 + Penalty 471.940217 = -159140.661332 nChanged 13 SP:Iteration 43Q (751.963173 sec): 3 clusters Score: Raw -159616.751768 + Penalty 471.940217 = -159144.811551 nChanged 17 SP:Iteration 44Q (752.011464 sec): 3 clusters Score: Raw -159621.484937 + Penalty 471.940217 = -159149.544720 nChanged 11 SP:Iteration 45Q (752.073738 sec): 3 clusters Score: Raw -159625.003604 + Penalty 471.940217 = -159153.063387 nChanged 12 SP:Iteration 46Q (752.121676 sec): 3 clusters Score: Raw -159627.531223 + Penalty 471.940217 = -159155.591006 nChanged 8 SP:Iteration 47Q (752.168808 sec): 3 clusters Score: Raw -159629.027751 + Penalty 471.940217 = -159157.087534 nChanged 2 SP:Iteration 48Q (752.216938 sec): 3 clusters Score: Raw -159629.260977 + Penalty 471.940217 = -159157.320761 nChanged 1 SP:Iteration 49Q (752.257441 sec): 3 clusters Score: Raw -159629.514286 + Penalty 471.940217 = -159157.574069 nChanged 3 SP:Iteration 50Q (752.316696 sec): 3 clusters Score: Raw -159629.872732 + Penalty 471.940217 = -159157.932516 nChanged 3 SP:Iteration 51Q (752.367648 sec): 3 clusters Score: Raw -159630.651595 + Penalty 471.940217 = -159158.711379 nChanged 1 SP:Iteration 52Q (752.406357 sec): 3 clusters Score: Raw -159630.727117 + Penalty 471.940217 = -159158.786900 nChanged 1 SP:Iteration 53Q (752.461773 sec): 3 clusters Score: Raw -159631.124940 + Penalty 471.940217 = -159159.184723 nChanged 4 SP:Iteration 54Q (752.500318 sec): 3 clusters Score: Raw -159632.080215 + Penalty 471.940217 = -159160.139998 nChanged 2 SP:Iteration 55Q (752.558448 sec): 3 clusters Score: Raw -159632.300713 + Penalty 471.940217 = -159160.360497 nChanged 1 SP:Iteration 56Q (752.607684 sec): 3 clusters Score: Raw -159632.361325 + Penalty 471.940217 = -159160.421109 nChanged 0 SP:Iteration 57F (752.647880 sec): 3 clusters Score: Raw -159632.361325 + Penalty 471.940217 = -159160.421109 nChanged 0 Trying to split cluster 19 (1661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (752.678010 sec): 2 clusters Score: Raw -36012.449766 + Penalty 203.917316 = -35808.532451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (752.721265 sec): 3 clusters Score: Raw -35099.190796 + Penalty 407.834631 = -34691.356165 nChanged 731 SP:Iteration 1F (752.764547 sec): 3 clusters Score: Raw -35724.742185 + Penalty 407.834631 = -35316.907554 nChanged 157 SP:Iteration 2F (752.809023 sec): 3 clusters Score: Raw -35864.885606 + Penalty 407.834631 = -35457.050975 nChanged 117 SP:Iteration 3F (752.854476 sec): 3 clusters Score: Raw -35967.554682 + Penalty 407.834631 = -35559.720051 nChanged 78 SP:Iteration 4Q (752.902213 sec): 3 clusters Score: Raw -36020.433159 + Penalty 407.834631 = -35612.598528 nChanged 51 SP:Iteration 5Q (752.948192 sec): 3 clusters Score: Raw -36056.549182 + Penalty 407.834631 = -35648.714551 nChanged 33 SP:Iteration 6Q (752.988571 sec): 3 clusters Score: Raw -36079.959055 + Penalty 407.834631 = -35672.124423 nChanged 26 SP:Iteration 7Q (753.031269 sec): 3 clusters Score: Raw -36095.082236 + Penalty 407.834631 = -35687.247605 nChanged 17 SP:Iteration 8Q (753.080970 sec): 3 clusters Score: Raw -36104.943660 + Penalty 407.834631 = -35697.109029 nChanged 12 SP:Iteration 9Q (753.127842 sec): 3 clusters Score: Raw -36112.925502 + Penalty 407.834631 = -35705.090871 nChanged 8 SP:Iteration 10Q (753.171778 sec): 3 clusters Score: Raw -36119.676051 + Penalty 407.834631 = -35711.841420 nChanged 5 SP:Iteration 11Q (753.221043 sec): 3 clusters Score: Raw -36122.057864 + Penalty 407.834631 = -35714.223233 nChanged 3 SP:Iteration 12Q (753.268958 sec): 3 clusters Score: Raw -36125.166508 + Penalty 407.834631 = -35717.331877 nChanged 3 SP:Iteration 13Q (753.317727 sec): 3 clusters Score: Raw -36128.515462 + Penalty 407.834631 = -35720.680831 nChanged 5 SP:Iteration 14Q (753.368816 sec): 3 clusters Score: Raw -36131.987085 + Penalty 407.834631 = -35724.152454 nChanged 4 SP:Iteration 15Q (753.419901 sec): 3 clusters Score: Raw -36135.445926 + Penalty 407.834631 = -35727.611295 nChanged 7 SP:Iteration 16Q (753.458290 sec): 3 clusters Score: Raw -36137.692481 + Penalty 407.834631 = -35729.857850 nChanged 3 SP:Iteration 17Q (753.506954 sec): 3 clusters Score: Raw -36141.559361 + Penalty 407.834631 = -35733.724730 nChanged 4 SP:Iteration 18Q (753.550289 sec): 3 clusters Score: Raw -36144.503070 + Penalty 407.834631 = -35736.668439 nChanged 1 SP:Iteration 19Q (753.600573 sec): 3 clusters Score: Raw -36147.909619 + Penalty 407.834631 = -35740.074988 nChanged 5 SP:Iteration 20F (753.641231 sec): 3 clusters Score: Raw -36156.819508 + Penalty 407.834631 = -35748.984877 nChanged 12 SP:Iteration 21Q (753.687902 sec): 3 clusters Score: Raw -36162.325535 + Penalty 407.834631 = -35754.490904 nChanged 7 SP:Iteration 22Q (753.728827 sec): 3 clusters Score: Raw -36165.601877 + Penalty 407.834631 = -35757.767246 nChanged 3 SP:Iteration 23Q (753.776307 sec): 3 clusters Score: Raw -36166.624326 + Penalty 407.834631 = -35758.789695 nChanged 4 SP:Iteration 24Q (753.828607 sec): 3 clusters Score: Raw -36167.799618 + Penalty 407.834631 = -35759.964987 nChanged 1 SP:Iteration 25Q (753.876618 sec): 3 clusters Score: Raw -36168.172720 + Penalty 407.834631 = -35760.338089 nChanged 0 SP:Iteration 26F (753.912166 sec): 3 clusters Score: Raw -36168.172720 + Penalty 407.834631 = -35760.338089 nChanged 0 Trying to split cluster 20 (12730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (753.943471 sec): 2 clusters Score: Raw -375226.825193 + Penalty 259.922209 = -374966.902984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (753.999864 sec): 3 clusters Score: Raw -367040.036003 + Penalty 519.844418 = -366520.191585 nChanged 6064 SP:Iteration 1F (754.053861 sec): 3 clusters Score: Raw -371098.564433 + Penalty 519.844418 = -370578.720015 nChanged 1063 SP:Iteration 2F (754.120355 sec): 3 clusters Score: Raw -372098.768816 + Penalty 519.844418 = -371578.924398 nChanged 975 SP:Iteration 3F (754.178443 sec): 3 clusters Score: Raw -372846.343007 + Penalty 519.844418 = -372326.498589 nChanged 714 SP:Iteration 4F (754.234275 sec): 3 clusters Score: Raw -373233.416862 + Penalty 519.844418 = -372713.572444 nChanged 433 SP:Iteration 5Q (754.286584 sec): 3 clusters Score: Raw -373392.846865 + Penalty 519.844418 = -372873.002447 nChanged 257 SP:Iteration 6Q (754.348941 sec): 3 clusters Score: Raw -373466.121845 + Penalty 519.844418 = -372946.277427 nChanged 226 SP:Iteration 7Q (754.393711 sec): 3 clusters Score: Raw -373529.490349 + Penalty 519.844418 = -373009.645931 nChanged 205 SP:Iteration 8Q (754.449504 sec): 3 clusters Score: Raw -373585.851855 + Penalty 519.844418 = -373066.007437 nChanged 197 SP:Iteration 9Q (754.510411 sec): 3 clusters Score: Raw -373644.951446 + Penalty 519.844418 = -373125.107028 nChanged 197 SP:Iteration 10Q (754.563572 sec): 3 clusters Score: Raw -373696.802836 + Penalty 519.844418 = -373176.958418 nChanged 157 SP:Iteration 11Q (754.616037 sec): 3 clusters Score: Raw -373730.974504 + Penalty 519.844418 = -373211.130086 nChanged 132 SP:Iteration 12Q (754.672421 sec): 3 clusters Score: Raw -373766.204609 + Penalty 519.844418 = -373246.360191 nChanged 151 SP:Iteration 13Q (754.730140 sec): 3 clusters Score: Raw -373802.627303 + Penalty 519.844418 = -373282.782885 nChanged 128 SP:Iteration 14Q (754.785533 sec): 3 clusters Score: Raw -373836.699583 + Penalty 519.844418 = -373316.855165 nChanged 142 SP:Iteration 15Q (754.853457 sec): 3 clusters Score: Raw -373872.600227 + Penalty 519.844418 = -373352.755809 nChanged 131 SP:Iteration 16Q (754.900602 sec): 3 clusters Score: Raw -373900.592738 + Penalty 519.844418 = -373380.748320 nChanged 130 SP:Iteration 17Q (754.959927 sec): 3 clusters Score: Raw -373924.682024 + Penalty 519.844418 = -373404.837606 nChanged 120 SP:Iteration 18Q (755.021271 sec): 3 clusters Score: Raw -373948.424614 + Penalty 519.844418 = -373428.580196 nChanged 111 SP:Iteration 19Q (755.083926 sec): 3 clusters Score: Raw -373968.708686 + Penalty 519.844418 = -373448.864268 nChanged 104 SP:Iteration 20F (755.131682 sec): 3 clusters Score: Raw -373989.486246 + Penalty 519.844418 = -373469.641828 nChanged 93 SP:Iteration 21Q (755.187632 sec): 3 clusters Score: Raw -374006.420114 + Penalty 519.844418 = -373486.575696 nChanged 99 SP:Iteration 22Q (755.240554 sec): 3 clusters Score: Raw -374021.272312 + Penalty 519.844418 = -373501.427894 nChanged 76 SP:Iteration 23Q (755.300025 sec): 3 clusters Score: Raw -374033.129053 + Penalty 519.844418 = -373513.284635 nChanged 81 SP:Iteration 24Q (755.357189 sec): 3 clusters Score: Raw -374048.204358 + Penalty 519.844418 = -373528.359940 nChanged 86 SP:Iteration 25Q (755.414422 sec): 3 clusters Score: Raw -374063.691414 + Penalty 519.844418 = -373543.846996 nChanged 85 SP:Iteration 26Q (755.476921 sec): 3 clusters Score: Raw -374080.189456 + Penalty 519.844418 = -373560.345038 nChanged 88 SP:Iteration 27Q (755.531018 sec): 3 clusters Score: Raw -374094.745445 + Penalty 519.844418 = -373574.901027 nChanged 102 SP:Iteration 28Q (755.578138 sec): 3 clusters Score: Raw -374108.762432 + Penalty 519.844418 = -373588.918014 nChanged 92 SP:Iteration 29Q (755.633524 sec): 3 clusters Score: Raw -374121.245159 + Penalty 519.844418 = -373601.400741 nChanged 92 SP:Iteration 30Q (755.697848 sec): 3 clusters Score: Raw -374134.373857 + Penalty 519.844418 = -373614.529439 nChanged 97 SP:Iteration 31Q (755.741618 sec): 3 clusters Score: Raw -374150.326036 + Penalty 519.844418 = -373630.481618 nChanged 117 SP:Iteration 32Q (755.796665 sec): 3 clusters Score: Raw -374170.483885 + Penalty 519.844418 = -373650.639467 nChanged 112 SP:Iteration 33Q (755.851159 sec): 3 clusters Score: Raw -374189.705438 + Penalty 519.844418 = -373669.861020 nChanged 119 SP:Iteration 34Q (755.908836 sec): 3 clusters Score: Raw -374210.400297 + Penalty 519.844418 = -373690.555879 nChanged 106 SP:Iteration 35Q (755.958912 sec): 3 clusters Score: Raw -374230.066844 + Penalty 519.844418 = -373710.222426 nChanged 115 SP:Iteration 36Q (756.017854 sec): 3 clusters Score: Raw -374254.955498 + Penalty 519.844418 = -373735.111080 nChanged 133 SP:Iteration 37Q (756.075413 sec): 3 clusters Score: Raw -374288.117629 + Penalty 519.844418 = -373768.273210 nChanged 138 SP:Iteration 38Q (756.138022 sec): 3 clusters Score: Raw -374322.166742 + Penalty 519.844418 = -373802.322324 nChanged 135 SP:Iteration 39Q (756.196521 sec): 3 clusters Score: Raw -374362.210723 + Penalty 519.844418 = -373842.366305 nChanged 170 SP:Iteration 40F (756.241575 sec): 3 clusters Score: Raw -374423.152474 + Penalty 519.844418 = -373903.308056 nChanged 177 SP:Iteration 41Q (756.303448 sec): 3 clusters Score: Raw -374498.762053 + Penalty 519.844418 = -373978.917635 nChanged 192 SP:Iteration 42Q (756.366514 sec): 3 clusters Score: Raw -374588.454330 + Penalty 519.844418 = -374068.609912 nChanged 188 SP:Iteration 43Q (756.422933 sec): 3 clusters Score: Raw -374680.689720 + Penalty 519.844418 = -374160.845302 nChanged 170 SP:Iteration 44Q (756.478303 sec): 3 clusters Score: Raw -374761.982581 + Penalty 519.844418 = -374242.138163 nChanged 146 SP:Iteration 45Q (756.536353 sec): 3 clusters Score: Raw -374828.901910 + Penalty 519.844418 = -374309.057492 nChanged 136 SP:Iteration 46Q (756.596546 sec): 3 clusters Score: Raw -374885.857512 + Penalty 519.844418 = -374366.013094 nChanged 131 SP:Iteration 47Q (756.651269 sec): 3 clusters Score: Raw -374933.689971 + Penalty 519.844418 = -374413.845553 nChanged 98 SP:Iteration 48Q (756.707559 sec): 3 clusters Score: Raw -374964.371801 + Penalty 519.844418 = -374444.527383 nChanged 74 SP:Iteration 49Q (756.762960 sec): 3 clusters Score: Raw -374984.409813 + Penalty 519.844418 = -374464.565395 nChanged 74 SP:Iteration 50Q (756.808358 sec): 3 clusters Score: Raw -375004.099781 + Penalty 519.844418 = -374484.255363 nChanged 64 SP:Iteration 51Q (756.861888 sec): 3 clusters Score: Raw -375022.626609 + Penalty 519.844418 = -374502.782191 nChanged 76 SP:Iteration 52Q (756.929688 sec): 3 clusters Score: Raw -375043.396730 + Penalty 519.844418 = -374523.552312 nChanged 62 SP:Iteration 53Q (756.977160 sec): 3 clusters Score: Raw -375058.507234 + Penalty 519.844418 = -374538.662816 nChanged 60 SP:Iteration 54Q (757.042046 sec): 3 clusters Score: Raw -375074.849374 + Penalty 519.844418 = -374555.004956 nChanged 65 SP:Iteration 55Q (757.092812 sec): 3 clusters Score: Raw -375090.008839 + Penalty 519.844418 = -374570.164421 nChanged 55 SP:Iteration 56Q (757.147885 sec): 3 clusters Score: Raw -375102.161850 + Penalty 519.844418 = -374582.317432 nChanged 45 SP:Iteration 57Q (757.192339 sec): 3 clusters Score: Raw -375110.189629 + Penalty 519.844418 = -374590.345211 nChanged 42 SP:Iteration 58Q (757.256328 sec): 3 clusters Score: Raw -375119.684539 + Penalty 519.844418 = -374599.840121 nChanged 52 SP:Iteration 59Q (757.311920 sec): 3 clusters Score: Raw -375133.674046 + Penalty 519.844418 = -374613.829628 nChanged 49 SP:Iteration 60F (757.361764 sec): 3 clusters Score: Raw -375148.315877 + Penalty 519.844418 = -374628.471459 nChanged 47 SP:Iteration 61Q (757.409001 sec): 3 clusters Score: Raw -375163.134372 + Penalty 519.844418 = -374643.289954 nChanged 42 SP:Iteration 62Q (757.465018 sec): 3 clusters Score: Raw -375179.956825 + Penalty 519.844418 = -374660.112407 nChanged 53 SP:Iteration 63Q (757.523072 sec): 3 clusters Score: Raw -375199.169683 + Penalty 519.844418 = -374679.325265 nChanged 38 SP:Iteration 64Q (757.579870 sec): 3 clusters Score: Raw -375209.227014 + Penalty 519.844418 = -374689.382596 nChanged 38 SP:Iteration 65Q (757.626460 sec): 3 clusters Score: Raw -375221.100610 + Penalty 519.844418 = -374701.256192 nChanged 37 SP:Iteration 66Q (757.681717 sec): 3 clusters Score: Raw -375230.985210 + Penalty 519.844418 = -374711.140792 nChanged 23 SP:Iteration 67Q (757.740899 sec): 3 clusters Score: Raw -375236.640441 + Penalty 519.844418 = -374716.796023 nChanged 27 SP:Iteration 68Q (757.806205 sec): 3 clusters Score: Raw -375244.276831 + Penalty 519.844418 = -374724.432413 nChanged 28 SP:Iteration 69Q (757.847625 sec): 3 clusters Score: Raw -375254.058811 + Penalty 519.844418 = -374734.214393 nChanged 26 SP:Iteration 70Q (757.900265 sec): 3 clusters Score: Raw -375261.844214 + Penalty 519.844418 = -374741.999796 nChanged 22 SP:Iteration 71Q (757.956731 sec): 3 clusters Score: Raw -375267.774580 + Penalty 519.844418 = -374747.930162 nChanged 24 SP:Iteration 72Q (758.009305 sec): 3 clusters Score: Raw -375276.289311 + Penalty 519.844418 = -374756.444893 nChanged 18 SP:Iteration 73Q (758.070550 sec): 3 clusters Score: Raw -375281.562005 + Penalty 519.844418 = -374761.717587 nChanged 11 SP:Iteration 74Q (758.115282 sec): 3 clusters Score: Raw -375285.046283 + Penalty 519.844418 = -374765.201865 nChanged 16 SP:Iteration 75Q (758.178806 sec): 3 clusters Score: Raw -375290.058628 + Penalty 519.844418 = -374770.214210 nChanged 13 SP:Iteration 76Q (758.236210 sec): 3 clusters Score: Raw -375296.768133 + Penalty 519.844418 = -374776.923715 nChanged 11 SP:Iteration 77Q (758.284892 sec): 3 clusters Score: Raw -375301.229635 + Penalty 519.844418 = -374781.385217 nChanged 7 SP:Iteration 78Q (758.333421 sec): 3 clusters Score: Raw -375303.534859 + Penalty 519.844418 = -374783.690441 nChanged 8 SP:Iteration 79Q (758.401067 sec): 3 clusters Score: Raw -375305.885443 + Penalty 519.844418 = -374786.041025 nChanged 8 SP:Iteration 80F (758.444908 sec): 3 clusters Score: Raw -375307.216042 + Penalty 519.844418 = -374787.371624 nChanged 2 SP:Iteration 81Q (758.500779 sec): 3 clusters Score: Raw -375307.620132 + Penalty 519.844418 = -374787.775714 nChanged 4 SP:Iteration 82Q (758.565958 sec): 3 clusters Score: Raw -375307.882520 + Penalty 519.844418 = -374788.038102 nChanged 0 SP:Iteration 83F (758.610202 sec): 3 clusters Score: Raw -375307.882520 + Penalty 519.844418 = -374788.038102 nChanged 0 Trying to split cluster 21 (1035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (758.647315 sec): 2 clusters Score: Raw -29776.241507 + Penalty 190.909309 = -29585.332197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (758.691890 sec): 3 clusters Score: Raw -29245.651776 + Penalty 381.818619 = -28863.833157 nChanged 418 SP:Iteration 1F (758.736982 sec): 3 clusters Score: Raw -29526.694358 + Penalty 381.818619 = -29144.875739 nChanged 74 SP:Iteration 2F (758.786212 sec): 3 clusters Score: Raw -29579.682414 + Penalty 381.818619 = -29197.863795 nChanged 47 SP:Iteration 3Q (758.822985 sec): 3 clusters Score: Raw -29621.078709 + Penalty 381.818619 = -29239.260090 nChanged 35 SP:Iteration 4Q (758.879846 sec): 3 clusters Score: Raw -29657.836164 + Penalty 381.818619 = -29276.017545 nChanged 24 SP:Iteration 5Q (758.930934 sec): 3 clusters Score: Raw -29678.416271 + Penalty 381.818619 = -29296.597652 nChanged 21 SP:Iteration 6Q (758.976978 sec): 3 clusters Score: Raw -29692.566762 + Penalty 381.818619 = -29310.748144 nChanged 18 SP:Iteration 7Q (759.024091 sec): 3 clusters Score: Raw -29711.396096 + Penalty 381.818619 = -29329.577477 nChanged 20 SP:Iteration 8Q (759.065620 sec): 3 clusters Score: Raw -29733.270290 + Penalty 381.818619 = -29351.451671 nChanged 19 SP:Iteration 9Q (759.103487 sec): 3 clusters Score: Raw -29762.953794 + Penalty 381.818619 = -29381.135175 nChanged 31 SP:Iteration 10Q (759.150890 sec): 3 clusters Score: Raw -29794.105093 + Penalty 381.818619 = -29412.286474 nChanged 24 SP:Iteration 11Q (759.197770 sec): 3 clusters Score: Raw -29813.061923 + Penalty 381.818619 = -29431.243304 nChanged 20 SP:Iteration 12Q (759.239429 sec): 3 clusters Score: Raw -29828.557204 + Penalty 381.818619 = -29446.738585 nChanged 12 SP:Iteration 13Q (759.286551 sec): 3 clusters Score: Raw -29837.144065 + Penalty 381.818619 = -29455.325446 nChanged 10 SP:Iteration 14Q (759.340659 sec): 3 clusters Score: Raw -29842.441388 + Penalty 381.818619 = -29460.622770 nChanged 4 SP:Iteration 15Q (759.388966 sec): 3 clusters Score: Raw -29843.439895 + Penalty 381.818619 = -29461.621276 nChanged 2 SP:Iteration 16Q (759.432784 sec): 3 clusters Score: Raw -29844.435541 + Penalty 381.818619 = -29462.616923 nChanged 0 SP:Iteration 17F (759.479133 sec): 3 clusters Score: Raw -29844.435541 + Penalty 381.818619 = -29462.616923 nChanged 0 Trying to split cluster 22 (2578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (759.509261 sec): 2 clusters Score: Raw -67809.763107 + Penalty 216.006153 = -67593.756954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (759.552791 sec): 3 clusters Score: Raw -66297.621317 + Penalty 432.012305 = -65865.609012 nChanged 1158 SP:Iteration 1F (759.601559 sec): 3 clusters Score: Raw -67013.017570 + Penalty 432.012305 = -66581.005265 nChanged 160 SP:Iteration 2F (759.648077 sec): 3 clusters Score: Raw -67090.621468 + Penalty 432.012305 = -66658.609163 nChanged 132 SP:Iteration 3F (759.697181 sec): 3 clusters Score: Raw -67151.973559 + Penalty 432.012305 = -66719.961254 nChanged 133 SP:Iteration 4F (759.745145 sec): 3 clusters Score: Raw -67213.623616 + Penalty 432.012305 = -66781.611311 nChanged 108 SP:Iteration 5Q (759.793869 sec): 3 clusters Score: Raw -67265.835852 + Penalty 432.012305 = -66833.823547 nChanged 101 SP:Iteration 6Q (759.840070 sec): 3 clusters Score: Raw -67330.124386 + Penalty 432.012305 = -66898.112080 nChanged 97 SP:Iteration 7Q (759.880798 sec): 3 clusters Score: Raw -67419.602288 + Penalty 432.012305 = -66987.589983 nChanged 95 SP:Iteration 8Q (759.930867 sec): 3 clusters Score: Raw -67531.265067 + Penalty 432.012305 = -67099.252762 nChanged 83 SP:Iteration 9Q (759.981532 sec): 3 clusters Score: Raw -67583.184290 + Penalty 432.012305 = -67151.171985 nChanged 61 SP:Iteration 10Q (760.020365 sec): 3 clusters Score: Raw -67617.350185 + Penalty 432.012305 = -67185.337880 nChanged 55 SP:Iteration 11Q (760.065843 sec): 3 clusters Score: Raw -67639.536503 + Penalty 432.012305 = -67207.524198 nChanged 42 SP:Iteration 12Q (760.109366 sec): 3 clusters Score: Raw -67656.936717 + Penalty 432.012305 = -67224.924412 nChanged 34 SP:Iteration 13Q (760.165847 sec): 3 clusters Score: Raw -67675.521884 + Penalty 432.012305 = -67243.509579 nChanged 35 SP:Iteration 14Q (760.207130 sec): 3 clusters Score: Raw -67691.843188 + Penalty 432.012305 = -67259.830882 nChanged 33 SP:Iteration 15Q (760.255845 sec): 3 clusters Score: Raw -67710.733513 + Penalty 432.012305 = -67278.721208 nChanged 32 SP:Iteration 16Q (760.306221 sec): 3 clusters Score: Raw -67726.549492 + Penalty 432.012305 = -67294.537187 nChanged 29 SP:Iteration 17Q (760.349730 sec): 3 clusters Score: Raw -67739.601406 + Penalty 432.012305 = -67307.589101 nChanged 28 SP:Iteration 18Q (760.389064 sec): 3 clusters Score: Raw -67753.652800 + Penalty 432.012305 = -67321.640495 nChanged 28 SP:Iteration 19Q (760.441803 sec): 3 clusters Score: Raw -67766.485907 + Penalty 432.012305 = -67334.473602 nChanged 31 SP:Iteration 20F (760.480979 sec): 3 clusters Score: Raw -67782.138124 + Penalty 432.012305 = -67350.125819 nChanged 32 SP:Iteration 21Q (760.529005 sec): 3 clusters Score: Raw -67803.176864 + Penalty 432.012305 = -67371.164559 nChanged 29 SP:Iteration 22Q (760.577148 sec): 3 clusters Score: Raw -67823.299272 + Penalty 432.012305 = -67391.286967 nChanged 23 SP:Iteration 23Q (760.618619 sec): 3 clusters Score: Raw -67835.847783 + Penalty 432.012305 = -67403.835478 nChanged 18 SP:Iteration 24Q (760.659159 sec): 3 clusters Score: Raw -67844.479216 + Penalty 432.012305 = -67412.466911 nChanged 15 SP:Iteration 25Q (760.715240 sec): 3 clusters Score: Raw -67850.441171 + Penalty 432.012305 = -67418.428866 nChanged 10 SP:Iteration 26Q (760.761427 sec): 3 clusters Score: Raw -67853.862268 + Penalty 432.012305 = -67421.849963 nChanged 10 SP:Iteration 27Q (760.809074 sec): 3 clusters Score: Raw -67858.220811 + Penalty 432.012305 = -67426.208506 nChanged 6 SP:Iteration 28Q (760.846288 sec): 3 clusters Score: Raw -67860.192496 + Penalty 432.012305 = -67428.180191 nChanged 3 SP:Iteration 29Q (760.887974 sec): 3 clusters Score: Raw -67861.219796 + Penalty 432.012305 = -67429.207491 nChanged 3 SP:Iteration 30Q (760.941530 sec): 3 clusters Score: Raw -67862.367704 + Penalty 432.012305 = -67430.355399 nChanged 4 SP:Iteration 31Q (760.978977 sec): 3 clusters Score: Raw -67864.392234 + Penalty 432.012305 = -67432.379929 nChanged 2 SP:Iteration 32Q (761.018385 sec): 3 clusters Score: Raw -67864.727089 + Penalty 432.012305 = -67432.714784 nChanged 1 SP:Iteration 33Q (761.073003 sec): 3 clusters Score: Raw -67865.193240 + Penalty 432.012305 = -67433.180935 nChanged 2 SP:Iteration 34Q (761.116081 sec): 3 clusters Score: Raw -67865.360264 + Penalty 432.012305 = -67433.347959 nChanged 1 SP:Iteration 35Q (761.162585 sec): 3 clusters Score: Raw -67865.437914 + Penalty 432.012305 = -67433.425609 nChanged 0 SP:Iteration 36F (761.204121 sec): 3 clusters Score: Raw -67865.437914 + Penalty 432.012305 = -67433.425609 nChanged 0 Trying to split cluster 23 (727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (761.234721 sec): 2 clusters Score: Raw -14842.525773 + Penalty 181.195478 = -14661.330295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (761.282324 sec): 3 clusters Score: Raw -14480.171532 + Penalty 362.390956 = -14117.780575 nChanged 288 SP:Iteration 1F (761.317566 sec): 3 clusters Score: Raw -14700.504936 + Penalty 362.390956 = -14338.113980 nChanged 65 SP:Iteration 2F (761.372946 sec): 3 clusters Score: Raw -14759.864834 + Penalty 362.390956 = -14397.473878 nChanged 41 SP:Iteration 3F (761.422148 sec): 3 clusters Score: Raw -14800.581040 + Penalty 362.390956 = -14438.190083 nChanged 20 SP:Iteration 4Q (761.469881 sec): 3 clusters Score: Raw -14818.927033 + Penalty 362.390956 = -14456.536077 nChanged 16 SP:Iteration 5Q (761.515446 sec): 3 clusters Score: Raw -14832.290257 + Penalty 362.390956 = -14469.899301 nChanged 15 SP:Iteration 6Q (761.559835 sec): 3 clusters Score: Raw -14841.064375 + Penalty 362.390956 = -14478.673419 nChanged 13 SP:Iteration 7Q (761.600354 sec): 3 clusters Score: Raw -14853.878978 + Penalty 362.390956 = -14491.488022 nChanged 10 SP:Iteration 8Q (761.644510 sec): 3 clusters Score: Raw -14864.905736 + Penalty 362.390956 = -14502.514779 nChanged 15 SP:Iteration 9Q (761.687146 sec): 3 clusters Score: Raw -14875.567412 + Penalty 362.390956 = -14513.176456 nChanged 5 SP:Iteration 10Q (761.736023 sec): 3 clusters Score: Raw -14879.063415 + Penalty 362.390956 = -14516.672458 nChanged 2 SP:Iteration 11Q (761.784934 sec): 3 clusters Score: Raw -14880.001844 + Penalty 362.390956 = -14517.610888 nChanged 3 SP:Iteration 12Q (761.822052 sec): 3 clusters Score: Raw -14885.459829 + Penalty 362.390956 = -14523.068872 nChanged 4 SP:Iteration 13Q (761.867582 sec): 3 clusters Score: Raw -14889.891619 + Penalty 362.390956 = -14527.500663 nChanged 5 SP:Iteration 14Q (761.923331 sec): 3 clusters Score: Raw -14895.530595 + Penalty 362.390956 = -14533.139639 nChanged 3 SP:Iteration 15Q (761.963266 sec): 3 clusters Score: Raw -14897.689874 + Penalty 362.390956 = -14535.298917 nChanged 2 SP:Iteration 16Q (762.018520 sec): 3 clusters Score: Raw -14898.380751 + Penalty 362.390956 = -14535.989795 nChanged 3 SP:Iteration 17Q (762.053259 sec): 3 clusters Score: Raw -14900.504526 + Penalty 362.390956 = -14538.113570 nChanged 0 SP:Iteration 18F (762.109650 sec): 3 clusters Score: Raw -14900.504526 + Penalty 362.390956 = -14538.113570 nChanged 0 Trying to split cluster 24 (83569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (762.201995 sec): 2 clusters Score: Raw -2358042.617399 + Penalty 311.669268 = -2357730.948132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (762.312999 sec): 3 clusters Score: Raw -2301992.129024 + Penalty 623.338535 = -2301368.790489 nChanged 40975 SP:Iteration 1F (762.424679 sec): 3 clusters Score: Raw -2331994.371087 + Penalty 623.338535 = -2331371.032552 nChanged 6215 SP:Iteration 2F (762.532782 sec): 3 clusters Score: Raw -2335992.746004 + Penalty 623.338535 = -2335369.407469 nChanged 6556 SP:Iteration 3F (762.649597 sec): 3 clusters Score: Raw -2341398.237484 + Penalty 623.338535 = -2340774.898949 nChanged 6525 SP:Iteration 4F (762.750915 sec): 3 clusters Score: Raw -2347679.165739 + Penalty 623.338535 = -2347055.827204 nChanged 5257 SP:Iteration 5F (762.863657 sec): 3 clusters Score: Raw -2353074.188304 + Penalty 623.338535 = -2352450.849769 nChanged 3126 SP:Iteration 6Q (762.982183 sec): 3 clusters Score: Raw -2356234.732339 + Penalty 623.338535 = -2355611.393804 nChanged 1374 SP:Iteration 7Q (763.112404 sec): 3 clusters Score: Raw -2357546.196292 + Penalty 623.338535 = -2356922.857757 nChanged 435 SP:Iteration 8Q (763.227626 sec): 3 clusters Score: Raw -2357950.811193 + Penalty 623.338535 = -2357327.472658 nChanged 114 SP:Iteration 9Q (763.332218 sec): 3 clusters Score: Raw -2358053.611591 + Penalty 623.338535 = -2357430.273055 nChanged 26 SP:Iteration 10Q (763.443765 sec): 3 clusters Score: Raw -2358076.987337 + Penalty 623.338535 = -2357453.648802 nChanged 10 SP:Iteration 11Q (763.548942 sec): 3 clusters Score: Raw -2358089.004404 + Penalty 623.338535 = -2357465.665869 nChanged 8 SP:Iteration 12Q (763.664891 sec): 3 clusters Score: Raw -2358094.801833 + Penalty 623.338535 = -2357471.463298 nChanged 8 SP:Iteration 13Q (763.778578 sec): 3 clusters Score: Raw -2358101.490650 + Penalty 623.338535 = -2357478.152114 nChanged 2 SP:Iteration 14Q (763.887482 sec): 3 clusters Score: Raw -2358102.942123 + Penalty 623.338535 = -2357479.603587 nChanged 1 SP:Iteration 15Q (763.983321 sec): 3 clusters Score: Raw -2358105.849770 + Penalty 623.338535 = -2357482.511234 nChanged 0 SP:Iteration 16F (764.078267 sec): 3 clusters Score: Raw -2358105.849770 + Penalty 623.338535 = -2357482.511234 nChanged 0 Trying to split cluster 25 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (764.114434 sec): 2 clusters Score: Raw -12398.933016 + Penalty 173.870544 = -12225.062471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (764.161609 sec): 3 clusters Score: Raw -12127.778073 + Penalty 347.741088 = -11780.036984 nChanged 208 SP:Iteration 1F (764.203348 sec): 3 clusters Score: Raw -12272.197181 + Penalty 347.741088 = -11924.456093 nChanged 61 SP:Iteration 2F (764.259811 sec): 3 clusters Score: Raw -12329.252333 + Penalty 347.741088 = -11981.511244 nChanged 43 SP:Iteration 3F (764.306499 sec): 3 clusters Score: Raw -12373.475933 + Penalty 347.741088 = -12025.734845 nChanged 35 SP:Iteration 4F (764.340876 sec): 3 clusters Score: Raw -12403.697243 + Penalty 347.741088 = -12055.956155 nChanged 21 SP:Iteration 5Q (764.385557 sec): 3 clusters Score: Raw -12428.281528 + Penalty 347.741088 = -12080.540439 nChanged 22 SP:Iteration 6Q (764.429035 sec): 3 clusters Score: Raw -12452.143253 + Penalty 347.741088 = -12104.402165 nChanged 12 SP:Iteration 7Q (764.467244 sec): 3 clusters Score: Raw -12470.753020 + Penalty 347.741088 = -12123.011932 nChanged 11 SP:Iteration 8Q (764.513821 sec): 3 clusters Score: Raw -12485.730103 + Penalty 347.741088 = -12137.989015 nChanged 7 SP:Iteration 9Q (764.561112 sec): 3 clusters Score: Raw -12492.395323 + Penalty 347.741088 = -12144.654235 nChanged 4 SP:Iteration 10Q (764.604659 sec): 3 clusters Score: Raw -12502.618484 + Penalty 347.741088 = -12154.877396 nChanged 6 SP:Iteration 11Q (764.650111 sec): 3 clusters Score: Raw -12507.884692 + Penalty 347.741088 = -12160.143604 nChanged 4 SP:Iteration 12Q (764.692709 sec): 3 clusters Score: Raw -12509.945039 + Penalty 347.741088 = -12162.203951 nChanged 4 SP:Iteration 13Q (764.743438 sec): 3 clusters Score: Raw -12511.841751 + Penalty 347.741088 = -12164.100663 nChanged 1 SP:Iteration 14Q (764.779306 sec): 3 clusters Score: Raw -12512.187487 + Penalty 347.741088 = -12164.446399 nChanged 1 SP:Iteration 15Q (764.831184 sec): 3 clusters Score: Raw -12512.646214 + Penalty 347.741088 = -12164.905126 nChanged 1 SP:Iteration 16Q (764.878549 sec): 3 clusters Score: Raw -12513.155092 + Penalty 347.741088 = -12165.414004 nChanged 1 SP:Iteration 17Q (764.922931 sec): 3 clusters Score: Raw -12514.267431 + Penalty 347.741088 = -12166.526343 nChanged 2 SP:Iteration 18Q (764.973375 sec): 3 clusters Score: Raw -12516.034763 + Penalty 347.741088 = -12168.293675 nChanged 0 SP:Iteration 19F (765.016133 sec): 3 clusters Score: Raw -12516.034763 + Penalty 347.741088 = -12168.293675 nChanged 0 Trying to split cluster 26 (1381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (765.042076 sec): 2 clusters Score: Raw -26726.692830 + Penalty 198.840487 = -26527.852344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (765.091752 sec): 3 clusters Score: Raw -26002.653741 + Penalty 397.680973 = -25604.972768 nChanged 582 SP:Iteration 1F (765.133727 sec): 3 clusters Score: Raw -26460.733493 + Penalty 397.680973 = -26063.052519 nChanged 95 SP:Iteration 2F (765.182791 sec): 3 clusters Score: Raw -26512.372915 + Penalty 397.680973 = -26114.691942 nChanged 62 SP:Iteration 3Q (765.216264 sec): 3 clusters Score: Raw -26539.835134 + Penalty 397.680973 = -26142.154161 nChanged 52 SP:Iteration 4Q (765.261952 sec): 3 clusters Score: Raw -26559.724253 + Penalty 397.680973 = -26162.043280 nChanged 38 SP:Iteration 5Q (765.314080 sec): 3 clusters Score: Raw -26581.872433 + Penalty 397.680973 = -26184.191459 nChanged 35 SP:Iteration 6Q (765.363802 sec): 3 clusters Score: Raw -26603.559008 + Penalty 397.680973 = -26205.878034 nChanged 25 SP:Iteration 7Q (765.407627 sec): 3 clusters Score: Raw -26615.114538 + Penalty 397.680973 = -26217.433565 nChanged 22 SP:Iteration 8Q (765.447771 sec): 3 clusters Score: Raw -26626.059508 + Penalty 397.680973 = -26228.378534 nChanged 26 SP:Iteration 9Q (765.487645 sec): 3 clusters Score: Raw -26639.799949 + Penalty 397.680973 = -26242.118976 nChanged 31 SP:Iteration 10Q (765.540225 sec): 3 clusters Score: Raw -26653.705155 + Penalty 397.680973 = -26256.024182 nChanged 21 SP:Iteration 11Q (765.583859 sec): 3 clusters Score: Raw -26660.997517 + Penalty 397.680973 = -26263.316544 nChanged 14 SP:Iteration 12Q (765.634793 sec): 3 clusters Score: Raw -26664.194426 + Penalty 397.680973 = -26266.513453 nChanged 11 SP:Iteration 13Q (765.685690 sec): 3 clusters Score: Raw -26667.212768 + Penalty 397.680973 = -26269.531795 nChanged 9 SP:Iteration 14Q (765.739240 sec): 3 clusters Score: Raw -26669.202165 + Penalty 397.680973 = -26271.521191 nChanged 4 SP:Iteration 15Q (765.784657 sec): 3 clusters Score: Raw -26669.700938 + Penalty 397.680973 = -26272.019965 nChanged 5 SP:Iteration 16Q (765.830531 sec): 3 clusters Score: Raw -26670.468200 + Penalty 397.680973 = -26272.787227 nChanged 8 SP:Iteration 17Q (765.877444 sec): 3 clusters Score: Raw -26672.874343 + Penalty 397.680973 = -26275.193370 nChanged 6 SP:Iteration 18Q (765.911595 sec): 3 clusters Score: Raw -26674.648441 + Penalty 397.680973 = -26276.967468 nChanged 6 SP:Iteration 19Q (765.958160 sec): 3 clusters Score: Raw -26676.843959 + Penalty 397.680973 = -26279.162986 nChanged 6 SP:Iteration 20F (766.004127 sec): 3 clusters Score: Raw -26677.545124 + Penalty 397.680973 = -26279.864151 nChanged 3 SP:Iteration 21Q (766.049486 sec): 3 clusters Score: Raw -26677.679505 + Penalty 397.680973 = -26279.998531 nChanged 0 SP:Iteration 22F (766.101700 sec): 3 clusters Score: Raw -26677.679505 + Penalty 397.680973 = -26279.998531 nChanged 0 Trying to split cluster 27 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (766.125486 sec): 2 clusters Score: Raw -3350.805006 + Penalty 134.895056 = -3215.909950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (766.163815 sec): 3 clusters Score: Raw -3337.006945 + Penalty 269.790113 = -3067.216832 nChanged 42 SP:Iteration 1F (766.206179 sec): 3 clusters Score: Raw -3382.589208 + Penalty 269.790113 = -3112.799095 nChanged 1 SP:Iteration 2Q (766.259172 sec): 3 clusters Score: Raw -3383.543154 + Penalty 269.790113 = -3113.753041 nChanged 0 SP:Iteration 3F (766.305486 sec): 3 clusters Score: Raw -3383.543154 + Penalty 269.790113 = -3113.753041 nChanged 0 Trying to split cluster 28 (13001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (766.334777 sec): 2 clusters Score: Raw -411181.173470 + Penalty 260.501493 = -410920.671978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (766.395193 sec): 3 clusters Score: Raw -402757.422933 + Penalty 521.002986 = -402236.419947 nChanged 6229 SP:Iteration 1F (766.458282 sec): 3 clusters Score: Raw -406290.016846 + Penalty 521.002986 = -405769.013861 nChanged 852 SP:Iteration 2F (766.507481 sec): 3 clusters Score: Raw -406692.587530 + Penalty 521.002986 = -406171.584544 nChanged 946 SP:Iteration 3F (766.568631 sec): 3 clusters Score: Raw -407256.829863 + Penalty 521.002986 = -406735.826877 nChanged 1055 SP:Iteration 4F (766.622402 sec): 3 clusters Score: Raw -408043.364490 + Penalty 521.002986 = -407522.361504 nChanged 979 SP:Iteration 5F (766.677087 sec): 3 clusters Score: Raw -408914.743708 + Penalty 521.002986 = -408393.740723 nChanged 808 SP:Iteration 6F (766.730751 sec): 3 clusters Score: Raw -409682.575916 + Penalty 521.002986 = -409161.572931 nChanged 624 SP:Iteration 7Q (766.784518 sec): 3 clusters Score: Raw -410274.513061 + Penalty 521.002986 = -409753.510075 nChanged 412 SP:Iteration 8Q (766.853038 sec): 3 clusters Score: Raw -410616.225130 + Penalty 521.002986 = -410095.222145 nChanged 256 SP:Iteration 9Q (766.908960 sec): 3 clusters Score: Raw -410823.459893 + Penalty 521.002986 = -410302.456907 nChanged 185 SP:Iteration 10Q (766.962944 sec): 3 clusters Score: Raw -410958.456839 + Penalty 521.002986 = -410437.453853 nChanged 128 SP:Iteration 11Q (767.012705 sec): 3 clusters Score: Raw -411041.758450 + Penalty 521.002986 = -410520.755465 nChanged 98 SP:Iteration 12Q (767.072110 sec): 3 clusters Score: Raw -411098.559277 + Penalty 521.002986 = -410577.556291 nChanged 76 SP:Iteration 13Q (767.122175 sec): 3 clusters Score: Raw -411147.633232 + Penalty 521.002986 = -410626.630247 nChanged 45 SP:Iteration 14Q (767.164813 sec): 3 clusters Score: Raw -411176.914202 + Penalty 521.002986 = -410655.911216 nChanged 40 SP:Iteration 15Q (767.230910 sec): 3 clusters Score: Raw -411206.863150 + Penalty 521.002986 = -410685.860164 nChanged 32 SP:Iteration 16Q (767.283647 sec): 3 clusters Score: Raw -411234.667676 + Penalty 521.002986 = -410713.664691 nChanged 17 SP:Iteration 17Q (767.342510 sec): 3 clusters Score: Raw -411245.009297 + Penalty 521.002986 = -410724.006311 nChanged 16 SP:Iteration 18Q (767.383346 sec): 3 clusters Score: Raw -411254.802479 + Penalty 521.002986 = -410733.799493 nChanged 7 SP:Iteration 19Q (767.435679 sec): 3 clusters Score: Raw -411258.921937 + Penalty 521.002986 = -410737.918952 nChanged 6 SP:Iteration 20F (767.500464 sec): 3 clusters Score: Raw -411262.212315 + Penalty 521.002986 = -410741.209329 nChanged 4 SP:Iteration 21Q (767.557462 sec): 3 clusters Score: Raw -411267.535645 + Penalty 521.002986 = -410746.532659 nChanged 3 SP:Iteration 22Q (767.613651 sec): 3 clusters Score: Raw -411269.553695 + Penalty 521.002986 = -410748.550710 nChanged 5 SP:Iteration 23Q (767.666634 sec): 3 clusters Score: Raw -411271.235856 + Penalty 521.002986 = -410750.232870 nChanged 2 SP:Iteration 24Q (767.717658 sec): 3 clusters Score: Raw -411272.146593 + Penalty 521.002986 = -410751.143607 nChanged 3 SP:Iteration 25Q (767.774570 sec): 3 clusters Score: Raw -411273.232803 + Penalty 521.002986 = -410752.229818 nChanged 1 SP:Iteration 26Q (767.832613 sec): 3 clusters Score: Raw -411273.569432 + Penalty 521.002986 = -410752.566447 nChanged 1 SP:Iteration 27Q (767.885495 sec): 3 clusters Score: Raw -411274.093877 + Penalty 521.002986 = -410753.090891 nChanged 1 SP:Iteration 28Q (767.942302 sec): 3 clusters Score: Raw -411275.237171 + Penalty 521.002986 = -410754.234185 nChanged 2 SP:Iteration 29Q (767.995938 sec): 3 clusters Score: Raw -411276.204747 + Penalty 521.002986 = -410755.201762 nChanged 0 SP:Iteration 30F (768.048181 sec): 3 clusters Score: Raw -411276.204747 + Penalty 521.002986 = -410755.201762 nChanged 0 Iteration 219Q (770.056359 sec): 29 clusters Score: Raw -7173356.022923 + Penalty 9638.789284 = -7163717.233639 nChanged 499 Iteration 220F (772.628866 sec): 29 clusters Score: Raw -7173401.198154 + Penalty 9638.789284 = -7163762.408870 nChanged 490 Iteration 221Q (774.552636 sec): 29 clusters Score: Raw -7173439.389542 + Penalty 9638.789284 = -7163800.600258 nChanged 449 Iteration 222Q (776.582960 sec): 29 clusters Score: Raw -7173477.151798 + Penalty 9638.789284 = -7163838.362514 nChanged 432 Iteration 223Q (778.384716 sec): 29 clusters Score: Raw -7173512.346659 + Penalty 9638.789284 = -7163873.557376 nChanged 384 Iteration 224Q (780.247536 sec): 29 clusters Score: Raw -7173539.293222 + Penalty 9638.789284 = -7163900.503938 nChanged 363 Iteration 225Q (782.078286 sec): 29 clusters Score: Raw -7173561.500871 + Penalty 9638.789284 = -7163922.711587 nChanged 331 Iteration 226Q (783.916355 sec): 29 clusters Score: Raw -7173581.720697 + Penalty 9638.789284 = -7163942.931413 nChanged 299 Iteration 227Q (785.676989 sec): 29 clusters Score: Raw -7173600.610297 + Penalty 9638.789284 = -7163961.821013 nChanged 290 Iteration 228Q (787.583496 sec): 29 clusters Score: Raw -7173617.696773 + Penalty 9638.789284 = -7163978.907489 nChanged 273 Iteration 229Q (789.407080 sec): 29 clusters Score: Raw -7173633.452053 + Penalty 9638.789284 = -7163994.662770 nChanged 260 Iteration 230Q (791.277422 sec): 29 clusters Score: Raw -7173648.477876 + Penalty 9638.789284 = -7164009.688592 nChanged 242 Iteration 231Q (793.043969 sec): 29 clusters Score: Raw -7173661.944094 + Penalty 9638.789284 = -7164023.154810 nChanged 225 Iteration 232Q (794.933210 sec): 29 clusters Score: Raw -7173674.216447 + Penalty 9638.789284 = -7164035.427163 nChanged 196 Iteration 233Q (796.755667 sec): 29 clusters Score: Raw -7173684.619166 + Penalty 9638.789284 = -7164045.829882 nChanged 196 Iteration 234Q (798.515519 sec): 29 clusters Score: Raw -7173694.645158 + Penalty 9638.789284 = -7164055.855874 nChanged 214 Iteration 235Q (800.315598 sec): 29 clusters Score: Raw -7173705.282186 + Penalty 9638.789284 = -7164066.492903 nChanged 199 Iteration 236Q (802.095714 sec): 29 clusters Score: Raw -7173714.998095 + Penalty 9638.789284 = -7164076.208811 nChanged 193 Iteration 237Q (803.871997 sec): 29 clusters Score: Raw -7173727.974644 + Penalty 9638.789284 = -7164089.185361 nChanged 205 Iteration 238Q (805.766600 sec): 29 clusters Score: Raw -7173740.897118 + Penalty 9638.789284 = -7164102.107834 nChanged 212 Iteration 239Q (807.596640 sec): 29 clusters Score: Raw -7173753.941145 + Penalty 9638.789284 = -7164115.151861 nChanged 217 Iteration 240F (810.147624 sec): 29 clusters Score: Raw -7173768.193304 + Penalty 9638.789284 = -7164129.404020 nChanged 209 Iteration 241Q (811.913380 sec): 29 clusters Score: Raw -7173783.652704 + Penalty 9638.789284 = -7164144.863420 nChanged 190 Iteration 242Q (813.625151 sec): 29 clusters Score: Raw -7173796.361294 + Penalty 9638.789284 = -7164157.572010 nChanged 176 Iteration 243Q (815.378965 sec): 29 clusters Score: Raw -7173807.426386 + Penalty 9638.789284 = -7164168.637102 nChanged 180 Iteration 244Q (817.201472 sec): 29 clusters Score: Raw -7173818.755640 + Penalty 9638.789284 = -7164179.966357 nChanged 154 Iteration 245Q (819.022332 sec): 29 clusters Score: Raw -7173829.030283 + Penalty 9638.789284 = -7164190.240999 nChanged 180 Iteration 246Q (820.849398 sec): 29 clusters Score: Raw -7173840.093108 + Penalty 9638.789284 = -7164201.303824 nChanged 180 Iteration 247Q (822.567222 sec): 29 clusters Score: Raw -7173849.711459 + Penalty 9638.789284 = -7164210.922175 nChanged 188 Iteration 248Q (824.427245 sec): 29 clusters Score: Raw -7173862.895857 + Penalty 9638.789284 = -7164224.106574 nChanged 177 Iteration 249Q (826.230719 sec): 29 clusters Score: Raw -7173875.385632 + Penalty 9638.789284 = -7164236.596348 nChanged 174 Iteration 250Q (827.972373 sec): 29 clusters Score: Raw -7173888.157575 + Penalty 9638.789284 = -7164249.368292 nChanged 173 Iteration 251Q (829.723681 sec): 29 clusters Score: Raw -7173901.992660 + Penalty 9638.789284 = -7164263.203377 nChanged 175 Iteration 252Q (831.352313 sec): 29 clusters Score: Raw -7173911.400527 + Penalty 9638.789284 = -7164272.611244 nChanged 154 Iteration 253Q (833.143148 sec): 29 clusters Score: Raw -7173919.140206 + Penalty 9638.789284 = -7164280.350923 nChanged 145 Iteration 254Q (834.881878 sec): 29 clusters Score: Raw -7173926.146419 + Penalty 9638.789284 = -7164287.357136 nChanged 155 Iteration 255Q (836.729081 sec): 29 clusters Score: Raw -7173932.770961 + Penalty 9638.789284 = -7164293.981677 nChanged 124 Iteration 256Q (838.479959 sec): 29 clusters Score: Raw -7173938.647223 + Penalty 9638.789284 = -7164299.857940 nChanged 124 Iteration 257Q (840.244996 sec): 29 clusters Score: Raw -7173946.078778 + Penalty 9638.789284 = -7164307.289494 nChanged 127 Iteration 258Q (842.146596 sec): 29 clusters Score: Raw -7173951.450786 + Penalty 9638.789284 = -7164312.661502 nChanged 115 Writing temp clu file Because OldScore, -7164307.289494, is greater than current (better) Score,-7164312.661502 Compute initial score before splitting: Score: Raw -7173951.450786 + Penalty 9638.789284 = -7164312.661502 Trying to split cluster 1 (5694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (842.245058 sec): 2 clusters Score: Raw -132974.579194 + Penalty 237.797127 = -132736.782067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (842.299785 sec): 3 clusters Score: Raw -129419.389922 + Penalty 475.594255 = -128943.795668 nChanged 2633 SP:Iteration 1F (842.345250 sec): 3 clusters Score: Raw -131273.809688 + Penalty 475.594255 = -130798.215433 nChanged 420 SP:Iteration 2F (842.404818 sec): 3 clusters Score: Raw -131553.427575 + Penalty 475.594255 = -131077.833320 nChanged 353 SP:Iteration 3F (842.447414 sec): 3 clusters Score: Raw -131778.907524 + Penalty 475.594255 = -131303.313269 nChanged 299 SP:Iteration 4F (842.499674 sec): 3 clusters Score: Raw -131965.841352 + Penalty 475.594255 = -131490.247098 nChanged 259 SP:Iteration 5Q (842.549497 sec): 3 clusters Score: Raw -132109.435852 + Penalty 475.594255 = -131633.841597 nChanged 174 SP:Iteration 6Q (842.590380 sec): 3 clusters Score: Raw -132178.581269 + Penalty 475.594255 = -131702.987014 nChanged 129 SP:Iteration 7Q (842.638105 sec): 3 clusters Score: Raw -132222.554699 + Penalty 475.594255 = -131746.960444 nChanged 86 SP:Iteration 8Q (842.689400 sec): 3 clusters Score: Raw -132245.949340 + Penalty 475.594255 = -131770.355085 nChanged 67 SP:Iteration 9Q (842.728915 sec): 3 clusters Score: Raw -132269.030500 + Penalty 475.594255 = -131793.436245 nChanged 69 SP:Iteration 10Q (842.777558 sec): 3 clusters Score: Raw -132288.409592 + Penalty 475.594255 = -131812.815337 nChanged 60 SP:Iteration 11Q (842.829276 sec): 3 clusters Score: Raw -132303.966114 + Penalty 475.594255 = -131828.371860 nChanged 66 SP:Iteration 12Q (842.883028 sec): 3 clusters Score: Raw -132322.086909 + Penalty 475.594255 = -131846.492654 nChanged 61 SP:Iteration 13Q (842.932369 sec): 3 clusters Score: Raw -132339.607767 + Penalty 475.594255 = -131864.013513 nChanged 51 SP:Iteration 14Q (842.976804 sec): 3 clusters Score: Raw -132350.842687 + Penalty 475.594255 = -131875.248432 nChanged 52 SP:Iteration 15Q (843.031870 sec): 3 clusters Score: Raw -132362.043932 + Penalty 475.594255 = -131886.449677 nChanged 49 SP:Iteration 16Q (843.086487 sec): 3 clusters Score: Raw -132371.165172 + Penalty 475.594255 = -131895.570917 nChanged 41 SP:Iteration 17Q (843.131982 sec): 3 clusters Score: Raw -132377.835576 + Penalty 475.594255 = -131902.241321 nChanged 39 SP:Iteration 18Q (843.176642 sec): 3 clusters Score: Raw -132385.618814 + Penalty 475.594255 = -131910.024559 nChanged 45 SP:Iteration 19Q (843.234996 sec): 3 clusters Score: Raw -132394.805289 + Penalty 475.594255 = -131919.211034 nChanged 44 SP:Iteration 20F (843.284798 sec): 3 clusters Score: Raw -132402.175661 + Penalty 475.594255 = -131926.581406 nChanged 35 SP:Iteration 21Q (843.329437 sec): 3 clusters Score: Raw -132406.656381 + Penalty 475.594255 = -131931.062126 nChanged 39 SP:Iteration 22Q (843.390655 sec): 3 clusters Score: Raw -132412.012457 + Penalty 475.594255 = -131936.418202 nChanged 37 SP:Iteration 23Q (843.437806 sec): 3 clusters Score: Raw -132418.952334 + Penalty 475.594255 = -131943.358079 nChanged 36 SP:Iteration 24Q (843.487706 sec): 3 clusters Score: Raw -132424.809873 + Penalty 475.594255 = -131949.215618 nChanged 34 SP:Iteration 25Q (843.522957 sec): 3 clusters Score: Raw -132429.860107 + Penalty 475.594255 = -131954.265852 nChanged 35 SP:Iteration 26Q (843.582172 sec): 3 clusters Score: Raw -132434.965035 + Penalty 475.594255 = -131959.370780 nChanged 32 SP:Iteration 27Q (843.640622 sec): 3 clusters Score: Raw -132439.322149 + Penalty 475.594255 = -131963.727894 nChanged 33 SP:Iteration 28Q (843.678333 sec): 3 clusters Score: Raw -132444.262708 + Penalty 475.594255 = -131968.668453 nChanged 35 SP:Iteration 29Q (843.730993 sec): 3 clusters Score: Raw -132450.966985 + Penalty 475.594255 = -131975.372731 nChanged 39 SP:Iteration 30Q (843.789924 sec): 3 clusters Score: Raw -132459.342327 + Penalty 475.594255 = -131983.748072 nChanged 47 SP:Iteration 31Q (843.838534 sec): 3 clusters Score: Raw -132470.470226 + Penalty 475.594255 = -131994.875972 nChanged 38 SP:Iteration 32Q (843.885709 sec): 3 clusters Score: Raw -132479.615023 + Penalty 475.594255 = -132004.020769 nChanged 43 SP:Iteration 33Q (843.929821 sec): 3 clusters Score: Raw -132489.556291 + Penalty 475.594255 = -132013.962037 nChanged 57 SP:Iteration 34Q (843.989624 sec): 3 clusters Score: Raw -132504.030200 + Penalty 475.594255 = -132028.435945 nChanged 55 SP:Iteration 35Q (844.037318 sec): 3 clusters Score: Raw -132517.545170 + Penalty 475.594255 = -132041.950915 nChanged 55 SP:Iteration 36Q (844.083069 sec): 3 clusters Score: Raw -132529.567345 + Penalty 475.594255 = -132053.973090 nChanged 57 SP:Iteration 37Q (844.131267 sec): 3 clusters Score: Raw -132547.240932 + Penalty 475.594255 = -132071.646677 nChanged 67 SP:Iteration 38Q (844.182716 sec): 3 clusters Score: Raw -132569.751690 + Penalty 475.594255 = -132094.157436 nChanged 67 SP:Iteration 39Q (844.230538 sec): 3 clusters Score: Raw -132592.145208 + Penalty 475.594255 = -132116.550953 nChanged 72 SP:Iteration 40F (844.281762 sec): 3 clusters Score: Raw -132618.866568 + Penalty 475.594255 = -132143.272313 nChanged 75 SP:Iteration 41Q (844.328296 sec): 3 clusters Score: Raw -132646.125977 + Penalty 475.594255 = -132170.531723 nChanged 62 SP:Iteration 42Q (844.380930 sec): 3 clusters Score: Raw -132665.432654 + Penalty 475.594255 = -132189.838400 nChanged 49 SP:Iteration 43Q (844.432119 sec): 3 clusters Score: Raw -132680.829657 + Penalty 475.594255 = -132205.235402 nChanged 52 SP:Iteration 44Q (844.483523 sec): 3 clusters Score: Raw -132696.730599 + Penalty 475.594255 = -132221.136344 nChanged 59 SP:Iteration 45Q (844.529355 sec): 3 clusters Score: Raw -132716.879849 + Penalty 475.594255 = -132241.285594 nChanged 59 SP:Iteration 46Q (844.579880 sec): 3 clusters Score: Raw -132738.746455 + Penalty 475.594255 = -132263.152200 nChanged 57 SP:Iteration 47Q (844.623955 sec): 3 clusters Score: Raw -132761.570691 + Penalty 475.594255 = -132285.976437 nChanged 53 SP:Iteration 48Q (844.675983 sec): 3 clusters Score: Raw -132786.926542 + Penalty 475.594255 = -132311.332288 nChanged 50 SP:Iteration 49Q (844.728240 sec): 3 clusters Score: Raw -132812.913315 + Penalty 475.594255 = -132337.319060 nChanged 56 SP:Iteration 50Q (844.777556 sec): 3 clusters Score: Raw -132848.801862 + Penalty 475.594255 = -132373.207608 nChanged 57 SP:Iteration 51Q (844.832348 sec): 3 clusters Score: Raw -132892.126444 + Penalty 475.594255 = -132416.532189 nChanged 49 SP:Iteration 52Q (844.879780 sec): 3 clusters Score: Raw -132934.726968 + Penalty 475.594255 = -132459.132714 nChanged 46 SP:Iteration 53Q (844.924621 sec): 3 clusters Score: Raw -132962.996189 + Penalty 475.594255 = -132487.401934 nChanged 32 SP:Iteration 54Q (844.974528 sec): 3 clusters Score: Raw -132980.283355 + Penalty 475.594255 = -132504.689100 nChanged 24 SP:Iteration 55Q (845.017607 sec): 3 clusters Score: Raw -132992.714189 + Penalty 475.594255 = -132517.119934 nChanged 21 SP:Iteration 56Q (845.067039 sec): 3 clusters Score: Raw -133006.768249 + Penalty 475.594255 = -132531.173994 nChanged 19 SP:Iteration 57Q (845.124722 sec): 3 clusters Score: Raw -133020.675332 + Penalty 475.594255 = -132545.081077 nChanged 11 SP:Iteration 58Q (845.162567 sec): 3 clusters Score: Raw -133026.084570 + Penalty 475.594255 = -132550.490315 nChanged 11 SP:Iteration 59Q (845.216973 sec): 3 clusters Score: Raw -133033.216513 + Penalty 475.594255 = -132557.622259 nChanged 7 SP:Iteration 60F (845.266570 sec): 3 clusters Score: Raw -133035.594757 + Penalty 475.594255 = -132560.000503 nChanged 3 SP:Iteration 61Q (845.314206 sec): 3 clusters Score: Raw -133036.533634 + Penalty 475.594255 = -132560.939380 nChanged 3 SP:Iteration 62Q (845.365192 sec): 3 clusters Score: Raw -133037.583671 + Penalty 475.594255 = -132561.989417 nChanged 3 SP:Iteration 63Q (845.413362 sec): 3 clusters Score: Raw -133038.600072 + Penalty 475.594255 = -132563.005817 nChanged 1 SP:Iteration 64Q (845.459421 sec): 3 clusters Score: Raw -133039.090508 + Penalty 475.594255 = -132563.496254 nChanged 1 SP:Iteration 65Q (845.505335 sec): 3 clusters Score: Raw -133039.574561 + Penalty 475.594255 = -132563.980306 nChanged 2 SP:Iteration 66Q (845.555286 sec): 3 clusters Score: Raw -133039.855368 + Penalty 475.594255 = -132564.261113 nChanged 0 SP:Iteration 67F (845.607129 sec): 3 clusters Score: Raw -133039.855368 + Penalty 475.594255 = -132564.261113 nChanged 0 Trying to split cluster 2 (4866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (845.624122 sec): 2 clusters Score: Raw -138323.383094 + Penalty 233.475757 = -138089.907337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (845.675169 sec): 3 clusters Score: Raw -135361.580126 + Penalty 466.951514 = -134894.628613 nChanged 2215 SP:Iteration 1F (845.726419 sec): 3 clusters Score: Raw -136808.239426 + Penalty 466.951514 = -136341.287912 nChanged 348 SP:Iteration 2F (845.777277 sec): 3 clusters Score: Raw -137014.242184 + Penalty 466.951514 = -136547.290670 nChanged 307 SP:Iteration 3F (845.821783 sec): 3 clusters Score: Raw -137209.169959 + Penalty 466.951514 = -136742.218445 nChanged 291 SP:Iteration 4F (845.867076 sec): 3 clusters Score: Raw -137411.102360 + Penalty 466.951514 = -136944.150846 nChanged 233 SP:Iteration 5Q (845.920465 sec): 3 clusters Score: Raw -137601.509797 + Penalty 466.951514 = -137134.558284 nChanged 194 SP:Iteration 6Q (845.973317 sec): 3 clusters Score: Raw -137745.941092 + Penalty 466.951514 = -137278.989578 nChanged 169 SP:Iteration 7Q (846.019662 sec): 3 clusters Score: Raw -137870.051263 + Penalty 466.951514 = -137403.099749 nChanged 114 SP:Iteration 8Q (846.066424 sec): 3 clusters Score: Raw -137926.838289 + Penalty 466.951514 = -137459.886775 nChanged 81 SP:Iteration 9Q (846.113489 sec): 3 clusters Score: Raw -137960.346616 + Penalty 466.951514 = -137493.395102 nChanged 75 SP:Iteration 10Q (846.152030 sec): 3 clusters Score: Raw -137989.059634 + Penalty 466.951514 = -137522.108120 nChanged 64 SP:Iteration 11Q (846.208043 sec): 3 clusters Score: Raw -138015.272686 + Penalty 466.951514 = -137548.321172 nChanged 71 SP:Iteration 12Q (846.253377 sec): 3 clusters Score: Raw -138043.040152 + Penalty 466.951514 = -137576.088638 nChanged 60 SP:Iteration 13Q (846.304081 sec): 3 clusters Score: Raw -138071.137715 + Penalty 466.951514 = -137604.186202 nChanged 53 SP:Iteration 14Q (846.353213 sec): 3 clusters Score: Raw -138096.342107 + Penalty 466.951514 = -137629.390593 nChanged 49 SP:Iteration 15Q (846.398925 sec): 3 clusters Score: Raw -138115.415228 + Penalty 466.951514 = -137648.463714 nChanged 48 SP:Iteration 16Q (846.437804 sec): 3 clusters Score: Raw -138132.926669 + Penalty 466.951514 = -137665.975155 nChanged 48 SP:Iteration 17Q (846.482965 sec): 3 clusters Score: Raw -138150.568379 + Penalty 466.951514 = -137683.616865 nChanged 41 SP:Iteration 18Q (846.531157 sec): 3 clusters Score: Raw -138166.220331 + Penalty 466.951514 = -137699.268817 nChanged 42 SP:Iteration 19Q (846.581502 sec): 3 clusters Score: Raw -138180.786052 + Penalty 466.951514 = -137713.834538 nChanged 32 SP:Iteration 20F (846.630373 sec): 3 clusters Score: Raw -138191.545158 + Penalty 466.951514 = -137724.593644 nChanged 24 SP:Iteration 21Q (846.679227 sec): 3 clusters Score: Raw -138199.080402 + Penalty 466.951514 = -137732.128888 nChanged 23 SP:Iteration 22Q (846.725261 sec): 3 clusters Score: Raw -138204.726938 + Penalty 466.951514 = -137737.775424 nChanged 26 SP:Iteration 23Q (846.773698 sec): 3 clusters Score: Raw -138211.623144 + Penalty 466.951514 = -137744.671630 nChanged 22 SP:Iteration 24Q (846.816217 sec): 3 clusters Score: Raw -138220.525846 + Penalty 466.951514 = -137753.574332 nChanged 21 SP:Iteration 25Q (846.867510 sec): 3 clusters Score: Raw -138232.419604 + Penalty 466.951514 = -137765.468090 nChanged 32 SP:Iteration 26Q (846.923552 sec): 3 clusters Score: Raw -138258.057640 + Penalty 466.951514 = -137791.106126 nChanged 35 SP:Iteration 27Q (846.963910 sec): 3 clusters Score: Raw -138278.822322 + Penalty 466.951514 = -137811.870808 nChanged 27 SP:Iteration 28Q (847.015389 sec): 3 clusters Score: Raw -138296.636911 + Penalty 466.951514 = -137829.685397 nChanged 24 SP:Iteration 29Q (847.066489 sec): 3 clusters Score: Raw -138307.597884 + Penalty 466.951514 = -137840.646370 nChanged 21 SP:Iteration 30Q (847.110880 sec): 3 clusters Score: Raw -138312.685592 + Penalty 466.951514 = -137845.734079 nChanged 15 SP:Iteration 31Q (847.158497 sec): 3 clusters Score: Raw -138316.343730 + Penalty 466.951514 = -137849.392216 nChanged 17 SP:Iteration 32Q (847.217098 sec): 3 clusters Score: Raw -138320.276418 + Penalty 466.951514 = -137853.324904 nChanged 14 SP:Iteration 33Q (847.265337 sec): 3 clusters Score: Raw -138323.510042 + Penalty 466.951514 = -137856.558528 nChanged 13 SP:Iteration 34Q (847.313581 sec): 3 clusters Score: Raw -138326.490937 + Penalty 466.951514 = -137859.539424 nChanged 10 SP:Iteration 35Q (847.371412 sec): 3 clusters Score: Raw -138330.545097 + Penalty 466.951514 = -137863.593583 nChanged 13 SP:Iteration 36Q (847.415755 sec): 3 clusters Score: Raw -138334.068487 + Penalty 466.951514 = -137867.116973 nChanged 9 SP:Iteration 37Q (847.457210 sec): 3 clusters Score: Raw -138336.344296 + Penalty 466.951514 = -137869.392782 nChanged 10 SP:Iteration 38Q (847.498018 sec): 3 clusters Score: Raw -138339.617846 + Penalty 466.951514 = -137872.666332 nChanged 12 SP:Iteration 39Q (847.554727 sec): 3 clusters Score: Raw -138343.891208 + Penalty 466.951514 = -137876.939694 nChanged 12 SP:Iteration 40F (847.607573 sec): 3 clusters Score: Raw -138347.267066 + Penalty 466.951514 = -137880.315552 nChanged 7 SP:Iteration 41Q (847.653581 sec): 3 clusters Score: Raw -138348.361133 + Penalty 466.951514 = -137881.409619 nChanged 8 SP:Iteration 42Q (847.710196 sec): 3 clusters Score: Raw -138349.697936 + Penalty 466.951514 = -137882.746422 nChanged 2 SP:Iteration 43Q (847.749335 sec): 3 clusters Score: Raw -138349.950659 + Penalty 466.951514 = -137882.999145 nChanged 1 SP:Iteration 44Q (847.812615 sec): 3 clusters Score: Raw -138350.072150 + Penalty 466.951514 = -137883.120637 nChanged 1 SP:Iteration 45Q (847.864943 sec): 3 clusters Score: Raw -138350.280351 + Penalty 466.951514 = -137883.328837 nChanged 1 SP:Iteration 46Q (847.909534 sec): 3 clusters Score: Raw -138350.372212 + Penalty 466.951514 = -137883.420698 nChanged 0 SP:Iteration 47F (847.963019 sec): 3 clusters Score: Raw -138350.372212 + Penalty 466.951514 = -137883.420698 nChanged 0 Trying to split cluster 3 (6777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (847.990121 sec): 2 clusters Score: Raw -164625.049986 + Penalty 242.585470 = -164382.464517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (848.043613 sec): 3 clusters Score: Raw -160385.809482 + Penalty 485.170939 = -159900.638543 nChanged 3196 SP:Iteration 1F (848.088257 sec): 3 clusters Score: Raw -162677.868399 + Penalty 485.170939 = -162192.697460 nChanged 578 SP:Iteration 2F (848.150047 sec): 3 clusters Score: Raw -163093.019555 + Penalty 485.170939 = -162607.848615 nChanged 493 SP:Iteration 3F (848.188464 sec): 3 clusters Score: Raw -163426.453681 + Penalty 485.170939 = -162941.282742 nChanged 409 SP:Iteration 4F (848.239677 sec): 3 clusters Score: Raw -163708.210784 + Penalty 485.170939 = -163223.039845 nChanged 306 SP:Iteration 5Q (848.302206 sec): 3 clusters Score: Raw -163945.606526 + Penalty 485.170939 = -163460.435587 nChanged 247 SP:Iteration 6Q (848.345109 sec): 3 clusters Score: Raw -164124.551172 + Penalty 485.170939 = -163639.380233 nChanged 201 SP:Iteration 7Q (848.396919 sec): 3 clusters Score: Raw -164251.706634 + Penalty 485.170939 = -163766.535695 nChanged 155 SP:Iteration 8Q (848.448453 sec): 3 clusters Score: Raw -164345.239040 + Penalty 485.170939 = -163860.068101 nChanged 121 SP:Iteration 9Q (848.502528 sec): 3 clusters Score: Raw -164399.555192 + Penalty 485.170939 = -163914.384253 nChanged 105 SP:Iteration 10Q (848.559537 sec): 3 clusters Score: Raw -164445.064316 + Penalty 485.170939 = -163959.893376 nChanged 108 SP:Iteration 11Q (848.597132 sec): 3 clusters Score: Raw -164499.365231 + Penalty 485.170939 = -164014.194292 nChanged 98 SP:Iteration 12Q (848.649840 sec): 3 clusters Score: Raw -164543.493044 + Penalty 485.170939 = -164058.322105 nChanged 79 SP:Iteration 13Q (848.702376 sec): 3 clusters Score: Raw -164581.735161 + Penalty 485.170939 = -164096.564222 nChanged 69 SP:Iteration 14Q (848.754525 sec): 3 clusters Score: Raw -164610.297220 + Penalty 485.170939 = -164125.126280 nChanged 61 SP:Iteration 15Q (848.817411 sec): 3 clusters Score: Raw -164633.012483 + Penalty 485.170939 = -164147.841544 nChanged 48 SP:Iteration 16Q (848.857610 sec): 3 clusters Score: Raw -164650.208287 + Penalty 485.170939 = -164165.037348 nChanged 53 SP:Iteration 17Q (848.921068 sec): 3 clusters Score: Raw -164664.439624 + Penalty 485.170939 = -164179.268685 nChanged 41 SP:Iteration 18Q (848.970385 sec): 3 clusters Score: Raw -164675.658543 + Penalty 485.170939 = -164190.487604 nChanged 33 SP:Iteration 19Q (849.012709 sec): 3 clusters Score: Raw -164682.671992 + Penalty 485.170939 = -164197.501053 nChanged 26 SP:Iteration 20F (849.075296 sec): 3 clusters Score: Raw -164689.492371 + Penalty 485.170939 = -164204.321432 nChanged 29 SP:Iteration 21Q (849.114998 sec): 3 clusters Score: Raw -164698.733300 + Penalty 485.170939 = -164213.562361 nChanged 30 SP:Iteration 22Q (849.164487 sec): 3 clusters Score: Raw -164705.503314 + Penalty 485.170939 = -164220.332374 nChanged 20 SP:Iteration 23Q (849.214113 sec): 3 clusters Score: Raw -164710.608536 + Penalty 485.170939 = -164225.437596 nChanged 21 SP:Iteration 24Q (849.269635 sec): 3 clusters Score: Raw -164715.191420 + Penalty 485.170939 = -164230.020480 nChanged 19 SP:Iteration 25Q (849.317687 sec): 3 clusters Score: Raw -164721.023793 + Penalty 485.170939 = -164235.852854 nChanged 15 SP:Iteration 26Q (849.375464 sec): 3 clusters Score: Raw -164725.780207 + Penalty 485.170939 = -164240.609267 nChanged 15 SP:Iteration 27Q (849.422764 sec): 3 clusters Score: Raw -164729.144174 + Penalty 485.170939 = -164243.973234 nChanged 14 SP:Iteration 28Q (849.481381 sec): 3 clusters Score: Raw -164732.719412 + Penalty 485.170939 = -164247.548473 nChanged 16 SP:Iteration 29Q (849.534153 sec): 3 clusters Score: Raw -164735.941849 + Penalty 485.170939 = -164250.770909 nChanged 10 SP:Iteration 30Q (849.581941 sec): 3 clusters Score: Raw -164737.916815 + Penalty 485.170939 = -164252.745876 nChanged 10 SP:Iteration 31Q (849.628258 sec): 3 clusters Score: Raw -164740.778834 + Penalty 485.170939 = -164255.607895 nChanged 16 SP:Iteration 32Q (849.676844 sec): 3 clusters Score: Raw -164743.273064 + Penalty 485.170939 = -164258.102125 nChanged 9 SP:Iteration 33Q (849.725431 sec): 3 clusters Score: Raw -164746.514247 + Penalty 485.170939 = -164261.343307 nChanged 12 SP:Iteration 34Q (849.771221 sec): 3 clusters Score: Raw -164750.497708 + Penalty 485.170939 = -164265.326769 nChanged 14 SP:Iteration 35Q (849.826114 sec): 3 clusters Score: Raw -164756.524655 + Penalty 485.170939 = -164271.353715 nChanged 16 SP:Iteration 36Q (849.877375 sec): 3 clusters Score: Raw -164761.886301 + Penalty 485.170939 = -164276.715362 nChanged 11 SP:Iteration 37Q (849.931792 sec): 3 clusters Score: Raw -164763.822117 + Penalty 485.170939 = -164278.651178 nChanged 9 SP:Iteration 38Q (849.975320 sec): 3 clusters Score: Raw -164766.185903 + Penalty 485.170939 = -164281.014964 nChanged 6 SP:Iteration 39Q (850.027984 sec): 3 clusters Score: Raw -164767.042879 + Penalty 485.170939 = -164281.871940 nChanged 2 SP:Iteration 40F (850.084946 sec): 3 clusters Score: Raw -164767.345086 + Penalty 485.170939 = -164282.174146 nChanged 2 SP:Iteration 41Q (850.131870 sec): 3 clusters Score: Raw -164767.631397 + Penalty 485.170939 = -164282.460458 nChanged 2 SP:Iteration 42Q (850.180146 sec): 3 clusters Score: Raw -164768.185507 + Penalty 485.170939 = -164283.014568 nChanged 3 SP:Iteration 43Q (850.232317 sec): 3 clusters Score: Raw -164769.000040 + Penalty 485.170939 = -164283.829101 nChanged 4 SP:Iteration 44Q (850.280426 sec): 3 clusters Score: Raw -164769.916862 + Penalty 485.170939 = -164284.745923 nChanged 7 SP:Iteration 45Q (850.333059 sec): 3 clusters Score: Raw -164770.770283 + Penalty 485.170939 = -164285.599344 nChanged 6 SP:Iteration 46Q (850.377898 sec): 3 clusters Score: Raw -164771.269178 + Penalty 485.170939 = -164286.098239 nChanged 2 SP:Iteration 47Q (850.427615 sec): 3 clusters Score: Raw -164771.496228 + Penalty 485.170939 = -164286.325289 nChanged 1 SP:Iteration 48Q (850.478972 sec): 3 clusters Score: Raw -164771.556487 + Penalty 485.170939 = -164286.385547 nChanged 1 SP:Iteration 49Q (850.536415 sec): 3 clusters Score: Raw -164771.691513 + Penalty 485.170939 = -164286.520574 nChanged 2 SP:Iteration 50Q (850.587116 sec): 3 clusters Score: Raw -164771.798148 + Penalty 485.170939 = -164286.627208 nChanged 0 SP:Iteration 51F (850.626285 sec): 3 clusters Score: Raw -164771.798148 + Penalty 485.170939 = -164286.627208 nChanged 0 Trying to split cluster 4 (4862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (850.651063 sec): 2 clusters Score: Raw -149344.386644 + Penalty 233.453142 = -149110.933502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (850.712043 sec): 3 clusters Score: Raw -146300.854412 + Penalty 466.906284 = -145833.948128 nChanged 2265 SP:Iteration 1F (850.751193 sec): 3 clusters Score: Raw -147642.292306 + Penalty 466.906284 = -147175.386022 nChanged 361 SP:Iteration 2F (850.808199 sec): 3 clusters Score: Raw -147851.486589 + Penalty 466.906284 = -147384.580305 nChanged 348 SP:Iteration 3F (850.856919 sec): 3 clusters Score: Raw -148067.468705 + Penalty 466.906284 = -147600.562421 nChanged 321 SP:Iteration 4F (850.904805 sec): 3 clusters Score: Raw -148290.350238 + Penalty 466.906284 = -147823.443955 nChanged 273 SP:Iteration 5F (850.947445 sec): 3 clusters Score: Raw -148494.459564 + Penalty 466.906284 = -148027.553280 nChanged 233 SP:Iteration 6Q (850.994834 sec): 3 clusters Score: Raw -148649.346886 + Penalty 466.906284 = -148182.440603 nChanged 180 SP:Iteration 7Q (851.046008 sec): 3 clusters Score: Raw -148749.579618 + Penalty 466.906284 = -148282.673334 nChanged 126 SP:Iteration 8Q (851.093939 sec): 3 clusters Score: Raw -148803.115675 + Penalty 466.906284 = -148336.209392 nChanged 107 SP:Iteration 9Q (851.148487 sec): 3 clusters Score: Raw -148843.153637 + Penalty 466.906284 = -148376.247354 nChanged 94 SP:Iteration 10Q (851.203000 sec): 3 clusters Score: Raw -148882.287452 + Penalty 466.906284 = -148415.381169 nChanged 97 SP:Iteration 11Q (851.241511 sec): 3 clusters Score: Raw -148930.293470 + Penalty 466.906284 = -148463.387186 nChanged 101 SP:Iteration 12Q (851.295403 sec): 3 clusters Score: Raw -148977.080315 + Penalty 466.906284 = -148510.174031 nChanged 90 SP:Iteration 13Q (851.337073 sec): 3 clusters Score: Raw -149024.599645 + Penalty 466.906284 = -148557.693361 nChanged 98 SP:Iteration 14Q (851.386520 sec): 3 clusters Score: Raw -149078.308733 + Penalty 466.906284 = -148611.402449 nChanged 78 SP:Iteration 15Q (851.437202 sec): 3 clusters Score: Raw -149119.888938 + Penalty 466.906284 = -148652.982655 nChanged 76 SP:Iteration 16Q (851.488160 sec): 3 clusters Score: Raw -149160.849303 + Penalty 466.906284 = -148693.943019 nChanged 74 SP:Iteration 17Q (851.538259 sec): 3 clusters Score: Raw -149203.708450 + Penalty 466.906284 = -148736.802167 nChanged 59 SP:Iteration 18Q (851.586034 sec): 3 clusters Score: Raw -149234.294599 + Penalty 466.906284 = -148767.388316 nChanged 36 SP:Iteration 19Q (851.642390 sec): 3 clusters Score: Raw -149251.970651 + Penalty 466.906284 = -148785.064368 nChanged 38 SP:Iteration 20F (851.688912 sec): 3 clusters Score: Raw -149271.290787 + Penalty 466.906284 = -148804.384504 nChanged 34 SP:Iteration 21Q (851.729189 sec): 3 clusters Score: Raw -149285.816992 + Penalty 466.906284 = -148818.910709 nChanged 30 SP:Iteration 22Q (851.785694 sec): 3 clusters Score: Raw -149299.770057 + Penalty 466.906284 = -148832.863773 nChanged 30 SP:Iteration 23Q (851.828085 sec): 3 clusters Score: Raw -149313.882872 + Penalty 466.906284 = -148846.976589 nChanged 27 SP:Iteration 24Q (851.881993 sec): 3 clusters Score: Raw -149330.711332 + Penalty 466.906284 = -148863.805049 nChanged 26 SP:Iteration 25Q (851.926373 sec): 3 clusters Score: Raw -149345.629469 + Penalty 466.906284 = -148878.723185 nChanged 16 SP:Iteration 26Q (851.983092 sec): 3 clusters Score: Raw -149358.306443 + Penalty 466.906284 = -148891.400160 nChanged 13 SP:Iteration 27Q (852.032412 sec): 3 clusters Score: Raw -149366.633422 + Penalty 466.906284 = -148899.727138 nChanged 9 SP:Iteration 28Q (852.083587 sec): 3 clusters Score: Raw -149371.959017 + Penalty 466.906284 = -148905.052734 nChanged 5 SP:Iteration 29Q (852.128065 sec): 3 clusters Score: Raw -149373.728873 + Penalty 466.906284 = -148906.822589 nChanged 4 SP:Iteration 30Q (852.183330 sec): 3 clusters Score: Raw -149375.550105 + Penalty 466.906284 = -148908.643821 nChanged 5 SP:Iteration 31Q (852.223119 sec): 3 clusters Score: Raw -149378.286649 + Penalty 466.906284 = -148911.380365 nChanged 7 SP:Iteration 32Q (852.268787 sec): 3 clusters Score: Raw -149382.912401 + Penalty 466.906284 = -148916.006117 nChanged 6 SP:Iteration 33Q (852.315020 sec): 3 clusters Score: Raw -149386.253260 + Penalty 466.906284 = -148919.346977 nChanged 4 SP:Iteration 34Q (852.361316 sec): 3 clusters Score: Raw -149390.054265 + Penalty 466.906284 = -148923.147982 nChanged 2 SP:Iteration 35Q (852.407604 sec): 3 clusters Score: Raw -149391.311701 + Penalty 466.906284 = -148924.405417 nChanged 1 SP:Iteration 36Q (852.454594 sec): 3 clusters Score: Raw -149391.962194 + Penalty 466.906284 = -148925.055911 nChanged 1 SP:Iteration 37Q (852.508030 sec): 3 clusters Score: Raw -149392.692612 + Penalty 466.906284 = -148925.786328 nChanged 1 SP:Iteration 38Q (852.552801 sec): 3 clusters Score: Raw -149392.892592 + Penalty 466.906284 = -148925.986308 nChanged 0 SP:Iteration 39F (852.602058 sec): 3 clusters Score: Raw -149392.892592 + Penalty 466.906284 = -148925.986308 nChanged 0 Trying to split cluster 5 (8117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (852.629988 sec): 2 clusters Score: Raw -240395.151479 + Penalty 247.547187 = -240147.604291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (852.676893 sec): 3 clusters Score: Raw -235269.009355 + Penalty 495.094375 = -234773.914980 nChanged 3722 SP:Iteration 1F (852.737920 sec): 3 clusters Score: Raw -237367.282623 + Penalty 495.094375 = -236872.188248 nChanged 486 SP:Iteration 2F (852.792833 sec): 3 clusters Score: Raw -237568.898557 + Penalty 495.094375 = -237073.804182 nChanged 442 SP:Iteration 3F (852.839156 sec): 3 clusters Score: Raw -237773.171706 + Penalty 495.094375 = -237278.077331 nChanged 440 SP:Iteration 4F (852.902880 sec): 3 clusters Score: Raw -238017.095502 + Penalty 495.094375 = -237522.001127 nChanged 480 SP:Iteration 5F (852.958060 sec): 3 clusters Score: Raw -238329.817806 + Penalty 495.094375 = -237834.723431 nChanged 544 SP:Iteration 6F (853.012979 sec): 3 clusters Score: Raw -238737.050097 + Penalty 495.094375 = -238241.955722 nChanged 571 SP:Iteration 7F (853.067939 sec): 3 clusters Score: Raw -239269.764236 + Penalty 495.094375 = -238774.669861 nChanged 500 SP:Iteration 8F (853.112155 sec): 3 clusters Score: Raw -239697.547757 + Penalty 495.094375 = -239202.453382 nChanged 342 SP:Iteration 9Q (853.161331 sec): 3 clusters Score: Raw -239967.044311 + Penalty 495.094375 = -239471.949937 nChanged 257 SP:Iteration 10Q (853.212923 sec): 3 clusters Score: Raw -240147.755213 + Penalty 495.094375 = -239652.660838 nChanged 189 SP:Iteration 11Q (853.258264 sec): 3 clusters Score: Raw -240256.628862 + Penalty 495.094375 = -239761.534487 nChanged 139 SP:Iteration 12Q (853.306291 sec): 3 clusters Score: Raw -240328.679430 + Penalty 495.094375 = -239833.585055 nChanged 83 SP:Iteration 13Q (853.362422 sec): 3 clusters Score: Raw -240363.836302 + Penalty 495.094375 = -239868.741927 nChanged 72 SP:Iteration 14Q (853.417003 sec): 3 clusters Score: Raw -240390.326417 + Penalty 495.094375 = -239895.232043 nChanged 60 SP:Iteration 15Q (853.464095 sec): 3 clusters Score: Raw -240411.346177 + Penalty 495.094375 = -239916.251803 nChanged 42 SP:Iteration 16Q (853.507815 sec): 3 clusters Score: Raw -240425.994465 + Penalty 495.094375 = -239930.900090 nChanged 37 SP:Iteration 17Q (853.562699 sec): 3 clusters Score: Raw -240438.679275 + Penalty 495.094375 = -239943.584900 nChanged 40 SP:Iteration 18Q (853.612111 sec): 3 clusters Score: Raw -240456.337258 + Penalty 495.094375 = -239961.242884 nChanged 35 SP:Iteration 19Q (853.662262 sec): 3 clusters Score: Raw -240470.032556 + Penalty 495.094375 = -239974.938181 nChanged 28 SP:Iteration 20F (853.706661 sec): 3 clusters Score: Raw -240479.512468 + Penalty 495.094375 = -239984.418094 nChanged 22 SP:Iteration 21Q (853.759639 sec): 3 clusters Score: Raw -240489.130131 + Penalty 495.094375 = -239994.035756 nChanged 21 SP:Iteration 22Q (853.816910 sec): 3 clusters Score: Raw -240496.220880 + Penalty 495.094375 = -240001.126505 nChanged 16 SP:Iteration 23Q (853.868863 sec): 3 clusters Score: Raw -240499.851437 + Penalty 495.094375 = -240004.757063 nChanged 12 SP:Iteration 24Q (853.924520 sec): 3 clusters Score: Raw -240501.900235 + Penalty 495.094375 = -240006.805860 nChanged 5 SP:Iteration 25Q (853.979246 sec): 3 clusters Score: Raw -240502.781359 + Penalty 495.094375 = -240007.686984 nChanged 7 SP:Iteration 26Q (854.030024 sec): 3 clusters Score: Raw -240504.757865 + Penalty 495.094375 = -240009.663490 nChanged 8 SP:Iteration 27Q (854.087088 sec): 3 clusters Score: Raw -240510.550764 + Penalty 495.094375 = -240015.456389 nChanged 11 SP:Iteration 28Q (854.129179 sec): 3 clusters Score: Raw -240517.051775 + Penalty 495.094375 = -240021.957400 nChanged 11 SP:Iteration 29Q (854.186638 sec): 3 clusters Score: Raw -240520.373480 + Penalty 495.094375 = -240025.279105 nChanged 6 SP:Iteration 30Q (854.241726 sec): 3 clusters Score: Raw -240522.325839 + Penalty 495.094375 = -240027.231465 nChanged 4 SP:Iteration 31Q (854.292748 sec): 3 clusters Score: Raw -240523.124751 + Penalty 495.094375 = -240028.030377 nChanged 2 SP:Iteration 32Q (854.346027 sec): 3 clusters Score: Raw -240523.255480 + Penalty 495.094375 = -240028.161105 nChanged 2 SP:Iteration 33Q (854.388246 sec): 3 clusters Score: Raw -240523.558094 + Penalty 495.094375 = -240028.463719 nChanged 2 SP:Iteration 34Q (854.436697 sec): 3 clusters Score: Raw -240523.778065 + Penalty 495.094375 = -240028.683690 nChanged 1 SP:Iteration 35Q (854.487643 sec): 3 clusters Score: Raw -240523.846726 + Penalty 495.094375 = -240028.752351 nChanged 1 SP:Iteration 36Q (854.536940 sec): 3 clusters Score: Raw -240523.876927 + Penalty 495.094375 = -240028.782552 nChanged 0 SP:Iteration 37F (854.584782 sec): 3 clusters Score: Raw -240523.876927 + Penalty 495.094375 = -240028.782552 nChanged 0 Trying to split cluster 6 (44003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (854.646723 sec): 2 clusters Score: Raw -1366820.991004 + Penalty 294.030360 = -1366526.960644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (854.722900 sec): 3 clusters Score: Raw -1337374.456486 + Penalty 588.060720 = -1336786.395766 nChanged 21450 SP:Iteration 1F (854.810500 sec): 3 clusters Score: Raw -1350657.296191 + Penalty 588.060720 = -1350069.235471 nChanged 2822 SP:Iteration 2F (854.889264 sec): 3 clusters Score: Raw -1352341.055206 + Penalty 588.060720 = -1351752.994486 nChanged 3345 SP:Iteration 3F (854.975921 sec): 3 clusters Score: Raw -1354596.037004 + Penalty 588.060720 = -1354007.976284 nChanged 3140 SP:Iteration 4F (855.059681 sec): 3 clusters Score: Raw -1356519.360164 + Penalty 588.060720 = -1355931.299444 nChanged 2468 SP:Iteration 5F (855.137981 sec): 3 clusters Score: Raw -1357917.038446 + Penalty 588.060720 = -1357328.977726 nChanged 1916 SP:Iteration 6Q (855.223258 sec): 3 clusters Score: Raw -1358819.676008 + Penalty 588.060720 = -1358231.615288 nChanged 1436 SP:Iteration 7Q (855.304684 sec): 3 clusters Score: Raw -1359399.626279 + Penalty 588.060720 = -1358811.565559 nChanged 1083 SP:Iteration 8Q (855.389082 sec): 3 clusters Score: Raw -1359768.871796 + Penalty 588.060720 = -1359180.811076 nChanged 830 SP:Iteration 9Q (855.461374 sec): 3 clusters Score: Raw -1360010.336616 + Penalty 588.060720 = -1359422.275895 nChanged 673 SP:Iteration 10Q (855.548568 sec): 3 clusters Score: Raw -1360178.030855 + Penalty 588.060720 = -1359589.970135 nChanged 604 SP:Iteration 11Q (855.647832 sec): 3 clusters Score: Raw -1360326.026257 + Penalty 588.060720 = -1359737.965537 nChanged 579 SP:Iteration 12Q (855.725568 sec): 3 clusters Score: Raw -1360463.639748 + Penalty 588.060720 = -1359875.579028 nChanged 580 SP:Iteration 13Q (855.818265 sec): 3 clusters Score: Raw -1360602.818284 + Penalty 588.060720 = -1360014.757564 nChanged 573 SP:Iteration 14Q (855.901809 sec): 3 clusters Score: Raw -1360743.869603 + Penalty 588.060720 = -1360155.808883 nChanged 609 SP:Iteration 15Q (855.981971 sec): 3 clusters Score: Raw -1360904.839926 + Penalty 588.060720 = -1360316.779206 nChanged 648 SP:Iteration 16Q (856.069048 sec): 3 clusters Score: Raw -1361083.963712 + Penalty 588.060720 = -1360495.902992 nChanged 685 SP:Iteration 17Q (856.150821 sec): 3 clusters Score: Raw -1361279.666782 + Penalty 588.060720 = -1360691.606062 nChanged 714 SP:Iteration 18Q (856.231988 sec): 3 clusters Score: Raw -1361484.474501 + Penalty 588.060720 = -1360896.413781 nChanged 711 SP:Iteration 19Q (856.315930 sec): 3 clusters Score: Raw -1361691.341982 + Penalty 588.060720 = -1361103.281262 nChanged 723 SP:Iteration 20F (856.396622 sec): 3 clusters Score: Raw -1361912.656348 + Penalty 588.060720 = -1361324.595628 nChanged 724 SP:Iteration 21Q (856.479842 sec): 3 clusters Score: Raw -1362151.722034 + Penalty 588.060720 = -1361563.661314 nChanged 755 SP:Iteration 22Q (856.558460 sec): 3 clusters Score: Raw -1362421.824477 + Penalty 588.060720 = -1361833.763757 nChanged 766 SP:Iteration 23Q (856.637251 sec): 3 clusters Score: Raw -1362693.248668 + Penalty 588.060720 = -1362105.187948 nChanged 705 SP:Iteration 24Q (856.714285 sec): 3 clusters Score: Raw -1362939.788184 + Penalty 588.060720 = -1362351.727464 nChanged 683 SP:Iteration 25Q (856.790794 sec): 3 clusters Score: Raw -1363192.158979 + Penalty 588.060720 = -1362604.098258 nChanged 675 SP:Iteration 26Q (856.867256 sec): 3 clusters Score: Raw -1363445.535657 + Penalty 588.060720 = -1362857.474937 nChanged 631 SP:Iteration 27Q (856.941561 sec): 3 clusters Score: Raw -1363688.112557 + Penalty 588.060720 = -1363100.051836 nChanged 618 SP:Iteration 28Q (857.027088 sec): 3 clusters Score: Raw -1363940.734488 + Penalty 588.060720 = -1363352.673768 nChanged 633 SP:Iteration 29Q (857.107243 sec): 3 clusters Score: Raw -1364208.877033 + Penalty 588.060720 = -1363620.816313 nChanged 596 SP:Iteration 30Q (857.179841 sec): 3 clusters Score: Raw -1364477.607868 + Penalty 588.060720 = -1363889.547147 nChanged 569 SP:Iteration 31Q (857.267639 sec): 3 clusters Score: Raw -1364740.895459 + Penalty 588.060720 = -1364152.834739 nChanged 481 SP:Iteration 32Q (857.345233 sec): 3 clusters Score: Raw -1364952.692907 + Penalty 588.060720 = -1364364.632186 nChanged 470 SP:Iteration 33Q (857.422013 sec): 3 clusters Score: Raw -1365171.834703 + Penalty 588.060720 = -1364583.773983 nChanged 447 SP:Iteration 34Q (857.488122 sec): 3 clusters Score: Raw -1365377.450605 + Penalty 588.060720 = -1364789.389885 nChanged 413 SP:Iteration 35Q (857.580311 sec): 3 clusters Score: Raw -1365567.331519 + Penalty 588.060720 = -1364979.270799 nChanged 370 SP:Iteration 36Q (857.660959 sec): 3 clusters Score: Raw -1365736.140979 + Penalty 588.060720 = -1365148.080259 nChanged 330 SP:Iteration 37Q (857.739099 sec): 3 clusters Score: Raw -1365898.663375 + Penalty 588.060720 = -1365310.602655 nChanged 319 SP:Iteration 38Q (857.814393 sec): 3 clusters Score: Raw -1366065.817036 + Penalty 588.060720 = -1365477.756316 nChanged 315 SP:Iteration 39Q (857.884701 sec): 3 clusters Score: Raw -1366253.236480 + Penalty 588.060720 = -1365665.175760 nChanged 269 SP:Iteration 40F (857.955925 sec): 3 clusters Score: Raw -1366419.759051 + Penalty 588.060720 = -1365831.698331 nChanged 221 SP:Iteration 41Q (858.042321 sec): 3 clusters Score: Raw -1366558.161121 + Penalty 588.060720 = -1365970.100401 nChanged 167 SP:Iteration 42Q (858.115889 sec): 3 clusters Score: Raw -1366669.788781 + Penalty 588.060720 = -1366081.728061 nChanged 118 SP:Iteration 43Q (858.187700 sec): 3 clusters Score: Raw -1366748.816163 + Penalty 588.060720 = -1366160.755443 nChanged 79 SP:Iteration 44Q (858.265501 sec): 3 clusters Score: Raw -1366796.612261 + Penalty 588.060720 = -1366208.551540 nChanged 45 SP:Iteration 45Q (858.327996 sec): 3 clusters Score: Raw -1366815.851885 + Penalty 588.060720 = -1366227.791165 nChanged 29 SP:Iteration 46Q (858.399180 sec): 3 clusters Score: Raw -1366825.981652 + Penalty 588.060720 = -1366237.920932 nChanged 19 SP:Iteration 47Q (858.479452 sec): 3 clusters Score: Raw -1366834.349950 + Penalty 588.060720 = -1366246.289230 nChanged 17 SP:Iteration 48Q (858.555683 sec): 3 clusters Score: Raw -1366840.405675 + Penalty 588.060720 = -1366252.344955 nChanged 13 SP:Iteration 49Q (858.632130 sec): 3 clusters Score: Raw -1366845.076069 + Penalty 588.060720 = -1366257.015349 nChanged 9 SP:Iteration 50Q (858.703950 sec): 3 clusters Score: Raw -1366848.119233 + Penalty 588.060720 = -1366260.058513 nChanged 7 SP:Iteration 51Q (858.776575 sec): 3 clusters Score: Raw -1366849.592681 + Penalty 588.060720 = -1366261.531961 nChanged 6 SP:Iteration 52Q (858.844446 sec): 3 clusters Score: Raw -1366850.594707 + Penalty 588.060720 = -1366262.533987 nChanged 4 SP:Iteration 53Q (858.921953 sec): 3 clusters Score: Raw -1366851.114696 + Penalty 588.060720 = -1366263.053976 nChanged 1 SP:Iteration 54Q (858.999357 sec): 3 clusters Score: Raw -1366851.266078 + Penalty 588.060720 = -1366263.205358 nChanged 1 SP:Iteration 55Q (859.064155 sec): 3 clusters Score: Raw -1366851.627275 + Penalty 588.060720 = -1366263.566555 nChanged 2 SP:Iteration 56Q (859.146451 sec): 3 clusters Score: Raw -1366853.164612 + Penalty 588.060720 = -1366265.103892 nChanged 1 SP:Iteration 57Q (859.216927 sec): 3 clusters Score: Raw -1366853.600591 + Penalty 588.060720 = -1366265.539871 nChanged 1 SP:Iteration 58Q (859.289931 sec): 3 clusters Score: Raw -1366853.726844 + Penalty 588.060720 = -1366265.666124 nChanged 0 SP:Iteration 59F (859.366141 sec): 3 clusters Score: Raw -1366853.726844 + Penalty 588.060720 = -1366265.666124 nChanged 0 Trying to split cluster 7 (2635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (859.391579 sec): 2 clusters Score: Raw -74235.195675 + Penalty 216.607558 = -74018.588117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (859.440577 sec): 3 clusters Score: Raw -72766.587798 + Penalty 433.215115 = -72333.372683 nChanged 1146 SP:Iteration 1F (859.487879 sec): 3 clusters Score: Raw -73826.473110 + Penalty 433.215115 = -73393.257994 nChanged 193 SP:Iteration 2F (859.525252 sec): 3 clusters Score: Raw -73989.000050 + Penalty 433.215115 = -73555.784935 nChanged 147 SP:Iteration 3F (859.569065 sec): 3 clusters Score: Raw -74090.725264 + Penalty 433.215115 = -73657.510148 nChanged 115 SP:Iteration 4Q (859.624782 sec): 3 clusters Score: Raw -74157.791397 + Penalty 433.215115 = -73724.576281 nChanged 69 SP:Iteration 5Q (859.672706 sec): 3 clusters Score: Raw -74196.819050 + Penalty 433.215115 = -73763.603935 nChanged 60 SP:Iteration 6Q (859.715818 sec): 3 clusters Score: Raw -74234.570994 + Penalty 433.215115 = -73801.355878 nChanged 45 SP:Iteration 7Q (859.755959 sec): 3 clusters Score: Raw -74261.974224 + Penalty 433.215115 = -73828.759109 nChanged 29 SP:Iteration 8Q (859.810639 sec): 3 clusters Score: Raw -74279.289740 + Penalty 433.215115 = -73846.074624 nChanged 21 SP:Iteration 9Q (859.855551 sec): 3 clusters Score: Raw -74287.596444 + Penalty 433.215115 = -73854.381328 nChanged 13 SP:Iteration 10Q (859.896659 sec): 3 clusters Score: Raw -74294.162611 + Penalty 433.215115 = -73860.947495 nChanged 14 SP:Iteration 11Q (859.951198 sec): 3 clusters Score: Raw -74300.653465 + Penalty 433.215115 = -73867.438350 nChanged 10 SP:Iteration 12Q (859.995784 sec): 3 clusters Score: Raw -74305.149563 + Penalty 433.215115 = -73871.934448 nChanged 6 SP:Iteration 13Q (860.043309 sec): 3 clusters Score: Raw -74308.001470 + Penalty 433.215115 = -73874.786354 nChanged 6 SP:Iteration 14Q (860.094509 sec): 3 clusters Score: Raw -74312.575628 + Penalty 433.215115 = -73879.360513 nChanged 5 SP:Iteration 15Q (860.140341 sec): 3 clusters Score: Raw -74320.044237 + Penalty 433.215115 = -73886.829122 nChanged 11 SP:Iteration 16Q (860.195891 sec): 3 clusters Score: Raw -74331.288397 + Penalty 433.215115 = -73898.073281 nChanged 7 SP:Iteration 17Q (860.246298 sec): 3 clusters Score: Raw -74333.461461 + Penalty 433.215115 = -73900.246346 nChanged 2 SP:Iteration 18Q (860.281450 sec): 3 clusters Score: Raw -74334.084292 + Penalty 433.215115 = -73900.869177 nChanged 1 SP:Iteration 19Q (860.336421 sec): 3 clusters Score: Raw -74334.535350 + Penalty 433.215115 = -73901.320235 nChanged 1 SP:Iteration 20F (860.382358 sec): 3 clusters Score: Raw -74335.065589 + Penalty 433.215115 = -73901.850473 nChanged 2 SP:Iteration 21Q (860.441685 sec): 3 clusters Score: Raw -74335.255288 + Penalty 433.215115 = -73902.040172 nChanged 0 SP:Iteration 22F (860.483268 sec): 3 clusters Score: Raw -74335.255288 + Penalty 433.215115 = -73902.040172 nChanged 0 Trying to split cluster 8 (1308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (860.506899 sec): 2 clusters Score: Raw -33839.776082 + Penalty 197.347000 = -33642.429083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (860.558028 sec): 3 clusters Score: Raw -33135.703906 + Penalty 394.693999 = -32741.009907 nChanged 571 SP:Iteration 1F (860.598774 sec): 3 clusters Score: Raw -33552.223357 + Penalty 394.693999 = -33157.529358 nChanged 120 SP:Iteration 2F (860.642135 sec): 3 clusters Score: Raw -33633.810932 + Penalty 394.693999 = -33239.116933 nChanged 77 SP:Iteration 3F (860.689342 sec): 3 clusters Score: Raw -33691.526038 + Penalty 394.693999 = -33296.832039 nChanged 63 SP:Iteration 4Q (860.744879 sec): 3 clusters Score: Raw -33737.161386 + Penalty 394.693999 = -33342.467387 nChanged 47 SP:Iteration 5Q (860.794562 sec): 3 clusters Score: Raw -33767.857195 + Penalty 394.693999 = -33373.163196 nChanged 40 SP:Iteration 6Q (860.842609 sec): 3 clusters Score: Raw -33786.415266 + Penalty 394.693999 = -33391.721267 nChanged 31 SP:Iteration 7Q (860.884831 sec): 3 clusters Score: Raw -33802.712162 + Penalty 394.693999 = -33408.018163 nChanged 30 SP:Iteration 8Q (860.929097 sec): 3 clusters Score: Raw -33816.824615 + Penalty 394.693999 = -33422.130616 nChanged 35 SP:Iteration 9Q (860.970368 sec): 3 clusters Score: Raw -33831.396829 + Penalty 394.693999 = -33436.702830 nChanged 30 SP:Iteration 10Q (861.025383 sec): 3 clusters Score: Raw -33843.825235 + Penalty 394.693999 = -33449.131236 nChanged 35 SP:Iteration 11Q (861.064210 sec): 3 clusters Score: Raw -33854.936042 + Penalty 394.693999 = -33460.242043 nChanged 23 SP:Iteration 12Q (861.104717 sec): 3 clusters Score: Raw -33865.130937 + Penalty 394.693999 = -33470.436937 nChanged 19 SP:Iteration 13Q (861.160221 sec): 3 clusters Score: Raw -33872.580416 + Penalty 394.693999 = -33477.886417 nChanged 16 SP:Iteration 14Q (861.200209 sec): 3 clusters Score: Raw -33877.160951 + Penalty 394.693999 = -33482.466952 nChanged 14 SP:Iteration 15Q (861.248553 sec): 3 clusters Score: Raw -33881.058430 + Penalty 394.693999 = -33486.364431 nChanged 11 SP:Iteration 16Q (861.294141 sec): 3 clusters Score: Raw -33884.036163 + Penalty 394.693999 = -33489.342164 nChanged 11 SP:Iteration 17Q (861.345788 sec): 3 clusters Score: Raw -33887.036366 + Penalty 394.693999 = -33492.342366 nChanged 16 SP:Iteration 18Q (861.378579 sec): 3 clusters Score: Raw -33895.707775 + Penalty 394.693999 = -33501.013776 nChanged 17 SP:Iteration 19Q (861.426918 sec): 3 clusters Score: Raw -33905.678694 + Penalty 394.693999 = -33510.984695 nChanged 15 SP:Iteration 20F (861.469936 sec): 3 clusters Score: Raw -33909.903417 + Penalty 394.693999 = -33515.209418 nChanged 12 SP:Iteration 21Q (861.513226 sec): 3 clusters Score: Raw -33912.805972 + Penalty 394.693999 = -33518.111973 nChanged 8 SP:Iteration 22Q (861.555340 sec): 3 clusters Score: Raw -33914.047312 + Penalty 394.693999 = -33519.353313 nChanged 7 SP:Iteration 23Q (861.594060 sec): 3 clusters Score: Raw -33915.369090 + Penalty 394.693999 = -33520.675091 nChanged 8 SP:Iteration 24Q (861.636812 sec): 3 clusters Score: Raw -33916.731701 + Penalty 394.693999 = -33522.037702 nChanged 6 SP:Iteration 25Q (861.693879 sec): 3 clusters Score: Raw -33917.803635 + Penalty 394.693999 = -33523.109636 nChanged 6 SP:Iteration 26Q (861.730661 sec): 3 clusters Score: Raw -33920.351477 + Penalty 394.693999 = -33525.657478 nChanged 7 SP:Iteration 27Q (861.785509 sec): 3 clusters Score: Raw -33922.499952 + Penalty 394.693999 = -33527.805952 nChanged 9 SP:Iteration 28Q (861.832021 sec): 3 clusters Score: Raw -33924.856658 + Penalty 394.693999 = -33530.162658 nChanged 10 SP:Iteration 29Q (861.872553 sec): 3 clusters Score: Raw -33928.230165 + Penalty 394.693999 = -33533.536165 nChanged 8 SP:Iteration 30Q (861.924961 sec): 3 clusters Score: Raw -33931.033735 + Penalty 394.693999 = -33536.339735 nChanged 9 SP:Iteration 31Q (861.978293 sec): 3 clusters Score: Raw -33933.392081 + Penalty 394.693999 = -33538.698082 nChanged 8 SP:Iteration 32Q (862.016342 sec): 3 clusters Score: Raw -33936.105215 + Penalty 394.693999 = -33541.411216 nChanged 12 SP:Iteration 33Q (862.067373 sec): 3 clusters Score: Raw -33941.348503 + Penalty 394.693999 = -33546.654504 nChanged 12 SP:Iteration 34Q (862.122426 sec): 3 clusters Score: Raw -33945.682459 + Penalty 394.693999 = -33550.988460 nChanged 8 SP:Iteration 35Q (862.161761 sec): 3 clusters Score: Raw -33947.565983 + Penalty 394.693999 = -33552.871984 nChanged 4 SP:Iteration 36Q (862.211126 sec): 3 clusters Score: Raw -33948.883255 + Penalty 394.693999 = -33554.189256 nChanged 8 SP:Iteration 37Q (862.261567 sec): 3 clusters Score: Raw -33950.866259 + Penalty 394.693999 = -33556.172260 nChanged 10 SP:Iteration 38Q (862.314722 sec): 3 clusters Score: Raw -33953.251860 + Penalty 394.693999 = -33558.557860 nChanged 9 SP:Iteration 39Q (862.366848 sec): 3 clusters Score: Raw -33955.725295 + Penalty 394.693999 = -33561.031295 nChanged 8 SP:Iteration 40F (862.421297 sec): 3 clusters Score: Raw -33958.473332 + Penalty 394.693999 = -33563.779332 nChanged 5 SP:Iteration 41Q (862.467307 sec): 3 clusters Score: Raw -33960.169999 + Penalty 394.693999 = -33565.476000 nChanged 9 SP:Iteration 42Q (862.520414 sec): 3 clusters Score: Raw -33962.339979 + Penalty 394.693999 = -33567.645980 nChanged 5 SP:Iteration 43Q (862.573091 sec): 3 clusters Score: Raw -33963.523929 + Penalty 394.693999 = -33568.829929 nChanged 5 SP:Iteration 44Q (862.614285 sec): 3 clusters Score: Raw -33964.091205 + Penalty 394.693999 = -33569.397206 nChanged 1 SP:Iteration 45Q (862.669467 sec): 3 clusters Score: Raw -33964.207331 + Penalty 394.693999 = -33569.513331 nChanged 1 SP:Iteration 46Q (862.718010 sec): 3 clusters Score: Raw -33964.268827 + Penalty 394.693999 = -33569.574828 nChanged 0 SP:Iteration 47F (862.754453 sec): 3 clusters Score: Raw -33964.268827 + Penalty 394.693999 = -33569.574828 nChanged 0 Trying to split cluster 9 (1663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (862.787062 sec): 2 clusters Score: Raw -46935.051220 + Penalty 203.950408 = -46731.100812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (862.831964 sec): 3 clusters Score: Raw -46009.672644 + Penalty 407.900816 = -45601.771828 nChanged 720 SP:Iteration 1F (862.884350 sec): 3 clusters Score: Raw -46483.338984 + Penalty 407.900816 = -46075.438168 nChanged 171 SP:Iteration 2F (862.929705 sec): 3 clusters Score: Raw -46660.856674 + Penalty 407.900816 = -46252.955858 nChanged 137 SP:Iteration 3F (862.967647 sec): 3 clusters Score: Raw -46794.668373 + Penalty 407.900816 = -46386.767557 nChanged 96 SP:Iteration 4F (863.022507 sec): 3 clusters Score: Raw -46866.908378 + Penalty 407.900816 = -46459.007561 nChanged 84 SP:Iteration 5F (863.060877 sec): 3 clusters Score: Raw -46916.593873 + Penalty 407.900816 = -46508.693057 nChanged 46 SP:Iteration 6Q (863.120439 sec): 3 clusters Score: Raw -46941.808333 + Penalty 407.900816 = -46533.907517 nChanged 42 SP:Iteration 7Q (863.168827 sec): 3 clusters Score: Raw -46957.659061 + Penalty 407.900816 = -46549.758245 nChanged 26 SP:Iteration 8Q (863.209382 sec): 3 clusters Score: Raw -46967.103995 + Penalty 407.900816 = -46559.203179 nChanged 21 SP:Iteration 9Q (863.256764 sec): 3 clusters Score: Raw -46973.952760 + Penalty 407.900816 = -46566.051943 nChanged 19 SP:Iteration 10Q (863.309828 sec): 3 clusters Score: Raw -46978.581278 + Penalty 407.900816 = -46570.680462 nChanged 10 SP:Iteration 11Q (863.361485 sec): 3 clusters Score: Raw -46982.376261 + Penalty 407.900816 = -46574.475445 nChanged 12 SP:Iteration 12Q (863.404927 sec): 3 clusters Score: Raw -46986.046444 + Penalty 407.900816 = -46578.145628 nChanged 14 SP:Iteration 13Q (863.450509 sec): 3 clusters Score: Raw -46989.112499 + Penalty 407.900816 = -46581.211682 nChanged 9 SP:Iteration 14Q (863.502018 sec): 3 clusters Score: Raw -46991.031788 + Penalty 407.900816 = -46583.130972 nChanged 8 SP:Iteration 15Q (863.552836 sec): 3 clusters Score: Raw -46993.111760 + Penalty 407.900816 = -46585.210944 nChanged 10 SP:Iteration 16Q (863.602412 sec): 3 clusters Score: Raw -46994.928932 + Penalty 407.900816 = -46587.028115 nChanged 7 SP:Iteration 17Q (863.638666 sec): 3 clusters Score: Raw -46995.801251 + Penalty 407.900816 = -46587.900435 nChanged 5 SP:Iteration 18Q (863.686836 sec): 3 clusters Score: Raw -46996.711984 + Penalty 407.900816 = -46588.811168 nChanged 2 SP:Iteration 19Q (863.736684 sec): 3 clusters Score: Raw -46996.918440 + Penalty 407.900816 = -46589.017623 nChanged 1 SP:Iteration 20F (863.788190 sec): 3 clusters Score: Raw -46997.090943 + Penalty 407.900816 = -46589.190127 nChanged 0 Trying to split cluster 10 (18529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (863.835910 sec): 2 clusters Score: Raw -490905.849394 + Penalty 270.245040 = -490635.604354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (863.898712 sec): 3 clusters Score: Raw -478751.236227 + Penalty 540.490079 = -478210.746148 nChanged 8957 SP:Iteration 1F (863.948516 sec): 3 clusters Score: Raw -485305.924733 + Penalty 540.490079 = -484765.434654 nChanged 1379 SP:Iteration 2F (864.014496 sec): 3 clusters Score: Raw -486086.459132 + Penalty 540.490079 = -485545.969053 nChanged 1211 SP:Iteration 3F (864.068885 sec): 3 clusters Score: Raw -486833.843395 + Penalty 540.490079 = -486293.353316 nChanged 1110 SP:Iteration 4F (864.130490 sec): 3 clusters Score: Raw -487645.458105 + Penalty 540.490079 = -487104.968026 nChanged 1107 SP:Iteration 5F (864.189726 sec): 3 clusters Score: Raw -488583.101540 + Penalty 540.490079 = -488042.611461 nChanged 970 SP:Iteration 6F (864.246236 sec): 3 clusters Score: Raw -489446.090041 + Penalty 540.490079 = -488905.599962 nChanged 703 SP:Iteration 7Q (864.308022 sec): 3 clusters Score: Raw -490074.435264 + Penalty 540.490079 = -489533.945184 nChanged 447 SP:Iteration 8Q (864.379455 sec): 3 clusters Score: Raw -490503.401076 + Penalty 540.490079 = -489962.910996 nChanged 247 SP:Iteration 9Q (864.426145 sec): 3 clusters Score: Raw -490726.552826 + Penalty 540.490079 = -490186.062747 nChanged 129 SP:Iteration 10Q (864.483644 sec): 3 clusters Score: Raw -490846.440897 + Penalty 540.490079 = -490305.950818 nChanged 88 SP:Iteration 11Q (864.542663 sec): 3 clusters Score: Raw -490908.195306 + Penalty 540.490079 = -490367.705226 nChanged 57 SP:Iteration 12Q (864.603209 sec): 3 clusters Score: Raw -490938.469026 + Penalty 540.490079 = -490397.978947 nChanged 40 SP:Iteration 13Q (864.664875 sec): 3 clusters Score: Raw -490963.551096 + Penalty 540.490079 = -490423.061016 nChanged 37 SP:Iteration 14Q (864.723882 sec): 3 clusters Score: Raw -490982.349332 + Penalty 540.490079 = -490441.859253 nChanged 21 SP:Iteration 15Q (864.784988 sec): 3 clusters Score: Raw -490990.556505 + Penalty 540.490079 = -490450.066426 nChanged 24 SP:Iteration 16Q (864.836224 sec): 3 clusters Score: Raw -490998.831842 + Penalty 540.490079 = -490458.341762 nChanged 22 SP:Iteration 17Q (864.890940 sec): 3 clusters Score: Raw -491006.504375 + Penalty 540.490079 = -490466.014295 nChanged 14 SP:Iteration 18Q (864.949936 sec): 3 clusters Score: Raw -491010.042282 + Penalty 540.490079 = -490469.552202 nChanged 13 SP:Iteration 19Q (865.007929 sec): 3 clusters Score: Raw -491012.728605 + Penalty 540.490079 = -490472.238525 nChanged 7 SP:Iteration 20F (865.069589 sec): 3 clusters Score: Raw -491014.496651 + Penalty 540.490079 = -490474.006571 nChanged 8 SP:Iteration 21Q (865.120056 sec): 3 clusters Score: Raw -491016.264882 + Penalty 540.490079 = -490475.774803 nChanged 3 SP:Iteration 22Q (865.190925 sec): 3 clusters Score: Raw -491016.511474 + Penalty 540.490079 = -490476.021394 nChanged 2 SP:Iteration 23Q (865.240173 sec): 3 clusters Score: Raw -491017.042898 + Penalty 540.490079 = -490476.552818 nChanged 2 SP:Iteration 24Q (865.303515 sec): 3 clusters Score: Raw -491017.558728 + Penalty 540.490079 = -490477.068648 nChanged 4 SP:Iteration 25Q (865.359945 sec): 3 clusters Score: Raw -491018.313813 + Penalty 540.490079 = -490477.823734 nChanged 3 SP:Iteration 26Q (865.409299 sec): 3 clusters Score: Raw -491018.715398 + Penalty 540.490079 = -490478.225318 nChanged 3 SP:Iteration 27Q (865.470113 sec): 3 clusters Score: Raw -491019.674454 + Penalty 540.490079 = -490479.184375 nChanged 4 SP:Iteration 28Q (865.531887 sec): 3 clusters Score: Raw -491020.714078 + Penalty 540.490079 = -490480.223999 nChanged 5 SP:Iteration 29Q (865.587382 sec): 3 clusters Score: Raw -491022.218490 + Penalty 540.490079 = -490481.728411 nChanged 7 SP:Iteration 30Q (865.646083 sec): 3 clusters Score: Raw -491026.041944 + Penalty 540.490079 = -490485.551864 nChanged 10 SP:Iteration 31Q (865.692205 sec): 3 clusters Score: Raw -491030.595655 + Penalty 540.490079 = -490490.105576 nChanged 6 SP:Iteration 32Q (865.750162 sec): 3 clusters Score: Raw -491032.697085 + Penalty 540.490079 = -490492.207006 nChanged 18 SP:Iteration 33Q (865.818083 sec): 3 clusters Score: Raw -491039.154452 + Penalty 540.490079 = -490498.664373 nChanged 11 SP:Iteration 34Q (865.888447 sec): 3 clusters Score: Raw -491047.049800 + Penalty 540.490079 = -490506.559721 nChanged 17 SP:Iteration 35Q (865.945330 sec): 3 clusters Score: Raw -491054.938683 + Penalty 540.490079 = -490514.448603 nChanged 19 SP:Iteration 36Q (866.006897 sec): 3 clusters Score: Raw -491066.819601 + Penalty 540.490079 = -490526.329522 nChanged 17 SP:Iteration 37Q (866.051792 sec): 3 clusters Score: Raw -491078.423439 + Penalty 540.490079 = -490537.933360 nChanged 17 SP:Iteration 38Q (866.113563 sec): 3 clusters Score: Raw -491084.848519 + Penalty 540.490079 = -490544.358439 nChanged 18 SP:Iteration 39Q (866.171833 sec): 3 clusters Score: Raw -491089.393443 + Penalty 540.490079 = -490548.903364 nChanged 12 SP:Iteration 40F (866.246200 sec): 3 clusters Score: Raw -491093.130728 + Penalty 540.490079 = -490552.640649 nChanged 18 SP:Iteration 41Q (866.305272 sec): 3 clusters Score: Raw -491098.570176 + Penalty 540.490079 = -490558.080097 nChanged 13 SP:Iteration 42Q (866.366025 sec): 3 clusters Score: Raw -491101.222104 + Penalty 540.490079 = -490560.732024 nChanged 8 SP:Iteration 43Q (866.429315 sec): 3 clusters Score: Raw -491103.751530 + Penalty 540.490079 = -490563.261451 nChanged 10 SP:Iteration 44Q (866.484080 sec): 3 clusters Score: Raw -491107.200042 + Penalty 540.490079 = -490566.709963 nChanged 11 SP:Iteration 45Q (866.550333 sec): 3 clusters Score: Raw -491109.325112 + Penalty 540.490079 = -490568.835033 nChanged 7 SP:Iteration 46Q (866.607083 sec): 3 clusters Score: Raw -491110.444971 + Penalty 540.490079 = -490569.954891 nChanged 8 SP:Iteration 47Q (866.665318 sec): 3 clusters Score: Raw -491112.430937 + Penalty 540.490079 = -490571.940858 nChanged 6 SP:Iteration 48Q (866.714976 sec): 3 clusters Score: Raw -491113.666780 + Penalty 540.490079 = -490573.176700 nChanged 5 SP:Iteration 49Q (866.780885 sec): 3 clusters Score: Raw -491115.365498 + Penalty 540.490079 = -490574.875418 nChanged 2 SP:Iteration 50Q (866.833506 sec): 3 clusters Score: Raw -491115.556211 + Penalty 540.490079 = -490575.066131 nChanged 0 SP:Iteration 51F (866.898032 sec): 3 clusters Score: Raw -491115.556211 + Penalty 540.490079 = -490575.066131 nChanged 0 Trying to split cluster 11 (625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (866.914748 sec): 2 clusters Score: Raw -16739.672876 + Penalty 177.038170 = -16562.634705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (866.971071 sec): 3 clusters Score: Raw -16434.901622 + Penalty 354.076341 = -16080.825282 nChanged 261 SP:Iteration 1F (867.025137 sec): 3 clusters Score: Raw -16600.648706 + Penalty 354.076341 = -16246.572365 nChanged 48 SP:Iteration 2F (867.071185 sec): 3 clusters Score: Raw -16644.562787 + Penalty 354.076341 = -16290.486446 nChanged 35 SP:Iteration 3F (867.117433 sec): 3 clusters Score: Raw -16668.481689 + Penalty 354.076341 = -16314.405349 nChanged 33 SP:Iteration 4F (867.159788 sec): 3 clusters Score: Raw -16711.884807 + Penalty 354.076341 = -16357.808467 nChanged 28 SP:Iteration 5Q (867.204049 sec): 3 clusters Score: Raw -16736.675636 + Penalty 354.076341 = -16382.599295 nChanged 21 SP:Iteration 6Q (867.257367 sec): 3 clusters Score: Raw -16747.705939 + Penalty 354.076341 = -16393.629599 nChanged 15 SP:Iteration 7Q (867.298239 sec): 3 clusters Score: Raw -16757.985127 + Penalty 354.076341 = -16403.908787 nChanged 14 SP:Iteration 8Q (867.346854 sec): 3 clusters Score: Raw -16765.835984 + Penalty 354.076341 = -16411.759643 nChanged 13 SP:Iteration 9Q (867.396115 sec): 3 clusters Score: Raw -16772.885940 + Penalty 354.076341 = -16418.809600 nChanged 15 SP:Iteration 10Q (867.451555 sec): 3 clusters Score: Raw -16780.641918 + Penalty 354.076341 = -16426.565577 nChanged 12 SP:Iteration 11Q (867.503740 sec): 3 clusters Score: Raw -16786.034547 + Penalty 354.076341 = -16431.958206 nChanged 10 SP:Iteration 12Q (867.548854 sec): 3 clusters Score: Raw -16790.139341 + Penalty 354.076341 = -16436.063000 nChanged 8 SP:Iteration 13Q (867.597648 sec): 3 clusters Score: Raw -16793.963818 + Penalty 354.076341 = -16439.887477 nChanged 8 SP:Iteration 14Q (867.631406 sec): 3 clusters Score: Raw -16800.414064 + Penalty 354.076341 = -16446.337724 nChanged 8 SP:Iteration 15Q (867.679591 sec): 3 clusters Score: Raw -16804.388917 + Penalty 354.076341 = -16450.312576 nChanged 4 SP:Iteration 16Q (867.729057 sec): 3 clusters Score: Raw -16805.774213 + Penalty 354.076341 = -16451.697872 nChanged 1 SP:Iteration 17Q (867.776455 sec): 3 clusters Score: Raw -16806.026019 + Penalty 354.076341 = -16451.949679 nChanged 0 SP:Iteration 18F (867.818336 sec): 3 clusters Score: Raw -16806.026019 + Penalty 354.076341 = -16451.949679 nChanged 0 Trying to split cluster 12 (35634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (867.880931 sec): 2 clusters Score: Raw -1021682.372336 + Penalty 288.229027 = -1021394.143309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (867.952933 sec): 3 clusters Score: Raw -997869.884884 + Penalty 576.458053 = -997293.426831 nChanged 17391 SP:Iteration 1F (868.029443 sec): 3 clusters Score: Raw -1008867.923017 + Penalty 576.458053 = -1008291.464964 nChanged 2277 SP:Iteration 2F (868.104150 sec): 3 clusters Score: Raw -1009885.540965 + Penalty 576.458053 = -1009309.082911 nChanged 2186 SP:Iteration 3F (868.168344 sec): 3 clusters Score: Raw -1010970.703585 + Penalty 576.458053 = -1010394.245531 nChanged 2121 SP:Iteration 4F (868.245447 sec): 3 clusters Score: Raw -1012106.772458 + Penalty 576.458053 = -1011530.314405 nChanged 2009 SP:Iteration 5F (868.316527 sec): 3 clusters Score: Raw -1013267.477075 + Penalty 576.458053 = -1012691.019021 nChanged 1914 SP:Iteration 6F (868.382901 sec): 3 clusters Score: Raw -1014380.963135 + Penalty 576.458053 = -1013804.505082 nChanged 1715 SP:Iteration 7Q (868.462932 sec): 3 clusters Score: Raw -1015321.683044 + Penalty 576.458053 = -1014745.224991 nChanged 1454 SP:Iteration 8Q (868.536459 sec): 3 clusters Score: Raw -1015905.327049 + Penalty 576.458053 = -1015328.868996 nChanged 1053 SP:Iteration 9Q (868.612649 sec): 3 clusters Score: Raw -1016182.050297 + Penalty 576.458053 = -1015605.592244 nChanged 702 SP:Iteration 10Q (868.690702 sec): 3 clusters Score: Raw -1016302.771277 + Penalty 576.458053 = -1015726.313224 nChanged 458 SP:Iteration 11Q (868.764274 sec): 3 clusters Score: Raw -1016368.974108 + Penalty 576.458053 = -1015792.516055 nChanged 403 SP:Iteration 12Q (868.835096 sec): 3 clusters Score: Raw -1016426.595661 + Penalty 576.458053 = -1015850.137607 nChanged 360 SP:Iteration 13Q (868.900208 sec): 3 clusters Score: Raw -1016481.452590 + Penalty 576.458053 = -1015904.994537 nChanged 388 SP:Iteration 14Q (868.987600 sec): 3 clusters Score: Raw -1016544.224061 + Penalty 576.458053 = -1015967.766008 nChanged 407 SP:Iteration 15Q (869.067006 sec): 3 clusters Score: Raw -1016609.324011 + Penalty 576.458053 = -1016032.865958 nChanged 403 SP:Iteration 16Q (869.148024 sec): 3 clusters Score: Raw -1016673.738150 + Penalty 576.458053 = -1016097.280096 nChanged 424 SP:Iteration 17Q (869.220818 sec): 3 clusters Score: Raw -1016753.981822 + Penalty 576.458053 = -1016177.523768 nChanged 482 SP:Iteration 18Q (869.299995 sec): 3 clusters Score: Raw -1016862.142729 + Penalty 576.458053 = -1016285.684676 nChanged 544 SP:Iteration 19Q (869.379542 sec): 3 clusters Score: Raw -1016998.341374 + Penalty 576.458053 = -1016421.883320 nChanged 604 SP:Iteration 20F (869.454871 sec): 3 clusters Score: Raw -1017188.781355 + Penalty 576.458053 = -1016612.323301 nChanged 681 SP:Iteration 21Q (869.534664 sec): 3 clusters Score: Raw -1017473.016517 + Penalty 576.458053 = -1016896.558463 nChanged 765 SP:Iteration 22Q (869.601798 sec): 3 clusters Score: Raw -1017899.533541 + Penalty 576.458053 = -1017323.075487 nChanged 839 SP:Iteration 23Q (869.692257 sec): 3 clusters Score: Raw -1018474.046945 + Penalty 576.458053 = -1017897.588891 nChanged 839 SP:Iteration 24Q (869.766301 sec): 3 clusters Score: Raw -1019103.428533 + Penalty 576.458053 = -1018526.970479 nChanged 767 SP:Iteration 25Q (869.842589 sec): 3 clusters Score: Raw -1019590.490552 + Penalty 576.458053 = -1019014.032499 nChanged 644 SP:Iteration 26Q (869.914986 sec): 3 clusters Score: Raw -1019940.439383 + Penalty 576.458053 = -1019363.981330 nChanged 574 SP:Iteration 27Q (869.991717 sec): 3 clusters Score: Raw -1020207.542332 + Penalty 576.458053 = -1019631.084279 nChanged 496 SP:Iteration 28Q (870.062074 sec): 3 clusters Score: Raw -1020395.229252 + Penalty 576.458053 = -1019818.771199 nChanged 411 SP:Iteration 29Q (870.125490 sec): 3 clusters Score: Raw -1020540.325070 + Penalty 576.458053 = -1019963.867016 nChanged 376 SP:Iteration 30Q (870.203242 sec): 3 clusters Score: Raw -1020659.340539 + Penalty 576.458053 = -1020082.882486 nChanged 322 SP:Iteration 31Q (870.282713 sec): 3 clusters Score: Raw -1020760.151146 + Penalty 576.458053 = -1020183.693092 nChanged 319 SP:Iteration 32Q (870.358576 sec): 3 clusters Score: Raw -1020855.552437 + Penalty 576.458053 = -1020279.094383 nChanged 318 SP:Iteration 33Q (870.430805 sec): 3 clusters Score: Raw -1020954.001753 + Penalty 576.458053 = -1020377.543700 nChanged 313 SP:Iteration 34Q (870.502945 sec): 3 clusters Score: Raw -1021049.298381 + Penalty 576.458053 = -1020472.840328 nChanged 265 SP:Iteration 35Q (870.575060 sec): 3 clusters Score: Raw -1021125.076546 + Penalty 576.458053 = -1020548.618492 nChanged 253 SP:Iteration 36Q (870.647254 sec): 3 clusters Score: Raw -1021193.829443 + Penalty 576.458053 = -1020617.371389 nChanged 234 SP:Iteration 37Q (870.719768 sec): 3 clusters Score: Raw -1021254.700673 + Penalty 576.458053 = -1020678.242619 nChanged 207 SP:Iteration 38Q (870.792663 sec): 3 clusters Score: Raw -1021303.556278 + Penalty 576.458053 = -1020727.098225 nChanged 175 SP:Iteration 39Q (870.865857 sec): 3 clusters Score: Raw -1021341.121890 + Penalty 576.458053 = -1020764.663837 nChanged 141 SP:Iteration 40F (870.939337 sec): 3 clusters Score: Raw -1021369.092855 + Penalty 576.458053 = -1020792.634801 nChanged 120 SP:Iteration 41Q (871.013742 sec): 3 clusters Score: Raw -1021391.058324 + Penalty 576.458053 = -1020814.600271 nChanged 121 SP:Iteration 42Q (871.086977 sec): 3 clusters Score: Raw -1021413.149092 + Penalty 576.458053 = -1020836.691039 nChanged 123 SP:Iteration 43Q (871.145946 sec): 3 clusters Score: Raw -1021434.252924 + Penalty 576.458053 = -1020857.794871 nChanged 98 SP:Iteration 44Q (871.231272 sec): 3 clusters Score: Raw -1021449.134041 + Penalty 576.458053 = -1020872.675988 nChanged 88 SP:Iteration 45Q (871.302616 sec): 3 clusters Score: Raw -1021460.698290 + Penalty 576.458053 = -1020884.240237 nChanged 79 SP:Iteration 46Q (871.362160 sec): 3 clusters Score: Raw -1021472.219007 + Penalty 576.458053 = -1020895.760954 nChanged 78 SP:Iteration 47Q (871.442634 sec): 3 clusters Score: Raw -1021483.246114 + Penalty 576.458053 = -1020906.788060 nChanged 63 SP:Iteration 48Q (871.509139 sec): 3 clusters Score: Raw -1021491.268489 + Penalty 576.458053 = -1020914.810435 nChanged 66 SP:Iteration 49Q (871.579486 sec): 3 clusters Score: Raw -1021500.961588 + Penalty 576.458053 = -1020924.503535 nChanged 63 SP:Iteration 50Q (871.658196 sec): 3 clusters Score: Raw -1021510.976662 + Penalty 576.458053 = -1020934.518609 nChanged 73 SP:Iteration 51Q (871.734445 sec): 3 clusters Score: Raw -1021524.617695 + Penalty 576.458053 = -1020948.159641 nChanged 72 SP:Iteration 52Q (871.800500 sec): 3 clusters Score: Raw -1021540.280887 + Penalty 576.458053 = -1020963.822833 nChanged 76 SP:Iteration 53Q (871.871473 sec): 3 clusters Score: Raw -1021555.408315 + Penalty 576.458053 = -1020978.950261 nChanged 76 SP:Iteration 54Q (871.956192 sec): 3 clusters Score: Raw -1021569.412737 + Penalty 576.458053 = -1020992.954684 nChanged 72 SP:Iteration 55Q (872.032301 sec): 3 clusters Score: Raw -1021582.291914 + Penalty 576.458053 = -1021005.833861 nChanged 63 SP:Iteration 56Q (872.109697 sec): 3 clusters Score: Raw -1021591.301093 + Penalty 576.458053 = -1021014.843040 nChanged 44 SP:Iteration 57Q (872.175514 sec): 3 clusters Score: Raw -1021597.074595 + Penalty 576.458053 = -1021020.616541 nChanged 53 SP:Iteration 58Q (872.242578 sec): 3 clusters Score: Raw -1021604.516120 + Penalty 576.458053 = -1021028.058066 nChanged 47 SP:Iteration 59Q (872.313776 sec): 3 clusters Score: Raw -1021610.867948 + Penalty 576.458053 = -1021034.409895 nChanged 38 SP:Iteration 60F (872.387934 sec): 3 clusters Score: Raw -1021615.361943 + Penalty 576.458053 = -1021038.903889 nChanged 37 SP:Iteration 61Q (872.452771 sec): 3 clusters Score: Raw -1021619.376097 + Penalty 576.458053 = -1021042.918043 nChanged 27 SP:Iteration 62Q (872.520634 sec): 3 clusters Score: Raw -1021622.307364 + Penalty 576.458053 = -1021045.849310 nChanged 23 SP:Iteration 63Q (872.592769 sec): 3 clusters Score: Raw -1021624.508201 + Penalty 576.458053 = -1021048.050147 nChanged 16 SP:Iteration 64Q (872.659639 sec): 3 clusters Score: Raw -1021626.340983 + Penalty 576.458053 = -1021049.882930 nChanged 17 SP:Iteration 65Q (872.737117 sec): 3 clusters Score: Raw -1021627.970509 + Penalty 576.458053 = -1021051.512456 nChanged 21 SP:Iteration 66Q (872.820946 sec): 3 clusters Score: Raw -1021630.487973 + Penalty 576.458053 = -1021054.029919 nChanged 26 SP:Iteration 67Q (872.891826 sec): 3 clusters Score: Raw -1021632.777639 + Penalty 576.458053 = -1021056.319585 nChanged 20 SP:Iteration 68Q (872.964523 sec): 3 clusters Score: Raw -1021634.261884 + Penalty 576.458053 = -1021057.803830 nChanged 14 SP:Iteration 69Q (873.039894 sec): 3 clusters Score: Raw -1021635.019354 + Penalty 576.458053 = -1021058.561301 nChanged 9 SP:Iteration 70Q (873.115184 sec): 3 clusters Score: Raw -1021636.466535 + Penalty 576.458053 = -1021060.008481 nChanged 15 SP:Iteration 71Q (873.188504 sec): 3 clusters Score: Raw -1021638.731251 + Penalty 576.458053 = -1021062.273197 nChanged 20 SP:Iteration 72Q (873.261997 sec): 3 clusters Score: Raw -1021641.739094 + Penalty 576.458053 = -1021065.281040 nChanged 21 SP:Iteration 73Q (873.330946 sec): 3 clusters Score: Raw -1021645.034808 + Penalty 576.458053 = -1021068.576754 nChanged 27 SP:Iteration 74Q (873.398848 sec): 3 clusters Score: Raw -1021648.170843 + Penalty 576.458053 = -1021071.712790 nChanged 13 SP:Iteration 75Q (873.464726 sec): 3 clusters Score: Raw -1021650.567856 + Penalty 576.458053 = -1021074.109802 nChanged 19 SP:Iteration 76Q (873.543834 sec): 3 clusters Score: Raw -1021653.096911 + Penalty 576.458053 = -1021076.638858 nChanged 13 SP:Iteration 77Q (873.616482 sec): 3 clusters Score: Raw -1021654.594598 + Penalty 576.458053 = -1021078.136544 nChanged 13 SP:Iteration 78Q (873.684561 sec): 3 clusters Score: Raw -1021655.551608 + Penalty 576.458053 = -1021079.093555 nChanged 13 SP:Iteration 79Q (873.760811 sec): 3 clusters Score: Raw -1021656.342435 + Penalty 576.458053 = -1021079.884382 nChanged 12 SP:Iteration 80F (873.833338 sec): 3 clusters Score: Raw -1021657.206254 + Penalty 576.458053 = -1021080.748201 nChanged 14 SP:Iteration 81Q (873.903801 sec): 3 clusters Score: Raw -1021658.156764 + Penalty 576.458053 = -1021081.698711 nChanged 8 SP:Iteration 82Q (873.963086 sec): 3 clusters Score: Raw -1021658.625412 + Penalty 576.458053 = -1021082.167358 nChanged 8 SP:Iteration 83Q (874.041047 sec): 3 clusters Score: Raw -1021659.257529 + Penalty 576.458053 = -1021082.799476 nChanged 17 SP:Iteration 84Q (874.111379 sec): 3 clusters Score: Raw -1021661.280225 + Penalty 576.458053 = -1021084.822172 nChanged 11 SP:Iteration 85Q (874.185801 sec): 3 clusters Score: Raw -1021661.901593 + Penalty 576.458053 = -1021085.443540 nChanged 10 SP:Iteration 86Q (874.257557 sec): 3 clusters Score: Raw -1021662.658062 + Penalty 576.458053 = -1021086.200009 nChanged 12 SP:Iteration 87Q (874.330178 sec): 3 clusters Score: Raw -1021663.929538 + Penalty 576.458053 = -1021087.471485 nChanged 19 SP:Iteration 88Q (874.395280 sec): 3 clusters Score: Raw -1021666.397665 + Penalty 576.458053 = -1021089.939612 nChanged 24 SP:Iteration 89Q (874.471993 sec): 3 clusters Score: Raw -1021669.152900 + Penalty 576.458053 = -1021092.694847 nChanged 24 SP:Iteration 90Q (874.543737 sec): 3 clusters Score: Raw -1021673.287584 + Penalty 576.458053 = -1021096.829531 nChanged 25 SP:Iteration 91Q (874.618657 sec): 3 clusters Score: Raw -1021676.721854 + Penalty 576.458053 = -1021100.263800 nChanged 20 SP:Iteration 92Q (874.696606 sec): 3 clusters Score: Raw -1021679.721335 + Penalty 576.458053 = -1021103.263281 nChanged 26 SP:Iteration 93Q (874.766715 sec): 3 clusters Score: Raw -1021683.527537 + Penalty 576.458053 = -1021107.069484 nChanged 25 SP:Iteration 94Q (874.832939 sec): 3 clusters Score: Raw -1021687.337801 + Penalty 576.458053 = -1021110.879748 nChanged 27 SP:Iteration 95Q (874.898454 sec): 3 clusters Score: Raw -1021691.653307 + Penalty 576.458053 = -1021115.195253 nChanged 20 SP:Iteration 96Q (874.974849 sec): 3 clusters Score: Raw -1021694.809293 + Penalty 576.458053 = -1021118.351240 nChanged 22 SP:Iteration 97Q (875.044937 sec): 3 clusters Score: Raw -1021698.555449 + Penalty 576.458053 = -1021122.097395 nChanged 22 SP:Iteration 98Q (875.118096 sec): 3 clusters Score: Raw -1021701.344329 + Penalty 576.458053 = -1021124.886276 nChanged 14 SP:Iteration 99Q (875.186658 sec): 3 clusters Score: Raw -1021702.480779 + Penalty 576.458053 = -1021126.022725 nChanged 10 SP:Iteration 100F (875.263494 sec): 3 clusters Score: Raw -1021703.115971 + Penalty 576.458053 = -1021126.657918 nChanged 3 SP:Iteration 101Q (875.334033 sec): 3 clusters Score: Raw -1021703.309256 + Penalty 576.458053 = -1021126.851202 nChanged 5 SP:Iteration 102Q (875.407273 sec): 3 clusters Score: Raw -1021703.589839 + Penalty 576.458053 = -1021127.131786 nChanged 4 SP:Iteration 103Q (875.482796 sec): 3 clusters Score: Raw -1021703.873248 + Penalty 576.458053 = -1021127.415195 nChanged 2 SP:Iteration 104Q (875.551505 sec): 3 clusters Score: Raw -1021703.990236 + Penalty 576.458053 = -1021127.532182 nChanged 1 SP:Iteration 105Q (875.633243 sec): 3 clusters Score: Raw -1021704.006067 + Penalty 576.458053 = -1021127.548013 nChanged 1 SP:Iteration 106Q (875.707370 sec): 3 clusters Score: Raw -1021704.047623 + Penalty 576.458053 = -1021127.589570 nChanged 1 SP:Iteration 107Q (875.781769 sec): 3 clusters Score: Raw -1021704.072228 + Penalty 576.458053 = -1021127.614175 nChanged 2 SP:Iteration 108Q (875.852688 sec): 3 clusters Score: Raw -1021704.179464 + Penalty 576.458053 = -1021127.721410 nChanged 2 SP:Iteration 109Q (875.914352 sec): 3 clusters Score: Raw -1021704.304267 + Penalty 576.458053 = -1021127.846214 nChanged 2 SP:Iteration 110Q (875.990113 sec): 3 clusters Score: Raw -1021704.732133 + Penalty 576.458053 = -1021128.274079 nChanged 5 SP:Iteration 111Q (876.051916 sec): 3 clusters Score: Raw -1021705.554843 + Penalty 576.458053 = -1021129.096790 nChanged 6 SP:Iteration 112Q (876.128657 sec): 3 clusters Score: Raw -1021706.205146 + Penalty 576.458053 = -1021129.747093 nChanged 7 SP:Iteration 113Q (876.196826 sec): 3 clusters Score: Raw -1021707.027665 + Penalty 576.458053 = -1021130.569612 nChanged 8 SP:Iteration 114Q (876.268723 sec): 3 clusters Score: Raw -1021708.304839 + Penalty 576.458053 = -1021131.846785 nChanged 7 SP:Iteration 115Q (876.338692 sec): 3 clusters Score: Raw -1021708.966659 + Penalty 576.458053 = -1021132.508606 nChanged 4 SP:Iteration 116Q (876.410432 sec): 3 clusters Score: Raw -1021709.510574 + Penalty 576.458053 = -1021133.052521 nChanged 6 SP:Iteration 117Q (876.485251 sec): 3 clusters Score: Raw -1021710.470818 + Penalty 576.458053 = -1021134.012765 nChanged 7 SP:Iteration 118Q (876.556202 sec): 3 clusters Score: Raw -1021711.458184 + Penalty 576.458053 = -1021135.000130 nChanged 5 SP:Iteration 119Q (876.627262 sec): 3 clusters Score: Raw -1021711.850708 + Penalty 576.458053 = -1021135.392654 nChanged 5 SP:Iteration 120F (876.696176 sec): 3 clusters Score: Raw -1021712.173683 + Penalty 576.458053 = -1021135.715630 nChanged 0 Trying to split cluster 13 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (876.733066 sec): 2 clusters Score: Raw -7609.148354 + Penalty 159.139678 = -7450.008676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (876.780832 sec): 3 clusters Score: Raw -7483.585746 + Penalty 318.279356 = -7165.306390 nChanged 123 SP:Iteration 1F (876.827883 sec): 3 clusters Score: Raw -7617.384303 + Penalty 318.279356 = -7299.104947 nChanged 33 SP:Iteration 2F (876.870169 sec): 3 clusters Score: Raw -7670.225083 + Penalty 318.279356 = -7351.945727 nChanged 26 SP:Iteration 3F (876.921516 sec): 3 clusters Score: Raw -7703.659375 + Penalty 318.279356 = -7385.380019 nChanged 11 SP:Iteration 4Q (876.965686 sec): 3 clusters Score: Raw -7712.708460 + Penalty 318.279356 = -7394.429104 nChanged 7 SP:Iteration 5Q (877.009689 sec): 3 clusters Score: Raw -7719.236184 + Penalty 318.279356 = -7400.956828 nChanged 9 SP:Iteration 6Q (877.060198 sec): 3 clusters Score: Raw -7731.846049 + Penalty 318.279356 = -7413.566693 nChanged 8 SP:Iteration 7Q (877.100670 sec): 3 clusters Score: Raw -7745.696814 + Penalty 318.279356 = -7427.417458 nChanged 4 SP:Iteration 8Q (877.146381 sec): 3 clusters Score: Raw -7750.310736 + Penalty 318.279356 = -7432.031380 nChanged 5 SP:Iteration 9Q (877.191559 sec): 3 clusters Score: Raw -7754.428321 + Penalty 318.279356 = -7436.148965 nChanged 2 SP:Iteration 10Q (877.243956 sec): 3 clusters Score: Raw -7755.797155 + Penalty 318.279356 = -7437.517799 nChanged 0 SP:Iteration 11F (877.281517 sec): 3 clusters Score: Raw -7755.797155 + Penalty 318.279356 = -7437.517799 nChanged 0 Trying to split cluster 14 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (877.305981 sec): 2 clusters Score: Raw -4070.595235 + Penalty 156.298444 = -3914.296791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (877.350920 sec): 3 clusters Score: Raw -3940.927981 + Penalty 312.596887 = -3628.331094 nChanged 115 SP:Iteration 1F (877.404756 sec): 3 clusters Score: Raw -4016.461873 + Penalty 312.596887 = -3703.864986 nChanged 21 SP:Iteration 2F (877.452336 sec): 3 clusters Score: Raw -4034.399721 + Penalty 312.596887 = -3721.802834 nChanged 15 SP:Iteration 3F (877.503642 sec): 3 clusters Score: Raw -4046.516252 + Penalty 312.596887 = -3733.919364 nChanged 12 SP:Iteration 4Q (877.539867 sec): 3 clusters Score: Raw -4060.687835 + Penalty 312.596887 = -3748.090948 nChanged 15 SP:Iteration 5F (877.592766 sec): 3 clusters Score: Raw -4081.148120 + Penalty 312.596887 = -3768.551233 nChanged 19 SP:Iteration 6F (877.647349 sec): 3 clusters Score: Raw -4103.718329 + Penalty 312.596887 = -3791.121442 nChanged 7 SP:Iteration 7Q (877.693492 sec): 3 clusters Score: Raw -4118.223133 + Penalty 312.596887 = -3805.626246 nChanged 4 SP:Iteration 8Q (877.738910 sec): 3 clusters Score: Raw -4122.333118 + Penalty 312.596887 = -3809.736231 nChanged 2 SP:Iteration 9Q (877.783159 sec): 3 clusters Score: Raw -4126.173581 + Penalty 312.596887 = -3813.576694 nChanged 4 SP:Iteration 10Q (877.822244 sec): 3 clusters Score: Raw -4131.576772 + Penalty 312.596887 = -3818.979884 nChanged 2 SP:Iteration 11Q (877.882321 sec): 3 clusters Score: Raw -4134.320592 + Penalty 312.596887 = -3821.723705 nChanged 1 SP:Iteration 12Q (877.925613 sec): 3 clusters Score: Raw -4135.626993 + Penalty 312.596887 = -3823.030106 nChanged 0 SP:Iteration 13F (877.980953 sec): 3 clusters Score: Raw -4135.626993 + Penalty 312.596887 = -3823.030106 nChanged 0 Trying to split cluster 15 (3654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (878.005670 sec): 2 clusters Score: Raw -100990.012014 + Penalty 225.598388 = -100764.413626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (878.054458 sec): 3 clusters Score: Raw -98759.887195 + Penalty 451.196776 = -98308.690419 nChanged 1689 SP:Iteration 1F (878.100755 sec): 3 clusters Score: Raw -99742.654004 + Penalty 451.196776 = -99291.457228 nChanged 239 SP:Iteration 2F (878.146446 sec): 3 clusters Score: Raw -99851.852196 + Penalty 451.196776 = -99400.655420 nChanged 200 SP:Iteration 3F (878.191125 sec): 3 clusters Score: Raw -99921.866835 + Penalty 451.196776 = -99470.670060 nChanged 154 SP:Iteration 4Q (878.237259 sec): 3 clusters Score: Raw -99974.848508 + Penalty 451.196776 = -99523.651732 nChanged 139 SP:Iteration 5Q (878.283347 sec): 3 clusters Score: Raw -100035.302822 + Penalty 451.196776 = -99584.106047 nChanged 136 SP:Iteration 6Q (878.323812 sec): 3 clusters Score: Raw -100110.410774 + Penalty 451.196776 = -99659.213999 nChanged 139 SP:Iteration 7Q (878.363802 sec): 3 clusters Score: Raw -100179.451543 + Penalty 451.196776 = -99728.254767 nChanged 135 SP:Iteration 8Q (878.410940 sec): 3 clusters Score: Raw -100271.627738 + Penalty 451.196776 = -99820.430963 nChanged 134 SP:Iteration 9Q (878.463491 sec): 3 clusters Score: Raw -100425.435437 + Penalty 451.196776 = -99974.238661 nChanged 156 SP:Iteration 10Q (878.512152 sec): 3 clusters Score: Raw -100566.040009 + Penalty 451.196776 = -100114.843234 nChanged 133 SP:Iteration 11Q (878.571692 sec): 3 clusters Score: Raw -100639.864426 + Penalty 451.196776 = -100188.667651 nChanged 99 SP:Iteration 12Q (878.621911 sec): 3 clusters Score: Raw -100680.626574 + Penalty 451.196776 = -100229.429798 nChanged 78 SP:Iteration 13Q (878.665282 sec): 3 clusters Score: Raw -100710.191011 + Penalty 451.196776 = -100258.994236 nChanged 68 SP:Iteration 14Q (878.716380 sec): 3 clusters Score: Raw -100737.016304 + Penalty 451.196776 = -100285.819528 nChanged 58 SP:Iteration 15Q (878.759687 sec): 3 clusters Score: Raw -100753.113603 + Penalty 451.196776 = -100301.916827 nChanged 49 SP:Iteration 16Q (878.819279 sec): 3 clusters Score: Raw -100767.121040 + Penalty 451.196776 = -100315.924264 nChanged 46 SP:Iteration 17Q (878.866790 sec): 3 clusters Score: Raw -100777.500132 + Penalty 451.196776 = -100326.303357 nChanged 30 SP:Iteration 18Q (878.913968 sec): 3 clusters Score: Raw -100782.055677 + Penalty 451.196776 = -100330.858902 nChanged 23 SP:Iteration 19Q (878.950922 sec): 3 clusters Score: Raw -100785.347745 + Penalty 451.196776 = -100334.150970 nChanged 18 SP:Iteration 20F (878.996823 sec): 3 clusters Score: Raw -100788.261313 + Penalty 451.196776 = -100337.064538 nChanged 17 SP:Iteration 21Q (879.053647 sec): 3 clusters Score: Raw -100791.303665 + Penalty 451.196776 = -100340.106890 nChanged 17 SP:Iteration 22Q (879.096638 sec): 3 clusters Score: Raw -100792.913667 + Penalty 451.196776 = -100341.716891 nChanged 10 SP:Iteration 23Q (879.141491 sec): 3 clusters Score: Raw -100793.565973 + Penalty 451.196776 = -100342.369198 nChanged 7 SP:Iteration 24Q (879.186455 sec): 3 clusters Score: Raw -100794.089767 + Penalty 451.196776 = -100342.892991 nChanged 7 SP:Iteration 25Q (879.238778 sec): 3 clusters Score: Raw -100794.766448 + Penalty 451.196776 = -100343.569672 nChanged 8 SP:Iteration 26Q (879.278336 sec): 3 clusters Score: Raw -100795.256377 + Penalty 451.196776 = -100344.059602 nChanged 5 SP:Iteration 27Q (879.318945 sec): 3 clusters Score: Raw -100795.608548 + Penalty 451.196776 = -100344.411772 nChanged 4 SP:Iteration 28Q (879.376474 sec): 3 clusters Score: Raw -100795.798876 + Penalty 451.196776 = -100344.602101 nChanged 4 SP:Iteration 29Q (879.416440 sec): 3 clusters Score: Raw -100796.063241 + Penalty 451.196776 = -100344.866465 nChanged 7 SP:Iteration 30Q (879.465972 sec): 3 clusters Score: Raw -100796.654584 + Penalty 451.196776 = -100345.457809 nChanged 10 SP:Iteration 31Q (879.511571 sec): 3 clusters Score: Raw -100797.606701 + Penalty 451.196776 = -100346.409925 nChanged 8 SP:Iteration 32Q (879.555533 sec): 3 clusters Score: Raw -100798.277077 + Penalty 451.196776 = -100347.080302 nChanged 6 SP:Iteration 33Q (879.606694 sec): 3 clusters Score: Raw -100799.261331 + Penalty 451.196776 = -100348.064556 nChanged 9 SP:Iteration 34Q (879.658053 sec): 3 clusters Score: Raw -100800.987402 + Penalty 451.196776 = -100349.790627 nChanged 16 SP:Iteration 35Q (879.710279 sec): 3 clusters Score: Raw -100803.890685 + Penalty 451.196776 = -100352.693910 nChanged 20 SP:Iteration 36Q (879.753874 sec): 3 clusters Score: Raw -100806.511437 + Penalty 451.196776 = -100355.314661 nChanged 14 SP:Iteration 37Q (879.802776 sec): 3 clusters Score: Raw -100808.474215 + Penalty 451.196776 = -100357.277440 nChanged 7 SP:Iteration 38Q (879.853021 sec): 3 clusters Score: Raw -100809.879647 + Penalty 451.196776 = -100358.682871 nChanged 7 SP:Iteration 39Q (879.887042 sec): 3 clusters Score: Raw -100810.690136 + Penalty 451.196776 = -100359.493361 nChanged 4 SP:Iteration 40F (879.941497 sec): 3 clusters Score: Raw -100810.974732 + Penalty 451.196776 = -100359.777956 nChanged 2 SP:Iteration 41Q (879.988921 sec): 3 clusters Score: Raw -100811.097904 + Penalty 451.196776 = -100359.901129 nChanged 4 SP:Iteration 42Q (880.029754 sec): 3 clusters Score: Raw -100811.338763 + Penalty 451.196776 = -100360.141987 nChanged 4 SP:Iteration 43Q (880.080370 sec): 3 clusters Score: Raw -100811.544675 + Penalty 451.196776 = -100360.347899 nChanged 4 SP:Iteration 44Q (880.124578 sec): 3 clusters Score: Raw -100811.758944 + Penalty 451.196776 = -100360.562168 nChanged 1 SP:Iteration 45Q (880.168907 sec): 3 clusters Score: Raw -100811.804238 + Penalty 451.196776 = -100360.607463 nChanged 4 SP:Iteration 46Q (880.221010 sec): 3 clusters Score: Raw -100812.116285 + Penalty 451.196776 = -100360.919510 nChanged 5 SP:Iteration 47Q (880.274407 sec): 3 clusters Score: Raw -100812.685046 + Penalty 451.196776 = -100361.488270 nChanged 8 SP:Iteration 48Q (880.324985 sec): 3 clusters Score: Raw -100813.545269 + Penalty 451.196776 = -100362.348494 nChanged 10 SP:Iteration 49Q (880.371751 sec): 3 clusters Score: Raw -100815.272256 + Penalty 451.196776 = -100364.075480 nChanged 13 SP:Iteration 50Q (880.419743 sec): 3 clusters Score: Raw -100818.403749 + Penalty 451.196776 = -100367.206973 nChanged 16 SP:Iteration 51Q (880.471793 sec): 3 clusters Score: Raw -100822.094354 + Penalty 451.196776 = -100370.897579 nChanged 16 SP:Iteration 52Q (880.521762 sec): 3 clusters Score: Raw -100826.294706 + Penalty 451.196776 = -100375.097930 nChanged 15 SP:Iteration 53Q (880.565935 sec): 3 clusters Score: Raw -100829.597858 + Penalty 451.196776 = -100378.401083 nChanged 14 SP:Iteration 54Q (880.607390 sec): 3 clusters Score: Raw -100832.350313 + Penalty 451.196776 = -100381.153538 nChanged 10 SP:Iteration 55Q (880.655335 sec): 3 clusters Score: Raw -100833.939432 + Penalty 451.196776 = -100382.742656 nChanged 12 SP:Iteration 56Q (880.703318 sec): 3 clusters Score: Raw -100836.178590 + Penalty 451.196776 = -100384.981814 nChanged 14 SP:Iteration 57Q (880.752406 sec): 3 clusters Score: Raw -100838.608686 + Penalty 451.196776 = -100387.411910 nChanged 12 SP:Iteration 58Q (880.797761 sec): 3 clusters Score: Raw -100841.173012 + Penalty 451.196776 = -100389.976236 nChanged 14 SP:Iteration 59Q (880.847509 sec): 3 clusters Score: Raw -100844.361316 + Penalty 451.196776 = -100393.164540 nChanged 14 SP:Iteration 60F (880.896072 sec): 3 clusters Score: Raw -100847.191556 + Penalty 451.196776 = -100395.994780 nChanged 13 SP:Iteration 61Q (880.938899 sec): 3 clusters Score: Raw -100849.479011 + Penalty 451.196776 = -100398.282235 nChanged 11 SP:Iteration 62Q (880.987487 sec): 3 clusters Score: Raw -100850.850887 + Penalty 451.196776 = -100399.654111 nChanged 10 SP:Iteration 63Q (881.040038 sec): 3 clusters Score: Raw -100852.176735 + Penalty 451.196776 = -100400.979959 nChanged 16 SP:Iteration 64Q (881.091795 sec): 3 clusters Score: Raw -100855.479965 + Penalty 451.196776 = -100404.283190 nChanged 18 SP:Iteration 65Q (881.139257 sec): 3 clusters Score: Raw -100859.019305 + Penalty 451.196776 = -100407.822530 nChanged 17 SP:Iteration 66Q (881.179358 sec): 3 clusters Score: Raw -100864.061566 + Penalty 451.196776 = -100412.864791 nChanged 14 SP:Iteration 67Q (881.225862 sec): 3 clusters Score: Raw -100867.561753 + Penalty 451.196776 = -100416.364978 nChanged 16 SP:Iteration 68Q (881.271444 sec): 3 clusters Score: Raw -100872.455465 + Penalty 451.196776 = -100421.258689 nChanged 28 SP:Iteration 69Q (881.324491 sec): 3 clusters Score: Raw -100880.572279 + Penalty 451.196776 = -100429.375504 nChanged 25 SP:Iteration 70Q (881.365277 sec): 3 clusters Score: Raw -100885.764031 + Penalty 451.196776 = -100434.567256 nChanged 23 SP:Iteration 71Q (881.406134 sec): 3 clusters Score: Raw -100893.140794 + Penalty 451.196776 = -100441.944018 nChanged 25 SP:Iteration 72Q (881.458796 sec): 3 clusters Score: Raw -100900.479660 + Penalty 451.196776 = -100449.282885 nChanged 28 SP:Iteration 73Q (881.502171 sec): 3 clusters Score: Raw -100907.586860 + Penalty 451.196776 = -100456.390084 nChanged 31 SP:Iteration 74Q (881.553975 sec): 3 clusters Score: Raw -100913.164217 + Penalty 451.196776 = -100461.967441 nChanged 29 SP:Iteration 75Q (881.608461 sec): 3 clusters Score: Raw -100919.910487 + Penalty 451.196776 = -100468.713712 nChanged 27 SP:Iteration 76Q (881.645991 sec): 3 clusters Score: Raw -100927.507543 + Penalty 451.196776 = -100476.310768 nChanged 26 SP:Iteration 77Q (881.692301 sec): 3 clusters Score: Raw -100933.523980 + Penalty 451.196776 = -100482.327205 nChanged 28 SP:Iteration 78Q (881.744265 sec): 3 clusters Score: Raw -100938.553403 + Penalty 451.196776 = -100487.356628 nChanged 21 SP:Iteration 79Q (881.800049 sec): 3 clusters Score: Raw -100942.006990 + Penalty 451.196776 = -100490.810215 nChanged 20 SP:Iteration 80F (881.847621 sec): 3 clusters Score: Raw -100944.375915 + Penalty 451.196776 = -100493.179139 nChanged 22 SP:Iteration 81Q (881.896791 sec): 3 clusters Score: Raw -100947.143269 + Penalty 451.196776 = -100495.946493 nChanged 15 SP:Iteration 82Q (881.933601 sec): 3 clusters Score: Raw -100948.362939 + Penalty 451.196776 = -100497.166164 nChanged 9 SP:Iteration 83Q (881.981174 sec): 3 clusters Score: Raw -100949.206930 + Penalty 451.196776 = -100498.010154 nChanged 4 SP:Iteration 84Q (882.031484 sec): 3 clusters Score: Raw -100949.513835 + Penalty 451.196776 = -100498.317059 nChanged 4 SP:Iteration 85Q (882.089092 sec): 3 clusters Score: Raw -100949.953234 + Penalty 451.196776 = -100498.756459 nChanged 6 SP:Iteration 86Q (882.137544 sec): 3 clusters Score: Raw -100950.661463 + Penalty 451.196776 = -100499.464687 nChanged 11 SP:Iteration 87Q (882.187888 sec): 3 clusters Score: Raw -100951.927518 + Penalty 451.196776 = -100500.730743 nChanged 9 SP:Iteration 88Q (882.231868 sec): 3 clusters Score: Raw -100952.755851 + Penalty 451.196776 = -100501.559076 nChanged 9 SP:Iteration 89Q (882.274971 sec): 3 clusters Score: Raw -100953.740594 + Penalty 451.196776 = -100502.543818 nChanged 11 SP:Iteration 90Q (882.320466 sec): 3 clusters Score: Raw -100955.188762 + Penalty 451.196776 = -100503.991986 nChanged 13 SP:Iteration 91Q (882.369477 sec): 3 clusters Score: Raw -100956.716918 + Penalty 451.196776 = -100505.520143 nChanged 12 SP:Iteration 92Q (882.428923 sec): 3 clusters Score: Raw -100958.576757 + Penalty 451.196776 = -100507.379981 nChanged 10 SP:Iteration 93Q (882.472002 sec): 3 clusters Score: Raw -100959.938750 + Penalty 451.196776 = -100508.741975 nChanged 9 SP:Iteration 94Q (882.522959 sec): 3 clusters Score: Raw -100960.798921 + Penalty 451.196776 = -100509.602145 nChanged 6 SP:Iteration 95Q (882.560696 sec): 3 clusters Score: Raw -100961.309806 + Penalty 451.196776 = -100510.113031 nChanged 9 SP:Iteration 96Q (882.606859 sec): 3 clusters Score: Raw -100962.220747 + Penalty 451.196776 = -100511.023971 nChanged 11 SP:Iteration 97Q (882.654538 sec): 3 clusters Score: Raw -100963.568223 + Penalty 451.196776 = -100512.371448 nChanged 16 SP:Iteration 98Q (882.711343 sec): 3 clusters Score: Raw -100965.591017 + Penalty 451.196776 = -100514.394242 nChanged 8 SP:Iteration 99Q (882.759059 sec): 3 clusters Score: Raw -100967.141322 + Penalty 451.196776 = -100515.944547 nChanged 10 SP:Iteration 100F (882.796026 sec): 3 clusters Score: Raw -100968.580218 + Penalty 451.196776 = -100517.383442 nChanged 6 SP:Iteration 101Q (882.845846 sec): 3 clusters Score: Raw -100969.656310 + Penalty 451.196776 = -100518.459535 nChanged 9 SP:Iteration 102Q (882.894223 sec): 3 clusters Score: Raw -100971.097256 + Penalty 451.196776 = -100519.900481 nChanged 9 SP:Iteration 103Q (882.939876 sec): 3 clusters Score: Raw -100972.840754 + Penalty 451.196776 = -100521.643978 nChanged 14 SP:Iteration 104Q (882.982065 sec): 3 clusters Score: Raw -100974.669405 + Penalty 451.196776 = -100523.472629 nChanged 10 SP:Iteration 105Q (883.031755 sec): 3 clusters Score: Raw -100975.864034 + Penalty 451.196776 = -100524.667258 nChanged 10 SP:Iteration 106Q (883.073421 sec): 3 clusters Score: Raw -100977.969504 + Penalty 451.196776 = -100526.772729 nChanged 7 SP:Iteration 107Q (883.121113 sec): 3 clusters Score: Raw -100979.888465 + Penalty 451.196776 = -100528.691690 nChanged 10 SP:Iteration 108Q (883.160874 sec): 3 clusters Score: Raw -100982.915867 + Penalty 451.196776 = -100531.719092 nChanged 9 SP:Iteration 109Q (883.214347 sec): 3 clusters Score: Raw -100983.945999 + Penalty 451.196776 = -100532.749224 nChanged 5 SP:Iteration 110Q (883.250904 sec): 3 clusters Score: Raw -100985.434984 + Penalty 451.196776 = -100534.238209 nChanged 7 SP:Iteration 111Q (883.293152 sec): 3 clusters Score: Raw -100987.029912 + Penalty 451.196776 = -100535.833136 nChanged 7 SP:Iteration 112Q (883.343190 sec): 3 clusters Score: Raw -100988.989846 + Penalty 451.196776 = -100537.793071 nChanged 14 SP:Iteration 113Q (883.392899 sec): 3 clusters Score: Raw -100993.945311 + Penalty 451.196776 = -100542.748536 nChanged 17 SP:Iteration 114Q (883.428079 sec): 3 clusters Score: Raw -100998.989373 + Penalty 451.196776 = -100547.792597 nChanged 16 SP:Iteration 115Q (883.476195 sec): 3 clusters Score: Raw -101002.940787 + Penalty 451.196776 = -100551.744012 nChanged 14 SP:Iteration 116Q (883.518705 sec): 3 clusters Score: Raw -101004.821253 + Penalty 451.196776 = -100553.624478 nChanged 7 SP:Iteration 117Q (883.562315 sec): 3 clusters Score: Raw -101005.525482 + Penalty 451.196776 = -100554.328706 nChanged 7 SP:Iteration 118Q (883.618125 sec): 3 clusters Score: Raw -101006.199724 + Penalty 451.196776 = -100555.002949 nChanged 4 SP:Iteration 119Q (883.662357 sec): 3 clusters Score: Raw -101006.631274 + Penalty 451.196776 = -100555.434499 nChanged 5 SP:Iteration 120F (883.701768 sec): 3 clusters Score: Raw -101007.343212 + Penalty 451.196776 = -100556.146437 nChanged 2 SP:Iteration 121Q (883.754220 sec): 3 clusters Score: Raw -101007.525703 + Penalty 451.196776 = -100556.328927 nChanged 1 SP:Iteration 122Q (883.806599 sec): 3 clusters Score: Raw -101007.659481 + Penalty 451.196776 = -100556.462706 nChanged 2 SP:Iteration 123Q (883.855945 sec): 3 clusters Score: Raw -101007.978440 + Penalty 451.196776 = -100556.781664 nChanged 3 SP:Iteration 124Q (883.900975 sec): 3 clusters Score: Raw -101008.363796 + Penalty 451.196776 = -100557.167021 nChanged 2 SP:Iteration 125Q (883.942232 sec): 3 clusters Score: Raw -101008.728765 + Penalty 451.196776 = -100557.531989 nChanged 3 SP:Iteration 126Q (883.998090 sec): 3 clusters Score: Raw -101009.151654 + Penalty 451.196776 = -100557.954879 nChanged 3 SP:Iteration 127Q (884.049109 sec): 3 clusters Score: Raw -101010.032365 + Penalty 451.196776 = -100558.835589 nChanged 6 SP:Iteration 128Q (884.099075 sec): 3 clusters Score: Raw -101011.069008 + Penalty 451.196776 = -100559.872233 nChanged 6 SP:Iteration 129Q (884.155998 sec): 3 clusters Score: Raw -101012.621794 + Penalty 451.196776 = -100561.425019 nChanged 7 SP:Iteration 130Q (884.200746 sec): 3 clusters Score: Raw -101014.081130 + Penalty 451.196776 = -100562.884355 nChanged 11 SP:Iteration 131Q (884.249733 sec): 3 clusters Score: Raw -101015.906168 + Penalty 451.196776 = -100564.709393 nChanged 9 SP:Iteration 132Q (884.304879 sec): 3 clusters Score: Raw -101017.585787 + Penalty 451.196776 = -100566.389012 nChanged 6 SP:Iteration 133Q (884.353197 sec): 3 clusters Score: Raw -101019.159572 + Penalty 451.196776 = -100567.962796 nChanged 4 SP:Iteration 134Q (884.396093 sec): 3 clusters Score: Raw -101020.403829 + Penalty 451.196776 = -100569.207054 nChanged 3 SP:Iteration 135Q (884.446716 sec): 3 clusters Score: Raw -101021.044796 + Penalty 451.196776 = -100569.848021 nChanged 4 SP:Iteration 136Q (884.493668 sec): 3 clusters Score: Raw -101021.508692 + Penalty 451.196776 = -100570.311917 nChanged 3 SP:Iteration 137Q (884.539199 sec): 3 clusters Score: Raw -101021.932403 + Penalty 451.196776 = -100570.735628 nChanged 4 SP:Iteration 138Q (884.589682 sec): 3 clusters Score: Raw -101022.486906 + Penalty 451.196776 = -100571.290131 nChanged 4 SP:Iteration 139Q (884.628662 sec): 3 clusters Score: Raw -101023.357959 + Penalty 451.196776 = -100572.161183 nChanged 3 SP:Iteration 140F (884.682754 sec): 3 clusters Score: Raw -101023.853462 + Penalty 451.196776 = -100572.656686 nChanged 3 SP:Iteration 141Q (884.733928 sec): 3 clusters Score: Raw -101024.404314 + Penalty 451.196776 = -100573.207538 nChanged 5 SP:Iteration 142Q (884.774056 sec): 3 clusters Score: Raw -101024.961042 + Penalty 451.196776 = -100573.764266 nChanged 5 SP:Iteration 143Q (884.825156 sec): 3 clusters Score: Raw -101025.558032 + Penalty 451.196776 = -100574.361257 nChanged 3 SP:Iteration 144Q (884.868584 sec): 3 clusters Score: Raw -101026.064324 + Penalty 451.196776 = -100574.867548 nChanged 5 SP:Iteration 145Q (884.923609 sec): 3 clusters Score: Raw -101026.415629 + Penalty 451.196776 = -100575.218853 nChanged 4 SP:Iteration 146Q (884.964864 sec): 3 clusters Score: Raw -101026.880115 + Penalty 451.196776 = -100575.683340 nChanged 4 SP:Iteration 147Q (885.016218 sec): 3 clusters Score: Raw -101027.198316 + Penalty 451.196776 = -100576.001541 nChanged 4 SP:Iteration 148Q (885.062331 sec): 3 clusters Score: Raw -101027.646838 + Penalty 451.196776 = -100576.450062 nChanged 4 SP:Iteration 149Q (885.100642 sec): 3 clusters Score: Raw -101028.256635 + Penalty 451.196776 = -100577.059859 nChanged 5 SP:Iteration 150Q (885.147268 sec): 3 clusters Score: Raw -101028.922215 + Penalty 451.196776 = -100577.725439 nChanged 8 SP:Iteration 151Q (885.198445 sec): 3 clusters Score: Raw -101030.478952 + Penalty 451.196776 = -100579.282177 nChanged 6 SP:Iteration 152Q (885.240444 sec): 3 clusters Score: Raw -101031.516564 + Penalty 451.196776 = -100580.319788 nChanged 5 SP:Iteration 153Q (885.291351 sec): 3 clusters Score: Raw -101032.164802 + Penalty 451.196776 = -100580.968027 nChanged 4 SP:Iteration 154Q (885.343235 sec): 3 clusters Score: Raw -101032.767652 + Penalty 451.196776 = -100581.570876 nChanged 3 SP:Iteration 155Q (885.383150 sec): 3 clusters Score: Raw -101033.021748 + Penalty 451.196776 = -100581.824972 nChanged 3 SP:Iteration 156Q (885.436282 sec): 3 clusters Score: Raw -101033.194607 + Penalty 451.196776 = -100581.997832 nChanged 2 SP:Iteration 157Q (885.483478 sec): 3 clusters Score: Raw -101034.051464 + Penalty 451.196776 = -100582.854688 nChanged 6 SP:Iteration 158Q (885.523077 sec): 3 clusters Score: Raw -101035.411514 + Penalty 451.196776 = -100584.214739 nChanged 6 SP:Iteration 159Q (885.576566 sec): 3 clusters Score: Raw -101036.788015 + Penalty 451.196776 = -100585.591240 nChanged 7 SP:Iteration 160F (885.614035 sec): 3 clusters Score: Raw -101038.483876 + Penalty 451.196776 = -100587.287100 nChanged 7 SP:Iteration 161Q (885.664344 sec): 3 clusters Score: Raw -101040.015156 + Penalty 451.196776 = -100588.818381 nChanged 9 SP:Iteration 162Q (885.710022 sec): 3 clusters Score: Raw -101042.076868 + Penalty 451.196776 = -100590.880092 nChanged 9 SP:Iteration 163Q (885.758265 sec): 3 clusters Score: Raw -101045.064941 + Penalty 451.196776 = -100593.868166 nChanged 13 SP:Iteration 164Q (885.795299 sec): 3 clusters Score: Raw -101048.677374 + Penalty 451.196776 = -100597.480598 nChanged 16 SP:Iteration 165Q (885.853132 sec): 3 clusters Score: Raw -101054.420986 + Penalty 451.196776 = -100603.224211 nChanged 18 SP:Iteration 166Q (885.890661 sec): 3 clusters Score: Raw -101060.497837 + Penalty 451.196776 = -100609.301061 nChanged 18 SP:Iteration 167Q (885.938164 sec): 3 clusters Score: Raw -101063.566870 + Penalty 451.196776 = -100612.370094 nChanged 4 SP:Iteration 168Q (885.987611 sec): 3 clusters Score: Raw -101064.519574 + Penalty 451.196776 = -100613.322799 nChanged 5 SP:Iteration 169Q (886.038063 sec): 3 clusters Score: Raw -101065.065438 + Penalty 451.196776 = -100613.868662 nChanged 2 SP:Iteration 170Q (886.084159 sec): 3 clusters Score: Raw -101065.381445 + Penalty 451.196776 = -100614.184669 nChanged 3 SP:Iteration 171Q (886.131395 sec): 3 clusters Score: Raw -101065.543564 + Penalty 451.196776 = -100614.346789 nChanged 0 SP:Iteration 172F (886.174103 sec): 3 clusters Score: Raw -101065.543564 + Penalty 451.196776 = -100614.346789 nChanged 0 Trying to split cluster 16 (4842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (886.198953 sec): 2 clusters Score: Raw -150476.688913 + Penalty 233.339786 = -150243.349127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (886.258015 sec): 3 clusters Score: Raw -147494.232987 + Penalty 466.679573 = -147027.553414 nChanged 2259 SP:Iteration 1F (886.306986 sec): 3 clusters Score: Raw -149298.186453 + Penalty 466.679573 = -148831.506880 nChanged 442 SP:Iteration 2F (886.353422 sec): 3 clusters Score: Raw -149701.597182 + Penalty 466.679573 = -149234.917610 nChanged 386 SP:Iteration 3F (886.402959 sec): 3 clusters Score: Raw -150028.904223 + Penalty 466.679573 = -149562.224650 nChanged 247 SP:Iteration 4F (886.448421 sec): 3 clusters Score: Raw -150175.094550 + Penalty 466.679573 = -149708.414977 nChanged 140 SP:Iteration 5Q (886.487125 sec): 3 clusters Score: Raw -150223.666743 + Penalty 466.679573 = -149756.987171 nChanged 59 SP:Iteration 6Q (886.532795 sec): 3 clusters Score: Raw -150236.307593 + Penalty 466.679573 = -149769.628020 nChanged 38 SP:Iteration 7Q (886.579681 sec): 3 clusters Score: Raw -150243.018410 + Penalty 466.679573 = -149776.338837 nChanged 29 SP:Iteration 8Q (886.628075 sec): 3 clusters Score: Raw -150247.870547 + Penalty 466.679573 = -149781.190974 nChanged 34 SP:Iteration 9Q (886.689788 sec): 3 clusters Score: Raw -150254.407174 + Penalty 466.679573 = -149787.727601 nChanged 23 SP:Iteration 10Q (886.730651 sec): 3 clusters Score: Raw -150258.020161 + Penalty 466.679573 = -149791.340588 nChanged 27 SP:Iteration 11Q (886.782623 sec): 3 clusters Score: Raw -150262.930803 + Penalty 466.679573 = -149796.251230 nChanged 27 SP:Iteration 12Q (886.833315 sec): 3 clusters Score: Raw -150267.545557 + Penalty 466.679573 = -149800.865985 nChanged 25 SP:Iteration 13Q (886.882378 sec): 3 clusters Score: Raw -150271.926550 + Penalty 466.679573 = -149805.246978 nChanged 20 SP:Iteration 14Q (886.930790 sec): 3 clusters Score: Raw -150273.795325 + Penalty 466.679573 = -149807.115752 nChanged 14 SP:Iteration 15Q (886.971508 sec): 3 clusters Score: Raw -150275.137893 + Penalty 466.679573 = -149808.458321 nChanged 15 SP:Iteration 16Q (887.027081 sec): 3 clusters Score: Raw -150276.719855 + Penalty 466.679573 = -149810.040283 nChanged 14 SP:Iteration 17Q (887.068130 sec): 3 clusters Score: Raw -150279.224027 + Penalty 466.679573 = -149812.544455 nChanged 13 SP:Iteration 18Q (887.121660 sec): 3 clusters Score: Raw -150280.664153 + Penalty 466.679573 = -149813.984581 nChanged 15 SP:Iteration 19Q (887.164055 sec): 3 clusters Score: Raw -150283.158625 + Penalty 466.679573 = -149816.479053 nChanged 17 SP:Iteration 20F (887.216641 sec): 3 clusters Score: Raw -150285.314062 + Penalty 466.679573 = -149818.634490 nChanged 16 SP:Iteration 21Q (887.265149 sec): 3 clusters Score: Raw -150287.505858 + Penalty 466.679573 = -149820.826285 nChanged 20 SP:Iteration 22Q (887.306729 sec): 3 clusters Score: Raw -150291.119506 + Penalty 466.679573 = -149824.439934 nChanged 17 SP:Iteration 23Q (887.360174 sec): 3 clusters Score: Raw -150294.296241 + Penalty 466.679573 = -149827.616668 nChanged 25 SP:Iteration 24Q (887.410810 sec): 3 clusters Score: Raw -150299.036277 + Penalty 466.679573 = -149832.356704 nChanged 19 SP:Iteration 25Q (887.460922 sec): 3 clusters Score: Raw -150301.057682 + Penalty 466.679573 = -149834.378110 nChanged 16 SP:Iteration 26Q (887.513894 sec): 3 clusters Score: Raw -150302.962721 + Penalty 466.679573 = -149836.283149 nChanged 16 SP:Iteration 27Q (887.563205 sec): 3 clusters Score: Raw -150304.409919 + Penalty 466.679573 = -149837.730347 nChanged 10 SP:Iteration 28Q (887.618937 sec): 3 clusters Score: Raw -150305.529796 + Penalty 466.679573 = -149838.850224 nChanged 13 SP:Iteration 29Q (887.667683 sec): 3 clusters Score: Raw -150307.097959 + Penalty 466.679573 = -149840.418387 nChanged 11 SP:Iteration 30Q (887.717938 sec): 3 clusters Score: Raw -150308.027995 + Penalty 466.679573 = -149841.348422 nChanged 7 SP:Iteration 31Q (887.769607 sec): 3 clusters Score: Raw -150308.687649 + Penalty 466.679573 = -149842.008077 nChanged 5 SP:Iteration 32Q (887.812706 sec): 3 clusters Score: Raw -150308.913375 + Penalty 466.679573 = -149842.233803 nChanged 2 SP:Iteration 33Q (887.867804 sec): 3 clusters Score: Raw -150309.003550 + Penalty 466.679573 = -149842.323978 nChanged 1 SP:Iteration 34Q (887.919016 sec): 3 clusters Score: Raw -150309.026330 + Penalty 466.679573 = -149842.346757 nChanged 1 SP:Iteration 35Q (887.959533 sec): 3 clusters Score: Raw -150309.057545 + Penalty 466.679573 = -149842.377972 nChanged 2 SP:Iteration 36Q (888.014340 sec): 3 clusters Score: Raw -150309.236561 + Penalty 466.679573 = -149842.556989 nChanged 3 SP:Iteration 37Q (888.060817 sec): 3 clusters Score: Raw -150309.485657 + Penalty 466.679573 = -149842.806084 nChanged 5 SP:Iteration 38Q (888.112729 sec): 3 clusters Score: Raw -150309.736321 + Penalty 466.679573 = -149843.056748 nChanged 6 SP:Iteration 39Q (888.153346 sec): 3 clusters Score: Raw -150310.126214 + Penalty 466.679573 = -149843.446641 nChanged 5 SP:Iteration 40F (888.201771 sec): 3 clusters Score: Raw -150310.522219 + Penalty 466.679573 = -149843.842647 nChanged 6 SP:Iteration 41Q (888.252149 sec): 3 clusters Score: Raw -150310.862707 + Penalty 466.679573 = -149844.183135 nChanged 9 SP:Iteration 42Q (888.306300 sec): 3 clusters Score: Raw -150311.370167 + Penalty 466.679573 = -149844.690594 nChanged 7 SP:Iteration 43Q (888.355447 sec): 3 clusters Score: Raw -150311.933167 + Penalty 466.679573 = -149845.253594 nChanged 7 SP:Iteration 44Q (888.398526 sec): 3 clusters Score: Raw -150312.736005 + Penalty 466.679573 = -149846.056432 nChanged 9 SP:Iteration 45Q (888.450677 sec): 3 clusters Score: Raw -150314.059537 + Penalty 466.679573 = -149847.379965 nChanged 14 SP:Iteration 46Q (888.497599 sec): 3 clusters Score: Raw -150316.838885 + Penalty 466.679573 = -149850.159313 nChanged 18 SP:Iteration 47Q (888.554027 sec): 3 clusters Score: Raw -150320.566540 + Penalty 466.679573 = -149853.886968 nChanged 15 SP:Iteration 48Q (888.606825 sec): 3 clusters Score: Raw -150322.710687 + Penalty 466.679573 = -149856.031115 nChanged 12 SP:Iteration 49Q (888.656127 sec): 3 clusters Score: Raw -150324.643149 + Penalty 466.679573 = -149857.963576 nChanged 15 SP:Iteration 50Q (888.705655 sec): 3 clusters Score: Raw -150328.186926 + Penalty 466.679573 = -149861.507354 nChanged 17 SP:Iteration 51Q (888.745146 sec): 3 clusters Score: Raw -150330.709825 + Penalty 466.679573 = -149864.030252 nChanged 16 SP:Iteration 52Q (888.794370 sec): 3 clusters Score: Raw -150333.433454 + Penalty 466.679573 = -149866.753881 nChanged 18 SP:Iteration 53Q (888.845859 sec): 3 clusters Score: Raw -150336.227016 + Penalty 466.679573 = -149869.547443 nChanged 18 SP:Iteration 54Q (888.891220 sec): 3 clusters Score: Raw -150338.275139 + Penalty 466.679573 = -149871.595566 nChanged 17 SP:Iteration 55Q (888.935507 sec): 3 clusters Score: Raw -150339.980015 + Penalty 466.679573 = -149873.300442 nChanged 9 SP:Iteration 56Q (888.987246 sec): 3 clusters Score: Raw -150340.528391 + Penalty 466.679573 = -149873.848818 nChanged 9 SP:Iteration 57Q (889.027386 sec): 3 clusters Score: Raw -150341.394551 + Penalty 466.679573 = -149874.714978 nChanged 13 SP:Iteration 58Q (889.081100 sec): 3 clusters Score: Raw -150342.891684 + Penalty 466.679573 = -149876.212112 nChanged 18 SP:Iteration 59Q (889.127402 sec): 3 clusters Score: Raw -150345.454720 + Penalty 466.679573 = -149878.775147 nChanged 19 SP:Iteration 60F (889.177196 sec): 3 clusters Score: Raw -150348.184239 + Penalty 466.679573 = -149881.504667 nChanged 28 SP:Iteration 61Q (889.228358 sec): 3 clusters Score: Raw -150353.550611 + Penalty 466.679573 = -149886.871039 nChanged 25 SP:Iteration 62Q (889.276526 sec): 3 clusters Score: Raw -150357.608681 + Penalty 466.679573 = -149890.929109 nChanged 21 SP:Iteration 63Q (889.322340 sec): 3 clusters Score: Raw -150360.395378 + Penalty 466.679573 = -149893.715806 nChanged 15 SP:Iteration 64Q (889.370912 sec): 3 clusters Score: Raw -150362.075329 + Penalty 466.679573 = -149895.395756 nChanged 15 SP:Iteration 65Q (889.419860 sec): 3 clusters Score: Raw -150364.493188 + Penalty 466.679573 = -149897.813616 nChanged 18 SP:Iteration 66Q (889.470611 sec): 3 clusters Score: Raw -150368.766368 + Penalty 466.679573 = -149902.086796 nChanged 24 SP:Iteration 67Q (889.516351 sec): 3 clusters Score: Raw -150375.182236 + Penalty 466.679573 = -149908.502663 nChanged 29 SP:Iteration 68Q (889.568856 sec): 3 clusters Score: Raw -150380.631383 + Penalty 466.679573 = -149913.951810 nChanged 31 SP:Iteration 69Q (889.611425 sec): 3 clusters Score: Raw -150388.521101 + Penalty 466.679573 = -149921.841529 nChanged 37 SP:Iteration 70Q (889.662725 sec): 3 clusters Score: Raw -150399.898473 + Penalty 466.679573 = -149933.218900 nChanged 38 SP:Iteration 71Q (889.701562 sec): 3 clusters Score: Raw -150410.518228 + Penalty 466.679573 = -149943.838655 nChanged 30 SP:Iteration 72Q (889.750173 sec): 3 clusters Score: Raw -150417.165724 + Penalty 466.679573 = -149950.486151 nChanged 31 SP:Iteration 73Q (889.804261 sec): 3 clusters Score: Raw -150423.643337 + Penalty 466.679573 = -149956.963764 nChanged 24 SP:Iteration 74Q (889.849221 sec): 3 clusters Score: Raw -150428.386116 + Penalty 466.679573 = -149961.706544 nChanged 23 SP:Iteration 75Q (889.899470 sec): 3 clusters Score: Raw -150432.085109 + Penalty 466.679573 = -149965.405537 nChanged 14 SP:Iteration 76Q (889.957271 sec): 3 clusters Score: Raw -150433.947676 + Penalty 466.679573 = -149967.268103 nChanged 12 SP:Iteration 77Q (890.009428 sec): 3 clusters Score: Raw -150436.174497 + Penalty 466.679573 = -149969.494924 nChanged 13 SP:Iteration 78Q (890.060213 sec): 3 clusters Score: Raw -150438.618514 + Penalty 466.679573 = -149971.938941 nChanged 18 SP:Iteration 79Q (890.105597 sec): 3 clusters Score: Raw -150443.781477 + Penalty 466.679573 = -149977.101904 nChanged 17 SP:Iteration 80F (890.157944 sec): 3 clusters Score: Raw -150449.275045 + Penalty 466.679573 = -149982.595472 nChanged 16 SP:Iteration 81Q (890.196526 sec): 3 clusters Score: Raw -150453.501854 + Penalty 466.679573 = -149986.822281 nChanged 19 SP:Iteration 82Q (890.248330 sec): 3 clusters Score: Raw -150457.808795 + Penalty 466.679573 = -149991.129222 nChanged 17 SP:Iteration 83Q (890.295632 sec): 3 clusters Score: Raw -150462.488091 + Penalty 466.679573 = -149995.808519 nChanged 17 SP:Iteration 84Q (890.354724 sec): 3 clusters Score: Raw -150465.515113 + Penalty 466.679573 = -149998.835541 nChanged 8 SP:Iteration 85Q (890.406880 sec): 3 clusters Score: Raw -150466.687611 + Penalty 466.679573 = -150000.008038 nChanged 9 SP:Iteration 86Q (890.453144 sec): 3 clusters Score: Raw -150467.961498 + Penalty 466.679573 = -150001.281925 nChanged 7 SP:Iteration 87Q (890.495515 sec): 3 clusters Score: Raw -150469.365185 + Penalty 466.679573 = -150002.685612 nChanged 9 SP:Iteration 88Q (890.556938 sec): 3 clusters Score: Raw -150470.786171 + Penalty 466.679573 = -150004.106598 nChanged 6 SP:Iteration 89Q (890.601969 sec): 3 clusters Score: Raw -150471.328054 + Penalty 466.679573 = -150004.648481 nChanged 2 SP:Iteration 90Q (890.654915 sec): 3 clusters Score: Raw -150471.441662 + Penalty 466.679573 = -150004.762089 nChanged 2 SP:Iteration 91Q (890.705073 sec): 3 clusters Score: Raw -150471.685064 + Penalty 466.679573 = -150005.005492 nChanged 4 SP:Iteration 92Q (890.750888 sec): 3 clusters Score: Raw -150472.623415 + Penalty 466.679573 = -150005.943843 nChanged 9 SP:Iteration 93Q (890.794487 sec): 3 clusters Score: Raw -150475.643237 + Penalty 466.679573 = -150008.963665 nChanged 12 SP:Iteration 94Q (890.849429 sec): 3 clusters Score: Raw -150478.462987 + Penalty 466.679573 = -150011.783415 nChanged 14 SP:Iteration 95Q (890.903334 sec): 3 clusters Score: Raw -150482.996587 + Penalty 466.679573 = -150016.317014 nChanged 15 SP:Iteration 96Q (890.951284 sec): 3 clusters Score: Raw -150485.708651 + Penalty 466.679573 = -150019.029079 nChanged 11 SP:Iteration 97Q (891.000391 sec): 3 clusters Score: Raw -150489.059987 + Penalty 466.679573 = -150022.380414 nChanged 15 SP:Iteration 98Q (891.051241 sec): 3 clusters Score: Raw -150493.392314 + Penalty 466.679573 = -150026.712742 nChanged 13 SP:Iteration 99Q (891.101531 sec): 3 clusters Score: Raw -150497.244476 + Penalty 466.679573 = -150030.564904 nChanged 15 SP:Iteration 100F (891.154361 sec): 3 clusters Score: Raw -150500.799350 + Penalty 466.679573 = -150034.119777 nChanged 12 SP:Iteration 101Q (891.192045 sec): 3 clusters Score: Raw -150503.938853 + Penalty 466.679573 = -150037.259281 nChanged 10 SP:Iteration 102Q (891.239601 sec): 3 clusters Score: Raw -150505.593204 + Penalty 466.679573 = -150038.913632 nChanged 8 SP:Iteration 103Q (891.300344 sec): 3 clusters Score: Raw -150507.101853 + Penalty 466.679573 = -150040.422280 nChanged 7 SP:Iteration 104Q (891.345639 sec): 3 clusters Score: Raw -150508.252014 + Penalty 466.679573 = -150041.572442 nChanged 2 SP:Iteration 105Q (891.399028 sec): 3 clusters Score: Raw -150508.511639 + Penalty 466.679573 = -150041.832066 nChanged 2 SP:Iteration 106Q (891.441147 sec): 3 clusters Score: Raw -150508.921795 + Penalty 466.679573 = -150042.242222 nChanged 4 SP:Iteration 107Q (891.497566 sec): 3 clusters Score: Raw -150509.273787 + Penalty 466.679573 = -150042.594214 nChanged 2 SP:Iteration 108Q (891.548986 sec): 3 clusters Score: Raw -150509.414030 + Penalty 466.679573 = -150042.734457 nChanged 1 SP:Iteration 109Q (891.592884 sec): 3 clusters Score: Raw -150509.428004 + Penalty 466.679573 = -150042.748431 nChanged 0 SP:Iteration 110F (891.635965 sec): 3 clusters Score: Raw -150509.428004 + Penalty 466.679573 = -150042.748431 nChanged 0 Trying to split cluster 17 (2537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (891.666736 sec): 2 clusters Score: Raw -69932.109665 + Penalty 215.565283 = -69716.544382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (891.713446 sec): 3 clusters Score: Raw -68422.599347 + Penalty 431.130566 = -67991.468781 nChanged 1120 SP:Iteration 1F (891.765543 sec): 3 clusters Score: Raw -69114.407114 + Penalty 431.130566 = -68683.276548 nChanged 187 SP:Iteration 2F (891.814483 sec): 3 clusters Score: Raw -69234.874124 + Penalty 431.130566 = -68803.743558 nChanged 176 SP:Iteration 3F (891.860276 sec): 3 clusters Score: Raw -69344.808387 + Penalty 431.130566 = -68913.677821 nChanged 165 SP:Iteration 4F (891.904041 sec): 3 clusters Score: Raw -69458.833877 + Penalty 431.130566 = -69027.703311 nChanged 150 SP:Iteration 5F (891.962465 sec): 3 clusters Score: Raw -69548.090606 + Penalty 431.130566 = -69116.960040 nChanged 117 SP:Iteration 6Q (892.007083 sec): 3 clusters Score: Raw -69602.211127 + Penalty 431.130566 = -69171.080561 nChanged 80 SP:Iteration 7Q (892.043616 sec): 3 clusters Score: Raw -69634.406712 + Penalty 431.130566 = -69203.276147 nChanged 52 SP:Iteration 8Q (892.096504 sec): 3 clusters Score: Raw -69650.017374 + Penalty 431.130566 = -69218.886808 nChanged 36 SP:Iteration 9Q (892.148022 sec): 3 clusters Score: Raw -69659.394620 + Penalty 431.130566 = -69228.264055 nChanged 28 SP:Iteration 10Q (892.187129 sec): 3 clusters Score: Raw -69665.940071 + Penalty 431.130566 = -69234.809505 nChanged 20 SP:Iteration 11Q (892.239019 sec): 3 clusters Score: Raw -69670.050601 + Penalty 431.130566 = -69238.920035 nChanged 16 SP:Iteration 12Q (892.278640 sec): 3 clusters Score: Raw -69674.907060 + Penalty 431.130566 = -69243.776495 nChanged 17 SP:Iteration 13Q (892.326154 sec): 3 clusters Score: Raw -69679.125511 + Penalty 431.130566 = -69247.994946 nChanged 19 SP:Iteration 14Q (892.376087 sec): 3 clusters Score: Raw -69682.622689 + Penalty 431.130566 = -69251.492123 nChanged 14 SP:Iteration 15Q (892.427612 sec): 3 clusters Score: Raw -69684.235527 + Penalty 431.130566 = -69253.104961 nChanged 10 SP:Iteration 16Q (892.470166 sec): 3 clusters Score: Raw -69685.528805 + Penalty 431.130566 = -69254.398239 nChanged 10 SP:Iteration 17Q (892.530029 sec): 3 clusters Score: Raw -69686.304513 + Penalty 431.130566 = -69255.173947 nChanged 4 SP:Iteration 18Q (892.576788 sec): 3 clusters Score: Raw -69686.610724 + Penalty 431.130566 = -69255.480158 nChanged 3 SP:Iteration 19Q (892.629036 sec): 3 clusters Score: Raw -69687.048886 + Penalty 431.130566 = -69255.918320 nChanged 3 SP:Iteration 20F (892.665178 sec): 3 clusters Score: Raw -69687.634528 + Penalty 431.130566 = -69256.503962 nChanged 4 SP:Iteration 21Q (892.721197 sec): 3 clusters Score: Raw -69687.994796 + Penalty 431.130566 = -69256.864231 nChanged 5 SP:Iteration 22Q (892.771121 sec): 3 clusters Score: Raw -69688.595782 + Penalty 431.130566 = -69257.465216 nChanged 6 SP:Iteration 23Q (892.815009 sec): 3 clusters Score: Raw -69689.767105 + Penalty 431.130566 = -69258.636540 nChanged 8 SP:Iteration 24Q (892.865535 sec): 3 clusters Score: Raw -69692.308199 + Penalty 431.130566 = -69261.177634 nChanged 9 SP:Iteration 25Q (892.904258 sec): 3 clusters Score: Raw -69696.257705 + Penalty 431.130566 = -69265.127139 nChanged 15 SP:Iteration 26Q (892.964141 sec): 3 clusters Score: Raw -69700.431732 + Penalty 431.130566 = -69269.301167 nChanged 12 SP:Iteration 27Q (893.018204 sec): 3 clusters Score: Raw -69703.415660 + Penalty 431.130566 = -69272.285094 nChanged 17 SP:Iteration 28Q (893.069398 sec): 3 clusters Score: Raw -69707.853228 + Penalty 431.130566 = -69276.722663 nChanged 18 SP:Iteration 29Q (893.104668 sec): 3 clusters Score: Raw -69710.809275 + Penalty 431.130566 = -69279.678709 nChanged 15 SP:Iteration 30Q (893.159114 sec): 3 clusters Score: Raw -69714.679926 + Penalty 431.130566 = -69283.549360 nChanged 20 SP:Iteration 31Q (893.205024 sec): 3 clusters Score: Raw -69722.249864 + Penalty 431.130566 = -69291.119299 nChanged 33 SP:Iteration 32Q (893.251110 sec): 3 clusters Score: Raw -69736.830100 + Penalty 431.130566 = -69305.699535 nChanged 39 SP:Iteration 33Q (893.288513 sec): 3 clusters Score: Raw -69754.879686 + Penalty 431.130566 = -69323.749121 nChanged 48 SP:Iteration 34Q (893.335930 sec): 3 clusters Score: Raw -69775.608346 + Penalty 431.130566 = -69344.477780 nChanged 41 SP:Iteration 35Q (893.383653 sec): 3 clusters Score: Raw -69793.574749 + Penalty 431.130566 = -69362.444183 nChanged 51 SP:Iteration 36Q (893.432978 sec): 3 clusters Score: Raw -69816.765799 + Penalty 431.130566 = -69385.635233 nChanged 55 SP:Iteration 37Q (893.479405 sec): 3 clusters Score: Raw -69837.903080 + Penalty 431.130566 = -69406.772514 nChanged 44 SP:Iteration 38Q (893.517078 sec): 3 clusters Score: Raw -69854.957034 + Penalty 431.130566 = -69423.826468 nChanged 40 SP:Iteration 39Q (893.571821 sec): 3 clusters Score: Raw -69867.735961 + Penalty 431.130566 = -69436.605395 nChanged 38 SP:Iteration 40F (893.616679 sec): 3 clusters Score: Raw -69880.636615 + Penalty 431.130566 = -69449.506049 nChanged 30 SP:Iteration 41Q (893.658240 sec): 3 clusters Score: Raw -69890.242059 + Penalty 431.130566 = -69459.111493 nChanged 22 SP:Iteration 42Q (893.701713 sec): 3 clusters Score: Raw -69897.840527 + Penalty 431.130566 = -69466.709961 nChanged 22 SP:Iteration 43Q (893.742931 sec): 3 clusters Score: Raw -69904.174258 + Penalty 431.130566 = -69473.043692 nChanged 21 SP:Iteration 44Q (893.796005 sec): 3 clusters Score: Raw -69909.776707 + Penalty 431.130566 = -69478.646141 nChanged 23 SP:Iteration 45Q (893.853393 sec): 3 clusters Score: Raw -69917.971502 + Penalty 431.130566 = -69486.840936 nChanged 25 SP:Iteration 46Q (893.892084 sec): 3 clusters Score: Raw -69929.603910 + Penalty 431.130566 = -69498.473344 nChanged 23 SP:Iteration 47Q (893.944741 sec): 3 clusters Score: Raw -69940.780089 + Penalty 431.130566 = -69509.649523 nChanged 20 SP:Iteration 48Q (893.989304 sec): 3 clusters Score: Raw -69948.042597 + Penalty 431.130566 = -69516.912032 nChanged 12 SP:Iteration 49Q (894.038199 sec): 3 clusters Score: Raw -69952.414448 + Penalty 431.130566 = -69521.283883 nChanged 9 SP:Iteration 50Q (894.086707 sec): 3 clusters Score: Raw -69955.926608 + Penalty 431.130566 = -69524.796042 nChanged 9 SP:Iteration 51Q (894.136968 sec): 3 clusters Score: Raw -69960.583119 + Penalty 431.130566 = -69529.452554 nChanged 8 SP:Iteration 52Q (894.185635 sec): 3 clusters Score: Raw -69966.137921 + Penalty 431.130566 = -69535.007356 nChanged 7 SP:Iteration 53Q (894.224569 sec): 3 clusters Score: Raw -69968.865857 + Penalty 431.130566 = -69537.735291 nChanged 7 SP:Iteration 54Q (894.282536 sec): 3 clusters Score: Raw -69970.603463 + Penalty 431.130566 = -69539.472898 nChanged 4 SP:Iteration 55Q (894.317327 sec): 3 clusters Score: Raw -69971.968072 + Penalty 431.130566 = -69540.837506 nChanged 4 SP:Iteration 56Q (894.364276 sec): 3 clusters Score: Raw -69972.644183 + Penalty 431.130566 = -69541.513617 nChanged 2 SP:Iteration 57Q (894.410632 sec): 3 clusters Score: Raw -69973.335918 + Penalty 431.130566 = -69542.205352 nChanged 2 SP:Iteration 58Q (894.455418 sec): 3 clusters Score: Raw -69974.130142 + Penalty 431.130566 = -69542.999576 nChanged 2 SP:Iteration 59Q (894.504097 sec): 3 clusters Score: Raw -69974.735309 + Penalty 431.130566 = -69543.604744 nChanged 2 SP:Iteration 60F (894.552443 sec): 3 clusters Score: Raw -69975.080543 + Penalty 431.130566 = -69543.949977 nChanged 2 SP:Iteration 61Q (894.591566 sec): 3 clusters Score: Raw -69975.343339 + Penalty 431.130566 = -69544.212773 nChanged 1 SP:Iteration 62Q (894.642646 sec): 3 clusters Score: Raw -69975.399011 + Penalty 431.130566 = -69544.268445 nChanged 0 SP:Iteration 63F (894.696933 sec): 3 clusters Score: Raw -69975.399011 + Penalty 431.130566 = -69544.268445 nChanged 0 Trying to split cluster 18 (4869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (894.713576 sec): 2 clusters Score: Raw -146228.051737 + Penalty 233.492706 = -145994.559031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (894.771416 sec): 3 clusters Score: Raw -143202.830360 + Penalty 466.985412 = -142735.844948 nChanged 2245 SP:Iteration 1F (894.820223 sec): 3 clusters Score: Raw -144766.356022 + Penalty 466.985412 = -144299.370610 nChanged 404 SP:Iteration 2F (894.872428 sec): 3 clusters Score: Raw -145067.041107 + Penalty 466.985412 = -144600.055695 nChanged 357 SP:Iteration 3F (894.911605 sec): 3 clusters Score: Raw -145334.302421 + Penalty 466.985412 = -144867.317009 nChanged 280 SP:Iteration 4F (894.958682 sec): 3 clusters Score: Raw -145491.074900 + Penalty 466.985412 = -145024.089488 nChanged 214 SP:Iteration 5Q (895.006100 sec): 3 clusters Score: Raw -145585.145890 + Penalty 466.985412 = -145118.160478 nChanged 145 SP:Iteration 6Q (895.062050 sec): 3 clusters Score: Raw -145651.096138 + Penalty 466.985412 = -145184.110726 nChanged 132 SP:Iteration 7Q (895.107128 sec): 3 clusters Score: Raw -145701.239338 + Penalty 466.985412 = -145234.253926 nChanged 92 SP:Iteration 8Q (895.166370 sec): 3 clusters Score: Raw -145728.355647 + Penalty 466.985412 = -145261.370234 nChanged 68 SP:Iteration 9Q (895.214318 sec): 3 clusters Score: Raw -145743.227674 + Penalty 466.985412 = -145276.242262 nChanged 53 SP:Iteration 10Q (895.263524 sec): 3 clusters Score: Raw -145754.700069 + Penalty 466.985412 = -145287.714657 nChanged 47 SP:Iteration 11Q (895.310833 sec): 3 clusters Score: Raw -145764.385174 + Penalty 466.985412 = -145297.399762 nChanged 42 SP:Iteration 12Q (895.353481 sec): 3 clusters Score: Raw -145771.719992 + Penalty 466.985412 = -145304.734580 nChanged 34 SP:Iteration 13Q (895.403454 sec): 3 clusters Score: Raw -145778.009878 + Penalty 466.985412 = -145311.024466 nChanged 36 SP:Iteration 14Q (895.461113 sec): 3 clusters Score: Raw -145785.316524 + Penalty 466.985412 = -145318.331112 nChanged 45 SP:Iteration 15Q (895.506111 sec): 3 clusters Score: Raw -145797.692515 + Penalty 466.985412 = -145330.707103 nChanged 46 SP:Iteration 16Q (895.551300 sec): 3 clusters Score: Raw -145812.681659 + Penalty 466.985412 = -145345.696247 nChanged 39 SP:Iteration 17Q (895.588862 sec): 3 clusters Score: Raw -145825.075354 + Penalty 466.985412 = -145358.089942 nChanged 41 SP:Iteration 18Q (895.649394 sec): 3 clusters Score: Raw -145834.382122 + Penalty 466.985412 = -145367.396710 nChanged 27 SP:Iteration 19Q (895.692588 sec): 3 clusters Score: Raw -145839.172531 + Penalty 466.985412 = -145372.187119 nChanged 33 SP:Iteration 20F (895.735924 sec): 3 clusters Score: Raw -145844.819864 + Penalty 466.985412 = -145377.834452 nChanged 20 SP:Iteration 21Q (895.783119 sec): 3 clusters Score: Raw -145847.265248 + Penalty 466.985412 = -145380.279836 nChanged 22 SP:Iteration 22Q (895.827894 sec): 3 clusters Score: Raw -145850.433467 + Penalty 466.985412 = -145383.448055 nChanged 18 SP:Iteration 23Q (895.889389 sec): 3 clusters Score: Raw -145852.856833 + Penalty 466.985412 = -145385.871421 nChanged 19 SP:Iteration 24Q (895.934907 sec): 3 clusters Score: Raw -145855.072471 + Penalty 466.985412 = -145388.087059 nChanged 13 SP:Iteration 25Q (895.971434 sec): 3 clusters Score: Raw -145857.444174 + Penalty 466.985412 = -145390.458762 nChanged 16 SP:Iteration 26Q (896.028696 sec): 3 clusters Score: Raw -145861.292015 + Penalty 466.985412 = -145394.306602 nChanged 22 SP:Iteration 27Q (896.069210 sec): 3 clusters Score: Raw -145866.236779 + Penalty 466.985412 = -145399.251367 nChanged 25 SP:Iteration 28Q (896.124577 sec): 3 clusters Score: Raw -145869.907317 + Penalty 466.985412 = -145402.921904 nChanged 25 SP:Iteration 29Q (896.174033 sec): 3 clusters Score: Raw -145872.363157 + Penalty 466.985412 = -145405.377745 nChanged 21 SP:Iteration 30Q (896.223161 sec): 3 clusters Score: Raw -145874.785801 + Penalty 466.985412 = -145407.800389 nChanged 17 SP:Iteration 31Q (896.262865 sec): 3 clusters Score: Raw -145876.637681 + Penalty 466.985412 = -145409.652269 nChanged 18 SP:Iteration 32Q (896.311564 sec): 3 clusters Score: Raw -145879.046694 + Penalty 466.985412 = -145412.061282 nChanged 17 SP:Iteration 33Q (896.356105 sec): 3 clusters Score: Raw -145880.636843 + Penalty 466.985412 = -145413.651431 nChanged 15 SP:Iteration 34Q (896.409389 sec): 3 clusters Score: Raw -145882.088244 + Penalty 466.985412 = -145415.102832 nChanged 12 SP:Iteration 35Q (896.461857 sec): 3 clusters Score: Raw -145883.263847 + Penalty 466.985412 = -145416.278434 nChanged 11 SP:Iteration 36Q (896.508079 sec): 3 clusters Score: Raw -145884.240094 + Penalty 466.985412 = -145417.254682 nChanged 12 SP:Iteration 37Q (896.560841 sec): 3 clusters Score: Raw -145885.317762 + Penalty 466.985412 = -145418.332350 nChanged 12 SP:Iteration 38Q (896.614467 sec): 3 clusters Score: Raw -145886.258790 + Penalty 466.985412 = -145419.273378 nChanged 13 SP:Iteration 39Q (896.665760 sec): 3 clusters Score: Raw -145887.356160 + Penalty 466.985412 = -145420.370748 nChanged 8 SP:Iteration 40F (896.707706 sec): 3 clusters Score: Raw -145888.059952 + Penalty 466.985412 = -145421.074540 nChanged 10 SP:Iteration 41Q (896.759466 sec): 3 clusters Score: Raw -145889.089558 + Penalty 466.985412 = -145422.104146 nChanged 11 SP:Iteration 42Q (896.813074 sec): 3 clusters Score: Raw -145890.354220 + Penalty 466.985412 = -145423.368808 nChanged 18 SP:Iteration 43Q (896.862059 sec): 3 clusters Score: Raw -145893.035435 + Penalty 466.985412 = -145426.050023 nChanged 23 SP:Iteration 44Q (896.905464 sec): 3 clusters Score: Raw -145896.939056 + Penalty 466.985412 = -145429.953644 nChanged 21 SP:Iteration 45Q (896.959962 sec): 3 clusters Score: Raw -145899.402464 + Penalty 466.985412 = -145432.417052 nChanged 17 SP:Iteration 46Q (897.014643 sec): 3 clusters Score: Raw -145901.040238 + Penalty 466.985412 = -145434.054826 nChanged 12 SP:Iteration 47Q (897.065563 sec): 3 clusters Score: Raw -145902.340772 + Penalty 466.985412 = -145435.355360 nChanged 15 SP:Iteration 48Q (897.121324 sec): 3 clusters Score: Raw -145904.292191 + Penalty 466.985412 = -145437.306779 nChanged 15 SP:Iteration 49Q (897.169656 sec): 3 clusters Score: Raw -145906.081350 + Penalty 466.985412 = -145439.095938 nChanged 16 SP:Iteration 50Q (897.225039 sec): 3 clusters Score: Raw -145907.554216 + Penalty 466.985412 = -145440.568804 nChanged 11 SP:Iteration 51Q (897.277081 sec): 3 clusters Score: Raw -145908.024093 + Penalty 466.985412 = -145441.038681 nChanged 7 SP:Iteration 52Q (897.326749 sec): 3 clusters Score: Raw -145908.258742 + Penalty 466.985412 = -145441.273330 nChanged 4 SP:Iteration 53Q (897.364597 sec): 3 clusters Score: Raw -145908.351150 + Penalty 466.985412 = -145441.365738 nChanged 4 SP:Iteration 54Q (897.422789 sec): 3 clusters Score: Raw -145908.625750 + Penalty 466.985412 = -145441.640338 nChanged 7 SP:Iteration 55Q (897.470265 sec): 3 clusters Score: Raw -145909.426510 + Penalty 466.985412 = -145442.441098 nChanged 7 SP:Iteration 56Q (897.509073 sec): 3 clusters Score: Raw -145909.963828 + Penalty 466.985412 = -145442.978416 nChanged 8 SP:Iteration 57Q (897.559175 sec): 3 clusters Score: Raw -145910.339945 + Penalty 466.985412 = -145443.354533 nChanged 3 SP:Iteration 58Q (897.608731 sec): 3 clusters Score: Raw -145910.602770 + Penalty 466.985412 = -145443.617358 nChanged 4 SP:Iteration 59Q (897.658544 sec): 3 clusters Score: Raw -145910.794428 + Penalty 466.985412 = -145443.809016 nChanged 3 SP:Iteration 60F (897.706764 sec): 3 clusters Score: Raw -145911.063838 + Penalty 466.985412 = -145444.078426 nChanged 9 SP:Iteration 61Q (897.763143 sec): 3 clusters Score: Raw -145911.842275 + Penalty 466.985412 = -145444.856863 nChanged 7 SP:Iteration 62Q (897.814829 sec): 3 clusters Score: Raw -145912.565488 + Penalty 466.985412 = -145445.580076 nChanged 11 SP:Iteration 63Q (897.854767 sec): 3 clusters Score: Raw -145913.849694 + Penalty 466.985412 = -145446.864282 nChanged 10 SP:Iteration 64Q (897.910879 sec): 3 clusters Score: Raw -145914.749786 + Penalty 466.985412 = -145447.764374 nChanged 6 SP:Iteration 65Q (897.945120 sec): 3 clusters Score: Raw -145915.336789 + Penalty 466.985412 = -145448.351377 nChanged 8 SP:Iteration 66Q (897.998388 sec): 3 clusters Score: Raw -145915.899750 + Penalty 466.985412 = -145448.914338 nChanged 6 SP:Iteration 67Q (898.038919 sec): 3 clusters Score: Raw -145916.162374 + Penalty 466.985412 = -145449.176962 nChanged 6 SP:Iteration 68Q (898.088533 sec): 3 clusters Score: Raw -145916.552715 + Penalty 466.985412 = -145449.567303 nChanged 5 SP:Iteration 69Q (898.125741 sec): 3 clusters Score: Raw -145916.857601 + Penalty 466.985412 = -145449.872188 nChanged 8 SP:Iteration 70Q (898.175381 sec): 3 clusters Score: Raw -145917.576555 + Penalty 466.985412 = -145450.591143 nChanged 10 SP:Iteration 71Q (898.216941 sec): 3 clusters Score: Raw -145919.038823 + Penalty 466.985412 = -145452.053410 nChanged 16 SP:Iteration 72Q (898.260479 sec): 3 clusters Score: Raw -145922.668721 + Penalty 466.985412 = -145455.683309 nChanged 19 SP:Iteration 73Q (898.305678 sec): 3 clusters Score: Raw -145925.531503 + Penalty 466.985412 = -145458.546091 nChanged 18 SP:Iteration 74Q (898.355698 sec): 3 clusters Score: Raw -145927.845170 + Penalty 466.985412 = -145460.859758 nChanged 23 SP:Iteration 75Q (898.394671 sec): 3 clusters Score: Raw -145930.760821 + Penalty 466.985412 = -145463.775409 nChanged 22 SP:Iteration 76Q (898.450672 sec): 3 clusters Score: Raw -145933.882035 + Penalty 466.985412 = -145466.896623 nChanged 17 SP:Iteration 77Q (898.496322 sec): 3 clusters Score: Raw -145937.169200 + Penalty 466.985412 = -145470.183788 nChanged 21 SP:Iteration 78Q (898.542699 sec): 3 clusters Score: Raw -145941.012865 + Penalty 466.985412 = -145474.027453 nChanged 26 SP:Iteration 79Q (898.602214 sec): 3 clusters Score: Raw -145945.078746 + Penalty 466.985412 = -145478.093334 nChanged 27 SP:Iteration 80F (898.656220 sec): 3 clusters Score: Raw -145949.951639 + Penalty 466.985412 = -145482.966227 nChanged 42 SP:Iteration 81Q (898.695409 sec): 3 clusters Score: Raw -145959.557505 + Penalty 466.985412 = -145492.572093 nChanged 39 SP:Iteration 82Q (898.757797 sec): 3 clusters Score: Raw -145968.646327 + Penalty 466.985412 = -145501.660915 nChanged 41 SP:Iteration 83Q (898.811007 sec): 3 clusters Score: Raw -145977.462720 + Penalty 466.985412 = -145510.477307 nChanged 38 SP:Iteration 84Q (898.863017 sec): 3 clusters Score: Raw -145985.351724 + Penalty 466.985412 = -145518.366312 nChanged 40 SP:Iteration 85Q (898.911631 sec): 3 clusters Score: Raw -145995.850501 + Penalty 466.985412 = -145528.865089 nChanged 54 SP:Iteration 86Q (898.968540 sec): 3 clusters Score: Raw -146015.339044 + Penalty 466.985412 = -145548.353632 nChanged 57 SP:Iteration 87Q (899.020027 sec): 3 clusters Score: Raw -146034.634663 + Penalty 466.985412 = -145567.649250 nChanged 67 SP:Iteration 88Q (899.069619 sec): 3 clusters Score: Raw -146059.960387 + Penalty 466.985412 = -145592.974975 nChanged 62 SP:Iteration 89Q (899.116580 sec): 3 clusters Score: Raw -146086.944696 + Penalty 466.985412 = -145619.959284 nChanged 60 SP:Iteration 90Q (899.169040 sec): 3 clusters Score: Raw -146112.033152 + Penalty 466.985412 = -145645.047739 nChanged 54 SP:Iteration 91Q (899.210314 sec): 3 clusters Score: Raw -146135.695831 + Penalty 466.985412 = -145668.710419 nChanged 48 SP:Iteration 92Q (899.260192 sec): 3 clusters Score: Raw -146152.197161 + Penalty 466.985412 = -145685.211749 nChanged 33 SP:Iteration 93Q (899.314938 sec): 3 clusters Score: Raw -146159.104533 + Penalty 466.985412 = -145692.119121 nChanged 25 SP:Iteration 94Q (899.362887 sec): 3 clusters Score: Raw -146163.908997 + Penalty 466.985412 = -145696.923585 nChanged 22 SP:Iteration 95Q (899.406324 sec): 3 clusters Score: Raw -146167.509954 + Penalty 466.985412 = -145700.524542 nChanged 20 SP:Iteration 96Q (899.463901 sec): 3 clusters Score: Raw -146171.003829 + Penalty 466.985412 = -145704.018417 nChanged 17 SP:Iteration 97Q (899.513106 sec): 3 clusters Score: Raw -146173.776360 + Penalty 466.985412 = -145706.790948 nChanged 13 SP:Iteration 98Q (899.560722 sec): 3 clusters Score: Raw -146175.314087 + Penalty 466.985412 = -145708.328675 nChanged 10 SP:Iteration 99Q (899.615776 sec): 3 clusters Score: Raw -146176.565989 + Penalty 466.985412 = -145709.580577 nChanged 15 SP:Iteration 100F (899.664153 sec): 3 clusters Score: Raw -146179.209785 + Penalty 466.985412 = -145712.224372 nChanged 11 SP:Iteration 101Q (899.715977 sec): 3 clusters Score: Raw -146180.668660 + Penalty 466.985412 = -145713.683248 nChanged 14 SP:Iteration 102Q (899.768767 sec): 3 clusters Score: Raw -146182.710899 + Penalty 466.985412 = -145715.725487 nChanged 12 SP:Iteration 103Q (899.816182 sec): 3 clusters Score: Raw -146184.608362 + Penalty 466.985412 = -145717.622950 nChanged 11 SP:Iteration 104Q (899.857116 sec): 3 clusters Score: Raw -146186.453439 + Penalty 466.985412 = -145719.468026 nChanged 11 SP:Iteration 105Q (899.915837 sec): 3 clusters Score: Raw -146188.274516 + Penalty 466.985412 = -145721.289104 nChanged 16 SP:Iteration 106Q (899.966276 sec): 3 clusters Score: Raw -146191.151403 + Penalty 466.985412 = -145724.165991 nChanged 16 SP:Iteration 107Q (900.012223 sec): 3 clusters Score: Raw -146195.535142 + Penalty 466.985412 = -145728.549730 nChanged 19 SP:Iteration 108Q (900.066702 sec): 3 clusters Score: Raw -146199.677986 + Penalty 466.985412 = -145732.692574 nChanged 8 SP:Iteration 109Q (900.117861 sec): 3 clusters Score: Raw -146200.984394 + Penalty 466.985412 = -145733.998981 nChanged 10 SP:Iteration 110Q (900.153307 sec): 3 clusters Score: Raw -146203.116893 + Penalty 466.985412 = -145736.131481 nChanged 12 SP:Iteration 111Q (900.213267 sec): 3 clusters Score: Raw -146204.637906 + Penalty 466.985412 = -145737.652494 nChanged 13 SP:Iteration 112Q (900.249375 sec): 3 clusters Score: Raw -146206.736513 + Penalty 466.985412 = -145739.751101 nChanged 18 SP:Iteration 113Q (900.303618 sec): 3 clusters Score: Raw -146210.678035 + Penalty 466.985412 = -145743.692623 nChanged 14 SP:Iteration 114Q (900.356916 sec): 3 clusters Score: Raw -146214.004508 + Penalty 466.985412 = -145747.019096 nChanged 18 SP:Iteration 115Q (900.407340 sec): 3 clusters Score: Raw -146219.419281 + Penalty 466.985412 = -145752.433869 nChanged 16 SP:Iteration 116Q (900.451386 sec): 3 clusters Score: Raw -146221.934540 + Penalty 466.985412 = -145754.949127 nChanged 9 SP:Iteration 117Q (900.503410 sec): 3 clusters Score: Raw -146223.380054 + Penalty 466.985412 = -145756.394642 nChanged 9 SP:Iteration 118Q (900.539003 sec): 3 clusters Score: Raw -146225.270147 + Penalty 466.985412 = -145758.284735 nChanged 5 SP:Iteration 119Q (900.601166 sec): 3 clusters Score: Raw -146225.754881 + Penalty 466.985412 = -145758.769469 nChanged 1 SP:Iteration 120F (900.644446 sec): 3 clusters Score: Raw -146225.992254 + Penalty 466.985412 = -145759.006842 nChanged 2 SP:Iteration 121Q (900.688497 sec): 3 clusters Score: Raw -146226.250230 + Penalty 466.985412 = -145759.264818 nChanged 1 SP:Iteration 122Q (900.737156 sec): 3 clusters Score: Raw -146226.300230 + Penalty 466.985412 = -145759.314818 nChanged 0 SP:Iteration 123F (900.789230 sec): 3 clusters Score: Raw -146226.300230 + Penalty 466.985412 = -145759.314818 nChanged 0 Trying to split cluster 19 (1659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (900.808463 sec): 2 clusters Score: Raw -35961.751694 + Penalty 203.884183 = -35757.867511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (900.863439 sec): 3 clusters Score: Raw -35051.306767 + Penalty 407.768366 = -34643.538401 nChanged 721 SP:Iteration 1F (900.901990 sec): 3 clusters Score: Raw -35672.064930 + Penalty 407.768366 = -35264.296564 nChanged 193 SP:Iteration 2F (900.951782 sec): 3 clusters Score: Raw -35843.324456 + Penalty 407.768366 = -35435.556090 nChanged 132 SP:Iteration 3F (901.007025 sec): 3 clusters Score: Raw -35925.858686 + Penalty 407.768366 = -35518.090321 nChanged 77 SP:Iteration 4Q (901.050293 sec): 3 clusters Score: Raw -35970.973036 + Penalty 407.768366 = -35563.204670 nChanged 69 SP:Iteration 5Q (901.103732 sec): 3 clusters Score: Raw -36015.456297 + Penalty 407.768366 = -35607.687931 nChanged 57 SP:Iteration 6Q (901.137668 sec): 3 clusters Score: Raw -36048.354240 + Penalty 407.768366 = -35640.585874 nChanged 48 SP:Iteration 7Q (901.191488 sec): 3 clusters Score: Raw -36067.673198 + Penalty 407.768366 = -35659.904832 nChanged 28 SP:Iteration 8Q (901.238541 sec): 3 clusters Score: Raw -36081.667690 + Penalty 407.768366 = -35673.899324 nChanged 32 SP:Iteration 9Q (901.290202 sec): 3 clusters Score: Raw -36103.044575 + Penalty 407.768366 = -35695.276209 nChanged 30 SP:Iteration 10Q (901.342669 sec): 3 clusters Score: Raw -36124.089229 + Penalty 407.768366 = -35716.320863 nChanged 23 SP:Iteration 11Q (901.387912 sec): 3 clusters Score: Raw -36136.572159 + Penalty 407.768366 = -35728.803793 nChanged 20 SP:Iteration 12Q (901.435985 sec): 3 clusters Score: Raw -36144.678308 + Penalty 407.768366 = -35736.909942 nChanged 20 SP:Iteration 13Q (901.486025 sec): 3 clusters Score: Raw -36151.779103 + Penalty 407.768366 = -35744.010737 nChanged 11 SP:Iteration 14Q (901.530777 sec): 3 clusters Score: Raw -36154.373470 + Penalty 407.768366 = -35746.605104 nChanged 6 SP:Iteration 15Q (901.575481 sec): 3 clusters Score: Raw -36155.838179 + Penalty 407.768366 = -35748.069813 nChanged 4 SP:Iteration 16Q (901.628625 sec): 3 clusters Score: Raw -36156.812018 + Penalty 407.768366 = -35749.043652 nChanged 4 SP:Iteration 17Q (901.669712 sec): 3 clusters Score: Raw -36157.414908 + Penalty 407.768366 = -35749.646542 nChanged 4 SP:Iteration 18Q (901.723894 sec): 3 clusters Score: Raw -36158.189568 + Penalty 407.768366 = -35750.421202 nChanged 5 SP:Iteration 19Q (901.775022 sec): 3 clusters Score: Raw -36158.900534 + Penalty 407.768366 = -35751.132168 nChanged 1 SP:Iteration 20F (901.820841 sec): 3 clusters Score: Raw -36158.990657 + Penalty 407.768366 = -35751.222291 nChanged 1 SP:Iteration 21Q (901.861984 sec): 3 clusters Score: Raw -36159.091748 + Penalty 407.768366 = -35751.323382 nChanged 0 SP:Iteration 22F (901.918761 sec): 3 clusters Score: Raw -36159.091748 + Penalty 407.768366 = -35751.323382 nChanged 0 Trying to split cluster 20 (12909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (901.957192 sec): 2 clusters Score: Raw -380522.195638 + Penalty 260.306201 = -380261.889437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (902.015143 sec): 3 clusters Score: Raw -372170.083777 + Penalty 520.612401 = -371649.471376 nChanged 6171 SP:Iteration 1F (902.061168 sec): 3 clusters Score: Raw -375997.484830 + Penalty 520.612401 = -375476.872429 nChanged 793 SP:Iteration 2F (902.130935 sec): 3 clusters Score: Raw -376500.526394 + Penalty 520.612401 = -375979.913993 nChanged 914 SP:Iteration 3F (902.188491 sec): 3 clusters Score: Raw -377232.326154 + Penalty 520.612401 = -376711.713752 nChanged 932 SP:Iteration 4F (902.232133 sec): 3 clusters Score: Raw -378037.064762 + Penalty 520.612401 = -377516.452361 nChanged 868 SP:Iteration 5F (902.289284 sec): 3 clusters Score: Raw -378684.555781 + Penalty 520.612401 = -378163.943380 nChanged 626 SP:Iteration 6Q (902.358665 sec): 3 clusters Score: Raw -378996.994755 + Penalty 520.612401 = -378476.382354 nChanged 340 SP:Iteration 7Q (902.407481 sec): 3 clusters Score: Raw -379109.191530 + Penalty 520.612401 = -378588.579129 nChanged 236 SP:Iteration 8Q (902.467082 sec): 3 clusters Score: Raw -379166.322739 + Penalty 520.612401 = -378645.710338 nChanged 184 SP:Iteration 9Q (902.536008 sec): 3 clusters Score: Raw -379208.542361 + Penalty 520.612401 = -378687.929960 nChanged 155 SP:Iteration 10Q (902.584371 sec): 3 clusters Score: Raw -379242.200269 + Penalty 520.612401 = -378721.587868 nChanged 135 SP:Iteration 11Q (902.652481 sec): 3 clusters Score: Raw -379276.048704 + Penalty 520.612401 = -378755.436303 nChanged 134 SP:Iteration 12Q (902.708836 sec): 3 clusters Score: Raw -379304.306056 + Penalty 520.612401 = -378783.693655 nChanged 126 SP:Iteration 13Q (902.767871 sec): 3 clusters Score: Raw -379324.920550 + Penalty 520.612401 = -378804.308149 nChanged 97 SP:Iteration 14Q (902.811853 sec): 3 clusters Score: Raw -379337.223966 + Penalty 520.612401 = -378816.611565 nChanged 82 SP:Iteration 15Q (902.877805 sec): 3 clusters Score: Raw -379349.137665 + Penalty 520.612401 = -378828.525264 nChanged 80 SP:Iteration 16Q (902.934341 sec): 3 clusters Score: Raw -379359.301183 + Penalty 520.612401 = -378838.688782 nChanged 78 SP:Iteration 17Q (902.993056 sec): 3 clusters Score: Raw -379367.277299 + Penalty 520.612401 = -378846.664898 nChanged 62 SP:Iteration 18Q (903.047006 sec): 3 clusters Score: Raw -379374.997718 + Penalty 520.612401 = -378854.385316 nChanged 67 SP:Iteration 19Q (903.095487 sec): 3 clusters Score: Raw -379384.070014 + Penalty 520.612401 = -378863.457613 nChanged 59 SP:Iteration 20F (903.154086 sec): 3 clusters Score: Raw -379392.113050 + Penalty 520.612401 = -378871.500649 nChanged 77 SP:Iteration 21Q (903.212170 sec): 3 clusters Score: Raw -379402.921010 + Penalty 520.612401 = -378882.308609 nChanged 67 SP:Iteration 22Q (903.270518 sec): 3 clusters Score: Raw -379412.554688 + Penalty 520.612401 = -378891.942287 nChanged 77 SP:Iteration 23Q (903.329628 sec): 3 clusters Score: Raw -379422.949340 + Penalty 520.612401 = -378902.336939 nChanged 81 SP:Iteration 24Q (903.390772 sec): 3 clusters Score: Raw -379434.650321 + Penalty 520.612401 = -378914.037920 nChanged 88 SP:Iteration 25Q (903.435285 sec): 3 clusters Score: Raw -379447.993490 + Penalty 520.612401 = -378927.381089 nChanged 100 SP:Iteration 26Q (903.496410 sec): 3 clusters Score: Raw -379463.870156 + Penalty 520.612401 = -378943.257755 nChanged 94 SP:Iteration 27Q (903.547719 sec): 3 clusters Score: Raw -379480.032501 + Penalty 520.612401 = -378959.420100 nChanged 91 SP:Iteration 28Q (903.605989 sec): 3 clusters Score: Raw -379495.284777 + Penalty 520.612401 = -378974.672375 nChanged 105 SP:Iteration 29Q (903.673484 sec): 3 clusters Score: Raw -379513.891892 + Penalty 520.612401 = -378993.279491 nChanged 112 SP:Iteration 30Q (903.721698 sec): 3 clusters Score: Raw -379533.912505 + Penalty 520.612401 = -379013.300104 nChanged 111 SP:Iteration 31Q (903.788971 sec): 3 clusters Score: Raw -379557.208118 + Penalty 520.612401 = -379036.595717 nChanged 104 SP:Iteration 32Q (903.847669 sec): 3 clusters Score: Raw -379576.318338 + Penalty 520.612401 = -379055.705937 nChanged 99 SP:Iteration 33Q (903.908037 sec): 3 clusters Score: Raw -379593.123345 + Penalty 520.612401 = -379072.510944 nChanged 100 SP:Iteration 34Q (903.954857 sec): 3 clusters Score: Raw -379609.893884 + Penalty 520.612401 = -379089.281483 nChanged 106 SP:Iteration 35Q (904.024604 sec): 3 clusters Score: Raw -379628.704910 + Penalty 520.612401 = -379108.092509 nChanged 98 SP:Iteration 36Q (904.071898 sec): 3 clusters Score: Raw -379644.627238 + Penalty 520.612401 = -379124.014836 nChanged 104 SP:Iteration 37Q (904.137389 sec): 3 clusters Score: Raw -379662.538018 + Penalty 520.612401 = -379141.925617 nChanged 111 SP:Iteration 38Q (904.192272 sec): 3 clusters Score: Raw -379683.715065 + Penalty 520.612401 = -379163.102664 nChanged 128 SP:Iteration 39Q (904.237967 sec): 3 clusters Score: Raw -379710.966987 + Penalty 520.612401 = -379190.354585 nChanged 131 SP:Iteration 40F (904.299697 sec): 3 clusters Score: Raw -379741.401494 + Penalty 520.612401 = -379220.789092 nChanged 142 SP:Iteration 41Q (904.349518 sec): 3 clusters Score: Raw -379781.483595 + Penalty 520.612401 = -379260.871194 nChanged 151 SP:Iteration 42Q (904.413756 sec): 3 clusters Score: Raw -379829.012493 + Penalty 520.612401 = -379308.400092 nChanged 130 SP:Iteration 43Q (904.468182 sec): 3 clusters Score: Raw -379860.764093 + Penalty 520.612401 = -379340.151692 nChanged 111 SP:Iteration 44Q (904.520998 sec): 3 clusters Score: Raw -379886.760480 + Penalty 520.612401 = -379366.148079 nChanged 100 SP:Iteration 45Q (904.591957 sec): 3 clusters Score: Raw -379908.338533 + Penalty 520.612401 = -379387.726132 nChanged 107 SP:Iteration 46Q (904.638230 sec): 3 clusters Score: Raw -379932.607988 + Penalty 520.612401 = -379411.995587 nChanged 100 SP:Iteration 47Q (904.707867 sec): 3 clusters Score: Raw -379954.781164 + Penalty 520.612401 = -379434.168762 nChanged 101 SP:Iteration 48Q (904.760982 sec): 3 clusters Score: Raw -379977.364549 + Penalty 520.612401 = -379456.752147 nChanged 97 SP:Iteration 49Q (904.815482 sec): 3 clusters Score: Raw -380000.135228 + Penalty 520.612401 = -379479.522827 nChanged 96 SP:Iteration 50Q (904.879604 sec): 3 clusters Score: Raw -380025.879922 + Penalty 520.612401 = -379505.267521 nChanged 111 SP:Iteration 51Q (904.925620 sec): 3 clusters Score: Raw -380059.058295 + Penalty 520.612401 = -379538.445894 nChanged 132 SP:Iteration 52Q (904.990437 sec): 3 clusters Score: Raw -380097.869237 + Penalty 520.612401 = -379577.256836 nChanged 129 SP:Iteration 53Q (905.040684 sec): 3 clusters Score: Raw -380138.916717 + Penalty 520.612401 = -379618.304315 nChanged 135 SP:Iteration 54Q (905.098136 sec): 3 clusters Score: Raw -380186.294166 + Penalty 520.612401 = -379665.681765 nChanged 127 SP:Iteration 55Q (905.155480 sec): 3 clusters Score: Raw -380222.711522 + Penalty 520.612401 = -379702.099121 nChanged 109 SP:Iteration 56Q (905.205610 sec): 3 clusters Score: Raw -380252.496997 + Penalty 520.612401 = -379731.884596 nChanged 99 SP:Iteration 57Q (905.259766 sec): 3 clusters Score: Raw -380280.201160 + Penalty 520.612401 = -379759.588759 nChanged 89 SP:Iteration 58Q (905.307927 sec): 3 clusters Score: Raw -380306.166743 + Penalty 520.612401 = -379785.554342 nChanged 86 SP:Iteration 59Q (905.369802 sec): 3 clusters Score: Raw -380332.239366 + Penalty 520.612401 = -379811.626965 nChanged 88 SP:Iteration 60F (905.417732 sec): 3 clusters Score: Raw -380358.826432 + Penalty 520.612401 = -379838.214031 nChanged 87 SP:Iteration 61Q (905.468568 sec): 3 clusters Score: Raw -380384.690602 + Penalty 520.612401 = -379864.078201 nChanged 72 SP:Iteration 62Q (905.533433 sec): 3 clusters Score: Raw -380403.766646 + Penalty 520.612401 = -379883.154244 nChanged 71 SP:Iteration 63Q (905.588475 sec): 3 clusters Score: Raw -380426.171671 + Penalty 520.612401 = -379905.559270 nChanged 59 SP:Iteration 64Q (905.641133 sec): 3 clusters Score: Raw -380442.902092 + Penalty 520.612401 = -379922.289691 nChanged 51 SP:Iteration 65Q (905.696515 sec): 3 clusters Score: Raw -380455.444788 + Penalty 520.612401 = -379934.832387 nChanged 40 SP:Iteration 66Q (905.741841 sec): 3 clusters Score: Raw -380462.480828 + Penalty 520.612401 = -379941.868427 nChanged 30 SP:Iteration 67Q (905.801204 sec): 3 clusters Score: Raw -380468.550672 + Penalty 520.612401 = -379947.938271 nChanged 27 SP:Iteration 68Q (905.859658 sec): 3 clusters Score: Raw -380474.470737 + Penalty 520.612401 = -379953.858336 nChanged 32 SP:Iteration 69Q (905.920269 sec): 3 clusters Score: Raw -380480.592428 + Penalty 520.612401 = -379959.980027 nChanged 29 SP:Iteration 70Q (905.969338 sec): 3 clusters Score: Raw -380486.396189 + Penalty 520.612401 = -379965.783788 nChanged 24 SP:Iteration 71Q (906.020415 sec): 3 clusters Score: Raw -380491.111333 + Penalty 520.612401 = -379970.498932 nChanged 22 SP:Iteration 72Q (906.072020 sec): 3 clusters Score: Raw -380495.868466 + Penalty 520.612401 = -379975.256065 nChanged 19 SP:Iteration 73Q (906.128654 sec): 3 clusters Score: Raw -380498.633702 + Penalty 520.612401 = -379978.021301 nChanged 20 SP:Iteration 74Q (906.181658 sec): 3 clusters Score: Raw -380502.404881 + Penalty 520.612401 = -379981.792480 nChanged 26 SP:Iteration 75Q (906.237862 sec): 3 clusters Score: Raw -380507.817858 + Penalty 520.612401 = -379987.205457 nChanged 25 SP:Iteration 76Q (906.296166 sec): 3 clusters Score: Raw -380513.402289 + Penalty 520.612401 = -379992.789888 nChanged 22 SP:Iteration 77Q (906.354967 sec): 3 clusters Score: Raw -380518.298198 + Penalty 520.612401 = -379997.685797 nChanged 26 SP:Iteration 78Q (906.419496 sec): 3 clusters Score: Raw -380525.430552 + Penalty 520.612401 = -380004.818150 nChanged 22 SP:Iteration 79Q (906.463680 sec): 3 clusters Score: Raw -380533.048658 + Penalty 520.612401 = -380012.436257 nChanged 28 SP:Iteration 80F (906.522113 sec): 3 clusters Score: Raw -380542.758182 + Penalty 520.612401 = -380022.145781 nChanged 21 SP:Iteration 81Q (906.577125 sec): 3 clusters Score: Raw -380549.488368 + Penalty 520.612401 = -380028.875967 nChanged 19 SP:Iteration 82Q (906.619202 sec): 3 clusters Score: Raw -380558.334386 + Penalty 520.612401 = -380037.721984 nChanged 22 SP:Iteration 83Q (906.669624 sec): 3 clusters Score: Raw -380568.809638 + Penalty 520.612401 = -380048.197237 nChanged 14 SP:Iteration 84Q (906.720705 sec): 3 clusters Score: Raw -380573.640498 + Penalty 520.612401 = -380053.028096 nChanged 14 SP:Iteration 85Q (906.778344 sec): 3 clusters Score: Raw -380577.922819 + Penalty 520.612401 = -380057.310417 nChanged 16 SP:Iteration 86Q (906.831646 sec): 3 clusters Score: Raw -380584.419024 + Penalty 520.612401 = -380063.806622 nChanged 18 SP:Iteration 87Q (906.886148 sec): 3 clusters Score: Raw -380591.352611 + Penalty 520.612401 = -380070.740210 nChanged 15 SP:Iteration 88Q (906.943971 sec): 3 clusters Score: Raw -380596.415061 + Penalty 520.612401 = -380075.802660 nChanged 10 SP:Iteration 89Q (906.987580 sec): 3 clusters Score: Raw -380602.615940 + Penalty 520.612401 = -380082.003539 nChanged 13 SP:Iteration 90Q (907.041269 sec): 3 clusters Score: Raw -380607.566363 + Penalty 520.612401 = -380086.953962 nChanged 10 SP:Iteration 91Q (907.093978 sec): 3 clusters Score: Raw -380611.205705 + Penalty 520.612401 = -380090.593304 nChanged 7 SP:Iteration 92Q (907.151860 sec): 3 clusters Score: Raw -380612.925222 + Penalty 520.612401 = -380092.312821 nChanged 3 SP:Iteration 93Q (907.198630 sec): 3 clusters Score: Raw -380613.787254 + Penalty 520.612401 = -380093.174853 nChanged 5 SP:Iteration 94Q (907.264829 sec): 3 clusters Score: Raw -380615.040079 + Penalty 520.612401 = -380094.427678 nChanged 5 SP:Iteration 95Q (907.317811 sec): 3 clusters Score: Raw -380616.588757 + Penalty 520.612401 = -380095.976355 nChanged 5 SP:Iteration 96Q (907.373442 sec): 3 clusters Score: Raw -380619.045245 + Penalty 520.612401 = -380098.432844 nChanged 4 SP:Iteration 97Q (907.425514 sec): 3 clusters Score: Raw -380620.169720 + Penalty 520.612401 = -380099.557319 nChanged 2 SP:Iteration 98Q (907.481313 sec): 3 clusters Score: Raw -380620.823354 + Penalty 520.612401 = -380100.210953 nChanged 2 SP:Iteration 99Q (907.537172 sec): 3 clusters Score: Raw -380621.316301 + Penalty 520.612401 = -380100.703900 nChanged 1 SP:Iteration 100F (907.589871 sec): 3 clusters Score: Raw -380621.822503 + Penalty 520.612401 = -380101.210102 nChanged 0 Trying to split cluster 21 (821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (907.617466 sec): 2 clusters Score: Raw -23440.006959 + Penalty 184.539386 = -23255.467573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (907.653515 sec): 3 clusters Score: Raw -23039.893843 + Penalty 369.078771 = -22670.815072 nChanged 338 SP:Iteration 1F (907.713307 sec): 3 clusters Score: Raw -23303.059065 + Penalty 369.078771 = -22933.980294 nChanged 67 SP:Iteration 2F (907.755989 sec): 3 clusters Score: Raw -23352.152049 + Penalty 369.078771 = -22983.073278 nChanged 37 SP:Iteration 3Q (907.805775 sec): 3 clusters Score: Raw -23373.852779 + Penalty 369.078771 = -23004.774008 nChanged 26 SP:Iteration 4Q (907.841842 sec): 3 clusters Score: Raw -23389.962937 + Penalty 369.078771 = -23020.884166 nChanged 21 SP:Iteration 5Q (907.897798 sec): 3 clusters Score: Raw -23406.704519 + Penalty 369.078771 = -23037.625748 nChanged 23 SP:Iteration 6Q (907.940889 sec): 3 clusters Score: Raw -23418.000227 + Penalty 369.078771 = -23048.921456 nChanged 9 SP:Iteration 7Q (907.989808 sec): 3 clusters Score: Raw -23420.888854 + Penalty 369.078771 = -23051.810083 nChanged 10 SP:Iteration 8Q (908.031591 sec): 3 clusters Score: Raw -23426.681106 + Penalty 369.078771 = -23057.602334 nChanged 7 SP:Iteration 9Q (908.090724 sec): 3 clusters Score: Raw -23429.726783 + Penalty 369.078771 = -23060.648012 nChanged 3 SP:Iteration 10Q (908.128911 sec): 3 clusters Score: Raw -23430.946082 + Penalty 369.078771 = -23061.867310 nChanged 9 SP:Iteration 11Q (908.175292 sec): 3 clusters Score: Raw -23436.321826 + Penalty 369.078771 = -23067.243055 nChanged 9 SP:Iteration 12Q (908.229005 sec): 3 clusters Score: Raw -23440.367534 + Penalty 369.078771 = -23071.288763 nChanged 7 SP:Iteration 13Q (908.273823 sec): 3 clusters Score: Raw -23442.697900 + Penalty 369.078771 = -23073.619129 nChanged 8 SP:Iteration 14Q (908.313237 sec): 3 clusters Score: Raw -23447.122237 + Penalty 369.078771 = -23078.043466 nChanged 8 SP:Iteration 15Q (908.370856 sec): 3 clusters Score: Raw -23449.643248 + Penalty 369.078771 = -23080.564476 nChanged 3 SP:Iteration 16Q (908.406165 sec): 3 clusters Score: Raw -23451.713519 + Penalty 369.078771 = -23082.634748 nChanged 3 SP:Iteration 17Q (908.462336 sec): 3 clusters Score: Raw -23453.048954 + Penalty 369.078771 = -23083.970183 nChanged 5 SP:Iteration 18Q (908.505949 sec): 3 clusters Score: Raw -23455.072256 + Penalty 369.078771 = -23085.993485 nChanged 3 SP:Iteration 19Q (908.539784 sec): 3 clusters Score: Raw -23456.282391 + Penalty 369.078771 = -23087.203620 nChanged 8 SP:Iteration 20F (908.584059 sec): 3 clusters Score: Raw -23460.318466 + Penalty 369.078771 = -23091.239695 nChanged 8 SP:Iteration 21Q (908.624315 sec): 3 clusters Score: Raw -23465.637891 + Penalty 369.078771 = -23096.559120 nChanged 8 SP:Iteration 22Q (908.671594 sec): 3 clusters Score: Raw -23468.105373 + Penalty 369.078771 = -23099.026602 nChanged 4 SP:Iteration 23Q (908.725366 sec): 3 clusters Score: Raw -23469.800656 + Penalty 369.078771 = -23100.721885 nChanged 2 SP:Iteration 24Q (908.759464 sec): 3 clusters Score: Raw -23471.287801 + Penalty 369.078771 = -23102.209030 nChanged 4 SP:Iteration 25Q (908.813082 sec): 3 clusters Score: Raw -23473.434977 + Penalty 369.078771 = -23104.356206 nChanged 4 SP:Iteration 26Q (908.858223 sec): 3 clusters Score: Raw -23477.241545 + Penalty 369.078771 = -23108.162774 nChanged 5 SP:Iteration 27Q (908.901178 sec): 3 clusters Score: Raw -23480.608714 + Penalty 369.078771 = -23111.529943 nChanged 3 SP:Iteration 28Q (908.951999 sec): 3 clusters Score: Raw -23481.851697 + Penalty 369.078771 = -23112.772926 nChanged 1 SP:Iteration 29Q (909.000894 sec): 3 clusters Score: Raw -23482.170916 + Penalty 369.078771 = -23113.092145 nChanged 1 SP:Iteration 30Q (909.045060 sec): 3 clusters Score: Raw -23482.609475 + Penalty 369.078771 = -23113.530704 nChanged 1 SP:Iteration 31Q (909.095140 sec): 3 clusters Score: Raw -23482.762672 + Penalty 369.078771 = -23113.683901 nChanged 1 SP:Iteration 32Q (909.147061 sec): 3 clusters Score: Raw -23482.985559 + Penalty 369.078771 = -23113.906788 nChanged 0 SP:Iteration 33F (909.192507 sec): 3 clusters Score: Raw -23482.985559 + Penalty 369.078771 = -23113.906788 nChanged 0 Trying to split cluster 22 (2578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (909.225340 sec): 2 clusters Score: Raw -67809.763107 + Penalty 216.006153 = -67593.756954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (909.269192 sec): 3 clusters Score: Raw -66296.106992 + Penalty 432.012305 = -65864.094687 nChanged 1146 SP:Iteration 1F (909.317479 sec): 3 clusters Score: Raw -67034.799712 + Penalty 432.012305 = -66602.787406 nChanged 202 SP:Iteration 2F (909.363066 sec): 3 clusters Score: Raw -67176.273176 + Penalty 432.012305 = -66744.260870 nChanged 171 SP:Iteration 3F (909.414809 sec): 3 clusters Score: Raw -67303.973144 + Penalty 432.012305 = -66871.960839 nChanged 148 SP:Iteration 4F (909.464763 sec): 3 clusters Score: Raw -67415.564086 + Penalty 432.012305 = -66983.551781 nChanged 144 SP:Iteration 5F (909.515325 sec): 3 clusters Score: Raw -67531.799154 + Penalty 432.012305 = -67099.786849 nChanged 107 SP:Iteration 6Q (909.561500 sec): 3 clusters Score: Raw -67602.560790 + Penalty 432.012305 = -67170.548485 nChanged 81 SP:Iteration 7Q (909.606085 sec): 3 clusters Score: Raw -67645.856077 + Penalty 432.012305 = -67213.843772 nChanged 62 SP:Iteration 8Q (909.650107 sec): 3 clusters Score: Raw -67683.920345 + Penalty 432.012305 = -67251.908040 nChanged 64 SP:Iteration 9Q (909.704269 sec): 3 clusters Score: Raw -67718.005411 + Penalty 432.012305 = -67285.993106 nChanged 55 SP:Iteration 10Q (909.751963 sec): 3 clusters Score: Raw -67752.949110 + Penalty 432.012305 = -67320.936805 nChanged 61 SP:Iteration 11Q (909.795289 sec): 3 clusters Score: Raw -67790.206859 + Penalty 432.012305 = -67358.194554 nChanged 61 SP:Iteration 12Q (909.840986 sec): 3 clusters Score: Raw -67822.870260 + Penalty 432.012305 = -67390.857955 nChanged 41 SP:Iteration 13Q (909.876494 sec): 3 clusters Score: Raw -67840.597048 + Penalty 432.012305 = -67408.584743 nChanged 36 SP:Iteration 14Q (909.928484 sec): 3 clusters Score: Raw -67857.144747 + Penalty 432.012305 = -67425.132442 nChanged 33 SP:Iteration 15Q (909.968042 sec): 3 clusters Score: Raw -67873.411779 + Penalty 432.012305 = -67441.399474 nChanged 26 SP:Iteration 16Q (910.022662 sec): 3 clusters Score: Raw -67884.021427 + Penalty 432.012305 = -67452.009122 nChanged 23 SP:Iteration 17Q (910.064829 sec): 3 clusters Score: Raw -67891.785717 + Penalty 432.012305 = -67459.773412 nChanged 15 SP:Iteration 18Q (910.112898 sec): 3 clusters Score: Raw -67895.978056 + Penalty 432.012305 = -67463.965751 nChanged 10 SP:Iteration 19Q (910.154060 sec): 3 clusters Score: Raw -67897.416721 + Penalty 432.012305 = -67465.404416 nChanged 8 SP:Iteration 20F (910.205704 sec): 3 clusters Score: Raw -67898.757658 + Penalty 432.012305 = -67466.745353 nChanged 7 SP:Iteration 21Q (910.246988 sec): 3 clusters Score: Raw -67899.993193 + Penalty 432.012305 = -67467.980888 nChanged 5 SP:Iteration 22Q (910.293477 sec): 3 clusters Score: Raw -67900.834642 + Penalty 432.012305 = -67468.822337 nChanged 5 SP:Iteration 23Q (910.338067 sec): 3 clusters Score: Raw -67901.409626 + Penalty 432.012305 = -67469.397321 nChanged 1 SP:Iteration 24Q (910.389594 sec): 3 clusters Score: Raw -67901.442501 + Penalty 432.012305 = -67469.430196 nChanged 1 SP:Iteration 25Q (910.430683 sec): 3 clusters Score: Raw -67901.463233 + Penalty 432.012305 = -67469.450928 nChanged 0 SP:Iteration 26F (910.488175 sec): 3 clusters Score: Raw -67901.463233 + Penalty 432.012305 = -67469.450928 nChanged 0 Trying to split cluster 23 (730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (910.510918 sec): 2 clusters Score: Raw -14905.956860 + Penalty 181.308725 = -14724.648136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (910.555330 sec): 3 clusters Score: Raw -14554.248651 + Penalty 362.617449 = -14191.631201 nChanged 290 SP:Iteration 1F (910.595897 sec): 3 clusters Score: Raw -14784.216912 + Penalty 362.617449 = -14421.599463 nChanged 54 SP:Iteration 2F (910.647672 sec): 3 clusters Score: Raw -14833.691054 + Penalty 362.617449 = -14471.073605 nChanged 29 SP:Iteration 3Q (910.700116 sec): 3 clusters Score: Raw -14861.665774 + Penalty 362.617449 = -14499.048325 nChanged 16 SP:Iteration 4Q (910.749696 sec): 3 clusters Score: Raw -14874.645082 + Penalty 362.617449 = -14512.027632 nChanged 17 SP:Iteration 5Q (910.788930 sec): 3 clusters Score: Raw -14887.660691 + Penalty 362.617449 = -14525.043242 nChanged 12 SP:Iteration 6Q (910.831633 sec): 3 clusters Score: Raw -14894.124514 + Penalty 362.617449 = -14531.507065 nChanged 6 SP:Iteration 7Q (910.879055 sec): 3 clusters Score: Raw -14896.674130 + Penalty 362.617449 = -14534.056681 nChanged 7 SP:Iteration 8Q (910.930726 sec): 3 clusters Score: Raw -14898.657588 + Penalty 362.617449 = -14536.040139 nChanged 7 SP:Iteration 9Q (910.972973 sec): 3 clusters Score: Raw -14900.149379 + Penalty 362.617449 = -14537.531929 nChanged 3 SP:Iteration 10Q (911.007901 sec): 3 clusters Score: Raw -14901.502000 + Penalty 362.617449 = -14538.884551 nChanged 1 SP:Iteration 11Q (911.060862 sec): 3 clusters Score: Raw -14902.384975 + Penalty 362.617449 = -14539.767526 nChanged 3 SP:Iteration 12Q (911.110835 sec): 3 clusters Score: Raw -14903.072062 + Penalty 362.617449 = -14540.454613 nChanged 1 SP:Iteration 13Q (911.145257 sec): 3 clusters Score: Raw -14903.202512 + Penalty 362.617449 = -14540.585062 nChanged 0 SP:Iteration 14F (911.189624 sec): 3 clusters Score: Raw -14903.202512 + Penalty 362.617449 = -14540.585062 nChanged 0 Trying to split cluster 24 (87248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (911.294679 sec): 2 clusters Score: Raw -2455792.420082 + Penalty 312.854023 = -2455479.566060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (911.408056 sec): 3 clusters Score: Raw -2396821.549777 + Penalty 625.708045 = -2396195.841732 nChanged 42928 SP:Iteration 1F (911.523979 sec): 3 clusters Score: Raw -2425607.426036 + Penalty 625.708045 = -2424981.717990 nChanged 6493 SP:Iteration 2F (911.637618 sec): 3 clusters Score: Raw -2429356.664668 + Penalty 625.708045 = -2428730.956623 nChanged 6691 SP:Iteration 3F (911.752605 sec): 3 clusters Score: Raw -2434284.564688 + Penalty 625.708045 = -2433658.856642 nChanged 6847 SP:Iteration 4F (911.871141 sec): 3 clusters Score: Raw -2440496.785409 + Penalty 625.708045 = -2439871.077363 nChanged 6403 SP:Iteration 5F (911.986129 sec): 3 clusters Score: Raw -2446897.715601 + Penalty 625.708045 = -2446272.007556 nChanged 4795 SP:Iteration 6F (912.094214 sec): 3 clusters Score: Raw -2451830.894193 + Penalty 625.708045 = -2451205.186148 nChanged 2733 SP:Iteration 7Q (912.199459 sec): 3 clusters Score: Raw -2454508.712792 + Penalty 625.708045 = -2453883.004747 nChanged 1068 SP:Iteration 8Q (912.317439 sec): 3 clusters Score: Raw -2455455.818722 + Penalty 625.708045 = -2454830.110676 nChanged 344 SP:Iteration 9Q (912.426992 sec): 3 clusters Score: Raw -2455740.926913 + Penalty 625.708045 = -2455115.218867 nChanged 91 SP:Iteration 10Q (912.528100 sec): 3 clusters Score: Raw -2455808.098936 + Penalty 625.708045 = -2455182.390891 nChanged 33 SP:Iteration 11Q (912.639790 sec): 3 clusters Score: Raw -2455838.952128 + Penalty 625.708045 = -2455213.244082 nChanged 21 SP:Iteration 12Q (912.748073 sec): 3 clusters Score: Raw -2455855.892910 + Penalty 625.708045 = -2455230.184865 nChanged 5 SP:Iteration 13Q (912.854310 sec): 3 clusters Score: Raw -2455858.630558 + Penalty 625.708045 = -2455232.922512 nChanged 2 SP:Iteration 14Q (912.983608 sec): 3 clusters Score: Raw -2455860.332921 + Penalty 625.708045 = -2455234.624876 nChanged 3 SP:Iteration 15Q (913.094263 sec): 3 clusters Score: Raw -2455862.435714 + Penalty 625.708045 = -2455236.727668 nChanged 2 SP:Iteration 16Q (913.204855 sec): 3 clusters Score: Raw -2455864.243990 + Penalty 625.708045 = -2455238.535944 nChanged 3 SP:Iteration 17Q (913.304709 sec): 3 clusters Score: Raw -2455867.273506 + Penalty 625.708045 = -2455241.565460 nChanged 2 SP:Iteration 18Q (913.400895 sec): 3 clusters Score: Raw -2455870.425253 + Penalty 625.708045 = -2455244.717208 nChanged 3 SP:Iteration 19Q (913.490984 sec): 3 clusters Score: Raw -2455873.588746 + Penalty 625.708045 = -2455247.880700 nChanged 3 SP:Iteration 20F (913.609432 sec): 3 clusters Score: Raw -2455874.997732 + Penalty 625.708045 = -2455249.289686 nChanged 3 SP:Iteration 21Q (913.701987 sec): 3 clusters Score: Raw -2455876.522082 + Penalty 625.708045 = -2455250.814036 nChanged 1 SP:Iteration 22Q (913.804016 sec): 3 clusters Score: Raw -2455877.275821 + Penalty 625.708045 = -2455251.567775 nChanged 2 SP:Iteration 23Q (913.911396 sec): 3 clusters Score: Raw -2455878.062944 + Penalty 625.708045 = -2455252.354898 nChanged 1 SP:Iteration 24Q (914.016871 sec): 3 clusters Score: Raw -2455879.067109 + Penalty 625.708045 = -2455253.359064 nChanged 1 SP:Iteration 25Q (914.114337 sec): 3 clusters Score: Raw -2455879.254083 + Penalty 625.708045 = -2455253.546038 nChanged 0 SP:Iteration 26F (914.230967 sec): 3 clusters Score: Raw -2455879.254083 + Penalty 625.708045 = -2455253.546038 nChanged 0 Trying to split cluster 25 (556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (914.266893 sec): 2 clusters Score: Raw -12380.219889 + Penalty 173.821128 = -12206.398761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (914.312649 sec): 3 clusters Score: Raw -12088.696401 + Penalty 347.642256 = -11741.054145 nChanged 236 SP:Iteration 1F (914.363610 sec): 3 clusters Score: Raw -12296.442032 + Penalty 347.642256 = -11948.799776 nChanged 57 SP:Iteration 2F (914.408006 sec): 3 clusters Score: Raw -12363.627950 + Penalty 347.642256 = -12015.985694 nChanged 36 SP:Iteration 3F (914.450813 sec): 3 clusters Score: Raw -12409.112191 + Penalty 347.642256 = -12061.469935 nChanged 32 SP:Iteration 4F (914.493714 sec): 3 clusters Score: Raw -12461.493530 + Penalty 347.642256 = -12113.851274 nChanged 31 SP:Iteration 5F (914.546231 sec): 3 clusters Score: Raw -12509.456759 + Penalty 347.642256 = -12161.814502 nChanged 23 SP:Iteration 6Q (914.591564 sec): 3 clusters Score: Raw -12537.066172 + Penalty 347.642256 = -12189.423915 nChanged 16 SP:Iteration 7Q (914.648208 sec): 3 clusters Score: Raw -12554.183339 + Penalty 347.642256 = -12206.541083 nChanged 7 SP:Iteration 8Q (914.689546 sec): 3 clusters Score: Raw -12560.719734 + Penalty 347.642256 = -12213.077478 nChanged 9 SP:Iteration 9Q (914.739515 sec): 3 clusters Score: Raw -12566.732226 + Penalty 347.642256 = -12219.089969 nChanged 4 SP:Iteration 10Q (914.780338 sec): 3 clusters Score: Raw -12569.628655 + Penalty 347.642256 = -12221.986399 nChanged 3 SP:Iteration 11Q (914.818077 sec): 3 clusters Score: Raw -12573.615084 + Penalty 347.642256 = -12225.972827 nChanged 3 SP:Iteration 12Q (914.867842 sec): 3 clusters Score: Raw -12575.612881 + Penalty 347.642256 = -12227.970625 nChanged 3 SP:Iteration 13Q (914.915624 sec): 3 clusters Score: Raw -12579.150255 + Penalty 347.642256 = -12231.507999 nChanged 2 SP:Iteration 14Q (914.959204 sec): 3 clusters Score: Raw -12580.403272 + Penalty 347.642256 = -12232.761016 nChanged 5 SP:Iteration 15Q (915.008528 sec): 3 clusters Score: Raw -12584.786867 + Penalty 347.642256 = -12237.144611 nChanged 4 SP:Iteration 16Q (915.061298 sec): 3 clusters Score: Raw -12586.927161 + Penalty 347.642256 = -12239.284905 nChanged 1 SP:Iteration 17Q (915.100371 sec): 3 clusters Score: Raw -12587.480365 + Penalty 347.642256 = -12239.838109 nChanged 1 SP:Iteration 18Q (915.148332 sec): 3 clusters Score: Raw -12587.876524 + Penalty 347.642256 = -12240.234268 nChanged 0 SP:Iteration 19F (915.200517 sec): 3 clusters Score: Raw -12587.876524 + Penalty 347.642256 = -12240.234268 nChanged 0 Score: Raw -7174161.451280 + Penalty 9983.031758 = -7164178.419521 Splitting cluster 25 changes total score from -7164312.661502 to -7164178.419521 So it's not getting split. Trying to split cluster 26 (1375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (917.829488 sec): 2 clusters Score: Raw -26602.753458 + Penalty 198.720748 = -26404.032711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (917.864849 sec): 3 clusters Score: Raw -25844.110179 + Penalty 397.441496 = -25446.668684 nChanged 584 SP:Iteration 1F (917.911478 sec): 3 clusters Score: Raw -26283.211484 + Penalty 397.441496 = -25885.769988 nChanged 114 SP:Iteration 2F (917.958205 sec): 3 clusters Score: Raw -26376.553804 + Penalty 397.441496 = -25979.112309 nChanged 101 SP:Iteration 3F (918.001097 sec): 3 clusters Score: Raw -26426.090493 + Penalty 397.441496 = -26028.648998 nChanged 49 SP:Iteration 4Q (918.046693 sec): 3 clusters Score: Raw -26446.333800 + Penalty 397.441496 = -26048.892304 nChanged 32 SP:Iteration 5Q (918.092012 sec): 3 clusters Score: Raw -26457.183695 + Penalty 397.441496 = -26059.742199 nChanged 27 SP:Iteration 6Q (918.136768 sec): 3 clusters Score: Raw -26464.712655 + Penalty 397.441496 = -26067.271160 nChanged 15 SP:Iteration 7Q (918.192598 sec): 3 clusters Score: Raw -26469.490098 + Penalty 397.441496 = -26072.048602 nChanged 17 SP:Iteration 8Q (918.227179 sec): 3 clusters Score: Raw -26476.679765 + Penalty 397.441496 = -26079.238269 nChanged 20 SP:Iteration 9Q (918.281574 sec): 3 clusters Score: Raw -26485.799668 + Penalty 397.441496 = -26088.358172 nChanged 21 SP:Iteration 10Q (918.319370 sec): 3 clusters Score: Raw -26494.728586 + Penalty 397.441496 = -26097.287090 nChanged 20 SP:Iteration 11Q (918.360114 sec): 3 clusters Score: Raw -26504.691505 + Penalty 397.441496 = -26107.250010 nChanged 28 SP:Iteration 12Q (918.408586 sec): 3 clusters Score: Raw -26518.483412 + Penalty 397.441496 = -26121.041917 nChanged 20 SP:Iteration 13Q (918.448457 sec): 3 clusters Score: Raw -26533.632510 + Penalty 397.441496 = -26136.191014 nChanged 16 SP:Iteration 14Q (918.492333 sec): 3 clusters Score: Raw -26544.320781 + Penalty 397.441496 = -26146.879286 nChanged 22 SP:Iteration 15Q (918.547385 sec): 3 clusters Score: Raw -26558.354378 + Penalty 397.441496 = -26160.912882 nChanged 24 SP:Iteration 16Q (918.587333 sec): 3 clusters Score: Raw -26568.689736 + Penalty 397.441496 = -26171.248241 nChanged 22 SP:Iteration 17Q (918.636757 sec): 3 clusters Score: Raw -26579.941122 + Penalty 397.441496 = -26182.499626 nChanged 18 SP:Iteration 18Q (918.674796 sec): 3 clusters Score: Raw -26588.562638 + Penalty 397.441496 = -26191.121143 nChanged 17 SP:Iteration 19Q (918.722549 sec): 3 clusters Score: Raw -26596.747345 + Penalty 397.441496 = -26199.305849 nChanged 14 SP:Iteration 20F (918.766577 sec): 3 clusters Score: Raw -26605.802518 + Penalty 397.441496 = -26208.361022 nChanged 13 SP:Iteration 21Q (918.814729 sec): 3 clusters Score: Raw -26617.412149 + Penalty 397.441496 = -26219.970654 nChanged 20 SP:Iteration 22Q (918.863630 sec): 3 clusters Score: Raw -26626.708690 + Penalty 397.441496 = -26229.267194 nChanged 8 SP:Iteration 23Q (918.911152 sec): 3 clusters Score: Raw -26629.963880 + Penalty 397.441496 = -26232.522384 nChanged 8 SP:Iteration 24Q (918.952954 sec): 3 clusters Score: Raw -26631.992813 + Penalty 397.441496 = -26234.551318 nChanged 11 SP:Iteration 25Q (918.991774 sec): 3 clusters Score: Raw -26637.123558 + Penalty 397.441496 = -26239.682063 nChanged 13 SP:Iteration 26Q (919.044954 sec): 3 clusters Score: Raw -26642.456726 + Penalty 397.441496 = -26245.015231 nChanged 18 SP:Iteration 27Q (919.079220 sec): 3 clusters Score: Raw -26649.862807 + Penalty 397.441496 = -26252.421312 nChanged 14 SP:Iteration 28Q (919.128720 sec): 3 clusters Score: Raw -26655.632521 + Penalty 397.441496 = -26258.191025 nChanged 9 SP:Iteration 29Q (919.170535 sec): 3 clusters Score: Raw -26659.608309 + Penalty 397.441496 = -26262.166813 nChanged 5 SP:Iteration 30Q (919.227195 sec): 3 clusters Score: Raw -26660.607266 + Penalty 397.441496 = -26263.165770 nChanged 1 SP:Iteration 31Q (919.265147 sec): 3 clusters Score: Raw -26660.765706 + Penalty 397.441496 = -26263.324211 nChanged 2 SP:Iteration 32Q (919.312157 sec): 3 clusters Score: Raw -26661.108873 + Penalty 397.441496 = -26263.667377 nChanged 0 SP:Iteration 33F (919.363573 sec): 3 clusters Score: Raw -26661.108873 + Penalty 397.441496 = -26263.667377 nChanged 0 Trying to split cluster 27 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (919.383712 sec): 2 clusters Score: Raw -3536.372770 + Penalty 136.285244 = -3400.087526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (919.438810 sec): 3 clusters Score: Raw -3499.807097 + Penalty 272.570488 = -3227.236609 nChanged 47 SP:Iteration 1F (919.478564 sec): 3 clusters Score: Raw -3557.962773 + Penalty 272.570488 = -3285.392285 nChanged 6 SP:Iteration 2Q (919.534197 sec): 3 clusters Score: Raw -3565.318943 + Penalty 272.570488 = -3292.748454 nChanged 5 SP:Iteration 3Q (919.582636 sec): 3 clusters Score: Raw -3569.177488 + Penalty 272.570488 = -3296.607000 nChanged 1 SP:Iteration 4Q (919.632070 sec): 3 clusters Score: Raw -3569.947357 + Penalty 272.570488 = -3297.376868 nChanged 0 SP:Iteration 5F (919.668806 sec): 3 clusters Score: Raw -3569.947357 + Penalty 272.570488 = -3297.376868 nChanged 0 Trying to split cluster 28 (13930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (919.714745 sec): 2 clusters Score: Raw -438781.143248 + Penalty 262.399502 = -438518.743746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (919.773043 sec): 3 clusters Score: Raw -429870.911559 + Penalty 524.799004 = -429346.112556 nChanged 6625 SP:Iteration 1F (919.834373 sec): 3 clusters Score: Raw -434570.264762 + Penalty 524.799004 = -434045.465758 nChanged 1189 SP:Iteration 2F (919.884546 sec): 3 clusters Score: Raw -435577.135279 + Penalty 524.799004 = -435052.336276 nChanged 1123 SP:Iteration 3F (919.949784 sec): 3 clusters Score: Raw -436676.997239 + Penalty 524.799004 = -436152.198235 nChanged 856 SP:Iteration 4F (920.001237 sec): 3 clusters Score: Raw -437555.592071 + Penalty 524.799004 = -437030.793067 nChanged 563 SP:Iteration 5Q (920.058083 sec): 3 clusters Score: Raw -438078.074084 + Penalty 524.799004 = -437553.275081 nChanged 334 SP:Iteration 6Q (920.116137 sec): 3 clusters Score: Raw -438339.209378 + Penalty 524.799004 = -437814.410374 nChanged 220 SP:Iteration 7Q (920.167762 sec): 3 clusters Score: Raw -438495.638864 + Penalty 524.799004 = -437970.839861 nChanged 154 SP:Iteration 8Q (920.233033 sec): 3 clusters Score: Raw -438592.396661 + Penalty 524.799004 = -438067.597658 nChanged 114 SP:Iteration 9Q (920.285405 sec): 3 clusters Score: Raw -438653.735086 + Penalty 524.799004 = -438128.936082 nChanged 89 SP:Iteration 10Q (920.337945 sec): 3 clusters Score: Raw -438702.650714 + Penalty 524.799004 = -438177.851710 nChanged 68 SP:Iteration 11Q (920.397106 sec): 3 clusters Score: Raw -438741.213140 + Penalty 524.799004 = -438216.414137 nChanged 60 SP:Iteration 12Q (920.452590 sec): 3 clusters Score: Raw -438774.394107 + Penalty 524.799004 = -438249.595104 nChanged 47 SP:Iteration 13Q (920.504889 sec): 3 clusters Score: Raw -438800.144808 + Penalty 524.799004 = -438275.345804 nChanged 55 SP:Iteration 14Q (920.561642 sec): 3 clusters Score: Raw -438832.384085 + Penalty 524.799004 = -438307.585081 nChanged 30 SP:Iteration 15Q (920.603644 sec): 3 clusters Score: Raw -438847.958695 + Penalty 524.799004 = -438323.159692 nChanged 23 SP:Iteration 16Q (920.656485 sec): 3 clusters Score: Raw -438861.567642 + Penalty 524.799004 = -438336.768638 nChanged 15 SP:Iteration 17Q (920.710146 sec): 3 clusters Score: Raw -438869.134008 + Penalty 524.799004 = -438344.335004 nChanged 6 SP:Iteration 18Q (920.773107 sec): 3 clusters Score: Raw -438869.895442 + Penalty 524.799004 = -438345.096438 nChanged 2 SP:Iteration 19Q (920.815770 sec): 3 clusters Score: Raw -438870.405751 + Penalty 524.799004 = -438345.606747 nChanged 1 SP:Iteration 20F (920.873798 sec): 3 clusters Score: Raw -438870.719333 + Penalty 524.799004 = -438345.920329 nChanged 1 SP:Iteration 21Q (920.932570 sec): 3 clusters Score: Raw -438871.093202 + Penalty 524.799004 = -438346.294198 nChanged 1 SP:Iteration 22Q (920.981565 sec): 3 clusters Score: Raw -438871.519117 + Penalty 524.799004 = -438346.720114 nChanged 2 SP:Iteration 23Q (921.038408 sec): 3 clusters Score: Raw -438872.685648 + Penalty 524.799004 = -438347.886644 nChanged 2 SP:Iteration 24Q (921.088766 sec): 3 clusters Score: Raw -438873.486499 + Penalty 524.799004 = -438348.687495 nChanged 1 SP:Iteration 25Q (921.139328 sec): 3 clusters Score: Raw -438874.194367 + Penalty 524.799004 = -438349.395364 nChanged 2 SP:Iteration 26Q (921.193043 sec): 3 clusters Score: Raw -438875.198631 + Penalty 524.799004 = -438350.399627 nChanged 2 SP:Iteration 27Q (921.245655 sec): 3 clusters Score: Raw -438876.549973 + Penalty 524.799004 = -438351.750969 nChanged 2 SP:Iteration 28Q (921.298432 sec): 3 clusters Score: Raw -438877.446474 + Penalty 524.799004 = -438352.647471 nChanged 1 SP:Iteration 29Q (921.359578 sec): 3 clusters Score: Raw -438878.512961 + Penalty 524.799004 = -438353.713958 nChanged 3 SP:Iteration 30Q (921.404895 sec): 3 clusters Score: Raw -438880.395730 + Penalty 524.799004 = -438355.596726 nChanged 1 SP:Iteration 31Q (921.448172 sec): 3 clusters Score: Raw -438880.796087 + Penalty 524.799004 = -438355.997084 nChanged 1 SP:Iteration 32Q (921.505916 sec): 3 clusters Score: Raw -438882.025956 + Penalty 524.799004 = -438357.226952 nChanged 3 SP:Iteration 33Q (921.558906 sec): 3 clusters Score: Raw -438885.633956 + Penalty 524.799004 = -438360.834952 nChanged 2 SP:Iteration 34Q (921.603256 sec): 3 clusters Score: Raw -438889.525836 + Penalty 524.799004 = -438364.726832 nChanged 1 SP:Iteration 35Q (921.666163 sec): 3 clusters Score: Raw -438889.673533 + Penalty 524.799004 = -438364.874529 nChanged 1 SP:Iteration 36Q (921.713004 sec): 3 clusters Score: Raw -438890.046797 + Penalty 524.799004 = -438365.247793 nChanged 0 SP:Iteration 37F (921.761260 sec): 3 clusters Score: Raw -438890.046797 + Penalty 524.799004 = -438365.247793 nChanged 0 Iteration 259Q (923.480459 sec): 29 clusters Score: Raw -7173954.985119 + Penalty 9638.789284 = -7164316.195835 nChanged 97 Iteration 260F (925.997968 sec): 29 clusters Score: Raw -7173958.523780 + Penalty 9638.789284 = -7164319.734496 nChanged 80 Iteration 261Q (927.691462 sec): 29 clusters Score: Raw -7173962.127003 + Penalty 9638.789284 = -7164323.337719 nChanged 90 Iteration 262Q (929.425071 sec): 29 clusters Score: Raw -7173965.270849 + Penalty 9638.789284 = -7164326.481565 nChanged 83 Iteration 263Q (931.260367 sec): 29 clusters Score: Raw -7173967.541815 + Penalty 9638.789284 = -7164328.752532 nChanged 86 Iteration 264Q (933.023562 sec): 29 clusters Score: Raw -7173970.158531 + Penalty 9638.789284 = -7164331.369247 nChanged 81 Iteration 265Q (934.727709 sec): 29 clusters Score: Raw -7173973.575677 + Penalty 9638.789284 = -7164334.786393 nChanged 89 Iteration 266Q (936.400138 sec): 29 clusters Score: Raw -7173976.608005 + Penalty 9638.789284 = -7164337.818721 nChanged 67 Iteration 267Q (938.204775 sec): 29 clusters Score: Raw -7173979.116484 + Penalty 9638.789284 = -7164340.327200 nChanged 63 Iteration 268Q (940.003934 sec): 29 clusters Score: Raw -7173980.849301 + Penalty 9638.789284 = -7164342.060017 nChanged 61 Iteration 269Q (941.771766 sec): 29 clusters Score: Raw -7173982.565588 + Penalty 9638.789284 = -7164343.776304 nChanged 54 Iteration 270Q (943.567400 sec): 29 clusters Score: Raw -7173984.223230 + Penalty 9638.789284 = -7164345.433946 nChanged 56 Iteration 271Q (945.323954 sec): 29 clusters Score: Raw -7173986.332796 + Penalty 9638.789284 = -7164347.543512 nChanged 47 Iteration 272Q (947.266691 sec): 29 clusters Score: Raw -7173987.681382 + Penalty 9638.789284 = -7164348.892098 nChanged 38 Iteration 273Q (949.115412 sec): 29 clusters Score: Raw -7173988.622886 + Penalty 9638.789284 = -7164349.833602 nChanged 42 Iteration 274Q (950.987732 sec): 29 clusters Score: Raw -7173989.686775 + Penalty 9638.789284 = -7164350.897491 nChanged 30 Iteration 275Q (952.809252 sec): 29 clusters Score: Raw -7173990.313276 + Penalty 9638.789284 = -7164351.523992 nChanged 31 Iteration 276Q (954.696159 sec): 29 clusters Score: Raw -7173991.117741 + Penalty 9638.789284 = -7164352.328457 nChanged 32 Iteration 277Q (956.505561 sec): 29 clusters Score: Raw -7173991.821638 + Penalty 9638.789284 = -7164353.032355 nChanged 35 Iteration 278Q (958.286114 sec): 29 clusters Score: Raw -7173992.638771 + Penalty 9638.789284 = -7164353.849488 nChanged 31 Iteration 279Q (960.123700 sec): 29 clusters Score: Raw -7173993.513450 + Penalty 9638.789284 = -7164354.724166 nChanged 37 Iteration 280F (962.653227 sec): 29 clusters Score: Raw -7173994.210809 + Penalty 9638.789284 = -7164355.421525 nChanged 22 Iteration 281Q (964.480621 sec): 29 clusters Score: Raw -7173994.703501 + Penalty 9638.789284 = -7164355.914217 nChanged 23 Iteration 282Q (966.351475 sec): 29 clusters Score: Raw -7173995.098421 + Penalty 9638.789284 = -7164356.309137 nChanged 15 Iteration 283Q (968.186995 sec): 29 clusters Score: Raw -7173995.293049 + Penalty 9638.789284 = -7164356.503765 nChanged 12 Iteration 284Q (970.042793 sec): 29 clusters Score: Raw -7173995.425445 + Penalty 9638.789284 = -7164356.636161 nChanged 7 Iteration 285Q (971.987670 sec): 29 clusters Score: Raw -7173995.570137 + Penalty 9638.789284 = -7164356.780853 nChanged 10 Iteration 286Q (973.873510 sec): 29 clusters Score: Raw -7173995.743437 + Penalty 9638.789284 = -7164356.954153 nChanged 14 Iteration 287Q (975.626339 sec): 29 clusters Score: Raw -7173996.298762 + Penalty 9638.789284 = -7164357.509478 nChanged 10 Iteration 288Q (977.464975 sec): 29 clusters Score: Raw -7173996.505089 + Penalty 9638.789284 = -7164357.715805 nChanged 10 Iteration 289Q (979.316988 sec): 29 clusters Score: Raw -7173996.610377 + Penalty 9638.789284 = -7164357.821093 nChanged 5 Iteration 290Q (981.161285 sec): 29 clusters Score: Raw -7173996.648827 + Penalty 9638.789284 = -7164357.859544 nChanged 2 Iteration 291Q (983.104691 sec): 29 clusters Score: Raw -7173996.657833 + Penalty 9638.789284 = -7164357.868550 nChanged 1 Iteration 292Q (984.943732 sec): 29 clusters Score: Raw -7173996.664827 + Penalty 9638.789284 = -7164357.875543 nChanged 1 Iteration 293Q (986.871458 sec): 29 clusters Score: Raw -7173996.676256 + Penalty 9638.789284 = -7164357.886972 nChanged 1 Iteration 294Q (988.749003 sec): 29 clusters Score: Raw -7173996.679430 + Penalty 9638.789284 = -7164357.890146 nChanged 2 Iteration 295Q (990.510501 sec): 29 clusters Score: Raw -7173996.688324 + Penalty 9638.789284 = -7164357.899040 nChanged 4 Iteration 296Q (992.405489 sec): 29 clusters Score: Raw -7173996.711617 + Penalty 9638.789284 = -7164357.922333 nChanged 1 Iteration 297Q (994.185272 sec): 29 clusters Score: Raw -7173996.715441 + Penalty 9638.789284 = -7164357.926158 nChanged 2 Iteration 298Q (996.093445 sec): 29 clusters Score: Raw -7173996.725060 + Penalty 9638.789284 = -7164357.935776 nChanged 0 Writing temp clu file Because OldScore, -7164357.926158, is greater than current (better) Score,-7164357.935776 Compute initial score before splitting: Score: Raw -7173996.725060 + Penalty 9638.789284 = -7164357.935776 Trying to split cluster 1 (5694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (996.205881 sec): 2 clusters Score: Raw -132955.139966 + Penalty 237.797127 = -132717.342838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (996.260086 sec): 3 clusters Score: Raw -129394.393098 + Penalty 475.594255 = -128918.798843 nChanged 2632 SP:Iteration 1F (996.306953 sec): 3 clusters Score: Raw -130921.476347 + Penalty 475.594255 = -130445.882093 nChanged 449 SP:Iteration 2F (996.359214 sec): 3 clusters Score: Raw -131177.780307 + Penalty 475.594255 = -130702.186052 nChanged 422 SP:Iteration 3F (996.414296 sec): 3 clusters Score: Raw -131442.366175 + Penalty 475.594255 = -130966.771920 nChanged 371 SP:Iteration 4F (996.462632 sec): 3 clusters Score: Raw -131680.174609 + Penalty 475.594255 = -131204.580354 nChanged 328 SP:Iteration 5F (996.504068 sec): 3 clusters Score: Raw -131875.802863 + Penalty 475.594255 = -131400.208608 nChanged 259 SP:Iteration 6Q (996.567651 sec): 3 clusters Score: Raw -132022.665742 + Penalty 475.594255 = -131547.071487 nChanged 199 SP:Iteration 7Q (996.618904 sec): 3 clusters Score: Raw -132174.636137 + Penalty 475.594255 = -131699.041882 nChanged 208 SP:Iteration 8Q (996.662404 sec): 3 clusters Score: Raw -132321.794863 + Penalty 475.594255 = -131846.200608 nChanged 158 SP:Iteration 9Q (996.722197 sec): 3 clusters Score: Raw -132409.353691 + Penalty 475.594255 = -131933.759436 nChanged 106 SP:Iteration 10Q (996.763139 sec): 3 clusters Score: Raw -132441.766074 + Penalty 475.594255 = -131966.171819 nChanged 58 SP:Iteration 11Q (996.820947 sec): 3 clusters Score: Raw -132451.366242 + Penalty 475.594255 = -131975.771987 nChanged 39 SP:Iteration 12Q (996.873693 sec): 3 clusters Score: Raw -132457.225439 + Penalty 475.594255 = -131981.631184 nChanged 33 SP:Iteration 13Q (996.924359 sec): 3 clusters Score: Raw -132462.692507 + Penalty 475.594255 = -131987.098253 nChanged 28 SP:Iteration 14Q (996.975387 sec): 3 clusters Score: Raw -132467.207010 + Penalty 475.594255 = -131991.612755 nChanged 25 SP:Iteration 15Q (997.028956 sec): 3 clusters Score: Raw -132471.378004 + Penalty 475.594255 = -131995.783750 nChanged 29 SP:Iteration 16Q (997.080751 sec): 3 clusters Score: Raw -132479.414491 + Penalty 475.594255 = -132003.820236 nChanged 45 SP:Iteration 17Q (997.119475 sec): 3 clusters Score: Raw -132489.352124 + Penalty 475.594255 = -132013.757869 nChanged 40 SP:Iteration 18Q (997.177374 sec): 3 clusters Score: Raw -132498.581327 + Penalty 475.594255 = -132022.987072 nChanged 40 SP:Iteration 19Q (997.222548 sec): 3 clusters Score: Raw -132508.169988 + Penalty 475.594255 = -132032.575733 nChanged 46 SP:Iteration 20F (997.274349 sec): 3 clusters Score: Raw -132520.801276 + Penalty 475.594255 = -132045.207021 nChanged 49 SP:Iteration 21Q (997.326557 sec): 3 clusters Score: Raw -132531.998363 + Penalty 475.594255 = -132056.404109 nChanged 42 SP:Iteration 22Q (997.368693 sec): 3 clusters Score: Raw -132542.444822 + Penalty 475.594255 = -132066.850567 nChanged 47 SP:Iteration 23Q (997.429928 sec): 3 clusters Score: Raw -132557.495001 + Penalty 475.594255 = -132081.900746 nChanged 54 SP:Iteration 24Q (997.477170 sec): 3 clusters Score: Raw -132578.181916 + Penalty 475.594255 = -132102.587661 nChanged 57 SP:Iteration 25Q (997.516254 sec): 3 clusters Score: Raw -132596.755770 + Penalty 475.594255 = -132121.161515 nChanged 62 SP:Iteration 26Q (997.574307 sec): 3 clusters Score: Raw -132618.587599 + Penalty 475.594255 = -132142.993344 nChanged 58 SP:Iteration 27Q (997.622472 sec): 3 clusters Score: Raw -132636.858549 + Penalty 475.594255 = -132161.264294 nChanged 54 SP:Iteration 28Q (997.663595 sec): 3 clusters Score: Raw -132652.152865 + Penalty 475.594255 = -132176.558611 nChanged 49 SP:Iteration 29Q (997.710556 sec): 3 clusters Score: Raw -132667.345814 + Penalty 475.594255 = -132191.751560 nChanged 56 SP:Iteration 30Q (997.764463 sec): 3 clusters Score: Raw -132687.005692 + Penalty 475.594255 = -132211.411438 nChanged 48 SP:Iteration 31Q (997.817795 sec): 3 clusters Score: Raw -132704.970617 + Penalty 475.594255 = -132229.376362 nChanged 63 SP:Iteration 32Q (997.874705 sec): 3 clusters Score: Raw -132741.932986 + Penalty 475.594255 = -132266.338731 nChanged 62 SP:Iteration 33Q (997.924880 sec): 3 clusters Score: Raw -132780.637358 + Penalty 475.594255 = -132305.043104 nChanged 60 SP:Iteration 34Q (997.972348 sec): 3 clusters Score: Raw -132821.219008 + Penalty 475.594255 = -132345.624753 nChanged 57 SP:Iteration 35Q (998.021943 sec): 3 clusters Score: Raw -132861.036387 + Penalty 475.594255 = -132385.442132 nChanged 39 SP:Iteration 36Q (998.075171 sec): 3 clusters Score: Raw -132890.731416 + Penalty 475.594255 = -132415.137161 nChanged 32 SP:Iteration 37Q (998.120004 sec): 3 clusters Score: Raw -132911.290684 + Penalty 475.594255 = -132435.696429 nChanged 34 SP:Iteration 38Q (998.171049 sec): 3 clusters Score: Raw -132924.839698 + Penalty 475.594255 = -132449.245443 nChanged 24 SP:Iteration 39Q (998.222439 sec): 3 clusters Score: Raw -132930.630957 + Penalty 475.594255 = -132455.036702 nChanged 12 SP:Iteration 40F (998.275484 sec): 3 clusters Score: Raw -132933.358476 + Penalty 475.594255 = -132457.764222 nChanged 9 SP:Iteration 41Q (998.328503 sec): 3 clusters Score: Raw -132936.460242 + Penalty 475.594255 = -132460.865988 nChanged 14 SP:Iteration 42Q (998.379748 sec): 3 clusters Score: Raw -132940.116786 + Penalty 475.594255 = -132464.522531 nChanged 6 SP:Iteration 43Q (998.426441 sec): 3 clusters Score: Raw -132941.213506 + Penalty 475.594255 = -132465.619252 nChanged 5 SP:Iteration 44Q (998.474235 sec): 3 clusters Score: Raw -132942.777365 + Penalty 475.594255 = -132467.183111 nChanged 10 SP:Iteration 45Q (998.531196 sec): 3 clusters Score: Raw -132945.589366 + Penalty 475.594255 = -132469.995111 nChanged 12 SP:Iteration 46Q (998.575996 sec): 3 clusters Score: Raw -132949.752737 + Penalty 475.594255 = -132474.158483 nChanged 11 SP:Iteration 47Q (998.631717 sec): 3 clusters Score: Raw -132954.046062 + Penalty 475.594255 = -132478.451807 nChanged 10 SP:Iteration 48Q (998.674803 sec): 3 clusters Score: Raw -132957.438862 + Penalty 475.594255 = -132481.844607 nChanged 9 SP:Iteration 49Q (998.729261 sec): 3 clusters Score: Raw -132960.459908 + Penalty 475.594255 = -132484.865654 nChanged 9 SP:Iteration 50Q (998.775153 sec): 3 clusters Score: Raw -132962.595374 + Penalty 475.594255 = -132487.001120 nChanged 5 SP:Iteration 51Q (998.833451 sec): 3 clusters Score: Raw -132963.834439 + Penalty 475.594255 = -132488.240185 nChanged 3 SP:Iteration 52Q (998.887917 sec): 3 clusters Score: Raw -132964.737929 + Penalty 475.594255 = -132489.143675 nChanged 2 SP:Iteration 53Q (998.935934 sec): 3 clusters Score: Raw -132964.934940 + Penalty 475.594255 = -132489.340686 nChanged 0 SP:Iteration 54F (998.984849 sec): 3 clusters Score: Raw -132964.934940 + Penalty 475.594255 = -132489.340686 nChanged 0 Trying to split cluster 2 (4871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (999.011701 sec): 2 clusters Score: Raw -138465.369455 + Penalty 233.504000 = -138231.865455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (999.056047 sec): 3 clusters Score: Raw -135476.942103 + Penalty 467.007999 = -135009.934104 nChanged 2227 SP:Iteration 1F (999.108816 sec): 3 clusters Score: Raw -136751.377243 + Penalty 467.007999 = -136284.369243 nChanged 242 SP:Iteration 2Q (999.142902 sec): 3 clusters Score: Raw -136846.610052 + Penalty 467.007999 = -136379.602053 nChanged 249 SP:Iteration 3F (999.199504 sec): 3 clusters Score: Raw -136952.879793 + Penalty 467.007999 = -136485.871794 nChanged 212 SP:Iteration 4Q (999.253975 sec): 3 clusters Score: Raw -137077.138549 + Penalty 467.007999 = -136610.130549 nChanged 236 SP:Iteration 5Q (999.295435 sec): 3 clusters Score: Raw -137219.256656 + Penalty 467.007999 = -136752.248656 nChanged 246 SP:Iteration 6F (999.346822 sec): 3 clusters Score: Raw -137370.679516 + Penalty 467.007999 = -136903.671516 nChanged 230 SP:Iteration 7Q (999.399753 sec): 3 clusters Score: Raw -137516.638048 + Penalty 467.007999 = -137049.630048 nChanged 242 SP:Iteration 8Q (999.437524 sec): 3 clusters Score: Raw -137651.456566 + Penalty 467.007999 = -137184.448566 nChanged 189 SP:Iteration 9Q (999.497471 sec): 3 clusters Score: Raw -137727.503733 + Penalty 467.007999 = -137260.495734 nChanged 112 SP:Iteration 10Q (999.544436 sec): 3 clusters Score: Raw -137757.504555 + Penalty 467.007999 = -137290.496556 nChanged 77 SP:Iteration 11Q (999.599859 sec): 3 clusters Score: Raw -137774.633082 + Penalty 467.007999 = -137307.625083 nChanged 64 SP:Iteration 12Q (999.648528 sec): 3 clusters Score: Raw -137790.016276 + Penalty 467.007999 = -137323.008276 nChanged 66 SP:Iteration 13Q (999.693631 sec): 3 clusters Score: Raw -137807.110129 + Penalty 467.007999 = -137340.102130 nChanged 66 SP:Iteration 14Q (999.735081 sec): 3 clusters Score: Raw -137825.446698 + Penalty 467.007999 = -137358.438699 nChanged 70 SP:Iteration 15Q (999.787200 sec): 3 clusters Score: Raw -137847.736836 + Penalty 467.007999 = -137380.728837 nChanged 71 SP:Iteration 16Q (999.834035 sec): 3 clusters Score: Raw -137870.634605 + Penalty 467.007999 = -137403.626606 nChanged 76 SP:Iteration 17Q (999.893577 sec): 3 clusters Score: Raw -137900.555022 + Penalty 467.007999 = -137433.547022 nChanged 95 SP:Iteration 18Q (999.942405 sec): 3 clusters Score: Raw -137937.061210 + Penalty 467.007999 = -137470.053210 nChanged 89 SP:Iteration 19Q (999.982543 sec): 3 clusters Score: Raw -137968.620782 + Penalty 467.007999 = -137501.612783 nChanged 83 SP:Iteration 20F (1000.032666 sec): 3 clusters Score: Raw -138008.303529 + Penalty 467.007999 = -137541.295530 nChanged 99 SP:Iteration 21Q (1000.077708 sec): 3 clusters Score: Raw -138059.531990 + Penalty 467.007999 = -137592.523990 nChanged 98 SP:Iteration 22Q (1000.133257 sec): 3 clusters Score: Raw -138104.677923 + Penalty 467.007999 = -137637.669924 nChanged 79 SP:Iteration 23Q (1000.183599 sec): 3 clusters Score: Raw -138135.038188 + Penalty 467.007999 = -137668.030189 nChanged 67 SP:Iteration 24Q (1000.236272 sec): 3 clusters Score: Raw -138162.727552 + Penalty 467.007999 = -137695.719553 nChanged 65 SP:Iteration 25Q (1000.283138 sec): 3 clusters Score: Raw -138185.249495 + Penalty 467.007999 = -137718.241495 nChanged 58 SP:Iteration 26Q (1000.339422 sec): 3 clusters Score: Raw -138202.257247 + Penalty 467.007999 = -137735.249248 nChanged 47 SP:Iteration 27Q (1000.379737 sec): 3 clusters Score: Raw -138214.845953 + Penalty 467.007999 = -137747.837954 nChanged 39 SP:Iteration 28Q (1000.437269 sec): 3 clusters Score: Raw -138223.202226 + Penalty 467.007999 = -137756.194226 nChanged 34 SP:Iteration 29Q (1000.484414 sec): 3 clusters Score: Raw -138229.937194 + Penalty 467.007999 = -137762.929195 nChanged 32 SP:Iteration 30Q (1000.533826 sec): 3 clusters Score: Raw -138237.519771 + Penalty 467.007999 = -137770.511772 nChanged 31 SP:Iteration 31Q (1000.582905 sec): 3 clusters Score: Raw -138244.447392 + Penalty 467.007999 = -137777.439393 nChanged 35 SP:Iteration 32Q (1000.628029 sec): 3 clusters Score: Raw -138252.517881 + Penalty 467.007999 = -137785.509882 nChanged 33 SP:Iteration 33Q (1000.680835 sec): 3 clusters Score: Raw -138258.533560 + Penalty 467.007999 = -137791.525560 nChanged 26 SP:Iteration 34Q (1000.731238 sec): 3 clusters Score: Raw -138262.804089 + Penalty 467.007999 = -137795.796089 nChanged 30 SP:Iteration 35Q (1000.782774 sec): 3 clusters Score: Raw -138268.244661 + Penalty 467.007999 = -137801.236661 nChanged 29 SP:Iteration 36Q (1000.840671 sec): 3 clusters Score: Raw -138275.389035 + Penalty 467.007999 = -137808.381036 nChanged 31 SP:Iteration 37Q (1000.878738 sec): 3 clusters Score: Raw -138284.491139 + Penalty 467.007999 = -137817.483140 nChanged 40 SP:Iteration 38Q (1000.935809 sec): 3 clusters Score: Raw -138294.980853 + Penalty 467.007999 = -137827.972853 nChanged 27 SP:Iteration 39Q (1000.983557 sec): 3 clusters Score: Raw -138301.767188 + Penalty 467.007999 = -137834.759189 nChanged 31 SP:Iteration 40F (1001.025948 sec): 3 clusters Score: Raw -138309.853543 + Penalty 467.007999 = -137842.845544 nChanged 34 SP:Iteration 41Q (1001.079581 sec): 3 clusters Score: Raw -138319.216366 + Penalty 467.007999 = -137852.208366 nChanged 32 SP:Iteration 42Q (1001.130132 sec): 3 clusters Score: Raw -138328.278705 + Penalty 467.007999 = -137861.270706 nChanged 34 SP:Iteration 43Q (1001.176153 sec): 3 clusters Score: Raw -138339.366663 + Penalty 467.007999 = -137872.358663 nChanged 36 SP:Iteration 44Q (1001.223996 sec): 3 clusters Score: Raw -138348.205598 + Penalty 467.007999 = -137881.197599 nChanged 30 SP:Iteration 45Q (1001.275162 sec): 3 clusters Score: Raw -138355.415704 + Penalty 467.007999 = -137888.407705 nChanged 33 SP:Iteration 46Q (1001.328493 sec): 3 clusters Score: Raw -138366.682212 + Penalty 467.007999 = -137899.674213 nChanged 27 SP:Iteration 47Q (1001.369251 sec): 3 clusters Score: Raw -138373.067458 + Penalty 467.007999 = -137906.059459 nChanged 21 SP:Iteration 48Q (1001.420664 sec): 3 clusters Score: Raw -138377.179500 + Penalty 467.007999 = -137910.171501 nChanged 15 SP:Iteration 49Q (1001.477250 sec): 3 clusters Score: Raw -138380.059377 + Penalty 467.007999 = -137913.051378 nChanged 14 SP:Iteration 50Q (1001.525109 sec): 3 clusters Score: Raw -138382.351369 + Penalty 467.007999 = -137915.343370 nChanged 11 SP:Iteration 51Q (1001.578755 sec): 3 clusters Score: Raw -138385.079646 + Penalty 467.007999 = -137918.071647 nChanged 19 SP:Iteration 52Q (1001.626071 sec): 3 clusters Score: Raw -138389.623731 + Penalty 467.007999 = -137922.615731 nChanged 14 SP:Iteration 53Q (1001.673220 sec): 3 clusters Score: Raw -138393.321463 + Penalty 467.007999 = -137926.313463 nChanged 14 SP:Iteration 54Q (1001.719588 sec): 3 clusters Score: Raw -138396.049319 + Penalty 467.007999 = -137929.041319 nChanged 13 SP:Iteration 55Q (1001.761581 sec): 3 clusters Score: Raw -138398.077557 + Penalty 467.007999 = -137931.069558 nChanged 14 SP:Iteration 56Q (1001.812472 sec): 3 clusters Score: Raw -138400.600109 + Penalty 467.007999 = -137933.592109 nChanged 22 SP:Iteration 57Q (1001.863534 sec): 3 clusters Score: Raw -138406.999254 + Penalty 467.007999 = -137939.991255 nChanged 24 SP:Iteration 58Q (1001.904989 sec): 3 clusters Score: Raw -138412.142164 + Penalty 467.007999 = -137945.134165 nChanged 22 SP:Iteration 59Q (1001.957503 sec): 3 clusters Score: Raw -138418.129618 + Penalty 467.007999 = -137951.121619 nChanged 20 SP:Iteration 60F (1002.019600 sec): 3 clusters Score: Raw -138424.090127 + Penalty 467.007999 = -137957.082128 nChanged 24 SP:Iteration 61Q (1002.063850 sec): 3 clusters Score: Raw -138430.167926 + Penalty 467.007999 = -137963.159926 nChanged 14 SP:Iteration 62Q (1002.114077 sec): 3 clusters Score: Raw -138433.497289 + Penalty 467.007999 = -137966.489290 nChanged 15 SP:Iteration 63Q (1002.156845 sec): 3 clusters Score: Raw -138438.513448 + Penalty 467.007999 = -137971.505448 nChanged 19 SP:Iteration 64Q (1002.207485 sec): 3 clusters Score: Raw -138445.352203 + Penalty 467.007999 = -137978.344203 nChanged 20 SP:Iteration 65Q (1002.255057 sec): 3 clusters Score: Raw -138451.273229 + Penalty 467.007999 = -137984.265230 nChanged 11 SP:Iteration 66Q (1002.308586 sec): 3 clusters Score: Raw -138453.065965 + Penalty 467.007999 = -137986.057966 nChanged 8 SP:Iteration 67Q (1002.349428 sec): 3 clusters Score: Raw -138454.550097 + Penalty 467.007999 = -137987.542098 nChanged 5 SP:Iteration 68Q (1002.397258 sec): 3 clusters Score: Raw -138455.417116 + Penalty 467.007999 = -137988.409117 nChanged 3 SP:Iteration 69Q (1002.449409 sec): 3 clusters Score: Raw -138455.724894 + Penalty 467.007999 = -137988.716895 nChanged 3 SP:Iteration 70Q (1002.495057 sec): 3 clusters Score: Raw -138456.206412 + Penalty 467.007999 = -137989.198413 nChanged 4 SP:Iteration 71Q (1002.542474 sec): 3 clusters Score: Raw -138457.003626 + Penalty 467.007999 = -137989.995626 nChanged 4 SP:Iteration 72Q (1002.592180 sec): 3 clusters Score: Raw -138457.564087 + Penalty 467.007999 = -137990.556087 nChanged 4 SP:Iteration 73Q (1002.645079 sec): 3 clusters Score: Raw -138458.423027 + Penalty 467.007999 = -137991.415028 nChanged 9 SP:Iteration 74Q (1002.699157 sec): 3 clusters Score: Raw -138460.596236 + Penalty 467.007999 = -137993.588237 nChanged 8 SP:Iteration 75Q (1002.746866 sec): 3 clusters Score: Raw -138462.645489 + Penalty 467.007999 = -137995.637489 nChanged 7 SP:Iteration 76Q (1002.799840 sec): 3 clusters Score: Raw -138463.874699 + Penalty 467.007999 = -137996.866700 nChanged 6 SP:Iteration 77Q (1002.836693 sec): 3 clusters Score: Raw -138465.407662 + Penalty 467.007999 = -137998.399663 nChanged 7 SP:Iteration 78Q (1002.887201 sec): 3 clusters Score: Raw -138467.106210 + Penalty 467.007999 = -138000.098211 nChanged 5 SP:Iteration 79Q (1002.941755 sec): 3 clusters Score: Raw -138468.639376 + Penalty 467.007999 = -138001.631377 nChanged 3 SP:Iteration 80F (1002.996776 sec): 3 clusters Score: Raw -138469.521142 + Penalty 467.007999 = -138002.513143 nChanged 2 SP:Iteration 81Q (1003.042343 sec): 3 clusters Score: Raw -138469.849095 + Penalty 467.007999 = -138002.841095 nChanged 3 SP:Iteration 82Q (1003.089396 sec): 3 clusters Score: Raw -138470.353947 + Penalty 467.007999 = -138003.345947 nChanged 4 SP:Iteration 83Q (1003.145924 sec): 3 clusters Score: Raw -138471.116269 + Penalty 467.007999 = -138004.108270 nChanged 4 SP:Iteration 84Q (1003.186146 sec): 3 clusters Score: Raw -138471.753505 + Penalty 467.007999 = -138004.745506 nChanged 3 SP:Iteration 85Q (1003.245292 sec): 3 clusters Score: Raw -138471.907922 + Penalty 467.007999 = -138004.899923 nChanged 2 SP:Iteration 86Q (1003.287824 sec): 3 clusters Score: Raw -138472.190741 + Penalty 467.007999 = -138005.182742 nChanged 4 SP:Iteration 87Q (1003.342104 sec): 3 clusters Score: Raw -138473.286443 + Penalty 467.007999 = -138006.278444 nChanged 6 SP:Iteration 88Q (1003.395333 sec): 3 clusters Score: Raw -138474.465358 + Penalty 467.007999 = -138007.457359 nChanged 3 SP:Iteration 89Q (1003.444173 sec): 3 clusters Score: Raw -138474.723631 + Penalty 467.007999 = -138007.715632 nChanged 0 SP:Iteration 90F (1003.497194 sec): 3 clusters Score: Raw -138474.723631 + Penalty 467.007999 = -138007.715632 nChanged 0 Trying to split cluster 3 (6785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1003.527003 sec): 2 clusters Score: Raw -164827.242250 + Penalty 242.617913 = -164584.624337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1003.581900 sec): 3 clusters Score: Raw -160490.110971 + Penalty 485.235826 = -160004.875144 nChanged 3228 SP:Iteration 1F (1003.621987 sec): 3 clusters Score: Raw -162559.987330 + Penalty 485.235826 = -162074.751503 nChanged 476 SP:Iteration 2F (1003.682166 sec): 3 clusters Score: Raw -162852.821685 + Penalty 485.235826 = -162367.585858 nChanged 483 SP:Iteration 3F (1003.719543 sec): 3 clusters Score: Raw -163197.164178 + Penalty 485.235826 = -162711.928352 nChanged 479 SP:Iteration 4F (1003.780632 sec): 3 clusters Score: Raw -163565.297311 + Penalty 485.235826 = -163080.061485 nChanged 409 SP:Iteration 5F (1003.819155 sec): 3 clusters Score: Raw -163797.966337 + Penalty 485.235826 = -163312.730510 nChanged 294 SP:Iteration 6Q (1003.880708 sec): 3 clusters Score: Raw -163928.417192 + Penalty 485.235826 = -163443.181365 nChanged 211 SP:Iteration 7Q (1003.925461 sec): 3 clusters Score: Raw -164016.032292 + Penalty 485.235826 = -163530.796465 nChanged 160 SP:Iteration 8Q (1003.970353 sec): 3 clusters Score: Raw -164081.210497 + Penalty 485.235826 = -163595.974671 nChanged 175 SP:Iteration 9Q (1004.025235 sec): 3 clusters Score: Raw -164160.221644 + Penalty 485.235826 = -163674.985818 nChanged 166 SP:Iteration 10Q (1004.074412 sec): 3 clusters Score: Raw -164243.784822 + Penalty 485.235826 = -163758.548995 nChanged 182 SP:Iteration 11Q (1004.125209 sec): 3 clusters Score: Raw -164332.874015 + Penalty 485.235826 = -163847.638189 nChanged 150 SP:Iteration 12Q (1004.177144 sec): 3 clusters Score: Raw -164403.122581 + Penalty 485.235826 = -163917.886754 nChanged 132 SP:Iteration 13Q (1004.228130 sec): 3 clusters Score: Raw -164445.322770 + Penalty 485.235826 = -163960.086943 nChanged 108 SP:Iteration 14Q (1004.289619 sec): 3 clusters Score: Raw -164479.093254 + Penalty 485.235826 = -163993.857428 nChanged 92 SP:Iteration 15Q (1004.341618 sec): 3 clusters Score: Raw -164502.326874 + Penalty 485.235826 = -164017.091047 nChanged 82 SP:Iteration 16Q (1004.392605 sec): 3 clusters Score: Raw -164523.856856 + Penalty 485.235826 = -164038.621029 nChanged 71 SP:Iteration 17Q (1004.439679 sec): 3 clusters Score: Raw -164539.805409 + Penalty 485.235826 = -164054.569583 nChanged 71 SP:Iteration 18Q (1004.489893 sec): 3 clusters Score: Raw -164556.576008 + Penalty 485.235826 = -164071.340181 nChanged 55 SP:Iteration 19Q (1004.536236 sec): 3 clusters Score: Raw -164566.150747 + Penalty 485.235826 = -164080.914920 nChanged 33 SP:Iteration 20F (1004.592838 sec): 3 clusters Score: Raw -164570.684715 + Penalty 485.235826 = -164085.448888 nChanged 20 SP:Iteration 21Q (1004.636640 sec): 3 clusters Score: Raw -164572.494317 + Penalty 485.235826 = -164087.258490 nChanged 19 SP:Iteration 22Q (1004.698592 sec): 3 clusters Score: Raw -164573.618962 + Penalty 485.235826 = -164088.383136 nChanged 17 SP:Iteration 23Q (1004.753550 sec): 3 clusters Score: Raw -164575.178863 + Penalty 485.235826 = -164089.943037 nChanged 17 SP:Iteration 24Q (1004.803716 sec): 3 clusters Score: Raw -164577.293497 + Penalty 485.235826 = -164092.057671 nChanged 23 SP:Iteration 25Q (1004.858358 sec): 3 clusters Score: Raw -164579.059036 + Penalty 485.235826 = -164093.823209 nChanged 18 SP:Iteration 26Q (1004.899706 sec): 3 clusters Score: Raw -164580.729560 + Penalty 485.235826 = -164095.493733 nChanged 22 SP:Iteration 27Q (1004.951729 sec): 3 clusters Score: Raw -164583.598346 + Penalty 485.235826 = -164098.362520 nChanged 26 SP:Iteration 28Q (1005.005518 sec): 3 clusters Score: Raw -164588.682331 + Penalty 485.235826 = -164103.446505 nChanged 33 SP:Iteration 29Q (1005.060764 sec): 3 clusters Score: Raw -164597.852100 + Penalty 485.235826 = -164112.616274 nChanged 37 SP:Iteration 30Q (1005.104282 sec): 3 clusters Score: Raw -164610.121869 + Penalty 485.235826 = -164124.886042 nChanged 53 SP:Iteration 31Q (1005.152981 sec): 3 clusters Score: Raw -164630.974578 + Penalty 485.235826 = -164145.738751 nChanged 61 SP:Iteration 32Q (1005.201525 sec): 3 clusters Score: Raw -164656.476638 + Penalty 485.235826 = -164171.240812 nChanged 62 SP:Iteration 33Q (1005.243130 sec): 3 clusters Score: Raw -164685.562096 + Penalty 485.235826 = -164200.326270 nChanged 71 SP:Iteration 34Q (1005.301139 sec): 3 clusters Score: Raw -164717.354871 + Penalty 485.235826 = -164232.119044 nChanged 72 SP:Iteration 35Q (1005.345104 sec): 3 clusters Score: Raw -164749.745200 + Penalty 485.235826 = -164264.509373 nChanged 78 SP:Iteration 36Q (1005.401183 sec): 3 clusters Score: Raw -164790.088302 + Penalty 485.235826 = -164304.852476 nChanged 75 SP:Iteration 37Q (1005.445750 sec): 3 clusters Score: Raw -164822.495767 + Penalty 485.235826 = -164337.259941 nChanged 64 SP:Iteration 38Q (1005.513494 sec): 3 clusters Score: Raw -164840.944871 + Penalty 485.235826 = -164355.709044 nChanged 50 SP:Iteration 39Q (1005.554333 sec): 3 clusters Score: Raw -164856.919142 + Penalty 485.235826 = -164371.683316 nChanged 49 SP:Iteration 40F (1005.618406 sec): 3 clusters Score: Raw -164874.311745 + Penalty 485.235826 = -164389.075918 nChanged 54 SP:Iteration 41Q (1005.672374 sec): 3 clusters Score: Raw -164890.447711 + Penalty 485.235826 = -164405.211884 nChanged 48 SP:Iteration 42Q (1005.721840 sec): 3 clusters Score: Raw -164899.070110 + Penalty 485.235826 = -164413.834283 nChanged 39 SP:Iteration 43Q (1005.775921 sec): 3 clusters Score: Raw -164908.771289 + Penalty 485.235826 = -164423.535462 nChanged 48 SP:Iteration 44Q (1005.824054 sec): 3 clusters Score: Raw -164918.877545 + Penalty 485.235826 = -164433.641719 nChanged 34 SP:Iteration 45Q (1005.879594 sec): 3 clusters Score: Raw -164924.495387 + Penalty 485.235826 = -164439.259561 nChanged 32 SP:Iteration 46Q (1005.929067 sec): 3 clusters Score: Raw -164929.047725 + Penalty 485.235826 = -164443.811899 nChanged 25 SP:Iteration 47Q (1005.975626 sec): 3 clusters Score: Raw -164932.405277 + Penalty 485.235826 = -164447.169451 nChanged 24 SP:Iteration 48Q (1006.031941 sec): 3 clusters Score: Raw -164936.267701 + Penalty 485.235826 = -164451.031874 nChanged 25 SP:Iteration 49Q (1006.071038 sec): 3 clusters Score: Raw -164939.740250 + Penalty 485.235826 = -164454.504424 nChanged 29 SP:Iteration 50Q (1006.122991 sec): 3 clusters Score: Raw -164943.615399 + Penalty 485.235826 = -164458.379573 nChanged 27 SP:Iteration 51Q (1006.166430 sec): 3 clusters Score: Raw -164947.865446 + Penalty 485.235826 = -164462.629619 nChanged 24 SP:Iteration 52Q (1006.226494 sec): 3 clusters Score: Raw -164952.491885 + Penalty 485.235826 = -164467.256059 nChanged 22 SP:Iteration 53Q (1006.274702 sec): 3 clusters Score: Raw -164956.883953 + Penalty 485.235826 = -164471.648126 nChanged 33 SP:Iteration 54Q (1006.327715 sec): 3 clusters Score: Raw -164963.482687 + Penalty 485.235826 = -164478.246861 nChanged 24 SP:Iteration 55Q (1006.375370 sec): 3 clusters Score: Raw -164967.228712 + Penalty 485.235826 = -164481.992886 nChanged 29 SP:Iteration 56Q (1006.425200 sec): 3 clusters Score: Raw -164971.518895 + Penalty 485.235826 = -164486.283069 nChanged 24 SP:Iteration 57Q (1006.466060 sec): 3 clusters Score: Raw -164973.908364 + Penalty 485.235826 = -164488.672538 nChanged 14 SP:Iteration 58Q (1006.521229 sec): 3 clusters Score: Raw -164975.237081 + Penalty 485.235826 = -164490.001254 nChanged 11 SP:Iteration 59Q (1006.574243 sec): 3 clusters Score: Raw -164975.846676 + Penalty 485.235826 = -164490.610850 nChanged 6 SP:Iteration 60F (1006.626434 sec): 3 clusters Score: Raw -164976.088612 + Penalty 485.235826 = -164490.852785 nChanged 4 SP:Iteration 61Q (1006.671513 sec): 3 clusters Score: Raw -164976.316136 + Penalty 485.235826 = -164491.080309 nChanged 6 SP:Iteration 62Q (1006.732620 sec): 3 clusters Score: Raw -164976.620401 + Penalty 485.235826 = -164491.384575 nChanged 4 SP:Iteration 63Q (1006.776795 sec): 3 clusters Score: Raw -164976.763086 + Penalty 485.235826 = -164491.527259 nChanged 3 SP:Iteration 64Q (1006.841357 sec): 3 clusters Score: Raw -164976.857569 + Penalty 485.235826 = -164491.621743 nChanged 3 SP:Iteration 65Q (1006.891540 sec): 3 clusters Score: Raw -164977.048774 + Penalty 485.235826 = -164491.812947 nChanged 4 SP:Iteration 66Q (1006.943874 sec): 3 clusters Score: Raw -164977.270840 + Penalty 485.235826 = -164492.035014 nChanged 3 SP:Iteration 67Q (1006.987793 sec): 3 clusters Score: Raw -164977.397265 + Penalty 485.235826 = -164492.161438 nChanged 3 SP:Iteration 68Q (1007.042944 sec): 3 clusters Score: Raw -164977.515355 + Penalty 485.235826 = -164492.279528 nChanged 3 SP:Iteration 69Q (1007.088449 sec): 3 clusters Score: Raw -164977.603607 + Penalty 485.235826 = -164492.367781 nChanged 3 SP:Iteration 70Q (1007.147934 sec): 3 clusters Score: Raw -164977.815014 + Penalty 485.235826 = -164492.579188 nChanged 2 SP:Iteration 71Q (1007.193444 sec): 3 clusters Score: Raw -164977.867823 + Penalty 485.235826 = -164492.631997 nChanged 1 SP:Iteration 72Q (1007.248224 sec): 3 clusters Score: Raw -164977.902619 + Penalty 485.235826 = -164492.666793 nChanged 2 SP:Iteration 73Q (1007.297712 sec): 3 clusters Score: Raw -164978.087539 + Penalty 485.235826 = -164492.851712 nChanged 4 SP:Iteration 74Q (1007.345393 sec): 3 clusters Score: Raw -164978.181654 + Penalty 485.235826 = -164492.945827 nChanged 2 SP:Iteration 75Q (1007.390887 sec): 3 clusters Score: Raw -164978.269310 + Penalty 485.235826 = -164493.033484 nChanged 2 SP:Iteration 76Q (1007.444096 sec): 3 clusters Score: Raw -164978.355929 + Penalty 485.235826 = -164493.120103 nChanged 1 SP:Iteration 77Q (1007.493531 sec): 3 clusters Score: Raw -164978.374628 + Penalty 485.235826 = -164493.138802 nChanged 2 SP:Iteration 78Q (1007.540607 sec): 3 clusters Score: Raw -164978.485877 + Penalty 485.235826 = -164493.250050 nChanged 3 SP:Iteration 79Q (1007.594792 sec): 3 clusters Score: Raw -164978.708741 + Penalty 485.235826 = -164493.472914 nChanged 4 SP:Iteration 80F (1007.641210 sec): 3 clusters Score: Raw -164978.857488 + Penalty 485.235826 = -164493.621662 nChanged 3 SP:Iteration 81Q (1007.694948 sec): 3 clusters Score: Raw -164979.029688 + Penalty 485.235826 = -164493.793862 nChanged 4 SP:Iteration 82Q (1007.736073 sec): 3 clusters Score: Raw -164979.340900 + Penalty 485.235826 = -164494.105073 nChanged 1 SP:Iteration 83Q (1007.795066 sec): 3 clusters Score: Raw -164979.362255 + Penalty 485.235826 = -164494.126428 nChanged 1 SP:Iteration 84Q (1007.841831 sec): 3 clusters Score: Raw -164979.378646 + Penalty 485.235826 = -164494.142820 nChanged 1 SP:Iteration 85Q (1007.891000 sec): 3 clusters Score: Raw -164979.406451 + Penalty 485.235826 = -164494.170625 nChanged 1 SP:Iteration 86Q (1007.944098 sec): 3 clusters Score: Raw -164979.495294 + Penalty 485.235826 = -164494.259468 nChanged 2 SP:Iteration 87Q (1007.989923 sec): 3 clusters Score: Raw -164979.580552 + Penalty 485.235826 = -164494.344726 nChanged 0 SP:Iteration 88F (1008.038438 sec): 3 clusters Score: Raw -164979.580552 + Penalty 485.235826 = -164494.344726 nChanged 0 Trying to split cluster 4 (4917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1008.062914 sec): 2 clusters Score: Raw -151169.546007 + Penalty 233.762481 = -150935.783526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1008.101186 sec): 3 clusters Score: Raw -148138.913250 + Penalty 467.524963 = -147671.388287 nChanged 2252 SP:Iteration 1F (1008.151729 sec): 3 clusters Score: Raw -149974.863304 + Penalty 467.524963 = -149507.338341 nChanged 469 SP:Iteration 2F (1008.200463 sec): 3 clusters Score: Raw -150426.734867 + Penalty 467.524963 = -149959.209904 nChanged 371 SP:Iteration 3F (1008.247785 sec): 3 clusters Score: Raw -150783.161854 + Penalty 467.524963 = -150315.636892 nChanged 243 SP:Iteration 4Q (1008.300862 sec): 3 clusters Score: Raw -150965.253621 + Penalty 467.524963 = -150497.728659 nChanged 167 SP:Iteration 5Q (1008.353381 sec): 3 clusters Score: Raw -151048.456992 + Penalty 467.524963 = -150580.932029 nChanged 87 SP:Iteration 6Q (1008.408067 sec): 3 clusters Score: Raw -151091.130898 + Penalty 467.524963 = -150623.605935 nChanged 57 SP:Iteration 7Q (1008.457547 sec): 3 clusters Score: Raw -151114.715557 + Penalty 467.524963 = -150647.190595 nChanged 46 SP:Iteration 8Q (1008.507406 sec): 3 clusters Score: Raw -151130.616731 + Penalty 467.524963 = -150663.091768 nChanged 51 SP:Iteration 9Q (1008.553670 sec): 3 clusters Score: Raw -151154.468479 + Penalty 467.524963 = -150686.943516 nChanged 60 SP:Iteration 10Q (1008.605090 sec): 3 clusters Score: Raw -151178.845099 + Penalty 467.524963 = -150711.320136 nChanged 54 SP:Iteration 11Q (1008.644844 sec): 3 clusters Score: Raw -151198.916496 + Penalty 467.524963 = -150731.391534 nChanged 53 SP:Iteration 12Q (1008.700909 sec): 3 clusters Score: Raw -151215.432877 + Penalty 467.524963 = -150747.907915 nChanged 33 SP:Iteration 13Q (1008.749941 sec): 3 clusters Score: Raw -151224.125385 + Penalty 467.524963 = -150756.600423 nChanged 33 SP:Iteration 14Q (1008.789409 sec): 3 clusters Score: Raw -151231.974659 + Penalty 467.524963 = -150764.449696 nChanged 22 SP:Iteration 15Q (1008.838847 sec): 3 clusters Score: Raw -151236.317757 + Penalty 467.524963 = -150768.792794 nChanged 19 SP:Iteration 16Q (1008.895566 sec): 3 clusters Score: Raw -151242.037241 + Penalty 467.524963 = -150774.512279 nChanged 19 SP:Iteration 17Q (1008.941771 sec): 3 clusters Score: Raw -151247.083093 + Penalty 467.524963 = -150779.558130 nChanged 11 SP:Iteration 18Q (1008.993085 sec): 3 clusters Score: Raw -151250.059694 + Penalty 467.524963 = -150782.534732 nChanged 14 SP:Iteration 19Q (1009.036351 sec): 3 clusters Score: Raw -151253.599821 + Penalty 467.524963 = -150786.074858 nChanged 11 SP:Iteration 20F (1009.088749 sec): 3 clusters Score: Raw -151255.610149 + Penalty 467.524963 = -150788.085186 nChanged 8 SP:Iteration 21Q (1009.132158 sec): 3 clusters Score: Raw -151256.778241 + Penalty 467.524963 = -150789.253278 nChanged 5 SP:Iteration 22Q (1009.185712 sec): 3 clusters Score: Raw -151257.613957 + Penalty 467.524963 = -150790.088995 nChanged 6 SP:Iteration 23Q (1009.232546 sec): 3 clusters Score: Raw -151258.527650 + Penalty 467.524963 = -150791.002687 nChanged 6 SP:Iteration 24Q (1009.287529 sec): 3 clusters Score: Raw -151258.975637 + Penalty 467.524963 = -150791.450674 nChanged 4 SP:Iteration 25Q (1009.331440 sec): 3 clusters Score: Raw -151259.642040 + Penalty 467.524963 = -150792.117077 nChanged 4 SP:Iteration 26Q (1009.390891 sec): 3 clusters Score: Raw -151260.074703 + Penalty 467.524963 = -150792.549741 nChanged 3 SP:Iteration 27Q (1009.435238 sec): 3 clusters Score: Raw -151260.332453 + Penalty 467.524963 = -150792.807490 nChanged 1 SP:Iteration 28Q (1009.482038 sec): 3 clusters Score: Raw -151260.611564 + Penalty 467.524963 = -150793.086601 nChanged 0 SP:Iteration 29F (1009.543818 sec): 3 clusters Score: Raw -151260.611564 + Penalty 467.524963 = -150793.086601 nChanged 0 Trying to split cluster 5 (8117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1009.578476 sec): 2 clusters Score: Raw -240395.151479 + Penalty 247.547187 = -240147.604291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1009.633136 sec): 3 clusters Score: Raw -235224.462665 + Penalty 495.094375 = -234729.368290 nChanged 3806 SP:Iteration 1F (1009.674708 sec): 3 clusters Score: Raw -237644.439390 + Penalty 495.094375 = -237149.345015 nChanged 641 SP:Iteration 2F (1009.738291 sec): 3 clusters Score: Raw -238021.289523 + Penalty 495.094375 = -237526.195148 nChanged 607 SP:Iteration 3F (1009.784027 sec): 3 clusters Score: Raw -238389.615529 + Penalty 495.094375 = -237894.521154 nChanged 502 SP:Iteration 4F (1009.837761 sec): 3 clusters Score: Raw -238748.896235 + Penalty 495.094375 = -238253.801860 nChanged 433 SP:Iteration 5F (1009.894042 sec): 3 clusters Score: Raw -239092.728550 + Penalty 495.094375 = -238597.634175 nChanged 378 SP:Iteration 6Q (1009.943746 sec): 3 clusters Score: Raw -239388.084061 + Penalty 495.094375 = -238892.989686 nChanged 277 SP:Iteration 7Q (1009.993927 sec): 3 clusters Score: Raw -239562.872517 + Penalty 495.094375 = -239067.778142 nChanged 213 SP:Iteration 8Q (1010.048292 sec): 3 clusters Score: Raw -239692.500547 + Penalty 495.094375 = -239197.406172 nChanged 164 SP:Iteration 9Q (1010.099185 sec): 3 clusters Score: Raw -239776.233024 + Penalty 495.094375 = -239281.138649 nChanged 159 SP:Iteration 10Q (1010.156466 sec): 3 clusters Score: Raw -239861.359054 + Penalty 495.094375 = -239366.264679 nChanged 148 SP:Iteration 11Q (1010.196319 sec): 3 clusters Score: Raw -239932.185634 + Penalty 495.094375 = -239437.091259 nChanged 132 SP:Iteration 12Q (1010.247839 sec): 3 clusters Score: Raw -240000.094270 + Penalty 495.094375 = -239504.999895 nChanged 116 SP:Iteration 13Q (1010.309422 sec): 3 clusters Score: Raw -240052.609295 + Penalty 495.094375 = -239557.514920 nChanged 103 SP:Iteration 14Q (1010.358124 sec): 3 clusters Score: Raw -240093.642831 + Penalty 495.094375 = -239598.548456 nChanged 92 SP:Iteration 15Q (1010.416740 sec): 3 clusters Score: Raw -240128.355665 + Penalty 495.094375 = -239633.261290 nChanged 76 SP:Iteration 16Q (1010.469182 sec): 3 clusters Score: Raw -240158.028363 + Penalty 495.094375 = -239662.933988 nChanged 76 SP:Iteration 17Q (1010.513169 sec): 3 clusters Score: Raw -240195.413076 + Penalty 495.094375 = -239700.318701 nChanged 74 SP:Iteration 18Q (1010.560733 sec): 3 clusters Score: Raw -240230.589875 + Penalty 495.094375 = -239735.495500 nChanged 58 SP:Iteration 19Q (1010.623412 sec): 3 clusters Score: Raw -240252.273777 + Penalty 495.094375 = -239757.179402 nChanged 54 SP:Iteration 20F (1010.666138 sec): 3 clusters Score: Raw -240273.187640 + Penalty 495.094375 = -239778.093265 nChanged 53 SP:Iteration 21Q (1010.725813 sec): 3 clusters Score: Raw -240296.339346 + Penalty 495.094375 = -239801.244971 nChanged 49 SP:Iteration 22Q (1010.767794 sec): 3 clusters Score: Raw -240318.643831 + Penalty 495.094375 = -239823.549456 nChanged 35 SP:Iteration 23Q (1010.830362 sec): 3 clusters Score: Raw -240333.799094 + Penalty 495.094375 = -239838.704719 nChanged 26 SP:Iteration 24Q (1010.877557 sec): 3 clusters Score: Raw -240345.808529 + Penalty 495.094375 = -239850.714154 nChanged 20 SP:Iteration 25Q (1010.932830 sec): 3 clusters Score: Raw -240352.550283 + Penalty 495.094375 = -239857.455908 nChanged 17 SP:Iteration 26Q (1010.976403 sec): 3 clusters Score: Raw -240358.249000 + Penalty 495.094375 = -239863.154625 nChanged 12 SP:Iteration 27Q (1011.025249 sec): 3 clusters Score: Raw -240362.054356 + Penalty 495.094375 = -239866.959981 nChanged 14 SP:Iteration 28Q (1011.076813 sec): 3 clusters Score: Raw -240368.669198 + Penalty 495.094375 = -239873.574823 nChanged 18 SP:Iteration 29Q (1011.132315 sec): 3 clusters Score: Raw -240375.708410 + Penalty 495.094375 = -239880.614035 nChanged 13 SP:Iteration 30Q (1011.186754 sec): 3 clusters Score: Raw -240381.624735 + Penalty 495.094375 = -239886.530360 nChanged 11 SP:Iteration 31Q (1011.232816 sec): 3 clusters Score: Raw -240386.397520 + Penalty 495.094375 = -239891.303145 nChanged 9 SP:Iteration 32Q (1011.290173 sec): 3 clusters Score: Raw -240389.250158 + Penalty 495.094375 = -239894.155783 nChanged 8 SP:Iteration 33Q (1011.331395 sec): 3 clusters Score: Raw -240391.718956 + Penalty 495.094375 = -239896.624581 nChanged 6 SP:Iteration 34Q (1011.384583 sec): 3 clusters Score: Raw -240392.677117 + Penalty 495.094375 = -239897.582742 nChanged 2 SP:Iteration 35Q (1011.436454 sec): 3 clusters Score: Raw -240393.199683 + Penalty 495.094375 = -239898.105308 nChanged 4 SP:Iteration 36Q (1011.494323 sec): 3 clusters Score: Raw -240395.224970 + Penalty 495.094375 = -239900.130595 nChanged 6 SP:Iteration 37Q (1011.548991 sec): 3 clusters Score: Raw -240397.911383 + Penalty 495.094375 = -239902.817008 nChanged 10 SP:Iteration 38Q (1011.601175 sec): 3 clusters Score: Raw -240403.455139 + Penalty 495.094375 = -239908.360765 nChanged 13 SP:Iteration 39Q (1011.650627 sec): 3 clusters Score: Raw -240408.713801 + Penalty 495.094375 = -239913.619426 nChanged 10 SP:Iteration 40F (1011.692180 sec): 3 clusters Score: Raw -240411.557966 + Penalty 495.094375 = -239916.463591 nChanged 6 SP:Iteration 41Q (1011.743407 sec): 3 clusters Score: Raw -240416.299652 + Penalty 495.094375 = -239921.205278 nChanged 9 SP:Iteration 42Q (1011.798314 sec): 3 clusters Score: Raw -240420.920643 + Penalty 495.094375 = -239925.826268 nChanged 8 SP:Iteration 43Q (1011.853021 sec): 3 clusters Score: Raw -240425.571686 + Penalty 495.094375 = -239930.477311 nChanged 6 SP:Iteration 44Q (1011.895687 sec): 3 clusters Score: Raw -240429.846785 + Penalty 495.094375 = -239934.752410 nChanged 5 SP:Iteration 45Q (1011.957802 sec): 3 clusters Score: Raw -240434.066325 + Penalty 495.094375 = -239938.971950 nChanged 5 SP:Iteration 46Q (1012.010188 sec): 3 clusters Score: Raw -240437.441334 + Penalty 495.094375 = -239942.346960 nChanged 3 SP:Iteration 47Q (1012.051635 sec): 3 clusters Score: Raw -240438.984093 + Penalty 495.094375 = -239943.889718 nChanged 1 SP:Iteration 48Q (1012.107965 sec): 3 clusters Score: Raw -240439.226317 + Penalty 495.094375 = -239944.131942 nChanged 0 SP:Iteration 49F (1012.165446 sec): 3 clusters Score: Raw -240439.226317 + Penalty 495.094375 = -239944.131942 nChanged 0 Trying to split cluster 6 (43930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1012.222989 sec): 2 clusters Score: Raw -1364820.175178 + Penalty 293.984700 = -1364526.190477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1012.305658 sec): 3 clusters Score: Raw -1335477.272611 + Penalty 587.969401 = -1334889.303211 nChanged 21425 SP:Iteration 1F (1012.386258 sec): 3 clusters Score: Raw -1349470.908551 + Penalty 587.969401 = -1348882.939151 nChanged 3951 SP:Iteration 2F (1012.466109 sec): 3 clusters Score: Raw -1352628.047958 + Penalty 587.969401 = -1352040.078557 nChanged 4724 SP:Iteration 3F (1012.547521 sec): 3 clusters Score: Raw -1357333.625317 + Penalty 587.969401 = -1356745.655917 nChanged 3954 SP:Iteration 4F (1012.628439 sec): 3 clusters Score: Raw -1361708.710534 + Penalty 587.969401 = -1361120.741133 nChanged 2071 SP:Iteration 5Q (1012.708493 sec): 3 clusters Score: Raw -1363980.290168 + Penalty 587.969401 = -1363392.320767 nChanged 644 SP:Iteration 6Q (1012.797286 sec): 3 clusters Score: Raw -1364623.811431 + Penalty 587.969401 = -1364035.842031 nChanged 167 SP:Iteration 7Q (1012.880354 sec): 3 clusters Score: Raw -1364785.432270 + Penalty 587.969401 = -1364197.462869 nChanged 37 SP:Iteration 8Q (1012.957968 sec): 3 clusters Score: Raw -1364838.249490 + Penalty 587.969401 = -1364250.280090 nChanged 8 SP:Iteration 9Q (1013.032451 sec): 3 clusters Score: Raw -1364856.067902 + Penalty 587.969401 = -1364268.098501 nChanged 7 SP:Iteration 10Q (1013.106831 sec): 3 clusters Score: Raw -1364860.665817 + Penalty 587.969401 = -1364272.696416 nChanged 3 SP:Iteration 11Q (1013.181074 sec): 3 clusters Score: Raw -1364862.329338 + Penalty 587.969401 = -1364274.359938 nChanged 2 SP:Iteration 12Q (1013.254676 sec): 3 clusters Score: Raw -1364863.468825 + Penalty 587.969401 = -1364275.499425 nChanged 0 SP:Iteration 13F (1013.335140 sec): 3 clusters Score: Raw -1364863.468825 + Penalty 587.969401 = -1364275.499425 nChanged 0 Trying to split cluster 7 (2635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1013.367055 sec): 2 clusters Score: Raw -74235.195675 + Penalty 216.607558 = -74018.588117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1013.412539 sec): 3 clusters Score: Raw -72706.548607 + Penalty 433.215115 = -72273.333492 nChanged 1154 SP:Iteration 1F (1013.453741 sec): 3 clusters Score: Raw -73544.465408 + Penalty 433.215115 = -73111.250293 nChanged 252 SP:Iteration 2F (1013.496974 sec): 3 clusters Score: Raw -73724.418087 + Penalty 433.215115 = -73291.202972 nChanged 194 SP:Iteration 3F (1013.545725 sec): 3 clusters Score: Raw -73859.636529 + Penalty 433.215115 = -73426.421414 nChanged 153 SP:Iteration 4F (1013.590992 sec): 3 clusters Score: Raw -73974.267722 + Penalty 433.215115 = -73541.052607 nChanged 128 SP:Iteration 5Q (1013.639567 sec): 3 clusters Score: Raw -74048.670412 + Penalty 433.215115 = -73615.455296 nChanged 75 SP:Iteration 6Q (1013.687412 sec): 3 clusters Score: Raw -74080.384486 + Penalty 433.215115 = -73647.169370 nChanged 59 SP:Iteration 7Q (1013.725243 sec): 3 clusters Score: Raw -74103.449996 + Penalty 433.215115 = -73670.234880 nChanged 48 SP:Iteration 8Q (1013.768141 sec): 3 clusters Score: Raw -74124.346905 + Penalty 433.215115 = -73691.131790 nChanged 36 SP:Iteration 9Q (1013.813310 sec): 3 clusters Score: Raw -74142.855602 + Penalty 433.215115 = -73709.640487 nChanged 39 SP:Iteration 10Q (1013.869917 sec): 3 clusters Score: Raw -74162.163452 + Penalty 433.215115 = -73728.948337 nChanged 40 SP:Iteration 11Q (1013.919711 sec): 3 clusters Score: Raw -74183.381124 + Penalty 433.215115 = -73750.166009 nChanged 31 SP:Iteration 12Q (1013.969069 sec): 3 clusters Score: Raw -74193.622861 + Penalty 433.215115 = -73760.407745 nChanged 33 SP:Iteration 13Q (1014.017044 sec): 3 clusters Score: Raw -74203.763638 + Penalty 433.215115 = -73770.548522 nChanged 28 SP:Iteration 14Q (1014.063344 sec): 3 clusters Score: Raw -74210.895226 + Penalty 433.215115 = -73777.680111 nChanged 18 SP:Iteration 15Q (1014.100039 sec): 3 clusters Score: Raw -74214.723609 + Penalty 433.215115 = -73781.508494 nChanged 18 SP:Iteration 16Q (1014.149499 sec): 3 clusters Score: Raw -74220.260698 + Penalty 433.215115 = -73787.045582 nChanged 15 SP:Iteration 17Q (1014.198227 sec): 3 clusters Score: Raw -74222.778146 + Penalty 433.215115 = -73789.563031 nChanged 12 SP:Iteration 18Q (1014.240558 sec): 3 clusters Score: Raw -74224.441199 + Penalty 433.215115 = -73791.226084 nChanged 12 SP:Iteration 19Q (1014.297385 sec): 3 clusters Score: Raw -74227.392605 + Penalty 433.215115 = -73794.177490 nChanged 16 SP:Iteration 20F (1014.340234 sec): 3 clusters Score: Raw -74231.699104 + Penalty 433.215115 = -73798.483988 nChanged 27 SP:Iteration 21Q (1014.384907 sec): 3 clusters Score: Raw -74239.820159 + Penalty 433.215115 = -73806.605043 nChanged 29 SP:Iteration 22Q (1014.439397 sec): 3 clusters Score: Raw -74248.666443 + Penalty 433.215115 = -73815.451328 nChanged 23 SP:Iteration 23Q (1014.485393 sec): 3 clusters Score: Raw -74257.373133 + Penalty 433.215115 = -73824.158018 nChanged 31 SP:Iteration 24Q (1014.530190 sec): 3 clusters Score: Raw -74267.427163 + Penalty 433.215115 = -73834.212048 nChanged 29 SP:Iteration 25Q (1014.567497 sec): 3 clusters Score: Raw -74275.917476 + Penalty 433.215115 = -73842.702361 nChanged 30 SP:Iteration 26Q (1014.619487 sec): 3 clusters Score: Raw -74286.615834 + Penalty 433.215115 = -73853.400718 nChanged 30 SP:Iteration 27Q (1014.667749 sec): 3 clusters Score: Raw -74297.041766 + Penalty 433.215115 = -73863.826650 nChanged 27 SP:Iteration 28Q (1014.714148 sec): 3 clusters Score: Raw -74308.024941 + Penalty 433.215115 = -73874.809826 nChanged 27 SP:Iteration 29Q (1014.764219 sec): 3 clusters Score: Raw -74318.480406 + Penalty 433.215115 = -73885.265290 nChanged 28 SP:Iteration 30Q (1014.802358 sec): 3 clusters Score: Raw -74327.971024 + Penalty 433.215115 = -73894.755909 nChanged 21 SP:Iteration 31Q (1014.848474 sec): 3 clusters Score: Raw -74334.220011 + Penalty 433.215115 = -73901.004896 nChanged 15 SP:Iteration 32Q (1014.901709 sec): 3 clusters Score: Raw -74337.655678 + Penalty 433.215115 = -73904.440563 nChanged 10 SP:Iteration 33Q (1014.950733 sec): 3 clusters Score: Raw -74340.390377 + Penalty 433.215115 = -73907.175262 nChanged 9 SP:Iteration 34Q (1014.987040 sec): 3 clusters Score: Raw -74342.572890 + Penalty 433.215115 = -73909.357774 nChanged 8 SP:Iteration 35Q (1015.041793 sec): 3 clusters Score: Raw -74343.924032 + Penalty 433.215115 = -73910.708917 nChanged 10 SP:Iteration 36Q (1015.080930 sec): 3 clusters Score: Raw -74346.325614 + Penalty 433.215115 = -73913.110498 nChanged 5 SP:Iteration 37Q (1015.128333 sec): 3 clusters Score: Raw -74347.408616 + Penalty 433.215115 = -73914.193501 nChanged 6 SP:Iteration 38Q (1015.180346 sec): 3 clusters Score: Raw -74349.577117 + Penalty 433.215115 = -73916.362002 nChanged 2 SP:Iteration 39Q (1015.223348 sec): 3 clusters Score: Raw -74350.064582 + Penalty 433.215115 = -73916.849467 nChanged 3 SP:Iteration 40F (1015.270871 sec): 3 clusters Score: Raw -74350.735413 + Penalty 433.215115 = -73917.520298 nChanged 0 Trying to split cluster 8 (1307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1015.296157 sec): 2 clusters Score: Raw -33823.147185 + Penalty 197.325967 = -33625.821218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1015.340904 sec): 3 clusters Score: Raw -33117.173603 + Penalty 394.651934 = -32722.521668 nChanged 557 SP:Iteration 1F (1015.385138 sec): 3 clusters Score: Raw -33569.245754 + Penalty 394.651934 = -33174.593820 nChanged 125 SP:Iteration 2F (1015.421826 sec): 3 clusters Score: Raw -33720.774279 + Penalty 394.651934 = -33326.122345 nChanged 83 SP:Iteration 3F (1015.473117 sec): 3 clusters Score: Raw -33808.129109 + Penalty 394.651934 = -33413.477174 nChanged 52 SP:Iteration 4Q (1015.517522 sec): 3 clusters Score: Raw -33853.116838 + Penalty 394.651934 = -33458.464904 nChanged 44 SP:Iteration 5Q (1015.557447 sec): 3 clusters Score: Raw -33874.030186 + Penalty 394.651934 = -33479.378252 nChanged 17 SP:Iteration 6Q (1015.601180 sec): 3 clusters Score: Raw -33880.475700 + Penalty 394.651934 = -33485.823765 nChanged 6 SP:Iteration 7Q (1015.648615 sec): 3 clusters Score: Raw -33882.592541 + Penalty 394.651934 = -33487.940607 nChanged 8 SP:Iteration 8Q (1015.692576 sec): 3 clusters Score: Raw -33884.269066 + Penalty 394.651934 = -33489.617131 nChanged 3 SP:Iteration 9Q (1015.739680 sec): 3 clusters Score: Raw -33884.851412 + Penalty 394.651934 = -33490.199478 nChanged 2 SP:Iteration 10Q (1015.787117 sec): 3 clusters Score: Raw -33885.190941 + Penalty 394.651934 = -33490.539006 nChanged 1 SP:Iteration 11Q (1015.833071 sec): 3 clusters Score: Raw -33885.217598 + Penalty 394.651934 = -33490.565664 nChanged 0 SP:Iteration 12F (1015.873332 sec): 3 clusters Score: Raw -33885.217598 + Penalty 394.651934 = -33490.565664 nChanged 0 Trying to split cluster 9 (1666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1015.903229 sec): 2 clusters Score: Raw -47011.822352 + Penalty 203.999973 = -46807.822379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1015.949319 sec): 3 clusters Score: Raw -46039.364666 + Penalty 407.999945 = -45631.364721 nChanged 757 SP:Iteration 1F (1015.987676 sec): 3 clusters Score: Raw -46597.968821 + Penalty 407.999945 = -46189.968876 nChanged 176 SP:Iteration 2F (1016.033877 sec): 3 clusters Score: Raw -46758.609280 + Penalty 407.999945 = -46350.609335 nChanged 129 SP:Iteration 3F (1016.090984 sec): 3 clusters Score: Raw -46878.310613 + Penalty 407.999945 = -46470.310668 nChanged 93 SP:Iteration 4F (1016.142292 sec): 3 clusters Score: Raw -46959.615398 + Penalty 407.999945 = -46551.615453 nChanged 57 SP:Iteration 5Q (1016.181375 sec): 3 clusters Score: Raw -47021.443172 + Penalty 407.999945 = -46613.443227 nChanged 34 SP:Iteration 6Q (1016.223762 sec): 3 clusters Score: Raw -47059.919501 + Penalty 407.999945 = -46651.919556 nChanged 22 SP:Iteration 7Q (1016.276692 sec): 3 clusters Score: Raw -47074.903432 + Penalty 407.999945 = -46666.903486 nChanged 18 SP:Iteration 8Q (1016.315558 sec): 3 clusters Score: Raw -47083.403888 + Penalty 407.999945 = -46675.403943 nChanged 15 SP:Iteration 9Q (1016.361157 sec): 3 clusters Score: Raw -47090.900886 + Penalty 407.999945 = -46682.900941 nChanged 9 SP:Iteration 10Q (1016.407514 sec): 3 clusters Score: Raw -47095.619346 + Penalty 407.999945 = -46687.619401 nChanged 5 SP:Iteration 11Q (1016.452935 sec): 3 clusters Score: Raw -47097.398310 + Penalty 407.999945 = -46689.398365 nChanged 3 SP:Iteration 12Q (1016.501832 sec): 3 clusters Score: Raw -47098.609805 + Penalty 407.999945 = -46690.609860 nChanged 2 SP:Iteration 13Q (1016.541071 sec): 3 clusters Score: Raw -47099.039421 + Penalty 407.999945 = -46691.039476 nChanged 4 SP:Iteration 14Q (1016.587945 sec): 3 clusters Score: Raw -47099.571144 + Penalty 407.999945 = -46691.571199 nChanged 3 SP:Iteration 15Q (1016.641353 sec): 3 clusters Score: Raw -47099.950600 + Penalty 407.999945 = -46691.950655 nChanged 2 SP:Iteration 16Q (1016.680986 sec): 3 clusters Score: Raw -47101.251926 + Penalty 407.999945 = -46693.251981 nChanged 5 SP:Iteration 17Q (1016.729580 sec): 3 clusters Score: Raw -47102.715997 + Penalty 407.999945 = -46694.716052 nChanged 4 SP:Iteration 18Q (1016.779822 sec): 3 clusters Score: Raw -47103.485822 + Penalty 407.999945 = -46695.485877 nChanged 2 SP:Iteration 19Q (1016.822497 sec): 3 clusters Score: Raw -47103.853225 + Penalty 407.999945 = -46695.853280 nChanged 1 SP:Iteration 20F (1016.868771 sec): 3 clusters Score: Raw -47103.921472 + Penalty 407.999945 = -46695.921527 nChanged 0 Trying to split cluster 10 (18547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1016.907278 sec): 2 clusters Score: Raw -491493.837174 + Penalty 270.271742 = -491223.565433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1016.961243 sec): 3 clusters Score: Raw -479347.105552 + Penalty 540.543483 = -478806.562069 nChanged 8892 SP:Iteration 1F (1017.030533 sec): 3 clusters Score: Raw -484759.596964 + Penalty 540.543483 = -484219.053481 nChanged 1330 SP:Iteration 2F (1017.089095 sec): 3 clusters Score: Raw -485509.292154 + Penalty 540.543483 = -484968.748671 nChanged 1306 SP:Iteration 3F (1017.153175 sec): 3 clusters Score: Raw -486334.099547 + Penalty 540.543483 = -485793.556064 nChanged 1308 SP:Iteration 4F (1017.204735 sec): 3 clusters Score: Raw -487239.903150 + Penalty 540.543483 = -486699.359667 nChanged 1174 SP:Iteration 5F (1017.274781 sec): 3 clusters Score: Raw -488017.826451 + Penalty 540.543483 = -487477.282967 nChanged 958 SP:Iteration 6F (1017.322813 sec): 3 clusters Score: Raw -488519.980131 + Penalty 540.543483 = -487979.436648 nChanged 691 SP:Iteration 7Q (1017.382730 sec): 3 clusters Score: Raw -488775.396777 + Penalty 540.543483 = -488234.853294 nChanged 462 SP:Iteration 8Q (1017.445828 sec): 3 clusters Score: Raw -488888.550441 + Penalty 540.543483 = -488348.006957 nChanged 310 SP:Iteration 9Q (1017.517402 sec): 3 clusters Score: Raw -488944.811675 + Penalty 540.543483 = -488404.268192 nChanged 226 SP:Iteration 10Q (1017.576683 sec): 3 clusters Score: Raw -488978.669801 + Penalty 540.543483 = -488438.126318 nChanged 165 SP:Iteration 11Q (1017.640061 sec): 3 clusters Score: Raw -489005.330470 + Penalty 540.543483 = -488464.786987 nChanged 157 SP:Iteration 12Q (1017.707604 sec): 3 clusters Score: Raw -489027.728567 + Penalty 540.543483 = -488487.185084 nChanged 150 SP:Iteration 13Q (1017.760659 sec): 3 clusters Score: Raw -489046.203138 + Penalty 540.543483 = -488505.659655 nChanged 133 SP:Iteration 14Q (1017.823624 sec): 3 clusters Score: Raw -489061.718941 + Penalty 540.543483 = -488521.175457 nChanged 137 SP:Iteration 15Q (1017.877137 sec): 3 clusters Score: Raw -489077.885720 + Penalty 540.543483 = -488537.342237 nChanged 139 SP:Iteration 16Q (1017.948425 sec): 3 clusters Score: Raw -489099.125387 + Penalty 540.543483 = -488558.581904 nChanged 167 SP:Iteration 17Q (1018.012846 sec): 3 clusters Score: Raw -489125.752546 + Penalty 540.543483 = -488585.209063 nChanged 173 SP:Iteration 18Q (1018.076221 sec): 3 clusters Score: Raw -489156.034307 + Penalty 540.543483 = -488615.490824 nChanged 192 SP:Iteration 19Q (1018.141180 sec): 3 clusters Score: Raw -489192.038565 + Penalty 540.543483 = -488651.495082 nChanged 207 SP:Iteration 20F (1018.200287 sec): 3 clusters Score: Raw -489231.690645 + Penalty 540.543483 = -488691.147162 nChanged 208 SP:Iteration 21Q (1018.263924 sec): 3 clusters Score: Raw -489272.323410 + Penalty 540.543483 = -488731.779926 nChanged 208 SP:Iteration 22Q (1018.311183 sec): 3 clusters Score: Raw -489311.302382 + Penalty 540.543483 = -488770.758899 nChanged 223 SP:Iteration 23Q (1018.370367 sec): 3 clusters Score: Raw -489356.391050 + Penalty 540.543483 = -488815.847566 nChanged 242 SP:Iteration 24Q (1018.436166 sec): 3 clusters Score: Raw -489409.511229 + Penalty 540.543483 = -488868.967746 nChanged 254 SP:Iteration 25Q (1018.502039 sec): 3 clusters Score: Raw -489475.238016 + Penalty 540.543483 = -488934.694532 nChanged 289 SP:Iteration 26Q (1018.561312 sec): 3 clusters Score: Raw -489558.203831 + Penalty 540.543483 = -489017.660348 nChanged 298 SP:Iteration 27Q (1018.623264 sec): 3 clusters Score: Raw -489645.209144 + Penalty 540.543483 = -489104.665661 nChanged 304 SP:Iteration 28Q (1018.677348 sec): 3 clusters Score: Raw -489736.198987 + Penalty 540.543483 = -489195.655504 nChanged 298 SP:Iteration 29Q (1018.744344 sec): 3 clusters Score: Raw -489826.201338 + Penalty 540.543483 = -489285.657855 nChanged 289 SP:Iteration 30Q (1018.794196 sec): 3 clusters Score: Raw -489918.374958 + Penalty 540.543483 = -489377.831474 nChanged 315 SP:Iteration 31Q (1018.864043 sec): 3 clusters Score: Raw -490033.869920 + Penalty 540.543483 = -489493.326437 nChanged 331 SP:Iteration 32Q (1018.922249 sec): 3 clusters Score: Raw -490164.997776 + Penalty 540.543483 = -489624.454293 nChanged 318 SP:Iteration 33Q (1018.977984 sec): 3 clusters Score: Raw -490301.061118 + Penalty 540.543483 = -489760.517635 nChanged 312 SP:Iteration 34Q (1019.042110 sec): 3 clusters Score: Raw -490440.951126 + Penalty 540.543483 = -489900.407643 nChanged 317 SP:Iteration 35Q (1019.093046 sec): 3 clusters Score: Raw -490603.610094 + Penalty 540.543483 = -490063.066611 nChanged 304 SP:Iteration 36Q (1019.158144 sec): 3 clusters Score: Raw -490772.711083 + Penalty 540.543483 = -490232.167600 nChanged 279 SP:Iteration 37Q (1019.219322 sec): 3 clusters Score: Raw -490938.526602 + Penalty 540.543483 = -490397.983119 nChanged 247 SP:Iteration 38Q (1019.270797 sec): 3 clusters Score: Raw -491080.134454 + Penalty 540.543483 = -490539.590970 nChanged 208 SP:Iteration 39Q (1019.325110 sec): 3 clusters Score: Raw -491198.036328 + Penalty 540.543483 = -490657.492845 nChanged 160 SP:Iteration 40F (1019.397105 sec): 3 clusters Score: Raw -491292.802965 + Penalty 540.543483 = -490752.259482 nChanged 120 SP:Iteration 41Q (1019.456311 sec): 3 clusters Score: Raw -491369.557509 + Penalty 540.543483 = -490829.014026 nChanged 106 SP:Iteration 42Q (1019.504014 sec): 3 clusters Score: Raw -491434.953981 + Penalty 540.543483 = -490894.410497 nChanged 65 SP:Iteration 43Q (1019.573923 sec): 3 clusters Score: Raw -491473.255762 + Penalty 540.543483 = -490932.712279 nChanged 36 SP:Iteration 44Q (1019.629893 sec): 3 clusters Score: Raw -491486.115071 + Penalty 540.543483 = -490945.571588 nChanged 29 SP:Iteration 45Q (1019.683738 sec): 3 clusters Score: Raw -491496.509163 + Penalty 540.543483 = -490955.965680 nChanged 20 SP:Iteration 46Q (1019.748283 sec): 3 clusters Score: Raw -491508.224905 + Penalty 540.543483 = -490967.681421 nChanged 20 SP:Iteration 47Q (1019.810343 sec): 3 clusters Score: Raw -491516.911668 + Penalty 540.543483 = -490976.368185 nChanged 15 SP:Iteration 48Q (1019.858195 sec): 3 clusters Score: Raw -491527.220228 + Penalty 540.543483 = -490986.676745 nChanged 17 SP:Iteration 49Q (1019.916160 sec): 3 clusters Score: Raw -491536.943554 + Penalty 540.543483 = -490996.400071 nChanged 12 SP:Iteration 50Q (1019.983033 sec): 3 clusters Score: Raw -491544.287038 + Penalty 540.543483 = -491003.743554 nChanged 8 SP:Iteration 51Q (1020.045472 sec): 3 clusters Score: Raw -491547.275005 + Penalty 540.543483 = -491006.731522 nChanged 4 SP:Iteration 52Q (1020.108703 sec): 3 clusters Score: Raw -491549.155908 + Penalty 540.543483 = -491008.612425 nChanged 4 SP:Iteration 53Q (1020.169211 sec): 3 clusters Score: Raw -491550.252409 + Penalty 540.543483 = -491009.708926 nChanged 5 SP:Iteration 54Q (1020.228078 sec): 3 clusters Score: Raw -491551.558085 + Penalty 540.543483 = -491011.014602 nChanged 0 SP:Iteration 55F (1020.284863 sec): 3 clusters Score: Raw -491551.558085 + Penalty 540.543483 = -491011.014602 nChanged 0 Trying to split cluster 11 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1020.311500 sec): 2 clusters Score: Raw -16818.557392 + Penalty 177.169855 = -16641.387537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1020.357482 sec): 3 clusters Score: Raw -16494.655775 + Penalty 354.339709 = -16140.316065 nChanged 231 SP:Iteration 1F (1020.394019 sec): 3 clusters Score: Raw -16643.594164 + Penalty 354.339709 = -16289.254455 nChanged 61 SP:Iteration 2F (1020.437646 sec): 3 clusters Score: Raw -16685.490763 + Penalty 354.339709 = -16331.151054 nChanged 46 SP:Iteration 3F (1020.480413 sec): 3 clusters Score: Raw -16721.267886 + Penalty 354.339709 = -16366.928177 nChanged 39 SP:Iteration 4F (1020.530096 sec): 3 clusters Score: Raw -16750.039220 + Penalty 354.339709 = -16395.699511 nChanged 34 SP:Iteration 5F (1020.574275 sec): 3 clusters Score: Raw -16778.958269 + Penalty 354.339709 = -16424.618560 nChanged 20 SP:Iteration 6Q (1020.612734 sec): 3 clusters Score: Raw -16796.067532 + Penalty 354.339709 = -16441.727822 nChanged 22 SP:Iteration 7Q (1020.661432 sec): 3 clusters Score: Raw -16812.521569 + Penalty 354.339709 = -16458.181860 nChanged 20 SP:Iteration 8Q (1020.704301 sec): 3 clusters Score: Raw -16823.550461 + Penalty 354.339709 = -16469.210752 nChanged 12 SP:Iteration 9Q (1020.741098 sec): 3 clusters Score: Raw -16827.979360 + Penalty 354.339709 = -16473.639651 nChanged 8 SP:Iteration 10Q (1020.792116 sec): 3 clusters Score: Raw -16832.263459 + Penalty 354.339709 = -16477.923750 nChanged 7 SP:Iteration 11Q (1020.838947 sec): 3 clusters Score: Raw -16834.753603 + Penalty 354.339709 = -16480.413894 nChanged 4 SP:Iteration 12Q (1020.879713 sec): 3 clusters Score: Raw -16836.213302 + Penalty 354.339709 = -16481.873593 nChanged 3 SP:Iteration 13Q (1020.933905 sec): 3 clusters Score: Raw -16837.739962 + Penalty 354.339709 = -16483.400253 nChanged 6 SP:Iteration 14Q (1020.967364 sec): 3 clusters Score: Raw -16841.018798 + Penalty 354.339709 = -16486.679089 nChanged 6 SP:Iteration 15Q (1021.008871 sec): 3 clusters Score: Raw -16843.905271 + Penalty 354.339709 = -16489.565562 nChanged 6 SP:Iteration 16Q (1021.051971 sec): 3 clusters Score: Raw -16847.391073 + Penalty 354.339709 = -16493.051363 nChanged 7 SP:Iteration 17Q (1021.102095 sec): 3 clusters Score: Raw -16856.822966 + Penalty 354.339709 = -16502.483257 nChanged 11 SP:Iteration 18Q (1021.144800 sec): 3 clusters Score: Raw -16867.115663 + Penalty 354.339709 = -16512.775954 nChanged 4 SP:Iteration 19Q (1021.185180 sec): 3 clusters Score: Raw -16868.923712 + Penalty 354.339709 = -16514.584003 nChanged 4 SP:Iteration 20F (1021.233136 sec): 3 clusters Score: Raw -16873.032397 + Penalty 354.339709 = -16518.692688 nChanged 3 SP:Iteration 21Q (1021.274516 sec): 3 clusters Score: Raw -16879.201744 + Penalty 354.339709 = -16524.862035 nChanged 5 SP:Iteration 22Q (1021.314349 sec): 3 clusters Score: Raw -16884.262170 + Penalty 354.339709 = -16529.922461 nChanged 4 SP:Iteration 23Q (1021.366187 sec): 3 clusters Score: Raw -16886.987548 + Penalty 354.339709 = -16532.647839 nChanged 2 SP:Iteration 24Q (1021.413813 sec): 3 clusters Score: Raw -16887.643713 + Penalty 354.339709 = -16533.304004 nChanged 1 SP:Iteration 25Q (1021.457424 sec): 3 clusters Score: Raw -16887.759277 + Penalty 354.339709 = -16533.419568 nChanged 1 SP:Iteration 26Q (1021.502887 sec): 3 clusters Score: Raw -16888.381894 + Penalty 354.339709 = -16534.042185 nChanged 2 SP:Iteration 27Q (1021.540736 sec): 3 clusters Score: Raw -16889.717945 + Penalty 354.339709 = -16535.378236 nChanged 2 SP:Iteration 28Q (1021.579630 sec): 3 clusters Score: Raw -16891.097616 + Penalty 354.339709 = -16536.757907 nChanged 2 SP:Iteration 29Q (1021.633670 sec): 3 clusters Score: Raw -16891.474476 + Penalty 354.339709 = -16537.134767 nChanged 1 SP:Iteration 30Q (1021.670145 sec): 3 clusters Score: Raw -16891.787993 + Penalty 354.339709 = -16537.448284 nChanged 1 SP:Iteration 31Q (1021.716273 sec): 3 clusters Score: Raw -16891.834403 + Penalty 354.339709 = -16537.494694 nChanged 0 SP:Iteration 32F (1021.756817 sec): 3 clusters Score: Raw -16891.834403 + Penalty 354.339709 = -16537.494694 nChanged 0 Trying to split cluster 12 (35634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.813788 sec): 2 clusters Score: Raw -1021682.372336 + Penalty 288.229027 = -1021394.143309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.878742 sec): 3 clusters Score: Raw -997945.257634 + Penalty 576.458053 = -997368.799580 nChanged 17300 SP:Iteration 1F (1021.951069 sec): 3 clusters Score: Raw -1008416.445078 + Penalty 576.458053 = -1007839.987025 nChanged 1901 SP:Iteration 2F (1022.029956 sec): 3 clusters Score: Raw -1009492.310713 + Penalty 576.458053 = -1008915.852659 nChanged 2161 SP:Iteration 3F (1022.102610 sec): 3 clusters Score: Raw -1011168.351528 + Penalty 576.458053 = -1010591.893475 nChanged 2351 SP:Iteration 4F (1022.173612 sec): 3 clusters Score: Raw -1012969.260937 + Penalty 576.458053 = -1012392.802884 nChanged 2248 SP:Iteration 5F (1022.246983 sec): 3 clusters Score: Raw -1014458.207579 + Penalty 576.458053 = -1013881.749525 nChanged 1841 SP:Iteration 6F (1022.319079 sec): 3 clusters Score: Raw -1015370.595178 + Penalty 576.458053 = -1014794.137124 nChanged 1286 SP:Iteration 7Q (1022.396696 sec): 3 clusters Score: Raw -1015774.572565 + Penalty 576.458053 = -1015198.114511 nChanged 739 SP:Iteration 8Q (1022.468640 sec): 3 clusters Score: Raw -1015918.204900 + Penalty 576.458053 = -1015341.746846 nChanged 478 SP:Iteration 9Q (1022.543860 sec): 3 clusters Score: Raw -1015993.140726 + Penalty 576.458053 = -1015416.682673 nChanged 379 SP:Iteration 10Q (1022.614287 sec): 3 clusters Score: Raw -1016050.139231 + Penalty 576.458053 = -1015473.681177 nChanged 344 SP:Iteration 11Q (1022.687836 sec): 3 clusters Score: Raw -1016102.803442 + Penalty 576.458053 = -1015526.345389 nChanged 355 SP:Iteration 12Q (1022.761570 sec): 3 clusters Score: Raw -1016162.852456 + Penalty 576.458053 = -1015586.394403 nChanged 351 SP:Iteration 13Q (1022.833684 sec): 3 clusters Score: Raw -1016223.786422 + Penalty 576.458053 = -1015647.328369 nChanged 366 SP:Iteration 14Q (1022.896334 sec): 3 clusters Score: Raw -1016288.388437 + Penalty 576.458053 = -1015711.930383 nChanged 403 SP:Iteration 15Q (1022.987481 sec): 3 clusters Score: Raw -1016366.040813 + Penalty 576.458053 = -1015789.582759 nChanged 432 SP:Iteration 16Q (1023.063461 sec): 3 clusters Score: Raw -1016459.510793 + Penalty 576.458053 = -1015883.052740 nChanged 473 SP:Iteration 17Q (1023.140085 sec): 3 clusters Score: Raw -1016567.196646 + Penalty 576.458053 = -1015990.738593 nChanged 511 SP:Iteration 18Q (1023.218665 sec): 3 clusters Score: Raw -1016688.041021 + Penalty 576.458053 = -1016111.582967 nChanged 547 SP:Iteration 19Q (1023.294051 sec): 3 clusters Score: Raw -1016826.731453 + Penalty 576.458053 = -1016250.273400 nChanged 581 SP:Iteration 20F (1023.372838 sec): 3 clusters Score: Raw -1016990.986343 + Penalty 576.458053 = -1016414.528289 nChanged 644 SP:Iteration 21Q (1023.439464 sec): 3 clusters Score: Raw -1017200.353687 + Penalty 576.458053 = -1016623.895634 nChanged 695 SP:Iteration 22Q (1023.522032 sec): 3 clusters Score: Raw -1017453.478115 + Penalty 576.458053 = -1016877.020061 nChanged 745 SP:Iteration 23Q (1023.603862 sec): 3 clusters Score: Raw -1017754.585930 + Penalty 576.458053 = -1017178.127877 nChanged 765 SP:Iteration 24Q (1023.678566 sec): 3 clusters Score: Raw -1018097.684221 + Penalty 576.458053 = -1017521.226168 nChanged 808 SP:Iteration 25Q (1023.758196 sec): 3 clusters Score: Raw -1018505.142725 + Penalty 576.458053 = -1017928.684671 nChanged 792 SP:Iteration 26Q (1023.831509 sec): 3 clusters Score: Raw -1018938.202936 + Penalty 576.458053 = -1018361.744883 nChanged 799 SP:Iteration 27Q (1023.903170 sec): 3 clusters Score: Raw -1019434.349075 + Penalty 576.458053 = -1018857.891022 nChanged 754 SP:Iteration 28Q (1023.982738 sec): 3 clusters Score: Raw -1019929.012564 + Penalty 576.458053 = -1019352.554511 nChanged 643 SP:Iteration 29Q (1024.061195 sec): 3 clusters Score: Raw -1020375.177458 + Penalty 576.458053 = -1019798.719405 nChanged 569 SP:Iteration 30Q (1024.119871 sec): 3 clusters Score: Raw -1020808.923978 + Penalty 576.458053 = -1020232.465925 nChanged 467 SP:Iteration 31Q (1024.199100 sec): 3 clusters Score: Raw -1021174.086725 + Penalty 576.458053 = -1020597.628672 nChanged 320 SP:Iteration 32Q (1024.265762 sec): 3 clusters Score: Raw -1021415.683414 + Penalty 576.458053 = -1020839.225360 nChanged 210 SP:Iteration 33Q (1024.336395 sec): 3 clusters Score: Raw -1021565.287178 + Penalty 576.458053 = -1020988.829125 nChanged 110 SP:Iteration 34Q (1024.420556 sec): 3 clusters Score: Raw -1021640.362135 + Penalty 576.458053 = -1021063.904081 nChanged 55 SP:Iteration 35Q (1024.489093 sec): 3 clusters Score: Raw -1021683.822550 + Penalty 576.458053 = -1021107.364496 nChanged 35 SP:Iteration 36Q (1024.562254 sec): 3 clusters Score: Raw -1021708.691446 + Penalty 576.458053 = -1021132.233392 nChanged 27 SP:Iteration 37Q (1024.635364 sec): 3 clusters Score: Raw -1021722.594809 + Penalty 576.458053 = -1021146.136755 nChanged 11 SP:Iteration 38Q (1024.710308 sec): 3 clusters Score: Raw -1021728.102510 + Penalty 576.458053 = -1021151.644457 nChanged 5 SP:Iteration 39Q (1024.781707 sec): 3 clusters Score: Raw -1021730.442224 + Penalty 576.458053 = -1021153.984170 nChanged 6 SP:Iteration 40F (1024.856857 sec): 3 clusters Score: Raw -1021735.127095 + Penalty 576.458053 = -1021158.669042 nChanged 4 SP:Iteration 41Q (1024.927047 sec): 3 clusters Score: Raw -1021737.778341 + Penalty 576.458053 = -1021161.320287 nChanged 3 SP:Iteration 42Q (1024.998873 sec): 3 clusters Score: Raw -1021740.196019 + Penalty 576.458053 = -1021163.737966 nChanged 4 SP:Iteration 43Q (1025.067266 sec): 3 clusters Score: Raw -1021744.183871 + Penalty 576.458053 = -1021167.725817 nChanged 0 SP:Iteration 44F (1025.146600 sec): 3 clusters Score: Raw -1021744.183871 + Penalty 576.458053 = -1021167.725817 nChanged 0 Trying to split cluster 13 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1025.177974 sec): 2 clusters Score: Raw -7614.837800 + Penalty 159.139678 = -7455.698122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1025.227783 sec): 3 clusters Score: Raw -7506.587735 + Penalty 318.279356 = -7188.308379 nChanged 128 SP:Iteration 1F (1025.274536 sec): 3 clusters Score: Raw -7622.655941 + Penalty 318.279356 = -7304.376585 nChanged 28 SP:Iteration 2F (1025.325786 sec): 3 clusters Score: Raw -7659.148790 + Penalty 318.279356 = -7340.869434 nChanged 24 SP:Iteration 3F (1025.374666 sec): 3 clusters Score: Raw -7696.125445 + Penalty 318.279356 = -7377.846089 nChanged 23 SP:Iteration 4F (1025.413326 sec): 3 clusters Score: Raw -7720.500554 + Penalty 318.279356 = -7402.221198 nChanged 9 SP:Iteration 5Q (1025.460374 sec): 3 clusters Score: Raw -7724.619994 + Penalty 318.279356 = -7406.340638 nChanged 5 SP:Iteration 6Q (1025.517871 sec): 3 clusters Score: Raw -7727.650993 + Penalty 318.279356 = -7409.371637 nChanged 4 SP:Iteration 7Q (1025.555294 sec): 3 clusters Score: Raw -7730.141818 + Penalty 318.279356 = -7411.862462 nChanged 2 SP:Iteration 8Q (1025.609115 sec): 3 clusters Score: Raw -7730.946803 + Penalty 318.279356 = -7412.667447 nChanged 0 SP:Iteration 9F (1025.647094 sec): 3 clusters Score: Raw -7730.946803 + Penalty 318.279356 = -7412.667447 nChanged 0 Trying to split cluster 14 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1025.677202 sec): 2 clusters Score: Raw -4070.595235 + Penalty 156.298444 = -3914.296791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1025.728900 sec): 3 clusters Score: Raw -3952.837250 + Penalty 312.596887 = -3640.240363 nChanged 109 SP:Iteration 1F (1025.771377 sec): 3 clusters Score: Raw -4062.061277 + Penalty 312.596887 = -3749.464390 nChanged 25 SP:Iteration 2F (1025.830071 sec): 3 clusters Score: Raw -4087.736468 + Penalty 312.596887 = -3775.139581 nChanged 13 SP:Iteration 3Q (1025.867871 sec): 3 clusters Score: Raw -4099.388129 + Penalty 312.596887 = -3786.791242 nChanged 12 SP:Iteration 4Q (1025.915112 sec): 3 clusters Score: Raw -4113.922388 + Penalty 312.596887 = -3801.325501 nChanged 9 SP:Iteration 5Q (1025.951785 sec): 3 clusters Score: Raw -4118.370982 + Penalty 312.596887 = -3805.774095 nChanged 2 SP:Iteration 6Q (1025.995131 sec): 3 clusters Score: Raw -4119.147799 + Penalty 312.596887 = -3806.550912 nChanged 1 SP:Iteration 7Q (1026.038700 sec): 3 clusters Score: Raw -4119.620759 + Penalty 312.596887 = -3807.023872 nChanged 2 SP:Iteration 8Q (1026.093537 sec): 3 clusters Score: Raw -4120.418620 + Penalty 312.596887 = -3807.821732 nChanged 0 SP:Iteration 9F (1026.130192 sec): 3 clusters Score: Raw -4120.418620 + Penalty 312.596887 = -3807.821732 nChanged 0 Trying to split cluster 15 (3638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1026.153447 sec): 2 clusters Score: Raw -100551.209022 + Penalty 225.477707 = -100325.731315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1026.200629 sec): 3 clusters Score: Raw -98317.369128 + Penalty 450.955415 = -97866.413713 nChanged 1650 SP:Iteration 1F (1026.251720 sec): 3 clusters Score: Raw -99312.093234 + Penalty 450.955415 = -98861.137819 nChanged 228 SP:Iteration 2F (1026.306446 sec): 3 clusters Score: Raw -99440.208063 + Penalty 450.955415 = -98989.252649 nChanged 214 SP:Iteration 3F (1026.348172 sec): 3 clusters Score: Raw -99578.811847 + Penalty 450.955415 = -99127.856433 nChanged 224 SP:Iteration 4F (1026.395874 sec): 3 clusters Score: Raw -99774.405277 + Penalty 450.955415 = -99323.449862 nChanged 198 SP:Iteration 5F (1026.443515 sec): 3 clusters Score: Raw -99956.076088 + Penalty 450.955415 = -99505.120674 nChanged 179 SP:Iteration 6Q (1026.493718 sec): 3 clusters Score: Raw -100098.301716 + Penalty 450.955415 = -99647.346301 nChanged 155 SP:Iteration 7Q (1026.545681 sec): 3 clusters Score: Raw -100189.121171 + Penalty 450.955415 = -99738.165756 nChanged 124 SP:Iteration 8Q (1026.593918 sec): 3 clusters Score: Raw -100250.990266 + Penalty 450.955415 = -99800.034851 nChanged 106 SP:Iteration 9Q (1026.643579 sec): 3 clusters Score: Raw -100312.607847 + Penalty 450.955415 = -99861.652432 nChanged 110 SP:Iteration 10Q (1026.689390 sec): 3 clusters Score: Raw -100378.444628 + Penalty 450.955415 = -99927.489213 nChanged 90 SP:Iteration 11Q (1026.736898 sec): 3 clusters Score: Raw -100432.557315 + Penalty 450.955415 = -99981.601900 nChanged 77 SP:Iteration 12Q (1026.783529 sec): 3 clusters Score: Raw -100479.375210 + Penalty 450.955415 = -100028.419795 nChanged 68 SP:Iteration 13Q (1026.827884 sec): 3 clusters Score: Raw -100526.331529 + Penalty 450.955415 = -100075.376114 nChanged 65 SP:Iteration 14Q (1026.873232 sec): 3 clusters Score: Raw -100561.480219 + Penalty 450.955415 = -100110.524804 nChanged 41 SP:Iteration 15Q (1026.921792 sec): 3 clusters Score: Raw -100586.652050 + Penalty 450.955415 = -100135.696635 nChanged 35 SP:Iteration 16Q (1026.965718 sec): 3 clusters Score: Raw -100608.490136 + Penalty 450.955415 = -100157.534721 nChanged 32 SP:Iteration 17Q (1027.008940 sec): 3 clusters Score: Raw -100627.031912 + Penalty 450.955415 = -100176.076497 nChanged 27 SP:Iteration 18Q (1027.066558 sec): 3 clusters Score: Raw -100641.544345 + Penalty 450.955415 = -100190.588930 nChanged 22 SP:Iteration 19Q (1027.105239 sec): 3 clusters Score: Raw -100651.776579 + Penalty 450.955415 = -100200.821164 nChanged 22 SP:Iteration 20F (1027.165145 sec): 3 clusters Score: Raw -100663.652068 + Penalty 450.955415 = -100212.696653 nChanged 25 SP:Iteration 21Q (1027.210678 sec): 3 clusters Score: Raw -100674.436406 + Penalty 450.955415 = -100223.480991 nChanged 16 SP:Iteration 22Q (1027.256002 sec): 3 clusters Score: Raw -100680.710556 + Penalty 450.955415 = -100229.755141 nChanged 13 SP:Iteration 23Q (1027.302211 sec): 3 clusters Score: Raw -100685.240745 + Penalty 450.955415 = -100234.285330 nChanged 12 SP:Iteration 24Q (1027.338694 sec): 3 clusters Score: Raw -100689.565383 + Penalty 450.955415 = -100238.609968 nChanged 11 SP:Iteration 25Q (1027.383548 sec): 3 clusters Score: Raw -100692.872949 + Penalty 450.955415 = -100241.917534 nChanged 9 SP:Iteration 26Q (1027.430419 sec): 3 clusters Score: Raw -100694.328681 + Penalty 450.955415 = -100243.373266 nChanged 7 SP:Iteration 27Q (1027.473965 sec): 3 clusters Score: Raw -100696.013941 + Penalty 450.955415 = -100245.058526 nChanged 7 SP:Iteration 28Q (1027.526908 sec): 3 clusters Score: Raw -100697.969013 + Penalty 450.955415 = -100247.013598 nChanged 9 SP:Iteration 29Q (1027.571222 sec): 3 clusters Score: Raw -100699.195216 + Penalty 450.955415 = -100248.239802 nChanged 2 SP:Iteration 30Q (1027.614228 sec): 3 clusters Score: Raw -100699.356970 + Penalty 450.955415 = -100248.401555 nChanged 2 SP:Iteration 31Q (1027.664090 sec): 3 clusters Score: Raw -100699.646495 + Penalty 450.955415 = -100248.691080 nChanged 4 SP:Iteration 32Q (1027.712602 sec): 3 clusters Score: Raw -100700.212378 + Penalty 450.955415 = -100249.256963 nChanged 2 SP:Iteration 33Q (1027.749379 sec): 3 clusters Score: Raw -100700.866402 + Penalty 450.955415 = -100249.910987 nChanged 6 SP:Iteration 34Q (1027.801445 sec): 3 clusters Score: Raw -100701.668262 + Penalty 450.955415 = -100250.712847 nChanged 2 SP:Iteration 35Q (1027.851489 sec): 3 clusters Score: Raw -100701.818552 + Penalty 450.955415 = -100250.863137 nChanged 0 SP:Iteration 36F (1027.895872 sec): 3 clusters Score: Raw -100701.818552 + Penalty 450.955415 = -100250.863137 nChanged 0 Trying to split cluster 16 (4386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1027.920081 sec): 2 clusters Score: Raw -136495.214896 + Penalty 230.619756 = -136264.595141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1027.968625 sec): 3 clusters Score: Raw -133794.952348 + Penalty 461.239511 = -133333.712837 nChanged 1971 SP:Iteration 1F (1028.025376 sec): 3 clusters Score: Raw -134938.923305 + Penalty 461.239511 = -134477.683794 nChanged 343 SP:Iteration 2F (1028.073512 sec): 3 clusters Score: Raw -135172.352261 + Penalty 461.239511 = -134711.112750 nChanged 363 SP:Iteration 3F (1028.111804 sec): 3 clusters Score: Raw -135456.536436 + Penalty 461.239511 = -134995.296925 nChanged 337 SP:Iteration 4F (1028.163254 sec): 3 clusters Score: Raw -135771.357602 + Penalty 461.239511 = -135310.118091 nChanged 283 SP:Iteration 5F (1028.215945 sec): 3 clusters Score: Raw -136051.471392 + Penalty 461.239511 = -135590.231881 nChanged 183 SP:Iteration 6Q (1028.273945 sec): 3 clusters Score: Raw -136255.014118 + Penalty 461.239511 = -135793.774607 nChanged 107 SP:Iteration 7Q (1028.320915 sec): 3 clusters Score: Raw -136370.558733 + Penalty 461.239511 = -135909.319222 nChanged 57 SP:Iteration 8Q (1028.372671 sec): 3 clusters Score: Raw -136420.225222 + Penalty 461.239511 = -135958.985711 nChanged 40 SP:Iteration 9Q (1028.418286 sec): 3 clusters Score: Raw -136448.780602 + Penalty 461.239511 = -135987.541091 nChanged 25 SP:Iteration 10Q (1028.467095 sec): 3 clusters Score: Raw -136464.050470 + Penalty 461.239511 = -136002.810959 nChanged 17 SP:Iteration 11Q (1028.517616 sec): 3 clusters Score: Raw -136473.941155 + Penalty 461.239511 = -136012.701644 nChanged 11 SP:Iteration 12Q (1028.560293 sec): 3 clusters Score: Raw -136482.078323 + Penalty 461.239511 = -136020.838812 nChanged 9 SP:Iteration 13Q (1028.602942 sec): 3 clusters Score: Raw -136486.879083 + Penalty 461.239511 = -136025.639572 nChanged 7 SP:Iteration 14Q (1028.661820 sec): 3 clusters Score: Raw -136490.839325 + Penalty 461.239511 = -136029.599814 nChanged 5 SP:Iteration 15Q (1028.705998 sec): 3 clusters Score: Raw -136493.901530 + Penalty 461.239511 = -136032.662019 nChanged 3 SP:Iteration 16Q (1028.760249 sec): 3 clusters Score: Raw -136497.136693 + Penalty 461.239511 = -136035.897182 nChanged 2 SP:Iteration 17Q (1028.798220 sec): 3 clusters Score: Raw -136498.184561 + Penalty 461.239511 = -136036.945050 nChanged 3 SP:Iteration 18Q (1028.846556 sec): 3 clusters Score: Raw -136500.298702 + Penalty 461.239511 = -136039.059190 nChanged 5 SP:Iteration 19Q (1028.899520 sec): 3 clusters Score: Raw -136504.907815 + Penalty 461.239511 = -136043.668304 nChanged 8 SP:Iteration 20F (1028.949038 sec): 3 clusters Score: Raw -136510.557108 + Penalty 461.239511 = -136049.317597 nChanged 4 SP:Iteration 21Q (1028.990060 sec): 3 clusters Score: Raw -136512.482168 + Penalty 461.239511 = -136051.242657 nChanged 3 SP:Iteration 22Q (1029.032952 sec): 3 clusters Score: Raw -136514.104395 + Penalty 461.239511 = -136052.864884 nChanged 4 SP:Iteration 23Q (1029.090221 sec): 3 clusters Score: Raw -136516.548452 + Penalty 461.239511 = -136055.308941 nChanged 0 SP:Iteration 24F (1029.141063 sec): 3 clusters Score: Raw -136516.548452 + Penalty 461.239511 = -136055.308941 nChanged 0 Trying to split cluster 17 (2537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1029.158842 sec): 2 clusters Score: Raw -69932.109665 + Penalty 215.565283 = -69716.544382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1029.212433 sec): 3 clusters Score: Raw -68443.688731 + Penalty 431.130566 = -68012.558165 nChanged 1121 SP:Iteration 1F (1029.261189 sec): 3 clusters Score: Raw -69017.649897 + Penalty 431.130566 = -68586.519332 nChanged 133 SP:Iteration 2F (1029.298873 sec): 3 clusters Score: Raw -69062.399852 + Penalty 431.130566 = -68631.269286 nChanged 117 SP:Iteration 3Q (1029.343571 sec): 3 clusters Score: Raw -69105.784846 + Penalty 431.130566 = -68674.654281 nChanged 113 SP:Iteration 4Q (1029.391306 sec): 3 clusters Score: Raw -69166.245739 + Penalty 431.130566 = -68735.115173 nChanged 134 SP:Iteration 5F (1029.443878 sec): 3 clusters Score: Raw -69251.605000 + Penalty 431.130566 = -68820.474434 nChanged 164 SP:Iteration 6F (1029.494274 sec): 3 clusters Score: Raw -69378.902972 + Penalty 431.130566 = -68947.772406 nChanged 162 SP:Iteration 7F (1029.533749 sec): 3 clusters Score: Raw -69482.996392 + Penalty 431.130566 = -69051.865826 nChanged 121 SP:Iteration 8Q (1029.580839 sec): 3 clusters Score: Raw -69555.840619 + Penalty 431.130566 = -69124.710054 nChanged 104 SP:Iteration 9Q (1029.638691 sec): 3 clusters Score: Raw -69605.329464 + Penalty 431.130566 = -69174.198899 nChanged 73 SP:Iteration 10Q (1029.682842 sec): 3 clusters Score: Raw -69630.960285 + Penalty 431.130566 = -69199.829719 nChanged 40 SP:Iteration 11Q (1029.721244 sec): 3 clusters Score: Raw -69645.197102 + Penalty 431.130566 = -69214.066536 nChanged 46 SP:Iteration 12Q (1029.768665 sec): 3 clusters Score: Raw -69662.081391 + Penalty 431.130566 = -69230.950825 nChanged 32 SP:Iteration 13Q (1029.818048 sec): 3 clusters Score: Raw -69674.625551 + Penalty 431.130566 = -69243.494985 nChanged 30 SP:Iteration 14Q (1029.861069 sec): 3 clusters Score: Raw -69683.619698 + Penalty 431.130566 = -69252.489133 nChanged 25 SP:Iteration 15Q (1029.909707 sec): 3 clusters Score: Raw -69689.518280 + Penalty 431.130566 = -69258.387714 nChanged 20 SP:Iteration 16Q (1029.958041 sec): 3 clusters Score: Raw -69693.095497 + Penalty 431.130566 = -69261.964931 nChanged 14 SP:Iteration 17Q (1030.010495 sec): 3 clusters Score: Raw -69695.359296 + Penalty 431.130566 = -69264.228731 nChanged 15 SP:Iteration 18Q (1030.061826 sec): 3 clusters Score: Raw -69698.354205 + Penalty 431.130566 = -69267.223639 nChanged 15 SP:Iteration 19Q (1030.111120 sec): 3 clusters Score: Raw -69700.619507 + Penalty 431.130566 = -69269.488941 nChanged 13 SP:Iteration 20F (1030.150983 sec): 3 clusters Score: Raw -69702.502926 + Penalty 431.130566 = -69271.372360 nChanged 13 SP:Iteration 21Q (1030.202289 sec): 3 clusters Score: Raw -69704.137687 + Penalty 431.130566 = -69273.007121 nChanged 15 SP:Iteration 22Q (1030.255186 sec): 3 clusters Score: Raw -69706.785123 + Penalty 431.130566 = -69275.654557 nChanged 17 SP:Iteration 23Q (1030.296642 sec): 3 clusters Score: Raw -69711.342822 + Penalty 431.130566 = -69280.212257 nChanged 17 SP:Iteration 24Q (1030.350133 sec): 3 clusters Score: Raw -69715.531281 + Penalty 431.130566 = -69284.400716 nChanged 18 SP:Iteration 25Q (1030.397223 sec): 3 clusters Score: Raw -69719.714017 + Penalty 431.130566 = -69288.583451 nChanged 22 SP:Iteration 26Q (1030.445495 sec): 3 clusters Score: Raw -69725.395981 + Penalty 431.130566 = -69294.265416 nChanged 18 SP:Iteration 27Q (1030.485751 sec): 3 clusters Score: Raw -69728.146096 + Penalty 431.130566 = -69297.015530 nChanged 12 SP:Iteration 28Q (1030.534666 sec): 3 clusters Score: Raw -69730.006851 + Penalty 431.130566 = -69298.876285 nChanged 12 SP:Iteration 29Q (1030.583771 sec): 3 clusters Score: Raw -69731.270649 + Penalty 431.130566 = -69300.140083 nChanged 5 SP:Iteration 30Q (1030.626179 sec): 3 clusters Score: Raw -69731.827426 + Penalty 431.130566 = -69300.696860 nChanged 5 SP:Iteration 31Q (1030.670370 sec): 3 clusters Score: Raw -69732.518769 + Penalty 431.130566 = -69301.388204 nChanged 4 SP:Iteration 32Q (1030.714849 sec): 3 clusters Score: Raw -69732.744856 + Penalty 431.130566 = -69301.614290 nChanged 5 SP:Iteration 33Q (1030.768769 sec): 3 clusters Score: Raw -69733.343001 + Penalty 431.130566 = -69302.212435 nChanged 5 SP:Iteration 34Q (1030.818921 sec): 3 clusters Score: Raw -69733.807680 + Penalty 431.130566 = -69302.677114 nChanged 3 SP:Iteration 35Q (1030.867268 sec): 3 clusters Score: Raw -69734.085789 + Penalty 431.130566 = -69302.955224 nChanged 4 SP:Iteration 36Q (1030.913376 sec): 3 clusters Score: Raw -69734.390264 + Penalty 431.130566 = -69303.259698 nChanged 5 SP:Iteration 37Q (1030.955569 sec): 3 clusters Score: Raw -69734.776960 + Penalty 431.130566 = -69303.646394 nChanged 2 SP:Iteration 38Q (1030.993911 sec): 3 clusters Score: Raw -69734.994502 + Penalty 431.130566 = -69303.863936 nChanged 5 SP:Iteration 39Q (1031.051889 sec): 3 clusters Score: Raw -69735.227687 + Penalty 431.130566 = -69304.097121 nChanged 2 SP:Iteration 40F (1031.100512 sec): 3 clusters Score: Raw -69735.330127 + Penalty 431.130566 = -69304.199562 nChanged 1 SP:Iteration 41Q (1031.149128 sec): 3 clusters Score: Raw -69735.499807 + Penalty 431.130566 = -69304.369241 nChanged 2 SP:Iteration 42Q (1031.194571 sec): 3 clusters Score: Raw -69735.555131 + Penalty 431.130566 = -69304.424565 nChanged 1 SP:Iteration 43Q (1031.239126 sec): 3 clusters Score: Raw -69735.580156 + Penalty 431.130566 = -69304.449590 nChanged 2 SP:Iteration 44Q (1031.297861 sec): 3 clusters Score: Raw -69736.043829 + Penalty 431.130566 = -69304.913264 nChanged 2 SP:Iteration 45Q (1031.336820 sec): 3 clusters Score: Raw -69736.258199 + Penalty 431.130566 = -69305.127634 nChanged 4 SP:Iteration 46Q (1031.387950 sec): 3 clusters Score: Raw -69736.620538 + Penalty 431.130566 = -69305.489972 nChanged 2 SP:Iteration 47Q (1031.432420 sec): 3 clusters Score: Raw -69736.897461 + Penalty 431.130566 = -69305.766896 nChanged 3 SP:Iteration 48Q (1031.478675 sec): 3 clusters Score: Raw -69737.140533 + Penalty 431.130566 = -69306.009967 nChanged 1 SP:Iteration 49Q (1031.522672 sec): 3 clusters Score: Raw -69737.405261 + Penalty 431.130566 = -69306.274695 nChanged 4 SP:Iteration 50Q (1031.571489 sec): 3 clusters Score: Raw -69737.771906 + Penalty 431.130566 = -69306.641341 nChanged 4 SP:Iteration 51Q (1031.620791 sec): 3 clusters Score: Raw -69738.064996 + Penalty 431.130566 = -69306.934430 nChanged 3 SP:Iteration 52Q (1031.667141 sec): 3 clusters Score: Raw -69738.271432 + Penalty 431.130566 = -69307.140866 nChanged 1 SP:Iteration 53Q (1031.717005 sec): 3 clusters Score: Raw -69738.304824 + Penalty 431.130566 = -69307.174258 nChanged 1 SP:Iteration 54Q (1031.767116 sec): 3 clusters Score: Raw -69738.317648 + Penalty 431.130566 = -69307.187082 nChanged 0 SP:Iteration 55F (1031.821628 sec): 3 clusters Score: Raw -69738.317648 + Penalty 431.130566 = -69307.187082 nChanged 0 Trying to split cluster 18 (4793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1031.848867 sec): 2 clusters Score: Raw -144019.775897 + Penalty 233.060074 = -143786.715823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1031.893223 sec): 3 clusters Score: Raw -141018.740839 + Penalty 466.120149 = -140552.620690 nChanged 2231 SP:Iteration 1F (1031.944718 sec): 3 clusters Score: Raw -142499.910943 + Penalty 466.120149 = -142033.790794 nChanged 291 SP:Iteration 2F (1031.990168 sec): 3 clusters Score: Raw -142650.388910 + Penalty 466.120149 = -142184.268761 nChanged 272 SP:Iteration 3F (1032.033794 sec): 3 clusters Score: Raw -142813.010978 + Penalty 466.120149 = -142346.890830 nChanged 264 SP:Iteration 4F (1032.092103 sec): 3 clusters Score: Raw -143005.300789 + Penalty 466.120149 = -142539.180640 nChanged 261 SP:Iteration 5F (1032.136978 sec): 3 clusters Score: Raw -143189.938843 + Penalty 466.120149 = -142723.818694 nChanged 216 SP:Iteration 6Q (1032.183976 sec): 3 clusters Score: Raw -143320.741533 + Penalty 466.120149 = -142854.621384 nChanged 191 SP:Iteration 7Q (1032.225047 sec): 3 clusters Score: Raw -143423.864834 + Penalty 466.120149 = -142957.744685 nChanged 137 SP:Iteration 8Q (1032.269538 sec): 3 clusters Score: Raw -143486.967620 + Penalty 466.120149 = -143020.847471 nChanged 94 SP:Iteration 9Q (1032.311824 sec): 3 clusters Score: Raw -143516.773810 + Penalty 466.120149 = -143050.653661 nChanged 62 SP:Iteration 10Q (1032.364353 sec): 3 clusters Score: Raw -143534.075777 + Penalty 466.120149 = -143067.955628 nChanged 55 SP:Iteration 11Q (1032.420052 sec): 3 clusters Score: Raw -143549.480340 + Penalty 466.120149 = -143083.360191 nChanged 55 SP:Iteration 12Q (1032.458205 sec): 3 clusters Score: Raw -143561.899038 + Penalty 466.120149 = -143095.778889 nChanged 53 SP:Iteration 13Q (1032.505203 sec): 3 clusters Score: Raw -143574.686505 + Penalty 466.120149 = -143108.566356 nChanged 42 SP:Iteration 14Q (1032.563823 sec): 3 clusters Score: Raw -143584.480433 + Penalty 466.120149 = -143118.360284 nChanged 42 SP:Iteration 15Q (1032.602745 sec): 3 clusters Score: Raw -143594.026014 + Penalty 466.120149 = -143127.905865 nChanged 34 SP:Iteration 16Q (1032.651586 sec): 3 clusters Score: Raw -143600.865765 + Penalty 466.120149 = -143134.745616 nChanged 42 SP:Iteration 17Q (1032.701943 sec): 3 clusters Score: Raw -143605.665966 + Penalty 466.120149 = -143139.545817 nChanged 31 SP:Iteration 18Q (1032.760339 sec): 3 clusters Score: Raw -143612.834501 + Penalty 466.120149 = -143146.714352 nChanged 36 SP:Iteration 19Q (1032.804056 sec): 3 clusters Score: Raw -143621.729105 + Penalty 466.120149 = -143155.608956 nChanged 38 SP:Iteration 20F (1032.851179 sec): 3 clusters Score: Raw -143628.817307 + Penalty 466.120149 = -143162.697158 nChanged 38 SP:Iteration 21Q (1032.903103 sec): 3 clusters Score: Raw -143637.999492 + Penalty 466.120149 = -143171.879343 nChanged 40 SP:Iteration 22Q (1032.946852 sec): 3 clusters Score: Raw -143647.568392 + Penalty 466.120149 = -143181.448243 nChanged 39 SP:Iteration 23Q (1032.994684 sec): 3 clusters Score: Raw -143657.241998 + Penalty 466.120149 = -143191.121849 nChanged 29 SP:Iteration 24Q (1033.043879 sec): 3 clusters Score: Raw -143662.591887 + Penalty 466.120149 = -143196.471738 nChanged 33 SP:Iteration 25Q (1033.097501 sec): 3 clusters Score: Raw -143669.138837 + Penalty 466.120149 = -143203.018688 nChanged 38 SP:Iteration 26Q (1033.151206 sec): 3 clusters Score: Raw -143677.766831 + Penalty 466.120149 = -143211.646682 nChanged 38 SP:Iteration 27Q (1033.201122 sec): 3 clusters Score: Raw -143686.065356 + Penalty 466.120149 = -143219.945207 nChanged 45 SP:Iteration 28Q (1033.246750 sec): 3 clusters Score: Raw -143697.955832 + Penalty 466.120149 = -143231.835683 nChanged 47 SP:Iteration 29Q (1033.301781 sec): 3 clusters Score: Raw -143706.683644 + Penalty 466.120149 = -143240.563495 nChanged 34 SP:Iteration 30Q (1033.353180 sec): 3 clusters Score: Raw -143712.473465 + Penalty 466.120149 = -143246.353316 nChanged 38 SP:Iteration 31Q (1033.408144 sec): 3 clusters Score: Raw -143722.171588 + Penalty 466.120149 = -143256.051439 nChanged 44 SP:Iteration 32Q (1033.449545 sec): 3 clusters Score: Raw -143732.036535 + Penalty 466.120149 = -143265.916386 nChanged 37 SP:Iteration 33Q (1033.509319 sec): 3 clusters Score: Raw -143739.409788 + Penalty 466.120149 = -143273.289639 nChanged 39 SP:Iteration 34Q (1033.558163 sec): 3 clusters Score: Raw -143748.355531 + Penalty 466.120149 = -143282.235383 nChanged 45 SP:Iteration 35Q (1033.612091 sec): 3 clusters Score: Raw -143757.363349 + Penalty 466.120149 = -143291.243200 nChanged 40 SP:Iteration 36Q (1033.661736 sec): 3 clusters Score: Raw -143763.446429 + Penalty 466.120149 = -143297.326280 nChanged 30 SP:Iteration 37Q (1033.701920 sec): 3 clusters Score: Raw -143769.914876 + Penalty 466.120149 = -143303.794727 nChanged 35 SP:Iteration 38Q (1033.754827 sec): 3 clusters Score: Raw -143776.392359 + Penalty 466.120149 = -143310.272210 nChanged 30 SP:Iteration 39Q (1033.818365 sec): 3 clusters Score: Raw -143780.871429 + Penalty 466.120149 = -143314.751280 nChanged 32 SP:Iteration 40F (1033.861864 sec): 3 clusters Score: Raw -143786.934271 + Penalty 466.120149 = -143320.814122 nChanged 41 SP:Iteration 41Q (1033.905657 sec): 3 clusters Score: Raw -143794.660227 + Penalty 466.120149 = -143328.540078 nChanged 41 SP:Iteration 42Q (1033.971113 sec): 3 clusters Score: Raw -143804.183020 + Penalty 466.120149 = -143338.062871 nChanged 34 SP:Iteration 43Q (1034.023510 sec): 3 clusters Score: Raw -143810.432465 + Penalty 466.120149 = -143344.312316 nChanged 29 SP:Iteration 44Q (1034.070166 sec): 3 clusters Score: Raw -143815.448841 + Penalty 466.120149 = -143349.328692 nChanged 27 SP:Iteration 45Q (1034.110759 sec): 3 clusters Score: Raw -143819.650033 + Penalty 466.120149 = -143353.529884 nChanged 22 SP:Iteration 46Q (1034.174786 sec): 3 clusters Score: Raw -143823.569514 + Penalty 466.120149 = -143357.449365 nChanged 22 SP:Iteration 47Q (1034.214906 sec): 3 clusters Score: Raw -143827.618288 + Penalty 466.120149 = -143361.498139 nChanged 27 SP:Iteration 48Q (1034.275829 sec): 3 clusters Score: Raw -143831.433594 + Penalty 466.120149 = -143365.313445 nChanged 25 SP:Iteration 49Q (1034.322401 sec): 3 clusters Score: Raw -143835.355773 + Penalty 466.120149 = -143369.235624 nChanged 23 SP:Iteration 50Q (1034.366762 sec): 3 clusters Score: Raw -143838.853198 + Penalty 466.120149 = -143372.733049 nChanged 20 SP:Iteration 51Q (1034.423582 sec): 3 clusters Score: Raw -143841.487393 + Penalty 466.120149 = -143375.367245 nChanged 21 SP:Iteration 52Q (1034.468767 sec): 3 clusters Score: Raw -143844.335565 + Penalty 466.120149 = -143378.215416 nChanged 27 SP:Iteration 53Q (1034.523997 sec): 3 clusters Score: Raw -143849.036171 + Penalty 466.120149 = -143382.916022 nChanged 25 SP:Iteration 54Q (1034.575762 sec): 3 clusters Score: Raw -143853.308947 + Penalty 466.120149 = -143387.188798 nChanged 26 SP:Iteration 55Q (1034.626347 sec): 3 clusters Score: Raw -143856.323195 + Penalty 466.120149 = -143390.203047 nChanged 24 SP:Iteration 56Q (1034.670482 sec): 3 clusters Score: Raw -143859.612408 + Penalty 466.120149 = -143393.492259 nChanged 13 SP:Iteration 57Q (1034.718496 sec): 3 clusters Score: Raw -143861.307355 + Penalty 466.120149 = -143395.187206 nChanged 9 SP:Iteration 58Q (1034.766217 sec): 3 clusters Score: Raw -143861.940391 + Penalty 466.120149 = -143395.820242 nChanged 9 SP:Iteration 59Q (1034.816053 sec): 3 clusters Score: Raw -143862.616190 + Penalty 466.120149 = -143396.496041 nChanged 6 SP:Iteration 60F (1034.868222 sec): 3 clusters Score: Raw -143863.438714 + Penalty 466.120149 = -143397.318565 nChanged 7 SP:Iteration 61Q (1034.916303 sec): 3 clusters Score: Raw -143864.391306 + Penalty 466.120149 = -143398.271157 nChanged 9 SP:Iteration 62Q (1034.958388 sec): 3 clusters Score: Raw -143865.420608 + Penalty 466.120149 = -143399.300459 nChanged 12 SP:Iteration 63Q (1035.012689 sec): 3 clusters Score: Raw -143866.781095 + Penalty 466.120149 = -143400.660946 nChanged 12 SP:Iteration 64Q (1035.062265 sec): 3 clusters Score: Raw -143868.513355 + Penalty 466.120149 = -143402.393206 nChanged 11 SP:Iteration 65Q (1035.111408 sec): 3 clusters Score: Raw -143869.387796 + Penalty 466.120149 = -143403.267647 nChanged 10 SP:Iteration 66Q (1035.157063 sec): 3 clusters Score: Raw -143870.204705 + Penalty 466.120149 = -143404.084556 nChanged 5 SP:Iteration 67Q (1035.219197 sec): 3 clusters Score: Raw -143870.436244 + Penalty 466.120149 = -143404.316095 nChanged 4 SP:Iteration 68Q (1035.267234 sec): 3 clusters Score: Raw -143870.629500 + Penalty 466.120149 = -143404.509351 nChanged 7 SP:Iteration 69Q (1035.316527 sec): 3 clusters Score: Raw -143871.187861 + Penalty 466.120149 = -143405.067712 nChanged 14 SP:Iteration 70Q (1035.361944 sec): 3 clusters Score: Raw -143872.269856 + Penalty 466.120149 = -143406.149708 nChanged 11 SP:Iteration 71Q (1035.402058 sec): 3 clusters Score: Raw -143872.965609 + Penalty 466.120149 = -143406.845460 nChanged 7 SP:Iteration 72Q (1035.462592 sec): 3 clusters Score: Raw -143873.544801 + Penalty 466.120149 = -143407.424652 nChanged 6 SP:Iteration 73Q (1035.510390 sec): 3 clusters Score: Raw -143873.807178 + Penalty 466.120149 = -143407.687029 nChanged 6 SP:Iteration 74Q (1035.550952 sec): 3 clusters Score: Raw -143874.223050 + Penalty 466.120149 = -143408.102901 nChanged 7 SP:Iteration 75Q (1035.609186 sec): 3 clusters Score: Raw -143874.704975 + Penalty 466.120149 = -143408.584826 nChanged 9 SP:Iteration 76Q (1035.661186 sec): 3 clusters Score: Raw -143875.328854 + Penalty 466.120149 = -143409.208705 nChanged 9 SP:Iteration 77Q (1035.706000 sec): 3 clusters Score: Raw -143875.919245 + Penalty 466.120149 = -143409.799096 nChanged 8 SP:Iteration 78Q (1035.760417 sec): 3 clusters Score: Raw -143876.592369 + Penalty 466.120149 = -143410.472220 nChanged 7 SP:Iteration 79Q (1035.812097 sec): 3 clusters Score: Raw -143876.891594 + Penalty 466.120149 = -143410.771445 nChanged 4 SP:Iteration 80F (1035.859094 sec): 3 clusters Score: Raw -143877.019987 + Penalty 466.120149 = -143410.899838 nChanged 1 SP:Iteration 81Q (1035.904931 sec): 3 clusters Score: Raw -143877.067322 + Penalty 466.120149 = -143410.947173 nChanged 3 SP:Iteration 82Q (1035.957302 sec): 3 clusters Score: Raw -143877.181499 + Penalty 466.120149 = -143411.061350 nChanged 1 SP:Iteration 83Q (1036.002453 sec): 3 clusters Score: Raw -143877.208763 + Penalty 466.120149 = -143411.088614 nChanged 0 SP:Iteration 84F (1036.056565 sec): 3 clusters Score: Raw -143877.208763 + Penalty 466.120149 = -143411.088614 nChanged 0 Trying to split cluster 19 (1661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1036.081689 sec): 2 clusters Score: Raw -36000.477634 + Penalty 203.917316 = -35796.560318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1036.125122 sec): 3 clusters Score: Raw -35022.160919 + Penalty 407.834631 = -34614.326288 nChanged 762 SP:Iteration 1F (1036.157729 sec): 3 clusters Score: Raw -35567.030832 + Penalty 407.834631 = -35159.196201 nChanged 188 SP:Iteration 2F (1036.207073 sec): 3 clusters Score: Raw -35716.434957 + Penalty 407.834631 = -35308.600326 nChanged 145 SP:Iteration 3F (1036.253770 sec): 3 clusters Score: Raw -35822.822568 + Penalty 407.834631 = -35414.987937 nChanged 108 SP:Iteration 4F (1036.294680 sec): 3 clusters Score: Raw -35909.531729 + Penalty 407.834631 = -35501.697098 nChanged 86 SP:Iteration 5F (1036.345973 sec): 3 clusters Score: Raw -35974.890292 + Penalty 407.834631 = -35567.055661 nChanged 68 SP:Iteration 6Q (1036.383564 sec): 3 clusters Score: Raw -36037.057263 + Penalty 407.834631 = -35629.222632 nChanged 47 SP:Iteration 7Q (1036.438867 sec): 3 clusters Score: Raw -36083.601726 + Penalty 407.834631 = -35675.767095 nChanged 34 SP:Iteration 8Q (1036.479582 sec): 3 clusters Score: Raw -36108.297969 + Penalty 407.834631 = -35700.463338 nChanged 17 SP:Iteration 9Q (1036.534689 sec): 3 clusters Score: Raw -36124.478445 + Penalty 407.834631 = -35716.643814 nChanged 17 SP:Iteration 10Q (1036.573410 sec): 3 clusters Score: Raw -36139.948219 + Penalty 407.834631 = -35732.113588 nChanged 10 SP:Iteration 11Q (1036.622449 sec): 3 clusters Score: Raw -36146.572920 + Penalty 407.834631 = -35738.738289 nChanged 8 SP:Iteration 12Q (1036.673055 sec): 3 clusters Score: Raw -36149.531748 + Penalty 407.834631 = -35741.697117 nChanged 6 SP:Iteration 13Q (1036.727979 sec): 3 clusters Score: Raw -36151.898383 + Penalty 407.834631 = -35744.063752 nChanged 6 SP:Iteration 14Q (1036.770642 sec): 3 clusters Score: Raw -36153.360788 + Penalty 407.834631 = -35745.526157 nChanged 3 SP:Iteration 15Q (1036.809996 sec): 3 clusters Score: Raw -36153.949824 + Penalty 407.834631 = -35746.115193 nChanged 4 SP:Iteration 16Q (1036.857483 sec): 3 clusters Score: Raw -36155.299371 + Penalty 407.834631 = -35747.464740 nChanged 8 SP:Iteration 17Q (1036.904821 sec): 3 clusters Score: Raw -36159.000207 + Penalty 407.834631 = -35751.165576 nChanged 5 SP:Iteration 18Q (1036.954863 sec): 3 clusters Score: Raw -36161.312746 + Penalty 407.834631 = -35753.478115 nChanged 4 SP:Iteration 19Q (1037.004800 sec): 3 clusters Score: Raw -36162.136139 + Penalty 407.834631 = -35754.301508 nChanged 1 SP:Iteration 20F (1037.040540 sec): 3 clusters Score: Raw -36162.413791 + Penalty 407.834631 = -35754.579159 nChanged 2 SP:Iteration 21Q (1037.093695 sec): 3 clusters Score: Raw -36163.656635 + Penalty 407.834631 = -35755.822004 nChanged 4 SP:Iteration 22Q (1037.131971 sec): 3 clusters Score: Raw -36164.877743 + Penalty 407.834631 = -35757.043112 nChanged 1 SP:Iteration 23Q (1037.182307 sec): 3 clusters Score: Raw -36165.067383 + Penalty 407.834631 = -35757.232752 nChanged 0 SP:Iteration 24F (1037.225949 sec): 3 clusters Score: Raw -36165.067383 + Penalty 407.834631 = -35757.232752 nChanged 0 Trying to split cluster 20 (12953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1037.263827 sec): 2 clusters Score: Raw -381879.555097 + Penalty 260.399774 = -381619.155323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1037.323350 sec): 3 clusters Score: Raw -373492.833953 + Penalty 520.799549 = -372972.034405 nChanged 6201 SP:Iteration 1F (1037.377247 sec): 3 clusters Score: Raw -377378.833739 + Penalty 520.799549 = -376858.034191 nChanged 888 SP:Iteration 2F (1037.430805 sec): 3 clusters Score: Raw -377906.334316 + Penalty 520.799549 = -377385.534767 nChanged 819 SP:Iteration 3F (1037.485883 sec): 3 clusters Score: Raw -378387.759072 + Penalty 520.799549 = -377866.959524 nChanged 740 SP:Iteration 4F (1037.536700 sec): 3 clusters Score: Raw -378797.239254 + Penalty 520.799549 = -378276.439705 nChanged 672 SP:Iteration 5F (1037.592209 sec): 3 clusters Score: Raw -379148.998114 + Penalty 520.799549 = -378628.198566 nChanged 616 SP:Iteration 6Q (1037.651774 sec): 3 clusters Score: Raw -379493.931725 + Penalty 520.799549 = -378973.132177 nChanged 597 SP:Iteration 7Q (1037.710229 sec): 3 clusters Score: Raw -379808.929939 + Penalty 520.799549 = -379288.130390 nChanged 510 SP:Iteration 8Q (1037.762676 sec): 3 clusters Score: Raw -380048.422780 + Penalty 520.799549 = -379527.623232 nChanged 455 SP:Iteration 9Q (1037.824993 sec): 3 clusters Score: Raw -380254.775222 + Penalty 520.799549 = -379733.975674 nChanged 365 SP:Iteration 10Q (1037.875219 sec): 3 clusters Score: Raw -380411.320166 + Penalty 520.799549 = -379890.520617 nChanged 317 SP:Iteration 11Q (1037.935884 sec): 3 clusters Score: Raw -380526.170004 + Penalty 520.799549 = -380005.370456 nChanged 248 SP:Iteration 12Q (1037.992674 sec): 3 clusters Score: Raw -380591.785727 + Penalty 520.799549 = -380070.986179 nChanged 165 SP:Iteration 13Q (1038.041334 sec): 3 clusters Score: Raw -380628.228062 + Penalty 520.799549 = -380107.428513 nChanged 116 SP:Iteration 14Q (1038.108712 sec): 3 clusters Score: Raw -380647.914991 + Penalty 520.799549 = -380127.115443 nChanged 101 SP:Iteration 15Q (1038.165521 sec): 3 clusters Score: Raw -380666.295199 + Penalty 520.799549 = -380145.495651 nChanged 99 SP:Iteration 16Q (1038.213882 sec): 3 clusters Score: Raw -380683.480167 + Penalty 520.799549 = -380162.680618 nChanged 99 SP:Iteration 17Q (1038.274504 sec): 3 clusters Score: Raw -380699.370386 + Penalty 520.799549 = -380178.570838 nChanged 97 SP:Iteration 18Q (1038.326309 sec): 3 clusters Score: Raw -380714.705609 + Penalty 520.799549 = -380193.906060 nChanged 94 SP:Iteration 19Q (1038.388301 sec): 3 clusters Score: Raw -380728.207732 + Penalty 520.799549 = -380207.408184 nChanged 81 SP:Iteration 20F (1038.447766 sec): 3 clusters Score: Raw -380739.190477 + Penalty 520.799549 = -380218.390928 nChanged 82 SP:Iteration 21Q (1038.507945 sec): 3 clusters Score: Raw -380749.533988 + Penalty 520.799549 = -380228.734440 nChanged 72 SP:Iteration 22Q (1038.564004 sec): 3 clusters Score: Raw -380757.923548 + Penalty 520.799549 = -380237.123999 nChanged 80 SP:Iteration 23Q (1038.609303 sec): 3 clusters Score: Raw -380766.432073 + Penalty 520.799549 = -380245.632525 nChanged 71 SP:Iteration 24Q (1038.669959 sec): 3 clusters Score: Raw -380773.839398 + Penalty 520.799549 = -380253.039849 nChanged 61 SP:Iteration 25Q (1038.717825 sec): 3 clusters Score: Raw -380779.185274 + Penalty 520.799549 = -380258.385726 nChanged 67 SP:Iteration 26Q (1038.781822 sec): 3 clusters Score: Raw -380786.336229 + Penalty 520.799549 = -380265.536681 nChanged 67 SP:Iteration 27Q (1038.837289 sec): 3 clusters Score: Raw -380793.425362 + Penalty 520.799549 = -380272.625814 nChanged 76 SP:Iteration 28Q (1038.888763 sec): 3 clusters Score: Raw -380801.398298 + Penalty 520.799549 = -380280.598749 nChanged 75 SP:Iteration 29Q (1038.943046 sec): 3 clusters Score: Raw -380810.211663 + Penalty 520.799549 = -380289.412114 nChanged 75 SP:Iteration 30Q (1038.996100 sec): 3 clusters Score: Raw -380819.620611 + Penalty 520.799549 = -380298.821062 nChanged 79 SP:Iteration 31Q (1039.056290 sec): 3 clusters Score: Raw -380830.416078 + Penalty 520.799549 = -380309.616530 nChanged 82 SP:Iteration 32Q (1039.112376 sec): 3 clusters Score: Raw -380841.041493 + Penalty 520.799549 = -380320.241945 nChanged 76 SP:Iteration 33Q (1039.172915 sec): 3 clusters Score: Raw -380850.187899 + Penalty 520.799549 = -380329.388351 nChanged 68 SP:Iteration 34Q (1039.219931 sec): 3 clusters Score: Raw -380856.621226 + Penalty 520.799549 = -380335.821677 nChanged 64 SP:Iteration 35Q (1039.275757 sec): 3 clusters Score: Raw -380864.017742 + Penalty 520.799549 = -380343.218193 nChanged 57 SP:Iteration 36Q (1039.335210 sec): 3 clusters Score: Raw -380870.176195 + Penalty 520.799549 = -380349.376647 nChanged 57 SP:Iteration 37Q (1039.391798 sec): 3 clusters Score: Raw -380876.512355 + Penalty 520.799549 = -380355.712806 nChanged 52 SP:Iteration 38Q (1039.456720 sec): 3 clusters Score: Raw -380882.020141 + Penalty 520.799549 = -380361.220592 nChanged 53 SP:Iteration 39Q (1039.513443 sec): 3 clusters Score: Raw -380887.913225 + Penalty 520.799549 = -380367.113676 nChanged 56 SP:Iteration 40F (1039.560308 sec): 3 clusters Score: Raw -380894.235887 + Penalty 520.799549 = -380373.436339 nChanged 54 SP:Iteration 41Q (1039.619503 sec): 3 clusters Score: Raw -380899.752337 + Penalty 520.799549 = -380378.952789 nChanged 59 SP:Iteration 42Q (1039.681131 sec): 3 clusters Score: Raw -380906.163001 + Penalty 520.799549 = -380385.363452 nChanged 58 SP:Iteration 43Q (1039.727522 sec): 3 clusters Score: Raw -380912.320250 + Penalty 520.799549 = -380391.520702 nChanged 56 SP:Iteration 44Q (1039.789804 sec): 3 clusters Score: Raw -380919.615298 + Penalty 520.799549 = -380398.815749 nChanged 56 SP:Iteration 45Q (1039.835514 sec): 3 clusters Score: Raw -380927.641069 + Penalty 520.799549 = -380406.841521 nChanged 70 SP:Iteration 46Q (1039.903502 sec): 3 clusters Score: Raw -380938.862645 + Penalty 520.799549 = -380418.063097 nChanged 66 SP:Iteration 47Q (1039.951007 sec): 3 clusters Score: Raw -380947.071430 + Penalty 520.799549 = -380426.271882 nChanged 52 SP:Iteration 48Q (1040.019583 sec): 3 clusters Score: Raw -380952.513615 + Penalty 520.799549 = -380431.714066 nChanged 54 SP:Iteration 49Q (1040.077343 sec): 3 clusters Score: Raw -380957.924924 + Penalty 520.799549 = -380437.125375 nChanged 57 SP:Iteration 50Q (1040.136463 sec): 3 clusters Score: Raw -380964.595623 + Penalty 520.799549 = -380443.796075 nChanged 63 SP:Iteration 51Q (1040.190200 sec): 3 clusters Score: Raw -380972.960003 + Penalty 520.799549 = -380452.160455 nChanged 74 SP:Iteration 52Q (1040.251178 sec): 3 clusters Score: Raw -380982.894110 + Penalty 520.799549 = -380462.094561 nChanged 67 SP:Iteration 53Q (1040.300211 sec): 3 clusters Score: Raw -380991.875986 + Penalty 520.799549 = -380471.076438 nChanged 71 SP:Iteration 54Q (1040.364410 sec): 3 clusters Score: Raw -381004.071636 + Penalty 520.799549 = -380483.272088 nChanged 89 SP:Iteration 55Q (1040.416223 sec): 3 clusters Score: Raw -381019.317281 + Penalty 520.799549 = -380498.517733 nChanged 91 SP:Iteration 56Q (1040.473345 sec): 3 clusters Score: Raw -381033.032835 + Penalty 520.799549 = -380512.233287 nChanged 72 SP:Iteration 57Q (1040.529874 sec): 3 clusters Score: Raw -381044.970524 + Penalty 520.799549 = -380524.170975 nChanged 76 SP:Iteration 58Q (1040.590421 sec): 3 clusters Score: Raw -381057.688733 + Penalty 520.799549 = -380536.889184 nChanged 84 SP:Iteration 59Q (1040.659858 sec): 3 clusters Score: Raw -381072.223490 + Penalty 520.799549 = -380551.423942 nChanged 83 SP:Iteration 60F (1040.716801 sec): 3 clusters Score: Raw -381086.850608 + Penalty 520.799549 = -380566.051059 nChanged 80 SP:Iteration 61Q (1040.762012 sec): 3 clusters Score: Raw -381100.399745 + Penalty 520.799549 = -380579.600197 nChanged 92 SP:Iteration 62Q (1040.822704 sec): 3 clusters Score: Raw -381118.277824 + Penalty 520.799549 = -380597.478276 nChanged 105 SP:Iteration 63Q (1040.893841 sec): 3 clusters Score: Raw -381142.915983 + Penalty 520.799549 = -380622.116434 nChanged 103 SP:Iteration 64Q (1040.945636 sec): 3 clusters Score: Raw -381167.772759 + Penalty 520.799549 = -380646.973211 nChanged 101 SP:Iteration 65Q (1041.000340 sec): 3 clusters Score: Raw -381192.375573 + Penalty 520.799549 = -380671.576024 nChanged 110 SP:Iteration 66Q (1041.058422 sec): 3 clusters Score: Raw -381219.137973 + Penalty 520.799549 = -380698.338425 nChanged 106 SP:Iteration 67Q (1041.111837 sec): 3 clusters Score: Raw -381249.126332 + Penalty 520.799549 = -380728.326783 nChanged 107 SP:Iteration 68Q (1041.181265 sec): 3 clusters Score: Raw -381276.785507 + Penalty 520.799549 = -380755.985958 nChanged 109 SP:Iteration 69Q (1041.237641 sec): 3 clusters Score: Raw -381304.436781 + Penalty 520.799549 = -380783.637232 nChanged 117 SP:Iteration 70Q (1041.287029 sec): 3 clusters Score: Raw -381330.086003 + Penalty 520.799549 = -380809.286454 nChanged 103 SP:Iteration 71Q (1041.345900 sec): 3 clusters Score: Raw -381351.560710 + Penalty 520.799549 = -380830.761161 nChanged 95 SP:Iteration 72Q (1041.394482 sec): 3 clusters Score: Raw -381371.873729 + Penalty 520.799549 = -380851.074180 nChanged 93 SP:Iteration 73Q (1041.450608 sec): 3 clusters Score: Raw -381393.268103 + Penalty 520.799549 = -380872.468554 nChanged 90 SP:Iteration 74Q (1041.512362 sec): 3 clusters Score: Raw -381417.059789 + Penalty 520.799549 = -380896.260240 nChanged 104 SP:Iteration 75Q (1041.564680 sec): 3 clusters Score: Raw -381448.033331 + Penalty 520.799549 = -380927.233782 nChanged 115 SP:Iteration 76Q (1041.628136 sec): 3 clusters Score: Raw -381484.742111 + Penalty 520.799549 = -380963.942562 nChanged 107 SP:Iteration 77Q (1041.672010 sec): 3 clusters Score: Raw -381513.266619 + Penalty 520.799549 = -380992.467071 nChanged 90 SP:Iteration 78Q (1041.737975 sec): 3 clusters Score: Raw -381534.535729 + Penalty 520.799549 = -381013.736180 nChanged 76 SP:Iteration 79Q (1041.794160 sec): 3 clusters Score: Raw -381551.155113 + Penalty 520.799549 = -381030.355565 nChanged 65 SP:Iteration 80F (1041.854682 sec): 3 clusters Score: Raw -381566.433210 + Penalty 520.799549 = -381045.633661 nChanged 60 SP:Iteration 81Q (1041.911165 sec): 3 clusters Score: Raw -381582.692989 + Penalty 520.799549 = -381061.893440 nChanged 77 SP:Iteration 82Q (1041.956115 sec): 3 clusters Score: Raw -381604.363087 + Penalty 520.799549 = -381083.563538 nChanged 78 SP:Iteration 83Q (1042.023278 sec): 3 clusters Score: Raw -381631.115996 + Penalty 520.799549 = -381110.316448 nChanged 77 SP:Iteration 84Q (1042.076457 sec): 3 clusters Score: Raw -381656.535776 + Penalty 520.799549 = -381135.736228 nChanged 77 SP:Iteration 85Q (1042.131900 sec): 3 clusters Score: Raw -381682.392538 + Penalty 520.799549 = -381161.592990 nChanged 79 SP:Iteration 86Q (1042.190325 sec): 3 clusters Score: Raw -381712.037668 + Penalty 520.799549 = -381191.238120 nChanged 77 SP:Iteration 87Q (1042.233354 sec): 3 clusters Score: Raw -381738.544651 + Penalty 520.799549 = -381217.745102 nChanged 62 SP:Iteration 88Q (1042.297305 sec): 3 clusters Score: Raw -381756.313372 + Penalty 520.799549 = -381235.513823 nChanged 57 SP:Iteration 89Q (1042.352220 sec): 3 clusters Score: Raw -381773.419348 + Penalty 520.799549 = -381252.619799 nChanged 53 SP:Iteration 90Q (1042.396624 sec): 3 clusters Score: Raw -381789.111779 + Penalty 520.799549 = -381268.312231 nChanged 57 SP:Iteration 91Q (1042.450383 sec): 3 clusters Score: Raw -381808.834478 + Penalty 520.799549 = -381288.034930 nChanged 62 SP:Iteration 92Q (1042.508963 sec): 3 clusters Score: Raw -381833.612638 + Penalty 520.799549 = -381312.813089 nChanged 60 SP:Iteration 93Q (1042.565192 sec): 3 clusters Score: Raw -381857.621392 + Penalty 520.799549 = -381336.821843 nChanged 58 SP:Iteration 94Q (1042.611842 sec): 3 clusters Score: Raw -381881.392216 + Penalty 520.799549 = -381360.592668 nChanged 45 SP:Iteration 95Q (1042.666443 sec): 3 clusters Score: Raw -381895.195983 + Penalty 520.799549 = -381374.396435 nChanged 33 SP:Iteration 96Q (1042.727653 sec): 3 clusters Score: Raw -381904.217879 + Penalty 520.799549 = -381383.418330 nChanged 37 SP:Iteration 97Q (1042.787128 sec): 3 clusters Score: Raw -381918.677525 + Penalty 520.799549 = -381397.877976 nChanged 29 SP:Iteration 98Q (1042.846589 sec): 3 clusters Score: Raw -381929.948310 + Penalty 520.799549 = -381409.148762 nChanged 34 SP:Iteration 99Q (1042.895091 sec): 3 clusters Score: Raw -381945.153654 + Penalty 520.799549 = -381424.354106 nChanged 20 SP:Iteration 100F (1042.948695 sec): 3 clusters Score: Raw -381950.566177 + Penalty 520.799549 = -381429.766629 nChanged 8 SP:Iteration 101Q (1042.999007 sec): 3 clusters Score: Raw -381951.745724 + Penalty 520.799549 = -381430.946175 nChanged 9 SP:Iteration 102Q (1043.060283 sec): 3 clusters Score: Raw -381953.524446 + Penalty 520.799549 = -381432.724898 nChanged 7 SP:Iteration 103Q (1043.113803 sec): 3 clusters Score: Raw -381954.859388 + Penalty 520.799549 = -381434.059840 nChanged 4 SP:Iteration 104Q (1043.171006 sec): 3 clusters Score: Raw -381955.597416 + Penalty 520.799549 = -381434.797867 nChanged 2 SP:Iteration 105Q (1043.227799 sec): 3 clusters Score: Raw -381955.713238 + Penalty 520.799549 = -381434.913689 nChanged 0 SP:Iteration 106F (1043.275293 sec): 3 clusters Score: Raw -381955.713238 + Penalty 520.799549 = -381434.913689 nChanged 0 Trying to split cluster 21 (800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1043.311988 sec): 2 clusters Score: Raw -22862.900217 + Penalty 183.826823 = -22679.073394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1043.350687 sec): 3 clusters Score: Raw -22444.056280 + Penalty 367.653645 = -22076.402635 nChanged 326 SP:Iteration 1F (1043.400563 sec): 3 clusters Score: Raw -22654.267033 + Penalty 367.653645 = -22286.613388 nChanged 67 SP:Iteration 2F (1043.442656 sec): 3 clusters Score: Raw -22691.785130 + Penalty 367.653645 = -22324.131485 nChanged 42 SP:Iteration 3F (1043.490885 sec): 3 clusters Score: Raw -22718.339111 + Penalty 367.653645 = -22350.685466 nChanged 35 SP:Iteration 4Q (1043.535641 sec): 3 clusters Score: Raw -22737.331945 + Penalty 367.653645 = -22369.678300 nChanged 25 SP:Iteration 5Q (1043.583421 sec): 3 clusters Score: Raw -22759.058800 + Penalty 367.653645 = -22391.405155 nChanged 25 SP:Iteration 6Q (1043.633586 sec): 3 clusters Score: Raw -22787.401404 + Penalty 367.653645 = -22419.747759 nChanged 32 SP:Iteration 7Q (1043.672863 sec): 3 clusters Score: Raw -22813.434819 + Penalty 367.653645 = -22445.781174 nChanged 29 SP:Iteration 8Q (1043.728225 sec): 3 clusters Score: Raw -22831.891017 + Penalty 367.653645 = -22464.237372 nChanged 14 SP:Iteration 9Q (1043.770826 sec): 3 clusters Score: Raw -22840.595061 + Penalty 367.653645 = -22472.941416 nChanged 11 SP:Iteration 10Q (1043.811218 sec): 3 clusters Score: Raw -22847.668506 + Penalty 367.653645 = -22480.014861 nChanged 14 SP:Iteration 11Q (1043.855751 sec): 3 clusters Score: Raw -22853.341750 + Penalty 367.653645 = -22485.688105 nChanged 13 SP:Iteration 12Q (1043.904151 sec): 3 clusters Score: Raw -22859.092653 + Penalty 367.653645 = -22491.439008 nChanged 11 SP:Iteration 13Q (1043.948605 sec): 3 clusters Score: Raw -22864.576083 + Penalty 367.653645 = -22496.922438 nChanged 9 SP:Iteration 14Q (1043.981687 sec): 3 clusters Score: Raw -22869.289296 + Penalty 367.653645 = -22501.635651 nChanged 8 SP:Iteration 15Q (1044.034011 sec): 3 clusters Score: Raw -22871.398325 + Penalty 367.653645 = -22503.744680 nChanged 2 SP:Iteration 16Q (1044.074999 sec): 3 clusters Score: Raw -22873.630075 + Penalty 367.653645 = -22505.976430 nChanged 4 SP:Iteration 17Q (1044.126755 sec): 3 clusters Score: Raw -22875.687079 + Penalty 367.653645 = -22508.033433 nChanged 3 SP:Iteration 18Q (1044.165593 sec): 3 clusters Score: Raw -22875.995421 + Penalty 367.653645 = -22508.341776 nChanged 2 SP:Iteration 19Q (1044.223332 sec): 3 clusters Score: Raw -22876.952185 + Penalty 367.653645 = -22509.298540 nChanged 2 SP:Iteration 20F (1044.257211 sec): 3 clusters Score: Raw -22877.177923 + Penalty 367.653645 = -22509.524278 nChanged 0 Trying to split cluster 22 (2578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1044.282768 sec): 2 clusters Score: Raw -67809.763107 + Penalty 216.006153 = -67593.756954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1044.338493 sec): 3 clusters Score: Raw -66271.649816 + Penalty 432.012305 = -65839.637511 nChanged 1148 SP:Iteration 1F (1044.377665 sec): 3 clusters Score: Raw -66993.953631 + Penalty 432.012305 = -66561.941326 nChanged 198 SP:Iteration 2F (1044.433305 sec): 3 clusters Score: Raw -67134.810254 + Penalty 432.012305 = -66702.797949 nChanged 170 SP:Iteration 3F (1044.468466 sec): 3 clusters Score: Raw -67243.990095 + Penalty 432.012305 = -66811.977790 nChanged 114 SP:Iteration 4Q (1044.524340 sec): 3 clusters Score: Raw -67312.412595 + Penalty 432.012305 = -66880.400289 nChanged 119 SP:Iteration 5Q (1044.570176 sec): 3 clusters Score: Raw -67406.805143 + Penalty 432.012305 = -66974.792838 nChanged 121 SP:Iteration 6Q (1044.611739 sec): 3 clusters Score: Raw -67485.935120 + Penalty 432.012305 = -67053.922815 nChanged 89 SP:Iteration 7Q (1044.651500 sec): 3 clusters Score: Raw -67536.264567 + Penalty 432.012305 = -67104.252262 nChanged 61 SP:Iteration 8Q (1044.696515 sec): 3 clusters Score: Raw -67566.949713 + Penalty 432.012305 = -67134.937408 nChanged 64 SP:Iteration 9Q (1044.744698 sec): 3 clusters Score: Raw -67593.945018 + Penalty 432.012305 = -67161.932713 nChanged 50 SP:Iteration 10Q (1044.794340 sec): 3 clusters Score: Raw -67616.563599 + Penalty 432.012305 = -67184.551294 nChanged 51 SP:Iteration 11Q (1044.842658 sec): 3 clusters Score: Raw -67635.135250 + Penalty 432.012305 = -67203.122945 nChanged 39 SP:Iteration 12Q (1044.889624 sec): 3 clusters Score: Raw -67646.689310 + Penalty 432.012305 = -67214.677005 nChanged 31 SP:Iteration 13Q (1044.933113 sec): 3 clusters Score: Raw -67655.981940 + Penalty 432.012305 = -67223.969635 nChanged 27 SP:Iteration 14Q (1044.974047 sec): 3 clusters Score: Raw -67666.495630 + Penalty 432.012305 = -67234.483325 nChanged 30 SP:Iteration 15Q (1045.018721 sec): 3 clusters Score: Raw -67677.717222 + Penalty 432.012305 = -67245.704917 nChanged 30 SP:Iteration 16Q (1045.056554 sec): 3 clusters Score: Raw -67693.541067 + Penalty 432.012305 = -67261.528762 nChanged 27 SP:Iteration 17Q (1045.112699 sec): 3 clusters Score: Raw -67712.209008 + Penalty 432.012305 = -67280.196703 nChanged 30 SP:Iteration 18Q (1045.157667 sec): 3 clusters Score: Raw -67730.163244 + Penalty 432.012305 = -67298.150939 nChanged 27 SP:Iteration 19Q (1045.208394 sec): 3 clusters Score: Raw -67743.129617 + Penalty 432.012305 = -67311.117312 nChanged 17 SP:Iteration 20F (1045.254022 sec): 3 clusters Score: Raw -67749.910902 + Penalty 432.012305 = -67317.898597 nChanged 16 SP:Iteration 21Q (1045.293527 sec): 3 clusters Score: Raw -67755.885259 + Penalty 432.012305 = -67323.872954 nChanged 17 SP:Iteration 22Q (1045.348593 sec): 3 clusters Score: Raw -67762.391503 + Penalty 432.012305 = -67330.379198 nChanged 17 SP:Iteration 23Q (1045.387648 sec): 3 clusters Score: Raw -67770.886761 + Penalty 432.012305 = -67338.874456 nChanged 15 SP:Iteration 24Q (1045.440270 sec): 3 clusters Score: Raw -67775.003477 + Penalty 432.012305 = -67342.991172 nChanged 7 SP:Iteration 25Q (1045.495675 sec): 3 clusters Score: Raw -67777.490340 + Penalty 432.012305 = -67345.478035 nChanged 11 SP:Iteration 26Q (1045.535249 sec): 3 clusters Score: Raw -67782.123841 + Penalty 432.012305 = -67350.111536 nChanged 10 SP:Iteration 27Q (1045.586980 sec): 3 clusters Score: Raw -67787.404976 + Penalty 432.012305 = -67355.392671 nChanged 17 SP:Iteration 28Q (1045.627655 sec): 3 clusters Score: Raw -67796.085231 + Penalty 432.012305 = -67364.072925 nChanged 10 SP:Iteration 29Q (1045.662812 sec): 3 clusters Score: Raw -67801.298052 + Penalty 432.012305 = -67369.285747 nChanged 8 SP:Iteration 30Q (1045.711158 sec): 3 clusters Score: Raw -67808.599326 + Penalty 432.012305 = -67376.587020 nChanged 4 SP:Iteration 31Q (1045.755513 sec): 3 clusters Score: Raw -67810.644018 + Penalty 432.012305 = -67378.631713 nChanged 7 SP:Iteration 32Q (1045.807108 sec): 3 clusters Score: Raw -67813.762182 + Penalty 432.012305 = -67381.749877 nChanged 5 SP:Iteration 33Q (1045.840900 sec): 3 clusters Score: Raw -67815.815732 + Penalty 432.012305 = -67383.803427 nChanged 7 SP:Iteration 34Q (1045.885110 sec): 3 clusters Score: Raw -67819.619337 + Penalty 432.012305 = -67387.607032 nChanged 5 SP:Iteration 35Q (1045.929128 sec): 3 clusters Score: Raw -67821.568351 + Penalty 432.012305 = -67389.556046 nChanged 6 SP:Iteration 36Q (1045.975966 sec): 3 clusters Score: Raw -67823.606651 + Penalty 432.012305 = -67391.594346 nChanged 4 SP:Iteration 37Q (1046.028481 sec): 3 clusters Score: Raw -67825.453508 + Penalty 432.012305 = -67393.441203 nChanged 2 SP:Iteration 38Q (1046.067291 sec): 3 clusters Score: Raw -67826.043457 + Penalty 432.012305 = -67394.031152 nChanged 2 SP:Iteration 39Q (1046.121737 sec): 3 clusters Score: Raw -67826.769302 + Penalty 432.012305 = -67394.756997 nChanged 1 SP:Iteration 40F (1046.164765 sec): 3 clusters Score: Raw -67826.909132 + Penalty 432.012305 = -67394.896827 nChanged 1 SP:Iteration 41Q (1046.210027 sec): 3 clusters Score: Raw -67827.169064 + Penalty 432.012305 = -67395.156759 nChanged 0 SP:Iteration 42F (1046.259740 sec): 3 clusters Score: Raw -67827.169064 + Penalty 432.012305 = -67395.156759 nChanged 0 Trying to split cluster 23 (729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1046.283037 sec): 2 clusters Score: Raw -14881.875138 + Penalty 181.271028 = -14700.604111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1046.326568 sec): 3 clusters Score: Raw -14501.879353 + Penalty 362.542055 = -14139.337297 nChanged 301 SP:Iteration 1F (1046.366183 sec): 3 clusters Score: Raw -14752.385957 + Penalty 362.542055 = -14389.843901 nChanged 73 SP:Iteration 2F (1046.415069 sec): 3 clusters Score: Raw -14807.312048 + Penalty 362.542055 = -14444.769993 nChanged 44 SP:Iteration 3F (1046.450966 sec): 3 clusters Score: Raw -14836.351886 + Penalty 362.542055 = -14473.809831 nChanged 24 SP:Iteration 4Q (1046.505463 sec): 3 clusters Score: Raw -14853.432938 + Penalty 362.542055 = -14490.890883 nChanged 21 SP:Iteration 5Q (1046.554625 sec): 3 clusters Score: Raw -14865.234673 + Penalty 362.542055 = -14502.692618 nChanged 9 SP:Iteration 6Q (1046.608793 sec): 3 clusters Score: Raw -14868.821359 + Penalty 362.542055 = -14506.279304 nChanged 3 SP:Iteration 7Q (1046.652503 sec): 3 clusters Score: Raw -14870.619333 + Penalty 362.542055 = -14508.077277 nChanged 4 SP:Iteration 8Q (1046.697371 sec): 3 clusters Score: Raw -14872.711734 + Penalty 362.542055 = -14510.169679 nChanged 4 SP:Iteration 9Q (1046.741887 sec): 3 clusters Score: Raw -14874.143111 + Penalty 362.542055 = -14511.601055 nChanged 6 SP:Iteration 10Q (1046.796419 sec): 3 clusters Score: Raw -14875.251582 + Penalty 362.542055 = -14512.709527 nChanged 1 SP:Iteration 11Q (1046.843923 sec): 3 clusters Score: Raw -14875.382319 + Penalty 362.542055 = -14512.840264 nChanged 1 SP:Iteration 12Q (1046.889787 sec): 3 clusters Score: Raw -14875.948516 + Penalty 362.542055 = -14513.406461 nChanged 1 SP:Iteration 13Q (1046.935588 sec): 3 clusters Score: Raw -14876.042744 + Penalty 362.542055 = -14513.500689 nChanged 0 SP:Iteration 14F (1046.979908 sec): 3 clusters Score: Raw -14876.042744 + Penalty 362.542055 = -14513.500689 nChanged 0 Trying to split cluster 24 (87574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1047.081841 sec): 2 clusters Score: Raw -2464421.733209 + Penalty 312.956584 = -2464108.776625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1047.198625 sec): 3 clusters Score: Raw -2405192.353414 + Penalty 625.913169 = -2404566.440245 nChanged 43146 SP:Iteration 1F (1047.306179 sec): 3 clusters Score: Raw -2432267.872084 + Penalty 625.913169 = -2431641.958915 nChanged 4808 SP:Iteration 2F (1047.424170 sec): 3 clusters Score: Raw -2434994.466764 + Penalty 625.913169 = -2434368.553595 nChanged 5889 SP:Iteration 3F (1047.538830 sec): 3 clusters Score: Raw -2439364.654964 + Penalty 625.913169 = -2438738.741795 nChanged 6569 SP:Iteration 4F (1047.652837 sec): 3 clusters Score: Raw -2444520.248948 + Penalty 625.913169 = -2443894.335779 nChanged 6060 SP:Iteration 5F (1047.760867 sec): 3 clusters Score: Raw -2448769.537907 + Penalty 625.913169 = -2448143.624739 nChanged 4470 SP:Iteration 6F (1047.884480 sec): 3 clusters Score: Raw -2450949.225402 + Penalty 625.913169 = -2450323.312233 nChanged 2693 SP:Iteration 7Q (1047.997916 sec): 3 clusters Score: Raw -2451706.444460 + Penalty 625.913169 = -2451080.531292 nChanged 1495 SP:Iteration 8Q (1048.136884 sec): 3 clusters Score: Raw -2452003.070139 + Penalty 625.913169 = -2451377.156971 nChanged 1034 SP:Iteration 9Q (1048.253835 sec): 3 clusters Score: Raw -2452206.114017 + Penalty 625.913169 = -2451580.200848 nChanged 957 SP:Iteration 10Q (1048.381231 sec): 3 clusters Score: Raw -2452405.070618 + Penalty 625.913169 = -2451779.157449 nChanged 979 SP:Iteration 11Q (1048.514406 sec): 3 clusters Score: Raw -2452619.560808 + Penalty 625.913169 = -2451993.647640 nChanged 992 SP:Iteration 12Q (1048.630490 sec): 3 clusters Score: Raw -2452834.359688 + Penalty 625.913169 = -2452208.446520 nChanged 1034 SP:Iteration 13Q (1048.736205 sec): 3 clusters Score: Raw -2453066.896229 + Penalty 625.913169 = -2452440.983060 nChanged 1052 SP:Iteration 14Q (1048.851511 sec): 3 clusters Score: Raw -2453313.738791 + Penalty 625.913169 = -2452687.825622 nChanged 1055 SP:Iteration 15Q (1048.987810 sec): 3 clusters Score: Raw -2453557.316246 + Penalty 625.913169 = -2452931.403078 nChanged 1098 SP:Iteration 16Q (1049.106414 sec): 3 clusters Score: Raw -2453824.967909 + Penalty 625.913169 = -2453199.054740 nChanged 1130 SP:Iteration 17Q (1049.224483 sec): 3 clusters Score: Raw -2454119.881064 + Penalty 625.913169 = -2453493.967895 nChanged 1123 SP:Iteration 18Q (1049.351334 sec): 3 clusters Score: Raw -2454410.667728 + Penalty 625.913169 = -2453784.754559 nChanged 1109 SP:Iteration 19Q (1049.467680 sec): 3 clusters Score: Raw -2454702.941458 + Penalty 625.913169 = -2454077.028289 nChanged 1108 SP:Iteration 20F (1049.583209 sec): 3 clusters Score: Raw -2454999.860811 + Penalty 625.913169 = -2454373.947643 nChanged 1084 SP:Iteration 21Q (1049.703552 sec): 3 clusters Score: Raw -2455277.456177 + Penalty 625.913169 = -2454651.543008 nChanged 1055 SP:Iteration 22Q (1049.819521 sec): 3 clusters Score: Raw -2455554.201457 + Penalty 625.913169 = -2454928.288288 nChanged 1022 SP:Iteration 23Q (1049.943252 sec): 3 clusters Score: Raw -2455803.081570 + Penalty 625.913169 = -2455177.168401 nChanged 1009 SP:Iteration 24Q (1050.058121 sec): 3 clusters Score: Raw -2456050.662691 + Penalty 625.913169 = -2455424.749523 nChanged 983 SP:Iteration 25Q (1050.168926 sec): 3 clusters Score: Raw -2456296.880098 + Penalty 625.913169 = -2455670.966929 nChanged 948 SP:Iteration 26Q (1050.288861 sec): 3 clusters Score: Raw -2456528.475586 + Penalty 625.913169 = -2455902.562418 nChanged 955 SP:Iteration 27Q (1050.407317 sec): 3 clusters Score: Raw -2456767.081167 + Penalty 625.913169 = -2456141.167998 nChanged 892 SP:Iteration 28Q (1050.518036 sec): 3 clusters Score: Raw -2456983.306801 + Penalty 625.913169 = -2456357.393632 nChanged 825 SP:Iteration 29Q (1050.646801 sec): 3 clusters Score: Raw -2457168.449819 + Penalty 625.913169 = -2456542.536650 nChanged 774 SP:Iteration 30Q (1050.757825 sec): 3 clusters Score: Raw -2457322.959424 + Penalty 625.913169 = -2456697.046255 nChanged 740 SP:Iteration 31Q (1050.871957 sec): 3 clusters Score: Raw -2457471.310226 + Penalty 625.913169 = -2456845.397058 nChanged 713 SP:Iteration 32Q (1050.992173 sec): 3 clusters Score: Raw -2457611.197645 + Penalty 625.913169 = -2456985.284476 nChanged 626 SP:Iteration 33Q (1051.102972 sec): 3 clusters Score: Raw -2457721.560568 + Penalty 625.913169 = -2457095.647399 nChanged 561 SP:Iteration 34Q (1051.213706 sec): 3 clusters Score: Raw -2457815.808594 + Penalty 625.913169 = -2457189.895425 nChanged 527 SP:Iteration 35Q (1051.323272 sec): 3 clusters Score: Raw -2457895.056882 + Penalty 625.913169 = -2457269.143714 nChanged 508 SP:Iteration 36Q (1051.442096 sec): 3 clusters Score: Raw -2457974.002466 + Penalty 625.913169 = -2457348.089297 nChanged 469 SP:Iteration 37Q (1051.566453 sec): 3 clusters Score: Raw -2458044.438688 + Penalty 625.913169 = -2457418.525519 nChanged 464 SP:Iteration 38Q (1051.677920 sec): 3 clusters Score: Raw -2458108.745112 + Penalty 625.913169 = -2457482.831944 nChanged 426 SP:Iteration 39Q (1051.792551 sec): 3 clusters Score: Raw -2458161.688850 + Penalty 625.913169 = -2457535.775682 nChanged 449 SP:Iteration 40F (1051.901964 sec): 3 clusters Score: Raw -2458217.732285 + Penalty 625.913169 = -2457591.819116 nChanged 420 SP:Iteration 41Q (1052.020607 sec): 3 clusters Score: Raw -2458272.789459 + Penalty 625.913169 = -2457646.876290 nChanged 395 SP:Iteration 42Q (1052.126377 sec): 3 clusters Score: Raw -2458319.429735 + Penalty 625.913169 = -2457693.516566 nChanged 399 SP:Iteration 43Q (1052.238366 sec): 3 clusters Score: Raw -2458362.915798 + Penalty 625.913169 = -2457737.002629 nChanged 401 SP:Iteration 44Q (1052.355713 sec): 3 clusters Score: Raw -2458409.407587 + Penalty 625.913169 = -2457783.494418 nChanged 401 SP:Iteration 45Q (1052.466464 sec): 3 clusters Score: Raw -2458456.208564 + Penalty 625.913169 = -2457830.295395 nChanged 381 SP:Iteration 46Q (1052.577224 sec): 3 clusters Score: Raw -2458501.664898 + Penalty 625.913169 = -2457875.751729 nChanged 373 SP:Iteration 47Q (1052.685496 sec): 3 clusters Score: Raw -2458548.563468 + Penalty 625.913169 = -2457922.650299 nChanged 410 SP:Iteration 48Q (1052.805198 sec): 3 clusters Score: Raw -2458602.168343 + Penalty 625.913169 = -2457976.255175 nChanged 404 SP:Iteration 49Q (1052.921943 sec): 3 clusters Score: Raw -2458655.058647 + Penalty 625.913169 = -2458029.145479 nChanged 387 SP:Iteration 50Q (1053.042315 sec): 3 clusters Score: Raw -2458710.520095 + Penalty 625.913169 = -2458084.606927 nChanged 424 SP:Iteration 51Q (1053.159767 sec): 3 clusters Score: Raw -2458773.397091 + Penalty 625.913169 = -2458147.483922 nChanged 433 SP:Iteration 52Q (1053.275838 sec): 3 clusters Score: Raw -2458842.721095 + Penalty 625.913169 = -2458216.807927 nChanged 467 SP:Iteration 53Q (1053.391497 sec): 3 clusters Score: Raw -2458925.141068 + Penalty 625.913169 = -2458299.227900 nChanged 456 SP:Iteration 54Q (1053.505298 sec): 3 clusters Score: Raw -2459010.556047 + Penalty 625.913169 = -2458384.642878 nChanged 495 SP:Iteration 55Q (1053.620103 sec): 3 clusters Score: Raw -2459111.319827 + Penalty 625.913169 = -2458485.406659 nChanged 524 SP:Iteration 56Q (1053.733468 sec): 3 clusters Score: Raw -2459225.317275 + Penalty 625.913169 = -2458599.404106 nChanged 541 SP:Iteration 57Q (1053.856110 sec): 3 clusters Score: Raw -2459356.101978 + Penalty 625.913169 = -2458730.188809 nChanged 571 SP:Iteration 58Q (1053.964820 sec): 3 clusters Score: Raw -2459500.865282 + Penalty 625.913169 = -2458874.952113 nChanged 589 SP:Iteration 59Q (1054.075711 sec): 3 clusters Score: Raw -2459651.815015 + Penalty 625.913169 = -2459025.901846 nChanged 590 SP:Iteration 60F (1054.185246 sec): 3 clusters Score: Raw -2459798.968650 + Penalty 625.913169 = -2459173.055481 nChanged 610 SP:Iteration 61Q (1054.311615 sec): 3 clusters Score: Raw -2459965.337793 + Penalty 625.913169 = -2459339.424625 nChanged 646 SP:Iteration 62Q (1054.434276 sec): 3 clusters Score: Raw -2460146.629538 + Penalty 625.913169 = -2459520.716370 nChanged 666 SP:Iteration 63Q (1054.551368 sec): 3 clusters Score: Raw -2460339.635427 + Penalty 625.913169 = -2459713.722258 nChanged 684 SP:Iteration 64Q (1054.666454 sec): 3 clusters Score: Raw -2460553.445730 + Penalty 625.913169 = -2459927.532562 nChanged 691 SP:Iteration 65Q (1054.787008 sec): 3 clusters Score: Raw -2460783.622327 + Penalty 625.913169 = -2460157.709159 nChanged 737 SP:Iteration 66Q (1054.892130 sec): 3 clusters Score: Raw -2461046.781377 + Penalty 625.913169 = -2460420.868208 nChanged 750 SP:Iteration 67Q (1054.993796 sec): 3 clusters Score: Raw -2461331.480393 + Penalty 625.913169 = -2460705.567224 nChanged 818 SP:Iteration 68Q (1055.113156 sec): 3 clusters Score: Raw -2461680.155404 + Penalty 625.913169 = -2461054.242235 nChanged 837 SP:Iteration 69Q (1055.230872 sec): 3 clusters Score: Raw -2462053.715283 + Penalty 625.913169 = -2461427.802114 nChanged 844 SP:Iteration 70Q (1055.350382 sec): 3 clusters Score: Raw -2462446.771446 + Penalty 625.913169 = -2461820.858277 nChanged 794 SP:Iteration 71Q (1055.457495 sec): 3 clusters Score: Raw -2462825.816200 + Penalty 625.913169 = -2462199.903031 nChanged 734 SP:Iteration 72Q (1055.564184 sec): 3 clusters Score: Raw -2463168.847866 + Penalty 625.913169 = -2462542.934697 nChanged 631 SP:Iteration 73Q (1055.664936 sec): 3 clusters Score: Raw -2463451.378282 + Penalty 625.913169 = -2462825.465113 nChanged 545 SP:Iteration 74Q (1055.765916 sec): 3 clusters Score: Raw -2463688.846311 + Penalty 625.913169 = -2463062.933142 nChanged 418 SP:Iteration 75Q (1055.872986 sec): 3 clusters Score: Raw -2463868.466073 + Penalty 625.913169 = -2463242.552904 nChanged 347 SP:Iteration 76Q (1055.976733 sec): 3 clusters Score: Raw -2464026.478164 + Penalty 625.913169 = -2463400.564995 nChanged 257 SP:Iteration 77Q (1056.076191 sec): 3 clusters Score: Raw -2464142.695740 + Penalty 625.913169 = -2463516.782572 nChanged 200 SP:Iteration 78Q (1056.168244 sec): 3 clusters Score: Raw -2464235.105077 + Penalty 625.913169 = -2463609.191908 nChanged 150 SP:Iteration 79Q (1056.283353 sec): 3 clusters Score: Raw -2464312.163265 + Penalty 625.913169 = -2463686.250096 nChanged 109 SP:Iteration 80F (1056.391643 sec): 3 clusters Score: Raw -2464359.045646 + Penalty 625.913169 = -2463733.132478 nChanged 84 SP:Iteration 81Q (1056.495632 sec): 3 clusters Score: Raw -2464393.801770 + Penalty 625.913169 = -2463767.888602 nChanged 61 SP:Iteration 82Q (1056.596612 sec): 3 clusters Score: Raw -2464420.008593 + Penalty 625.913169 = -2463794.095424 nChanged 49 SP:Iteration 83Q (1056.697582 sec): 3 clusters Score: Raw -2464436.108959 + Penalty 625.913169 = -2463810.195791 nChanged 27 SP:Iteration 84Q (1056.801719 sec): 3 clusters Score: Raw -2464443.312111 + Penalty 625.913169 = -2463817.398942 nChanged 18 SP:Iteration 85Q (1056.904700 sec): 3 clusters Score: Raw -2464448.055740 + Penalty 625.913169 = -2463822.142572 nChanged 15 SP:Iteration 86Q (1057.005080 sec): 3 clusters Score: Raw -2464452.973319 + Penalty 625.913169 = -2463827.060150 nChanged 16 SP:Iteration 87Q (1057.123861 sec): 3 clusters Score: Raw -2464457.745854 + Penalty 625.913169 = -2463831.832686 nChanged 11 SP:Iteration 88Q (1057.245764 sec): 3 clusters Score: Raw -2464461.359379 + Penalty 625.913169 = -2463835.446211 nChanged 14 SP:Iteration 89Q (1057.352826 sec): 3 clusters Score: Raw -2464465.280915 + Penalty 625.913169 = -2463839.367746 nChanged 8 SP:Iteration 90Q (1057.468045 sec): 3 clusters Score: Raw -2464468.709853 + Penalty 625.913169 = -2463842.796684 nChanged 11 SP:Iteration 91Q (1057.574205 sec): 3 clusters Score: Raw -2464472.179629 + Penalty 625.913169 = -2463846.266460 nChanged 10 SP:Iteration 92Q (1057.674791 sec): 3 clusters Score: Raw -2464475.222179 + Penalty 625.913169 = -2463849.309010 nChanged 10 SP:Iteration 93Q (1057.777762 sec): 3 clusters Score: Raw -2464477.585226 + Penalty 625.913169 = -2463851.672057 nChanged 13 SP:Iteration 94Q (1057.877039 sec): 3 clusters Score: Raw -2464480.689104 + Penalty 625.913169 = -2463854.775936 nChanged 6 SP:Iteration 95Q (1057.981230 sec): 3 clusters Score: Raw -2464482.008969 + Penalty 625.913169 = -2463856.095800 nChanged 6 SP:Iteration 96Q (1058.081630 sec): 3 clusters Score: Raw -2464483.096205 + Penalty 625.913169 = -2463857.183037 nChanged 4 SP:Iteration 97Q (1058.178166 sec): 3 clusters Score: Raw -2464484.060088 + Penalty 625.913169 = -2463858.146919 nChanged 3 SP:Iteration 98Q (1058.280213 sec): 3 clusters Score: Raw -2464484.760038 + Penalty 625.913169 = -2463858.846869 nChanged 3 SP:Iteration 99Q (1058.391814 sec): 3 clusters Score: Raw -2464485.109173 + Penalty 625.913169 = -2463859.196005 nChanged 3 SP:Iteration 100F (1058.504777 sec): 3 clusters Score: Raw -2464486.834151 + Penalty 625.913169 = -2463860.920982 nChanged 5 SP:Iteration 101Q (1058.607087 sec): 3 clusters Score: Raw -2464488.553414 + Penalty 625.913169 = -2463862.640245 nChanged 6 SP:Iteration 102Q (1058.716089 sec): 3 clusters Score: Raw -2464489.768589 + Penalty 625.913169 = -2463863.855420 nChanged 2 SP:Iteration 103Q (1058.819759 sec): 3 clusters Score: Raw -2464490.275142 + Penalty 625.913169 = -2463864.361974 nChanged 0 SP:Iteration 104F (1058.928978 sec): 3 clusters Score: Raw -2464490.275142 + Penalty 625.913169 = -2463864.361974 nChanged 0 Trying to split cluster 25 (556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1058.970703 sec): 2 clusters Score: Raw -12380.219889 + Penalty 173.821128 = -12206.398761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1059.015534 sec): 3 clusters Score: Raw -12106.319800 + Penalty 347.642256 = -11758.677544 nChanged 237 SP:Iteration 1F (1059.050103 sec): 3 clusters Score: Raw -12281.173932 + Penalty 347.642256 = -11933.531676 nChanged 43 SP:Iteration 2F (1059.103734 sec): 3 clusters Score: Raw -12314.275076 + Penalty 347.642256 = -11966.632820 nChanged 25 SP:Iteration 3Q (1059.140368 sec): 3 clusters Score: Raw -12334.494377 + Penalty 347.642256 = -11986.852120 nChanged 21 SP:Iteration 4Q (1059.182474 sec): 3 clusters Score: Raw -12362.991138 + Penalty 347.642256 = -12015.348882 nChanged 21 SP:Iteration 5Q (1059.230227 sec): 3 clusters Score: Raw -12390.495653 + Penalty 347.642256 = -12042.853397 nChanged 19 SP:Iteration 6Q (1059.274809 sec): 3 clusters Score: Raw -12415.532471 + Penalty 347.642256 = -12067.890215 nChanged 17 SP:Iteration 7Q (1059.313586 sec): 3 clusters Score: Raw -12431.544456 + Penalty 347.642256 = -12083.902200 nChanged 17 SP:Iteration 8Q (1059.356142 sec): 3 clusters Score: Raw -12453.853314 + Penalty 347.642256 = -12106.211058 nChanged 18 SP:Iteration 9Q (1059.400870 sec): 3 clusters Score: Raw -12491.960855 + Penalty 347.642256 = -12144.318599 nChanged 19 SP:Iteration 10Q (1059.453124 sec): 3 clusters Score: Raw -12539.235471 + Penalty 347.642256 = -12191.593215 nChanged 12 SP:Iteration 11Q (1059.497619 sec): 3 clusters Score: Raw -12559.738265 + Penalty 347.642256 = -12212.096009 nChanged 9 SP:Iteration 12Q (1059.537993 sec): 3 clusters Score: Raw -12567.130302 + Penalty 347.642256 = -12219.488045 nChanged 5 SP:Iteration 13Q (1059.590306 sec): 3 clusters Score: Raw -12570.341474 + Penalty 347.642256 = -12222.699218 nChanged 3 SP:Iteration 14Q (1059.626173 sec): 3 clusters Score: Raw -12570.979421 + Penalty 347.642256 = -12223.337165 nChanged 3 SP:Iteration 15Q (1059.675554 sec): 3 clusters Score: Raw -12571.745985 + Penalty 347.642256 = -12224.103729 nChanged 0 SP:Iteration 16F (1059.716428 sec): 3 clusters Score: Raw -12571.745985 + Penalty 347.642256 = -12224.103729 nChanged 0 Score: Raw -7174188.251157 + Penalty 9983.031758 = -7164205.219398 Splitting cluster 25 changes total score from -7164357.935776 to -7164205.219398 So it's not getting split. Trying to split cluster 26 (1374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1062.301522 sec): 2 clusters Score: Raw -26580.765900 + Penalty 198.700741 = -26382.065160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1062.348929 sec): 3 clusters Score: Raw -25845.642353 + Penalty 397.401481 = -25448.240872 nChanged 581 SP:Iteration 1F (1062.385085 sec): 3 clusters Score: Raw -26231.493603 + Penalty 397.401481 = -25834.092122 nChanged 86 SP:Iteration 2F (1062.441854 sec): 3 clusters Score: Raw -26267.742015 + Penalty 397.401481 = -25870.340534 nChanged 63 SP:Iteration 3Q (1062.484684 sec): 3 clusters Score: Raw -26300.303546 + Penalty 397.401481 = -25902.902065 nChanged 62 SP:Iteration 4Q (1062.541164 sec): 3 clusters Score: Raw -26334.722098 + Penalty 397.401481 = -25937.320617 nChanged 43 SP:Iteration 5Q (1062.580841 sec): 3 clusters Score: Raw -26356.145609 + Penalty 397.401481 = -25958.744128 nChanged 36 SP:Iteration 6Q (1062.631557 sec): 3 clusters Score: Raw -26375.656163 + Penalty 397.401481 = -25978.254682 nChanged 31 SP:Iteration 7Q (1062.669678 sec): 3 clusters Score: Raw -26396.938237 + Penalty 397.401481 = -25999.536756 nChanged 24 SP:Iteration 8Q (1062.726029 sec): 3 clusters Score: Raw -26410.153627 + Penalty 397.401481 = -26012.752146 nChanged 21 SP:Iteration 9Q (1062.775701 sec): 3 clusters Score: Raw -26420.412485 + Penalty 397.401481 = -26023.011004 nChanged 19 SP:Iteration 10Q (1062.814579 sec): 3 clusters Score: Raw -26429.682688 + Penalty 397.401481 = -26032.281207 nChanged 20 SP:Iteration 11Q (1062.870744 sec): 3 clusters Score: Raw -26441.323451 + Penalty 397.401481 = -26043.921970 nChanged 23 SP:Iteration 12Q (1062.920127 sec): 3 clusters Score: Raw -26455.988314 + Penalty 397.401481 = -26058.586833 nChanged 30 SP:Iteration 13Q (1062.956712 sec): 3 clusters Score: Raw -26474.590531 + Penalty 397.401481 = -26077.189050 nChanged 26 SP:Iteration 14Q (1063.005568 sec): 3 clusters Score: Raw -26491.090025 + Penalty 397.401481 = -26093.688544 nChanged 23 SP:Iteration 15Q (1063.064098 sec): 3 clusters Score: Raw -26508.050896 + Penalty 397.401481 = -26110.649415 nChanged 23 SP:Iteration 16Q (1063.109762 sec): 3 clusters Score: Raw -26530.217026 + Penalty 397.401481 = -26132.815545 nChanged 19 SP:Iteration 17Q (1063.153630 sec): 3 clusters Score: Raw -26557.964590 + Penalty 397.401481 = -26160.563109 nChanged 24 SP:Iteration 18Q (1063.195163 sec): 3 clusters Score: Raw -26584.568036 + Penalty 397.401481 = -26187.166555 nChanged 12 SP:Iteration 19Q (1063.230625 sec): 3 clusters Score: Raw -26602.258957 + Penalty 397.401481 = -26204.857476 nChanged 15 SP:Iteration 20F (1063.278374 sec): 3 clusters Score: Raw -26633.118846 + Penalty 397.401481 = -26235.717365 nChanged 14 SP:Iteration 21Q (1063.324749 sec): 3 clusters Score: Raw -26655.276695 + Penalty 397.401481 = -26257.875214 nChanged 10 SP:Iteration 22Q (1063.368370 sec): 3 clusters Score: Raw -26670.532281 + Penalty 397.401481 = -26273.130800 nChanged 8 SP:Iteration 23Q (1063.400432 sec): 3 clusters Score: Raw -26681.882520 + Penalty 397.401481 = -26284.481039 nChanged 8 SP:Iteration 24Q (1063.445926 sec): 3 clusters Score: Raw -26691.487490 + Penalty 397.401481 = -26294.086009 nChanged 7 SP:Iteration 25Q (1063.493476 sec): 3 clusters Score: Raw -26697.795073 + Penalty 397.401481 = -26300.393592 nChanged 5 SP:Iteration 26Q (1063.537061 sec): 3 clusters Score: Raw -26701.578262 + Penalty 397.401481 = -26304.176781 nChanged 3 SP:Iteration 27Q (1063.570420 sec): 3 clusters Score: Raw -26703.741447 + Penalty 397.401481 = -26306.339966 nChanged 4 SP:Iteration 28Q (1063.616178 sec): 3 clusters Score: Raw -26708.818594 + Penalty 397.401481 = -26311.417113 nChanged 4 SP:Iteration 29Q (1063.663300 sec): 3 clusters Score: Raw -26712.148838 + Penalty 397.401481 = -26314.747357 nChanged 1 SP:Iteration 30Q (1063.710976 sec): 3 clusters Score: Raw -26714.218689 + Penalty 397.401481 = -26316.817208 nChanged 2 SP:Iteration 31Q (1063.745931 sec): 3 clusters Score: Raw -26716.388769 + Penalty 397.401481 = -26318.987288 nChanged 2 SP:Iteration 32Q (1063.794832 sec): 3 clusters Score: Raw -26718.496085 + Penalty 397.401481 = -26321.094604 nChanged 3 SP:Iteration 33Q (1063.844989 sec): 3 clusters Score: Raw -26719.737503 + Penalty 397.401481 = -26322.336022 nChanged 3 SP:Iteration 34Q (1063.880689 sec): 3 clusters Score: Raw -26721.458855 + Penalty 397.401481 = -26324.057374 nChanged 2 SP:Iteration 35Q (1063.936026 sec): 3 clusters Score: Raw -26722.662475 + Penalty 397.401481 = -26325.260994 nChanged 2 SP:Iteration 36Q (1063.979556 sec): 3 clusters Score: Raw -26724.011403 + Penalty 397.401481 = -26326.609922 nChanged 3 SP:Iteration 37Q (1064.021662 sec): 3 clusters Score: Raw -26728.512548 + Penalty 397.401481 = -26331.111067 nChanged 4 SP:Iteration 38Q (1064.067129 sec): 3 clusters Score: Raw -26733.834837 + Penalty 397.401481 = -26336.433356 nChanged 4 SP:Iteration 39Q (1064.109059 sec): 3 clusters Score: Raw -26739.800612 + Penalty 397.401481 = -26342.399131 nChanged 3 SP:Iteration 40F (1064.149629 sec): 3 clusters Score: Raw -26743.372954 + Penalty 397.401481 = -26345.971473 nChanged 2 SP:Iteration 41Q (1064.199945 sec): 3 clusters Score: Raw -26745.830616 + Penalty 397.401481 = -26348.429135 nChanged 1 SP:Iteration 42Q (1064.244999 sec): 3 clusters Score: Raw -26748.888505 + Penalty 397.401481 = -26351.487024 nChanged 4 SP:Iteration 43Q (1064.292556 sec): 3 clusters Score: Raw -26752.335385 + Penalty 397.401481 = -26354.933904 nChanged 3 SP:Iteration 44Q (1064.339893 sec): 3 clusters Score: Raw -26755.759497 + Penalty 397.401481 = -26358.358016 nChanged 1 SP:Iteration 45Q (1064.376024 sec): 3 clusters Score: Raw -26756.626830 + Penalty 397.401481 = -26359.225349 nChanged 1 SP:Iteration 46Q (1064.434859 sec): 3 clusters Score: Raw -26757.518604 + Penalty 397.401481 = -26360.117123 nChanged 0 SP:Iteration 47F (1064.469629 sec): 3 clusters Score: Raw -26757.518604 + Penalty 397.401481 = -26360.117123 nChanged 0 Trying to split cluster 27 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1064.502063 sec): 2 clusters Score: Raw -3511.062987 + Penalty 136.090897 = -3374.972090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1064.532435 sec): 3 clusters Score: Raw -3484.744038 + Penalty 272.181794 = -3212.562244 nChanged 39 SP:Iteration 1F (1064.583294 sec): 3 clusters Score: Raw -3534.898163 + Penalty 272.181794 = -3262.716370 nChanged 10 SP:Iteration 2F (1064.631940 sec): 3 clusters Score: Raw -3552.452180 + Penalty 272.181794 = -3280.270386 nChanged 6 SP:Iteration 3Q (1064.678826 sec): 3 clusters Score: Raw -3557.746127 + Penalty 272.181794 = -3285.564333 nChanged 5 SP:Iteration 4Q (1064.716528 sec): 3 clusters Score: Raw -3564.517453 + Penalty 272.181794 = -3292.335659 nChanged 5 SP:Iteration 5Q (1064.764135 sec): 3 clusters Score: Raw -3574.873172 + Penalty 272.181794 = -3302.691378 nChanged 4 SP:Iteration 6Q (1064.816074 sec): 3 clusters Score: Raw -3587.542440 + Penalty 272.181794 = -3315.360646 nChanged 3 SP:Iteration 7Q (1064.849369 sec): 3 clusters Score: Raw -3591.644977 + Penalty 272.181794 = -3319.463183 nChanged 3 SP:Iteration 8Q (1064.900545 sec): 3 clusters Score: Raw -3597.453621 + Penalty 272.181794 = -3325.271827 nChanged 3 SP:Iteration 9Q (1064.941174 sec): 3 clusters Score: Raw -3612.456325 + Penalty 272.181794 = -3340.274531 nChanged 5 SP:Iteration 10Q (1064.979426 sec): 3 clusters Score: Raw -3626.161909 + Penalty 272.181794 = -3353.980115 nChanged 3 SP:Iteration 11Q (1065.023675 sec): 3 clusters Score: Raw -3635.758023 + Penalty 272.181794 = -3363.576229 nChanged 3 SP:Iteration 12Q (1065.068399 sec): 3 clusters Score: Raw -3643.659562 + Penalty 272.181794 = -3371.477768 nChanged 0 SP:Iteration 13F (1065.117968 sec): 3 clusters Score: Raw -3643.659562 + Penalty 272.181794 = -3371.477768 nChanged 0 Trying to split cluster 28 (14112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1065.146888 sec): 2 clusters Score: Raw -444086.664159 + Penalty 262.756471 = -443823.907687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1065.205660 sec): 3 clusters Score: Raw -434932.990645 + Penalty 525.512943 = -434407.477702 nChanged 6749 SP:Iteration 1F (1065.265395 sec): 3 clusters Score: Raw -439178.137422 + Penalty 525.512943 = -438652.624479 nChanged 704 SP:Iteration 2Q (1065.321830 sec): 3 clusters Score: Raw -439491.367198 + Penalty 525.512943 = -438965.854255 nChanged 693 SP:Iteration 3Q (1065.380686 sec): 3 clusters Score: Raw -439800.920951 + Penalty 525.512943 = -439275.408008 nChanged 631 SP:Iteration 4Q (1065.430084 sec): 3 clusters Score: Raw -440088.082324 + Penalty 525.512943 = -439562.569381 nChanged 633 SP:Iteration 5Q (1065.497855 sec): 3 clusters Score: Raw -440390.405793 + Penalty 525.512943 = -439864.892850 nChanged 616 SP:Iteration 6Q (1065.547403 sec): 3 clusters Score: Raw -440693.609770 + Penalty 525.512943 = -440168.096827 nChanged 618 SP:Iteration 7Q (1065.620397 sec): 3 clusters Score: Raw -441015.051636 + Penalty 525.512943 = -440489.538693 nChanged 604 SP:Iteration 8Q (1065.675005 sec): 3 clusters Score: Raw -441355.719598 + Penalty 525.512943 = -440830.206655 nChanged 585 SP:Iteration 9Q (1065.735126 sec): 3 clusters Score: Raw -441669.158135 + Penalty 525.512943 = -441143.645193 nChanged 505 SP:Iteration 10Q (1065.793921 sec): 3 clusters Score: Raw -441907.496147 + Penalty 525.512943 = -441381.983204 nChanged 385 SP:Iteration 11Q (1065.856526 sec): 3 clusters Score: Raw -442063.153701 + Penalty 525.512943 = -441537.640758 nChanged 290 SP:Iteration 12Q (1065.915221 sec): 3 clusters Score: Raw -442160.135938 + Penalty 525.512943 = -441634.622995 nChanged 240 SP:Iteration 13Q (1065.960166 sec): 3 clusters Score: Raw -442241.051543 + Penalty 525.512943 = -441715.538600 nChanged 235 SP:Iteration 14Q (1066.024101 sec): 3 clusters Score: Raw -442324.072520 + Penalty 525.512943 = -441798.559577 nChanged 230 SP:Iteration 15Q (1066.074558 sec): 3 clusters Score: Raw -442401.890286 + Penalty 525.512943 = -441876.377343 nChanged 223 SP:Iteration 16Q (1066.132139 sec): 3 clusters Score: Raw -442484.291601 + Penalty 525.512943 = -441958.778658 nChanged 228 SP:Iteration 17Q (1066.178583 sec): 3 clusters Score: Raw -442560.338496 + Penalty 525.512943 = -442034.825553 nChanged 221 SP:Iteration 18Q (1066.246042 sec): 3 clusters Score: Raw -442629.312537 + Penalty 525.512943 = -442103.799594 nChanged 193 SP:Iteration 19Q (1066.299017 sec): 3 clusters Score: Raw -442677.225750 + Penalty 525.512943 = -442151.712807 nChanged 165 SP:Iteration 20F (1066.349880 sec): 3 clusters Score: Raw -442720.071985 + Penalty 525.512943 = -442194.559043 nChanged 154 SP:Iteration 21Q (1066.414774 sec): 3 clusters Score: Raw -442759.337882 + Penalty 525.512943 = -442233.824939 nChanged 156 SP:Iteration 22Q (1066.473976 sec): 3 clusters Score: Raw -442801.759236 + Penalty 525.512943 = -442276.246293 nChanged 155 SP:Iteration 23Q (1066.533809 sec): 3 clusters Score: Raw -442839.579259 + Penalty 525.512943 = -442314.066316 nChanged 141 SP:Iteration 24Q (1066.588925 sec): 3 clusters Score: Raw -442871.669242 + Penalty 525.512943 = -442346.156300 nChanged 130 SP:Iteration 25Q (1066.631904 sec): 3 clusters Score: Raw -442903.422052 + Penalty 525.512943 = -442377.909109 nChanged 137 SP:Iteration 26Q (1066.693396 sec): 3 clusters Score: Raw -442940.307557 + Penalty 525.512943 = -442414.794614 nChanged 140 SP:Iteration 27Q (1066.743146 sec): 3 clusters Score: Raw -442976.263787 + Penalty 525.512943 = -442450.750844 nChanged 140 SP:Iteration 28Q (1066.794151 sec): 3 clusters Score: Raw -443019.316014 + Penalty 525.512943 = -442493.803071 nChanged 140 SP:Iteration 29Q (1066.858711 sec): 3 clusters Score: Raw -443062.819407 + Penalty 525.512943 = -442537.306465 nChanged 152 SP:Iteration 30Q (1066.904063 sec): 3 clusters Score: Raw -443110.688598 + Penalty 525.512943 = -442585.175655 nChanged 157 SP:Iteration 31Q (1066.969672 sec): 3 clusters Score: Raw -443157.701778 + Penalty 525.512943 = -442632.188836 nChanged 144 SP:Iteration 32Q (1067.029600 sec): 3 clusters Score: Raw -443198.207258 + Penalty 525.512943 = -442672.694315 nChanged 132 SP:Iteration 33Q (1067.086516 sec): 3 clusters Score: Raw -443234.059045 + Penalty 525.512943 = -442708.546102 nChanged 131 SP:Iteration 34Q (1067.144695 sec): 3 clusters Score: Raw -443275.713745 + Penalty 525.512943 = -442750.200803 nChanged 153 SP:Iteration 35Q (1067.199944 sec): 3 clusters Score: Raw -443321.534264 + Penalty 525.512943 = -442796.021321 nChanged 122 SP:Iteration 36Q (1067.257735 sec): 3 clusters Score: Raw -443353.005423 + Penalty 525.512943 = -442827.492480 nChanged 137 SP:Iteration 37Q (1067.318222 sec): 3 clusters Score: Raw -443392.005215 + Penalty 525.512943 = -442866.492272 nChanged 140 SP:Iteration 38Q (1067.364088 sec): 3 clusters Score: Raw -443438.237477 + Penalty 525.512943 = -442912.724534 nChanged 142 SP:Iteration 39Q (1067.422809 sec): 3 clusters Score: Raw -443482.127851 + Penalty 525.512943 = -442956.614909 nChanged 144 SP:Iteration 40F (1067.487506 sec): 3 clusters Score: Raw -443523.463869 + Penalty 525.512943 = -442997.950926 nChanged 124 SP:Iteration 41Q (1067.543328 sec): 3 clusters Score: Raw -443557.670155 + Penalty 525.512943 = -443032.157212 nChanged 122 SP:Iteration 42Q (1067.597277 sec): 3 clusters Score: Raw -443596.230608 + Penalty 525.512943 = -443070.717666 nChanged 125 SP:Iteration 43Q (1067.653150 sec): 3 clusters Score: Raw -443635.550092 + Penalty 525.512943 = -443110.037149 nChanged 115 SP:Iteration 44Q (1067.707216 sec): 3 clusters Score: Raw -443671.820255 + Penalty 525.512943 = -443146.307312 nChanged 118 SP:Iteration 45Q (1067.763543 sec): 3 clusters Score: Raw -443713.929869 + Penalty 525.512943 = -443188.416927 nChanged 128 SP:Iteration 46Q (1067.820177 sec): 3 clusters Score: Raw -443759.912727 + Penalty 525.512943 = -443234.399784 nChanged 116 SP:Iteration 47Q (1067.878964 sec): 3 clusters Score: Raw -443808.658927 + Penalty 525.512943 = -443283.145985 nChanged 122 SP:Iteration 48Q (1067.925579 sec): 3 clusters Score: Raw -443864.685302 + Penalty 525.512943 = -443339.172359 nChanged 92 SP:Iteration 49Q (1067.975969 sec): 3 clusters Score: Raw -443905.395218 + Penalty 525.512943 = -443379.882275 nChanged 83 SP:Iteration 50Q (1068.030218 sec): 3 clusters Score: Raw -443939.560502 + Penalty 525.512943 = -443414.047559 nChanged 73 SP:Iteration 51Q (1068.092367 sec): 3 clusters Score: Raw -443970.497671 + Penalty 525.512943 = -443444.984728 nChanged 73 SP:Iteration 52Q (1068.136820 sec): 3 clusters Score: Raw -444003.969607 + Penalty 525.512943 = -443478.456665 nChanged 64 SP:Iteration 53Q (1068.194321 sec): 3 clusters Score: Raw -444031.940264 + Penalty 525.512943 = -443506.427321 nChanged 66 SP:Iteration 54Q (1068.253424 sec): 3 clusters Score: Raw -444061.885344 + Penalty 525.512943 = -443536.372402 nChanged 61 SP:Iteration 55Q (1068.314079 sec): 3 clusters Score: Raw -444089.417436 + Penalty 525.512943 = -443563.904493 nChanged 43 SP:Iteration 56Q (1068.367451 sec): 3 clusters Score: Raw -444109.318515 + Penalty 525.512943 = -443583.805572 nChanged 32 SP:Iteration 57Q (1068.413270 sec): 3 clusters Score: Raw -444121.549457 + Penalty 525.512943 = -443596.036514 nChanged 20 SP:Iteration 58Q (1068.468588 sec): 3 clusters Score: Raw -444131.461624 + Penalty 525.512943 = -443605.948681 nChanged 17 SP:Iteration 59Q (1068.529927 sec): 3 clusters Score: Raw -444138.857114 + Penalty 525.512943 = -443613.344171 nChanged 16 SP:Iteration 60F (1068.578694 sec): 3 clusters Score: Raw -444146.166731 + Penalty 525.512943 = -443620.653788 nChanged 14 SP:Iteration 61Q (1068.645129 sec): 3 clusters Score: Raw -444152.548302 + Penalty 525.512943 = -443627.035359 nChanged 12 SP:Iteration 62Q (1068.687294 sec): 3 clusters Score: Raw -444156.377150 + Penalty 525.512943 = -443630.864207 nChanged 12 SP:Iteration 63Q (1068.743400 sec): 3 clusters Score: Raw -444160.202592 + Penalty 525.512943 = -443634.689649 nChanged 10 SP:Iteration 64Q (1068.795554 sec): 3 clusters Score: Raw -444164.865566 + Penalty 525.512943 = -443639.352623 nChanged 11 SP:Iteration 65Q (1068.850529 sec): 3 clusters Score: Raw -444170.161366 + Penalty 525.512943 = -443644.648423 nChanged 7 SP:Iteration 66Q (1068.914507 sec): 3 clusters Score: Raw -444172.701165 + Penalty 525.512943 = -443647.188222 nChanged 3 SP:Iteration 67Q (1068.969173 sec): 3 clusters Score: Raw -444173.172570 + Penalty 525.512943 = -443647.659627 nChanged 1 SP:Iteration 68Q (1069.029649 sec): 3 clusters Score: Raw -444173.390110 + Penalty 525.512943 = -443647.877168 nChanged 1 SP:Iteration 69Q (1069.087618 sec): 3 clusters Score: Raw -444173.959076 + Penalty 525.512943 = -443648.446133 nChanged 2 SP:Iteration 70Q (1069.136895 sec): 3 clusters Score: Raw -444175.179508 + Penalty 525.512943 = -443649.666565 nChanged 1 SP:Iteration 71Q (1069.196018 sec): 3 clusters Score: Raw -444175.380758 + Penalty 525.512943 = -443649.867815 nChanged 0 SP:Iteration 72F (1069.247600 sec): 3 clusters Score: Raw -444175.380758 + Penalty 525.512943 = -443649.867815 nChanged 0 Iteration 299F (1071.774982 sec): 29 clusters Score: Raw -7173996.725060 + Penalty 9638.789284 = -7164357.935776 nChanged 0 Compute initial score before splitting: Score: Raw -7173996.725060 + Penalty 9638.789284 = -7164357.935776 Trying to split cluster 1 (5694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1071.843058 sec): 2 clusters Score: Raw -132955.139966 + Penalty 237.797127 = -132717.342838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1071.893067 sec): 3 clusters Score: Raw -129459.650100 + Penalty 475.594255 = -128984.055845 nChanged 2646 SP:Iteration 1F (1071.930862 sec): 3 clusters Score: Raw -131167.583384 + Penalty 475.594255 = -130691.989130 nChanged 374 SP:Iteration 2F (1071.983157 sec): 3 clusters Score: Raw -131453.080271 + Penalty 475.594255 = -130977.486016 nChanged 389 SP:Iteration 3F (1072.042500 sec): 3 clusters Score: Raw -131776.923165 + Penalty 475.594255 = -131301.328911 nChanged 338 SP:Iteration 4F (1072.089239 sec): 3 clusters Score: Raw -132034.528431 + Penalty 475.594255 = -131558.934176 nChanged 282 SP:Iteration 5Q (1072.142976 sec): 3 clusters Score: Raw -132207.281663 + Penalty 475.594255 = -131731.687408 nChanged 205 SP:Iteration 6Q (1072.190490 sec): 3 clusters Score: Raw -132288.688815 + Penalty 475.594255 = -131813.094560 nChanged 127 SP:Iteration 7Q (1072.250098 sec): 3 clusters Score: Raw -132324.380931 + Penalty 475.594255 = -131848.786676 nChanged 79 SP:Iteration 8Q (1072.294278 sec): 3 clusters Score: Raw -132350.143593 + Penalty 475.594255 = -131874.549338 nChanged 76 SP:Iteration 9Q (1072.337777 sec): 3 clusters Score: Raw -132373.478444 + Penalty 475.594255 = -131897.884189 nChanged 72 SP:Iteration 10Q (1072.393621 sec): 3 clusters Score: Raw -132395.985347 + Penalty 475.594255 = -131920.391092 nChanged 62 SP:Iteration 11Q (1072.446332 sec): 3 clusters Score: Raw -132415.965456 + Penalty 475.594255 = -131940.371201 nChanged 57 SP:Iteration 12Q (1072.492858 sec): 3 clusters Score: Raw -132435.794251 + Penalty 475.594255 = -131960.199997 nChanged 59 SP:Iteration 13Q (1072.541209 sec): 3 clusters Score: Raw -132448.982276 + Penalty 475.594255 = -131973.388022 nChanged 44 SP:Iteration 14Q (1072.598007 sec): 3 clusters Score: Raw -132457.233151 + Penalty 475.594255 = -131981.638896 nChanged 39 SP:Iteration 15Q (1072.652369 sec): 3 clusters Score: Raw -132465.780307 + Penalty 475.594255 = -131990.186052 nChanged 43 SP:Iteration 16Q (1072.690975 sec): 3 clusters Score: Raw -132477.025241 + Penalty 475.594255 = -132001.430987 nChanged 39 SP:Iteration 17Q (1072.747180 sec): 3 clusters Score: Raw -132486.479517 + Penalty 475.594255 = -132010.885262 nChanged 46 SP:Iteration 18Q (1072.799508 sec): 3 clusters Score: Raw -132500.265136 + Penalty 475.594255 = -132024.670881 nChanged 66 SP:Iteration 19Q (1072.841669 sec): 3 clusters Score: Raw -132517.773671 + Penalty 475.594255 = -132042.179416 nChanged 59 SP:Iteration 20F (1072.905043 sec): 3 clusters Score: Raw -132530.726943 + Penalty 475.594255 = -132055.132688 nChanged 54 SP:Iteration 21Q (1072.958281 sec): 3 clusters Score: Raw -132545.686918 + Penalty 475.594255 = -132070.092663 nChanged 54 SP:Iteration 22Q (1073.007147 sec): 3 clusters Score: Raw -132558.410716 + Penalty 475.594255 = -132082.816461 nChanged 47 SP:Iteration 23Q (1073.053256 sec): 3 clusters Score: Raw -132571.008928 + Penalty 475.594255 = -132095.414674 nChanged 53 SP:Iteration 24Q (1073.107441 sec): 3 clusters Score: Raw -132584.326579 + Penalty 475.594255 = -132108.732324 nChanged 51 SP:Iteration 25Q (1073.150236 sec): 3 clusters Score: Raw -132599.672626 + Penalty 475.594255 = -132124.078371 nChanged 57 SP:Iteration 26Q (1073.204199 sec): 3 clusters Score: Raw -132615.883930 + Penalty 475.594255 = -132140.289675 nChanged 58 SP:Iteration 27Q (1073.260126 sec): 3 clusters Score: Raw -132632.231512 + Penalty 475.594255 = -132156.637257 nChanged 62 SP:Iteration 28Q (1073.320281 sec): 3 clusters Score: Raw -132649.783261 + Penalty 475.594255 = -132174.189006 nChanged 69 SP:Iteration 29Q (1073.374042 sec): 3 clusters Score: Raw -132669.380342 + Penalty 475.594255 = -132193.786087 nChanged 69 SP:Iteration 30Q (1073.424916 sec): 3 clusters Score: Raw -132689.691223 + Penalty 475.594255 = -132214.096969 nChanged 62 SP:Iteration 31Q (1073.472740 sec): 3 clusters Score: Raw -132707.990463 + Penalty 475.594255 = -132232.396208 nChanged 67 SP:Iteration 32Q (1073.529193 sec): 3 clusters Score: Raw -132733.718537 + Penalty 475.594255 = -132258.124282 nChanged 80 SP:Iteration 33Q (1073.577169 sec): 3 clusters Score: Raw -132766.404665 + Penalty 475.594255 = -132290.810410 nChanged 82 SP:Iteration 34Q (1073.637028 sec): 3 clusters Score: Raw -132804.590365 + Penalty 475.594255 = -132328.996110 nChanged 85 SP:Iteration 35Q (1073.688543 sec): 3 clusters Score: Raw -132843.365847 + Penalty 475.594255 = -132367.771592 nChanged 77 SP:Iteration 36Q (1073.728097 sec): 3 clusters Score: Raw -132880.193823 + Penalty 475.594255 = -132404.599568 nChanged 76 SP:Iteration 37Q (1073.789039 sec): 3 clusters Score: Raw -132911.308051 + Penalty 475.594255 = -132435.713796 nChanged 51 SP:Iteration 38Q (1073.840181 sec): 3 clusters Score: Raw -132928.782056 + Penalty 475.594255 = -132453.187801 nChanged 49 SP:Iteration 39Q (1073.896645 sec): 3 clusters Score: Raw -132951.139201 + Penalty 475.594255 = -132475.544946 nChanged 37 SP:Iteration 40F (1073.932920 sec): 3 clusters Score: Raw -132965.071575 + Penalty 475.594255 = -132489.477320 nChanged 32 SP:Iteration 41Q (1073.984041 sec): 3 clusters Score: Raw -132975.042535 + Penalty 475.594255 = -132499.448280 nChanged 22 SP:Iteration 42Q (1074.049117 sec): 3 clusters Score: Raw -132981.788860 + Penalty 475.594255 = -132506.194606 nChanged 23 SP:Iteration 43Q (1074.096389 sec): 3 clusters Score: Raw -132989.091656 + Penalty 475.594255 = -132513.497401 nChanged 22 SP:Iteration 44Q (1074.138484 sec): 3 clusters Score: Raw -132995.735385 + Penalty 475.594255 = -132520.141131 nChanged 16 SP:Iteration 45Q (1074.189609 sec): 3 clusters Score: Raw -133002.056083 + Penalty 475.594255 = -132526.461828 nChanged 12 SP:Iteration 46Q (1074.233394 sec): 3 clusters Score: Raw -133006.854817 + Penalty 475.594255 = -132531.260563 nChanged 14 SP:Iteration 47Q (1074.284173 sec): 3 clusters Score: Raw -133010.265828 + Penalty 475.594255 = -132534.671573 nChanged 7 SP:Iteration 48Q (1074.327114 sec): 3 clusters Score: Raw -133011.785272 + Penalty 475.594255 = -132536.191017 nChanged 2 SP:Iteration 49Q (1074.375455 sec): 3 clusters Score: Raw -133012.241492 + Penalty 475.594255 = -132536.647237 nChanged 2 SP:Iteration 50Q (1074.426377 sec): 3 clusters Score: Raw -133012.802366 + Penalty 475.594255 = -132537.208111 nChanged 3 SP:Iteration 51Q (1074.469998 sec): 3 clusters Score: Raw -133014.363425 + Penalty 475.594255 = -132538.769170 nChanged 4 SP:Iteration 52Q (1074.524634 sec): 3 clusters Score: Raw -133015.848142 + Penalty 475.594255 = -132540.253887 nChanged 3 SP:Iteration 53Q (1074.566321 sec): 3 clusters Score: Raw -133017.135166 + Penalty 475.594255 = -132541.540912 nChanged 4 SP:Iteration 54Q (1074.613452 sec): 3 clusters Score: Raw -133019.142310 + Penalty 475.594255 = -132543.548056 nChanged 5 SP:Iteration 55Q (1074.665998 sec): 3 clusters Score: Raw -133020.715731 + Penalty 475.594255 = -132545.121476 nChanged 5 SP:Iteration 56Q (1074.712933 sec): 3 clusters Score: Raw -133022.793000 + Penalty 475.594255 = -132547.198746 nChanged 8 SP:Iteration 57Q (1074.754997 sec): 3 clusters Score: Raw -133025.030159 + Penalty 475.594255 = -132549.435904 nChanged 7 SP:Iteration 58Q (1074.809955 sec): 3 clusters Score: Raw -133026.774440 + Penalty 475.594255 = -132551.180185 nChanged 6 SP:Iteration 59Q (1074.860965 sec): 3 clusters Score: Raw -133028.553089 + Penalty 475.594255 = -132552.958834 nChanged 6 SP:Iteration 60F (1074.900060 sec): 3 clusters Score: Raw -133032.090334 + Penalty 475.594255 = -132556.496080 nChanged 4 SP:Iteration 61Q (1074.947616 sec): 3 clusters Score: Raw -133034.525082 + Penalty 475.594255 = -132558.930827 nChanged 6 SP:Iteration 62Q (1074.996166 sec): 3 clusters Score: Raw -133036.478092 + Penalty 475.594255 = -132560.883837 nChanged 1 SP:Iteration 63Q (1075.043806 sec): 3 clusters Score: Raw -133036.719397 + Penalty 475.594255 = -132561.125142 nChanged 0 SP:Iteration 64F (1075.095196 sec): 3 clusters Score: Raw -133036.719397 + Penalty 475.594255 = -132561.125142 nChanged 0 Trying to split cluster 2 (4871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1075.116484 sec): 2 clusters Score: Raw -138465.369455 + Penalty 233.504000 = -138231.865455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1075.161675 sec): 3 clusters Score: Raw -135461.679268 + Penalty 467.007999 = -134994.671269 nChanged 2256 SP:Iteration 1F (1075.207657 sec): 3 clusters Score: Raw -136704.262515 + Penalty 467.007999 = -136237.254516 nChanged 263 SP:Iteration 2F (1075.263061 sec): 3 clusters Score: Raw -136827.512034 + Penalty 467.007999 = -136360.504035 nChanged 246 SP:Iteration 3F (1075.311958 sec): 3 clusters Score: Raw -136937.596381 + Penalty 467.007999 = -136470.588382 nChanged 220 SP:Iteration 4Q (1075.355733 sec): 3 clusters Score: Raw -137038.593439 + Penalty 467.007999 = -136571.585440 nChanged 231 SP:Iteration 5Q (1075.403086 sec): 3 clusters Score: Raw -137156.498039 + Penalty 467.007999 = -136689.490040 nChanged 240 SP:Iteration 6Q (1075.454748 sec): 3 clusters Score: Raw -137316.391723 + Penalty 467.007999 = -136849.383724 nChanged 258 SP:Iteration 7F (1075.505580 sec): 3 clusters Score: Raw -137516.529729 + Penalty 467.007999 = -137049.521730 nChanged 266 SP:Iteration 8F (1075.554904 sec): 3 clusters Score: Raw -137676.439478 + Penalty 467.007999 = -137209.431478 nChanged 194 SP:Iteration 9Q (1075.604753 sec): 3 clusters Score: Raw -137750.518076 + Penalty 467.007999 = -137283.510077 nChanged 118 SP:Iteration 10Q (1075.648577 sec): 3 clusters Score: Raw -137783.815492 + Penalty 467.007999 = -137316.807492 nChanged 82 SP:Iteration 11Q (1075.696427 sec): 3 clusters Score: Raw -137804.009423 + Penalty 467.007999 = -137337.001424 nChanged 70 SP:Iteration 12Q (1075.738754 sec): 3 clusters Score: Raw -137821.171467 + Penalty 467.007999 = -137354.163467 nChanged 57 SP:Iteration 13Q (1075.791214 sec): 3 clusters Score: Raw -137836.062917 + Penalty 467.007999 = -137369.054917 nChanged 49 SP:Iteration 14Q (1075.831231 sec): 3 clusters Score: Raw -137845.742524 + Penalty 467.007999 = -137378.734525 nChanged 49 SP:Iteration 15Q (1075.878436 sec): 3 clusters Score: Raw -137859.820220 + Penalty 467.007999 = -137392.812221 nChanged 48 SP:Iteration 16Q (1075.928744 sec): 3 clusters Score: Raw -137870.887016 + Penalty 467.007999 = -137403.879017 nChanged 44 SP:Iteration 17Q (1075.982832 sec): 3 clusters Score: Raw -137880.056678 + Penalty 467.007999 = -137413.048679 nChanged 38 SP:Iteration 18Q (1076.021858 sec): 3 clusters Score: Raw -137886.003492 + Penalty 467.007999 = -137418.995492 nChanged 33 SP:Iteration 19Q (1076.077554 sec): 3 clusters Score: Raw -137892.064288 + Penalty 467.007999 = -137425.056288 nChanged 40 SP:Iteration 20F (1076.118357 sec): 3 clusters Score: Raw -137903.308307 + Penalty 467.007999 = -137436.300308 nChanged 47 SP:Iteration 21Q (1076.169795 sec): 3 clusters Score: Raw -137921.649114 + Penalty 467.007999 = -137454.641114 nChanged 53 SP:Iteration 22Q (1076.218871 sec): 3 clusters Score: Raw -137938.040987 + Penalty 467.007999 = -137471.032988 nChanged 45 SP:Iteration 23Q (1076.272804 sec): 3 clusters Score: Raw -137951.092449 + Penalty 467.007999 = -137484.084449 nChanged 38 SP:Iteration 24Q (1076.314252 sec): 3 clusters Score: Raw -137961.884596 + Penalty 467.007999 = -137494.876596 nChanged 40 SP:Iteration 25Q (1076.364316 sec): 3 clusters Score: Raw -137970.460597 + Penalty 467.007999 = -137503.452597 nChanged 31 SP:Iteration 26Q (1076.417600 sec): 3 clusters Score: Raw -137977.116957 + Penalty 467.007999 = -137510.108958 nChanged 32 SP:Iteration 27Q (1076.454677 sec): 3 clusters Score: Raw -137983.498065 + Penalty 467.007999 = -137516.490066 nChanged 31 SP:Iteration 28Q (1076.511263 sec): 3 clusters Score: Raw -137988.679928 + Penalty 467.007999 = -137521.671929 nChanged 32 SP:Iteration 29Q (1076.556733 sec): 3 clusters Score: Raw -137994.536966 + Penalty 467.007999 = -137527.528966 nChanged 33 SP:Iteration 30Q (1076.620023 sec): 3 clusters Score: Raw -138002.066093 + Penalty 467.007999 = -137535.058094 nChanged 34 SP:Iteration 31Q (1076.659344 sec): 3 clusters Score: Raw -138009.459316 + Penalty 467.007999 = -137542.451317 nChanged 39 SP:Iteration 32Q (1076.703887 sec): 3 clusters Score: Raw -138017.576551 + Penalty 467.007999 = -137550.568552 nChanged 41 SP:Iteration 33Q (1076.749305 sec): 3 clusters Score: Raw -138026.631799 + Penalty 467.007999 = -137559.623800 nChanged 46 SP:Iteration 34Q (1076.798279 sec): 3 clusters Score: Raw -138037.819684 + Penalty 467.007999 = -137570.811685 nChanged 40 SP:Iteration 35Q (1076.852186 sec): 3 clusters Score: Raw -138047.075034 + Penalty 467.007999 = -137580.067035 nChanged 44 SP:Iteration 36Q (1076.889202 sec): 3 clusters Score: Raw -138057.085986 + Penalty 467.007999 = -137590.077987 nChanged 44 SP:Iteration 37Q (1076.935845 sec): 3 clusters Score: Raw -138068.064132 + Penalty 467.007999 = -137601.056133 nChanged 45 SP:Iteration 38Q (1076.990414 sec): 3 clusters Score: Raw -138082.098205 + Penalty 467.007999 = -137615.090206 nChanged 57 SP:Iteration 39Q (1077.031284 sec): 3 clusters Score: Raw -138098.839835 + Penalty 467.007999 = -137631.831835 nChanged 55 SP:Iteration 40F (1077.080292 sec): 3 clusters Score: Raw -138111.990111 + Penalty 467.007999 = -137644.982112 nChanged 48 SP:Iteration 41Q (1077.133078 sec): 3 clusters Score: Raw -138123.128273 + Penalty 467.007999 = -137656.120274 nChanged 46 SP:Iteration 42Q (1077.178507 sec): 3 clusters Score: Raw -138133.604142 + Penalty 467.007999 = -137666.596142 nChanged 40 SP:Iteration 43Q (1077.222268 sec): 3 clusters Score: Raw -138142.494634 + Penalty 467.007999 = -137675.486635 nChanged 44 SP:Iteration 44Q (1077.274477 sec): 3 clusters Score: Raw -138154.182962 + Penalty 467.007999 = -137687.174963 nChanged 45 SP:Iteration 45Q (1077.330231 sec): 3 clusters Score: Raw -138168.939247 + Penalty 467.007999 = -137701.931248 nChanged 40 SP:Iteration 46Q (1077.376303 sec): 3 clusters Score: Raw -138181.454536 + Penalty 467.007999 = -137714.446536 nChanged 43 SP:Iteration 47Q (1077.412536 sec): 3 clusters Score: Raw -138195.431917 + Penalty 467.007999 = -137728.423918 nChanged 59 SP:Iteration 48Q (1077.469353 sec): 3 clusters Score: Raw -138216.814686 + Penalty 467.007999 = -137749.806687 nChanged 60 SP:Iteration 49Q (1077.513267 sec): 3 clusters Score: Raw -138240.620216 + Penalty 467.007999 = -137773.612217 nChanged 60 SP:Iteration 50Q (1077.558246 sec): 3 clusters Score: Raw -138265.342595 + Penalty 467.007999 = -137798.334595 nChanged 52 SP:Iteration 51Q (1077.608504 sec): 3 clusters Score: Raw -138288.869441 + Penalty 467.007999 = -137821.861442 nChanged 56 SP:Iteration 52Q (1077.660660 sec): 3 clusters Score: Raw -138315.662559 + Penalty 467.007999 = -137848.654560 nChanged 48 SP:Iteration 53Q (1077.702958 sec): 3 clusters Score: Raw -138337.503740 + Penalty 467.007999 = -137870.495741 nChanged 37 SP:Iteration 54Q (1077.761982 sec): 3 clusters Score: Raw -138356.641465 + Penalty 467.007999 = -137889.633465 nChanged 36 SP:Iteration 55Q (1077.808288 sec): 3 clusters Score: Raw -138374.981960 + Penalty 467.007999 = -137907.973960 nChanged 32 SP:Iteration 56Q (1077.857198 sec): 3 clusters Score: Raw -138392.295491 + Penalty 467.007999 = -137925.287492 nChanged 32 SP:Iteration 57Q (1077.903397 sec): 3 clusters Score: Raw -138410.561023 + Penalty 467.007999 = -137943.553023 nChanged 27 SP:Iteration 58Q (1077.941041 sec): 3 clusters Score: Raw -138427.338346 + Penalty 467.007999 = -137960.330346 nChanged 25 SP:Iteration 59Q (1077.995430 sec): 3 clusters Score: Raw -138441.547654 + Penalty 467.007999 = -137974.539655 nChanged 17 SP:Iteration 60F (1078.042533 sec): 3 clusters Score: Raw -138448.722328 + Penalty 467.007999 = -137981.714329 nChanged 11 SP:Iteration 61Q (1078.085450 sec): 3 clusters Score: Raw -138453.383090 + Penalty 467.007999 = -137986.375090 nChanged 7 SP:Iteration 62Q (1078.130132 sec): 3 clusters Score: Raw -138457.534086 + Penalty 467.007999 = -137990.526086 nChanged 14 SP:Iteration 63Q (1078.180377 sec): 3 clusters Score: Raw -138468.384240 + Penalty 467.007999 = -138001.376240 nChanged 16 SP:Iteration 64Q (1078.234169 sec): 3 clusters Score: Raw -138478.308855 + Penalty 467.007999 = -138011.300856 nChanged 9 SP:Iteration 65Q (1078.282826 sec): 3 clusters Score: Raw -138488.007243 + Penalty 467.007999 = -138020.999244 nChanged 9 SP:Iteration 66Q (1078.338346 sec): 3 clusters Score: Raw -138495.082910 + Penalty 467.007999 = -138028.074910 nChanged 8 SP:Iteration 67Q (1078.381258 sec): 3 clusters Score: Raw -138498.312790 + Penalty 467.007999 = -138031.304790 nChanged 2 SP:Iteration 68Q (1078.432520 sec): 3 clusters Score: Raw -138498.916330 + Penalty 467.007999 = -138031.908330 nChanged 1 SP:Iteration 69Q (1078.488923 sec): 3 clusters Score: Raw -138499.145622 + Penalty 467.007999 = -138032.137622 nChanged 0 SP:Iteration 70F (1078.538944 sec): 3 clusters Score: Raw -138499.145622 + Penalty 467.007999 = -138032.137622 nChanged 0 Trying to split cluster 3 (6785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1078.573067 sec): 2 clusters Score: Raw -164827.242250 + Penalty 242.617913 = -164584.624337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1078.630549 sec): 3 clusters Score: Raw -160498.615835 + Penalty 485.235826 = -160013.380008 nChanged 3193 SP:Iteration 1F (1078.683058 sec): 3 clusters Score: Raw -162721.993533 + Penalty 485.235826 = -162236.757707 nChanged 546 SP:Iteration 2F (1078.731104 sec): 3 clusters Score: Raw -163048.968764 + Penalty 485.235826 = -162563.732938 nChanged 440 SP:Iteration 3F (1078.777208 sec): 3 clusters Score: Raw -163348.298465 + Penalty 485.235826 = -162863.062639 nChanged 410 SP:Iteration 4F (1078.833074 sec): 3 clusters Score: Raw -163639.134321 + Penalty 485.235826 = -163153.898494 nChanged 357 SP:Iteration 5F (1078.885873 sec): 3 clusters Score: Raw -163906.854350 + Penalty 485.235826 = -163421.618523 nChanged 344 SP:Iteration 6F (1078.924824 sec): 3 clusters Score: Raw -164171.482585 + Penalty 485.235826 = -163686.246758 nChanged 301 SP:Iteration 7Q (1078.986643 sec): 3 clusters Score: Raw -164332.548908 + Penalty 485.235826 = -163847.313082 nChanged 205 SP:Iteration 8Q (1079.026989 sec): 3 clusters Score: Raw -164402.106957 + Penalty 485.235826 = -163916.871131 nChanged 121 SP:Iteration 9Q (1079.089391 sec): 3 clusters Score: Raw -164440.324176 + Penalty 485.235826 = -163955.088350 nChanged 83 SP:Iteration 10Q (1079.136111 sec): 3 clusters Score: Raw -164459.674048 + Penalty 485.235826 = -163974.438222 nChanged 69 SP:Iteration 11Q (1079.178987 sec): 3 clusters Score: Raw -164476.441684 + Penalty 485.235826 = -163991.205857 nChanged 65 SP:Iteration 12Q (1079.230167 sec): 3 clusters Score: Raw -164493.805806 + Penalty 485.235826 = -164008.569980 nChanged 65 SP:Iteration 13Q (1079.280172 sec): 3 clusters Score: Raw -164507.950773 + Penalty 485.235826 = -164022.714947 nChanged 53 SP:Iteration 14Q (1079.342463 sec): 3 clusters Score: Raw -164518.243843 + Penalty 485.235826 = -164033.008017 nChanged 46 SP:Iteration 15Q (1079.399348 sec): 3 clusters Score: Raw -164525.984690 + Penalty 485.235826 = -164040.748863 nChanged 46 SP:Iteration 16Q (1079.450018 sec): 3 clusters Score: Raw -164535.185728 + Penalty 485.235826 = -164049.949901 nChanged 43 SP:Iteration 17Q (1079.498889 sec): 3 clusters Score: Raw -164545.032809 + Penalty 485.235826 = -164059.796983 nChanged 47 SP:Iteration 18Q (1079.547800 sec): 3 clusters Score: Raw -164555.083443 + Penalty 485.235826 = -164069.847617 nChanged 39 SP:Iteration 19Q (1079.599807 sec): 3 clusters Score: Raw -164562.644581 + Penalty 485.235826 = -164077.408754 nChanged 42 SP:Iteration 20F (1079.647430 sec): 3 clusters Score: Raw -164569.856770 + Penalty 485.235826 = -164084.620944 nChanged 40 SP:Iteration 21Q (1079.702020 sec): 3 clusters Score: Raw -164576.867116 + Penalty 485.235826 = -164091.631290 nChanged 40 SP:Iteration 22Q (1079.750589 sec): 3 clusters Score: Raw -164581.910945 + Penalty 485.235826 = -164096.675118 nChanged 29 SP:Iteration 23Q (1079.801172 sec): 3 clusters Score: Raw -164585.479338 + Penalty 485.235826 = -164100.243512 nChanged 33 SP:Iteration 24Q (1079.853429 sec): 3 clusters Score: Raw -164590.598707 + Penalty 485.235826 = -164105.362881 nChanged 33 SP:Iteration 25Q (1079.896720 sec): 3 clusters Score: Raw -164594.406474 + Penalty 485.235826 = -164109.170647 nChanged 29 SP:Iteration 26Q (1079.945613 sec): 3 clusters Score: Raw -164598.021252 + Penalty 485.235826 = -164112.785425 nChanged 31 SP:Iteration 27Q (1079.994214 sec): 3 clusters Score: Raw -164602.246498 + Penalty 485.235826 = -164117.010672 nChanged 28 SP:Iteration 28Q (1080.055287 sec): 3 clusters Score: Raw -164605.664710 + Penalty 485.235826 = -164120.428884 nChanged 29 SP:Iteration 29Q (1080.093902 sec): 3 clusters Score: Raw -164609.243510 + Penalty 485.235826 = -164124.007683 nChanged 30 SP:Iteration 30Q (1080.149821 sec): 3 clusters Score: Raw -164612.663191 + Penalty 485.235826 = -164127.427365 nChanged 34 SP:Iteration 31Q (1080.206834 sec): 3 clusters Score: Raw -164617.784746 + Penalty 485.235826 = -164132.548919 nChanged 39 SP:Iteration 32Q (1080.256602 sec): 3 clusters Score: Raw -164625.661877 + Penalty 485.235826 = -164140.426050 nChanged 51 SP:Iteration 33Q (1080.297878 sec): 3 clusters Score: Raw -164635.705148 + Penalty 485.235826 = -164150.469321 nChanged 48 SP:Iteration 34Q (1080.354308 sec): 3 clusters Score: Raw -164645.452807 + Penalty 485.235826 = -164160.216981 nChanged 37 SP:Iteration 35Q (1080.411372 sec): 3 clusters Score: Raw -164655.496116 + Penalty 485.235826 = -164170.260289 nChanged 48 SP:Iteration 36Q (1080.460978 sec): 3 clusters Score: Raw -164670.345450 + Penalty 485.235826 = -164185.109623 nChanged 49 SP:Iteration 37Q (1080.501572 sec): 3 clusters Score: Raw -164683.449607 + Penalty 485.235826 = -164198.213780 nChanged 46 SP:Iteration 38Q (1080.558603 sec): 3 clusters Score: Raw -164692.643833 + Penalty 485.235826 = -164207.408006 nChanged 43 SP:Iteration 39Q (1080.599926 sec): 3 clusters Score: Raw -164701.462616 + Penalty 485.235826 = -164216.226790 nChanged 54 SP:Iteration 40F (1080.652292 sec): 3 clusters Score: Raw -164715.459762 + Penalty 485.235826 = -164230.223936 nChanged 64 SP:Iteration 41Q (1080.708143 sec): 3 clusters Score: Raw -164734.771996 + Penalty 485.235826 = -164249.536169 nChanged 60 SP:Iteration 42Q (1080.750162 sec): 3 clusters Score: Raw -164753.278361 + Penalty 485.235826 = -164268.042534 nChanged 47 SP:Iteration 43Q (1080.812369 sec): 3 clusters Score: Raw -164766.460293 + Penalty 485.235826 = -164281.224466 nChanged 45 SP:Iteration 44Q (1080.854867 sec): 3 clusters Score: Raw -164780.800923 + Penalty 485.235826 = -164295.565096 nChanged 45 SP:Iteration 45Q (1080.903174 sec): 3 clusters Score: Raw -164791.914061 + Penalty 485.235826 = -164306.678235 nChanged 38 SP:Iteration 46Q (1080.956271 sec): 3 clusters Score: Raw -164799.281356 + Penalty 485.235826 = -164314.045530 nChanged 24 SP:Iteration 47Q (1081.003729 sec): 3 clusters Score: Raw -164803.031056 + Penalty 485.235826 = -164317.795230 nChanged 25 SP:Iteration 48Q (1081.063516 sec): 3 clusters Score: Raw -164806.157734 + Penalty 485.235826 = -164320.921908 nChanged 17 SP:Iteration 49Q (1081.114293 sec): 3 clusters Score: Raw -164809.140925 + Penalty 485.235826 = -164323.905099 nChanged 19 SP:Iteration 50Q (1081.160267 sec): 3 clusters Score: Raw -164811.975338 + Penalty 485.235826 = -164326.739512 nChanged 16 SP:Iteration 51Q (1081.209107 sec): 3 clusters Score: Raw -164814.001828 + Penalty 485.235826 = -164328.766001 nChanged 15 SP:Iteration 52Q (1081.265124 sec): 3 clusters Score: Raw -164816.035145 + Penalty 485.235826 = -164330.799318 nChanged 7 SP:Iteration 53Q (1081.307184 sec): 3 clusters Score: Raw -164817.143154 + Penalty 485.235826 = -164331.907328 nChanged 7 SP:Iteration 54Q (1081.359134 sec): 3 clusters Score: Raw -164817.937740 + Penalty 485.235826 = -164332.701913 nChanged 10 SP:Iteration 55Q (1081.414941 sec): 3 clusters Score: Raw -164819.121063 + Penalty 485.235826 = -164333.885236 nChanged 14 SP:Iteration 56Q (1081.458896 sec): 3 clusters Score: Raw -164822.048483 + Penalty 485.235826 = -164336.812657 nChanged 16 SP:Iteration 57Q (1081.503717 sec): 3 clusters Score: Raw -164825.416559 + Penalty 485.235826 = -164340.180733 nChanged 16 SP:Iteration 58Q (1081.556140 sec): 3 clusters Score: Raw -164829.762837 + Penalty 485.235826 = -164344.527010 nChanged 17 SP:Iteration 59Q (1081.606052 sec): 3 clusters Score: Raw -164834.475251 + Penalty 485.235826 = -164349.239425 nChanged 17 SP:Iteration 60F (1081.654082 sec): 3 clusters Score: Raw -164837.444623 + Penalty 485.235826 = -164352.208796 nChanged 16 SP:Iteration 61Q (1081.710422 sec): 3 clusters Score: Raw -164840.594593 + Penalty 485.235826 = -164355.358766 nChanged 11 SP:Iteration 62Q (1081.762461 sec): 3 clusters Score: Raw -164842.820629 + Penalty 485.235826 = -164357.584803 nChanged 16 SP:Iteration 63Q (1081.807671 sec): 3 clusters Score: Raw -164846.165657 + Penalty 485.235826 = -164360.929830 nChanged 17 SP:Iteration 64Q (1081.867623 sec): 3 clusters Score: Raw -164850.418886 + Penalty 485.235826 = -164365.183060 nChanged 13 SP:Iteration 65Q (1081.905222 sec): 3 clusters Score: Raw -164854.675268 + Penalty 485.235826 = -164369.439441 nChanged 11 SP:Iteration 66Q (1081.961727 sec): 3 clusters Score: Raw -164857.336267 + Penalty 485.235826 = -164372.100440 nChanged 12 SP:Iteration 67Q (1082.015029 sec): 3 clusters Score: Raw -164860.970871 + Penalty 485.235826 = -164375.735045 nChanged 14 SP:Iteration 68Q (1082.063950 sec): 3 clusters Score: Raw -164864.980718 + Penalty 485.235826 = -164379.744892 nChanged 13 SP:Iteration 69Q (1082.104834 sec): 3 clusters Score: Raw -164868.568281 + Penalty 485.235826 = -164383.332454 nChanged 10 SP:Iteration 70Q (1082.160749 sec): 3 clusters Score: Raw -164870.591320 + Penalty 485.235826 = -164385.355493 nChanged 8 SP:Iteration 71Q (1082.200809 sec): 3 clusters Score: Raw -164872.238932 + Penalty 485.235826 = -164387.003106 nChanged 8 SP:Iteration 72Q (1082.248507 sec): 3 clusters Score: Raw -164873.553102 + Penalty 485.235826 = -164388.317275 nChanged 6 SP:Iteration 73Q (1082.304882 sec): 3 clusters Score: Raw -164874.188130 + Penalty 485.235826 = -164388.952304 nChanged 4 SP:Iteration 74Q (1082.352859 sec): 3 clusters Score: Raw -164875.047031 + Penalty 485.235826 = -164389.811204 nChanged 8 SP:Iteration 75Q (1082.403152 sec): 3 clusters Score: Raw -164877.000229 + Penalty 485.235826 = -164391.764403 nChanged 8 SP:Iteration 76Q (1082.448533 sec): 3 clusters Score: Raw -164877.927454 + Penalty 485.235826 = -164392.691627 nChanged 5 SP:Iteration 77Q (1082.497188 sec): 3 clusters Score: Raw -164878.411930 + Penalty 485.235826 = -164393.176103 nChanged 5 SP:Iteration 78Q (1082.540381 sec): 3 clusters Score: Raw -164879.605762 + Penalty 485.235826 = -164394.369936 nChanged 3 SP:Iteration 79Q (1082.590435 sec): 3 clusters Score: Raw -164880.069150 + Penalty 485.235826 = -164394.833324 nChanged 5 SP:Iteration 80F (1082.650308 sec): 3 clusters Score: Raw -164880.684704 + Penalty 485.235826 = -164395.448878 nChanged 7 SP:Iteration 81Q (1082.689978 sec): 3 clusters Score: Raw -164881.411026 + Penalty 485.235826 = -164396.175200 nChanged 6 SP:Iteration 82Q (1082.746254 sec): 3 clusters Score: Raw -164881.916352 + Penalty 485.235826 = -164396.680526 nChanged 3 SP:Iteration 83Q (1082.798846 sec): 3 clusters Score: Raw -164882.039183 + Penalty 485.235826 = -164396.803357 nChanged 1 SP:Iteration 84Q (1082.838574 sec): 3 clusters Score: Raw -164882.259986 + Penalty 485.235826 = -164397.024159 nChanged 3 SP:Iteration 85Q (1082.890374 sec): 3 clusters Score: Raw -164882.738890 + Penalty 485.235826 = -164397.503064 nChanged 1 SP:Iteration 86Q (1082.954641 sec): 3 clusters Score: Raw -164882.762346 + Penalty 485.235826 = -164397.526519 nChanged 0 SP:Iteration 87F (1082.994444 sec): 3 clusters Score: Raw -164882.762346 + Penalty 485.235826 = -164397.526519 nChanged 0 Trying to split cluster 4 (4917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1083.035852 sec): 2 clusters Score: Raw -151169.546007 + Penalty 233.762481 = -150935.783526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1083.078747 sec): 3 clusters Score: Raw -148122.488221 + Penalty 467.524963 = -147654.963258 nChanged 2282 SP:Iteration 1F (1083.133436 sec): 3 clusters Score: Raw -149547.971508 + Penalty 467.524963 = -149080.446545 nChanged 357 SP:Iteration 2F (1083.173103 sec): 3 clusters Score: Raw -149811.870630 + Penalty 467.524963 = -149344.345667 nChanged 333 SP:Iteration 3F (1083.229460 sec): 3 clusters Score: Raw -150058.171614 + Penalty 467.524963 = -149590.646651 nChanged 313 SP:Iteration 4F (1083.279858 sec): 3 clusters Score: Raw -150298.997158 + Penalty 467.524963 = -149831.472196 nChanged 301 SP:Iteration 5F (1083.330306 sec): 3 clusters Score: Raw -150529.277203 + Penalty 467.524963 = -150061.752241 nChanged 265 SP:Iteration 6F (1083.386544 sec): 3 clusters Score: Raw -150673.494407 + Penalty 467.524963 = -150205.969445 nChanged 181 SP:Iteration 7Q (1083.439823 sec): 3 clusters Score: Raw -150740.590214 + Penalty 467.524963 = -150273.065251 nChanged 133 SP:Iteration 8Q (1083.492788 sec): 3 clusters Score: Raw -150787.909506 + Penalty 467.524963 = -150320.384543 nChanged 96 SP:Iteration 9Q (1083.531817 sec): 3 clusters Score: Raw -150822.997029 + Penalty 467.524963 = -150355.472066 nChanged 86 SP:Iteration 10Q (1083.581667 sec): 3 clusters Score: Raw -150852.271568 + Penalty 467.524963 = -150384.746605 nChanged 81 SP:Iteration 11Q (1083.635339 sec): 3 clusters Score: Raw -150876.151178 + Penalty 467.524963 = -150408.626215 nChanged 64 SP:Iteration 12Q (1083.694157 sec): 3 clusters Score: Raw -150894.644982 + Penalty 467.524963 = -150427.120019 nChanged 52 SP:Iteration 13Q (1083.739910 sec): 3 clusters Score: Raw -150908.531113 + Penalty 467.524963 = -150441.006151 nChanged 45 SP:Iteration 14Q (1083.792072 sec): 3 clusters Score: Raw -150915.655438 + Penalty 467.524963 = -150448.130476 nChanged 29 SP:Iteration 15Q (1083.847130 sec): 3 clusters Score: Raw -150918.984007 + Penalty 467.524963 = -150451.459045 nChanged 19 SP:Iteration 16Q (1083.890805 sec): 3 clusters Score: Raw -150920.220870 + Penalty 467.524963 = -150452.695907 nChanged 9 SP:Iteration 17Q (1083.938235 sec): 3 clusters Score: Raw -150921.017808 + Penalty 467.524963 = -150453.492845 nChanged 8 SP:Iteration 18Q (1083.994795 sec): 3 clusters Score: Raw -150921.806532 + Penalty 467.524963 = -150454.281570 nChanged 7 SP:Iteration 19Q (1084.033717 sec): 3 clusters Score: Raw -150922.207819 + Penalty 467.524963 = -150454.682856 nChanged 7 SP:Iteration 20F (1084.085728 sec): 3 clusters Score: Raw -150922.506722 + Penalty 467.524963 = -150454.981759 nChanged 7 SP:Iteration 21Q (1084.146291 sec): 3 clusters Score: Raw -150922.839878 + Penalty 467.524963 = -150455.314916 nChanged 4 SP:Iteration 22Q (1084.192438 sec): 3 clusters Score: Raw -150923.093686 + Penalty 467.524963 = -150455.568723 nChanged 3 SP:Iteration 23Q (1084.236390 sec): 3 clusters Score: Raw -150923.248623 + Penalty 467.524963 = -150455.723660 nChanged 4 SP:Iteration 24Q (1084.276735 sec): 3 clusters Score: Raw -150923.430202 + Penalty 467.524963 = -150455.905240 nChanged 5 SP:Iteration 25Q (1084.323905 sec): 3 clusters Score: Raw -150923.680075 + Penalty 467.524963 = -150456.155113 nChanged 3 SP:Iteration 26Q (1084.377693 sec): 3 clusters Score: Raw -150923.899422 + Penalty 467.524963 = -150456.374460 nChanged 3 SP:Iteration 27Q (1084.420283 sec): 3 clusters Score: Raw -150923.971284 + Penalty 467.524963 = -150456.446321 nChanged 0 SP:Iteration 28F (1084.470880 sec): 3 clusters Score: Raw -150923.971284 + Penalty 467.524963 = -150456.446321 nChanged 0 Trying to split cluster 5 (8117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1084.504923 sec): 2 clusters Score: Raw -240395.151479 + Penalty 247.547187 = -240147.604291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1084.557276 sec): 3 clusters Score: Raw -235222.593683 + Penalty 495.094375 = -234727.499308 nChanged 3790 SP:Iteration 1F (1084.607463 sec): 3 clusters Score: Raw -237407.777688 + Penalty 495.094375 = -236912.683313 nChanged 517 SP:Iteration 2F (1084.651926 sec): 3 clusters Score: Raw -237668.140558 + Penalty 495.094375 = -237173.046183 nChanged 577 SP:Iteration 3F (1084.702450 sec): 3 clusters Score: Raw -238025.340798 + Penalty 495.094375 = -237530.246423 nChanged 578 SP:Iteration 4F (1084.751223 sec): 3 clusters Score: Raw -238445.230672 + Penalty 495.094375 = -237950.136297 nChanged 539 SP:Iteration 5F (1084.809263 sec): 3 clusters Score: Raw -238929.449856 + Penalty 495.094375 = -238434.355481 nChanged 453 SP:Iteration 6F (1084.858589 sec): 3 clusters Score: Raw -239329.886240 + Penalty 495.094375 = -238834.791865 nChanged 350 SP:Iteration 7Q (1084.909594 sec): 3 clusters Score: Raw -239611.274217 + Penalty 495.094375 = -239116.179842 nChanged 247 SP:Iteration 8Q (1084.953198 sec): 3 clusters Score: Raw -239785.050438 + Penalty 495.094375 = -239289.956063 nChanged 185 SP:Iteration 9Q (1085.005976 sec): 3 clusters Score: Raw -239886.919702 + Penalty 495.094375 = -239391.825327 nChanged 166 SP:Iteration 10Q (1085.055551 sec): 3 clusters Score: Raw -239974.049064 + Penalty 495.094375 = -239478.954689 nChanged 140 SP:Iteration 11Q (1085.115445 sec): 3 clusters Score: Raw -240041.870243 + Penalty 495.094375 = -239546.775868 nChanged 112 SP:Iteration 12Q (1085.167154 sec): 3 clusters Score: Raw -240100.473918 + Penalty 495.094375 = -239605.379543 nChanged 104 SP:Iteration 13Q (1085.217077 sec): 3 clusters Score: Raw -240158.081532 + Penalty 495.094375 = -239662.987157 nChanged 87 SP:Iteration 14Q (1085.262725 sec): 3 clusters Score: Raw -240205.555785 + Penalty 495.094375 = -239710.461410 nChanged 77 SP:Iteration 15Q (1085.314894 sec): 3 clusters Score: Raw -240246.415244 + Penalty 495.094375 = -239751.320869 nChanged 75 SP:Iteration 16Q (1085.369078 sec): 3 clusters Score: Raw -240293.406941 + Penalty 495.094375 = -239798.312566 nChanged 70 SP:Iteration 17Q (1085.409828 sec): 3 clusters Score: Raw -240331.955214 + Penalty 495.094375 = -239836.860840 nChanged 53 SP:Iteration 18Q (1085.465847 sec): 3 clusters Score: Raw -240358.450856 + Penalty 495.094375 = -239863.356482 nChanged 39 SP:Iteration 19Q (1085.516854 sec): 3 clusters Score: Raw -240375.169638 + Penalty 495.094375 = -239880.075263 nChanged 32 SP:Iteration 20F (1085.580021 sec): 3 clusters Score: Raw -240383.989907 + Penalty 495.094375 = -239888.895532 nChanged 23 SP:Iteration 21Q (1085.632531 sec): 3 clusters Score: Raw -240390.655518 + Penalty 495.094375 = -239895.561143 nChanged 18 SP:Iteration 22Q (1085.676181 sec): 3 clusters Score: Raw -240396.262576 + Penalty 495.094375 = -239901.168202 nChanged 17 SP:Iteration 23Q (1085.740125 sec): 3 clusters Score: Raw -240401.047393 + Penalty 495.094375 = -239905.953018 nChanged 16 SP:Iteration 24Q (1085.783028 sec): 3 clusters Score: Raw -240406.931763 + Penalty 495.094375 = -239911.837388 nChanged 17 SP:Iteration 25Q (1085.839429 sec): 3 clusters Score: Raw -240411.738706 + Penalty 495.094375 = -239916.644332 nChanged 7 SP:Iteration 26Q (1085.898077 sec): 3 clusters Score: Raw -240413.112736 + Penalty 495.094375 = -239918.018361 nChanged 6 SP:Iteration 27Q (1085.941236 sec): 3 clusters Score: Raw -240415.069035 + Penalty 495.094375 = -239919.974660 nChanged 8 SP:Iteration 28Q (1085.992163 sec): 3 clusters Score: Raw -240417.036798 + Penalty 495.094375 = -239921.942423 nChanged 5 SP:Iteration 29Q (1086.046977 sec): 3 clusters Score: Raw -240417.907952 + Penalty 495.094375 = -239922.813577 nChanged 3 SP:Iteration 30Q (1086.091360 sec): 3 clusters Score: Raw -240418.448383 + Penalty 495.094375 = -239923.354008 nChanged 2 SP:Iteration 31Q (1086.144079 sec): 3 clusters Score: Raw -240418.932404 + Penalty 495.094375 = -239923.838029 nChanged 2 SP:Iteration 32Q (1086.194019 sec): 3 clusters Score: Raw -240419.208760 + Penalty 495.094375 = -239924.114385 nChanged 4 SP:Iteration 33Q (1086.254648 sec): 3 clusters Score: Raw -240419.882842 + Penalty 495.094375 = -239924.788467 nChanged 4 SP:Iteration 34Q (1086.301028 sec): 3 clusters Score: Raw -240421.168323 + Penalty 495.094375 = -239926.073948 nChanged 6 SP:Iteration 35Q (1086.348812 sec): 3 clusters Score: Raw -240424.027564 + Penalty 495.094375 = -239928.933189 nChanged 5 SP:Iteration 36Q (1086.399982 sec): 3 clusters Score: Raw -240425.005612 + Penalty 495.094375 = -239929.911237 nChanged 0 SP:Iteration 37F (1086.464773 sec): 3 clusters Score: Raw -240425.005612 + Penalty 495.094375 = -239929.911237 nChanged 0 Trying to split cluster 6 (43930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1086.515320 sec): 2 clusters Score: Raw -1364820.175178 + Penalty 293.984700 = -1364526.190477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1086.601435 sec): 3 clusters Score: Raw -1335534.527731 + Penalty 587.969401 = -1334946.558330 nChanged 21359 SP:Iteration 1F (1086.679236 sec): 3 clusters Score: Raw -1351545.839476 + Penalty 587.969401 = -1350957.870076 nChanged 3663 SP:Iteration 2F (1086.759326 sec): 3 clusters Score: Raw -1354180.547841 + Penalty 587.969401 = -1353592.578440 nChanged 3364 SP:Iteration 3F (1086.842782 sec): 3 clusters Score: Raw -1356986.754655 + Penalty 587.969401 = -1356398.785255 nChanged 2985 SP:Iteration 4F (1086.925825 sec): 3 clusters Score: Raw -1359803.253141 + Penalty 587.969401 = -1359215.283740 nChanged 2383 SP:Iteration 5F (1087.002619 sec): 3 clusters Score: Raw -1362099.979645 + Penalty 587.969401 = -1361512.010244 nChanged 1494 SP:Iteration 6Q (1087.086887 sec): 3 clusters Score: Raw -1363496.923998 + Penalty 587.969401 = -1362908.954598 nChanged 820 SP:Iteration 7Q (1087.167139 sec): 3 clusters Score: Raw -1364238.356313 + Penalty 587.969401 = -1363650.386912 nChanged 392 SP:Iteration 8Q (1087.250824 sec): 3 clusters Score: Raw -1364611.696657 + Penalty 587.969401 = -1364023.727257 nChanged 147 SP:Iteration 9Q (1087.328293 sec): 3 clusters Score: Raw -1364741.241829 + Penalty 587.969401 = -1364153.272428 nChanged 71 SP:Iteration 10Q (1087.405394 sec): 3 clusters Score: Raw -1364797.021552 + Penalty 587.969401 = -1364209.052152 nChanged 36 SP:Iteration 11Q (1087.478834 sec): 3 clusters Score: Raw -1364823.393677 + Penalty 587.969401 = -1364235.424276 nChanged 21 SP:Iteration 12Q (1087.550419 sec): 3 clusters Score: Raw -1364840.287364 + Penalty 587.969401 = -1364252.317963 nChanged 16 SP:Iteration 13Q (1087.623637 sec): 3 clusters Score: Raw -1364849.432011 + Penalty 587.969401 = -1364261.462611 nChanged 12 SP:Iteration 14Q (1087.691116 sec): 3 clusters Score: Raw -1364857.248339 + Penalty 587.969401 = -1364269.278939 nChanged 13 SP:Iteration 15Q (1087.764837 sec): 3 clusters Score: Raw -1364867.069824 + Penalty 587.969401 = -1364279.100423 nChanged 15 SP:Iteration 16Q (1087.835292 sec): 3 clusters Score: Raw -1364879.915122 + Penalty 587.969401 = -1364291.945722 nChanged 9 SP:Iteration 17Q (1087.911220 sec): 3 clusters Score: Raw -1364886.049271 + Penalty 587.969401 = -1364298.079871 nChanged 8 SP:Iteration 18Q (1087.988474 sec): 3 clusters Score: Raw -1364888.782764 + Penalty 587.969401 = -1364300.813364 nChanged 4 SP:Iteration 19Q (1088.067546 sec): 3 clusters Score: Raw -1364890.777707 + Penalty 587.969401 = -1364302.808306 nChanged 4 SP:Iteration 20F (1088.137904 sec): 3 clusters Score: Raw -1364892.016087 + Penalty 587.969401 = -1364304.046686 nChanged 2 SP:Iteration 21Q (1088.223711 sec): 3 clusters Score: Raw -1364893.377564 + Penalty 587.969401 = -1364305.408163 nChanged 1 SP:Iteration 22Q (1088.298555 sec): 3 clusters Score: Raw -1364894.255361 + Penalty 587.969401 = -1364306.285960 nChanged 1 SP:Iteration 23Q (1088.364099 sec): 3 clusters Score: Raw -1364894.798554 + Penalty 587.969401 = -1364306.829153 nChanged 0 SP:Iteration 24F (1088.440466 sec): 3 clusters Score: Raw -1364894.798554 + Penalty 587.969401 = -1364306.829153 nChanged 0 Trying to split cluster 7 (2635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1088.482981 sec): 2 clusters Score: Raw -74235.195675 + Penalty 216.607558 = -74018.588117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1088.519654 sec): 3 clusters Score: Raw -72639.939664 + Penalty 433.215115 = -72206.724548 nChanged 1192 SP:Iteration 1F (1088.567502 sec): 3 clusters Score: Raw -73308.847898 + Penalty 433.215115 = -72875.632783 nChanged 231 SP:Iteration 2F (1088.619290 sec): 3 clusters Score: Raw -73503.164209 + Penalty 433.215115 = -73069.949094 nChanged 298 SP:Iteration 3F (1088.669137 sec): 3 clusters Score: Raw -73795.296179 + Penalty 433.215115 = -73362.081063 nChanged 242 SP:Iteration 4F (1088.719362 sec): 3 clusters Score: Raw -73970.595900 + Penalty 433.215115 = -73537.380785 nChanged 145 SP:Iteration 5F (1088.771634 sec): 3 clusters Score: Raw -74050.939337 + Penalty 433.215115 = -73617.724222 nChanged 95 SP:Iteration 6Q (1088.820562 sec): 3 clusters Score: Raw -74088.368512 + Penalty 433.215115 = -73655.153396 nChanged 64 SP:Iteration 7Q (1088.866400 sec): 3 clusters Score: Raw -74109.853852 + Penalty 433.215115 = -73676.638736 nChanged 35 SP:Iteration 8Q (1088.915202 sec): 3 clusters Score: Raw -74124.973403 + Penalty 433.215115 = -73691.758287 nChanged 40 SP:Iteration 9Q (1088.966465 sec): 3 clusters Score: Raw -74143.099247 + Penalty 433.215115 = -73709.884132 nChanged 36 SP:Iteration 10Q (1089.014352 sec): 3 clusters Score: Raw -74160.900268 + Penalty 433.215115 = -73727.685152 nChanged 37 SP:Iteration 11Q (1089.062382 sec): 3 clusters Score: Raw -74180.176426 + Penalty 433.215115 = -73746.961311 nChanged 42 SP:Iteration 12Q (1089.111191 sec): 3 clusters Score: Raw -74207.022463 + Penalty 433.215115 = -73773.807348 nChanged 43 SP:Iteration 13Q (1089.152051 sec): 3 clusters Score: Raw -74224.987336 + Penalty 433.215115 = -73791.772220 nChanged 35 SP:Iteration 14Q (1089.202672 sec): 3 clusters Score: Raw -74242.018966 + Penalty 433.215115 = -73808.803851 nChanged 26 SP:Iteration 15Q (1089.250750 sec): 3 clusters Score: Raw -74251.538392 + Penalty 433.215115 = -73818.323276 nChanged 21 SP:Iteration 16Q (1089.304691 sec): 3 clusters Score: Raw -74257.842372 + Penalty 433.215115 = -73824.627256 nChanged 27 SP:Iteration 17Q (1089.347608 sec): 3 clusters Score: Raw -74272.095660 + Penalty 433.215115 = -73838.880544 nChanged 40 SP:Iteration 18Q (1089.397572 sec): 3 clusters Score: Raw -74295.038905 + Penalty 433.215115 = -73861.823790 nChanged 26 SP:Iteration 19Q (1089.443537 sec): 3 clusters Score: Raw -74305.254548 + Penalty 433.215115 = -73872.039433 nChanged 21 SP:Iteration 20F (1089.493115 sec): 3 clusters Score: Raw -74313.670381 + Penalty 433.215115 = -73880.455266 nChanged 21 SP:Iteration 21Q (1089.548984 sec): 3 clusters Score: Raw -74321.027294 + Penalty 433.215115 = -73887.812179 nChanged 21 SP:Iteration 22Q (1089.593333 sec): 3 clusters Score: Raw -74327.448870 + Penalty 433.215115 = -73894.233754 nChanged 18 SP:Iteration 23Q (1089.643906 sec): 3 clusters Score: Raw -74331.711491 + Penalty 433.215115 = -73898.496376 nChanged 10 SP:Iteration 24Q (1089.692214 sec): 3 clusters Score: Raw -74334.371651 + Penalty 433.215115 = -73901.156535 nChanged 14 SP:Iteration 25Q (1089.737823 sec): 3 clusters Score: Raw -74337.406321 + Penalty 433.215115 = -73904.191206 nChanged 9 SP:Iteration 26Q (1089.782695 sec): 3 clusters Score: Raw -74339.328588 + Penalty 433.215115 = -73906.113473 nChanged 8 SP:Iteration 27Q (1089.833594 sec): 3 clusters Score: Raw -74342.428755 + Penalty 433.215115 = -73909.213640 nChanged 5 SP:Iteration 28Q (1089.884028 sec): 3 clusters Score: Raw -74345.169611 + Penalty 433.215115 = -73911.954496 nChanged 7 SP:Iteration 29Q (1089.936675 sec): 3 clusters Score: Raw -74347.166330 + Penalty 433.215115 = -73913.951215 nChanged 2 SP:Iteration 30Q (1089.979872 sec): 3 clusters Score: Raw -74348.074513 + Penalty 433.215115 = -73914.859398 nChanged 2 SP:Iteration 31Q (1090.026684 sec): 3 clusters Score: Raw -74348.303105 + Penalty 433.215115 = -73915.087990 nChanged 0 SP:Iteration 32F (1090.080167 sec): 3 clusters Score: Raw -74348.303105 + Penalty 433.215115 = -73915.087990 nChanged 0 Trying to split cluster 8 (1307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1090.105749 sec): 2 clusters Score: Raw -33823.147185 + Penalty 197.325967 = -33625.821218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1090.158067 sec): 3 clusters Score: Raw -33091.974514 + Penalty 394.651934 = -32697.322580 nChanged 554 SP:Iteration 1F (1090.198784 sec): 3 clusters Score: Raw -33438.283751 + Penalty 394.651934 = -33043.631816 nChanged 133 SP:Iteration 2F (1090.247812 sec): 3 clusters Score: Raw -33560.667276 + Penalty 394.651934 = -33166.015342 nChanged 88 SP:Iteration 3F (1090.299474 sec): 3 clusters Score: Raw -33634.819976 + Penalty 394.651934 = -33240.168042 nChanged 70 SP:Iteration 4F (1090.338192 sec): 3 clusters Score: Raw -33697.737000 + Penalty 394.651934 = -33303.085066 nChanged 74 SP:Iteration 5F (1090.377162 sec): 3 clusters Score: Raw -33763.788627 + Penalty 394.651934 = -33369.136693 nChanged 52 SP:Iteration 6Q (1090.423119 sec): 3 clusters Score: Raw -33797.727317 + Penalty 394.651934 = -33403.075383 nChanged 31 SP:Iteration 7Q (1090.471840 sec): 3 clusters Score: Raw -33814.495720 + Penalty 394.651934 = -33419.843786 nChanged 27 SP:Iteration 8Q (1090.519826 sec): 3 clusters Score: Raw -33823.447918 + Penalty 394.651934 = -33428.795983 nChanged 23 SP:Iteration 9Q (1090.570950 sec): 3 clusters Score: Raw -33834.716828 + Penalty 394.651934 = -33440.064894 nChanged 13 SP:Iteration 10Q (1090.624781 sec): 3 clusters Score: Raw -33838.098555 + Penalty 394.651934 = -33443.446621 nChanged 6 SP:Iteration 11Q (1090.665708 sec): 3 clusters Score: Raw -33839.746952 + Penalty 394.651934 = -33445.095017 nChanged 2 SP:Iteration 12Q (1090.719042 sec): 3 clusters Score: Raw -33839.988853 + Penalty 394.651934 = -33445.336919 nChanged 1 SP:Iteration 13Q (1090.763520 sec): 3 clusters Score: Raw -33840.089302 + Penalty 394.651934 = -33445.437367 nChanged 0 SP:Iteration 14F (1090.819809 sec): 3 clusters Score: Raw -33840.089302 + Penalty 394.651934 = -33445.437367 nChanged 0 Trying to split cluster 9 (1666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1090.844846 sec): 2 clusters Score: Raw -47011.822352 + Penalty 203.999973 = -46807.822379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1090.885678 sec): 3 clusters Score: Raw -46052.853333 + Penalty 407.999945 = -45644.853387 nChanged 733 SP:Iteration 1F (1090.933035 sec): 3 clusters Score: Raw -46531.766383 + Penalty 407.999945 = -46123.766438 nChanged 141 SP:Iteration 2F (1090.985882 sec): 3 clusters Score: Raw -46639.745931 + Penalty 407.999945 = -46231.745985 nChanged 132 SP:Iteration 3F (1091.035433 sec): 3 clusters Score: Raw -46742.406659 + Penalty 407.999945 = -46334.406714 nChanged 109 SP:Iteration 4F (1091.070703 sec): 3 clusters Score: Raw -46833.623502 + Penalty 407.999945 = -46425.623557 nChanged 101 SP:Iteration 5F (1091.128750 sec): 3 clusters Score: Raw -46911.728173 + Penalty 407.999945 = -46503.728227 nChanged 78 SP:Iteration 6Q (1091.169083 sec): 3 clusters Score: Raw -46978.690603 + Penalty 407.999945 = -46570.690658 nChanged 68 SP:Iteration 7Q (1091.218979 sec): 3 clusters Score: Raw -47032.574840 + Penalty 407.999945 = -46624.574895 nChanged 63 SP:Iteration 8Q (1091.269259 sec): 3 clusters Score: Raw -47068.585041 + Penalty 407.999945 = -46660.585096 nChanged 44 SP:Iteration 9Q (1091.316420 sec): 3 clusters Score: Raw -47088.695257 + Penalty 407.999945 = -46680.695312 nChanged 26 SP:Iteration 10Q (1091.366526 sec): 3 clusters Score: Raw -47099.758936 + Penalty 407.999945 = -46691.758990 nChanged 20 SP:Iteration 11Q (1091.410802 sec): 3 clusters Score: Raw -47104.710359 + Penalty 407.999945 = -46696.710414 nChanged 10 SP:Iteration 12Q (1091.456760 sec): 3 clusters Score: Raw -47107.980315 + Penalty 407.999945 = -46699.980370 nChanged 7 SP:Iteration 13Q (1091.502788 sec): 3 clusters Score: Raw -47110.286774 + Penalty 407.999945 = -46702.286829 nChanged 7 SP:Iteration 14Q (1091.562676 sec): 3 clusters Score: Raw -47111.890796 + Penalty 407.999945 = -46703.890851 nChanged 9 SP:Iteration 15Q (1091.598273 sec): 3 clusters Score: Raw -47113.333148 + Penalty 407.999945 = -46705.333203 nChanged 3 SP:Iteration 16Q (1091.646974 sec): 3 clusters Score: Raw -47113.634283 + Penalty 407.999945 = -46705.634338 nChanged 3 SP:Iteration 17Q (1091.695157 sec): 3 clusters Score: Raw -47114.114332 + Penalty 407.999945 = -46706.114387 nChanged 2 SP:Iteration 18Q (1091.746143 sec): 3 clusters Score: Raw -47114.272876 + Penalty 407.999945 = -46706.272931 nChanged 0 SP:Iteration 19F (1091.796162 sec): 3 clusters Score: Raw -47114.272876 + Penalty 407.999945 = -46706.272931 nChanged 0 Trying to split cluster 10 (18547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1091.834450 sec): 2 clusters Score: Raw -491493.837174 + Penalty 270.271742 = -491223.565433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1091.896397 sec): 3 clusters Score: Raw -479332.652442 + Penalty 540.543483 = -478792.108959 nChanged 8959 SP:Iteration 1F (1091.962366 sec): 3 clusters Score: Raw -485577.128265 + Penalty 540.543483 = -485036.584782 nChanged 1266 SP:Iteration 2F (1092.011831 sec): 3 clusters Score: Raw -486659.505736 + Penalty 540.543483 = -486118.962253 nChanged 1208 SP:Iteration 3F (1092.083046 sec): 3 clusters Score: Raw -487682.167904 + Penalty 540.543483 = -487141.624421 nChanged 1053 SP:Iteration 4F (1092.141987 sec): 3 clusters Score: Raw -488303.894544 + Penalty 540.543483 = -487763.351061 nChanged 742 SP:Iteration 5Q (1092.203906 sec): 3 clusters Score: Raw -488552.672007 + Penalty 540.543483 = -488012.128524 nChanged 451 SP:Iteration 6Q (1092.268012 sec): 3 clusters Score: Raw -488657.290648 + Penalty 540.543483 = -488116.747165 nChanged 275 SP:Iteration 7Q (1092.323223 sec): 3 clusters Score: Raw -488705.823036 + Penalty 540.543483 = -488165.279552 nChanged 208 SP:Iteration 8Q (1092.389253 sec): 3 clusters Score: Raw -488747.867224 + Penalty 540.543483 = -488207.323741 nChanged 223 SP:Iteration 9Q (1092.450102 sec): 3 clusters Score: Raw -488794.935361 + Penalty 540.543483 = -488254.391878 nChanged 220 SP:Iteration 10Q (1092.505401 sec): 3 clusters Score: Raw -488842.727847 + Penalty 540.543483 = -488302.184364 nChanged 220 SP:Iteration 11Q (1092.561519 sec): 3 clusters Score: Raw -488889.217818 + Penalty 540.543483 = -488348.674335 nChanged 208 SP:Iteration 12Q (1092.617420 sec): 3 clusters Score: Raw -488928.615927 + Penalty 540.543483 = -488388.072444 nChanged 191 SP:Iteration 13Q (1092.683625 sec): 3 clusters Score: Raw -488965.297071 + Penalty 540.543483 = -488424.753588 nChanged 171 SP:Iteration 14Q (1092.746054 sec): 3 clusters Score: Raw -488992.972732 + Penalty 540.543483 = -488452.429249 nChanged 137 SP:Iteration 15Q (1092.808449 sec): 3 clusters Score: Raw -489009.658649 + Penalty 540.543483 = -488469.115165 nChanged 124 SP:Iteration 16Q (1092.876581 sec): 3 clusters Score: Raw -489023.904437 + Penalty 540.543483 = -488483.360954 nChanged 126 SP:Iteration 17Q (1092.932224 sec): 3 clusters Score: Raw -489038.827977 + Penalty 540.543483 = -488498.284494 nChanged 108 SP:Iteration 18Q (1092.998186 sec): 3 clusters Score: Raw -489050.752841 + Penalty 540.543483 = -488510.209357 nChanged 104 SP:Iteration 19Q (1093.053233 sec): 3 clusters Score: Raw -489061.310082 + Penalty 540.543483 = -488520.766599 nChanged 96 SP:Iteration 20F (1093.119972 sec): 3 clusters Score: Raw -489071.229274 + Penalty 540.543483 = -488530.685791 nChanged 92 SP:Iteration 21Q (1093.183427 sec): 3 clusters Score: Raw -489080.645720 + Penalty 540.543483 = -488540.102237 nChanged 102 SP:Iteration 22Q (1093.248487 sec): 3 clusters Score: Raw -489092.826735 + Penalty 540.543483 = -488552.283252 nChanged 99 SP:Iteration 23Q (1093.310093 sec): 3 clusters Score: Raw -489104.597095 + Penalty 540.543483 = -488564.053611 nChanged 102 SP:Iteration 24Q (1093.370275 sec): 3 clusters Score: Raw -489117.921605 + Penalty 540.543483 = -488577.378122 nChanged 102 SP:Iteration 25Q (1093.427803 sec): 3 clusters Score: Raw -489130.742077 + Penalty 540.543483 = -488590.198593 nChanged 122 SP:Iteration 26Q (1093.497468 sec): 3 clusters Score: Raw -489147.152920 + Penalty 540.543483 = -488606.609437 nChanged 120 SP:Iteration 27Q (1093.558162 sec): 3 clusters Score: Raw -489164.417132 + Penalty 540.543483 = -488623.873649 nChanged 127 SP:Iteration 28Q (1093.619742 sec): 3 clusters Score: Raw -489183.877119 + Penalty 540.543483 = -488643.333636 nChanged 128 SP:Iteration 29Q (1093.678754 sec): 3 clusters Score: Raw -489202.332636 + Penalty 540.543483 = -488661.789153 nChanged 136 SP:Iteration 30Q (1093.736488 sec): 3 clusters Score: Raw -489219.580976 + Penalty 540.543483 = -488679.037493 nChanged 123 SP:Iteration 31Q (1093.797232 sec): 3 clusters Score: Raw -489233.949696 + Penalty 540.543483 = -488693.406213 nChanged 122 SP:Iteration 32Q (1093.857514 sec): 3 clusters Score: Raw -489248.562556 + Penalty 540.543483 = -488708.019073 nChanged 116 SP:Iteration 33Q (1093.927032 sec): 3 clusters Score: Raw -489264.536873 + Penalty 540.543483 = -488723.993389 nChanged 123 SP:Iteration 34Q (1093.988672 sec): 3 clusters Score: Raw -489283.782847 + Penalty 540.543483 = -488743.239363 nChanged 137 SP:Iteration 35Q (1094.047014 sec): 3 clusters Score: Raw -489304.503892 + Penalty 540.543483 = -488763.960409 nChanged 128 SP:Iteration 36Q (1094.114635 sec): 3 clusters Score: Raw -489323.935277 + Penalty 540.543483 = -488783.391794 nChanged 128 SP:Iteration 37Q (1094.174032 sec): 3 clusters Score: Raw -489341.606825 + Penalty 540.543483 = -488801.063342 nChanged 125 SP:Iteration 38Q (1094.227009 sec): 3 clusters Score: Raw -489357.644518 + Penalty 540.543483 = -488817.101035 nChanged 128 SP:Iteration 39Q (1094.288781 sec): 3 clusters Score: Raw -489376.687221 + Penalty 540.543483 = -488836.143737 nChanged 141 SP:Iteration 40F (1094.355519 sec): 3 clusters Score: Raw -489402.747988 + Penalty 540.543483 = -488862.204505 nChanged 187 SP:Iteration 41Q (1094.422655 sec): 3 clusters Score: Raw -489439.785473 + Penalty 540.543483 = -488899.241990 nChanged 179 SP:Iteration 42Q (1094.471266 sec): 3 clusters Score: Raw -489479.810643 + Penalty 540.543483 = -488939.267160 nChanged 201 SP:Iteration 43Q (1094.545631 sec): 3 clusters Score: Raw -489524.824003 + Penalty 540.543483 = -488984.280520 nChanged 200 SP:Iteration 44Q (1094.606130 sec): 3 clusters Score: Raw -489572.460501 + Penalty 540.543483 = -489031.917018 nChanged 204 SP:Iteration 45Q (1094.666604 sec): 3 clusters Score: Raw -489617.178080 + Penalty 540.543483 = -489076.634597 nChanged 192 SP:Iteration 46Q (1094.721201 sec): 3 clusters Score: Raw -489660.252480 + Penalty 540.543483 = -489119.708997 nChanged 195 SP:Iteration 47Q (1094.770647 sec): 3 clusters Score: Raw -489705.863831 + Penalty 540.543483 = -489165.320348 nChanged 182 SP:Iteration 48Q (1094.841878 sec): 3 clusters Score: Raw -489743.642686 + Penalty 540.543483 = -489203.099203 nChanged 173 SP:Iteration 49Q (1094.893936 sec): 3 clusters Score: Raw -489783.043431 + Penalty 540.543483 = -489242.499948 nChanged 177 SP:Iteration 50Q (1094.951721 sec): 3 clusters Score: Raw -489819.088902 + Penalty 540.543483 = -489278.545419 nChanged 175 SP:Iteration 51Q (1095.023409 sec): 3 clusters Score: Raw -489852.122398 + Penalty 540.543483 = -489311.578915 nChanged 170 SP:Iteration 52Q (1095.070472 sec): 3 clusters Score: Raw -489887.629348 + Penalty 540.543483 = -489347.085865 nChanged 192 SP:Iteration 53Q (1095.143474 sec): 3 clusters Score: Raw -489930.482181 + Penalty 540.543483 = -489389.938698 nChanged 196 SP:Iteration 54Q (1095.207697 sec): 3 clusters Score: Raw -489975.185346 + Penalty 540.543483 = -489434.641863 nChanged 198 SP:Iteration 55Q (1095.265089 sec): 3 clusters Score: Raw -490021.409593 + Penalty 540.543483 = -489480.866110 nChanged 201 SP:Iteration 56Q (1095.315003 sec): 3 clusters Score: Raw -490073.018337 + Penalty 540.543483 = -489532.474854 nChanged 222 SP:Iteration 57Q (1095.374709 sec): 3 clusters Score: Raw -490135.996771 + Penalty 540.543483 = -489595.453288 nChanged 239 SP:Iteration 58Q (1095.431728 sec): 3 clusters Score: Raw -490222.744242 + Penalty 540.543483 = -489682.200759 nChanged 264 SP:Iteration 59Q (1095.499018 sec): 3 clusters Score: Raw -490331.186759 + Penalty 540.543483 = -489790.643276 nChanged 235 SP:Iteration 60F (1095.565846 sec): 3 clusters Score: Raw -490440.168751 + Penalty 540.543483 = -489899.625268 nChanged 241 SP:Iteration 61Q (1095.626178 sec): 3 clusters Score: Raw -490550.023975 + Penalty 540.543483 = -490009.480492 nChanged 247 SP:Iteration 62Q (1095.682741 sec): 3 clusters Score: Raw -490659.661864 + Penalty 540.543483 = -490119.118381 nChanged 230 SP:Iteration 63Q (1095.741992 sec): 3 clusters Score: Raw -490761.065991 + Penalty 540.543483 = -490220.522508 nChanged 224 SP:Iteration 64Q (1095.798924 sec): 3 clusters Score: Raw -490864.644412 + Penalty 540.543483 = -490324.100929 nChanged 197 SP:Iteration 65Q (1095.853586 sec): 3 clusters Score: Raw -490959.776687 + Penalty 540.543483 = -490419.233204 nChanged 195 SP:Iteration 66Q (1095.905376 sec): 3 clusters Score: Raw -491051.726614 + Penalty 540.543483 = -490511.183131 nChanged 157 SP:Iteration 67Q (1095.970317 sec): 3 clusters Score: Raw -491128.062322 + Penalty 540.543483 = -490587.518839 nChanged 154 SP:Iteration 68Q (1096.024545 sec): 3 clusters Score: Raw -491205.895494 + Penalty 540.543483 = -490665.352011 nChanged 142 SP:Iteration 69Q (1096.079355 sec): 3 clusters Score: Raw -491275.528986 + Penalty 540.543483 = -490734.985503 nChanged 110 SP:Iteration 70Q (1096.148185 sec): 3 clusters Score: Raw -491332.681784 + Penalty 540.543483 = -490792.138301 nChanged 101 SP:Iteration 71Q (1096.200371 sec): 3 clusters Score: Raw -491390.690696 + Penalty 540.543483 = -490850.147213 nChanged 77 SP:Iteration 72Q (1096.267478 sec): 3 clusters Score: Raw -491435.101435 + Penalty 540.543483 = -490894.557952 nChanged 72 SP:Iteration 73Q (1096.323706 sec): 3 clusters Score: Raw -491475.097777 + Penalty 540.543483 = -490934.554294 nChanged 53 SP:Iteration 74Q (1096.386638 sec): 3 clusters Score: Raw -491501.812487 + Penalty 540.543483 = -490961.269003 nChanged 32 SP:Iteration 75Q (1096.446692 sec): 3 clusters Score: Raw -491516.749525 + Penalty 540.543483 = -490976.206042 nChanged 21 SP:Iteration 76Q (1096.497081 sec): 3 clusters Score: Raw -491523.604315 + Penalty 540.543483 = -490983.060832 nChanged 15 SP:Iteration 77Q (1096.560949 sec): 3 clusters Score: Raw -491529.477818 + Penalty 540.543483 = -490988.934335 nChanged 13 SP:Iteration 78Q (1096.620990 sec): 3 clusters Score: Raw -491536.819875 + Penalty 540.543483 = -490996.276392 nChanged 9 SP:Iteration 79Q (1096.670110 sec): 3 clusters Score: Raw -491540.660090 + Penalty 540.543483 = -491000.116607 nChanged 7 SP:Iteration 80F (1096.743234 sec): 3 clusters Score: Raw -491542.740931 + Penalty 540.543483 = -491002.197448 nChanged 6 SP:Iteration 81Q (1096.802592 sec): 3 clusters Score: Raw -491545.620751 + Penalty 540.543483 = -491005.077268 nChanged 2 SP:Iteration 82Q (1096.861929 sec): 3 clusters Score: Raw -491546.178513 + Penalty 540.543483 = -491005.635030 nChanged 4 SP:Iteration 83Q (1096.908747 sec): 3 clusters Score: Raw -491547.030995 + Penalty 540.543483 = -491006.487512 nChanged 1 SP:Iteration 84Q (1096.967490 sec): 3 clusters Score: Raw -491547.358429 + Penalty 540.543483 = -491006.814946 nChanged 2 SP:Iteration 85Q (1097.022336 sec): 3 clusters Score: Raw -491547.753749 + Penalty 540.543483 = -491007.210266 nChanged 1 SP:Iteration 86Q (1097.081320 sec): 3 clusters Score: Raw -491548.040651 + Penalty 540.543483 = -491007.497168 nChanged 2 SP:Iteration 87Q (1097.145227 sec): 3 clusters Score: Raw -491548.455090 + Penalty 540.543483 = -491007.911607 nChanged 1 SP:Iteration 88Q (1097.202193 sec): 3 clusters Score: Raw -491548.601056 + Penalty 540.543483 = -491008.057573 nChanged 1 SP:Iteration 89Q (1097.258477 sec): 3 clusters Score: Raw -491548.775814 + Penalty 540.543483 = -491008.232331 nChanged 0 SP:Iteration 90F (1097.324170 sec): 3 clusters Score: Raw -491548.775814 + Penalty 540.543483 = -491008.232331 nChanged 0 Trying to split cluster 11 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1097.350692 sec): 2 clusters Score: Raw -16818.557392 + Penalty 177.169855 = -16641.387537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1097.397736 sec): 3 clusters Score: Raw -16517.522377 + Penalty 354.339709 = -16163.182668 nChanged 243 SP:Iteration 1F (1097.440949 sec): 3 clusters Score: Raw -16715.915734 + Penalty 354.339709 = -16361.576025 nChanged 72 SP:Iteration 2F (1097.489095 sec): 3 clusters Score: Raw -16785.662979 + Penalty 354.339709 = -16431.323270 nChanged 52 SP:Iteration 3F (1097.533223 sec): 3 clusters Score: Raw -16830.226791 + Penalty 354.339709 = -16475.887082 nChanged 31 SP:Iteration 4Q (1097.589012 sec): 3 clusters Score: Raw -16852.374347 + Penalty 354.339709 = -16498.034638 nChanged 16 SP:Iteration 5Q (1097.625579 sec): 3 clusters Score: Raw -16864.130359 + Penalty 354.339709 = -16509.790650 nChanged 12 SP:Iteration 6Q (1097.676054 sec): 3 clusters Score: Raw -16872.273297 + Penalty 354.339709 = -16517.933588 nChanged 14 SP:Iteration 7Q (1097.715824 sec): 3 clusters Score: Raw -16880.855994 + Penalty 354.339709 = -16526.516284 nChanged 12 SP:Iteration 8Q (1097.760500 sec): 3 clusters Score: Raw -16888.528519 + Penalty 354.339709 = -16534.188810 nChanged 13 SP:Iteration 9Q (1097.803283 sec): 3 clusters Score: Raw -16893.823140 + Penalty 354.339709 = -16539.483430 nChanged 5 SP:Iteration 10Q (1097.850693 sec): 3 clusters Score: Raw -16895.134426 + Penalty 354.339709 = -16540.794717 nChanged 3 SP:Iteration 11Q (1097.904636 sec): 3 clusters Score: Raw -16895.675317 + Penalty 354.339709 = -16541.335608 nChanged 1 SP:Iteration 12Q (1097.938551 sec): 3 clusters Score: Raw -16895.818674 + Penalty 354.339709 = -16541.478965 nChanged 0 SP:Iteration 13F (1097.991184 sec): 3 clusters Score: Raw -16895.818674 + Penalty 354.339709 = -16541.478965 nChanged 0 Trying to split cluster 12 (35634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1098.044919 sec): 2 clusters Score: Raw -1021682.372336 + Penalty 288.229027 = -1021394.143309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1098.115750 sec): 3 clusters Score: Raw -997994.299339 + Penalty 576.458053 = -997417.841285 nChanged 17382 SP:Iteration 1F (1098.183983 sec): 3 clusters Score: Raw -1009368.668479 + Penalty 576.458053 = -1008792.210426 nChanged 1847 SP:Iteration 2F (1098.269246 sec): 3 clusters Score: Raw -1010365.209663 + Penalty 576.458053 = -1009788.751609 nChanged 2027 SP:Iteration 3F (1098.344096 sec): 3 clusters Score: Raw -1011790.749665 + Penalty 576.458053 = -1011214.291611 nChanged 2102 SP:Iteration 4F (1098.415325 sec): 3 clusters Score: Raw -1013503.625583 + Penalty 576.458053 = -1012927.167530 nChanged 2115 SP:Iteration 5F (1098.487133 sec): 3 clusters Score: Raw -1014991.503493 + Penalty 576.458053 = -1014415.045439 nChanged 1719 SP:Iteration 6Q (1098.564657 sec): 3 clusters Score: Raw -1015825.429084 + Penalty 576.458053 = -1015248.971031 nChanged 1039 SP:Iteration 7Q (1098.634546 sec): 3 clusters Score: Raw -1016149.206522 + Penalty 576.458053 = -1015572.748468 nChanged 641 SP:Iteration 8Q (1098.711854 sec): 3 clusters Score: Raw -1016300.966227 + Penalty 576.458053 = -1015724.508173 nChanged 459 SP:Iteration 9Q (1098.795060 sec): 3 clusters Score: Raw -1016416.467040 + Penalty 576.458053 = -1015840.008986 nChanged 420 SP:Iteration 10Q (1098.870841 sec): 3 clusters Score: Raw -1016515.525005 + Penalty 576.458053 = -1015939.066951 nChanged 426 SP:Iteration 11Q (1098.935594 sec): 3 clusters Score: Raw -1016617.891824 + Penalty 576.458053 = -1016041.433771 nChanged 439 SP:Iteration 12Q (1099.022197 sec): 3 clusters Score: Raw -1016732.335098 + Penalty 576.458053 = -1016155.877044 nChanged 478 SP:Iteration 13Q (1099.095356 sec): 3 clusters Score: Raw -1016860.175177 + Penalty 576.458053 = -1016283.717123 nChanged 493 SP:Iteration 14Q (1099.168488 sec): 3 clusters Score: Raw -1017005.660002 + Penalty 576.458053 = -1016429.201948 nChanged 515 SP:Iteration 15Q (1099.247518 sec): 3 clusters Score: Raw -1017169.354118 + Penalty 576.458053 = -1016592.896065 nChanged 533 SP:Iteration 16Q (1099.321165 sec): 3 clusters Score: Raw -1017344.041215 + Penalty 576.458053 = -1016767.583162 nChanged 582 SP:Iteration 17Q (1099.398247 sec): 3 clusters Score: Raw -1017549.920320 + Penalty 576.458053 = -1016973.462266 nChanged 579 SP:Iteration 18Q (1099.473928 sec): 3 clusters Score: Raw -1017742.388230 + Penalty 576.458053 = -1017165.930177 nChanged 542 SP:Iteration 19Q (1099.544706 sec): 3 clusters Score: Raw -1017922.626203 + Penalty 576.458053 = -1017346.168150 nChanged 551 SP:Iteration 20F (1099.616253 sec): 3 clusters Score: Raw -1018119.458988 + Penalty 576.458053 = -1017543.000935 nChanged 573 SP:Iteration 21Q (1099.685530 sec): 3 clusters Score: Raw -1018339.527363 + Penalty 576.458053 = -1017763.069310 nChanged 577 SP:Iteration 22Q (1099.760005 sec): 3 clusters Score: Raw -1018572.279963 + Penalty 576.458053 = -1017995.821910 nChanged 570 SP:Iteration 23Q (1099.830212 sec): 3 clusters Score: Raw -1018806.014543 + Penalty 576.458053 = -1018229.556489 nChanged 579 SP:Iteration 24Q (1099.900759 sec): 3 clusters Score: Raw -1019037.788116 + Penalty 576.458053 = -1018461.330063 nChanged 578 SP:Iteration 25Q (1099.976658 sec): 3 clusters Score: Raw -1019279.743772 + Penalty 576.458053 = -1018703.285718 nChanged 592 SP:Iteration 26Q (1100.057736 sec): 3 clusters Score: Raw -1019548.045993 + Penalty 576.458053 = -1018971.587940 nChanged 588 SP:Iteration 27Q (1100.129403 sec): 3 clusters Score: Raw -1019832.856391 + Penalty 576.458053 = -1019256.398338 nChanged 571 SP:Iteration 28Q (1100.201290 sec): 3 clusters Score: Raw -1020134.025213 + Penalty 576.458053 = -1019557.567159 nChanged 529 SP:Iteration 29Q (1100.270650 sec): 3 clusters Score: Raw -1020415.589822 + Penalty 576.458053 = -1019839.131768 nChanged 474 SP:Iteration 30Q (1100.342549 sec): 3 clusters Score: Raw -1020679.141849 + Penalty 576.458053 = -1020102.683795 nChanged 427 SP:Iteration 31Q (1100.411603 sec): 3 clusters Score: Raw -1020928.245365 + Penalty 576.458053 = -1020351.787312 nChanged 388 SP:Iteration 32Q (1100.477278 sec): 3 clusters Score: Raw -1021142.336154 + Penalty 576.458053 = -1020565.878101 nChanged 333 SP:Iteration 33Q (1100.552745 sec): 3 clusters Score: Raw -1021327.289290 + Penalty 576.458053 = -1020750.831237 nChanged 283 SP:Iteration 34Q (1100.622464 sec): 3 clusters Score: Raw -1021484.017648 + Penalty 576.458053 = -1020907.559595 nChanged 222 SP:Iteration 35Q (1100.701031 sec): 3 clusters Score: Raw -1021593.959187 + Penalty 576.458053 = -1021017.501133 nChanged 158 SP:Iteration 36Q (1100.772886 sec): 3 clusters Score: Raw -1021674.196200 + Penalty 576.458053 = -1021097.738147 nChanged 123 SP:Iteration 37Q (1100.840614 sec): 3 clusters Score: Raw -1021734.225276 + Penalty 576.458053 = -1021157.767223 nChanged 109 SP:Iteration 38Q (1100.917216 sec): 3 clusters Score: Raw -1021780.586267 + Penalty 576.458053 = -1021204.128214 nChanged 90 SP:Iteration 39Q (1100.990280 sec): 3 clusters Score: Raw -1021816.698130 + Penalty 576.458053 = -1021240.240077 nChanged 71 SP:Iteration 40F (1101.063365 sec): 3 clusters Score: Raw -1021840.797603 + Penalty 576.458053 = -1021264.339549 nChanged 59 SP:Iteration 41Q (1101.131083 sec): 3 clusters Score: Raw -1021857.850359 + Penalty 576.458053 = -1021281.392306 nChanged 55 SP:Iteration 42Q (1101.201704 sec): 3 clusters Score: Raw -1021870.891835 + Penalty 576.458053 = -1021294.433782 nChanged 37 SP:Iteration 43Q (1101.273426 sec): 3 clusters Score: Raw -1021881.272705 + Penalty 576.458053 = -1021304.814651 nChanged 34 SP:Iteration 44Q (1101.347047 sec): 3 clusters Score: Raw -1021892.117190 + Penalty 576.458053 = -1021315.659136 nChanged 35 SP:Iteration 45Q (1101.406705 sec): 3 clusters Score: Raw -1021903.553017 + Penalty 576.458053 = -1021327.094964 nChanged 34 SP:Iteration 46Q (1101.482466 sec): 3 clusters Score: Raw -1021912.508654 + Penalty 576.458053 = -1021336.050601 nChanged 30 SP:Iteration 47Q (1101.550222 sec): 3 clusters Score: Raw -1021918.724672 + Penalty 576.458053 = -1021342.266618 nChanged 13 SP:Iteration 48Q (1101.610266 sec): 3 clusters Score: Raw -1021920.957312 + Penalty 576.458053 = -1021344.499258 nChanged 4 SP:Iteration 49Q (1101.687963 sec): 3 clusters Score: Raw -1021921.379680 + Penalty 576.458053 = -1021344.921627 nChanged 3 SP:Iteration 50Q (1101.757533 sec): 3 clusters Score: Raw -1021921.659005 + Penalty 576.458053 = -1021345.200951 nChanged 3 SP:Iteration 51Q (1101.823315 sec): 3 clusters Score: Raw -1021921.965799 + Penalty 576.458053 = -1021345.507745 nChanged 2 SP:Iteration 52Q (1101.896431 sec): 3 clusters Score: Raw -1021922.133944 + Penalty 576.458053 = -1021345.675891 nChanged 2 SP:Iteration 53Q (1101.964522 sec): 3 clusters Score: Raw -1021922.253376 + Penalty 576.458053 = -1021345.795323 nChanged 0 SP:Iteration 54F (1102.025795 sec): 3 clusters Score: Raw -1021922.253376 + Penalty 576.458053 = -1021345.795323 nChanged 0 Trying to split cluster 13 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1102.062976 sec): 2 clusters Score: Raw -7614.837800 + Penalty 159.139678 = -7455.698122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1102.099914 sec): 3 clusters Score: Raw -7496.216297 + Penalty 318.279356 = -7177.936941 nChanged 123 SP:Iteration 1F (1102.153251 sec): 3 clusters Score: Raw -7626.855174 + Penalty 318.279356 = -7308.575818 nChanged 48 SP:Iteration 2F (1102.192183 sec): 3 clusters Score: Raw -7705.929575 + Penalty 318.279356 = -7387.650219 nChanged 33 SP:Iteration 3F (1102.236943 sec): 3 clusters Score: Raw -7749.036397 + Penalty 318.279356 = -7430.757041 nChanged 20 SP:Iteration 4F (1102.287185 sec): 3 clusters Score: Raw -7770.652647 + Penalty 318.279356 = -7452.373292 nChanged 9 SP:Iteration 5Q (1102.338848 sec): 3 clusters Score: Raw -7780.288267 + Penalty 318.279356 = -7462.008911 nChanged 5 SP:Iteration 6Q (1102.376683 sec): 3 clusters Score: Raw -7785.376135 + Penalty 318.279356 = -7467.096779 nChanged 1 SP:Iteration 7Q (1102.420911 sec): 3 clusters Score: Raw -7786.050895 + Penalty 318.279356 = -7467.771540 nChanged 2 SP:Iteration 8Q (1102.462498 sec): 3 clusters Score: Raw -7792.289411 + Penalty 318.279356 = -7474.010055 nChanged 1 SP:Iteration 9Q (1102.509058 sec): 3 clusters Score: Raw -7793.037734 + Penalty 318.279356 = -7474.758378 nChanged 0 SP:Iteration 10F (1102.550072 sec): 3 clusters Score: Raw -7793.037734 + Penalty 318.279356 = -7474.758378 nChanged 0 Score: Raw -7174174.924993 + Penalty 9983.031758 = -7164191.893235 Splitting cluster 13 changes total score from -7164357.935776 to -7164191.893235 So it's not getting split. Trying to split cluster 14 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1105.067025 sec): 2 clusters Score: Raw -4070.595235 + Penalty 156.298444 = -3914.296791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1105.104596 sec): 3 clusters Score: Raw -3954.608303 + Penalty 312.596887 = -3642.011416 nChanged 102 SP:Iteration 1F (1105.154880 sec): 3 clusters Score: Raw -4031.940359 + Penalty 312.596887 = -3719.343472 nChanged 23 SP:Iteration 2F (1105.200822 sec): 3 clusters Score: Raw -4053.483272 + Penalty 312.596887 = -3740.886385 nChanged 10 SP:Iteration 3Q (1105.248165 sec): 3 clusters Score: Raw -4063.870767 + Penalty 312.596887 = -3751.273879 nChanged 11 SP:Iteration 4Q (1105.293296 sec): 3 clusters Score: Raw -4072.348072 + Penalty 312.596887 = -3759.751184 nChanged 3 SP:Iteration 5Q (1105.340807 sec): 3 clusters Score: Raw -4078.429988 + Penalty 312.596887 = -3765.833101 nChanged 7 SP:Iteration 6Q (1105.398251 sec): 3 clusters Score: Raw -4085.758989 + Penalty 312.596887 = -3773.162101 nChanged 7 SP:Iteration 7Q (1105.447559 sec): 3 clusters Score: Raw -4093.968419 + Penalty 312.596887 = -3781.371531 nChanged 11 SP:Iteration 8Q (1105.494230 sec): 3 clusters Score: Raw -4104.962520 + Penalty 312.596887 = -3792.365633 nChanged 6 SP:Iteration 9Q (1105.531272 sec): 3 clusters Score: Raw -4109.629545 + Penalty 312.596887 = -3797.032658 nChanged 4 SP:Iteration 10Q (1105.589994 sec): 3 clusters Score: Raw -4112.957175 + Penalty 312.596887 = -3800.360288 nChanged 3 SP:Iteration 11Q (1105.632177 sec): 3 clusters Score: Raw -4117.218401 + Penalty 312.596887 = -3804.621514 nChanged 4 SP:Iteration 12Q (1105.676592 sec): 3 clusters Score: Raw -4122.325194 + Penalty 312.596887 = -3809.728307 nChanged 1 SP:Iteration 13Q (1105.729354 sec): 3 clusters Score: Raw -4123.108051 + Penalty 312.596887 = -3810.511163 nChanged 0 SP:Iteration 14F (1105.775571 sec): 3 clusters Score: Raw -4123.108051 + Penalty 312.596887 = -3810.511163 nChanged 0 Trying to split cluster 15 (3638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1105.800450 sec): 2 clusters Score: Raw -100551.209022 + Penalty 225.477707 = -100325.731315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1105.853584 sec): 3 clusters Score: Raw -98358.068511 + Penalty 450.955415 = -97907.113097 nChanged 1651 SP:Iteration 1F (1105.901984 sec): 3 clusters Score: Raw -99362.599447 + Penalty 450.955415 = -98911.644033 nChanged 340 SP:Iteration 2F (1105.947578 sec): 3 clusters Score: Raw -99651.997876 + Penalty 450.955415 = -99201.042461 nChanged 329 SP:Iteration 3F (1105.997858 sec): 3 clusters Score: Raw -99953.216304 + Penalty 450.955415 = -99502.260889 nChanged 299 SP:Iteration 4F (1106.040788 sec): 3 clusters Score: Raw -100214.038470 + Penalty 450.955415 = -99763.083055 nChanged 242 SP:Iteration 5F (1106.091587 sec): 3 clusters Score: Raw -100411.014316 + Penalty 450.955415 = -99960.058901 nChanged 148 SP:Iteration 6Q (1106.132024 sec): 3 clusters Score: Raw -100501.561146 + Penalty 450.955415 = -100050.605732 nChanged 87 SP:Iteration 7Q (1106.177893 sec): 3 clusters Score: Raw -100549.462594 + Penalty 450.955415 = -100098.507179 nChanged 59 SP:Iteration 8Q (1106.230594 sec): 3 clusters Score: Raw -100593.485666 + Penalty 450.955415 = -100142.530252 nChanged 56 SP:Iteration 9Q (1106.282310 sec): 3 clusters Score: Raw -100643.884989 + Penalty 450.955415 = -100192.929575 nChanged 58 SP:Iteration 10Q (1106.324137 sec): 3 clusters Score: Raw -100682.548272 + Penalty 450.955415 = -100231.592857 nChanged 39 SP:Iteration 11Q (1106.374891 sec): 3 clusters Score: Raw -100697.851914 + Penalty 450.955415 = -100246.896499 nChanged 25 SP:Iteration 12Q (1106.418477 sec): 3 clusters Score: Raw -100705.683212 + Penalty 450.955415 = -100254.727798 nChanged 22 SP:Iteration 13Q (1106.469046 sec): 3 clusters Score: Raw -100713.317372 + Penalty 450.955415 = -100262.361957 nChanged 19 SP:Iteration 14Q (1106.508589 sec): 3 clusters Score: Raw -100720.705938 + Penalty 450.955415 = -100269.750524 nChanged 21 SP:Iteration 15Q (1106.565338 sec): 3 clusters Score: Raw -100726.714073 + Penalty 450.955415 = -100275.758658 nChanged 12 SP:Iteration 16Q (1106.609551 sec): 3 clusters Score: Raw -100728.429276 + Penalty 450.955415 = -100277.473861 nChanged 3 SP:Iteration 17Q (1106.669032 sec): 3 clusters Score: Raw -100728.794467 + Penalty 450.955415 = -100277.839052 nChanged 5 SP:Iteration 18Q (1106.704344 sec): 3 clusters Score: Raw -100729.350554 + Penalty 450.955415 = -100278.395139 nChanged 5 SP:Iteration 19Q (1106.758151 sec): 3 clusters Score: Raw -100729.772048 + Penalty 450.955415 = -100278.816633 nChanged 0 SP:Iteration 20F (1106.801070 sec): 3 clusters Score: Raw -100729.772048 + Penalty 450.955415 = -100278.816633 nChanged 0 Trying to split cluster 16 (4386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1106.828533 sec): 2 clusters Score: Raw -136495.214896 + Penalty 230.619756 = -136264.595141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1106.878043 sec): 3 clusters Score: Raw -133742.375571 + Penalty 461.239511 = -133281.136060 nChanged 2077 SP:Iteration 1F (1106.929942 sec): 3 clusters Score: Raw -134966.504023 + Penalty 461.239511 = -134505.264512 nChanged 291 SP:Iteration 2F (1106.979503 sec): 3 clusters Score: Raw -135120.248874 + Penalty 461.239511 = -134659.009363 nChanged 298 SP:Iteration 3F (1107.016664 sec): 3 clusters Score: Raw -135332.693356 + Penalty 461.239511 = -134871.453845 nChanged 290 SP:Iteration 4F (1107.074767 sec): 3 clusters Score: Raw -135580.879640 + Penalty 461.239511 = -135119.640128 nChanged 245 SP:Iteration 5F (1107.113719 sec): 3 clusters Score: Raw -135776.124312 + Penalty 461.239511 = -135314.884801 nChanged 182 SP:Iteration 6Q (1107.172798 sec): 3 clusters Score: Raw -135861.714677 + Penalty 461.239511 = -135400.475166 nChanged 100 SP:Iteration 7Q (1107.218406 sec): 3 clusters Score: Raw -135888.889329 + Penalty 461.239511 = -135427.649817 nChanged 77 SP:Iteration 8Q (1107.265367 sec): 3 clusters Score: Raw -135910.895131 + Penalty 461.239511 = -135449.655620 nChanged 66 SP:Iteration 9Q (1107.314960 sec): 3 clusters Score: Raw -135933.150015 + Penalty 461.239511 = -135471.910504 nChanged 60 SP:Iteration 10Q (1107.359730 sec): 3 clusters Score: Raw -135953.245768 + Penalty 461.239511 = -135492.006257 nChanged 56 SP:Iteration 11Q (1107.407410 sec): 3 clusters Score: Raw -135968.295360 + Penalty 461.239511 = -135507.055849 nChanged 41 SP:Iteration 12Q (1107.446982 sec): 3 clusters Score: Raw -135979.799146 + Penalty 461.239511 = -135518.559635 nChanged 45 SP:Iteration 13Q (1107.497076 sec): 3 clusters Score: Raw -135993.786346 + Penalty 461.239511 = -135532.546834 nChanged 52 SP:Iteration 14Q (1107.542329 sec): 3 clusters Score: Raw -136011.232538 + Penalty 461.239511 = -135549.993027 nChanged 46 SP:Iteration 15Q (1107.592367 sec): 3 clusters Score: Raw -136028.902252 + Penalty 461.239511 = -135567.662741 nChanged 38 SP:Iteration 16Q (1107.650875 sec): 3 clusters Score: Raw -136040.553026 + Penalty 461.239511 = -135579.313515 nChanged 29 SP:Iteration 17Q (1107.699547 sec): 3 clusters Score: Raw -136049.382705 + Penalty 461.239511 = -135588.143194 nChanged 22 SP:Iteration 18Q (1107.738048 sec): 3 clusters Score: Raw -136055.587496 + Penalty 461.239511 = -135594.347985 nChanged 30 SP:Iteration 19Q (1107.798321 sec): 3 clusters Score: Raw -136065.525258 + Penalty 461.239511 = -135604.285746 nChanged 38 SP:Iteration 20F (1107.841513 sec): 3 clusters Score: Raw -136086.997297 + Penalty 461.239511 = -135625.757786 nChanged 43 SP:Iteration 21Q (1107.886233 sec): 3 clusters Score: Raw -136101.027926 + Penalty 461.239511 = -135639.788415 nChanged 39 SP:Iteration 22Q (1107.933557 sec): 3 clusters Score: Raw -136112.766213 + Penalty 461.239511 = -135651.526702 nChanged 32 SP:Iteration 23Q (1107.992385 sec): 3 clusters Score: Raw -136120.877734 + Penalty 461.239511 = -135659.638223 nChanged 25 SP:Iteration 24Q (1108.034502 sec): 3 clusters Score: Raw -136128.053584 + Penalty 461.239511 = -135666.814073 nChanged 33 SP:Iteration 25Q (1108.081946 sec): 3 clusters Score: Raw -136135.839352 + Penalty 461.239511 = -135674.599841 nChanged 26 SP:Iteration 26Q (1108.138906 sec): 3 clusters Score: Raw -136140.465325 + Penalty 461.239511 = -135679.225814 nChanged 26 SP:Iteration 27Q (1108.191216 sec): 3 clusters Score: Raw -136145.821725 + Penalty 461.239511 = -135684.582214 nChanged 28 SP:Iteration 28Q (1108.242325 sec): 3 clusters Score: Raw -136152.226622 + Penalty 461.239511 = -135690.987111 nChanged 30 SP:Iteration 29Q (1108.291741 sec): 3 clusters Score: Raw -136161.572406 + Penalty 461.239511 = -135700.332895 nChanged 30 SP:Iteration 30Q (1108.336749 sec): 3 clusters Score: Raw -136171.292360 + Penalty 461.239511 = -135710.052849 nChanged 33 SP:Iteration 31Q (1108.382635 sec): 3 clusters Score: Raw -136179.233451 + Penalty 461.239511 = -135717.993940 nChanged 20 SP:Iteration 32Q (1108.433849 sec): 3 clusters Score: Raw -136184.393525 + Penalty 461.239511 = -135723.154014 nChanged 20 SP:Iteration 33Q (1108.473989 sec): 3 clusters Score: Raw -136192.435195 + Penalty 461.239511 = -135731.195683 nChanged 30 SP:Iteration 34Q (1108.530048 sec): 3 clusters Score: Raw -136202.032147 + Penalty 461.239511 = -135740.792636 nChanged 27 SP:Iteration 35Q (1108.578935 sec): 3 clusters Score: Raw -136208.586132 + Penalty 461.239511 = -135747.346621 nChanged 24 SP:Iteration 36Q (1108.630583 sec): 3 clusters Score: Raw -136213.678887 + Penalty 461.239511 = -135752.439376 nChanged 30 SP:Iteration 37Q (1108.678217 sec): 3 clusters Score: Raw -136223.033736 + Penalty 461.239511 = -135761.794225 nChanged 35 SP:Iteration 38Q (1108.723896 sec): 3 clusters Score: Raw -136233.540536 + Penalty 461.239511 = -135772.301025 nChanged 31 SP:Iteration 39Q (1108.767196 sec): 3 clusters Score: Raw -136240.524240 + Penalty 461.239511 = -135779.284729 nChanged 30 SP:Iteration 40F (1108.818673 sec): 3 clusters Score: Raw -136246.100192 + Penalty 461.239511 = -135784.860680 nChanged 26 SP:Iteration 41Q (1108.868289 sec): 3 clusters Score: Raw -136251.749577 + Penalty 461.239511 = -135790.510066 nChanged 29 SP:Iteration 42Q (1108.924084 sec): 3 clusters Score: Raw -136258.634675 + Penalty 461.239511 = -135797.395164 nChanged 34 SP:Iteration 43Q (1108.974317 sec): 3 clusters Score: Raw -136267.338103 + Penalty 461.239511 = -135806.098592 nChanged 26 SP:Iteration 44Q (1109.027818 sec): 3 clusters Score: Raw -136274.183820 + Penalty 461.239511 = -135812.944309 nChanged 27 SP:Iteration 45Q (1109.081093 sec): 3 clusters Score: Raw -136281.675244 + Penalty 461.239511 = -135820.435733 nChanged 26 SP:Iteration 46Q (1109.141835 sec): 3 clusters Score: Raw -136289.674148 + Penalty 461.239511 = -135828.434637 nChanged 24 SP:Iteration 47Q (1109.196142 sec): 3 clusters Score: Raw -136296.834714 + Penalty 461.239511 = -135835.595203 nChanged 28 SP:Iteration 48Q (1109.240038 sec): 3 clusters Score: Raw -136304.312889 + Penalty 461.239511 = -135843.073378 nChanged 29 SP:Iteration 49Q (1109.285759 sec): 3 clusters Score: Raw -136311.551122 + Penalty 461.239511 = -135850.311611 nChanged 28 SP:Iteration 50Q (1109.343956 sec): 3 clusters Score: Raw -136319.600885 + Penalty 461.239511 = -135858.361374 nChanged 26 SP:Iteration 51Q (1109.384061 sec): 3 clusters Score: Raw -136326.647003 + Penalty 461.239511 = -135865.407492 nChanged 33 SP:Iteration 52Q (1109.449057 sec): 3 clusters Score: Raw -136333.775193 + Penalty 461.239511 = -135872.535682 nChanged 24 SP:Iteration 53Q (1109.494184 sec): 3 clusters Score: Raw -136340.306485 + Penalty 461.239511 = -135879.066974 nChanged 34 SP:Iteration 54Q (1109.552684 sec): 3 clusters Score: Raw -136350.903777 + Penalty 461.239511 = -135889.664266 nChanged 36 SP:Iteration 55Q (1109.607160 sec): 3 clusters Score: Raw -136365.671641 + Penalty 461.239511 = -135904.432130 nChanged 29 SP:Iteration 56Q (1109.658136 sec): 3 clusters Score: Raw -136382.869551 + Penalty 461.239511 = -135921.630040 nChanged 36 SP:Iteration 57Q (1109.692157 sec): 3 clusters Score: Raw -136403.611387 + Penalty 461.239511 = -135942.371876 nChanged 35 SP:Iteration 58Q (1109.739104 sec): 3 clusters Score: Raw -136418.389246 + Penalty 461.239511 = -135957.149734 nChanged 31 SP:Iteration 59Q (1109.784489 sec): 3 clusters Score: Raw -136429.128700 + Penalty 461.239511 = -135967.889189 nChanged 26 SP:Iteration 60F (1109.829182 sec): 3 clusters Score: Raw -136440.745738 + Penalty 461.239511 = -135979.506227 nChanged 24 SP:Iteration 61Q (1109.883217 sec): 3 clusters Score: Raw -136445.815413 + Penalty 461.239511 = -135984.575902 nChanged 12 SP:Iteration 62Q (1109.922571 sec): 3 clusters Score: Raw -136448.798232 + Penalty 461.239511 = -135987.558721 nChanged 11 SP:Iteration 63Q (1109.972342 sec): 3 clusters Score: Raw -136452.061883 + Penalty 461.239511 = -135990.822371 nChanged 8 SP:Iteration 64Q (1110.018788 sec): 3 clusters Score: Raw -136453.496847 + Penalty 461.239511 = -135992.257336 nChanged 13 SP:Iteration 65Q (1110.073024 sec): 3 clusters Score: Raw -136455.930335 + Penalty 461.239511 = -135994.690824 nChanged 13 SP:Iteration 66Q (1110.109134 sec): 3 clusters Score: Raw -136458.954675 + Penalty 461.239511 = -135997.715164 nChanged 14 SP:Iteration 67Q (1110.157870 sec): 3 clusters Score: Raw -136462.158025 + Penalty 461.239511 = -136000.918514 nChanged 15 SP:Iteration 68Q (1110.203031 sec): 3 clusters Score: Raw -136465.599327 + Penalty 461.239511 = -136004.359816 nChanged 14 SP:Iteration 69Q (1110.249411 sec): 3 clusters Score: Raw -136470.036202 + Penalty 461.239511 = -136008.796691 nChanged 19 SP:Iteration 70Q (1110.298268 sec): 3 clusters Score: Raw -136475.735145 + Penalty 461.239511 = -136014.495634 nChanged 17 SP:Iteration 71Q (1110.342914 sec): 3 clusters Score: Raw -136482.531185 + Penalty 461.239511 = -136021.291673 nChanged 15 SP:Iteration 72Q (1110.394676 sec): 3 clusters Score: Raw -136488.002083 + Penalty 461.239511 = -136026.762572 nChanged 13 SP:Iteration 73Q (1110.446674 sec): 3 clusters Score: Raw -136492.790491 + Penalty 461.239511 = -136031.550980 nChanged 14 SP:Iteration 74Q (1110.487544 sec): 3 clusters Score: Raw -136497.995357 + Penalty 461.239511 = -136036.755846 nChanged 15 SP:Iteration 75Q (1110.539283 sec): 3 clusters Score: Raw -136502.770113 + Penalty 461.239511 = -136041.530602 nChanged 15 SP:Iteration 76Q (1110.595727 sec): 3 clusters Score: Raw -136508.300395 + Penalty 461.239511 = -136047.060884 nChanged 18 SP:Iteration 77Q (1110.643953 sec): 3 clusters Score: Raw -136515.937978 + Penalty 461.239511 = -136054.698467 nChanged 15 SP:Iteration 78Q (1110.682527 sec): 3 clusters Score: Raw -136520.846662 + Penalty 461.239511 = -136059.607151 nChanged 8 SP:Iteration 79Q (1110.736572 sec): 3 clusters Score: Raw -136524.349611 + Penalty 461.239511 = -136063.110100 nChanged 11 SP:Iteration 80F (1110.776264 sec): 3 clusters Score: Raw -136528.165205 + Penalty 461.239511 = -136066.925694 nChanged 8 SP:Iteration 81Q (1110.821146 sec): 3 clusters Score: Raw -136530.963724 + Penalty 461.239511 = -136069.724213 nChanged 3 SP:Iteration 82Q (1110.876522 sec): 3 clusters Score: Raw -136532.412467 + Penalty 461.239511 = -136071.172956 nChanged 4 SP:Iteration 83Q (1110.916450 sec): 3 clusters Score: Raw -136533.435048 + Penalty 461.239511 = -136072.195537 nChanged 3 SP:Iteration 84Q (1110.974653 sec): 3 clusters Score: Raw -136534.283881 + Penalty 461.239511 = -136073.044370 nChanged 4 SP:Iteration 85Q (1111.013547 sec): 3 clusters Score: Raw -136535.570625 + Penalty 461.239511 = -136074.331114 nChanged 4 SP:Iteration 86Q (1111.060009 sec): 3 clusters Score: Raw -136538.205995 + Penalty 461.239511 = -136076.966484 nChanged 4 SP:Iteration 87Q (1111.116769 sec): 3 clusters Score: Raw -136541.337784 + Penalty 461.239511 = -136080.098273 nChanged 4 SP:Iteration 88Q (1111.158641 sec): 3 clusters Score: Raw -136543.333942 + Penalty 461.239511 = -136082.094431 nChanged 6 SP:Iteration 89Q (1111.206304 sec): 3 clusters Score: Raw -136545.734644 + Penalty 461.239511 = -136084.495133 nChanged 7 SP:Iteration 90Q (1111.254709 sec): 3 clusters Score: Raw -136547.396557 + Penalty 461.239511 = -136086.157046 nChanged 3 SP:Iteration 91Q (1111.295828 sec): 3 clusters Score: Raw -136548.248023 + Penalty 461.239511 = -136087.008512 nChanged 4 SP:Iteration 92Q (1111.349655 sec): 3 clusters Score: Raw -136548.979156 + Penalty 461.239511 = -136087.739645 nChanged 2 SP:Iteration 93Q (1111.398319 sec): 3 clusters Score: Raw -136549.485755 + Penalty 461.239511 = -136088.246244 nChanged 3 SP:Iteration 94Q (1111.444305 sec): 3 clusters Score: Raw -136550.111189 + Penalty 461.239511 = -136088.871678 nChanged 4 SP:Iteration 95Q (1111.480000 sec): 3 clusters Score: Raw -136551.245221 + Penalty 461.239511 = -136090.005710 nChanged 1 SP:Iteration 96Q (1111.527061 sec): 3 clusters Score: Raw -136551.551473 + Penalty 461.239511 = -136090.311962 nChanged 0 SP:Iteration 97F (1111.578109 sec): 3 clusters Score: Raw -136551.551473 + Penalty 461.239511 = -136090.311962 nChanged 0 Trying to split cluster 17 (2537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1111.602962 sec): 2 clusters Score: Raw -69932.109665 + Penalty 215.565283 = -69716.544382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1111.654541 sec): 3 clusters Score: Raw -68463.980739 + Penalty 431.130566 = -68032.850173 nChanged 1074 SP:Iteration 1F (1111.703417 sec): 3 clusters Score: Raw -69240.160775 + Penalty 431.130566 = -68809.030210 nChanged 232 SP:Iteration 2F (1111.738909 sec): 3 clusters Score: Raw -69432.120630 + Penalty 431.130566 = -69000.990064 nChanged 184 SP:Iteration 3F (1111.796567 sec): 3 clusters Score: Raw -69541.303733 + Penalty 431.130566 = -69110.173167 nChanged 121 SP:Iteration 4Q (1111.832188 sec): 3 clusters Score: Raw -69603.507209 + Penalty 431.130566 = -69172.376643 nChanged 101 SP:Iteration 5Q (1111.886465 sec): 3 clusters Score: Raw -69647.896665 + Penalty 431.130566 = -69216.766099 nChanged 71 SP:Iteration 6Q (1111.924722 sec): 3 clusters Score: Raw -69677.135896 + Penalty 431.130566 = -69246.005330 nChanged 56 SP:Iteration 7Q (1111.977605 sec): 3 clusters Score: Raw -69692.167841 + Penalty 431.130566 = -69261.037276 nChanged 33 SP:Iteration 8Q (1112.010603 sec): 3 clusters Score: Raw -69699.306985 + Penalty 431.130566 = -69268.176419 nChanged 22 SP:Iteration 9Q (1112.062033 sec): 3 clusters Score: Raw -69703.319436 + Penalty 431.130566 = -69272.188870 nChanged 26 SP:Iteration 10Q (1112.102941 sec): 3 clusters Score: Raw -69710.239661 + Penalty 431.130566 = -69279.109095 nChanged 26 SP:Iteration 11Q (1112.163759 sec): 3 clusters Score: Raw -69715.522274 + Penalty 431.130566 = -69284.391708 nChanged 17 SP:Iteration 12Q (1112.202650 sec): 3 clusters Score: Raw -69718.635385 + Penalty 431.130566 = -69287.504819 nChanged 21 SP:Iteration 13Q (1112.251212 sec): 3 clusters Score: Raw -69724.354970 + Penalty 431.130566 = -69293.224405 nChanged 21 SP:Iteration 14Q (1112.301596 sec): 3 clusters Score: Raw -69730.876636 + Penalty 431.130566 = -69299.746071 nChanged 26 SP:Iteration 15Q (1112.363164 sec): 3 clusters Score: Raw -69737.251641 + Penalty 431.130566 = -69306.121075 nChanged 23 SP:Iteration 16Q (1112.405841 sec): 3 clusters Score: Raw -69742.735988 + Penalty 431.130566 = -69311.605423 nChanged 19 SP:Iteration 17Q (1112.448324 sec): 3 clusters Score: Raw -69747.508794 + Penalty 431.130566 = -69316.378228 nChanged 19 SP:Iteration 18Q (1112.502418 sec): 3 clusters Score: Raw -69752.348445 + Penalty 431.130566 = -69321.217880 nChanged 22 SP:Iteration 19Q (1112.544740 sec): 3 clusters Score: Raw -69757.297721 + Penalty 431.130566 = -69326.167155 nChanged 26 SP:Iteration 20F (1112.588685 sec): 3 clusters Score: Raw -69763.933025 + Penalty 431.130566 = -69332.802459 nChanged 19 SP:Iteration 21Q (1112.641508 sec): 3 clusters Score: Raw -69767.629888 + Penalty 431.130566 = -69336.499323 nChanged 15 SP:Iteration 22Q (1112.688914 sec): 3 clusters Score: Raw -69771.403478 + Penalty 431.130566 = -69340.272912 nChanged 18 SP:Iteration 23Q (1112.734882 sec): 3 clusters Score: Raw -69773.214363 + Penalty 431.130566 = -69342.083797 nChanged 9 SP:Iteration 24Q (1112.780550 sec): 3 clusters Score: Raw -69774.473391 + Penalty 431.130566 = -69343.342825 nChanged 13 SP:Iteration 25Q (1112.827424 sec): 3 clusters Score: Raw -69775.828854 + Penalty 431.130566 = -69344.698288 nChanged 11 SP:Iteration 26Q (1112.882603 sec): 3 clusters Score: Raw -69777.167823 + Penalty 431.130566 = -69346.037257 nChanged 13 SP:Iteration 27Q (1112.930360 sec): 3 clusters Score: Raw -69778.763934 + Penalty 431.130566 = -69347.633368 nChanged 13 SP:Iteration 28Q (1112.979794 sec): 3 clusters Score: Raw -69779.950016 + Penalty 431.130566 = -69348.819450 nChanged 10 SP:Iteration 29Q (1113.013968 sec): 3 clusters Score: Raw -69781.422450 + Penalty 431.130566 = -69350.291884 nChanged 14 SP:Iteration 30Q (1113.065593 sec): 3 clusters Score: Raw -69783.816496 + Penalty 431.130566 = -69352.685930 nChanged 23 SP:Iteration 31Q (1113.103292 sec): 3 clusters Score: Raw -69788.804212 + Penalty 431.130566 = -69357.673646 nChanged 22 SP:Iteration 32Q (1113.153380 sec): 3 clusters Score: Raw -69796.794219 + Penalty 431.130566 = -69365.663653 nChanged 39 SP:Iteration 33Q (1113.214571 sec): 3 clusters Score: Raw -69813.534633 + Penalty 431.130566 = -69382.404067 nChanged 45 SP:Iteration 34Q (1113.256436 sec): 3 clusters Score: Raw -69832.449366 + Penalty 431.130566 = -69401.318800 nChanged 41 SP:Iteration 35Q (1113.304622 sec): 3 clusters Score: Raw -69850.087710 + Penalty 431.130566 = -69418.957144 nChanged 34 SP:Iteration 36Q (1113.359024 sec): 3 clusters Score: Raw -69864.736611 + Penalty 431.130566 = -69433.606045 nChanged 35 SP:Iteration 37Q (1113.412843 sec): 3 clusters Score: Raw -69878.117449 + Penalty 431.130566 = -69446.986883 nChanged 35 SP:Iteration 38Q (1113.454378 sec): 3 clusters Score: Raw -69891.504527 + Penalty 431.130566 = -69460.373962 nChanged 31 SP:Iteration 39Q (1113.507861 sec): 3 clusters Score: Raw -69906.514027 + Penalty 431.130566 = -69475.383462 nChanged 26 SP:Iteration 40F (1113.551632 sec): 3 clusters Score: Raw -69920.155568 + Penalty 431.130566 = -69489.025002 nChanged 24 SP:Iteration 41Q (1113.603058 sec): 3 clusters Score: Raw -69928.826662 + Penalty 431.130566 = -69497.696096 nChanged 13 SP:Iteration 42Q (1113.659476 sec): 3 clusters Score: Raw -69931.865593 + Penalty 431.130566 = -69500.735027 nChanged 6 SP:Iteration 43Q (1113.703833 sec): 3 clusters Score: Raw -69932.854141 + Penalty 431.130566 = -69501.723575 nChanged 7 SP:Iteration 44Q (1113.752546 sec): 3 clusters Score: Raw -69934.687673 + Penalty 431.130566 = -69503.557107 nChanged 11 SP:Iteration 45Q (1113.793422 sec): 3 clusters Score: Raw -69938.448402 + Penalty 431.130566 = -69507.317836 nChanged 12 SP:Iteration 46Q (1113.849214 sec): 3 clusters Score: Raw -69941.374700 + Penalty 431.130566 = -69510.244134 nChanged 10 SP:Iteration 47Q (1113.902597 sec): 3 clusters Score: Raw -69944.316287 + Penalty 431.130566 = -69513.185721 nChanged 15 SP:Iteration 48Q (1113.941667 sec): 3 clusters Score: Raw -69949.034770 + Penalty 431.130566 = -69517.904204 nChanged 17 SP:Iteration 49Q (1113.984832 sec): 3 clusters Score: Raw -69956.423161 + Penalty 431.130566 = -69525.292595 nChanged 18 SP:Iteration 50Q (1114.037979 sec): 3 clusters Score: Raw -69962.770320 + Penalty 431.130566 = -69531.639754 nChanged 13 SP:Iteration 51Q (1114.081692 sec): 3 clusters Score: Raw -69967.579786 + Penalty 431.130566 = -69536.449220 nChanged 10 SP:Iteration 52Q (1114.134260 sec): 3 clusters Score: Raw -69972.211481 + Penalty 431.130566 = -69541.080915 nChanged 8 SP:Iteration 53Q (1114.171875 sec): 3 clusters Score: Raw -69973.847628 + Penalty 431.130566 = -69542.717062 nChanged 5 SP:Iteration 54Q (1114.219279 sec): 3 clusters Score: Raw -69974.100196 + Penalty 431.130566 = -69542.969630 nChanged 0 SP:Iteration 55F (1114.266036 sec): 3 clusters Score: Raw -69974.100196 + Penalty 431.130566 = -69542.969630 nChanged 0 Trying to split cluster 18 (4793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1114.299359 sec): 2 clusters Score: Raw -144019.775897 + Penalty 233.060074 = -143786.715823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1114.345228 sec): 3 clusters Score: Raw -141052.721585 + Penalty 466.120149 = -140586.601436 nChanged 2213 SP:Iteration 1F (1114.391453 sec): 3 clusters Score: Raw -142363.926598 + Penalty 466.120149 = -141897.806449 nChanged 277 SP:Iteration 2F (1114.438106 sec): 3 clusters Score: Raw -142501.236139 + Penalty 466.120149 = -142035.115990 nChanged 264 SP:Iteration 3F (1114.480429 sec): 3 clusters Score: Raw -142637.094799 + Penalty 466.120149 = -142170.974650 nChanged 275 SP:Iteration 4F (1114.518818 sec): 3 clusters Score: Raw -142791.762553 + Penalty 466.120149 = -142325.642404 nChanged 295 SP:Iteration 5F (1114.573887 sec): 3 clusters Score: Raw -142978.480668 + Penalty 466.120149 = -142512.360519 nChanged 282 SP:Iteration 6F (1114.620517 sec): 3 clusters Score: Raw -143163.766878 + Penalty 466.120149 = -142697.646729 nChanged 224 SP:Iteration 7Q (1114.667096 sec): 3 clusters Score: Raw -143289.309984 + Penalty 466.120149 = -142823.189835 nChanged 181 SP:Iteration 8Q (1114.716019 sec): 3 clusters Score: Raw -143398.844734 + Penalty 466.120149 = -142932.724585 nChanged 164 SP:Iteration 9Q (1114.755336 sec): 3 clusters Score: Raw -143481.158057 + Penalty 466.120149 = -143015.037909 nChanged 125 SP:Iteration 10Q (1114.813228 sec): 3 clusters Score: Raw -143530.749313 + Penalty 466.120149 = -143064.629164 nChanged 88 SP:Iteration 11Q (1114.855419 sec): 3 clusters Score: Raw -143549.697065 + Penalty 466.120149 = -143083.576916 nChanged 50 SP:Iteration 12Q (1114.909191 sec): 3 clusters Score: Raw -143558.682157 + Penalty 466.120149 = -143092.562008 nChanged 32 SP:Iteration 13Q (1114.958072 sec): 3 clusters Score: Raw -143564.214821 + Penalty 466.120149 = -143098.094672 nChanged 31 SP:Iteration 14Q (1115.004507 sec): 3 clusters Score: Raw -143569.628926 + Penalty 466.120149 = -143103.508777 nChanged 24 SP:Iteration 15Q (1115.045234 sec): 3 clusters Score: Raw -143573.642099 + Penalty 466.120149 = -143107.521950 nChanged 29 SP:Iteration 16Q (1115.099799 sec): 3 clusters Score: Raw -143579.719827 + Penalty 466.120149 = -143113.599678 nChanged 33 SP:Iteration 17Q (1115.148443 sec): 3 clusters Score: Raw -143586.826633 + Penalty 466.120149 = -143120.706485 nChanged 33 SP:Iteration 18Q (1115.190833 sec): 3 clusters Score: Raw -143593.199096 + Penalty 466.120149 = -143127.078947 nChanged 40 SP:Iteration 19Q (1115.238995 sec): 3 clusters Score: Raw -143599.984231 + Penalty 466.120149 = -143133.864082 nChanged 25 SP:Iteration 20F (1115.285084 sec): 3 clusters Score: Raw -143605.467241 + Penalty 466.120149 = -143139.347092 nChanged 37 SP:Iteration 21Q (1115.338541 sec): 3 clusters Score: Raw -143612.253411 + Penalty 466.120149 = -143146.133262 nChanged 30 SP:Iteration 22Q (1115.386678 sec): 3 clusters Score: Raw -143618.037150 + Penalty 466.120149 = -143151.917001 nChanged 36 SP:Iteration 23Q (1115.428710 sec): 3 clusters Score: Raw -143624.472812 + Penalty 466.120149 = -143158.352663 nChanged 23 SP:Iteration 24Q (1115.483200 sec): 3 clusters Score: Raw -143628.562624 + Penalty 466.120149 = -143162.442475 nChanged 26 SP:Iteration 25Q (1115.530291 sec): 3 clusters Score: Raw -143633.402772 + Penalty 466.120149 = -143167.282623 nChanged 35 SP:Iteration 26Q (1115.570712 sec): 3 clusters Score: Raw -143639.750374 + Penalty 466.120149 = -143173.630225 nChanged 33 SP:Iteration 27Q (1115.624765 sec): 3 clusters Score: Raw -143644.480037 + Penalty 466.120149 = -143178.359888 nChanged 27 SP:Iteration 28Q (1115.675748 sec): 3 clusters Score: Raw -143647.851269 + Penalty 466.120149 = -143181.731120 nChanged 25 SP:Iteration 29Q (1115.723433 sec): 3 clusters Score: Raw -143651.423585 + Penalty 466.120149 = -143185.303436 nChanged 29 SP:Iteration 30Q (1115.773647 sec): 3 clusters Score: Raw -143656.143347 + Penalty 466.120149 = -143190.023198 nChanged 29 SP:Iteration 31Q (1115.824386 sec): 3 clusters Score: Raw -143660.731591 + Penalty 466.120149 = -143194.611442 nChanged 36 SP:Iteration 32Q (1115.869743 sec): 3 clusters Score: Raw -143667.056855 + Penalty 466.120149 = -143200.936706 nChanged 37 SP:Iteration 33Q (1115.916503 sec): 3 clusters Score: Raw -143674.981118 + Penalty 466.120149 = -143208.860969 nChanged 41 SP:Iteration 34Q (1115.963508 sec): 3 clusters Score: Raw -143684.425036 + Penalty 466.120149 = -143218.304887 nChanged 34 SP:Iteration 35Q (1116.009764 sec): 3 clusters Score: Raw -143691.022717 + Penalty 466.120149 = -143224.902568 nChanged 34 SP:Iteration 36Q (1116.070565 sec): 3 clusters Score: Raw -143698.374165 + Penalty 466.120149 = -143232.254016 nChanged 35 SP:Iteration 37Q (1116.119689 sec): 3 clusters Score: Raw -143704.351351 + Penalty 466.120149 = -143238.231202 nChanged 38 SP:Iteration 38Q (1116.155538 sec): 3 clusters Score: Raw -143711.259974 + Penalty 466.120149 = -143245.139825 nChanged 32 SP:Iteration 39Q (1116.205045 sec): 3 clusters Score: Raw -143717.339888 + Penalty 466.120149 = -143251.219739 nChanged 31 SP:Iteration 40F (1116.256958 sec): 3 clusters Score: Raw -143723.577763 + Penalty 466.120149 = -143257.457614 nChanged 36 SP:Iteration 41Q (1116.320431 sec): 3 clusters Score: Raw -143729.838322 + Penalty 466.120149 = -143263.718173 nChanged 30 SP:Iteration 42Q (1116.372417 sec): 3 clusters Score: Raw -143736.756163 + Penalty 466.120149 = -143270.636014 nChanged 35 SP:Iteration 43Q (1116.415699 sec): 3 clusters Score: Raw -143744.076892 + Penalty 466.120149 = -143277.956743 nChanged 31 SP:Iteration 44Q (1116.469631 sec): 3 clusters Score: Raw -143750.143278 + Penalty 466.120149 = -143284.023129 nChanged 35 SP:Iteration 45Q (1116.517510 sec): 3 clusters Score: Raw -143757.093816 + Penalty 466.120149 = -143290.973667 nChanged 28 SP:Iteration 46Q (1116.560919 sec): 3 clusters Score: Raw -143762.309263 + Penalty 466.120149 = -143296.189114 nChanged 23 SP:Iteration 47Q (1116.601790 sec): 3 clusters Score: Raw -143767.342998 + Penalty 466.120149 = -143301.222849 nChanged 31 SP:Iteration 48Q (1116.649439 sec): 3 clusters Score: Raw -143777.077531 + Penalty 466.120149 = -143310.957382 nChanged 42 SP:Iteration 49Q (1116.699395 sec): 3 clusters Score: Raw -143791.069950 + Penalty 466.120149 = -143324.949801 nChanged 44 SP:Iteration 50Q (1116.743925 sec): 3 clusters Score: Raw -143802.931868 + Penalty 466.120149 = -143336.811719 nChanged 34 SP:Iteration 51Q (1116.790061 sec): 3 clusters Score: Raw -143811.110094 + Penalty 466.120149 = -143344.989945 nChanged 32 SP:Iteration 52Q (1116.829784 sec): 3 clusters Score: Raw -143817.185843 + Penalty 466.120149 = -143351.065694 nChanged 22 SP:Iteration 53Q (1116.882044 sec): 3 clusters Score: Raw -143821.079360 + Penalty 466.120149 = -143354.959211 nChanged 21 SP:Iteration 54Q (1116.933427 sec): 3 clusters Score: Raw -143824.804161 + Penalty 466.120149 = -143358.684013 nChanged 22 SP:Iteration 55Q (1116.977870 sec): 3 clusters Score: Raw -143828.057945 + Penalty 466.120149 = -143361.937796 nChanged 18 SP:Iteration 56Q (1117.023760 sec): 3 clusters Score: Raw -143830.680834 + Penalty 466.120149 = -143364.560685 nChanged 23 SP:Iteration 57Q (1117.068362 sec): 3 clusters Score: Raw -143833.907575 + Penalty 466.120149 = -143367.787426 nChanged 18 SP:Iteration 58Q (1117.131537 sec): 3 clusters Score: Raw -143836.248739 + Penalty 466.120149 = -143370.128590 nChanged 14 SP:Iteration 59Q (1117.176958 sec): 3 clusters Score: Raw -143837.858029 + Penalty 466.120149 = -143371.737880 nChanged 15 SP:Iteration 60F (1117.235748 sec): 3 clusters Score: Raw -143839.547979 + Penalty 466.120149 = -143373.427830 nChanged 12 SP:Iteration 61Q (1117.284514 sec): 3 clusters Score: Raw -143841.328089 + Penalty 466.120149 = -143375.207940 nChanged 10 SP:Iteration 62Q (1117.335839 sec): 3 clusters Score: Raw -143842.689619 + Penalty 466.120149 = -143376.569470 nChanged 12 SP:Iteration 63Q (1117.375802 sec): 3 clusters Score: Raw -143843.677119 + Penalty 466.120149 = -143377.556970 nChanged 7 SP:Iteration 64Q (1117.427980 sec): 3 clusters Score: Raw -143844.243583 + Penalty 466.120149 = -143378.123434 nChanged 10 SP:Iteration 65Q (1117.473299 sec): 3 clusters Score: Raw -143845.265138 + Penalty 466.120149 = -143379.144989 nChanged 14 SP:Iteration 66Q (1117.513489 sec): 3 clusters Score: Raw -143847.446971 + Penalty 466.120149 = -143381.326822 nChanged 16 SP:Iteration 67Q (1117.572508 sec): 3 clusters Score: Raw -143849.971703 + Penalty 466.120149 = -143383.851554 nChanged 20 SP:Iteration 68Q (1117.623884 sec): 3 clusters Score: Raw -143853.091529 + Penalty 466.120149 = -143386.971380 nChanged 12 SP:Iteration 69Q (1117.663188 sec): 3 clusters Score: Raw -143854.540793 + Penalty 466.120149 = -143388.420644 nChanged 12 SP:Iteration 70Q (1117.711319 sec): 3 clusters Score: Raw -143855.396037 + Penalty 466.120149 = -143389.275888 nChanged 5 SP:Iteration 71Q (1117.760356 sec): 3 clusters Score: Raw -143855.612886 + Penalty 466.120149 = -143389.492737 nChanged 4 SP:Iteration 72Q (1117.814419 sec): 3 clusters Score: Raw -143855.950677 + Penalty 466.120149 = -143389.830528 nChanged 5 SP:Iteration 73Q (1117.859051 sec): 3 clusters Score: Raw -143856.328734 + Penalty 466.120149 = -143390.208585 nChanged 5 SP:Iteration 74Q (1117.906020 sec): 3 clusters Score: Raw -143856.829868 + Penalty 466.120149 = -143390.709720 nChanged 6 SP:Iteration 75Q (1117.953907 sec): 3 clusters Score: Raw -143857.299253 + Penalty 466.120149 = -143391.179105 nChanged 3 SP:Iteration 76Q (1118.002995 sec): 3 clusters Score: Raw -143857.527761 + Penalty 466.120149 = -143391.407612 nChanged 5 SP:Iteration 77Q (1118.052714 sec): 3 clusters Score: Raw -143857.899905 + Penalty 466.120149 = -143391.779757 nChanged 1 SP:Iteration 78Q (1118.111321 sec): 3 clusters Score: Raw -143857.914919 + Penalty 466.120149 = -143391.794770 nChanged 0 SP:Iteration 79F (1118.164378 sec): 3 clusters Score: Raw -143857.914919 + Penalty 466.120149 = -143391.794770 nChanged 0 Trying to split cluster 19 (1661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1118.189174 sec): 2 clusters Score: Raw -36000.477634 + Penalty 203.917316 = -35796.560318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1118.227442 sec): 3 clusters Score: Raw -35057.391516 + Penalty 407.834631 = -34649.556885 nChanged 716 SP:Iteration 1F (1118.283246 sec): 3 clusters Score: Raw -35565.656902 + Penalty 407.834631 = -35157.822271 nChanged 163 SP:Iteration 2F (1118.335878 sec): 3 clusters Score: Raw -35668.854225 + Penalty 407.834631 = -35261.019594 nChanged 98 SP:Iteration 3F (1118.385284 sec): 3 clusters Score: Raw -35731.670871 + Penalty 407.834631 = -35323.836240 nChanged 84 SP:Iteration 4F (1118.430171 sec): 3 clusters Score: Raw -35795.468004 + Penalty 407.834631 = -35387.633373 nChanged 89 SP:Iteration 5F (1118.481306 sec): 3 clusters Score: Raw -35858.170277 + Penalty 407.834631 = -35450.335646 nChanged 82 SP:Iteration 6Q (1118.522006 sec): 3 clusters Score: Raw -35895.654272 + Penalty 407.834631 = -35487.819641 nChanged 61 SP:Iteration 7Q (1118.577079 sec): 3 clusters Score: Raw -35924.038615 + Penalty 407.834631 = -35516.203984 nChanged 62 SP:Iteration 8Q (1118.624761 sec): 3 clusters Score: Raw -35953.321154 + Penalty 407.834631 = -35545.486523 nChanged 56 SP:Iteration 9Q (1118.667343 sec): 3 clusters Score: Raw -35980.451903 + Penalty 407.834631 = -35572.617272 nChanged 53 SP:Iteration 10Q (1118.711517 sec): 3 clusters Score: Raw -36008.139755 + Penalty 407.834631 = -35600.305124 nChanged 48 SP:Iteration 11Q (1118.759582 sec): 3 clusters Score: Raw -36032.371793 + Penalty 407.834631 = -35624.537162 nChanged 43 SP:Iteration 12Q (1118.811096 sec): 3 clusters Score: Raw -36069.558047 + Penalty 407.834631 = -35661.723416 nChanged 43 SP:Iteration 13Q (1118.867502 sec): 3 clusters Score: Raw -36104.941607 + Penalty 407.834631 = -35697.106976 nChanged 36 SP:Iteration 14Q (1118.916723 sec): 3 clusters Score: Raw -36131.609033 + Penalty 407.834631 = -35723.774402 nChanged 32 SP:Iteration 15Q (1118.952516 sec): 3 clusters Score: Raw -36151.269191 + Penalty 407.834631 = -35743.434560 nChanged 32 SP:Iteration 16Q (1118.994370 sec): 3 clusters Score: Raw -36164.736863 + Penalty 407.834631 = -35756.902232 nChanged 21 SP:Iteration 17Q (1119.046670 sec): 3 clusters Score: Raw -36178.704442 + Penalty 407.834631 = -35770.869811 nChanged 16 SP:Iteration 18Q (1119.087096 sec): 3 clusters Score: Raw -36185.354580 + Penalty 407.834631 = -35777.519949 nChanged 13 SP:Iteration 19Q (1119.129101 sec): 3 clusters Score: Raw -36189.488328 + Penalty 407.834631 = -35781.653697 nChanged 14 SP:Iteration 20F (1119.178775 sec): 3 clusters Score: Raw -36194.049048 + Penalty 407.834631 = -35786.214417 nChanged 10 SP:Iteration 21Q (1119.217201 sec): 3 clusters Score: Raw -36199.038136 + Penalty 407.834631 = -35791.203505 nChanged 13 SP:Iteration 22Q (1119.266358 sec): 3 clusters Score: Raw -36203.756364 + Penalty 407.834631 = -35795.921733 nChanged 5 SP:Iteration 23Q (1119.312185 sec): 3 clusters Score: Raw -36204.133945 + Penalty 407.834631 = -35796.299314 nChanged 2 SP:Iteration 24Q (1119.359417 sec): 3 clusters Score: Raw -36204.319321 + Penalty 407.834631 = -35796.484690 nChanged 5 SP:Iteration 25Q (1119.398593 sec): 3 clusters Score: Raw -36206.384269 + Penalty 407.834631 = -35798.549638 nChanged 4 SP:Iteration 26Q (1119.448219 sec): 3 clusters Score: Raw -36206.985997 + Penalty 407.834631 = -35799.151366 nChanged 5 SP:Iteration 27Q (1119.498658 sec): 3 clusters Score: Raw -36207.574248 + Penalty 407.834631 = -35799.739617 nChanged 2 SP:Iteration 28Q (1119.534463 sec): 3 clusters Score: Raw -36207.741398 + Penalty 407.834631 = -35799.906767 nChanged 1 SP:Iteration 29Q (1119.578161 sec): 3 clusters Score: Raw -36207.770231 + Penalty 407.834631 = -35799.935600 nChanged 0 SP:Iteration 30F (1119.618919 sec): 3 clusters Score: Raw -36207.770231 + Penalty 407.834631 = -35799.935600 nChanged 0 Score: Raw -7174204.017657 + Penalty 9983.031758 = -7164220.985899 Splitting cluster 19 changes total score from -7164357.935776 to -7164220.985899 So it's not getting split. Trying to split cluster 20 (12953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1122.312604 sec): 2 clusters Score: Raw -381879.555097 + Penalty 260.399774 = -381619.155323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1122.369605 sec): 3 clusters Score: Raw -373478.788036 + Penalty 520.799549 = -372957.988487 nChanged 6215 SP:Iteration 1F (1122.419037 sec): 3 clusters Score: Raw -377233.812594 + Penalty 520.799549 = -376713.013045 nChanged 658 SP:Iteration 2F (1122.475237 sec): 3 clusters Score: Raw -377547.121132 + Penalty 520.799549 = -377026.321583 nChanged 679 SP:Iteration 3F (1122.521866 sec): 3 clusters Score: Raw -377886.089347 + Penalty 520.799549 = -377365.289798 nChanged 704 SP:Iteration 4F (1122.576801 sec): 3 clusters Score: Raw -378245.265472 + Penalty 520.799549 = -377724.465924 nChanged 769 SP:Iteration 5F (1122.643500 sec): 3 clusters Score: Raw -378694.887852 + Penalty 520.799549 = -378174.088303 nChanged 788 SP:Iteration 6F (1122.699598 sec): 3 clusters Score: Raw -379189.349912 + Penalty 520.799549 = -378668.550363 nChanged 728 SP:Iteration 7F (1122.758954 sec): 3 clusters Score: Raw -379619.495126 + Penalty 520.799549 = -379098.695578 nChanged 596 SP:Iteration 8Q (1122.803916 sec): 3 clusters Score: Raw -379958.982192 + Penalty 520.799549 = -379438.182643 nChanged 477 SP:Iteration 9Q (1122.868067 sec): 3 clusters Score: Raw -380220.990401 + Penalty 520.799549 = -379700.190852 nChanged 394 SP:Iteration 10Q (1122.911147 sec): 3 clusters Score: Raw -380431.986015 + Penalty 520.799549 = -379911.186467 nChanged 341 SP:Iteration 11Q (1122.974509 sec): 3 clusters Score: Raw -380612.902882 + Penalty 520.799549 = -380092.103334 nChanged 307 SP:Iteration 12Q (1123.030734 sec): 3 clusters Score: Raw -380762.680020 + Penalty 520.799549 = -380241.880472 nChanged 266 SP:Iteration 13Q (1123.086751 sec): 3 clusters Score: Raw -380886.466713 + Penalty 520.799549 = -380365.667165 nChanged 225 SP:Iteration 14Q (1123.128506 sec): 3 clusters Score: Raw -380979.459788 + Penalty 520.799549 = -380458.660240 nChanged 201 SP:Iteration 15Q (1123.191734 sec): 3 clusters Score: Raw -381062.177632 + Penalty 520.799549 = -380541.378083 nChanged 218 SP:Iteration 16Q (1123.243501 sec): 3 clusters Score: Raw -381158.108327 + Penalty 520.799549 = -380637.308779 nChanged 199 SP:Iteration 17Q (1123.293665 sec): 3 clusters Score: Raw -381238.733659 + Penalty 520.799549 = -380717.934111 nChanged 166 SP:Iteration 18Q (1123.354029 sec): 3 clusters Score: Raw -381304.798448 + Penalty 520.799549 = -380783.998900 nChanged 154 SP:Iteration 19Q (1123.415110 sec): 3 clusters Score: Raw -381358.654848 + Penalty 520.799549 = -380837.855299 nChanged 134 SP:Iteration 20F (1123.475005 sec): 3 clusters Score: Raw -381409.484251 + Penalty 520.799549 = -380888.684702 nChanged 131 SP:Iteration 21Q (1123.536479 sec): 3 clusters Score: Raw -381467.832502 + Penalty 520.799549 = -380947.032953 nChanged 134 SP:Iteration 22Q (1123.592598 sec): 3 clusters Score: Raw -381529.032453 + Penalty 520.799549 = -381008.232904 nChanged 135 SP:Iteration 23Q (1123.641551 sec): 3 clusters Score: Raw -381585.409742 + Penalty 520.799549 = -381064.610194 nChanged 119 SP:Iteration 24Q (1123.692315 sec): 3 clusters Score: Raw -381630.255800 + Penalty 520.799549 = -381109.456251 nChanged 109 SP:Iteration 25Q (1123.755091 sec): 3 clusters Score: Raw -381675.914250 + Penalty 520.799549 = -381155.114701 nChanged 108 SP:Iteration 26Q (1123.810521 sec): 3 clusters Score: Raw -381717.674351 + Penalty 520.799549 = -381196.874802 nChanged 84 SP:Iteration 27Q (1123.858574 sec): 3 clusters Score: Raw -381747.540175 + Penalty 520.799549 = -381226.740626 nChanged 81 SP:Iteration 28Q (1123.914194 sec): 3 clusters Score: Raw -381778.580713 + Penalty 520.799549 = -381257.781164 nChanged 67 SP:Iteration 29Q (1123.980708 sec): 3 clusters Score: Raw -381800.663739 + Penalty 520.799549 = -381279.864190 nChanged 53 SP:Iteration 30Q (1124.025699 sec): 3 clusters Score: Raw -381818.468497 + Penalty 520.799549 = -381297.668949 nChanged 51 SP:Iteration 31Q (1124.089234 sec): 3 clusters Score: Raw -381833.400415 + Penalty 520.799549 = -381312.600867 nChanged 46 SP:Iteration 32Q (1124.134930 sec): 3 clusters Score: Raw -381847.132778 + Penalty 520.799549 = -381326.333230 nChanged 40 SP:Iteration 33Q (1124.195684 sec): 3 clusters Score: Raw -381858.665171 + Penalty 520.799549 = -381337.865622 nChanged 27 SP:Iteration 34Q (1124.251157 sec): 3 clusters Score: Raw -381865.843787 + Penalty 520.799549 = -381345.044239 nChanged 23 SP:Iteration 35Q (1124.304156 sec): 3 clusters Score: Raw -381874.625640 + Penalty 520.799549 = -381353.826092 nChanged 25 SP:Iteration 36Q (1124.344847 sec): 3 clusters Score: Raw -381885.375252 + Penalty 520.799549 = -381364.575703 nChanged 21 SP:Iteration 37Q (1124.407951 sec): 3 clusters Score: Raw -381891.540217 + Penalty 520.799549 = -381370.740668 nChanged 18 SP:Iteration 38Q (1124.465010 sec): 3 clusters Score: Raw -381896.230178 + Penalty 520.799549 = -381375.430630 nChanged 19 SP:Iteration 39Q (1124.520273 sec): 3 clusters Score: Raw -381901.018028 + Penalty 520.799549 = -381380.218480 nChanged 17 SP:Iteration 40F (1124.576088 sec): 3 clusters Score: Raw -381904.126604 + Penalty 520.799549 = -381383.327056 nChanged 15 SP:Iteration 41Q (1124.619364 sec): 3 clusters Score: Raw -381906.463841 + Penalty 520.799549 = -381385.664293 nChanged 12 SP:Iteration 42Q (1124.675196 sec): 3 clusters Score: Raw -381909.743584 + Penalty 520.799549 = -381388.944035 nChanged 15 SP:Iteration 43Q (1124.735743 sec): 3 clusters Score: Raw -381912.773935 + Penalty 520.799549 = -381391.974386 nChanged 16 SP:Iteration 44Q (1124.782835 sec): 3 clusters Score: Raw -381916.842601 + Penalty 520.799549 = -381396.043052 nChanged 16 SP:Iteration 45Q (1124.838566 sec): 3 clusters Score: Raw -381921.516159 + Penalty 520.799549 = -381400.716610 nChanged 14 SP:Iteration 46Q (1124.890431 sec): 3 clusters Score: Raw -381925.423064 + Penalty 520.799549 = -381404.623516 nChanged 9 SP:Iteration 47Q (1124.945697 sec): 3 clusters Score: Raw -381928.625347 + Penalty 520.799549 = -381407.825798 nChanged 11 SP:Iteration 48Q (1125.003719 sec): 3 clusters Score: Raw -381935.166315 + Penalty 520.799549 = -381414.366767 nChanged 11 SP:Iteration 49Q (1125.057444 sec): 3 clusters Score: Raw -381937.902220 + Penalty 520.799549 = -381417.102672 nChanged 10 SP:Iteration 50Q (1125.100131 sec): 3 clusters Score: Raw -381939.784132 + Penalty 520.799549 = -381418.984583 nChanged 8 SP:Iteration 51Q (1125.162266 sec): 3 clusters Score: Raw -381942.181617 + Penalty 520.799549 = -381421.382068 nChanged 10 SP:Iteration 52Q (1125.225618 sec): 3 clusters Score: Raw -381945.135151 + Penalty 520.799549 = -381424.335602 nChanged 10 SP:Iteration 53Q (1125.274848 sec): 3 clusters Score: Raw -381947.533888 + Penalty 520.799549 = -381426.734339 nChanged 6 SP:Iteration 54Q (1125.334315 sec): 3 clusters Score: Raw -381949.490845 + Penalty 520.799549 = -381428.691296 nChanged 6 SP:Iteration 55Q (1125.380094 sec): 3 clusters Score: Raw -381951.174780 + Penalty 520.799549 = -381430.375232 nChanged 7 SP:Iteration 56Q (1125.429805 sec): 3 clusters Score: Raw -381952.919004 + Penalty 520.799549 = -381432.119456 nChanged 7 SP:Iteration 57Q (1125.489590 sec): 3 clusters Score: Raw -381954.558931 + Penalty 520.799549 = -381433.759383 nChanged 2 SP:Iteration 58Q (1125.533435 sec): 3 clusters Score: Raw -381954.995935 + Penalty 520.799549 = -381434.196387 nChanged 2 SP:Iteration 59Q (1125.595635 sec): 3 clusters Score: Raw -381955.171386 + Penalty 520.799549 = -381434.371837 nChanged 1 SP:Iteration 60F (1125.638273 sec): 3 clusters Score: Raw -381955.233995 + Penalty 520.799549 = -381434.434446 nChanged 0 Trying to split cluster 21 (800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1125.667585 sec): 2 clusters Score: Raw -22862.900217 + Penalty 183.826823 = -22679.073394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1125.705574 sec): 3 clusters Score: Raw -22453.123258 + Penalty 367.653645 = -22085.469613 nChanged 323 SP:Iteration 1F (1125.757541 sec): 3 clusters Score: Raw -22656.633969 + Penalty 367.653645 = -22288.980324 nChanged 68 SP:Iteration 2F (1125.800650 sec): 3 clusters Score: Raw -22699.513329 + Penalty 367.653645 = -22331.859684 nChanged 54 SP:Iteration 3F (1125.844695 sec): 3 clusters Score: Raw -22733.057066 + Penalty 367.653645 = -22365.403421 nChanged 46 SP:Iteration 4F (1125.881041 sec): 3 clusters Score: Raw -22767.784996 + Penalty 367.653645 = -22400.131351 nChanged 34 SP:Iteration 5Q (1125.931459 sec): 3 clusters Score: Raw -22802.105410 + Penalty 367.653645 = -22434.451765 nChanged 30 SP:Iteration 6Q (1125.970972 sec): 3 clusters Score: Raw -22839.713367 + Penalty 367.653645 = -22472.059722 nChanged 30 SP:Iteration 7Q (1126.028127 sec): 3 clusters Score: Raw -22878.718910 + Penalty 367.653645 = -22511.065265 nChanged 12 SP:Iteration 8Q (1126.069353 sec): 3 clusters Score: Raw -22892.731057 + Penalty 367.653645 = -22525.077412 nChanged 7 SP:Iteration 9Q (1126.112513 sec): 3 clusters Score: Raw -22897.936493 + Penalty 367.653645 = -22530.282848 nChanged 2 SP:Iteration 10Q (1126.154479 sec): 3 clusters Score: Raw -22899.126558 + Penalty 367.653645 = -22531.472913 nChanged 0 SP:Iteration 11F (1126.202234 sec): 3 clusters Score: Raw -22899.126558 + Penalty 367.653645 = -22531.472913 nChanged 0 Trying to split cluster 22 (2578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1126.228014 sec): 2 clusters Score: Raw -67809.763107 + Penalty 216.006153 = -67593.756954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1126.271618 sec): 3 clusters Score: Raw -66297.559061 + Penalty 432.012305 = -65865.546756 nChanged 1137 SP:Iteration 1F (1126.322125 sec): 3 clusters Score: Raw -67041.524951 + Penalty 432.012305 = -66609.512646 nChanged 198 SP:Iteration 2F (1126.361384 sec): 3 clusters Score: Raw -67154.788619 + Penalty 432.012305 = -66722.776314 nChanged 163 SP:Iteration 3F (1126.415982 sec): 3 clusters Score: Raw -67270.537910 + Penalty 432.012305 = -66838.525605 nChanged 171 SP:Iteration 4F (1126.454820 sec): 3 clusters Score: Raw -67414.427841 + Penalty 432.012305 = -66982.415536 nChanged 159 SP:Iteration 5F (1126.502137 sec): 3 clusters Score: Raw -67570.265652 + Penalty 432.012305 = -67138.253347 nChanged 137 SP:Iteration 6F (1126.544029 sec): 3 clusters Score: Raw -67687.338907 + Penalty 432.012305 = -67255.326602 nChanged 103 SP:Iteration 7Q (1126.594342 sec): 3 clusters Score: Raw -67744.146525 + Penalty 432.012305 = -67312.134220 nChanged 62 SP:Iteration 8Q (1126.634497 sec): 3 clusters Score: Raw -67775.224156 + Penalty 432.012305 = -67343.211851 nChanged 41 SP:Iteration 9Q (1126.682715 sec): 3 clusters Score: Raw -67802.667241 + Penalty 432.012305 = -67370.654936 nChanged 43 SP:Iteration 10Q (1126.732545 sec): 3 clusters Score: Raw -67837.828921 + Penalty 432.012305 = -67405.816616 nChanged 50 SP:Iteration 11Q (1126.778861 sec): 3 clusters Score: Raw -67867.739746 + Penalty 432.012305 = -67435.727441 nChanged 36 SP:Iteration 12Q (1126.829877 sec): 3 clusters Score: Raw -67881.111161 + Penalty 432.012305 = -67449.098856 nChanged 21 SP:Iteration 13Q (1126.869499 sec): 3 clusters Score: Raw -67887.787032 + Penalty 432.012305 = -67455.774727 nChanged 18 SP:Iteration 14Q (1126.922713 sec): 3 clusters Score: Raw -67893.567479 + Penalty 432.012305 = -67461.555174 nChanged 16 SP:Iteration 15Q (1126.974494 sec): 3 clusters Score: Raw -67897.211668 + Penalty 432.012305 = -67465.199363 nChanged 16 SP:Iteration 16Q (1127.019495 sec): 3 clusters Score: Raw -67900.687473 + Penalty 432.012305 = -67468.675168 nChanged 6 SP:Iteration 17Q (1127.062990 sec): 3 clusters Score: Raw -67901.440716 + Penalty 432.012305 = -67469.428411 nChanged 4 SP:Iteration 18Q (1127.114716 sec): 3 clusters Score: Raw -67901.734015 + Penalty 432.012305 = -67469.721710 nChanged 2 SP:Iteration 19Q (1127.152088 sec): 3 clusters Score: Raw -67902.074465 + Penalty 432.012305 = -67470.062160 nChanged 4 SP:Iteration 20F (1127.196983 sec): 3 clusters Score: Raw -67902.706037 + Penalty 432.012305 = -67470.693732 nChanged 2 SP:Iteration 21Q (1127.247025 sec): 3 clusters Score: Raw -67902.909512 + Penalty 432.012305 = -67470.897207 nChanged 0 SP:Iteration 22F (1127.299767 sec): 3 clusters Score: Raw -67902.909512 + Penalty 432.012305 = -67470.897207 nChanged 0 Trying to split cluster 23 (729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1127.324607 sec): 2 clusters Score: Raw -14881.875138 + Penalty 181.271028 = -14700.604111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1127.363022 sec): 3 clusters Score: Raw -14503.261497 + Penalty 362.542055 = -14140.719442 nChanged 317 SP:Iteration 1F (1127.406490 sec): 3 clusters Score: Raw -14701.772173 + Penalty 362.542055 = -14339.230118 nChanged 44 SP:Iteration 2F (1127.447821 sec): 3 clusters Score: Raw -14730.358524 + Penalty 362.542055 = -14367.816469 nChanged 39 SP:Iteration 3F (1127.494595 sec): 3 clusters Score: Raw -14756.292894 + Penalty 362.542055 = -14393.750839 nChanged 31 SP:Iteration 4Q (1127.529055 sec): 3 clusters Score: Raw -14769.704985 + Penalty 362.542055 = -14407.162930 nChanged 24 SP:Iteration 5Q (1127.583719 sec): 3 clusters Score: Raw -14783.312508 + Penalty 362.542055 = -14420.770453 nChanged 24 SP:Iteration 6Q (1127.629180 sec): 3 clusters Score: Raw -14794.299837 + Penalty 362.542055 = -14431.757782 nChanged 19 SP:Iteration 7Q (1127.667815 sec): 3 clusters Score: Raw -14812.692901 + Penalty 362.542055 = -14450.150846 nChanged 23 SP:Iteration 8Q (1127.723664 sec): 3 clusters Score: Raw -14822.283903 + Penalty 362.542055 = -14459.741848 nChanged 13 SP:Iteration 9Q (1127.774057 sec): 3 clusters Score: Raw -14828.460542 + Penalty 362.542055 = -14465.918487 nChanged 16 SP:Iteration 10Q (1127.809245 sec): 3 clusters Score: Raw -14836.523765 + Penalty 362.542055 = -14473.981710 nChanged 15 SP:Iteration 11Q (1127.858692 sec): 3 clusters Score: Raw -14845.707103 + Penalty 362.542055 = -14483.165048 nChanged 25 SP:Iteration 12Q (1127.909710 sec): 3 clusters Score: Raw -14854.840787 + Penalty 362.542055 = -14492.298732 nChanged 16 SP:Iteration 13Q (1127.946006 sec): 3 clusters Score: Raw -14859.828209 + Penalty 362.542055 = -14497.286153 nChanged 10 SP:Iteration 14Q (1127.994007 sec): 3 clusters Score: Raw -14864.810228 + Penalty 362.542055 = -14502.268173 nChanged 11 SP:Iteration 15Q (1128.044147 sec): 3 clusters Score: Raw -14868.085051 + Penalty 362.542055 = -14505.542996 nChanged 7 SP:Iteration 16Q (1128.083416 sec): 3 clusters Score: Raw -14869.675441 + Penalty 362.542055 = -14507.133386 nChanged 1 SP:Iteration 17Q (1128.129803 sec): 3 clusters Score: Raw -14869.820564 + Penalty 362.542055 = -14507.278509 nChanged 0 SP:Iteration 18F (1128.181189 sec): 3 clusters Score: Raw -14869.820564 + Penalty 362.542055 = -14507.278509 nChanged 0 Trying to split cluster 24 (87574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1128.267302 sec): 2 clusters Score: Raw -2464421.733209 + Penalty 312.956584 = -2464108.776625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1128.376998 sec): 3 clusters Score: Raw -2405345.572887 + Penalty 625.913169 = -2404719.659718 nChanged 42973 SP:Iteration 1F (1128.489619 sec): 3 clusters Score: Raw -2432694.652994 + Penalty 625.913169 = -2432068.739826 nChanged 5696 SP:Iteration 2F (1128.605281 sec): 3 clusters Score: Raw -2435359.404817 + Penalty 625.913169 = -2434733.491648 nChanged 5660 SP:Iteration 3F (1128.710473 sec): 3 clusters Score: Raw -2438417.743543 + Penalty 625.913169 = -2437791.830374 nChanged 5405 SP:Iteration 4F (1128.826076 sec): 3 clusters Score: Raw -2442080.763504 + Penalty 625.913169 = -2441454.850335 nChanged 5189 SP:Iteration 5F (1128.939621 sec): 3 clusters Score: Raw -2446177.183886 + Penalty 625.913169 = -2445551.270717 nChanged 4580 SP:Iteration 6F (1129.044256 sec): 3 clusters Score: Raw -2450139.192811 + Penalty 625.913169 = -2449513.279642 nChanged 3849 SP:Iteration 7Q (1129.166637 sec): 3 clusters Score: Raw -2453527.425775 + Penalty 625.913169 = -2452901.512606 nChanged 3013 SP:Iteration 8Q (1129.276780 sec): 3 clusters Score: Raw -2456024.418154 + Penalty 625.913169 = -2455398.504986 nChanged 2461 SP:Iteration 9Q (1129.388705 sec): 3 clusters Score: Raw -2457808.538141 + Penalty 625.913169 = -2457182.624973 nChanged 2110 SP:Iteration 10Q (1129.501906 sec): 3 clusters Score: Raw -2459189.781247 + Penalty 625.913169 = -2458563.868078 nChanged 1823 SP:Iteration 11Q (1129.612458 sec): 3 clusters Score: Raw -2460337.290263 + Penalty 625.913169 = -2459711.377095 nChanged 1579 SP:Iteration 12Q (1129.718408 sec): 3 clusters Score: Raw -2461363.774386 + Penalty 625.913169 = -2460737.861217 nChanged 1363 SP:Iteration 13Q (1129.831463 sec): 3 clusters Score: Raw -2462296.287682 + Penalty 625.913169 = -2461670.374513 nChanged 1098 SP:Iteration 14Q (1129.935544 sec): 3 clusters Score: Raw -2463075.180791 + Penalty 625.913169 = -2462449.267623 nChanged 775 SP:Iteration 15Q (1130.038642 sec): 3 clusters Score: Raw -2463617.583503 + Penalty 625.913169 = -2462991.670335 nChanged 523 SP:Iteration 16Q (1130.131670 sec): 3 clusters Score: Raw -2463962.205691 + Penalty 625.913169 = -2463336.292522 nChanged 324 SP:Iteration 17Q (1130.236555 sec): 3 clusters Score: Raw -2464165.556206 + Penalty 625.913169 = -2463539.643037 nChanged 204 SP:Iteration 18Q (1130.340100 sec): 3 clusters Score: Raw -2464297.319231 + Penalty 625.913169 = -2463671.406062 nChanged 119 SP:Iteration 19Q (1130.441582 sec): 3 clusters Score: Raw -2464376.735766 + Penalty 625.913169 = -2463750.822597 nChanged 61 SP:Iteration 20F (1130.547805 sec): 3 clusters Score: Raw -2464419.608339 + Penalty 625.913169 = -2463793.695170 nChanged 33 SP:Iteration 21Q (1130.661568 sec): 3 clusters Score: Raw -2464442.171798 + Penalty 625.913169 = -2463816.258629 nChanged 14 SP:Iteration 22Q (1130.774082 sec): 3 clusters Score: Raw -2464452.661103 + Penalty 625.913169 = -2463826.747935 nChanged 9 SP:Iteration 23Q (1130.870454 sec): 3 clusters Score: Raw -2464458.228882 + Penalty 625.913169 = -2463832.315713 nChanged 8 SP:Iteration 24Q (1130.982219 sec): 3 clusters Score: Raw -2464463.529079 + Penalty 625.913169 = -2463837.615910 nChanged 4 SP:Iteration 25Q (1131.090161 sec): 3 clusters Score: Raw -2464467.738786 + Penalty 625.913169 = -2463841.825617 nChanged 2 SP:Iteration 26Q (1131.195962 sec): 3 clusters Score: Raw -2464468.711548 + Penalty 625.913169 = -2463842.798380 nChanged 2 SP:Iteration 27Q (1131.292837 sec): 3 clusters Score: Raw -2464469.117242 + Penalty 625.913169 = -2463843.204073 nChanged 0 SP:Iteration 28F (1131.400494 sec): 3 clusters Score: Raw -2464469.117242 + Penalty 625.913169 = -2463843.204073 nChanged 0 Trying to split cluster 25 (556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1131.432708 sec): 2 clusters Score: Raw -12380.219889 + Penalty 173.821128 = -12206.398761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1131.481165 sec): 3 clusters Score: Raw -12113.752211 + Penalty 347.642256 = -11766.109955 nChanged 222 SP:Iteration 1F (1131.517223 sec): 3 clusters Score: Raw -12272.091478 + Penalty 347.642256 = -11924.449222 nChanged 39 SP:Iteration 2F (1131.576191 sec): 3 clusters Score: Raw -12309.373538 + Penalty 347.642256 = -11961.731281 nChanged 23 SP:Iteration 3Q (1131.620742 sec): 3 clusters Score: Raw -12331.707922 + Penalty 347.642256 = -11984.065666 nChanged 19 SP:Iteration 4Q (1131.663207 sec): 3 clusters Score: Raw -12352.809978 + Penalty 347.642256 = -12005.167721 nChanged 15 SP:Iteration 5Q (1131.712108 sec): 3 clusters Score: Raw -12369.289328 + Penalty 347.642256 = -12021.647071 nChanged 10 SP:Iteration 6Q (1131.750658 sec): 3 clusters Score: Raw -12379.860732 + Penalty 347.642256 = -12032.218476 nChanged 10 SP:Iteration 7Q (1131.798761 sec): 3 clusters Score: Raw -12388.148890 + Penalty 347.642256 = -12040.506634 nChanged 11 SP:Iteration 8Q (1131.843814 sec): 3 clusters Score: Raw -12399.259110 + Penalty 347.642256 = -12051.616854 nChanged 12 SP:Iteration 9Q (1131.878940 sec): 3 clusters Score: Raw -12408.384114 + Penalty 347.642256 = -12060.741858 nChanged 10 SP:Iteration 10Q (1131.920474 sec): 3 clusters Score: Raw -12419.716268 + Penalty 347.642256 = -12072.074012 nChanged 12 SP:Iteration 11Q (1131.972249 sec): 3 clusters Score: Raw -12430.595046 + Penalty 347.642256 = -12082.952790 nChanged 11 SP:Iteration 12Q (1132.016742 sec): 3 clusters Score: Raw -12441.926489 + Penalty 347.642256 = -12094.284233 nChanged 9 SP:Iteration 13Q (1132.058576 sec): 3 clusters Score: Raw -12449.386472 + Penalty 347.642256 = -12101.744216 nChanged 9 SP:Iteration 14Q (1132.102643 sec): 3 clusters Score: Raw -12456.834809 + Penalty 347.642256 = -12109.192553 nChanged 10 SP:Iteration 15Q (1132.151854 sec): 3 clusters Score: Raw -12465.666343 + Penalty 347.642256 = -12118.024087 nChanged 8 SP:Iteration 16Q (1132.194049 sec): 3 clusters Score: Raw -12475.209653 + Penalty 347.642256 = -12127.567397 nChanged 9 SP:Iteration 17Q (1132.231039 sec): 3 clusters Score: Raw -12490.878322 + Penalty 347.642256 = -12143.236065 nChanged 8 SP:Iteration 18Q (1132.288228 sec): 3 clusters Score: Raw -12508.895998 + Penalty 347.642256 = -12161.253742 nChanged 13 SP:Iteration 19Q (1132.338490 sec): 3 clusters Score: Raw -12536.835341 + Penalty 347.642256 = -12189.193085 nChanged 13 SP:Iteration 20F (1132.382251 sec): 3 clusters Score: Raw -12549.964467 + Penalty 347.642256 = -12202.322211 nChanged 7 SP:Iteration 21Q (1132.423788 sec): 3 clusters Score: Raw -12567.340739 + Penalty 347.642256 = -12219.698483 nChanged 5 SP:Iteration 22Q (1132.465471 sec): 3 clusters Score: Raw -12572.139322 + Penalty 347.642256 = -12224.497066 nChanged 2 SP:Iteration 23Q (1132.502761 sec): 3 clusters Score: Raw -12574.790553 + Penalty 347.642256 = -12227.148297 nChanged 0 SP:Iteration 24F (1132.543744 sec): 3 clusters Score: Raw -12574.790553 + Penalty 347.642256 = -12227.148297 nChanged 0 Score: Raw -7174191.295724 + Penalty 9983.031758 = -7164208.263966 Splitting cluster 25 changes total score from -7164357.935776 to -7164208.263966 So it's not getting split. Trying to split cluster 26 (1374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1135.192313 sec): 2 clusters Score: Raw -26580.765900 + Penalty 198.700741 = -26382.065160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1135.228182 sec): 3 clusters Score: Raw -25849.986272 + Penalty 397.401481 = -25452.584791 nChanged 575 SP:Iteration 1F (1135.271802 sec): 3 clusters Score: Raw -26215.022710 + Penalty 397.401481 = -25817.621229 nChanged 99 SP:Iteration 2F (1135.319574 sec): 3 clusters Score: Raw -26296.403918 + Penalty 397.401481 = -25899.002437 nChanged 99 SP:Iteration 3F (1135.373208 sec): 3 clusters Score: Raw -26353.396104 + Penalty 397.401481 = -25955.994623 nChanged 81 SP:Iteration 4F (1135.424114 sec): 3 clusters Score: Raw -26403.470480 + Penalty 397.401481 = -26006.068999 nChanged 76 SP:Iteration 5F (1135.463323 sec): 3 clusters Score: Raw -26441.068033 + Penalty 397.401481 = -26043.666552 nChanged 52 SP:Iteration 6Q (1135.506041 sec): 3 clusters Score: Raw -26469.603208 + Penalty 397.401481 = -26072.201727 nChanged 41 SP:Iteration 7Q (1135.555940 sec): 3 clusters Score: Raw -26483.553477 + Penalty 397.401481 = -26086.151996 nChanged 24 SP:Iteration 8Q (1135.604995 sec): 3 clusters Score: Raw -26494.175968 + Penalty 397.401481 = -26096.774487 nChanged 25 SP:Iteration 9Q (1135.653213 sec): 3 clusters Score: Raw -26506.381705 + Penalty 397.401481 = -26108.980224 nChanged 20 SP:Iteration 10Q (1135.703845 sec): 3 clusters Score: Raw -26518.717196 + Penalty 397.401481 = -26121.315715 nChanged 22 SP:Iteration 11Q (1135.742919 sec): 3 clusters Score: Raw -26528.792464 + Penalty 397.401481 = -26131.390983 nChanged 19 SP:Iteration 12Q (1135.803246 sec): 3 clusters Score: Raw -26535.000399 + Penalty 397.401481 = -26137.598918 nChanged 13 SP:Iteration 13Q (1135.849397 sec): 3 clusters Score: Raw -26538.166518 + Penalty 397.401481 = -26140.765037 nChanged 8 SP:Iteration 14Q (1135.889928 sec): 3 clusters Score: Raw -26540.737926 + Penalty 397.401481 = -26143.336445 nChanged 5 SP:Iteration 15Q (1135.931858 sec): 3 clusters Score: Raw -26542.039835 + Penalty 397.401481 = -26144.638354 nChanged 8 SP:Iteration 16Q (1135.967968 sec): 3 clusters Score: Raw -26544.213785 + Penalty 397.401481 = -26146.812304 nChanged 5 SP:Iteration 17Q (1136.015165 sec): 3 clusters Score: Raw -26548.415177 + Penalty 397.401481 = -26151.013696 nChanged 13 SP:Iteration 18Q (1136.064667 sec): 3 clusters Score: Raw -26557.817912 + Penalty 397.401481 = -26160.416431 nChanged 9 SP:Iteration 19Q (1136.111590 sec): 3 clusters Score: Raw -26562.982608 + Penalty 397.401481 = -26165.581127 nChanged 12 SP:Iteration 20F (1136.148147 sec): 3 clusters Score: Raw -26570.528888 + Penalty 397.401481 = -26173.127407 nChanged 11 SP:Iteration 21Q (1136.198621 sec): 3 clusters Score: Raw -26576.232157 + Penalty 397.401481 = -26178.830676 nChanged 10 SP:Iteration 22Q (1136.243514 sec): 3 clusters Score: Raw -26579.722149 + Penalty 397.401481 = -26182.320668 nChanged 9 SP:Iteration 23Q (1136.291043 sec): 3 clusters Score: Raw -26585.039893 + Penalty 397.401481 = -26187.638412 nChanged 8 SP:Iteration 24Q (1136.326232 sec): 3 clusters Score: Raw -26593.211318 + Penalty 397.401481 = -26195.809837 nChanged 13 SP:Iteration 25Q (1136.370503 sec): 3 clusters Score: Raw -26601.303563 + Penalty 397.401481 = -26203.902082 nChanged 15 SP:Iteration 26Q (1136.415916 sec): 3 clusters Score: Raw -26610.804282 + Penalty 397.401481 = -26213.402801 nChanged 13 SP:Iteration 27Q (1136.462909 sec): 3 clusters Score: Raw -26618.362511 + Penalty 397.401481 = -26220.961030 nChanged 9 SP:Iteration 28Q (1136.506955 sec): 3 clusters Score: Raw -26622.374541 + Penalty 397.401481 = -26224.973060 nChanged 8 SP:Iteration 29Q (1136.553286 sec): 3 clusters Score: Raw -26626.512432 + Penalty 397.401481 = -26229.110951 nChanged 7 SP:Iteration 30Q (1136.611431 sec): 3 clusters Score: Raw -26628.939686 + Penalty 397.401481 = -26231.538205 nChanged 1 SP:Iteration 31Q (1136.663042 sec): 3 clusters Score: Raw -26629.937601 + Penalty 397.401481 = -26232.536120 nChanged 3 SP:Iteration 32Q (1136.703804 sec): 3 clusters Score: Raw -26632.033211 + Penalty 397.401481 = -26234.631730 nChanged 7 SP:Iteration 33Q (1136.755530 sec): 3 clusters Score: Raw -26637.848956 + Penalty 397.401481 = -26240.447475 nChanged 6 SP:Iteration 34Q (1136.798437 sec): 3 clusters Score: Raw -26642.919005 + Penalty 397.401481 = -26245.517524 nChanged 4 SP:Iteration 35Q (1136.846737 sec): 3 clusters Score: Raw -26645.606724 + Penalty 397.401481 = -26248.205243 nChanged 7 SP:Iteration 36Q (1136.882283 sec): 3 clusters Score: Raw -26649.991594 + Penalty 397.401481 = -26252.590113 nChanged 7 SP:Iteration 37Q (1136.933423 sec): 3 clusters Score: Raw -26656.567546 + Penalty 397.401481 = -26259.166065 nChanged 8 SP:Iteration 38Q (1136.972914 sec): 3 clusters Score: Raw -26664.234231 + Penalty 397.401481 = -26266.832750 nChanged 6 SP:Iteration 39Q (1137.023504 sec): 3 clusters Score: Raw -26668.405281 + Penalty 397.401481 = -26271.003800 nChanged 4 SP:Iteration 40F (1137.056637 sec): 3 clusters Score: Raw -26670.076639 + Penalty 397.401481 = -26272.675158 nChanged 1 SP:Iteration 41Q (1137.110689 sec): 3 clusters Score: Raw -26670.539248 + Penalty 397.401481 = -26273.137767 nChanged 1 SP:Iteration 42Q (1137.145610 sec): 3 clusters Score: Raw -26670.883940 + Penalty 397.401481 = -26273.482459 nChanged 1 SP:Iteration 43Q (1137.191201 sec): 3 clusters Score: Raw -26671.434146 + Penalty 397.401481 = -26274.032665 nChanged 0 SP:Iteration 44F (1137.242268 sec): 3 clusters Score: Raw -26671.434146 + Penalty 397.401481 = -26274.032665 nChanged 0 Trying to split cluster 27 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1137.260489 sec): 2 clusters Score: Raw -3511.062987 + Penalty 136.090897 = -3374.972090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1137.302237 sec): 3 clusters Score: Raw -3482.353076 + Penalty 272.181794 = -3210.171282 nChanged 35 SP:Iteration 1F (1137.348513 sec): 3 clusters Score: Raw -3530.160250 + Penalty 272.181794 = -3257.978456 nChanged 17 SP:Iteration 2F (1137.389224 sec): 3 clusters Score: Raw -3564.727574 + Penalty 272.181794 = -3292.545781 nChanged 8 SP:Iteration 3F (1137.431420 sec): 3 clusters Score: Raw -3577.162939 + Penalty 272.181794 = -3304.981145 nChanged 6 SP:Iteration 4Q (1137.466467 sec): 3 clusters Score: Raw -3583.794031 + Penalty 272.181794 = -3311.612237 nChanged 3 SP:Iteration 5Q (1137.517470 sec): 3 clusters Score: Raw -3593.349873 + Penalty 272.181794 = -3321.168079 nChanged 1 SP:Iteration 6Q (1137.566245 sec): 3 clusters Score: Raw -3595.952117 + Penalty 272.181794 = -3323.770323 nChanged 1 SP:Iteration 7Q (1137.612738 sec): 3 clusters Score: Raw -3597.016784 + Penalty 272.181794 = -3324.834990 nChanged 0 SP:Iteration 8F (1137.649054 sec): 3 clusters Score: Raw -3597.016784 + Penalty 272.181794 = -3324.834990 nChanged 0 Trying to split cluster 28 (14112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1137.696234 sec): 2 clusters Score: Raw -444086.664159 + Penalty 262.756471 = -443823.907687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1137.747400 sec): 3 clusters Score: Raw -434860.140722 + Penalty 525.512943 = -434334.627779 nChanged 6752 SP:Iteration 1F (1137.791700 sec): 3 clusters Score: Raw -438922.306527 + Penalty 525.512943 = -438396.793584 nChanged 719 SP:Iteration 2F (1137.839258 sec): 3 clusters Score: Raw -439229.599025 + Penalty 525.512943 = -438704.086082 nChanged 714 SP:Iteration 3F (1137.893056 sec): 3 clusters Score: Raw -439580.765306 + Penalty 525.512943 = -439055.252364 nChanged 694 SP:Iteration 4Q (1137.958563 sec): 3 clusters Score: Raw -440042.836567 + Penalty 525.512943 = -439517.323624 nChanged 711 SP:Iteration 5F (1138.016517 sec): 3 clusters Score: Raw -440553.002109 + Penalty 525.512943 = -440027.489166 nChanged 725 SP:Iteration 6F (1138.069332 sec): 3 clusters Score: Raw -441024.909053 + Penalty 525.512943 = -440499.396110 nChanged 700 SP:Iteration 7Q (1138.128282 sec): 3 clusters Score: Raw -441461.260718 + Penalty 525.512943 = -440935.747775 nChanged 647 SP:Iteration 8Q (1138.184463 sec): 3 clusters Score: Raw -441823.116496 + Penalty 525.512943 = -441297.603553 nChanged 546 SP:Iteration 9Q (1138.241674 sec): 3 clusters Score: Raw -442128.992573 + Penalty 525.512943 = -441603.479630 nChanged 522 SP:Iteration 10Q (1138.295605 sec): 3 clusters Score: Raw -442436.433226 + Penalty 525.512943 = -441910.920283 nChanged 464 SP:Iteration 11Q (1138.351292 sec): 3 clusters Score: Raw -442717.081157 + Penalty 525.512943 = -442191.568214 nChanged 395 SP:Iteration 12Q (1138.396008 sec): 3 clusters Score: Raw -442941.619158 + Penalty 525.512943 = -442416.106215 nChanged 380 SP:Iteration 13Q (1138.451999 sec): 3 clusters Score: Raw -443162.724584 + Penalty 525.512943 = -442637.211642 nChanged 342 SP:Iteration 14Q (1138.513310 sec): 3 clusters Score: Raw -443353.804032 + Penalty 525.512943 = -442828.291089 nChanged 291 SP:Iteration 15Q (1138.566968 sec): 3 clusters Score: Raw -443521.511393 + Penalty 525.512943 = -442995.998450 nChanged 258 SP:Iteration 16Q (1138.616958 sec): 3 clusters Score: Raw -443675.002911 + Penalty 525.512943 = -443149.489968 nChanged 208 SP:Iteration 17Q (1138.683362 sec): 3 clusters Score: Raw -443799.060481 + Penalty 525.512943 = -443273.547538 nChanged 155 SP:Iteration 18Q (1138.736533 sec): 3 clusters Score: Raw -443890.368708 + Penalty 525.512943 = -443364.855766 nChanged 101 SP:Iteration 19Q (1138.792261 sec): 3 clusters Score: Raw -443951.548818 + Penalty 525.512943 = -443426.035875 nChanged 81 SP:Iteration 20F (1138.841379 sec): 3 clusters Score: Raw -444002.470355 + Penalty 525.512943 = -443476.957412 nChanged 60 SP:Iteration 21Q (1138.897827 sec): 3 clusters Score: Raw -444037.863359 + Penalty 525.512943 = -443512.350416 nChanged 28 SP:Iteration 22Q (1138.956520 sec): 3 clusters Score: Raw -444054.047672 + Penalty 525.512943 = -443528.534729 nChanged 27 SP:Iteration 23Q (1139.010061 sec): 3 clusters Score: Raw -444069.444593 + Penalty 525.512943 = -443543.931650 nChanged 24 SP:Iteration 24Q (1139.068522 sec): 3 clusters Score: Raw -444082.872150 + Penalty 525.512943 = -443557.359207 nChanged 21 SP:Iteration 25Q (1139.127888 sec): 3 clusters Score: Raw -444091.606623 + Penalty 525.512943 = -443566.093680 nChanged 9 SP:Iteration 26Q (1139.176086 sec): 3 clusters Score: Raw -444097.093717 + Penalty 525.512943 = -443571.580775 nChanged 9 SP:Iteration 27Q (1139.238430 sec): 3 clusters Score: Raw -444105.039671 + Penalty 525.512943 = -443579.526728 nChanged 4 SP:Iteration 28Q (1139.292730 sec): 3 clusters Score: Raw -444109.718194 + Penalty 525.512943 = -443584.205252 nChanged 2 SP:Iteration 29Q (1139.338444 sec): 3 clusters Score: Raw -444110.853898 + Penalty 525.512943 = -443585.340955 nChanged 2 SP:Iteration 30Q (1139.394300 sec): 3 clusters Score: Raw -444111.768136 + Penalty 525.512943 = -443586.255193 nChanged 1 SP:Iteration 31Q (1139.457806 sec): 3 clusters Score: Raw -444112.445978 + Penalty 525.512943 = -443586.933036 nChanged 2 SP:Iteration 32Q (1139.508373 sec): 3 clusters Score: Raw -444113.766133 + Penalty 525.512943 = -443588.253190 nChanged 2 SP:Iteration 33Q (1139.558119 sec): 3 clusters Score: Raw -444115.712449 + Penalty 525.512943 = -443590.199507 nChanged 2 SP:Iteration 34Q (1139.608209 sec): 3 clusters Score: Raw -444116.640510 + Penalty 525.512943 = -443591.127567 nChanged 3 SP:Iteration 35Q (1139.667403 sec): 3 clusters Score: Raw -444117.949843 + Penalty 525.512943 = -443592.436900 nChanged 0 SP:Iteration 36F (1139.734989 sec): 3 clusters Score: Raw -444117.949843 + Penalty 525.512943 = -443592.436900 nChanged 0 Time taken for this iteration:1138.383476 seconds. 20->29 Clusters: Score -7164357.935776, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 273186 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 9 (960 points): Lose 33.198064 but Gain 344.242474 Iteration 0F (1141.688716 sec): 20 clusters Score: Raw -5859017.192090 + Penalty 6540.607014 = -5852476.585076 nChanged 259155 Iteration 1F (1143.497403 sec): 20 clusters Score: Raw -6693565.013984 + Penalty 6540.607014 = -6687024.406970 nChanged 81994 Iteration 2F (1145.247897 sec): 20 clusters Score: Raw -6815788.929437 + Penalty 6540.607014 = -6809248.322423 nChanged 51637 Iteration 3F (1147.020384 sec): 20 clusters Score: Raw -6898087.066359 + Penalty 6540.607014 = -6891546.459345 nChanged 38763 Iteration 4F (1148.784721 sec): 20 clusters Score: Raw -6961045.566719 + Penalty 6540.607014 = -6954504.959705 nChanged 32464 Iteration 5F (1150.571043 sec): 20 clusters Score: Raw -7003633.729014 + Penalty 6540.607014 = -6997093.121999 nChanged 27863 Deleting Class 2 (280 points): Lose 325.115371 but Gain 344.242474 Iteration 6F (1152.346471 sec): 19 clusters Score: Raw -7039119.302166 + Penalty 6196.364540 = -7032922.937626 nChanged 24448 Iteration 7F (1154.024438 sec): 19 clusters Score: Raw -7069872.544452 + Penalty 6196.364540 = -7063676.179912 nChanged 20487 Iteration 8F (1155.701546 sec): 19 clusters Score: Raw -7093997.219727 + Penalty 6196.364540 = -7087800.855188 nChanged 16548 Iteration 9F (1157.403066 sec): 19 clusters Score: Raw -7114224.371249 + Penalty 6196.364540 = -7108028.006710 nChanged 13192 Iteration 10Q (1158.819507 sec): 19 clusters Score: Raw -7126533.433618 + Penalty 6196.364540 = -7120337.069078 nChanged 10513 Iteration 11Q (1160.059201 sec): 19 clusters Score: Raw -7133781.667948 + Penalty 6196.364540 = -7127585.303409 nChanged 8127 Iteration 12Q (1161.402388 sec): 19 clusters Score: Raw -7138367.239818 + Penalty 6196.364540 = -7132170.875278 nChanged 6479 Iteration 13Q (1162.625000 sec): 19 clusters Score: Raw -7141476.395531 + Penalty 6196.364540 = -7135280.030991 nChanged 5346 Iteration 14Q (1163.858506 sec): 19 clusters Score: Raw -7143578.565498 + Penalty 6196.364540 = -7137382.200958 nChanged 4283 Iteration 15Q (1165.172547 sec): 19 clusters Score: Raw -7144940.301809 + Penalty 6196.364540 = -7138743.937269 nChanged 3397 Iteration 16Q (1166.454892 sec): 19 clusters Score: Raw -7145859.552656 + Penalty 6196.364540 = -7139663.188116 nChanged 2722 Iteration 17Q (1167.718100 sec): 19 clusters Score: Raw -7146515.925761 + Penalty 6196.364540 = -7140319.561221 nChanged 2320 Iteration 18Q (1168.968554 sec): 19 clusters Score: Raw -7147030.709411 + Penalty 6196.364540 = -7140834.344872 nChanged 1932 Iteration 19Q (1170.098047 sec): 19 clusters Score: Raw -7147441.597718 + Penalty 6196.364540 = -7141245.233178 nChanged 1722 Writing temp clu file Because OldScore, -7140834.344872, is greater than current (better) Score,-7141245.233178 Compute initial score before splitting: Score: Raw -7147441.597718 + Penalty 6196.364540 = -7141245.233178 Trying to split cluster 1 (1288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1170.202507 sec): 2 clusters Score: Raw -28113.887414 + Penalty 196.923262 = -27916.964151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1170.247247 sec): 3 clusters Score: Raw -27409.594551 + Penalty 393.846525 = -27015.748026 nChanged 533 SP:Iteration 1F (1170.293626 sec): 3 clusters Score: Raw -27788.607917 + Penalty 393.846525 = -27394.761392 nChanged 105 SP:Iteration 2F (1170.333400 sec): 3 clusters Score: Raw -27864.520545 + Penalty 393.846525 = -27470.674020 nChanged 79 SP:Iteration 3F (1170.383097 sec): 3 clusters Score: Raw -27915.453679 + Penalty 393.846525 = -27521.607154 nChanged 58 SP:Iteration 4Q (1170.425393 sec): 3 clusters Score: Raw -27949.874901 + Penalty 393.846525 = -27556.028376 nChanged 39 SP:Iteration 5Q (1170.474460 sec): 3 clusters Score: Raw -27973.954181 + Penalty 393.846525 = -27580.107656 nChanged 36 SP:Iteration 6Q (1170.517115 sec): 3 clusters Score: Raw -27991.700640 + Penalty 393.846525 = -27597.854115 nChanged 28 SP:Iteration 7Q (1170.561653 sec): 3 clusters Score: Raw -28011.310134 + Penalty 393.846525 = -27617.463609 nChanged 30 SP:Iteration 8Q (1170.606062 sec): 3 clusters Score: Raw -28029.930557 + Penalty 393.846525 = -27636.084032 nChanged 33 SP:Iteration 9Q (1170.651363 sec): 3 clusters Score: Raw -28046.368024 + Penalty 393.846525 = -27652.521499 nChanged 28 SP:Iteration 10Q (1170.688901 sec): 3 clusters Score: Raw -28068.578449 + Penalty 393.846525 = -27674.731924 nChanged 27 SP:Iteration 11Q (1170.727713 sec): 3 clusters Score: Raw -28083.538306 + Penalty 393.846525 = -27689.691781 nChanged 30 SP:Iteration 12Q (1170.783178 sec): 3 clusters Score: Raw -28101.157418 + Penalty 393.846525 = -27707.310893 nChanged 19 SP:Iteration 13Q (1170.829442 sec): 3 clusters Score: Raw -28111.497566 + Penalty 393.846525 = -27717.651041 nChanged 18 SP:Iteration 14Q (1170.864918 sec): 3 clusters Score: Raw -28117.421554 + Penalty 393.846525 = -27723.575029 nChanged 15 SP:Iteration 15Q (1170.922755 sec): 3 clusters Score: Raw -28122.537962 + Penalty 393.846525 = -27728.691437 nChanged 10 SP:Iteration 16Q (1170.962094 sec): 3 clusters Score: Raw -28125.514341 + Penalty 393.846525 = -27731.667816 nChanged 6 SP:Iteration 17Q (1171.005984 sec): 3 clusters Score: Raw -28127.066203 + Penalty 393.846525 = -27733.219678 nChanged 5 SP:Iteration 18Q (1171.051953 sec): 3 clusters Score: Raw -28128.227924 + Penalty 393.846525 = -27734.381400 nChanged 6 SP:Iteration 19Q (1171.096754 sec): 3 clusters Score: Raw -28129.398997 + Penalty 393.846525 = -27735.552472 nChanged 3 SP:Iteration 20F (1171.140380 sec): 3 clusters Score: Raw -28129.985523 + Penalty 393.846525 = -27736.138998 nChanged 2 SP:Iteration 21Q (1171.193903 sec): 3 clusters Score: Raw -28130.550411 + Penalty 393.846525 = -27736.703886 nChanged 2 SP:Iteration 22Q (1171.243095 sec): 3 clusters Score: Raw -28130.739750 + Penalty 393.846525 = -27736.893225 nChanged 1 SP:Iteration 23Q (1171.287890 sec): 3 clusters Score: Raw -28130.919916 + Penalty 393.846525 = -27737.073391 nChanged 2 SP:Iteration 24Q (1171.327397 sec): 3 clusters Score: Raw -28131.198840 + Penalty 393.846525 = -27737.352315 nChanged 2 SP:Iteration 25Q (1171.383499 sec): 3 clusters Score: Raw -28131.827791 + Penalty 393.846525 = -27737.981266 nChanged 8 SP:Iteration 26Q (1171.428792 sec): 3 clusters Score: Raw -28134.857562 + Penalty 393.846525 = -27741.011037 nChanged 6 SP:Iteration 27Q (1171.481512 sec): 3 clusters Score: Raw -28136.501758 + Penalty 393.846525 = -27742.655234 nChanged 6 SP:Iteration 28Q (1171.531743 sec): 3 clusters Score: Raw -28138.220652 + Penalty 393.846525 = -27744.374127 nChanged 5 SP:Iteration 29Q (1171.565237 sec): 3 clusters Score: Raw -28139.130841 + Penalty 393.846525 = -27745.284316 nChanged 2 SP:Iteration 30Q (1171.618362 sec): 3 clusters Score: Raw -28139.681550 + Penalty 393.846525 = -27745.835025 nChanged 5 SP:Iteration 31Q (1171.656668 sec): 3 clusters Score: Raw -28141.148509 + Penalty 393.846525 = -27747.301984 nChanged 2 SP:Iteration 32Q (1171.696253 sec): 3 clusters Score: Raw -28141.803566 + Penalty 393.846525 = -27747.957041 nChanged 2 SP:Iteration 33Q (1171.743238 sec): 3 clusters Score: Raw -28142.845050 + Penalty 393.846525 = -27748.998525 nChanged 4 SP:Iteration 34Q (1171.781817 sec): 3 clusters Score: Raw -28144.972473 + Penalty 393.846525 = -27751.125948 nChanged 6 SP:Iteration 35Q (1171.822746 sec): 3 clusters Score: Raw -28148.088301 + Penalty 393.846525 = -27754.241776 nChanged 5 SP:Iteration 36Q (1171.869532 sec): 3 clusters Score: Raw -28149.708805 + Penalty 393.846525 = -27755.862281 nChanged 3 SP:Iteration 37Q (1171.906938 sec): 3 clusters Score: Raw -28150.826665 + Penalty 393.846525 = -27756.980140 nChanged 4 SP:Iteration 38Q (1171.950534 sec): 3 clusters Score: Raw -28152.553782 + Penalty 393.846525 = -27758.707257 nChanged 7 SP:Iteration 39Q (1171.990911 sec): 3 clusters Score: Raw -28155.995017 + Penalty 393.846525 = -27762.148492 nChanged 4 SP:Iteration 40F (1172.033553 sec): 3 clusters Score: Raw -28158.040189 + Penalty 393.846525 = -27764.193664 nChanged 3 SP:Iteration 41Q (1172.077084 sec): 3 clusters Score: Raw -28160.439878 + Penalty 393.846525 = -27766.593353 nChanged 5 SP:Iteration 42Q (1172.129342 sec): 3 clusters Score: Raw -28161.926079 + Penalty 393.846525 = -27768.079554 nChanged 3 SP:Iteration 43Q (1172.173050 sec): 3 clusters Score: Raw -28163.528862 + Penalty 393.846525 = -27769.682337 nChanged 7 SP:Iteration 44Q (1172.205510 sec): 3 clusters Score: Raw -28166.734799 + Penalty 393.846525 = -27772.888274 nChanged 6 SP:Iteration 45Q (1172.253731 sec): 3 clusters Score: Raw -28171.041073 + Penalty 393.846525 = -27777.194549 nChanged 9 SP:Iteration 46Q (1172.290212 sec): 3 clusters Score: Raw -28181.686674 + Penalty 393.846525 = -27787.840150 nChanged 8 SP:Iteration 47Q (1172.334492 sec): 3 clusters Score: Raw -28190.895571 + Penalty 393.846525 = -27797.049046 nChanged 9 SP:Iteration 48Q (1172.378742 sec): 3 clusters Score: Raw -28196.997735 + Penalty 393.846525 = -27803.151210 nChanged 10 SP:Iteration 49Q (1172.422209 sec): 3 clusters Score: Raw -28199.867679 + Penalty 393.846525 = -27806.021154 nChanged 4 SP:Iteration 50Q (1172.460994 sec): 3 clusters Score: Raw -28204.095660 + Penalty 393.846525 = -27810.249136 nChanged 6 SP:Iteration 51Q (1172.502139 sec): 3 clusters Score: Raw -28207.811692 + Penalty 393.846525 = -27813.965167 nChanged 3 SP:Iteration 52Q (1172.547568 sec): 3 clusters Score: Raw -28208.383339 + Penalty 393.846525 = -27814.536815 nChanged 2 SP:Iteration 53Q (1172.605390 sec): 3 clusters Score: Raw -28210.021092 + Penalty 393.846525 = -27816.174567 nChanged 3 SP:Iteration 54Q (1172.638992 sec): 3 clusters Score: Raw -28211.175650 + Penalty 393.846525 = -27817.329125 nChanged 4 SP:Iteration 55Q (1172.694659 sec): 3 clusters Score: Raw -28212.465993 + Penalty 393.846525 = -27818.619468 nChanged 4 SP:Iteration 56Q (1172.744555 sec): 3 clusters Score: Raw -28214.325857 + Penalty 393.846525 = -27820.479332 nChanged 3 SP:Iteration 57Q (1172.791198 sec): 3 clusters Score: Raw -28214.841811 + Penalty 393.846525 = -27820.995286 nChanged 0 SP:Iteration 58F (1172.837442 sec): 3 clusters Score: Raw -28214.841811 + Penalty 393.846525 = -27820.995286 nChanged 0 Trying to split cluster 3 (6390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1172.861873 sec): 2 clusters Score: Raw -197325.218830 + Penalty 240.968463 = -197084.250367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1172.922266 sec): 3 clusters Score: Raw -193321.879590 + Penalty 481.936925 = -192839.942664 nChanged 3014 SP:Iteration 1F (1172.962383 sec): 3 clusters Score: Raw -195489.096391 + Penalty 481.936925 = -195007.159466 nChanged 487 SP:Iteration 2F (1173.009308 sec): 3 clusters Score: Raw -195867.332204 + Penalty 481.936925 = -195385.395279 nChanged 446 SP:Iteration 3F (1173.069754 sec): 3 clusters Score: Raw -196241.843405 + Penalty 481.936925 = -195759.906480 nChanged 403 SP:Iteration 4F (1173.115528 sec): 3 clusters Score: Raw -196574.969445 + Penalty 481.936925 = -196093.032520 nChanged 324 SP:Iteration 5F (1173.165545 sec): 3 clusters Score: Raw -196829.958566 + Penalty 481.936925 = -196348.021641 nChanged 251 SP:Iteration 6Q (1173.218849 sec): 3 clusters Score: Raw -197012.423277 + Penalty 481.936925 = -196530.486352 nChanged 176 SP:Iteration 7Q (1173.261600 sec): 3 clusters Score: Raw -197150.537203 + Penalty 481.936925 = -196668.600278 nChanged 174 SP:Iteration 8Q (1173.317141 sec): 3 clusters Score: Raw -197310.099303 + Penalty 481.936925 = -196828.162378 nChanged 157 SP:Iteration 9Q (1173.364005 sec): 3 clusters Score: Raw -197445.534485 + Penalty 481.936925 = -196963.597560 nChanged 131 SP:Iteration 10Q (1173.423779 sec): 3 clusters Score: Raw -197531.532525 + Penalty 481.936925 = -197049.595600 nChanged 108 SP:Iteration 11Q (1173.467796 sec): 3 clusters Score: Raw -197590.877467 + Penalty 481.936925 = -197108.940542 nChanged 82 SP:Iteration 12Q (1173.518440 sec): 3 clusters Score: Raw -197626.345802 + Penalty 481.936925 = -197144.408877 nChanged 67 SP:Iteration 13Q (1173.571291 sec): 3 clusters Score: Raw -197661.803882 + Penalty 481.936925 = -197179.866957 nChanged 65 SP:Iteration 14Q (1173.628880 sec): 3 clusters Score: Raw -197689.021816 + Penalty 481.936925 = -197207.084891 nChanged 61 SP:Iteration 15Q (1173.678080 sec): 3 clusters Score: Raw -197710.148540 + Penalty 481.936925 = -197228.211615 nChanged 48 SP:Iteration 16Q (1173.725187 sec): 3 clusters Score: Raw -197723.678353 + Penalty 481.936925 = -197241.741428 nChanged 56 SP:Iteration 17Q (1173.771414 sec): 3 clusters Score: Raw -197737.452620 + Penalty 481.936925 = -197255.515695 nChanged 42 SP:Iteration 18Q (1173.821844 sec): 3 clusters Score: Raw -197745.628748 + Penalty 481.936925 = -197263.691823 nChanged 28 SP:Iteration 19Q (1173.884269 sec): 3 clusters Score: Raw -197752.044119 + Penalty 481.936925 = -197270.107194 nChanged 34 SP:Iteration 20F (1173.938824 sec): 3 clusters Score: Raw -197760.080237 + Penalty 481.936925 = -197278.143312 nChanged 24 SP:Iteration 21Q (1173.981734 sec): 3 clusters Score: Raw -197764.089809 + Penalty 481.936925 = -197282.152884 nChanged 23 SP:Iteration 22Q (1174.042470 sec): 3 clusters Score: Raw -197766.751472 + Penalty 481.936925 = -197284.814547 nChanged 15 SP:Iteration 23Q (1174.091878 sec): 3 clusters Score: Raw -197768.630905 + Penalty 481.936925 = -197286.693980 nChanged 16 SP:Iteration 24Q (1174.144497 sec): 3 clusters Score: Raw -197770.425243 + Penalty 481.936925 = -197288.488318 nChanged 17 SP:Iteration 25Q (1174.191967 sec): 3 clusters Score: Raw -197772.055596 + Penalty 481.936925 = -197290.118671 nChanged 10 SP:Iteration 26Q (1174.236994 sec): 3 clusters Score: Raw -197772.594750 + Penalty 481.936925 = -197290.657825 nChanged 7 SP:Iteration 27Q (1174.290362 sec): 3 clusters Score: Raw -197772.912711 + Penalty 481.936925 = -197290.975786 nChanged 3 SP:Iteration 28Q (1174.331421 sec): 3 clusters Score: Raw -197773.129852 + Penalty 481.936925 = -197291.192927 nChanged 5 SP:Iteration 29Q (1174.386831 sec): 3 clusters Score: Raw -197773.491799 + Penalty 481.936925 = -197291.554874 nChanged 5 SP:Iteration 30Q (1174.432866 sec): 3 clusters Score: Raw -197773.695488 + Penalty 481.936925 = -197291.758563 nChanged 4 SP:Iteration 31Q (1174.481977 sec): 3 clusters Score: Raw -197773.810810 + Penalty 481.936925 = -197291.873885 nChanged 3 SP:Iteration 32Q (1174.529837 sec): 3 clusters Score: Raw -197773.910381 + Penalty 481.936925 = -197291.973456 nChanged 3 SP:Iteration 33Q (1174.581463 sec): 3 clusters Score: Raw -197774.000185 + Penalty 481.936925 = -197292.063260 nChanged 2 SP:Iteration 34Q (1174.626893 sec): 3 clusters Score: Raw -197774.022131 + Penalty 481.936925 = -197292.085206 nChanged 0 SP:Iteration 35F (1174.677922 sec): 3 clusters Score: Raw -197774.022131 + Penalty 481.936925 = -197292.085206 nChanged 0 Score: Raw -7148079.052653 + Penalty 6540.607014 = -7141538.445639 Splitting cluster 3 changes total score from -7141245.233178 to -7141538.445639 So it's getting split into cluster 2. Trying to split cluster 4 (2497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1176.336531 sec): 2 clusters Score: Raw -67975.644832 + Penalty 215.128245 = -67760.516586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1176.394308 sec): 3 clusters Score: Raw -66500.707389 + Penalty 430.256491 = -66070.450898 nChanged 1120 SP:Iteration 1F (1176.438982 sec): 3 clusters Score: Raw -67215.697892 + Penalty 430.256491 = -66785.441401 nChanged 231 SP:Iteration 2F (1176.474769 sec): 3 clusters Score: Raw -67395.950348 + Penalty 430.256491 = -66965.693857 nChanged 159 SP:Iteration 3F (1176.530072 sec): 3 clusters Score: Raw -67517.848033 + Penalty 430.256491 = -67087.591542 nChanged 121 SP:Iteration 4Q (1176.577646 sec): 3 clusters Score: Raw -67601.754331 + Penalty 430.256491 = -67171.497840 nChanged 80 SP:Iteration 5Q (1176.621030 sec): 3 clusters Score: Raw -67636.375676 + Penalty 430.256491 = -67206.119185 nChanged 61 SP:Iteration 6Q (1176.660307 sec): 3 clusters Score: Raw -67656.696484 + Penalty 430.256491 = -67226.439993 nChanged 49 SP:Iteration 7Q (1176.706892 sec): 3 clusters Score: Raw -67666.819239 + Penalty 430.256491 = -67236.562748 nChanged 33 SP:Iteration 8Q (1176.747410 sec): 3 clusters Score: Raw -67676.479972 + Penalty 430.256491 = -67246.223481 nChanged 32 SP:Iteration 9Q (1176.799595 sec): 3 clusters Score: Raw -67685.804888 + Penalty 430.256491 = -67255.548397 nChanged 28 SP:Iteration 10Q (1176.842481 sec): 3 clusters Score: Raw -67692.957045 + Penalty 430.256491 = -67262.700554 nChanged 30 SP:Iteration 11Q (1176.891503 sec): 3 clusters Score: Raw -67700.067214 + Penalty 430.256491 = -67269.810723 nChanged 23 SP:Iteration 12Q (1176.931755 sec): 3 clusters Score: Raw -67704.508972 + Penalty 430.256491 = -67274.252481 nChanged 21 SP:Iteration 13Q (1176.976209 sec): 3 clusters Score: Raw -67707.879349 + Penalty 430.256491 = -67277.622858 nChanged 21 SP:Iteration 14Q (1177.031771 sec): 3 clusters Score: Raw -67712.834180 + Penalty 430.256491 = -67282.577689 nChanged 27 SP:Iteration 15Q (1177.064916 sec): 3 clusters Score: Raw -67718.575979 + Penalty 430.256491 = -67288.319489 nChanged 21 SP:Iteration 16Q (1177.114460 sec): 3 clusters Score: Raw -67723.203886 + Penalty 430.256491 = -67292.947395 nChanged 20 SP:Iteration 17Q (1177.167723 sec): 3 clusters Score: Raw -67726.477425 + Penalty 430.256491 = -67296.220934 nChanged 15 SP:Iteration 18Q (1177.212493 sec): 3 clusters Score: Raw -67727.921798 + Penalty 430.256491 = -67297.665307 nChanged 12 SP:Iteration 19Q (1177.251716 sec): 3 clusters Score: Raw -67729.814461 + Penalty 430.256491 = -67299.557970 nChanged 22 SP:Iteration 20F (1177.312120 sec): 3 clusters Score: Raw -67735.289096 + Penalty 430.256491 = -67305.032605 nChanged 31 SP:Iteration 21Q (1177.362293 sec): 3 clusters Score: Raw -67745.487286 + Penalty 430.256491 = -67315.230795 nChanged 39 SP:Iteration 22Q (1177.406684 sec): 3 clusters Score: Raw -67758.527313 + Penalty 430.256491 = -67328.270822 nChanged 34 SP:Iteration 23Q (1177.448900 sec): 3 clusters Score: Raw -67770.519179 + Penalty 430.256491 = -67340.262688 nChanged 45 SP:Iteration 24Q (1177.498071 sec): 3 clusters Score: Raw -67786.730305 + Penalty 430.256491 = -67356.473814 nChanged 41 SP:Iteration 25Q (1177.548749 sec): 3 clusters Score: Raw -67802.278330 + Penalty 430.256491 = -67372.021839 nChanged 46 SP:Iteration 26Q (1177.607988 sec): 3 clusters Score: Raw -67824.300893 + Penalty 430.256491 = -67394.044402 nChanged 50 SP:Iteration 27Q (1177.659534 sec): 3 clusters Score: Raw -67844.805761 + Penalty 430.256491 = -67414.549270 nChanged 37 SP:Iteration 28Q (1177.701108 sec): 3 clusters Score: Raw -67857.814976 + Penalty 430.256491 = -67427.558485 nChanged 33 SP:Iteration 29Q (1177.744301 sec): 3 clusters Score: Raw -67871.214440 + Penalty 430.256491 = -67440.957949 nChanged 39 SP:Iteration 30Q (1177.788246 sec): 3 clusters Score: Raw -67885.253184 + Penalty 430.256491 = -67454.996693 nChanged 32 SP:Iteration 31Q (1177.836239 sec): 3 clusters Score: Raw -67897.076976 + Penalty 430.256491 = -67466.820485 nChanged 31 SP:Iteration 32Q (1177.881901 sec): 3 clusters Score: Raw -67908.724645 + Penalty 430.256491 = -67478.468154 nChanged 23 SP:Iteration 33Q (1177.924600 sec): 3 clusters Score: Raw -67915.908745 + Penalty 430.256491 = -67485.652254 nChanged 28 SP:Iteration 34Q (1177.979538 sec): 3 clusters Score: Raw -67925.672691 + Penalty 430.256491 = -67495.416200 nChanged 35 SP:Iteration 35Q (1178.029195 sec): 3 clusters Score: Raw -67937.887875 + Penalty 430.256491 = -67507.631384 nChanged 34 SP:Iteration 36Q (1178.068418 sec): 3 clusters Score: Raw -67948.820893 + Penalty 430.256491 = -67518.564402 nChanged 35 SP:Iteration 37Q (1178.112030 sec): 3 clusters Score: Raw -67965.161143 + Penalty 430.256491 = -67534.904652 nChanged 34 SP:Iteration 38Q (1178.176053 sec): 3 clusters Score: Raw -67985.748379 + Penalty 430.256491 = -67555.491888 nChanged 39 SP:Iteration 39Q (1178.223721 sec): 3 clusters Score: Raw -68006.843340 + Penalty 430.256491 = -67576.586849 nChanged 33 SP:Iteration 40F (1178.274624 sec): 3 clusters Score: Raw -68022.958171 + Penalty 430.256491 = -67592.701681 nChanged 23 SP:Iteration 41Q (1178.329091 sec): 3 clusters Score: Raw -68032.777159 + Penalty 430.256491 = -67602.520668 nChanged 24 SP:Iteration 42Q (1178.377745 sec): 3 clusters Score: Raw -68040.717063 + Penalty 430.256491 = -67610.460572 nChanged 22 SP:Iteration 43Q (1178.426807 sec): 3 clusters Score: Raw -68047.571078 + Penalty 430.256491 = -67617.314587 nChanged 13 SP:Iteration 44Q (1178.461634 sec): 3 clusters Score: Raw -68050.889469 + Penalty 430.256491 = -67620.632978 nChanged 10 SP:Iteration 45Q (1178.521872 sec): 3 clusters Score: Raw -68052.226317 + Penalty 430.256491 = -67621.969826 nChanged 2 SP:Iteration 46Q (1178.559719 sec): 3 clusters Score: Raw -68052.362537 + Penalty 430.256491 = -67622.106046 nChanged 1 SP:Iteration 47Q (1178.608220 sec): 3 clusters Score: Raw -68052.518502 + Penalty 430.256491 = -67622.262011 nChanged 0 SP:Iteration 48F (1178.667221 sec): 3 clusters Score: Raw -68052.518502 + Penalty 430.256491 = -67622.262011 nChanged 0 Trying to split cluster 5 (1064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1178.680636 sec): 2 clusters Score: Raw -31530.946856 + Penalty 191.669243 = -31339.277613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1178.740643 sec): 3 clusters Score: Raw -30955.854290 + Penalty 383.338487 = -30572.515803 nChanged 438 SP:Iteration 1F (1178.787119 sec): 3 clusters Score: Raw -31212.551320 + Penalty 383.338487 = -30829.212834 nChanged 74 SP:Iteration 2F (1178.836627 sec): 3 clusters Score: Raw -31254.867310 + Penalty 383.338487 = -30871.528823 nChanged 65 SP:Iteration 3F (1178.872677 sec): 3 clusters Score: Raw -31295.408576 + Penalty 383.338487 = -30912.070089 nChanged 61 SP:Iteration 4F (1178.921250 sec): 3 clusters Score: Raw -31329.605521 + Penalty 383.338487 = -30946.267034 nChanged 44 SP:Iteration 5Q (1178.970662 sec): 3 clusters Score: Raw -31361.967446 + Penalty 383.338487 = -30978.628959 nChanged 38 SP:Iteration 6Q (1179.026403 sec): 3 clusters Score: Raw -31384.222692 + Penalty 383.338487 = -31000.884205 nChanged 32 SP:Iteration 7Q (1179.068014 sec): 3 clusters Score: Raw -31402.432265 + Penalty 383.338487 = -31019.093778 nChanged 23 SP:Iteration 8Q (1179.117197 sec): 3 clusters Score: Raw -31412.957146 + Penalty 383.338487 = -31029.618660 nChanged 14 SP:Iteration 9Q (1179.160298 sec): 3 clusters Score: Raw -31419.327107 + Penalty 383.338487 = -31035.988620 nChanged 17 SP:Iteration 10Q (1179.203373 sec): 3 clusters Score: Raw -31426.360209 + Penalty 383.338487 = -31043.021722 nChanged 21 SP:Iteration 11Q (1179.248712 sec): 3 clusters Score: Raw -31433.967005 + Penalty 383.338487 = -31050.628518 nChanged 9 SP:Iteration 12Q (1179.292226 sec): 3 clusters Score: Raw -31442.889448 + Penalty 383.338487 = -31059.550961 nChanged 13 SP:Iteration 13Q (1179.336691 sec): 3 clusters Score: Raw -31448.640084 + Penalty 383.338487 = -31065.301597 nChanged 7 SP:Iteration 14Q (1179.371350 sec): 3 clusters Score: Raw -31450.561866 + Penalty 383.338487 = -31067.223379 nChanged 3 SP:Iteration 15Q (1179.420293 sec): 3 clusters Score: Raw -31451.136309 + Penalty 383.338487 = -31067.797823 nChanged 2 SP:Iteration 16Q (1179.462997 sec): 3 clusters Score: Raw -31451.719253 + Penalty 383.338487 = -31068.380766 nChanged 3 SP:Iteration 17Q (1179.509754 sec): 3 clusters Score: Raw -31453.300812 + Penalty 383.338487 = -31069.962325 nChanged 3 SP:Iteration 18Q (1179.552939 sec): 3 clusters Score: Raw -31456.231171 + Penalty 383.338487 = -31072.892684 nChanged 8 SP:Iteration 19Q (1179.592878 sec): 3 clusters Score: Raw -31460.443307 + Penalty 383.338487 = -31077.104820 nChanged 6 SP:Iteration 20F (1179.632938 sec): 3 clusters Score: Raw -31463.973719 + Penalty 383.338487 = -31080.635232 nChanged 7 SP:Iteration 21Q (1179.675146 sec): 3 clusters Score: Raw -31467.182293 + Penalty 383.338487 = -31083.843806 nChanged 5 SP:Iteration 22Q (1179.711692 sec): 3 clusters Score: Raw -31469.215637 + Penalty 383.338487 = -31085.877151 nChanged 7 SP:Iteration 23Q (1179.754394 sec): 3 clusters Score: Raw -31472.265062 + Penalty 383.338487 = -31088.926575 nChanged 10 SP:Iteration 24Q (1179.802538 sec): 3 clusters Score: Raw -31476.746936 + Penalty 383.338487 = -31093.408449 nChanged 8 SP:Iteration 25Q (1179.852021 sec): 3 clusters Score: Raw -31479.055255 + Penalty 383.338487 = -31095.716768 nChanged 8 SP:Iteration 26Q (1179.887829 sec): 3 clusters Score: Raw -31481.924198 + Penalty 383.338487 = -31098.585711 nChanged 6 SP:Iteration 27Q (1179.930811 sec): 3 clusters Score: Raw -31484.712406 + Penalty 383.338487 = -31101.373919 nChanged 5 SP:Iteration 28Q (1179.973155 sec): 3 clusters Score: Raw -31486.849164 + Penalty 383.338487 = -31103.510678 nChanged 6 SP:Iteration 29Q (1180.021473 sec): 3 clusters Score: Raw -31489.621603 + Penalty 383.338487 = -31106.283117 nChanged 5 SP:Iteration 30Q (1180.058349 sec): 3 clusters Score: Raw -31491.172411 + Penalty 383.338487 = -31107.833924 nChanged 5 SP:Iteration 31Q (1180.114648 sec): 3 clusters Score: Raw -31493.080293 + Penalty 383.338487 = -31109.741806 nChanged 4 SP:Iteration 32Q (1180.160601 sec): 3 clusters Score: Raw -31496.235944 + Penalty 383.338487 = -31112.897457 nChanged 6 SP:Iteration 33Q (1180.195347 sec): 3 clusters Score: Raw -31499.170591 + Penalty 383.338487 = -31115.832104 nChanged 5 SP:Iteration 34Q (1180.239540 sec): 3 clusters Score: Raw -31501.036028 + Penalty 383.338487 = -31117.697541 nChanged 7 SP:Iteration 35Q (1180.277509 sec): 3 clusters Score: Raw -31505.216517 + Penalty 383.338487 = -31121.878030 nChanged 10 SP:Iteration 36Q (1180.319080 sec): 3 clusters Score: Raw -31509.306832 + Penalty 383.338487 = -31125.968345 nChanged 9 SP:Iteration 37Q (1180.367482 sec): 3 clusters Score: Raw -31512.459911 + Penalty 383.338487 = -31129.121424 nChanged 5 SP:Iteration 38Q (1180.421107 sec): 3 clusters Score: Raw -31513.542256 + Penalty 383.338487 = -31130.203769 nChanged 7 SP:Iteration 39Q (1180.464003 sec): 3 clusters Score: Raw -31518.690442 + Penalty 383.338487 = -31135.351955 nChanged 9 SP:Iteration 40F (1180.506148 sec): 3 clusters Score: Raw -31526.675027 + Penalty 383.338487 = -31143.336540 nChanged 13 SP:Iteration 41Q (1180.550583 sec): 3 clusters Score: Raw -31534.523948 + Penalty 383.338487 = -31151.185461 nChanged 6 SP:Iteration 42Q (1180.583004 sec): 3 clusters Score: Raw -31536.760493 + Penalty 383.338487 = -31153.422006 nChanged 2 SP:Iteration 43Q (1180.633017 sec): 3 clusters Score: Raw -31538.058557 + Penalty 383.338487 = -31154.720070 nChanged 3 SP:Iteration 44Q (1180.673881 sec): 3 clusters Score: Raw -31538.971996 + Penalty 383.338487 = -31155.633509 nChanged 2 SP:Iteration 45Q (1180.718415 sec): 3 clusters Score: Raw -31539.505591 + Penalty 383.338487 = -31156.167104 nChanged 2 SP:Iteration 46Q (1180.752303 sec): 3 clusters Score: Raw -31540.011161 + Penalty 383.338487 = -31156.672674 nChanged 2 SP:Iteration 47Q (1180.799689 sec): 3 clusters Score: Raw -31540.322147 + Penalty 383.338487 = -31156.983660 nChanged 1 SP:Iteration 48Q (1180.847052 sec): 3 clusters Score: Raw -31540.443346 + Penalty 383.338487 = -31157.104859 nChanged 1 SP:Iteration 49Q (1180.884782 sec): 3 clusters Score: Raw -31540.691049 + Penalty 383.338487 = -31157.352562 nChanged 1 SP:Iteration 50Q (1180.938645 sec): 3 clusters Score: Raw -31540.759322 + Penalty 383.338487 = -31157.420836 nChanged 0 SP:Iteration 51F (1180.976749 sec): 3 clusters Score: Raw -31540.759322 + Penalty 383.338487 = -31157.420836 nChanged 0 Trying to split cluster 6 (11152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1181.004810 sec): 2 clusters Score: Raw -284997.573625 + Penalty 256.282789 = -284741.290836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1181.054175 sec): 3 clusters Score: Raw -277950.751113 + Penalty 512.565577 = -277438.185535 nChanged 5232 SP:Iteration 1F (1181.103207 sec): 3 clusters Score: Raw -281218.270039 + Penalty 512.565577 = -280705.704462 nChanged 847 SP:Iteration 2F (1181.156796 sec): 3 clusters Score: Raw -281761.247087 + Penalty 512.565577 = -281248.681509 nChanged 985 SP:Iteration 3F (1181.214506 sec): 3 clusters Score: Raw -282487.136945 + Penalty 512.565577 = -281974.571368 nChanged 858 SP:Iteration 4F (1181.258252 sec): 3 clusters Score: Raw -283093.624331 + Penalty 512.565577 = -282581.058754 nChanged 623 SP:Iteration 5F (1181.311754 sec): 3 clusters Score: Raw -283509.894158 + Penalty 512.565577 = -282997.328580 nChanged 494 SP:Iteration 6Q (1181.375054 sec): 3 clusters Score: Raw -283813.420457 + Penalty 512.565577 = -283300.854880 nChanged 400 SP:Iteration 7Q (1181.426453 sec): 3 clusters Score: Raw -284004.425075 + Penalty 512.565577 = -283491.859497 nChanged 337 SP:Iteration 8Q (1181.472257 sec): 3 clusters Score: Raw -284162.677928 + Penalty 512.565577 = -283650.112350 nChanged 288 SP:Iteration 9Q (1181.530638 sec): 3 clusters Score: Raw -284306.684524 + Penalty 512.565577 = -283794.118947 nChanged 235 SP:Iteration 10Q (1181.584437 sec): 3 clusters Score: Raw -284438.057815 + Penalty 512.565577 = -283925.492238 nChanged 213 SP:Iteration 11Q (1181.629533 sec): 3 clusters Score: Raw -284556.601861 + Penalty 512.565577 = -284044.036284 nChanged 170 SP:Iteration 12Q (1181.674939 sec): 3 clusters Score: Raw -284655.225552 + Penalty 512.565577 = -284142.659975 nChanged 150 SP:Iteration 13Q (1181.728269 sec): 3 clusters Score: Raw -284742.642567 + Penalty 512.565577 = -284230.076989 nChanged 113 SP:Iteration 14Q (1181.782437 sec): 3 clusters Score: Raw -284813.516087 + Penalty 512.565577 = -284300.950509 nChanged 92 SP:Iteration 15Q (1181.836875 sec): 3 clusters Score: Raw -284871.798826 + Penalty 512.565577 = -284359.233249 nChanged 79 SP:Iteration 16Q (1181.879137 sec): 3 clusters Score: Raw -284917.693153 + Penalty 512.565577 = -284405.127576 nChanged 65 SP:Iteration 17Q (1181.935991 sec): 3 clusters Score: Raw -284957.896250 + Penalty 512.565577 = -284445.330673 nChanged 52 SP:Iteration 18Q (1181.988315 sec): 3 clusters Score: Raw -284992.375930 + Penalty 512.565577 = -284479.810352 nChanged 40 SP:Iteration 19Q (1182.042394 sec): 3 clusters Score: Raw -285021.812499 + Penalty 512.565577 = -284509.246922 nChanged 24 SP:Iteration 20F (1182.081610 sec): 3 clusters Score: Raw -285035.236227 + Penalty 512.565577 = -284522.670650 nChanged 17 SP:Iteration 21Q (1182.138655 sec): 3 clusters Score: Raw -285042.128019 + Penalty 512.565577 = -284529.562442 nChanged 14 SP:Iteration 22Q (1182.181208 sec): 3 clusters Score: Raw -285046.280313 + Penalty 512.565577 = -284533.714736 nChanged 7 SP:Iteration 23Q (1182.235128 sec): 3 clusters Score: Raw -285047.626138 + Penalty 512.565577 = -284535.060561 nChanged 3 SP:Iteration 24Q (1182.281328 sec): 3 clusters Score: Raw -285048.010648 + Penalty 512.565577 = -284535.445070 nChanged 5 SP:Iteration 25Q (1182.345096 sec): 3 clusters Score: Raw -285048.967022 + Penalty 512.565577 = -284536.401445 nChanged 3 SP:Iteration 26Q (1182.387527 sec): 3 clusters Score: Raw -285050.350575 + Penalty 512.565577 = -284537.784998 nChanged 5 SP:Iteration 27Q (1182.440460 sec): 3 clusters Score: Raw -285053.629375 + Penalty 512.565577 = -284541.063797 nChanged 9 SP:Iteration 28Q (1182.500106 sec): 3 clusters Score: Raw -285057.702009 + Penalty 512.565577 = -284545.136431 nChanged 7 SP:Iteration 29Q (1182.547723 sec): 3 clusters Score: Raw -285068.211785 + Penalty 512.565577 = -284555.646208 nChanged 10 SP:Iteration 30Q (1182.605799 sec): 3 clusters Score: Raw -285080.048293 + Penalty 512.565577 = -284567.482716 nChanged 5 SP:Iteration 31Q (1182.661976 sec): 3 clusters Score: Raw -285084.801187 + Penalty 512.565577 = -284572.235610 nChanged 7 SP:Iteration 32Q (1182.702486 sec): 3 clusters Score: Raw -285088.452114 + Penalty 512.565577 = -284575.886537 nChanged 5 SP:Iteration 33Q (1182.763850 sec): 3 clusters Score: Raw -285089.655888 + Penalty 512.565577 = -284577.090311 nChanged 0 SP:Iteration 34F (1182.814687 sec): 3 clusters Score: Raw -285089.655888 + Penalty 512.565577 = -284577.090311 nChanged 0 Trying to split cluster 7 (12438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1182.850268 sec): 2 clusters Score: Raw -334750.565083 + Penalty 259.284068 = -334491.281015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1182.901328 sec): 3 clusters Score: Raw -326744.308087 + Penalty 518.568137 = -326225.739950 nChanged 5869 SP:Iteration 1F (1182.955499 sec): 3 clusters Score: Raw -330255.264505 + Penalty 518.568137 = -329736.696368 nChanged 675 SP:Iteration 2F (1183.009461 sec): 3 clusters Score: Raw -330584.206527 + Penalty 518.568137 = -330065.638390 nChanged 665 SP:Iteration 3F (1183.053228 sec): 3 clusters Score: Raw -330955.526201 + Penalty 518.568137 = -330436.958064 nChanged 697 SP:Iteration 4F (1183.104750 sec): 3 clusters Score: Raw -331405.223867 + Penalty 518.568137 = -330886.655730 nChanged 753 SP:Iteration 5F (1183.156573 sec): 3 clusters Score: Raw -331957.115033 + Penalty 518.568137 = -331438.546896 nChanged 712 SP:Iteration 6F (1183.214837 sec): 3 clusters Score: Raw -332431.271153 + Penalty 518.568137 = -331912.703016 nChanged 577 SP:Iteration 7Q (1183.262359 sec): 3 clusters Score: Raw -332743.286145 + Penalty 518.568137 = -332224.718008 nChanged 413 SP:Iteration 8Q (1183.321000 sec): 3 clusters Score: Raw -332886.699450 + Penalty 518.568137 = -332368.131313 nChanged 262 SP:Iteration 9Q (1183.377239 sec): 3 clusters Score: Raw -332958.299035 + Penalty 518.568137 = -332439.730898 nChanged 174 SP:Iteration 10Q (1183.435780 sec): 3 clusters Score: Raw -333003.881822 + Penalty 518.568137 = -332485.313685 nChanged 166 SP:Iteration 11Q (1183.486326 sec): 3 clusters Score: Raw -333053.791621 + Penalty 518.568137 = -332535.223484 nChanged 166 SP:Iteration 12Q (1183.548617 sec): 3 clusters Score: Raw -333112.794844 + Penalty 518.568137 = -332594.226707 nChanged 174 SP:Iteration 13Q (1183.597256 sec): 3 clusters Score: Raw -333182.358923 + Penalty 518.568137 = -332663.790786 nChanged 192 SP:Iteration 14Q (1183.653766 sec): 3 clusters Score: Raw -333269.630463 + Penalty 518.568137 = -332751.062326 nChanged 217 SP:Iteration 15Q (1183.709470 sec): 3 clusters Score: Raw -333357.315967 + Penalty 518.568137 = -332838.747830 nChanged 197 SP:Iteration 16Q (1183.777271 sec): 3 clusters Score: Raw -333440.853399 + Penalty 518.568137 = -332922.285262 nChanged 217 SP:Iteration 17Q (1183.827660 sec): 3 clusters Score: Raw -333547.262274 + Penalty 518.568137 = -333028.694137 nChanged 245 SP:Iteration 18Q (1183.886239 sec): 3 clusters Score: Raw -333673.321512 + Penalty 518.568137 = -333154.753375 nChanged 266 SP:Iteration 19Q (1183.937496 sec): 3 clusters Score: Raw -333794.225533 + Penalty 518.568137 = -333275.657396 nChanged 242 SP:Iteration 20F (1183.992427 sec): 3 clusters Score: Raw -333902.925017 + Penalty 518.568137 = -333384.356880 nChanged 259 SP:Iteration 21Q (1184.048660 sec): 3 clusters Score: Raw -334019.932118 + Penalty 518.568137 = -333501.363981 nChanged 258 SP:Iteration 22Q (1184.107069 sec): 3 clusters Score: Raw -334131.364106 + Penalty 518.568137 = -333612.795969 nChanged 251 SP:Iteration 23Q (1184.173467 sec): 3 clusters Score: Raw -334232.767588 + Penalty 518.568137 = -333714.199451 nChanged 237 SP:Iteration 24Q (1184.224004 sec): 3 clusters Score: Raw -334317.260388 + Penalty 518.568137 = -333798.692251 nChanged 212 SP:Iteration 25Q (1184.286421 sec): 3 clusters Score: Raw -334393.094923 + Penalty 518.568137 = -333874.526786 nChanged 234 SP:Iteration 26Q (1184.335323 sec): 3 clusters Score: Raw -334478.556510 + Penalty 518.568137 = -333959.988373 nChanged 216 SP:Iteration 27Q (1184.386969 sec): 3 clusters Score: Raw -334565.817217 + Penalty 518.568137 = -334047.249080 nChanged 221 SP:Iteration 28Q (1184.444948 sec): 3 clusters Score: Raw -334654.606142 + Penalty 518.568137 = -334136.038005 nChanged 208 SP:Iteration 29Q (1184.505963 sec): 3 clusters Score: Raw -334741.398822 + Penalty 518.568137 = -334222.830685 nChanged 226 SP:Iteration 30Q (1184.551601 sec): 3 clusters Score: Raw -334832.288574 + Penalty 518.568137 = -334313.720437 nChanged 187 SP:Iteration 31Q (1184.619933 sec): 3 clusters Score: Raw -334902.461461 + Penalty 518.568137 = -334383.893324 nChanged 158 SP:Iteration 32Q (1184.671637 sec): 3 clusters Score: Raw -334957.479341 + Penalty 518.568137 = -334438.911204 nChanged 123 SP:Iteration 33Q (1184.723771 sec): 3 clusters Score: Raw -334989.345329 + Penalty 518.568137 = -334470.777192 nChanged 86 SP:Iteration 34Q (1184.784996 sec): 3 clusters Score: Raw -335009.404369 + Penalty 518.568137 = -334490.836232 nChanged 80 SP:Iteration 35Q (1184.839781 sec): 3 clusters Score: Raw -335024.461452 + Penalty 518.568137 = -334505.893315 nChanged 59 SP:Iteration 36Q (1184.893468 sec): 3 clusters Score: Raw -335034.645385 + Penalty 518.568137 = -334516.077248 nChanged 54 SP:Iteration 37Q (1184.949048 sec): 3 clusters Score: Raw -335040.652178 + Penalty 518.568137 = -334522.084041 nChanged 40 SP:Iteration 38Q (1185.006698 sec): 3 clusters Score: Raw -335044.649775 + Penalty 518.568137 = -334526.081638 nChanged 44 SP:Iteration 39Q (1185.066183 sec): 3 clusters Score: Raw -335048.208191 + Penalty 518.568137 = -334529.640054 nChanged 34 SP:Iteration 40F (1185.118275 sec): 3 clusters Score: Raw -335065.476319 + Penalty 518.568137 = -334546.908182 nChanged 50 SP:Iteration 41Q (1185.166430 sec): 3 clusters Score: Raw -335071.581809 + Penalty 518.568137 = -334553.013672 nChanged 37 SP:Iteration 42Q (1185.219493 sec): 3 clusters Score: Raw -335074.865288 + Penalty 518.568137 = -334556.297151 nChanged 33 SP:Iteration 43Q (1185.272595 sec): 3 clusters Score: Raw -335078.035171 + Penalty 518.568137 = -334559.467034 nChanged 38 SP:Iteration 44Q (1185.329399 sec): 3 clusters Score: Raw -335081.520442 + Penalty 518.568137 = -334562.952305 nChanged 45 SP:Iteration 45Q (1185.388301 sec): 3 clusters Score: Raw -335086.153091 + Penalty 518.568137 = -334567.584954 nChanged 49 SP:Iteration 46Q (1185.428094 sec): 3 clusters Score: Raw -335090.628777 + Penalty 518.568137 = -334572.060640 nChanged 39 SP:Iteration 47Q (1185.484560 sec): 3 clusters Score: Raw -335094.774103 + Penalty 518.568137 = -334576.205966 nChanged 45 SP:Iteration 48Q (1185.546713 sec): 3 clusters Score: Raw -335099.295604 + Penalty 518.568137 = -334580.727467 nChanged 47 SP:Iteration 49Q (1185.594201 sec): 3 clusters Score: Raw -335106.653766 + Penalty 518.568137 = -334588.085629 nChanged 49 SP:Iteration 50Q (1185.653301 sec): 3 clusters Score: Raw -335113.721771 + Penalty 518.568137 = -334595.153634 nChanged 58 SP:Iteration 51Q (1185.701433 sec): 3 clusters Score: Raw -335120.058272 + Penalty 518.568137 = -334601.490135 nChanged 56 SP:Iteration 52Q (1185.747304 sec): 3 clusters Score: Raw -335126.281401 + Penalty 518.568137 = -334607.713264 nChanged 46 SP:Iteration 53Q (1185.805976 sec): 3 clusters Score: Raw -335131.044310 + Penalty 518.568137 = -334612.476173 nChanged 43 SP:Iteration 54Q (1185.871989 sec): 3 clusters Score: Raw -335135.524073 + Penalty 518.568137 = -334616.955936 nChanged 35 SP:Iteration 55Q (1185.913224 sec): 3 clusters Score: Raw -335139.073257 + Penalty 518.568137 = -334620.505120 nChanged 38 SP:Iteration 56Q (1185.974452 sec): 3 clusters Score: Raw -335142.453692 + Penalty 518.568137 = -334623.885555 nChanged 44 SP:Iteration 57Q (1186.033018 sec): 3 clusters Score: Raw -335146.697829 + Penalty 518.568137 = -334628.129692 nChanged 40 SP:Iteration 58Q (1186.074335 sec): 3 clusters Score: Raw -335149.819647 + Penalty 518.568137 = -334631.251510 nChanged 34 SP:Iteration 59Q (1186.130676 sec): 3 clusters Score: Raw -335152.295682 + Penalty 518.568137 = -334633.727545 nChanged 33 SP:Iteration 60F (1186.192207 sec): 3 clusters Score: Raw -335154.304200 + Penalty 518.568137 = -334635.736063 nChanged 25 SP:Iteration 61Q (1186.240084 sec): 3 clusters Score: Raw -335155.556693 + Penalty 518.568137 = -334636.988556 nChanged 20 SP:Iteration 62Q (1186.299955 sec): 3 clusters Score: Raw -335156.436678 + Penalty 518.568137 = -334637.868541 nChanged 15 SP:Iteration 63Q (1186.348801 sec): 3 clusters Score: Raw -335157.015147 + Penalty 518.568137 = -334638.447010 nChanged 14 SP:Iteration 64Q (1186.414971 sec): 3 clusters Score: Raw -335157.546385 + Penalty 518.568137 = -334638.978248 nChanged 11 SP:Iteration 65Q (1186.470053 sec): 3 clusters Score: Raw -335157.883107 + Penalty 518.568137 = -334639.314970 nChanged 8 SP:Iteration 66Q (1186.530606 sec): 3 clusters Score: Raw -335158.203853 + Penalty 518.568137 = -334639.635716 nChanged 7 SP:Iteration 67Q (1186.574768 sec): 3 clusters Score: Raw -335158.371486 + Penalty 518.568137 = -334639.803349 nChanged 5 SP:Iteration 68Q (1186.639847 sec): 3 clusters Score: Raw -335158.632786 + Penalty 518.568137 = -334640.064649 nChanged 9 SP:Iteration 69Q (1186.693878 sec): 3 clusters Score: Raw -335158.947652 + Penalty 518.568137 = -334640.379515 nChanged 4 SP:Iteration 70Q (1186.751318 sec): 3 clusters Score: Raw -335159.037955 + Penalty 518.568137 = -334640.469818 nChanged 3 SP:Iteration 71Q (1186.807493 sec): 3 clusters Score: Raw -335159.119494 + Penalty 518.568137 = -334640.551357 nChanged 2 SP:Iteration 72Q (1186.865382 sec): 3 clusters Score: Raw -335159.152168 + Penalty 518.568137 = -334640.584031 nChanged 2 SP:Iteration 73Q (1186.913223 sec): 3 clusters Score: Raw -335159.195802 + Penalty 518.568137 = -334640.627665 nChanged 3 SP:Iteration 74Q (1186.968738 sec): 3 clusters Score: Raw -335159.363677 + Penalty 518.568137 = -334640.795540 nChanged 5 SP:Iteration 75Q (1187.026226 sec): 3 clusters Score: Raw -335159.451886 + Penalty 518.568137 = -334640.883749 nChanged 3 SP:Iteration 76Q (1187.081496 sec): 3 clusters Score: Raw -335159.497310 + Penalty 518.568137 = -334640.929173 nChanged 2 SP:Iteration 77Q (1187.139325 sec): 3 clusters Score: Raw -335159.532567 + Penalty 518.568137 = -334640.964430 nChanged 0 SP:Iteration 78F (1187.180805 sec): 3 clusters Score: Raw -335159.532567 + Penalty 518.568137 = -334640.964430 nChanged 0 Score: Raw -7148488.020136 + Penalty 6884.849488 = -7141603.170648 Splitting cluster 7 changes total score from -7141245.233178 to -7141603.170648 So it's getting split into cluster 9. Trying to split cluster 8 (975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1188.967754 sec): 2 clusters Score: Raw -31817.817511 + Penalty 189.267030 = -31628.550480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1189.008433 sec): 3 clusters Score: Raw -31285.526291 + Penalty 378.534061 = -30906.992230 nChanged 401 SP:Iteration 1F (1189.064208 sec): 3 clusters Score: Raw -31505.602001 + Penalty 378.534061 = -31127.067940 nChanged 61 SP:Iteration 2F (1189.113619 sec): 3 clusters Score: Raw -31538.228612 + Penalty 378.534061 = -31159.694551 nChanged 56 SP:Iteration 3F (1189.153828 sec): 3 clusters Score: Raw -31575.306561 + Penalty 378.534061 = -31196.772500 nChanged 53 SP:Iteration 4F (1189.209522 sec): 3 clusters Score: Raw -31622.320028 + Penalty 378.534061 = -31243.785967 nChanged 50 SP:Iteration 5F (1189.251022 sec): 3 clusters Score: Raw -31674.739877 + Penalty 378.534061 = -31296.205816 nChanged 49 SP:Iteration 6F (1189.300794 sec): 3 clusters Score: Raw -31715.490863 + Penalty 378.534061 = -31336.956802 nChanged 33 SP:Iteration 7Q (1189.359421 sec): 3 clusters Score: Raw -31735.927299 + Penalty 378.534061 = -31357.393238 nChanged 24 SP:Iteration 8Q (1189.391388 sec): 3 clusters Score: Raw -31750.424886 + Penalty 378.534061 = -31371.890826 nChanged 20 SP:Iteration 9Q (1189.438923 sec): 3 clusters Score: Raw -31756.970203 + Penalty 378.534061 = -31378.436143 nChanged 12 SP:Iteration 10Q (1189.497513 sec): 3 clusters Score: Raw -31763.879019 + Penalty 378.534061 = -31385.344958 nChanged 14 SP:Iteration 11Q (1189.535398 sec): 3 clusters Score: Raw -31772.280951 + Penalty 378.534061 = -31393.746890 nChanged 16 SP:Iteration 12Q (1189.593332 sec): 3 clusters Score: Raw -31778.918771 + Penalty 378.534061 = -31400.384710 nChanged 10 SP:Iteration 13Q (1189.634652 sec): 3 clusters Score: Raw -31783.688934 + Penalty 378.534061 = -31405.154873 nChanged 9 SP:Iteration 14Q (1189.684873 sec): 3 clusters Score: Raw -31787.962121 + Penalty 378.534061 = -31409.428060 nChanged 10 SP:Iteration 15Q (1189.725239 sec): 3 clusters Score: Raw -31792.489534 + Penalty 378.534061 = -31413.955473 nChanged 7 SP:Iteration 16Q (1189.770223 sec): 3 clusters Score: Raw -31795.600515 + Penalty 378.534061 = -31417.066454 nChanged 5 SP:Iteration 17Q (1189.816905 sec): 3 clusters Score: Raw -31797.426400 + Penalty 378.534061 = -31418.892339 nChanged 2 SP:Iteration 18Q (1189.865584 sec): 3 clusters Score: Raw -31797.715603 + Penalty 378.534061 = -31419.181542 nChanged 2 SP:Iteration 19Q (1189.915385 sec): 3 clusters Score: Raw -31797.927633 + Penalty 378.534061 = -31419.393572 nChanged 1 SP:Iteration 20F (1189.966438 sec): 3 clusters Score: Raw -31798.069271 + Penalty 378.534061 = -31419.535210 nChanged 1 SP:Iteration 21Q (1190.006846 sec): 3 clusters Score: Raw -31798.199249 + Penalty 378.534061 = -31419.665188 nChanged 2 SP:Iteration 22Q (1190.064187 sec): 3 clusters Score: Raw -31798.377473 + Penalty 378.534061 = -31419.843412 nChanged 0 SP:Iteration 23F (1190.100519 sec): 3 clusters Score: Raw -31798.377473 + Penalty 378.534061 = -31419.843412 nChanged 0 Trying to split cluster 10 (41351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1190.152730 sec): 2 clusters Score: Raw -1154726.556484 + Penalty 292.320927 = -1154434.235557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1190.237524 sec): 3 clusters Score: Raw -1127291.372479 + Penalty 584.641854 = -1126706.730625 nChanged 20153 SP:Iteration 1F (1190.312254 sec): 3 clusters Score: Raw -1142714.589507 + Penalty 584.641854 = -1142129.947654 nChanged 3439 SP:Iteration 2F (1190.392402 sec): 3 clusters Score: Raw -1145136.023266 + Penalty 584.641854 = -1144551.381412 nChanged 3066 SP:Iteration 3F (1190.473330 sec): 3 clusters Score: Raw -1146923.764239 + Penalty 584.641854 = -1146339.122385 nChanged 2395 SP:Iteration 4F (1190.536074 sec): 3 clusters Score: Raw -1148094.500826 + Penalty 584.641854 = -1147509.858972 nChanged 1790 SP:Iteration 5Q (1190.617076 sec): 3 clusters Score: Raw -1148847.120127 + Penalty 584.641854 = -1148262.478273 nChanged 1405 SP:Iteration 6Q (1190.706860 sec): 3 clusters Score: Raw -1149345.889995 + Penalty 584.641854 = -1148761.248141 nChanged 1100 SP:Iteration 7Q (1190.787348 sec): 3 clusters Score: Raw -1149691.459684 + Penalty 584.641854 = -1149106.817830 nChanged 925 SP:Iteration 8Q (1190.864690 sec): 3 clusters Score: Raw -1149913.670390 + Penalty 584.641854 = -1149329.028537 nChanged 713 SP:Iteration 9Q (1190.946021 sec): 3 clusters Score: Raw -1150046.567831 + Penalty 584.641854 = -1149461.925978 nChanged 519 SP:Iteration 10Q (1191.029143 sec): 3 clusters Score: Raw -1150129.111964 + Penalty 584.641854 = -1149544.470111 nChanged 408 SP:Iteration 11Q (1191.109263 sec): 3 clusters Score: Raw -1150183.526102 + Penalty 584.641854 = -1149598.884249 nChanged 344 SP:Iteration 12Q (1191.188954 sec): 3 clusters Score: Raw -1150229.800712 + Penalty 584.641854 = -1149645.158858 nChanged 299 SP:Iteration 13Q (1191.278243 sec): 3 clusters Score: Raw -1150267.398296 + Penalty 584.641854 = -1149682.756442 nChanged 304 SP:Iteration 14Q (1191.360687 sec): 3 clusters Score: Raw -1150305.905818 + Penalty 584.641854 = -1149721.263965 nChanged 298 SP:Iteration 15Q (1191.441782 sec): 3 clusters Score: Raw -1150344.023565 + Penalty 584.641854 = -1149759.381711 nChanged 289 SP:Iteration 16Q (1191.520958 sec): 3 clusters Score: Raw -1150380.102809 + Penalty 584.641854 = -1149795.460955 nChanged 280 SP:Iteration 17Q (1191.598214 sec): 3 clusters Score: Raw -1150417.263708 + Penalty 584.641854 = -1149832.621854 nChanged 283 SP:Iteration 18Q (1191.675101 sec): 3 clusters Score: Raw -1150456.816122 + Penalty 584.641854 = -1149872.174269 nChanged 295 SP:Iteration 19Q (1191.759793 sec): 3 clusters Score: Raw -1150493.946241 + Penalty 584.641854 = -1149909.304387 nChanged 254 SP:Iteration 20F (1191.839580 sec): 3 clusters Score: Raw -1150521.149852 + Penalty 584.641854 = -1149936.507998 nChanged 225 SP:Iteration 21Q (1191.925136 sec): 3 clusters Score: Raw -1150545.135545 + Penalty 584.641854 = -1149960.493692 nChanged 248 SP:Iteration 22Q (1192.001681 sec): 3 clusters Score: Raw -1150573.708984 + Penalty 584.641854 = -1149989.067131 nChanged 235 SP:Iteration 23Q (1192.078860 sec): 3 clusters Score: Raw -1150604.190376 + Penalty 584.641854 = -1150019.548523 nChanged 247 SP:Iteration 24Q (1192.165154 sec): 3 clusters Score: Raw -1150642.005160 + Penalty 584.641854 = -1150057.363307 nChanged 288 SP:Iteration 25Q (1192.251707 sec): 3 clusters Score: Raw -1150685.466742 + Penalty 584.641854 = -1150100.824888 nChanged 333 SP:Iteration 26Q (1192.334203 sec): 3 clusters Score: Raw -1150742.457867 + Penalty 584.641854 = -1150157.816014 nChanged 351 SP:Iteration 27Q (1192.419449 sec): 3 clusters Score: Raw -1150806.378047 + Penalty 584.641854 = -1150221.736193 nChanged 364 SP:Iteration 28Q (1192.490186 sec): 3 clusters Score: Raw -1150874.137416 + Penalty 584.641854 = -1150289.495563 nChanged 432 SP:Iteration 29Q (1192.573366 sec): 3 clusters Score: Raw -1150961.587757 + Penalty 584.641854 = -1150376.945904 nChanged 424 SP:Iteration 30Q (1192.644105 sec): 3 clusters Score: Raw -1151046.134586 + Penalty 584.641854 = -1150461.492732 nChanged 410 SP:Iteration 31Q (1192.717587 sec): 3 clusters Score: Raw -1151128.793990 + Penalty 584.641854 = -1150544.152137 nChanged 451 SP:Iteration 32Q (1192.802493 sec): 3 clusters Score: Raw -1151211.438814 + Penalty 584.641854 = -1150626.796960 nChanged 461 SP:Iteration 33Q (1192.877623 sec): 3 clusters Score: Raw -1151299.094500 + Penalty 584.641854 = -1150714.452646 nChanged 499 SP:Iteration 34Q (1192.968157 sec): 3 clusters Score: Raw -1151394.743827 + Penalty 584.641854 = -1150810.101974 nChanged 514 SP:Iteration 35Q (1193.050371 sec): 3 clusters Score: Raw -1151486.815041 + Penalty 584.641854 = -1150902.173187 nChanged 504 SP:Iteration 36Q (1193.129625 sec): 3 clusters Score: Raw -1151576.691858 + Penalty 584.641854 = -1150992.050005 nChanged 512 SP:Iteration 37Q (1193.212349 sec): 3 clusters Score: Raw -1151664.462716 + Penalty 584.641854 = -1151079.820862 nChanged 513 SP:Iteration 38Q (1193.295794 sec): 3 clusters Score: Raw -1151758.231688 + Penalty 584.641854 = -1151173.589834 nChanged 539 SP:Iteration 39Q (1193.377681 sec): 3 clusters Score: Raw -1151862.881605 + Penalty 584.641854 = -1151278.239752 nChanged 543 SP:Iteration 40F (1193.454674 sec): 3 clusters Score: Raw -1151970.991777 + Penalty 584.641854 = -1151386.349923 nChanged 536 SP:Iteration 41Q (1193.532708 sec): 3 clusters Score: Raw -1152083.768675 + Penalty 584.641854 = -1151499.126821 nChanged 541 SP:Iteration 42Q (1193.613945 sec): 3 clusters Score: Raw -1152197.024373 + Penalty 584.641854 = -1151612.382520 nChanged 542 SP:Iteration 43Q (1193.693357 sec): 3 clusters Score: Raw -1152323.722103 + Penalty 584.641854 = -1151739.080249 nChanged 615 SP:Iteration 44Q (1193.770921 sec): 3 clusters Score: Raw -1152473.753094 + Penalty 584.641854 = -1151889.111241 nChanged 586 SP:Iteration 45Q (1193.857383 sec): 3 clusters Score: Raw -1152616.411188 + Penalty 584.641854 = -1152031.769334 nChanged 593 SP:Iteration 46Q (1193.936901 sec): 3 clusters Score: Raw -1152771.694934 + Penalty 584.641854 = -1152187.053081 nChanged 598 SP:Iteration 47Q (1194.012748 sec): 3 clusters Score: Raw -1152936.737045 + Penalty 584.641854 = -1152352.095192 nChanged 569 SP:Iteration 48Q (1194.098840 sec): 3 clusters Score: Raw -1153108.698089 + Penalty 584.641854 = -1152524.056235 nChanged 574 SP:Iteration 49Q (1194.178977 sec): 3 clusters Score: Raw -1153295.342878 + Penalty 584.641854 = -1152710.701024 nChanged 557 SP:Iteration 50Q (1194.256604 sec): 3 clusters Score: Raw -1153478.941368 + Penalty 584.641854 = -1152894.299514 nChanged 548 SP:Iteration 51Q (1194.338124 sec): 3 clusters Score: Raw -1153672.433650 + Penalty 584.641854 = -1153087.791797 nChanged 517 SP:Iteration 52Q (1194.407486 sec): 3 clusters Score: Raw -1153873.770258 + Penalty 584.641854 = -1153289.128405 nChanged 513 SP:Iteration 53Q (1194.495081 sec): 3 clusters Score: Raw -1154110.375790 + Penalty 584.641854 = -1153525.733936 nChanged 496 SP:Iteration 54Q (1194.570339 sec): 3 clusters Score: Raw -1154362.116821 + Penalty 584.641854 = -1153777.474968 nChanged 460 SP:Iteration 55Q (1194.648865 sec): 3 clusters Score: Raw -1154608.116884 + Penalty 584.641854 = -1154023.475030 nChanged 409 SP:Iteration 56Q (1194.723453 sec): 3 clusters Score: Raw -1154842.179124 + Penalty 584.641854 = -1154257.537270 nChanged 344 SP:Iteration 57Q (1194.807622 sec): 3 clusters Score: Raw -1155046.578329 + Penalty 584.641854 = -1154461.936476 nChanged 302 SP:Iteration 58Q (1194.888046 sec): 3 clusters Score: Raw -1155228.530569 + Penalty 584.641854 = -1154643.888715 nChanged 262 SP:Iteration 59Q (1194.966525 sec): 3 clusters Score: Raw -1155381.956399 + Penalty 584.641854 = -1154797.314546 nChanged 253 SP:Iteration 60F (1195.049105 sec): 3 clusters Score: Raw -1155533.056496 + Penalty 584.641854 = -1154948.414642 nChanged 201 SP:Iteration 61Q (1195.116631 sec): 3 clusters Score: Raw -1155638.228615 + Penalty 584.641854 = -1155053.586761 nChanged 174 SP:Iteration 62Q (1195.203871 sec): 3 clusters Score: Raw -1155711.108918 + Penalty 584.641854 = -1155126.467065 nChanged 136 SP:Iteration 63Q (1195.278303 sec): 3 clusters Score: Raw -1155762.935061 + Penalty 584.641854 = -1155178.293207 nChanged 120 SP:Iteration 64Q (1195.359802 sec): 3 clusters Score: Raw -1155796.769639 + Penalty 584.641854 = -1155212.127785 nChanged 80 SP:Iteration 65Q (1195.436504 sec): 3 clusters Score: Raw -1155817.907297 + Penalty 584.641854 = -1155233.265443 nChanged 62 SP:Iteration 66Q (1195.507334 sec): 3 clusters Score: Raw -1155831.485661 + Penalty 584.641854 = -1155246.843808 nChanged 65 SP:Iteration 67Q (1195.587526 sec): 3 clusters Score: Raw -1155843.128467 + Penalty 584.641854 = -1155258.486613 nChanged 56 SP:Iteration 68Q (1195.666360 sec): 3 clusters Score: Raw -1155852.180100 + Penalty 584.641854 = -1155267.538247 nChanged 48 SP:Iteration 69Q (1195.740585 sec): 3 clusters Score: Raw -1155858.692059 + Penalty 584.641854 = -1155274.050205 nChanged 34 SP:Iteration 70Q (1195.816199 sec): 3 clusters Score: Raw -1155862.486167 + Penalty 584.641854 = -1155277.844313 nChanged 25 SP:Iteration 71Q (1195.890384 sec): 3 clusters Score: Raw -1155864.568002 + Penalty 584.641854 = -1155279.926149 nChanged 15 SP:Iteration 72Q (1195.969477 sec): 3 clusters Score: Raw -1155865.700667 + Penalty 584.641854 = -1155281.058814 nChanged 15 SP:Iteration 73Q (1196.041162 sec): 3 clusters Score: Raw -1155866.671789 + Penalty 584.641854 = -1155282.029935 nChanged 20 SP:Iteration 74Q (1196.116626 sec): 3 clusters Score: Raw -1155868.803063 + Penalty 584.641854 = -1155284.161209 nChanged 15 SP:Iteration 75Q (1196.185859 sec): 3 clusters Score: Raw -1155870.253432 + Penalty 584.641854 = -1155285.611578 nChanged 19 SP:Iteration 76Q (1196.266743 sec): 3 clusters Score: Raw -1155872.167231 + Penalty 584.641854 = -1155287.525377 nChanged 15 SP:Iteration 77Q (1196.339351 sec): 3 clusters Score: Raw -1155873.489291 + Penalty 584.641854 = -1155288.847438 nChanged 14 SP:Iteration 78Q (1196.419415 sec): 3 clusters Score: Raw -1155874.315045 + Penalty 584.641854 = -1155289.673191 nChanged 13 SP:Iteration 79Q (1196.493761 sec): 3 clusters Score: Raw -1155875.183704 + Penalty 584.641854 = -1155290.541850 nChanged 13 SP:Iteration 80F (1196.573203 sec): 3 clusters Score: Raw -1155875.706747 + Penalty 584.641854 = -1155291.064893 nChanged 7 SP:Iteration 81Q (1196.651801 sec): 3 clusters Score: Raw -1155876.112700 + Penalty 584.641854 = -1155291.470846 nChanged 9 SP:Iteration 82Q (1196.724434 sec): 3 clusters Score: Raw -1155876.871057 + Penalty 584.641854 = -1155292.229203 nChanged 11 SP:Iteration 83Q (1196.796507 sec): 3 clusters Score: Raw -1155877.421214 + Penalty 584.641854 = -1155292.779360 nChanged 10 SP:Iteration 84Q (1196.870729 sec): 3 clusters Score: Raw -1155878.315840 + Penalty 584.641854 = -1155293.673986 nChanged 13 SP:Iteration 85Q (1196.943266 sec): 3 clusters Score: Raw -1155879.680680 + Penalty 584.641854 = -1155295.038826 nChanged 15 SP:Iteration 86Q (1197.021417 sec): 3 clusters Score: Raw -1155880.497122 + Penalty 584.641854 = -1155295.855268 nChanged 12 SP:Iteration 87Q (1197.098956 sec): 3 clusters Score: Raw -1155880.991691 + Penalty 584.641854 = -1155296.349838 nChanged 5 SP:Iteration 88Q (1197.169491 sec): 3 clusters Score: Raw -1155881.256133 + Penalty 584.641854 = -1155296.614279 nChanged 8 SP:Iteration 89Q (1197.247784 sec): 3 clusters Score: Raw -1155881.579883 + Penalty 584.641854 = -1155296.938029 nChanged 3 SP:Iteration 90Q (1197.324079 sec): 3 clusters Score: Raw -1155881.618155 + Penalty 584.641854 = -1155296.976302 nChanged 1 SP:Iteration 91Q (1197.404086 sec): 3 clusters Score: Raw -1155881.632216 + Penalty 584.641854 = -1155296.990363 nChanged 0 SP:Iteration 92F (1197.479468 sec): 3 clusters Score: Raw -1155881.632216 + Penalty 584.641854 = -1155296.990363 nChanged 0 Score: Raw -7149643.095869 + Penalty 7229.091963 = -7142414.003906 Splitting cluster 10 changes total score from -7141245.233178 to -7142414.003906 So it's getting split into cluster 21. Trying to split cluster 11 (98208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1199.484503 sec): 2 clusters Score: Raw -2730087.355387 + Penalty 316.108181 = -2729771.247206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1199.596017 sec): 3 clusters Score: Raw -2663765.262091 + Penalty 632.216363 = -2663133.045728 nChanged 48341 SP:Iteration 1F (1199.721218 sec): 3 clusters Score: Raw -2696048.648345 + Penalty 632.216363 = -2695416.431982 nChanged 8632 SP:Iteration 2F (1199.835978 sec): 3 clusters Score: Raw -2702134.149278 + Penalty 632.216363 = -2701501.932915 nChanged 8798 SP:Iteration 3F (1199.959727 sec): 3 clusters Score: Raw -2709385.131797 + Penalty 632.216363 = -2708752.915435 nChanged 7376 SP:Iteration 4F (1200.081979 sec): 3 clusters Score: Raw -2716180.460851 + Penalty 632.216363 = -2715548.244488 nChanged 5296 SP:Iteration 5F (1200.207512 sec): 3 clusters Score: Raw -2721480.935139 + Penalty 632.216363 = -2720848.718777 nChanged 3392 SP:Iteration 6Q (1200.333923 sec): 3 clusters Score: Raw -2724634.575053 + Penalty 632.216363 = -2724002.358690 nChanged 2199 SP:Iteration 7Q (1200.449557 sec): 3 clusters Score: Raw -2726331.523041 + Penalty 632.216363 = -2725699.306678 nChanged 1363 SP:Iteration 8Q (1200.561913 sec): 3 clusters Score: Raw -2727121.188555 + Penalty 632.216363 = -2726488.972193 nChanged 996 SP:Iteration 9Q (1200.671331 sec): 3 clusters Score: Raw -2727646.934943 + Penalty 632.216363 = -2727014.718580 nChanged 864 SP:Iteration 10Q (1200.785506 sec): 3 clusters Score: Raw -2728048.950733 + Penalty 632.216363 = -2727416.734370 nChanged 747 SP:Iteration 11Q (1200.899518 sec): 3 clusters Score: Raw -2728376.192783 + Penalty 632.216363 = -2727743.976420 nChanged 695 SP:Iteration 12Q (1201.009472 sec): 3 clusters Score: Raw -2728673.802390 + Penalty 632.216363 = -2728041.586027 nChanged 626 SP:Iteration 13Q (1201.120707 sec): 3 clusters Score: Raw -2728937.211852 + Penalty 632.216363 = -2728304.995490 nChanged 532 SP:Iteration 14Q (1201.244156 sec): 3 clusters Score: Raw -2729154.588522 + Penalty 632.216363 = -2728522.372159 nChanged 491 SP:Iteration 15Q (1201.365300 sec): 3 clusters Score: Raw -2729342.936317 + Penalty 632.216363 = -2728710.719955 nChanged 418 SP:Iteration 16Q (1201.491513 sec): 3 clusters Score: Raw -2729496.464662 + Penalty 632.216363 = -2728864.248299 nChanged 369 SP:Iteration 17Q (1201.614914 sec): 3 clusters Score: Raw -2729635.045075 + Penalty 632.216363 = -2729002.828712 nChanged 348 SP:Iteration 18Q (1201.733986 sec): 3 clusters Score: Raw -2729771.069992 + Penalty 632.216363 = -2729138.853629 nChanged 295 SP:Iteration 19Q (1201.859534 sec): 3 clusters Score: Raw -2729885.912079 + Penalty 632.216363 = -2729253.695716 nChanged 258 SP:Iteration 20F (1201.964469 sec): 3 clusters Score: Raw -2729976.636646 + Penalty 632.216363 = -2729344.420283 nChanged 222 SP:Iteration 21Q (1202.093462 sec): 3 clusters Score: Raw -2730049.096212 + Penalty 632.216363 = -2729416.879849 nChanged 191 SP:Iteration 22Q (1202.211021 sec): 3 clusters Score: Raw -2730110.813431 + Penalty 632.216363 = -2729478.597069 nChanged 176 SP:Iteration 23Q (1202.326764 sec): 3 clusters Score: Raw -2730166.601663 + Penalty 632.216363 = -2729534.385300 nChanged 171 SP:Iteration 24Q (1202.440974 sec): 3 clusters Score: Raw -2730216.160476 + Penalty 632.216363 = -2729583.944113 nChanged 141 SP:Iteration 25Q (1202.558274 sec): 3 clusters Score: Raw -2730258.589883 + Penalty 632.216363 = -2729626.373520 nChanged 136 SP:Iteration 26Q (1202.679355 sec): 3 clusters Score: Raw -2730298.161350 + Penalty 632.216363 = -2729665.944987 nChanged 123 SP:Iteration 27Q (1202.788184 sec): 3 clusters Score: Raw -2730334.524071 + Penalty 632.216363 = -2729702.307708 nChanged 100 SP:Iteration 28Q (1202.900789 sec): 3 clusters Score: Raw -2730363.470963 + Penalty 632.216363 = -2729731.254600 nChanged 95 SP:Iteration 29Q (1203.006960 sec): 3 clusters Score: Raw -2730386.998801 + Penalty 632.216363 = -2729754.782438 nChanged 71 SP:Iteration 30Q (1203.127919 sec): 3 clusters Score: Raw -2730399.683607 + Penalty 632.216363 = -2729767.467245 nChanged 57 SP:Iteration 31Q (1203.243439 sec): 3 clusters Score: Raw -2730408.079622 + Penalty 632.216363 = -2729775.863259 nChanged 46 SP:Iteration 32Q (1203.362230 sec): 3 clusters Score: Raw -2730416.655845 + Penalty 632.216363 = -2729784.439483 nChanged 44 SP:Iteration 33Q (1203.480144 sec): 3 clusters Score: Raw -2730424.380156 + Penalty 632.216363 = -2729792.163793 nChanged 42 SP:Iteration 34Q (1203.601968 sec): 3 clusters Score: Raw -2730433.815432 + Penalty 632.216363 = -2729801.599070 nChanged 47 SP:Iteration 35Q (1203.720132 sec): 3 clusters Score: Raw -2730442.002218 + Penalty 632.216363 = -2729809.785855 nChanged 42 SP:Iteration 36Q (1203.833272 sec): 3 clusters Score: Raw -2730448.089738 + Penalty 632.216363 = -2729815.873375 nChanged 35 SP:Iteration 37Q (1203.955003 sec): 3 clusters Score: Raw -2730452.808652 + Penalty 632.216363 = -2729820.592290 nChanged 40 SP:Iteration 38Q (1204.082167 sec): 3 clusters Score: Raw -2730457.387642 + Penalty 632.216363 = -2729825.171279 nChanged 36 SP:Iteration 39Q (1204.194854 sec): 3 clusters Score: Raw -2730462.230027 + Penalty 632.216363 = -2729830.013664 nChanged 33 SP:Iteration 40F (1204.316108 sec): 3 clusters Score: Raw -2730467.529915 + Penalty 632.216363 = -2729835.313552 nChanged 38 SP:Iteration 41Q (1204.446723 sec): 3 clusters Score: Raw -2730472.167785 + Penalty 632.216363 = -2729839.951422 nChanged 26 SP:Iteration 42Q (1204.566054 sec): 3 clusters Score: Raw -2730475.133300 + Penalty 632.216363 = -2729842.916938 nChanged 24 SP:Iteration 43Q (1204.675914 sec): 3 clusters Score: Raw -2730477.120340 + Penalty 632.216363 = -2729844.903978 nChanged 16 SP:Iteration 44Q (1204.781402 sec): 3 clusters Score: Raw -2730478.747929 + Penalty 632.216363 = -2729846.531567 nChanged 19 SP:Iteration 45Q (1204.891005 sec): 3 clusters Score: Raw -2730480.605349 + Penalty 632.216363 = -2729848.388986 nChanged 16 SP:Iteration 46Q (1205.002889 sec): 3 clusters Score: Raw -2730482.116674 + Penalty 632.216363 = -2729849.900312 nChanged 18 SP:Iteration 47Q (1205.125731 sec): 3 clusters Score: Raw -2730483.468003 + Penalty 632.216363 = -2729851.251641 nChanged 12 SP:Iteration 48Q (1205.227185 sec): 3 clusters Score: Raw -2730484.320102 + Penalty 632.216363 = -2729852.103739 nChanged 11 SP:Iteration 49Q (1205.332919 sec): 3 clusters Score: Raw -2730484.986163 + Penalty 632.216363 = -2729852.769800 nChanged 8 SP:Iteration 50Q (1205.436855 sec): 3 clusters Score: Raw -2730485.484465 + Penalty 632.216363 = -2729853.268102 nChanged 7 SP:Iteration 51Q (1205.540304 sec): 3 clusters Score: Raw -2730485.960365 + Penalty 632.216363 = -2729853.744002 nChanged 7 SP:Iteration 52Q (1205.640279 sec): 3 clusters Score: Raw -2730486.304146 + Penalty 632.216363 = -2729854.087784 nChanged 8 SP:Iteration 53Q (1205.740806 sec): 3 clusters Score: Raw -2730486.769537 + Penalty 632.216363 = -2729854.553174 nChanged 9 SP:Iteration 54Q (1205.846563 sec): 3 clusters Score: Raw -2730487.274473 + Penalty 632.216363 = -2729855.058110 nChanged 6 SP:Iteration 55Q (1205.963307 sec): 3 clusters Score: Raw -2730487.570543 + Penalty 632.216363 = -2729855.354180 nChanged 4 SP:Iteration 56Q (1206.081646 sec): 3 clusters Score: Raw -2730487.923674 + Penalty 632.216363 = -2729855.707311 nChanged 9 SP:Iteration 57Q (1206.197665 sec): 3 clusters Score: Raw -2730488.745774 + Penalty 632.216363 = -2729856.529412 nChanged 13 SP:Iteration 58Q (1206.302020 sec): 3 clusters Score: Raw -2730489.887914 + Penalty 632.216363 = -2729857.671551 nChanged 8 SP:Iteration 59Q (1206.416979 sec): 3 clusters Score: Raw -2730490.646575 + Penalty 632.216363 = -2729858.430213 nChanged 11 SP:Iteration 60F (1206.536819 sec): 3 clusters Score: Raw -2730491.615162 + Penalty 632.216363 = -2729859.398799 nChanged 12 SP:Iteration 61Q (1206.654113 sec): 3 clusters Score: Raw -2730492.526745 + Penalty 632.216363 = -2729860.310383 nChanged 10 SP:Iteration 62Q (1206.774310 sec): 3 clusters Score: Raw -2730493.292004 + Penalty 632.216363 = -2729861.075641 nChanged 9 SP:Iteration 63Q (1206.884839 sec): 3 clusters Score: Raw -2730493.845410 + Penalty 632.216363 = -2729861.629047 nChanged 7 SP:Iteration 64Q (1207.003169 sec): 3 clusters Score: Raw -2730494.256630 + Penalty 632.216363 = -2729862.040268 nChanged 4 SP:Iteration 65Q (1207.116259 sec): 3 clusters Score: Raw -2730494.704006 + Penalty 632.216363 = -2729862.487643 nChanged 5 SP:Iteration 66Q (1207.225797 sec): 3 clusters Score: Raw -2730495.125736 + Penalty 632.216363 = -2729862.909373 nChanged 3 SP:Iteration 67Q (1207.338869 sec): 3 clusters Score: Raw -2730495.409200 + Penalty 632.216363 = -2729863.192837 nChanged 8 SP:Iteration 68Q (1207.457431 sec): 3 clusters Score: Raw -2730496.316585 + Penalty 632.216363 = -2729864.100223 nChanged 9 SP:Iteration 69Q (1207.559137 sec): 3 clusters Score: Raw -2730496.821014 + Penalty 632.216363 = -2729864.604651 nChanged 6 SP:Iteration 70Q (1207.664079 sec): 3 clusters Score: Raw -2730497.162799 + Penalty 632.216363 = -2729864.946437 nChanged 3 SP:Iteration 71Q (1207.769123 sec): 3 clusters Score: Raw -2730497.256040 + Penalty 632.216363 = -2729865.039677 nChanged 2 SP:Iteration 72Q (1207.876956 sec): 3 clusters Score: Raw -2730497.308324 + Penalty 632.216363 = -2729865.091961 nChanged 1 SP:Iteration 73Q (1207.988440 sec): 3 clusters Score: Raw -2730497.383184 + Penalty 632.216363 = -2729865.166822 nChanged 1 SP:Iteration 74Q (1208.089722 sec): 3 clusters Score: Raw -2730497.445339 + Penalty 632.216363 = -2729865.228976 nChanged 2 SP:Iteration 75Q (1208.191554 sec): 3 clusters Score: Raw -2730497.480525 + Penalty 632.216363 = -2729865.264163 nChanged 0 SP:Iteration 76F (1208.302665 sec): 3 clusters Score: Raw -2730497.480525 + Penalty 632.216363 = -2729865.264163 nChanged 0 Score: Raw -7150053.221008 + Penalty 7573.334437 = -7142479.886570 Splitting cluster 11 changes total score from -7141245.233178 to -7142479.886570 So it's getting split into cluster 22. Trying to split cluster 12 (6808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1210.334643 sec): 2 clusters Score: Raw -185952.622271 + Penalty 242.710976 = -185709.911295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1210.383833 sec): 3 clusters Score: Raw -181752.025204 + Penalty 485.421952 = -181266.603252 nChanged 3102 SP:Iteration 1F (1210.430676 sec): 3 clusters Score: Raw -183910.271365 + Penalty 485.421952 = -183424.849413 nChanged 545 SP:Iteration 2F (1210.470064 sec): 3 clusters Score: Raw -184339.021086 + Penalty 485.421952 = -183853.599134 nChanged 512 SP:Iteration 3F (1210.518093 sec): 3 clusters Score: Raw -184854.368205 + Penalty 485.421952 = -184368.946254 nChanged 467 SP:Iteration 4F (1210.580522 sec): 3 clusters Score: Raw -185384.342299 + Penalty 485.421952 = -184898.920347 nChanged 276 SP:Iteration 5Q (1210.624904 sec): 3 clusters Score: Raw -185701.174311 + Penalty 485.421952 = -185215.752359 nChanged 115 SP:Iteration 6Q (1210.688267 sec): 3 clusters Score: Raw -185797.628953 + Penalty 485.421952 = -185312.207001 nChanged 68 SP:Iteration 7Q (1210.738459 sec): 3 clusters Score: Raw -185840.772979 + Penalty 485.421952 = -185355.351027 nChanged 51 SP:Iteration 8Q (1210.779998 sec): 3 clusters Score: Raw -185870.546814 + Penalty 485.421952 = -185385.124862 nChanged 37 SP:Iteration 9Q (1210.841819 sec): 3 clusters Score: Raw -185887.909499 + Penalty 485.421952 = -185402.487547 nChanged 27 SP:Iteration 10Q (1210.880849 sec): 3 clusters Score: Raw -185899.368150 + Penalty 485.421952 = -185413.946198 nChanged 28 SP:Iteration 11Q (1210.933642 sec): 3 clusters Score: Raw -185910.726639 + Penalty 485.421952 = -185425.304687 nChanged 29 SP:Iteration 12Q (1210.981843 sec): 3 clusters Score: Raw -185927.513472 + Penalty 485.421952 = -185442.091520 nChanged 21 SP:Iteration 13Q (1211.043074 sec): 3 clusters Score: Raw -185940.560321 + Penalty 485.421952 = -185455.138369 nChanged 15 SP:Iteration 14Q (1211.093252 sec): 3 clusters Score: Raw -185950.921568 + Penalty 485.421952 = -185465.499616 nChanged 16 SP:Iteration 15Q (1211.133746 sec): 3 clusters Score: Raw -185959.693551 + Penalty 485.421952 = -185474.271599 nChanged 14 SP:Iteration 16Q (1211.197301 sec): 3 clusters Score: Raw -185969.958684 + Penalty 485.421952 = -185484.536732 nChanged 13 SP:Iteration 17Q (1211.249395 sec): 3 clusters Score: Raw -185980.044461 + Penalty 485.421952 = -185494.622509 nChanged 8 SP:Iteration 18Q (1211.297618 sec): 3 clusters Score: Raw -185984.794780 + Penalty 485.421952 = -185499.372828 nChanged 4 SP:Iteration 19Q (1211.344263 sec): 3 clusters Score: Raw -185985.984068 + Penalty 485.421952 = -185500.562116 nChanged 2 SP:Iteration 20F (1211.392545 sec): 3 clusters Score: Raw -185987.300794 + Penalty 485.421952 = -185501.878843 nChanged 2 SP:Iteration 21Q (1211.438855 sec): 3 clusters Score: Raw -185989.166523 + Penalty 485.421952 = -185503.744571 nChanged 2 SP:Iteration 22Q (1211.498703 sec): 3 clusters Score: Raw -185990.248753 + Penalty 485.421952 = -185504.826801 nChanged 4 SP:Iteration 23Q (1211.537994 sec): 3 clusters Score: Raw -185992.042788 + Penalty 485.421952 = -185506.620836 nChanged 3 SP:Iteration 24Q (1211.589843 sec): 3 clusters Score: Raw -185994.192915 + Penalty 485.421952 = -185508.770963 nChanged 1 SP:Iteration 25Q (1211.641185 sec): 3 clusters Score: Raw -185994.821110 + Penalty 485.421952 = -185509.399158 nChanged 1 SP:Iteration 26Q (1211.695880 sec): 3 clusters Score: Raw -185996.126522 + Penalty 485.421952 = -185510.704570 nChanged 2 SP:Iteration 27Q (1211.748070 sec): 3 clusters Score: Raw -185997.421871 + Penalty 485.421952 = -185511.999920 nChanged 0 SP:Iteration 28F (1211.803305 sec): 3 clusters Score: Raw -185997.421871 + Penalty 485.421952 = -185511.999920 nChanged 0 Trying to split cluster 13 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1211.826427 sec): 2 clusters Score: Raw -5722.315474 + Penalty 153.442570 = -5568.872904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1211.870574 sec): 3 clusters Score: Raw -5620.655381 + Penalty 306.885140 = -5313.770240 nChanged 105 SP:Iteration 1F (1211.921251 sec): 3 clusters Score: Raw -5703.580705 + Penalty 306.885140 = -5396.695565 nChanged 21 SP:Iteration 2F (1211.965515 sec): 3 clusters Score: Raw -5724.255724 + Penalty 306.885140 = -5417.370584 nChanged 14 SP:Iteration 3F (1212.011703 sec): 3 clusters Score: Raw -5739.466361 + Penalty 306.885140 = -5432.581220 nChanged 16 SP:Iteration 4F (1212.055775 sec): 3 clusters Score: Raw -5760.505943 + Penalty 306.885140 = -5453.620803 nChanged 8 SP:Iteration 5Q (1212.104853 sec): 3 clusters Score: Raw -5801.578545 + Penalty 306.885140 = -5494.693404 nChanged 14 SP:Iteration 6F (1212.151229 sec): 3 clusters Score: Raw -5838.536381 + Penalty 306.885140 = -5531.651240 nChanged 5 SP:Iteration 7Q (1212.189166 sec): 3 clusters Score: Raw -5848.218044 + Penalty 306.885140 = -5541.332904 nChanged 4 SP:Iteration 8Q (1212.234930 sec): 3 clusters Score: Raw -5853.017279 + Penalty 306.885140 = -5546.132139 nChanged 7 SP:Iteration 9Q (1212.276616 sec): 3 clusters Score: Raw -5862.065706 + Penalty 306.885140 = -5555.180565 nChanged 4 SP:Iteration 10Q (1212.313801 sec): 3 clusters Score: Raw -5867.963375 + Penalty 306.885140 = -5561.078235 nChanged 1 SP:Iteration 11Q (1212.372987 sec): 3 clusters Score: Raw -5868.713680 + Penalty 306.885140 = -5561.828540 nChanged 0 SP:Iteration 12F (1212.410588 sec): 3 clusters Score: Raw -5868.713680 + Penalty 306.885140 = -5561.828540 nChanged 0 Trying to split cluster 14 (768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1212.434952 sec): 2 clusters Score: Raw -19965.883197 + Penalty 182.704218 = -19783.178980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1212.491062 sec): 3 clusters Score: Raw -19577.454128 + Penalty 365.408435 = -19212.045693 nChanged 310 SP:Iteration 1F (1212.532391 sec): 3 clusters Score: Raw -19803.709118 + Penalty 365.408435 = -19438.300683 nChanged 100 SP:Iteration 2F (1212.581699 sec): 3 clusters Score: Raw -19914.638656 + Penalty 365.408435 = -19549.230221 nChanged 53 SP:Iteration 3F (1212.639607 sec): 3 clusters Score: Raw -19984.425731 + Penalty 365.408435 = -19619.017296 nChanged 36 SP:Iteration 4Q (1212.683050 sec): 3 clusters Score: Raw -20044.980692 + Penalty 365.408435 = -19679.572257 nChanged 38 SP:Iteration 5Q (1212.732529 sec): 3 clusters Score: Raw -20094.192444 + Penalty 365.408435 = -19728.784009 nChanged 28 SP:Iteration 6Q (1212.776461 sec): 3 clusters Score: Raw -20113.582289 + Penalty 365.408435 = -19748.173854 nChanged 14 SP:Iteration 7Q (1212.826581 sec): 3 clusters Score: Raw -20117.907156 + Penalty 365.408435 = -19752.498721 nChanged 5 SP:Iteration 8Q (1212.876258 sec): 3 clusters Score: Raw -20119.605402 + Penalty 365.408435 = -19754.196966 nChanged 4 SP:Iteration 9Q (1212.925808 sec): 3 clusters Score: Raw -20120.759916 + Penalty 365.408435 = -19755.351481 nChanged 1 SP:Iteration 10Q (1212.982422 sec): 3 clusters Score: Raw -20120.822804 + Penalty 365.408435 = -19755.414369 nChanged 1 SP:Iteration 11Q (1213.036280 sec): 3 clusters Score: Raw -20120.961756 + Penalty 365.408435 = -19755.553320 nChanged 0 SP:Iteration 12F (1213.088596 sec): 3 clusters Score: Raw -20120.961756 + Penalty 365.408435 = -19755.553320 nChanged 0 Trying to split cluster 15 (13434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1213.125106 sec): 2 clusters Score: Raw -391349.767028 + Penalty 261.402462 = -391088.364565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1213.177628 sec): 3 clusters Score: Raw -382620.120881 + Penalty 522.804925 = -382097.315956 nChanged 6434 SP:Iteration 1F (1213.226972 sec): 3 clusters Score: Raw -386554.351477 + Penalty 522.804925 = -386031.546553 nChanged 878 SP:Iteration 2F (1213.287821 sec): 3 clusters Score: Raw -387109.752245 + Penalty 522.804925 = -386586.947321 nChanged 872 SP:Iteration 3F (1213.340428 sec): 3 clusters Score: Raw -387724.580726 + Penalty 522.804925 = -387201.775801 nChanged 923 SP:Iteration 4F (1213.396954 sec): 3 clusters Score: Raw -388443.319330 + Penalty 522.804925 = -387920.514405 nChanged 860 SP:Iteration 5F (1213.451535 sec): 3 clusters Score: Raw -389087.765176 + Penalty 522.804925 = -388564.960252 nChanged 701 SP:Iteration 6F (1213.507971 sec): 3 clusters Score: Raw -389483.604323 + Penalty 522.804925 = -388960.799398 nChanged 532 SP:Iteration 7Q (1213.569580 sec): 3 clusters Score: Raw -389724.931410 + Penalty 522.804925 = -389202.126485 nChanged 381 SP:Iteration 8Q (1213.623264 sec): 3 clusters Score: Raw -389867.798621 + Penalty 522.804925 = -389344.993696 nChanged 301 SP:Iteration 9Q (1213.681422 sec): 3 clusters Score: Raw -389966.118916 + Penalty 522.804925 = -389443.313991 nChanged 280 SP:Iteration 10Q (1213.737645 sec): 3 clusters Score: Raw -390073.118581 + Penalty 522.804925 = -389550.313656 nChanged 295 SP:Iteration 11Q (1213.780497 sec): 3 clusters Score: Raw -390186.159522 + Penalty 522.804925 = -389663.354597 nChanged 262 SP:Iteration 12Q (1213.846423 sec): 3 clusters Score: Raw -390285.560209 + Penalty 522.804925 = -389762.755285 nChanged 257 SP:Iteration 13Q (1213.903991 sec): 3 clusters Score: Raw -390391.106603 + Penalty 522.804925 = -389868.301678 nChanged 264 SP:Iteration 14Q (1213.951880 sec): 3 clusters Score: Raw -390498.336508 + Penalty 522.804925 = -389975.531583 nChanged 265 SP:Iteration 15Q (1214.012576 sec): 3 clusters Score: Raw -390602.830284 + Penalty 522.804925 = -390080.025360 nChanged 241 SP:Iteration 16Q (1214.076125 sec): 3 clusters Score: Raw -390693.453296 + Penalty 522.804925 = -390170.648372 nChanged 215 SP:Iteration 17Q (1214.131432 sec): 3 clusters Score: Raw -390763.166998 + Penalty 522.804925 = -390240.362074 nChanged 184 SP:Iteration 18Q (1214.183436 sec): 3 clusters Score: Raw -390822.233848 + Penalty 522.804925 = -390299.428923 nChanged 181 SP:Iteration 19Q (1214.237351 sec): 3 clusters Score: Raw -390881.311059 + Penalty 522.804925 = -390358.506134 nChanged 171 SP:Iteration 20F (1214.296121 sec): 3 clusters Score: Raw -390936.345096 + Penalty 522.804925 = -390413.540171 nChanged 183 SP:Iteration 21Q (1214.353115 sec): 3 clusters Score: Raw -390994.921286 + Penalty 522.804925 = -390472.116361 nChanged 162 SP:Iteration 22Q (1214.416539 sec): 3 clusters Score: Raw -391044.760813 + Penalty 522.804925 = -390521.955888 nChanged 143 SP:Iteration 23Q (1214.472443 sec): 3 clusters Score: Raw -391091.229252 + Penalty 522.804925 = -390568.424327 nChanged 150 SP:Iteration 24Q (1214.523944 sec): 3 clusters Score: Raw -391145.759576 + Penalty 522.804925 = -390622.954651 nChanged 144 SP:Iteration 25Q (1214.578406 sec): 3 clusters Score: Raw -391197.560352 + Penalty 522.804925 = -390674.755427 nChanged 123 SP:Iteration 26Q (1214.635832 sec): 3 clusters Score: Raw -391245.989861 + Penalty 522.804925 = -390723.184936 nChanged 124 SP:Iteration 27Q (1214.693769 sec): 3 clusters Score: Raw -391290.058030 + Penalty 522.804925 = -390767.253105 nChanged 107 SP:Iteration 28Q (1214.751243 sec): 3 clusters Score: Raw -391320.970506 + Penalty 522.804925 = -390798.165581 nChanged 94 SP:Iteration 29Q (1214.805794 sec): 3 clusters Score: Raw -391351.117341 + Penalty 522.804925 = -390828.312416 nChanged 84 SP:Iteration 30Q (1214.849989 sec): 3 clusters Score: Raw -391381.202899 + Penalty 522.804925 = -390858.397974 nChanged 73 SP:Iteration 31Q (1214.905304 sec): 3 clusters Score: Raw -391401.324620 + Penalty 522.804925 = -390878.519695 nChanged 53 SP:Iteration 32Q (1214.955402 sec): 3 clusters Score: Raw -391417.150474 + Penalty 522.804925 = -390894.345549 nChanged 48 SP:Iteration 33Q (1215.018010 sec): 3 clusters Score: Raw -391438.708152 + Penalty 522.804925 = -390915.903228 nChanged 41 SP:Iteration 34Q (1215.064160 sec): 3 clusters Score: Raw -391455.517598 + Penalty 522.804925 = -390932.712674 nChanged 37 SP:Iteration 35Q (1215.118570 sec): 3 clusters Score: Raw -391467.397740 + Penalty 522.804925 = -390944.592815 nChanged 32 SP:Iteration 36Q (1215.169341 sec): 3 clusters Score: Raw -391476.224496 + Penalty 522.804925 = -390953.419571 nChanged 30 SP:Iteration 37Q (1215.219809 sec): 3 clusters Score: Raw -391484.120775 + Penalty 522.804925 = -390961.315850 nChanged 24 SP:Iteration 38Q (1215.260735 sec): 3 clusters Score: Raw -391487.424686 + Penalty 522.804925 = -390964.619761 nChanged 21 SP:Iteration 39Q (1215.319253 sec): 3 clusters Score: Raw -391491.396593 + Penalty 522.804925 = -390968.591669 nChanged 18 SP:Iteration 40F (1215.364237 sec): 3 clusters Score: Raw -391495.335217 + Penalty 522.804925 = -390972.530292 nChanged 19 SP:Iteration 41Q (1215.422384 sec): 3 clusters Score: Raw -391499.051778 + Penalty 522.804925 = -390976.246853 nChanged 22 SP:Iteration 42Q (1215.478018 sec): 3 clusters Score: Raw -391502.412492 + Penalty 522.804925 = -390979.607568 nChanged 18 SP:Iteration 43Q (1215.527548 sec): 3 clusters Score: Raw -391504.917554 + Penalty 522.804925 = -390982.112629 nChanged 17 SP:Iteration 44Q (1215.578843 sec): 3 clusters Score: Raw -391507.680798 + Penalty 522.804925 = -390984.875874 nChanged 13 SP:Iteration 45Q (1215.633911 sec): 3 clusters Score: Raw -391509.440625 + Penalty 522.804925 = -390986.635700 nChanged 13 SP:Iteration 46Q (1215.688643 sec): 3 clusters Score: Raw -391511.496222 + Penalty 522.804925 = -390988.691297 nChanged 12 SP:Iteration 47Q (1215.743155 sec): 3 clusters Score: Raw -391513.123315 + Penalty 522.804925 = -390990.318390 nChanged 6 SP:Iteration 48Q (1215.783476 sec): 3 clusters Score: Raw -391513.685156 + Penalty 522.804925 = -390990.880232 nChanged 6 SP:Iteration 49Q (1215.846269 sec): 3 clusters Score: Raw -391514.232795 + Penalty 522.804925 = -390991.427870 nChanged 5 SP:Iteration 50Q (1215.886490 sec): 3 clusters Score: Raw -391514.825101 + Penalty 522.804925 = -390992.020176 nChanged 5 SP:Iteration 51Q (1215.945115 sec): 3 clusters Score: Raw -391515.154374 + Penalty 522.804925 = -390992.349450 nChanged 5 SP:Iteration 52Q (1215.996477 sec): 3 clusters Score: Raw -391515.750871 + Penalty 522.804925 = -390992.945946 nChanged 9 SP:Iteration 53Q (1216.056248 sec): 3 clusters Score: Raw -391516.911506 + Penalty 522.804925 = -390994.106581 nChanged 8 SP:Iteration 54Q (1216.111850 sec): 3 clusters Score: Raw -391518.083132 + Penalty 522.804925 = -390995.278208 nChanged 7 SP:Iteration 55Q (1216.162981 sec): 3 clusters Score: Raw -391519.473145 + Penalty 522.804925 = -390996.668220 nChanged 17 SP:Iteration 56Q (1216.214131 sec): 3 clusters Score: Raw -391522.306487 + Penalty 522.804925 = -390999.501562 nChanged 16 SP:Iteration 57Q (1216.272642 sec): 3 clusters Score: Raw -391525.160017 + Penalty 522.804925 = -391002.355092 nChanged 13 SP:Iteration 58Q (1216.335521 sec): 3 clusters Score: Raw -391527.056772 + Penalty 522.804925 = -391004.251848 nChanged 5 SP:Iteration 59Q (1216.393517 sec): 3 clusters Score: Raw -391527.597028 + Penalty 522.804925 = -391004.792103 nChanged 5 SP:Iteration 60F (1216.442188 sec): 3 clusters Score: Raw -391528.173307 + Penalty 522.804925 = -391005.368383 nChanged 4 SP:Iteration 61Q (1216.508706 sec): 3 clusters Score: Raw -391528.436304 + Penalty 522.804925 = -391005.631380 nChanged 4 SP:Iteration 62Q (1216.570168 sec): 3 clusters Score: Raw -391528.925262 + Penalty 522.804925 = -391006.120337 nChanged 3 SP:Iteration 63Q (1216.622014 sec): 3 clusters Score: Raw -391529.053121 + Penalty 522.804925 = -391006.248196 nChanged 5 SP:Iteration 64Q (1216.666885 sec): 3 clusters Score: Raw -391529.221357 + Penalty 522.804925 = -391006.416432 nChanged 3 SP:Iteration 65Q (1216.726032 sec): 3 clusters Score: Raw -391529.362620 + Penalty 522.804925 = -391006.557695 nChanged 2 SP:Iteration 66Q (1216.782214 sec): 3 clusters Score: Raw -391529.414824 + Penalty 522.804925 = -391006.609899 nChanged 0 SP:Iteration 67F (1216.848385 sec): 3 clusters Score: Raw -391529.414824 + Penalty 522.804925 = -391006.609899 nChanged 0 Trying to split cluster 16 (45045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1216.904903 sec): 2 clusters Score: Raw -1393329.249876 + Penalty 294.673975 = -1393034.575901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1216.987358 sec): 3 clusters Score: Raw -1363221.352863 + Penalty 589.347950 = -1362632.004914 nChanged 21991 SP:Iteration 1F (1217.069889 sec): 3 clusters Score: Raw -1377618.839827 + Penalty 589.347950 = -1377029.491877 nChanged 3157 SP:Iteration 2F (1217.150213 sec): 3 clusters Score: Raw -1379410.111279 + Penalty 589.347950 = -1378820.763329 nChanged 3544 SP:Iteration 3F (1217.228854 sec): 3 clusters Score: Raw -1381902.952565 + Penalty 589.347950 = -1381313.604615 nChanged 3404 SP:Iteration 4F (1217.310260 sec): 3 clusters Score: Raw -1384853.985125 + Penalty 589.347950 = -1384264.637175 nChanged 2810 SP:Iteration 5F (1217.388553 sec): 3 clusters Score: Raw -1387592.338922 + Penalty 589.347950 = -1387002.990972 nChanged 2058 SP:Iteration 6Q (1217.467663 sec): 3 clusters Score: Raw -1389309.128374 + Penalty 589.347950 = -1388719.780425 nChanged 1362 SP:Iteration 7Q (1217.552738 sec): 3 clusters Score: Raw -1390178.427891 + Penalty 589.347950 = -1389589.079941 nChanged 1053 SP:Iteration 8Q (1217.642095 sec): 3 clusters Score: Raw -1390807.249607 + Penalty 589.347950 = -1390217.901657 nChanged 894 SP:Iteration 9Q (1217.727928 sec): 3 clusters Score: Raw -1391290.938687 + Penalty 589.347950 = -1390701.590738 nChanged 756 SP:Iteration 10Q (1217.812868 sec): 3 clusters Score: Raw -1391682.093249 + Penalty 589.347950 = -1391092.745299 nChanged 681 SP:Iteration 11Q (1217.892325 sec): 3 clusters Score: Raw -1392031.221176 + Penalty 589.347950 = -1391441.873226 nChanged 635 SP:Iteration 12Q (1217.979397 sec): 3 clusters Score: Raw -1392373.822231 + Penalty 589.347950 = -1391784.474281 nChanged 550 SP:Iteration 13Q (1218.059723 sec): 3 clusters Score: Raw -1392677.125857 + Penalty 589.347950 = -1392087.777907 nChanged 449 SP:Iteration 14Q (1218.133264 sec): 3 clusters Score: Raw -1392924.453298 + Penalty 589.347950 = -1392335.105348 nChanged 384 SP:Iteration 15Q (1218.213058 sec): 3 clusters Score: Raw -1393127.222013 + Penalty 589.347950 = -1392537.874063 nChanged 308 SP:Iteration 16Q (1218.307533 sec): 3 clusters Score: Raw -1393284.086443 + Penalty 589.347950 = -1392694.738493 nChanged 237 SP:Iteration 17Q (1218.389928 sec): 3 clusters Score: Raw -1393401.569828 + Penalty 589.347950 = -1392812.221878 nChanged 180 SP:Iteration 18Q (1218.456816 sec): 3 clusters Score: Raw -1393479.631140 + Penalty 589.347950 = -1392890.283190 nChanged 147 SP:Iteration 19Q (1218.547879 sec): 3 clusters Score: Raw -1393538.241656 + Penalty 589.347950 = -1392948.893707 nChanged 122 SP:Iteration 20F (1218.631785 sec): 3 clusters Score: Raw -1393584.548236 + Penalty 589.347950 = -1392995.200287 nChanged 116 SP:Iteration 21Q (1218.703485 sec): 3 clusters Score: Raw -1393623.784557 + Penalty 589.347950 = -1393034.436607 nChanged 88 SP:Iteration 22Q (1218.787921 sec): 3 clusters Score: Raw -1393651.274930 + Penalty 589.347950 = -1393061.926980 nChanged 71 SP:Iteration 23Q (1218.873555 sec): 3 clusters Score: Raw -1393669.833625 + Penalty 589.347950 = -1393080.485675 nChanged 58 SP:Iteration 24Q (1218.954009 sec): 3 clusters Score: Raw -1393684.031316 + Penalty 589.347950 = -1393094.683366 nChanged 42 SP:Iteration 25Q (1219.034962 sec): 3 clusters Score: Raw -1393692.036584 + Penalty 589.347950 = -1393102.688634 nChanged 27 SP:Iteration 26Q (1219.107202 sec): 3 clusters Score: Raw -1393695.424125 + Penalty 589.347950 = -1393106.076175 nChanged 20 SP:Iteration 27Q (1219.184176 sec): 3 clusters Score: Raw -1393697.461402 + Penalty 589.347950 = -1393108.113452 nChanged 17 SP:Iteration 28Q (1219.254052 sec): 3 clusters Score: Raw -1393699.251908 + Penalty 589.347950 = -1393109.903958 nChanged 16 SP:Iteration 29Q (1219.333436 sec): 3 clusters Score: Raw -1393700.638472 + Penalty 589.347950 = -1393111.290522 nChanged 9 SP:Iteration 30Q (1219.407953 sec): 3 clusters Score: Raw -1393701.330385 + Penalty 589.347950 = -1393111.982435 nChanged 4 SP:Iteration 31Q (1219.477415 sec): 3 clusters Score: Raw -1393701.515679 + Penalty 589.347950 = -1393112.167729 nChanged 5 SP:Iteration 32Q (1219.563424 sec): 3 clusters Score: Raw -1393701.906715 + Penalty 589.347950 = -1393112.558765 nChanged 5 SP:Iteration 33Q (1219.641774 sec): 3 clusters Score: Raw -1393702.603363 + Penalty 589.347950 = -1393113.255413 nChanged 10 SP:Iteration 34Q (1219.726820 sec): 3 clusters Score: Raw -1393703.909946 + Penalty 589.347950 = -1393114.561997 nChanged 8 SP:Iteration 35Q (1219.809641 sec): 3 clusters Score: Raw -1393704.513990 + Penalty 589.347950 = -1393115.166040 nChanged 6 SP:Iteration 36Q (1219.890096 sec): 3 clusters Score: Raw -1393705.442551 + Penalty 589.347950 = -1393116.094601 nChanged 4 SP:Iteration 37Q (1219.964942 sec): 3 clusters Score: Raw -1393705.595056 + Penalty 589.347950 = -1393116.247107 nChanged 3 SP:Iteration 38Q (1220.037852 sec): 3 clusters Score: Raw -1393705.759886 + Penalty 589.347950 = -1393116.411936 nChanged 2 SP:Iteration 39Q (1220.115252 sec): 3 clusters Score: Raw -1393705.919652 + Penalty 589.347950 = -1393116.571702 nChanged 2 SP:Iteration 40F (1220.197402 sec): 3 clusters Score: Raw -1393706.005086 + Penalty 589.347950 = -1393116.657136 nChanged 2 SP:Iteration 41Q (1220.277809 sec): 3 clusters Score: Raw -1393706.479381 + Penalty 589.347950 = -1393117.131432 nChanged 1 SP:Iteration 42Q (1220.362841 sec): 3 clusters Score: Raw -1393706.751578 + Penalty 589.347950 = -1393117.403628 nChanged 1 SP:Iteration 43Q (1220.445828 sec): 3 clusters Score: Raw -1393706.831457 + Penalty 589.347950 = -1393117.483507 nChanged 1 SP:Iteration 44Q (1220.531170 sec): 3 clusters Score: Raw -1393706.886201 + Penalty 589.347950 = -1393117.538251 nChanged 1 SP:Iteration 45Q (1220.617387 sec): 3 clusters Score: Raw -1393706.920074 + Penalty 589.347950 = -1393117.572124 nChanged 1 SP:Iteration 46Q (1220.697178 sec): 3 clusters Score: Raw -1393706.933763 + Penalty 589.347950 = -1393117.585814 nChanged 0 SP:Iteration 47F (1220.779360 sec): 3 clusters Score: Raw -1393706.933763 + Penalty 589.347950 = -1393117.585814 nChanged 0 Score: Raw -7150430.904895 + Penalty 7917.576912 = -7142513.327983 Splitting cluster 16 changes total score from -7141245.233178 to -7142513.327983 So it's getting split into cluster 23. Trying to split cluster 17 (10600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1222.918513 sec): 2 clusters Score: Raw -234062.940334 + Penalty 254.886755 = -233808.053579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1222.973940 sec): 3 clusters Score: Raw -227306.685500 + Penalty 509.773510 = -226796.911990 nChanged 5014 SP:Iteration 1F (1223.018788 sec): 3 clusters Score: Raw -230646.950355 + Penalty 509.773510 = -230137.176845 nChanged 907 SP:Iteration 2F (1223.074943 sec): 3 clusters Score: Raw -231422.104504 + Penalty 509.773510 = -230912.330993 nChanged 840 SP:Iteration 3F (1223.128658 sec): 3 clusters Score: Raw -232268.604903 + Penalty 509.773510 = -231758.831392 nChanged 739 SP:Iteration 4F (1223.178357 sec): 3 clusters Score: Raw -233037.118894 + Penalty 509.773510 = -232527.345384 nChanged 591 SP:Iteration 5F (1223.235279 sec): 3 clusters Score: Raw -233627.374425 + Penalty 509.773510 = -233117.600914 nChanged 435 SP:Iteration 6Q (1223.291122 sec): 3 clusters Score: Raw -233916.054399 + Penalty 509.773510 = -233406.280889 nChanged 342 SP:Iteration 7Q (1223.347476 sec): 3 clusters Score: Raw -234107.738842 + Penalty 509.773510 = -233597.965331 nChanged 295 SP:Iteration 8Q (1223.395974 sec): 3 clusters Score: Raw -234259.600759 + Penalty 509.773510 = -233749.827249 nChanged 268 SP:Iteration 9Q (1223.456215 sec): 3 clusters Score: Raw -234401.724326 + Penalty 509.773510 = -233891.950816 nChanged 242 SP:Iteration 10Q (1223.505128 sec): 3 clusters Score: Raw -234547.987879 + Penalty 509.773510 = -234038.214368 nChanged 253 SP:Iteration 11Q (1223.567348 sec): 3 clusters Score: Raw -234723.373857 + Penalty 509.773510 = -234213.600346 nChanged 273 SP:Iteration 12Q (1223.618606 sec): 3 clusters Score: Raw -234904.294995 + Penalty 509.773510 = -234394.521485 nChanged 242 SP:Iteration 13Q (1223.678435 sec): 3 clusters Score: Raw -235075.288951 + Penalty 509.773510 = -234565.515440 nChanged 229 SP:Iteration 14Q (1223.732912 sec): 3 clusters Score: Raw -235214.906196 + Penalty 509.773510 = -234705.132686 nChanged 201 SP:Iteration 15Q (1223.788217 sec): 3 clusters Score: Raw -235338.109126 + Penalty 509.773510 = -234828.335615 nChanged 195 SP:Iteration 16Q (1223.841716 sec): 3 clusters Score: Raw -235451.978895 + Penalty 509.773510 = -234942.205384 nChanged 187 SP:Iteration 17Q (1223.884473 sec): 3 clusters Score: Raw -235552.010166 + Penalty 509.773510 = -235042.236655 nChanged 187 SP:Iteration 18Q (1223.949988 sec): 3 clusters Score: Raw -235660.055809 + Penalty 509.773510 = -235150.282298 nChanged 170 SP:Iteration 19Q (1223.990879 sec): 3 clusters Score: Raw -235750.616827 + Penalty 509.773510 = -235240.843316 nChanged 126 SP:Iteration 20F (1224.046840 sec): 3 clusters Score: Raw -235840.844567 + Penalty 509.773510 = -235331.071056 nChanged 132 SP:Iteration 21Q (1224.115312 sec): 3 clusters Score: Raw -235918.375232 + Penalty 509.773510 = -235408.601722 nChanged 132 SP:Iteration 22Q (1224.171622 sec): 3 clusters Score: Raw -236000.227514 + Penalty 509.773510 = -235490.454004 nChanged 130 SP:Iteration 23Q (1224.214899 sec): 3 clusters Score: Raw -236095.978725 + Penalty 509.773510 = -235586.205215 nChanged 143 SP:Iteration 24Q (1224.267466 sec): 3 clusters Score: Raw -236244.012767 + Penalty 509.773510 = -235734.239256 nChanged 145 SP:Iteration 25Q (1224.321827 sec): 3 clusters Score: Raw -236482.041369 + Penalty 509.773510 = -235972.267859 nChanged 134 SP:Iteration 26Q (1224.385191 sec): 3 clusters Score: Raw -236800.280847 + Penalty 509.773510 = -236290.507337 nChanged 80 SP:Iteration 27Q (1224.440735 sec): 3 clusters Score: Raw -236936.275817 + Penalty 509.773510 = -236426.502306 nChanged 10 SP:Iteration 28Q (1224.483591 sec): 3 clusters Score: Raw -236939.370922 + Penalty 509.773510 = -236429.597411 nChanged 4 SP:Iteration 29Q (1224.533581 sec): 3 clusters Score: Raw -236939.644678 + Penalty 509.773510 = -236429.871168 nChanged 0 SP:Iteration 30F (1224.587662 sec): 3 clusters Score: Raw -236939.644678 + Penalty 509.773510 = -236429.871168 nChanged 0 Score: Raw -7153307.609239 + Penalty 8261.819386 = -7145045.789853 Splitting cluster 17 changes total score from -7141245.233178 to -7145045.789853 So it's getting split into cluster 24. Trying to split cluster 18 (17917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1226.840220 sec): 2 clusters Score: Raw -556134.942864 + Penalty 269.321395 = -555865.621470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1226.900652 sec): 3 clusters Score: Raw -544355.059940 + Penalty 538.642789 = -543816.417151 nChanged 8584 SP:Iteration 1F (1226.959641 sec): 3 clusters Score: Raw -549876.582342 + Penalty 538.642789 = -549337.939552 nChanged 1499 SP:Iteration 2F (1227.011707 sec): 3 clusters Score: Raw -550900.286251 + Penalty 538.642789 = -550361.643461 nChanged 1554 SP:Iteration 3F (1227.072649 sec): 3 clusters Score: Raw -552110.414155 + Penalty 538.642789 = -551571.771366 nChanged 1348 SP:Iteration 4F (1227.131853 sec): 3 clusters Score: Raw -553190.541565 + Penalty 538.642789 = -552651.898776 nChanged 982 SP:Iteration 5F (1227.193674 sec): 3 clusters Score: Raw -553933.040219 + Penalty 538.642789 = -553394.397429 nChanged 715 SP:Iteration 6Q (1227.260424 sec): 3 clusters Score: Raw -554469.882884 + Penalty 538.642789 = -553931.240094 nChanged 565 SP:Iteration 7Q (1227.312635 sec): 3 clusters Score: Raw -554890.855641 + Penalty 538.642789 = -554352.212852 nChanged 424 SP:Iteration 8Q (1227.386539 sec): 3 clusters Score: Raw -555184.189275 + Penalty 538.642789 = -554645.546486 nChanged 324 SP:Iteration 9Q (1227.449338 sec): 3 clusters Score: Raw -555376.950856 + Penalty 538.642789 = -554838.308066 nChanged 279 SP:Iteration 10Q (1227.497694 sec): 3 clusters Score: Raw -555541.345682 + Penalty 538.642789 = -555002.702892 nChanged 244 SP:Iteration 11Q (1227.561530 sec): 3 clusters Score: Raw -555686.153985 + Penalty 538.642789 = -555147.511196 nChanged 190 SP:Iteration 12Q (1227.625788 sec): 3 clusters Score: Raw -555794.687068 + Penalty 538.642789 = -555256.044279 nChanged 152 SP:Iteration 13Q (1227.686713 sec): 3 clusters Score: Raw -555883.879121 + Penalty 538.642789 = -555345.236331 nChanged 124 SP:Iteration 14Q (1227.758615 sec): 3 clusters Score: Raw -555949.740260 + Penalty 538.642789 = -555411.097471 nChanged 106 SP:Iteration 15Q (1227.820891 sec): 3 clusters Score: Raw -556001.261825 + Penalty 538.642789 = -555462.619036 nChanged 89 SP:Iteration 16Q (1227.872535 sec): 3 clusters Score: Raw -556045.419317 + Penalty 538.642789 = -555506.776528 nChanged 76 SP:Iteration 17Q (1227.932996 sec): 3 clusters Score: Raw -556084.689826 + Penalty 538.642789 = -555546.047037 nChanged 58 SP:Iteration 18Q (1227.996153 sec): 3 clusters Score: Raw -556118.257701 + Penalty 538.642789 = -555579.614912 nChanged 46 SP:Iteration 19Q (1228.062048 sec): 3 clusters Score: Raw -556142.588415 + Penalty 538.642789 = -555603.945626 nChanged 35 SP:Iteration 20F (1228.110744 sec): 3 clusters Score: Raw -556161.701333 + Penalty 538.642789 = -555623.058543 nChanged 23 SP:Iteration 21Q (1228.171441 sec): 3 clusters Score: Raw -556175.088812 + Penalty 538.642789 = -555636.446022 nChanged 14 SP:Iteration 22Q (1228.227173 sec): 3 clusters Score: Raw -556182.068663 + Penalty 538.642789 = -555643.425874 nChanged 9 SP:Iteration 23Q (1228.290729 sec): 3 clusters Score: Raw -556187.347782 + Penalty 538.642789 = -555648.704992 nChanged 10 SP:Iteration 24Q (1228.348935 sec): 3 clusters Score: Raw -556191.980085 + Penalty 538.642789 = -555653.337296 nChanged 5 SP:Iteration 25Q (1228.400696 sec): 3 clusters Score: Raw -556195.071879 + Penalty 538.642789 = -555656.429090 nChanged 6 SP:Iteration 26Q (1228.457832 sec): 3 clusters Score: Raw -556197.854013 + Penalty 538.642789 = -555659.211224 nChanged 2 SP:Iteration 27Q (1228.527409 sec): 3 clusters Score: Raw -556199.782469 + Penalty 538.642789 = -555661.139680 nChanged 2 SP:Iteration 28Q (1228.579307 sec): 3 clusters Score: Raw -556201.613077 + Penalty 538.642789 = -555662.970288 nChanged 3 SP:Iteration 29Q (1228.636296 sec): 3 clusters Score: Raw -556202.523865 + Penalty 538.642789 = -555663.881075 nChanged 2 SP:Iteration 30Q (1228.697798 sec): 3 clusters Score: Raw -556203.109676 + Penalty 538.642789 = -555664.466887 nChanged 3 SP:Iteration 31Q (1228.755898 sec): 3 clusters Score: Raw -556204.328007 + Penalty 538.642789 = -555665.685217 nChanged 2 SP:Iteration 32Q (1228.810940 sec): 3 clusters Score: Raw -556205.323110 + Penalty 538.642789 = -555666.680321 nChanged 1 SP:Iteration 33Q (1228.858970 sec): 3 clusters Score: Raw -556206.145159 + Penalty 538.642789 = -555667.502369 nChanged 1 SP:Iteration 34Q (1228.928906 sec): 3 clusters Score: Raw -556206.234302 + Penalty 538.642789 = -555667.591513 nChanged 0 SP:Iteration 35F (1228.988109 sec): 3 clusters Score: Raw -556206.234302 + Penalty 538.642789 = -555667.591513 nChanged 0 Trying to split cluster 19 (2559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1229.016667 sec): 2 clusters Score: Raw -45787.727709 + Penalty 215.802725 = -45571.924983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1229.062561 sec): 3 clusters Score: Raw -44359.748615 + Penalty 431.605451 = -43928.143164 nChanged 1162 SP:Iteration 1F (1229.101097 sec): 3 clusters Score: Raw -45243.700716 + Penalty 431.605451 = -44812.095265 nChanged 247 SP:Iteration 2F (1229.157171 sec): 3 clusters Score: Raw -45443.355508 + Penalty 431.605451 = -45011.750057 nChanged 183 SP:Iteration 3F (1229.198709 sec): 3 clusters Score: Raw -45574.080144 + Penalty 431.605451 = -45142.474693 nChanged 140 SP:Iteration 4F (1229.249049 sec): 3 clusters Score: Raw -45653.259116 + Penalty 431.605451 = -45221.653665 nChanged 101 SP:Iteration 5Q (1229.289390 sec): 3 clusters Score: Raw -45694.363314 + Penalty 431.605451 = -45262.757863 nChanged 65 SP:Iteration 6Q (1229.330751 sec): 3 clusters Score: Raw -45717.066581 + Penalty 431.605451 = -45285.461130 nChanged 45 SP:Iteration 7Q (1229.379193 sec): 3 clusters Score: Raw -45730.709336 + Penalty 431.605451 = -45299.103885 nChanged 32 SP:Iteration 8Q (1229.423112 sec): 3 clusters Score: Raw -45734.857198 + Penalty 431.605451 = -45303.251747 nChanged 19 SP:Iteration 9Q (1229.478266 sec): 3 clusters Score: Raw -45738.579683 + Penalty 431.605451 = -45306.974232 nChanged 23 SP:Iteration 10Q (1229.522114 sec): 3 clusters Score: Raw -45744.114054 + Penalty 431.605451 = -45312.508603 nChanged 29 SP:Iteration 11Q (1229.567152 sec): 3 clusters Score: Raw -45753.642890 + Penalty 431.605451 = -45322.037439 nChanged 47 SP:Iteration 12Q (1229.606368 sec): 3 clusters Score: Raw -45769.537207 + Penalty 431.605451 = -45337.931756 nChanged 38 SP:Iteration 13Q (1229.657909 sec): 3 clusters Score: Raw -45782.039942 + Penalty 431.605451 = -45350.434491 nChanged 49 SP:Iteration 14Q (1229.702395 sec): 3 clusters Score: Raw -45800.524655 + Penalty 431.605451 = -45368.919204 nChanged 65 SP:Iteration 15Q (1229.754506 sec): 3 clusters Score: Raw -45829.935577 + Penalty 431.605451 = -45398.330126 nChanged 75 SP:Iteration 16Q (1229.802810 sec): 3 clusters Score: Raw -45878.854172 + Penalty 431.605451 = -45447.248721 nChanged 101 SP:Iteration 17Q (1229.849191 sec): 3 clusters Score: Raw -45962.390773 + Penalty 431.605451 = -45530.785322 nChanged 95 SP:Iteration 18Q (1229.890569 sec): 3 clusters Score: Raw -46059.792261 + Penalty 431.605451 = -45628.186810 nChanged 78 SP:Iteration 19Q (1229.933011 sec): 3 clusters Score: Raw -46127.769759 + Penalty 431.605451 = -45696.164308 nChanged 55 SP:Iteration 20F (1229.982107 sec): 3 clusters Score: Raw -46232.713526 + Penalty 431.605451 = -45801.108075 nChanged 47 SP:Iteration 21Q (1230.019238 sec): 3 clusters Score: Raw -46346.045915 + Penalty 431.605451 = -45914.440464 nChanged 49 SP:Iteration 22Q (1230.070127 sec): 3 clusters Score: Raw -46464.823158 + Penalty 431.605451 = -46033.217707 nChanged 41 SP:Iteration 23Q (1230.110238 sec): 3 clusters Score: Raw -46525.116793 + Penalty 431.605451 = -46093.511342 nChanged 25 SP:Iteration 24Q (1230.159219 sec): 3 clusters Score: Raw -46538.733880 + Penalty 431.605451 = -46107.128429 nChanged 9 SP:Iteration 25Q (1230.204057 sec): 3 clusters Score: Raw -46541.969165 + Penalty 431.605451 = -46110.363714 nChanged 6 SP:Iteration 26Q (1230.253782 sec): 3 clusters Score: Raw -46544.282096 + Penalty 431.605451 = -46112.676645 nChanged 6 SP:Iteration 27Q (1230.289665 sec): 3 clusters Score: Raw -46546.317792 + Penalty 431.605451 = -46114.712341 nChanged 7 SP:Iteration 28Q (1230.347361 sec): 3 clusters Score: Raw -46548.423183 + Penalty 431.605451 = -46116.817732 nChanged 7 SP:Iteration 29Q (1230.391158 sec): 3 clusters Score: Raw -46549.909449 + Penalty 431.605451 = -46118.303998 nChanged 5 SP:Iteration 30Q (1230.429793 sec): 3 clusters Score: Raw -46550.892249 + Penalty 431.605451 = -46119.286798 nChanged 2 SP:Iteration 31Q (1230.483848 sec): 3 clusters Score: Raw -46551.185604 + Penalty 431.605451 = -46119.580153 nChanged 0 SP:Iteration 32F (1230.533649 sec): 3 clusters Score: Raw -46551.185604 + Penalty 431.605451 = -46119.580153 nChanged 0 Score: Raw -7154071.067134 + Penalty 8606.061861 = -7145465.005274 Splitting cluster 19 changes total score from -7141245.233178 to -7145465.005274 So it's getting split into cluster 25. Trying to split cluster 20 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1232.828320 sec): 2 clusters Score: Raw -11861.033169 + Penalty 164.627430 = -11696.405739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1232.880788 sec): 3 clusters Score: Raw -11683.117527 + Penalty 329.254860 = -11353.862667 nChanged 135 SP:Iteration 1F (1232.920438 sec): 3 clusters Score: Raw -11764.099061 + Penalty 329.254860 = -11434.844201 nChanged 27 SP:Iteration 2F (1232.972772 sec): 3 clusters Score: Raw -11789.653959 + Penalty 329.254860 = -11460.399099 nChanged 26 SP:Iteration 3F (1233.019009 sec): 3 clusters Score: Raw -11812.018825 + Penalty 329.254860 = -11482.763965 nChanged 17 SP:Iteration 4Q (1233.069100 sec): 3 clusters Score: Raw -11826.001658 + Penalty 329.254860 = -11496.746797 nChanged 10 SP:Iteration 5Q (1233.106626 sec): 3 clusters Score: Raw -11834.218034 + Penalty 329.254860 = -11504.963174 nChanged 13 SP:Iteration 6Q (1233.147915 sec): 3 clusters Score: Raw -11841.595048 + Penalty 329.254860 = -11512.340188 nChanged 11 SP:Iteration 7Q (1233.194143 sec): 3 clusters Score: Raw -11847.500578 + Penalty 329.254860 = -11518.245717 nChanged 4 SP:Iteration 8Q (1233.238734 sec): 3 clusters Score: Raw -11853.373324 + Penalty 329.254860 = -11524.118464 nChanged 6 SP:Iteration 9Q (1233.290779 sec): 3 clusters Score: Raw -11860.761218 + Penalty 329.254860 = -11531.506358 nChanged 5 SP:Iteration 10Q (1233.335217 sec): 3 clusters Score: Raw -11862.820750 + Penalty 329.254860 = -11533.565889 nChanged 3 SP:Iteration 11Q (1233.383381 sec): 3 clusters Score: Raw -11865.592157 + Penalty 329.254860 = -11536.337297 nChanged 3 SP:Iteration 12Q (1233.427961 sec): 3 clusters Score: Raw -11868.120321 + Penalty 329.254860 = -11538.865460 nChanged 1 SP:Iteration 13Q (1233.468954 sec): 3 clusters Score: Raw -11868.460375 + Penalty 329.254860 = -11539.205514 nChanged 1 SP:Iteration 14Q (1233.511900 sec): 3 clusters Score: Raw -11868.849171 + Penalty 329.254860 = -11539.594310 nChanged 1 SP:Iteration 15Q (1233.548114 sec): 3 clusters Score: Raw -11869.115340 + Penalty 329.254860 = -11539.860480 nChanged 2 SP:Iteration 16Q (1233.596352 sec): 3 clusters Score: Raw -11870.056506 + Penalty 329.254860 = -11540.801645 nChanged 1 SP:Iteration 17Q (1233.643905 sec): 3 clusters Score: Raw -11870.791068 + Penalty 329.254860 = -11541.536207 nChanged 0 SP:Iteration 18F (1233.695011 sec): 3 clusters Score: Raw -11870.791068 + Penalty 329.254860 = -11541.536207 nChanged 0 Iteration 20F (1236.026953 sec): 26 clusters Score: Raw -7156534.451440 + Penalty 8606.061861 = -7147928.389579 nChanged 5053 Iteration 21Q (1237.629315 sec): 26 clusters Score: Raw -7158331.042740 + Penalty 8606.061861 = -7149724.980879 nChanged 2959 Iteration 22Q (1239.497150 sec): 26 clusters Score: Raw -7159426.990496 + Penalty 8606.061861 = -7150820.928635 nChanged 2443 Iteration 23Q (1241.179353 sec): 26 clusters Score: Raw -7160369.592222 + Penalty 8606.061861 = -7151763.530362 nChanged 2227 Iteration 24Q (1242.944451 sec): 26 clusters Score: Raw -7161215.005366 + Penalty 8606.061861 = -7152608.943506 nChanged 1983 Iteration 25Q (1244.649577 sec): 26 clusters Score: Raw -7161983.584296 + Penalty 8606.061861 = -7153377.522436 nChanged 1828 Iteration 26Q (1246.217990 sec): 26 clusters Score: Raw -7162769.943895 + Penalty 8606.061861 = -7154163.882035 nChanged 1693 Iteration 27Q (1247.976531 sec): 26 clusters Score: Raw -7163670.338717 + Penalty 8606.061861 = -7155064.276856 nChanged 1533 Iteration 28Q (1249.637779 sec): 26 clusters Score: Raw -7164343.932229 + Penalty 8606.061861 = -7155737.870368 nChanged 1367 Iteration 29Q (1251.345249 sec): 26 clusters Score: Raw -7164663.312388 + Penalty 8606.061861 = -7156057.250528 nChanged 1198 Iteration 30Q (1252.967804 sec): 26 clusters Score: Raw -7164892.736640 + Penalty 8606.061861 = -7156286.674779 nChanged 1112 Iteration 31Q (1254.706365 sec): 26 clusters Score: Raw -7165076.257789 + Penalty 8606.061861 = -7156470.195929 nChanged 1039 Iteration 32Q (1256.586972 sec): 26 clusters Score: Raw -7165229.469373 + Penalty 8606.061861 = -7156623.407512 nChanged 860 Iteration 33Q (1258.354605 sec): 26 clusters Score: Raw -7165348.325893 + Penalty 8606.061861 = -7156742.264032 nChanged 797 Deleting Class 13 (139 points): Lose 333.785494 but Gain 344.242474 Iteration 34Q (1260.035759 sec): 25 clusters Score: Raw -7165116.419220 + Penalty 8261.819386 = -7156854.599834 nChanged 873 Iteration 35Q (1261.829436 sec): 25 clusters Score: Raw -7165412.735703 + Penalty 8261.819386 = -7157150.916317 nChanged 671 Iteration 36Q (1263.619719 sec): 25 clusters Score: Raw -7165490.251810 + Penalty 8261.819386 = -7157228.432423 nChanged 590 Iteration 37Q (1265.371004 sec): 25 clusters Score: Raw -7165552.711230 + Penalty 8261.819386 = -7157290.891844 nChanged 543 Iteration 38Q (1267.150750 sec): 25 clusters Score: Raw -7165606.797802 + Penalty 8261.819386 = -7157344.978416 nChanged 501 Iteration 39Q (1268.874420 sec): 25 clusters Score: Raw -7165654.107616 + Penalty 8261.819386 = -7157392.288230 nChanged 477 Iteration 40F (1271.002262 sec): 25 clusters Score: Raw -7165852.315795 + Penalty 8261.819386 = -7157590.496409 nChanged 624 Iteration 41Q (1272.887126 sec): 25 clusters Score: Raw -7165995.905779 + Penalty 8261.819386 = -7157734.086393 nChanged 662 Iteration 42Q (1274.345738 sec): 25 clusters Score: Raw -7166107.561826 + Penalty 8261.819386 = -7157845.742439 nChanged 648 Iteration 43Q (1276.079493 sec): 25 clusters Score: Raw -7166219.164566 + Penalty 8261.819386 = -7157957.345180 nChanged 636 Iteration 44Q (1277.816326 sec): 25 clusters Score: Raw -7166315.505654 + Penalty 8261.819386 = -7158053.686268 nChanged 583 Iteration 45Q (1279.399747 sec): 25 clusters Score: Raw -7166397.965957 + Penalty 8261.819386 = -7158136.146571 nChanged 528 Iteration 46Q (1281.181007 sec): 25 clusters Score: Raw -7166470.808853 + Penalty 8261.819386 = -7158208.989466 nChanged 511 Iteration 47Q (1282.802433 sec): 25 clusters Score: Raw -7166543.511805 + Penalty 8261.819386 = -7158281.692419 nChanged 491 Iteration 48Q (1284.337632 sec): 25 clusters Score: Raw -7166608.593947 + Penalty 8261.819386 = -7158346.774561 nChanged 450 Iteration 49Q (1286.032077 sec): 25 clusters Score: Raw -7166667.027688 + Penalty 8261.819386 = -7158405.208302 nChanged 429 Iteration 50Q (1287.493368 sec): 25 clusters Score: Raw -7166720.907393 + Penalty 8261.819386 = -7158459.088007 nChanged 389 Iteration 51Q (1289.267970 sec): 25 clusters Score: Raw -7166763.982782 + Penalty 8261.819386 = -7158502.163395 nChanged 362 Iteration 52Q (1291.027045 sec): 25 clusters Score: Raw -7166796.244457 + Penalty 8261.819386 = -7158534.425070 nChanged 316 Iteration 53Q (1292.763927 sec): 25 clusters Score: Raw -7166819.847041 + Penalty 8261.819386 = -7158558.027655 nChanged 289 Iteration 54Q (1294.595392 sec): 25 clusters Score: Raw -7166838.926080 + Penalty 8261.819386 = -7158577.106694 nChanged 273 Iteration 55Q (1296.349870 sec): 25 clusters Score: Raw -7166857.295960 + Penalty 8261.819386 = -7158595.476573 nChanged 273 Iteration 56Q (1297.873078 sec): 25 clusters Score: Raw -7166875.693184 + Penalty 8261.819386 = -7158613.873798 nChanged 275 Iteration 57Q (1299.382834 sec): 25 clusters Score: Raw -7166894.957754 + Penalty 8261.819386 = -7158633.138368 nChanged 265 Iteration 58Q (1301.110131 sec): 25 clusters Score: Raw -7166911.378139 + Penalty 8261.819386 = -7158649.558752 nChanged 240 Writing temp clu file Because OldScore, -7158633.138368, is greater than current (better) Score,-7158649.558752 Compute initial score before splitting: Score: Raw -7166911.378139 + Penalty 8261.819386 = -7158649.558752 Trying to split cluster 1 (1431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1301.220318 sec): 2 clusters Score: Raw -30637.442005 + Penalty 199.818541 = -30437.623464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1301.261508 sec): 3 clusters Score: Raw -29848.889319 + Penalty 399.637083 = -29449.252236 nChanged 611 SP:Iteration 1F (1301.304822 sec): 3 clusters Score: Raw -30205.184454 + Penalty 399.637083 = -29805.547371 nChanged 107 SP:Iteration 2F (1301.350138 sec): 3 clusters Score: Raw -30268.847793 + Penalty 399.637083 = -29869.210710 nChanged 92 SP:Iteration 3F (1301.387816 sec): 3 clusters Score: Raw -30324.026616 + Penalty 399.637083 = -29924.389533 nChanged 76 SP:Iteration 4F (1301.438378 sec): 3 clusters Score: Raw -30371.529796 + Penalty 399.637083 = -29971.892713 nChanged 65 SP:Iteration 5Q (1301.483729 sec): 3 clusters Score: Raw -30427.560700 + Penalty 399.637083 = -30027.923617 nChanged 56 SP:Iteration 6Q (1301.531381 sec): 3 clusters Score: Raw -30467.632309 + Penalty 399.637083 = -30067.995226 nChanged 51 SP:Iteration 7Q (1301.580111 sec): 3 clusters Score: Raw -30485.488861 + Penalty 399.637083 = -30085.851778 nChanged 21 SP:Iteration 8Q (1301.626727 sec): 3 clusters Score: Raw -30499.129448 + Penalty 399.637083 = -30099.492365 nChanged 22 SP:Iteration 9Q (1301.663777 sec): 3 clusters Score: Raw -30513.136513 + Penalty 399.637083 = -30113.499430 nChanged 17 SP:Iteration 10Q (1301.717440 sec): 3 clusters Score: Raw -30523.047705 + Penalty 399.637083 = -30123.410622 nChanged 19 SP:Iteration 11Q (1301.770172 sec): 3 clusters Score: Raw -30533.229933 + Penalty 399.637083 = -30133.592850 nChanged 16 SP:Iteration 12Q (1301.819408 sec): 3 clusters Score: Raw -30536.730408 + Penalty 399.637083 = -30137.093325 nChanged 17 SP:Iteration 13Q (1301.869134 sec): 3 clusters Score: Raw -30542.798371 + Penalty 399.637083 = -30143.161288 nChanged 14 SP:Iteration 14Q (1301.914898 sec): 3 clusters Score: Raw -30552.580202 + Penalty 399.637083 = -30152.943119 nChanged 16 SP:Iteration 15Q (1301.950982 sec): 3 clusters Score: Raw -30557.309030 + Penalty 399.637083 = -30157.671947 nChanged 12 SP:Iteration 16Q (1301.997919 sec): 3 clusters Score: Raw -30560.790117 + Penalty 399.637083 = -30161.153034 nChanged 11 SP:Iteration 17Q (1302.048362 sec): 3 clusters Score: Raw -30562.819864 + Penalty 399.637083 = -30163.182782 nChanged 9 SP:Iteration 18Q (1302.102441 sec): 3 clusters Score: Raw -30565.506997 + Penalty 399.637083 = -30165.869914 nChanged 10 SP:Iteration 19Q (1302.147689 sec): 3 clusters Score: Raw -30568.381383 + Penalty 399.637083 = -30168.744300 nChanged 13 SP:Iteration 20F (1302.182252 sec): 3 clusters Score: Raw -30571.746825 + Penalty 399.637083 = -30172.109742 nChanged 13 SP:Iteration 21Q (1302.240696 sec): 3 clusters Score: Raw -30576.587502 + Penalty 399.637083 = -30176.950419 nChanged 17 SP:Iteration 22Q (1302.278367 sec): 3 clusters Score: Raw -30584.122810 + Penalty 399.637083 = -30184.485727 nChanged 22 SP:Iteration 23Q (1302.325702 sec): 3 clusters Score: Raw -30601.242969 + Penalty 399.637083 = -30201.605886 nChanged 28 SP:Iteration 24Q (1302.364179 sec): 3 clusters Score: Raw -30617.999630 + Penalty 399.637083 = -30218.362547 nChanged 26 SP:Iteration 25Q (1302.411625 sec): 3 clusters Score: Raw -30636.988410 + Penalty 399.637083 = -30237.351327 nChanged 20 SP:Iteration 26Q (1302.451632 sec): 3 clusters Score: Raw -30651.374055 + Penalty 399.637083 = -30251.736972 nChanged 17 SP:Iteration 27Q (1302.511353 sec): 3 clusters Score: Raw -30665.141669 + Penalty 399.637083 = -30265.504586 nChanged 16 SP:Iteration 28Q (1302.547498 sec): 3 clusters Score: Raw -30671.847444 + Penalty 399.637083 = -30272.210361 nChanged 5 SP:Iteration 29Q (1302.595832 sec): 3 clusters Score: Raw -30673.286098 + Penalty 399.637083 = -30273.649015 nChanged 5 SP:Iteration 30Q (1302.640178 sec): 3 clusters Score: Raw -30674.040594 + Penalty 399.637083 = -30274.403511 nChanged 1 SP:Iteration 31Q (1302.687763 sec): 3 clusters Score: Raw -30674.154065 + Penalty 399.637083 = -30274.516982 nChanged 0 SP:Iteration 32F (1302.735117 sec): 3 clusters Score: Raw -30674.154065 + Penalty 399.637083 = -30274.516982 nChanged 0 Trying to split cluster 2 (2517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1302.760222 sec): 2 clusters Score: Raw -72152.221945 + Penalty 215.347632 = -71936.874313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1302.794511 sec): 3 clusters Score: Raw -70703.771606 + Penalty 430.695265 = -70273.076341 nChanged 1136 SP:Iteration 1F (1302.852804 sec): 3 clusters Score: Raw -71450.977862 + Penalty 430.695265 = -71020.282597 nChanged 220 SP:Iteration 2F (1302.891476 sec): 3 clusters Score: Raw -71637.544184 + Penalty 430.695265 = -71206.848920 nChanged 199 SP:Iteration 3F (1302.944932 sec): 3 clusters Score: Raw -71794.398279 + Penalty 430.695265 = -71363.703014 nChanged 165 SP:Iteration 4F (1302.995728 sec): 3 clusters Score: Raw -71926.995990 + Penalty 430.695265 = -71496.300725 nChanged 113 SP:Iteration 5Q (1303.033483 sec): 3 clusters Score: Raw -71995.044992 + Penalty 430.695265 = -71564.349727 nChanged 76 SP:Iteration 6Q (1303.077764 sec): 3 clusters Score: Raw -72033.623470 + Penalty 430.695265 = -71602.928205 nChanged 52 SP:Iteration 7Q (1303.129437 sec): 3 clusters Score: Raw -72056.837782 + Penalty 430.695265 = -71626.142517 nChanged 32 SP:Iteration 8Q (1303.179712 sec): 3 clusters Score: Raw -72070.232666 + Penalty 430.695265 = -71639.537401 nChanged 31 SP:Iteration 9Q (1303.232837 sec): 3 clusters Score: Raw -72083.361732 + Penalty 430.695265 = -71652.666467 nChanged 24 SP:Iteration 10Q (1303.284674 sec): 3 clusters Score: Raw -72090.884908 + Penalty 430.695265 = -71660.189643 nChanged 18 SP:Iteration 11Q (1303.334227 sec): 3 clusters Score: Raw -72097.715081 + Penalty 430.695265 = -71667.019816 nChanged 14 SP:Iteration 12Q (1303.383937 sec): 3 clusters Score: Raw -72101.834199 + Penalty 430.695265 = -71671.138934 nChanged 13 SP:Iteration 13Q (1303.428762 sec): 3 clusters Score: Raw -72105.398639 + Penalty 430.695265 = -71674.703375 nChanged 12 SP:Iteration 14Q (1303.465106 sec): 3 clusters Score: Raw -72109.463394 + Penalty 430.695265 = -71678.768129 nChanged 15 SP:Iteration 15Q (1303.519677 sec): 3 clusters Score: Raw -72118.028901 + Penalty 430.695265 = -71687.333636 nChanged 16 SP:Iteration 16Q (1303.567843 sec): 3 clusters Score: Raw -72122.908506 + Penalty 430.695265 = -71692.213242 nChanged 16 SP:Iteration 17Q (1303.611149 sec): 3 clusters Score: Raw -72127.064974 + Penalty 430.695265 = -71696.369709 nChanged 17 SP:Iteration 18Q (1303.655997 sec): 3 clusters Score: Raw -72132.325102 + Penalty 430.695265 = -71701.629837 nChanged 12 SP:Iteration 19Q (1303.699250 sec): 3 clusters Score: Raw -72137.507330 + Penalty 430.695265 = -71706.812065 nChanged 10 SP:Iteration 20F (1303.738798 sec): 3 clusters Score: Raw -72141.639183 + Penalty 430.695265 = -71710.943918 nChanged 10 SP:Iteration 21Q (1303.784475 sec): 3 clusters Score: Raw -72146.712277 + Penalty 430.695265 = -71716.017012 nChanged 16 SP:Iteration 22Q (1303.829083 sec): 3 clusters Score: Raw -72152.848851 + Penalty 430.695265 = -71722.153586 nChanged 12 SP:Iteration 23Q (1303.877551 sec): 3 clusters Score: Raw -72159.942347 + Penalty 430.695265 = -71729.247083 nChanged 11 SP:Iteration 24Q (1303.935982 sec): 3 clusters Score: Raw -72164.391043 + Penalty 430.695265 = -71733.695778 nChanged 10 SP:Iteration 25Q (1303.974609 sec): 3 clusters Score: Raw -72169.949047 + Penalty 430.695265 = -71739.253782 nChanged 10 SP:Iteration 26Q (1304.021339 sec): 3 clusters Score: Raw -72172.100346 + Penalty 430.695265 = -71741.405082 nChanged 7 SP:Iteration 27Q (1304.064695 sec): 3 clusters Score: Raw -72173.840521 + Penalty 430.695265 = -71743.145257 nChanged 6 SP:Iteration 28Q (1304.113598 sec): 3 clusters Score: Raw -72175.071982 + Penalty 430.695265 = -71744.376717 nChanged 4 SP:Iteration 29Q (1304.166786 sec): 3 clusters Score: Raw -72176.075770 + Penalty 430.695265 = -71745.380505 nChanged 3 SP:Iteration 30Q (1304.220701 sec): 3 clusters Score: Raw -72176.366945 + Penalty 430.695265 = -71745.671680 nChanged 4 SP:Iteration 31Q (1304.272958 sec): 3 clusters Score: Raw -72176.907680 + Penalty 430.695265 = -71746.212415 nChanged 4 SP:Iteration 32Q (1304.319319 sec): 3 clusters Score: Raw -72178.124004 + Penalty 430.695265 = -71747.428739 nChanged 4 SP:Iteration 33Q (1304.363528 sec): 3 clusters Score: Raw -72179.015363 + Penalty 430.695265 = -71748.320098 nChanged 1 SP:Iteration 34Q (1304.413237 sec): 3 clusters Score: Raw -72179.276422 + Penalty 430.695265 = -71748.581157 nChanged 3 SP:Iteration 35Q (1304.467929 sec): 3 clusters Score: Raw -72179.950536 + Penalty 430.695265 = -71749.255272 nChanged 3 SP:Iteration 36Q (1304.503268 sec): 3 clusters Score: Raw -72181.410310 + Penalty 430.695265 = -71750.715045 nChanged 5 SP:Iteration 37Q (1304.556295 sec): 3 clusters Score: Raw -72184.738012 + Penalty 430.695265 = -71754.042747 nChanged 2 SP:Iteration 38Q (1304.602020 sec): 3 clusters Score: Raw -72185.658926 + Penalty 430.695265 = -71754.963661 nChanged 3 SP:Iteration 39Q (1304.654585 sec): 3 clusters Score: Raw -72186.315177 + Penalty 430.695265 = -71755.619913 nChanged 2 SP:Iteration 40F (1304.691148 sec): 3 clusters Score: Raw -72186.604093 + Penalty 430.695265 = -71755.908828 nChanged 1 SP:Iteration 41Q (1304.739777 sec): 3 clusters Score: Raw -72186.647851 + Penalty 430.695265 = -71755.952586 nChanged 0 SP:Iteration 42F (1304.790750 sec): 3 clusters Score: Raw -72186.647851 + Penalty 430.695265 = -71755.952586 nChanged 0 Trying to split cluster 3 (2093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1304.815464 sec): 2 clusters Score: Raw -66702.502704 + Penalty 210.274727 = -66492.227977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1304.866513 sec): 3 clusters Score: Raw -65515.683764 + Penalty 420.549455 = -65095.134309 nChanged 920 SP:Iteration 1F (1304.911232 sec): 3 clusters Score: Raw -66010.703699 + Penalty 420.549455 = -65590.154244 nChanged 145 SP:Iteration 2F (1304.952573 sec): 3 clusters Score: Raw -66071.599298 + Penalty 420.549455 = -65651.049843 nChanged 127 SP:Iteration 3F (1304.999895 sec): 3 clusters Score: Raw -66140.837299 + Penalty 420.549455 = -65720.287844 nChanged 107 SP:Iteration 4F (1305.052255 sec): 3 clusters Score: Raw -66216.990340 + Penalty 420.549455 = -65796.440885 nChanged 114 SP:Iteration 5F (1305.096795 sec): 3 clusters Score: Raw -66308.735147 + Penalty 420.549455 = -65888.185692 nChanged 108 SP:Iteration 6F (1305.141251 sec): 3 clusters Score: Raw -66400.701144 + Penalty 420.549455 = -65980.151690 nChanged 95 SP:Iteration 7Q (1305.191363 sec): 3 clusters Score: Raw -66460.828711 + Penalty 420.549455 = -66040.279256 nChanged 74 SP:Iteration 8Q (1305.235544 sec): 3 clusters Score: Raw -66494.889193 + Penalty 420.549455 = -66074.339738 nChanged 46 SP:Iteration 9Q (1305.288285 sec): 3 clusters Score: Raw -66510.423506 + Penalty 420.549455 = -66089.874051 nChanged 36 SP:Iteration 10Q (1305.333693 sec): 3 clusters Score: Raw -66519.365809 + Penalty 420.549455 = -66098.816354 nChanged 25 SP:Iteration 11Q (1305.375826 sec): 3 clusters Score: Raw -66526.384522 + Penalty 420.549455 = -66105.835067 nChanged 19 SP:Iteration 12Q (1305.424528 sec): 3 clusters Score: Raw -66531.859605 + Penalty 420.549455 = -66111.310150 nChanged 19 SP:Iteration 13Q (1305.471926 sec): 3 clusters Score: Raw -66537.670439 + Penalty 420.549455 = -66117.120985 nChanged 21 SP:Iteration 14Q (1305.519112 sec): 3 clusters Score: Raw -66546.898424 + Penalty 420.549455 = -66126.348969 nChanged 24 SP:Iteration 15Q (1305.566205 sec): 3 clusters Score: Raw -66558.713244 + Penalty 420.549455 = -66138.163789 nChanged 29 SP:Iteration 16Q (1305.612930 sec): 3 clusters Score: Raw -66571.210273 + Penalty 420.549455 = -66150.660818 nChanged 22 SP:Iteration 17Q (1305.646803 sec): 3 clusters Score: Raw -66579.112082 + Penalty 420.549455 = -66158.562627 nChanged 22 SP:Iteration 18Q (1305.701329 sec): 3 clusters Score: Raw -66588.133220 + Penalty 420.549455 = -66167.583766 nChanged 21 SP:Iteration 19Q (1305.746505 sec): 3 clusters Score: Raw -66596.061446 + Penalty 420.549455 = -66175.511992 nChanged 19 SP:Iteration 20F (1305.791843 sec): 3 clusters Score: Raw -66602.446463 + Penalty 420.549455 = -66181.897008 nChanged 20 SP:Iteration 21Q (1305.840764 sec): 3 clusters Score: Raw -66608.996456 + Penalty 420.549455 = -66188.447001 nChanged 18 SP:Iteration 22Q (1305.874676 sec): 3 clusters Score: Raw -66614.424614 + Penalty 420.549455 = -66193.875159 nChanged 15 SP:Iteration 23Q (1305.932294 sec): 3 clusters Score: Raw -66620.356105 + Penalty 420.549455 = -66199.806650 nChanged 19 SP:Iteration 24Q (1305.975023 sec): 3 clusters Score: Raw -66630.326581 + Penalty 420.549455 = -66209.777126 nChanged 21 SP:Iteration 25Q (1306.018034 sec): 3 clusters Score: Raw -66638.473309 + Penalty 420.549455 = -66217.923854 nChanged 20 SP:Iteration 26Q (1306.060815 sec): 3 clusters Score: Raw -66644.931621 + Penalty 420.549455 = -66224.382166 nChanged 15 SP:Iteration 27Q (1306.106544 sec): 3 clusters Score: Raw -66651.276888 + Penalty 420.549455 = -66230.727433 nChanged 18 SP:Iteration 28Q (1306.144586 sec): 3 clusters Score: Raw -66657.645698 + Penalty 420.549455 = -66237.096243 nChanged 21 SP:Iteration 29Q (1306.189017 sec): 3 clusters Score: Raw -66665.405961 + Penalty 420.549455 = -66244.856506 nChanged 12 SP:Iteration 30Q (1306.248198 sec): 3 clusters Score: Raw -66669.378003 + Penalty 420.549455 = -66248.828548 nChanged 15 SP:Iteration 31Q (1306.287702 sec): 3 clusters Score: Raw -66674.010792 + Penalty 420.549455 = -66253.461337 nChanged 8 SP:Iteration 32Q (1306.326754 sec): 3 clusters Score: Raw -66675.316265 + Penalty 420.549455 = -66254.766811 nChanged 6 SP:Iteration 33Q (1306.372711 sec): 3 clusters Score: Raw -66676.488100 + Penalty 420.549455 = -66255.938645 nChanged 5 SP:Iteration 34Q (1306.421547 sec): 3 clusters Score: Raw -66677.063020 + Penalty 420.549455 = -66256.513565 nChanged 3 SP:Iteration 35Q (1306.481782 sec): 3 clusters Score: Raw -66677.730078 + Penalty 420.549455 = -66257.180623 nChanged 4 SP:Iteration 36Q (1306.532458 sec): 3 clusters Score: Raw -66678.624106 + Penalty 420.549455 = -66258.074651 nChanged 4 SP:Iteration 37Q (1306.579099 sec): 3 clusters Score: Raw -66679.147679 + Penalty 420.549455 = -66258.598224 nChanged 3 SP:Iteration 38Q (1306.622443 sec): 3 clusters Score: Raw -66680.355919 + Penalty 420.549455 = -66259.806464 nChanged 5 SP:Iteration 39Q (1306.680122 sec): 3 clusters Score: Raw -66682.373711 + Penalty 420.549455 = -66261.824256 nChanged 6 SP:Iteration 40F (1306.727831 sec): 3 clusters Score: Raw -66684.960757 + Penalty 420.549455 = -66264.411302 nChanged 9 SP:Iteration 41Q (1306.767410 sec): 3 clusters Score: Raw -66690.530028 + Penalty 420.549455 = -66269.980573 nChanged 11 SP:Iteration 42Q (1306.809783 sec): 3 clusters Score: Raw -66697.739826 + Penalty 420.549455 = -66277.190371 nChanged 12 SP:Iteration 43Q (1306.861042 sec): 3 clusters Score: Raw -66703.912007 + Penalty 420.549455 = -66283.362552 nChanged 12 SP:Iteration 44Q (1306.911392 sec): 3 clusters Score: Raw -66709.274749 + Penalty 420.549455 = -66288.725294 nChanged 15 SP:Iteration 45Q (1306.954538 sec): 3 clusters Score: Raw -66715.733853 + Penalty 420.549455 = -66295.184398 nChanged 7 SP:Iteration 46Q (1306.989190 sec): 3 clusters Score: Raw -66718.653487 + Penalty 420.549455 = -66298.104032 nChanged 8 SP:Iteration 47Q (1307.030511 sec): 3 clusters Score: Raw -66721.800602 + Penalty 420.549455 = -66301.251148 nChanged 5 SP:Iteration 48Q (1307.077793 sec): 3 clusters Score: Raw -66723.800142 + Penalty 420.549455 = -66303.250687 nChanged 6 SP:Iteration 49Q (1307.120707 sec): 3 clusters Score: Raw -66726.446312 + Penalty 420.549455 = -66305.896857 nChanged 5 SP:Iteration 50Q (1307.167251 sec): 3 clusters Score: Raw -66727.997498 + Penalty 420.549455 = -66307.448043 nChanged 4 SP:Iteration 51Q (1307.202554 sec): 3 clusters Score: Raw -66729.426992 + Penalty 420.549455 = -66308.877537 nChanged 5 SP:Iteration 52Q (1307.244335 sec): 3 clusters Score: Raw -66730.825936 + Penalty 420.549455 = -66310.276481 nChanged 4 SP:Iteration 53Q (1307.296012 sec): 3 clusters Score: Raw -66731.949773 + Penalty 420.549455 = -66311.400318 nChanged 7 SP:Iteration 54Q (1307.342187 sec): 3 clusters Score: Raw -66734.455228 + Penalty 420.549455 = -66313.905774 nChanged 5 SP:Iteration 55Q (1307.390074 sec): 3 clusters Score: Raw -66736.025934 + Penalty 420.549455 = -66315.476479 nChanged 9 SP:Iteration 56Q (1307.448750 sec): 3 clusters Score: Raw -66737.975398 + Penalty 420.549455 = -66317.425944 nChanged 5 SP:Iteration 57Q (1307.496485 sec): 3 clusters Score: Raw -66739.583127 + Penalty 420.549455 = -66319.033672 nChanged 3 SP:Iteration 58Q (1307.542432 sec): 3 clusters Score: Raw -66740.323345 + Penalty 420.549455 = -66319.773890 nChanged 3 SP:Iteration 59Q (1307.579866 sec): 3 clusters Score: Raw -66741.048569 + Penalty 420.549455 = -66320.499114 nChanged 1 SP:Iteration 60F (1307.629514 sec): 3 clusters Score: Raw -66741.150624 + Penalty 420.549455 = -66320.601169 nChanged 1 SP:Iteration 61Q (1307.686652 sec): 3 clusters Score: Raw -66741.339051 + Penalty 420.549455 = -66320.789596 nChanged 1 SP:Iteration 62Q (1307.734828 sec): 3 clusters Score: Raw -66742.043865 + Penalty 420.549455 = -66321.494411 nChanged 1 SP:Iteration 63Q (1307.770261 sec): 3 clusters Score: Raw -66742.162696 + Penalty 420.549455 = -66321.613242 nChanged 1 SP:Iteration 64Q (1307.824651 sec): 3 clusters Score: Raw -66742.352781 + Penalty 420.549455 = -66321.803326 nChanged 1 SP:Iteration 65Q (1307.866902 sec): 3 clusters Score: Raw -66742.468540 + Penalty 420.549455 = -66321.919085 nChanged 0 SP:Iteration 66F (1307.919780 sec): 3 clusters Score: Raw -66742.468540 + Penalty 420.549455 = -66321.919085 nChanged 0 Trying to split cluster 4 (1165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1307.938082 sec): 2 clusters Score: Raw -30913.550299 + Penalty 194.163100 = -30719.387199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1307.995120 sec): 3 clusters Score: Raw -30296.739959 + Penalty 388.326200 = -29908.413759 nChanged 484 SP:Iteration 1F (1308.042230 sec): 3 clusters Score: Raw -30676.733707 + Penalty 388.326200 = -30288.407506 nChanged 77 SP:Iteration 2F (1308.092730 sec): 3 clusters Score: Raw -30717.072903 + Penalty 388.326200 = -30328.746702 nChanged 52 SP:Iteration 3Q (1308.140756 sec): 3 clusters Score: Raw -30740.180790 + Penalty 388.326200 = -30351.854590 nChanged 32 SP:Iteration 4Q (1308.189748 sec): 3 clusters Score: Raw -30758.033927 + Penalty 388.326200 = -30369.707727 nChanged 34 SP:Iteration 5Q (1308.237769 sec): 3 clusters Score: Raw -30777.219910 + Penalty 388.326200 = -30388.893710 nChanged 26 SP:Iteration 6Q (1308.288913 sec): 3 clusters Score: Raw -30792.465432 + Penalty 388.326200 = -30404.139231 nChanged 27 SP:Iteration 7Q (1308.332801 sec): 3 clusters Score: Raw -30803.056184 + Penalty 388.326200 = -30414.729984 nChanged 22 SP:Iteration 8Q (1308.380774 sec): 3 clusters Score: Raw -30812.431666 + Penalty 388.326200 = -30424.105466 nChanged 26 SP:Iteration 9Q (1308.432183 sec): 3 clusters Score: Raw -30838.560630 + Penalty 388.326200 = -30450.234430 nChanged 24 SP:Iteration 10Q (1308.473924 sec): 3 clusters Score: Raw -30859.354780 + Penalty 388.326200 = -30471.028580 nChanged 29 SP:Iteration 11Q (1308.525511 sec): 3 clusters Score: Raw -30874.714812 + Penalty 388.326200 = -30486.388612 nChanged 20 SP:Iteration 12Q (1308.572325 sec): 3 clusters Score: Raw -30885.609744 + Penalty 388.326200 = -30497.283544 nChanged 16 SP:Iteration 13Q (1308.628363 sec): 3 clusters Score: Raw -30900.719549 + Penalty 388.326200 = -30512.393349 nChanged 18 SP:Iteration 14Q (1308.668552 sec): 3 clusters Score: Raw -30926.306592 + Penalty 388.326200 = -30537.980392 nChanged 28 SP:Iteration 15Q (1308.724133 sec): 3 clusters Score: Raw -30952.103418 + Penalty 388.326200 = -30563.777218 nChanged 19 SP:Iteration 16Q (1308.766748 sec): 3 clusters Score: Raw -30965.954659 + Penalty 388.326200 = -30577.628459 nChanged 11 SP:Iteration 17Q (1308.808620 sec): 3 clusters Score: Raw -30977.635383 + Penalty 388.326200 = -30589.309183 nChanged 9 SP:Iteration 18Q (1308.858074 sec): 3 clusters Score: Raw -30982.440697 + Penalty 388.326200 = -30594.114497 nChanged 6 SP:Iteration 19Q (1308.908789 sec): 3 clusters Score: Raw -30985.773839 + Penalty 388.326200 = -30597.447639 nChanged 6 SP:Iteration 20F (1308.956723 sec): 3 clusters Score: Raw -30987.973393 + Penalty 388.326200 = -30599.647193 nChanged 4 SP:Iteration 21Q (1309.000119 sec): 3 clusters Score: Raw -30988.973818 + Penalty 388.326200 = -30600.647618 nChanged 3 SP:Iteration 22Q (1309.051937 sec): 3 clusters Score: Raw -30990.312095 + Penalty 388.326200 = -30601.985895 nChanged 4 SP:Iteration 23Q (1309.093236 sec): 3 clusters Score: Raw -30992.643106 + Penalty 388.326200 = -30604.316906 nChanged 8 SP:Iteration 24Q (1309.138511 sec): 3 clusters Score: Raw -30997.796292 + Penalty 388.326200 = -30609.470092 nChanged 8 SP:Iteration 25Q (1309.186779 sec): 3 clusters Score: Raw -31003.951257 + Penalty 388.326200 = -30615.625057 nChanged 9 SP:Iteration 26Q (1309.228985 sec): 3 clusters Score: Raw -31009.212964 + Penalty 388.326200 = -30620.886764 nChanged 9 SP:Iteration 27Q (1309.270728 sec): 3 clusters Score: Raw -31017.869635 + Penalty 388.326200 = -30629.543435 nChanged 10 SP:Iteration 28Q (1309.318512 sec): 3 clusters Score: Raw -31026.623560 + Penalty 388.326200 = -30638.297360 nChanged 16 SP:Iteration 29Q (1309.359119 sec): 3 clusters Score: Raw -31034.594773 + Penalty 388.326200 = -30646.268573 nChanged 4 SP:Iteration 30Q (1309.396066 sec): 3 clusters Score: Raw -31036.229992 + Penalty 388.326200 = -30647.903792 nChanged 2 SP:Iteration 31Q (1309.446022 sec): 3 clusters Score: Raw -31037.313169 + Penalty 388.326200 = -30648.986969 nChanged 2 SP:Iteration 32Q (1309.493400 sec): 3 clusters Score: Raw -31038.160657 + Penalty 388.326200 = -30649.834456 nChanged 2 SP:Iteration 33Q (1309.524921 sec): 3 clusters Score: Raw -31038.772202 + Penalty 388.326200 = -30650.446002 nChanged 2 SP:Iteration 34Q (1309.574060 sec): 3 clusters Score: Raw -31039.559025 + Penalty 388.326200 = -30651.232825 nChanged 2 SP:Iteration 35Q (1309.621622 sec): 3 clusters Score: Raw -31040.112520 + Penalty 388.326200 = -30651.786319 nChanged 1 SP:Iteration 36Q (1309.661426 sec): 3 clusters Score: Raw -31040.707303 + Penalty 388.326200 = -30652.381103 nChanged 3 SP:Iteration 37Q (1309.700796 sec): 3 clusters Score: Raw -31042.345902 + Penalty 388.326200 = -30654.019702 nChanged 2 SP:Iteration 38Q (1309.751672 sec): 3 clusters Score: Raw -31042.703788 + Penalty 388.326200 = -30654.377588 nChanged 0 SP:Iteration 39F (1309.801971 sec): 3 clusters Score: Raw -31042.703788 + Penalty 388.326200 = -30654.377588 nChanged 0 Trying to split cluster 5 (958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1309.817942 sec): 2 clusters Score: Raw -26186.006046 + Penalty 188.783314 = -25997.222732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1309.869941 sec): 3 clusters Score: Raw -25656.093424 + Penalty 377.566628 = -25278.526796 nChanged 427 SP:Iteration 1F (1309.912378 sec): 3 clusters Score: Raw -25883.128336 + Penalty 377.566628 = -25505.561708 nChanged 72 SP:Iteration 2F (1309.962744 sec): 3 clusters Score: Raw -25925.173451 + Penalty 377.566628 = -25547.606823 nChanged 49 SP:Iteration 3F (1309.995758 sec): 3 clusters Score: Raw -25943.696462 + Penalty 377.566628 = -25566.129834 nChanged 33 SP:Iteration 4Q (1310.049849 sec): 3 clusters Score: Raw -25958.644388 + Penalty 377.566628 = -25581.077760 nChanged 30 SP:Iteration 5Q (1310.088781 sec): 3 clusters Score: Raw -25974.015854 + Penalty 377.566628 = -25596.449226 nChanged 32 SP:Iteration 6Q (1310.131734 sec): 3 clusters Score: Raw -25984.968192 + Penalty 377.566628 = -25607.401564 nChanged 25 SP:Iteration 7Q (1310.177111 sec): 3 clusters Score: Raw -25998.898592 + Penalty 377.566628 = -25621.331964 nChanged 23 SP:Iteration 8Q (1310.220262 sec): 3 clusters Score: Raw -26009.005862 + Penalty 377.566628 = -25631.439234 nChanged 24 SP:Iteration 9Q (1310.263083 sec): 3 clusters Score: Raw -26022.350157 + Penalty 377.566628 = -25644.783529 nChanged 27 SP:Iteration 10Q (1310.296921 sec): 3 clusters Score: Raw -26039.885702 + Penalty 377.566628 = -25662.319074 nChanged 26 SP:Iteration 11Q (1310.341053 sec): 3 clusters Score: Raw -26049.246103 + Penalty 377.566628 = -25671.679476 nChanged 22 SP:Iteration 12Q (1310.386786 sec): 3 clusters Score: Raw -26056.409378 + Penalty 377.566628 = -25678.842751 nChanged 16 SP:Iteration 13Q (1310.423346 sec): 3 clusters Score: Raw -26065.885466 + Penalty 377.566628 = -25688.318839 nChanged 15 SP:Iteration 14Q (1310.464635 sec): 3 clusters Score: Raw -26071.434551 + Penalty 377.566628 = -25693.867924 nChanged 11 SP:Iteration 15Q (1310.519485 sec): 3 clusters Score: Raw -26074.691252 + Penalty 377.566628 = -25697.124624 nChanged 12 SP:Iteration 16Q (1310.559013 sec): 3 clusters Score: Raw -26080.856942 + Penalty 377.566628 = -25703.290314 nChanged 14 SP:Iteration 17Q (1310.604744 sec): 3 clusters Score: Raw -26088.328218 + Penalty 377.566628 = -25710.761590 nChanged 12 SP:Iteration 18Q (1310.648092 sec): 3 clusters Score: Raw -26092.623999 + Penalty 377.566628 = -25715.057371 nChanged 13 SP:Iteration 19Q (1310.699498 sec): 3 clusters Score: Raw -26099.309132 + Penalty 377.566628 = -25721.742504 nChanged 9 SP:Iteration 20F (1310.746491 sec): 3 clusters Score: Raw -26102.612389 + Penalty 377.566628 = -25725.045761 nChanged 7 SP:Iteration 21Q (1310.792645 sec): 3 clusters Score: Raw -26104.617071 + Penalty 377.566628 = -25727.050443 nChanged 6 SP:Iteration 22Q (1310.836115 sec): 3 clusters Score: Raw -26106.144216 + Penalty 377.566628 = -25728.577588 nChanged 4 SP:Iteration 23Q (1310.892180 sec): 3 clusters Score: Raw -26106.688222 + Penalty 377.566628 = -25729.121594 nChanged 3 SP:Iteration 24Q (1310.926975 sec): 3 clusters Score: Raw -26107.321893 + Penalty 377.566628 = -25729.755266 nChanged 4 SP:Iteration 25Q (1310.973851 sec): 3 clusters Score: Raw -26107.757497 + Penalty 377.566628 = -25730.190869 nChanged 3 SP:Iteration 26Q (1311.028010 sec): 3 clusters Score: Raw -26108.656286 + Penalty 377.566628 = -25731.089658 nChanged 2 SP:Iteration 27Q (1311.074973 sec): 3 clusters Score: Raw -26108.925088 + Penalty 377.566628 = -25731.358460 nChanged 1 SP:Iteration 28Q (1311.119042 sec): 3 clusters Score: Raw -26109.073456 + Penalty 377.566628 = -25731.506828 nChanged 1 SP:Iteration 29Q (1311.165147 sec): 3 clusters Score: Raw -26109.508311 + Penalty 377.566628 = -25731.941683 nChanged 2 SP:Iteration 30Q (1311.203769 sec): 3 clusters Score: Raw -26109.974640 + Penalty 377.566628 = -25732.408012 nChanged 2 SP:Iteration 31Q (1311.248628 sec): 3 clusters Score: Raw -26110.154543 + Penalty 377.566628 = -25732.587916 nChanged 1 SP:Iteration 32Q (1311.302376 sec): 3 clusters Score: Raw -26110.362102 + Penalty 377.566628 = -25732.795474 nChanged 0 SP:Iteration 33F (1311.350014 sec): 3 clusters Score: Raw -26110.362102 + Penalty 377.566628 = -25732.795474 nChanged 0 Trying to split cluster 6 (7509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1311.381908 sec): 2 clusters Score: Raw -204551.616930 + Penalty 245.406083 = -204306.210847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1311.430532 sec): 3 clusters Score: Raw -199813.550775 + Penalty 490.812167 = -199322.738609 nChanged 3539 SP:Iteration 1F (1311.490067 sec): 3 clusters Score: Raw -202073.258337 + Penalty 490.812167 = -201582.446170 nChanged 575 SP:Iteration 2F (1311.540548 sec): 3 clusters Score: Raw -202441.515326 + Penalty 490.812167 = -201950.703159 nChanged 497 SP:Iteration 3F (1311.592236 sec): 3 clusters Score: Raw -202755.916689 + Penalty 490.812167 = -202265.104522 nChanged 429 SP:Iteration 4F (1311.632496 sec): 3 clusters Score: Raw -203027.672765 + Penalty 490.812167 = -202536.860598 nChanged 405 SP:Iteration 5F (1311.687376 sec): 3 clusters Score: Raw -203290.744967 + Penalty 490.812167 = -202799.932801 nChanged 344 SP:Iteration 6Q (1311.750156 sec): 3 clusters Score: Raw -203501.060964 + Penalty 490.812167 = -203010.248797 nChanged 302 SP:Iteration 7Q (1311.804971 sec): 3 clusters Score: Raw -203666.190364 + Penalty 490.812167 = -203175.378198 nChanged 259 SP:Iteration 8Q (1311.851611 sec): 3 clusters Score: Raw -203815.644587 + Penalty 490.812167 = -203324.832421 nChanged 263 SP:Iteration 9Q (1311.908457 sec): 3 clusters Score: Raw -203972.909798 + Penalty 490.812167 = -203482.097631 nChanged 262 SP:Iteration 10Q (1311.959534 sec): 3 clusters Score: Raw -204129.904666 + Penalty 490.812167 = -203639.092499 nChanged 226 SP:Iteration 11Q (1312.016961 sec): 3 clusters Score: Raw -204265.971629 + Penalty 490.812167 = -203775.159462 nChanged 183 SP:Iteration 12Q (1312.066214 sec): 3 clusters Score: Raw -204368.696277 + Penalty 490.812167 = -203877.884110 nChanged 118 SP:Iteration 13Q (1312.113781 sec): 3 clusters Score: Raw -204414.419887 + Penalty 490.812167 = -203923.607720 nChanged 80 SP:Iteration 14Q (1312.164959 sec): 3 clusters Score: Raw -204438.931027 + Penalty 490.812167 = -203948.118860 nChanged 65 SP:Iteration 15Q (1312.208374 sec): 3 clusters Score: Raw -204461.739687 + Penalty 490.812167 = -203970.927520 nChanged 48 SP:Iteration 16Q (1312.260525 sec): 3 clusters Score: Raw -204481.709587 + Penalty 490.812167 = -203990.897420 nChanged 41 SP:Iteration 17Q (1312.321342 sec): 3 clusters Score: Raw -204502.190126 + Penalty 490.812167 = -204011.377959 nChanged 39 SP:Iteration 18Q (1312.369789 sec): 3 clusters Score: Raw -204519.042873 + Penalty 490.812167 = -204028.230706 nChanged 34 SP:Iteration 19Q (1312.409015 sec): 3 clusters Score: Raw -204537.044077 + Penalty 490.812167 = -204046.231910 nChanged 32 SP:Iteration 20F (1312.461750 sec): 3 clusters Score: Raw -204556.940125 + Penalty 490.812167 = -204066.127958 nChanged 27 SP:Iteration 21Q (1312.519860 sec): 3 clusters Score: Raw -204571.024594 + Penalty 490.812167 = -204080.212427 nChanged 15 SP:Iteration 22Q (1312.567818 sec): 3 clusters Score: Raw -204580.048738 + Penalty 490.812167 = -204089.236572 nChanged 19 SP:Iteration 23Q (1312.605110 sec): 3 clusters Score: Raw -204591.934906 + Penalty 490.812167 = -204101.122739 nChanged 20 SP:Iteration 24Q (1312.652401 sec): 3 clusters Score: Raw -204600.652566 + Penalty 490.812167 = -204109.840399 nChanged 12 SP:Iteration 25Q (1312.706159 sec): 3 clusters Score: Raw -204606.907652 + Penalty 490.812167 = -204116.095485 nChanged 6 SP:Iteration 26Q (1312.751596 sec): 3 clusters Score: Raw -204611.453790 + Penalty 490.812167 = -204120.641623 nChanged 7 SP:Iteration 27Q (1312.788177 sec): 3 clusters Score: Raw -204613.399581 + Penalty 490.812167 = -204122.587414 nChanged 3 SP:Iteration 28Q (1312.837400 sec): 3 clusters Score: Raw -204614.087085 + Penalty 490.812167 = -204123.274918 nChanged 3 SP:Iteration 29Q (1312.886421 sec): 3 clusters Score: Raw -204615.291566 + Penalty 490.812167 = -204124.479399 nChanged 2 SP:Iteration 30Q (1312.946602 sec): 3 clusters Score: Raw -204615.692322 + Penalty 490.812167 = -204124.880155 nChanged 0 SP:Iteration 31F (1312.992385 sec): 3 clusters Score: Raw -204615.692322 + Penalty 490.812167 = -204124.880155 nChanged 0 Trying to split cluster 7 (13854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1313.026317 sec): 2 clusters Score: Raw -385033.960157 + Penalty 262.249055 = -384771.711102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1313.081737 sec): 3 clusters Score: Raw -375972.455050 + Penalty 524.498110 = -375447.956939 nChanged 6637 SP:Iteration 1F (1313.133983 sec): 3 clusters Score: Raw -379976.331094 + Penalty 524.498110 = -379451.832983 nChanged 834 SP:Iteration 2F (1313.191463 sec): 3 clusters Score: Raw -380385.951271 + Penalty 524.498110 = -379861.453160 nChanged 947 SP:Iteration 3F (1313.246532 sec): 3 clusters Score: Raw -380944.452178 + Penalty 524.498110 = -380419.954068 nChanged 1001 SP:Iteration 4F (1313.293937 sec): 3 clusters Score: Raw -381639.260333 + Penalty 524.498110 = -381114.762223 nChanged 980 SP:Iteration 5F (1313.355793 sec): 3 clusters Score: Raw -382392.950562 + Penalty 524.498110 = -381868.452452 nChanged 921 SP:Iteration 6F (1313.418558 sec): 3 clusters Score: Raw -383190.948361 + Penalty 524.498110 = -382666.450250 nChanged 770 SP:Iteration 7F (1313.463722 sec): 3 clusters Score: Raw -383905.358992 + Penalty 524.498110 = -383380.860881 nChanged 605 SP:Iteration 8Q (1313.529882 sec): 3 clusters Score: Raw -384507.409099 + Penalty 524.498110 = -383982.910988 nChanged 357 SP:Iteration 9Q (1313.582367 sec): 3 clusters Score: Raw -384849.867869 + Penalty 524.498110 = -384325.369759 nChanged 148 SP:Iteration 10Q (1313.639863 sec): 3 clusters Score: Raw -384990.918018 + Penalty 524.498110 = -384466.419907 nChanged 59 SP:Iteration 11Q (1313.689516 sec): 3 clusters Score: Raw -385052.199119 + Penalty 524.498110 = -384527.701009 nChanged 17 SP:Iteration 12Q (1313.754201 sec): 3 clusters Score: Raw -385075.168074 + Penalty 524.498110 = -384550.669964 nChanged 9 SP:Iteration 13Q (1313.805866 sec): 3 clusters Score: Raw -385092.015424 + Penalty 524.498110 = -384567.517314 nChanged 8 SP:Iteration 14Q (1313.845017 sec): 3 clusters Score: Raw -385101.221978 + Penalty 524.498110 = -384576.723868 nChanged 5 SP:Iteration 15Q (1313.912568 sec): 3 clusters Score: Raw -385109.075846 + Penalty 524.498110 = -384584.577736 nChanged 7 SP:Iteration 16Q (1313.964803 sec): 3 clusters Score: Raw -385112.043108 + Penalty 524.498110 = -384587.544998 nChanged 4 SP:Iteration 17Q (1314.023646 sec): 3 clusters Score: Raw -385113.884187 + Penalty 524.498110 = -384589.386077 nChanged 1 SP:Iteration 18Q (1314.084075 sec): 3 clusters Score: Raw -385114.484623 + Penalty 524.498110 = -384589.986512 nChanged 3 SP:Iteration 19Q (1314.141790 sec): 3 clusters Score: Raw -385118.766542 + Penalty 524.498110 = -384594.268432 nChanged 5 SP:Iteration 20F (1314.203805 sec): 3 clusters Score: Raw -385121.374553 + Penalty 524.498110 = -384596.876443 nChanged 4 SP:Iteration 21Q (1314.246111 sec): 3 clusters Score: Raw -385122.479437 + Penalty 524.498110 = -384597.981327 nChanged 2 SP:Iteration 22Q (1314.308789 sec): 3 clusters Score: Raw -385123.117567 + Penalty 524.498110 = -384598.619457 nChanged 2 SP:Iteration 23Q (1314.365064 sec): 3 clusters Score: Raw -385123.638579 + Penalty 524.498110 = -384599.140469 nChanged 0 SP:Iteration 24F (1314.418559 sec): 3 clusters Score: Raw -385123.638579 + Penalty 524.498110 = -384599.140469 nChanged 0 Trying to split cluster 8 (3307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1314.442575 sec): 2 clusters Score: Raw -101811.897085 + Penalty 222.854410 = -101589.042676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1314.490077 sec): 3 clusters Score: Raw -99828.647094 + Penalty 445.708819 = -99382.938275 nChanged 1509 SP:Iteration 1F (1314.542769 sec): 3 clusters Score: Raw -100762.083333 + Penalty 445.708819 = -100316.374514 nChanged 239 SP:Iteration 2F (1314.583473 sec): 3 clusters Score: Raw -100955.777074 + Penalty 445.708819 = -100510.068255 nChanged 231 SP:Iteration 3F (1314.623763 sec): 3 clusters Score: Raw -101174.746039 + Penalty 445.708819 = -100729.037219 nChanged 194 SP:Iteration 4F (1314.671783 sec): 3 clusters Score: Raw -101352.849468 + Penalty 445.708819 = -100907.140649 nChanged 147 SP:Iteration 5Q (1314.729999 sec): 3 clusters Score: Raw -101482.866150 + Penalty 445.708819 = -101037.157331 nChanged 114 SP:Iteration 6Q (1314.778789 sec): 3 clusters Score: Raw -101575.866474 + Penalty 445.708819 = -101130.157655 nChanged 101 SP:Iteration 7Q (1314.826447 sec): 3 clusters Score: Raw -101635.768269 + Penalty 445.708819 = -101190.059450 nChanged 70 SP:Iteration 8Q (1314.874296 sec): 3 clusters Score: Raw -101682.989198 + Penalty 445.708819 = -101237.280379 nChanged 65 SP:Iteration 9Q (1314.920387 sec): 3 clusters Score: Raw -101723.692219 + Penalty 445.708819 = -101277.983400 nChanged 48 SP:Iteration 10Q (1314.958806 sec): 3 clusters Score: Raw -101749.715670 + Penalty 445.708819 = -101304.006851 nChanged 35 SP:Iteration 11Q (1315.014708 sec): 3 clusters Score: Raw -101759.769153 + Penalty 445.708819 = -101314.060334 nChanged 15 SP:Iteration 12Q (1315.049098 sec): 3 clusters Score: Raw -101765.153256 + Penalty 445.708819 = -101319.444437 nChanged 13 SP:Iteration 13Q (1315.089485 sec): 3 clusters Score: Raw -101769.463911 + Penalty 445.708819 = -101323.755092 nChanged 14 SP:Iteration 14Q (1315.132846 sec): 3 clusters Score: Raw -101772.652662 + Penalty 445.708819 = -101326.943843 nChanged 11 SP:Iteration 15Q (1315.181808 sec): 3 clusters Score: Raw -101774.644827 + Penalty 445.708819 = -101328.936008 nChanged 9 SP:Iteration 16Q (1315.223199 sec): 3 clusters Score: Raw -101777.121106 + Penalty 445.708819 = -101331.412287 nChanged 11 SP:Iteration 17Q (1315.262722 sec): 3 clusters Score: Raw -101780.889809 + Penalty 445.708819 = -101335.180990 nChanged 12 SP:Iteration 18Q (1315.296392 sec): 3 clusters Score: Raw -101784.109536 + Penalty 445.708819 = -101338.400717 nChanged 9 SP:Iteration 19Q (1315.346099 sec): 3 clusters Score: Raw -101786.399523 + Penalty 445.708819 = -101340.690704 nChanged 10 SP:Iteration 20F (1315.384088 sec): 3 clusters Score: Raw -101788.343263 + Penalty 445.708819 = -101342.634444 nChanged 6 SP:Iteration 21Q (1315.434261 sec): 3 clusters Score: Raw -101790.167319 + Penalty 445.708819 = -101344.458500 nChanged 10 SP:Iteration 22Q (1315.477914 sec): 3 clusters Score: Raw -101792.972088 + Penalty 445.708819 = -101347.263269 nChanged 9 SP:Iteration 23Q (1315.523603 sec): 3 clusters Score: Raw -101795.924063 + Penalty 445.708819 = -101350.215244 nChanged 7 SP:Iteration 24Q (1315.562820 sec): 3 clusters Score: Raw -101798.363022 + Penalty 445.708819 = -101352.654203 nChanged 7 SP:Iteration 25Q (1315.600199 sec): 3 clusters Score: Raw -101801.316614 + Penalty 445.708819 = -101355.607795 nChanged 12 SP:Iteration 26Q (1315.644114 sec): 3 clusters Score: Raw -101807.054617 + Penalty 445.708819 = -101361.345798 nChanged 13 SP:Iteration 27Q (1315.683503 sec): 3 clusters Score: Raw -101810.738475 + Penalty 445.708819 = -101365.029656 nChanged 8 SP:Iteration 28Q (1315.728826 sec): 3 clusters Score: Raw -101813.128477 + Penalty 445.708819 = -101367.419658 nChanged 6 SP:Iteration 29Q (1315.773863 sec): 3 clusters Score: Raw -101814.147393 + Penalty 445.708819 = -101368.438573 nChanged 6 SP:Iteration 30Q (1315.825516 sec): 3 clusters Score: Raw -101814.929636 + Penalty 445.708819 = -101369.220816 nChanged 5 SP:Iteration 31Q (1315.864258 sec): 3 clusters Score: Raw -101817.051479 + Penalty 445.708819 = -101371.342660 nChanged 3 SP:Iteration 32Q (1315.910222 sec): 3 clusters Score: Raw -101818.886082 + Penalty 445.708819 = -101373.177262 nChanged 4 SP:Iteration 33Q (1315.957305 sec): 3 clusters Score: Raw -101819.947666 + Penalty 445.708819 = -101374.238847 nChanged 2 SP:Iteration 34Q (1316.012910 sec): 3 clusters Score: Raw -101820.265732 + Penalty 445.708819 = -101374.556913 nChanged 1 SP:Iteration 35Q (1316.051884 sec): 3 clusters Score: Raw -101820.421625 + Penalty 445.708819 = -101374.712806 nChanged 1 SP:Iteration 36Q (1316.105638 sec): 3 clusters Score: Raw -101820.495344 + Penalty 445.708819 = -101374.786525 nChanged 0 SP:Iteration 37F (1316.140505 sec): 3 clusters Score: Raw -101820.495344 + Penalty 445.708819 = -101374.786525 nChanged 0 Trying to split cluster 9 (7412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1316.167732 sec): 2 clusters Score: Raw -192958.412507 + Penalty 245.048529 = -192713.363978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1316.223122 sec): 3 clusters Score: Raw -188187.797115 + Penalty 490.097057 = -187697.700057 nChanged 3492 SP:Iteration 1F (1316.270513 sec): 3 clusters Score: Raw -190217.791439 + Penalty 490.097057 = -189727.694382 nChanged 432 SP:Iteration 2F (1316.309135 sec): 3 clusters Score: Raw -190428.489974 + Penalty 490.097057 = -189938.392917 nChanged 469 SP:Iteration 3F (1316.356525 sec): 3 clusters Score: Raw -190696.343000 + Penalty 490.097057 = -190206.245943 nChanged 549 SP:Iteration 4F (1316.416458 sec): 3 clusters Score: Raw -191108.635210 + Penalty 490.097057 = -190618.538153 nChanged 583 SP:Iteration 5F (1316.466929 sec): 3 clusters Score: Raw -191617.837815 + Penalty 490.097057 = -191127.740758 nChanged 503 SP:Iteration 6F (1316.506469 sec): 3 clusters Score: Raw -192029.937711 + Penalty 490.097057 = -191539.840654 nChanged 405 SP:Iteration 7F (1316.563915 sec): 3 clusters Score: Raw -192313.144130 + Penalty 490.097057 = -191823.047073 nChanged 256 SP:Iteration 8Q (1316.615976 sec): 3 clusters Score: Raw -192442.930608 + Penalty 490.097057 = -191952.833550 nChanged 160 SP:Iteration 9Q (1316.670952 sec): 3 clusters Score: Raw -192518.914994 + Penalty 490.097057 = -192028.817937 nChanged 125 SP:Iteration 10Q (1316.724508 sec): 3 clusters Score: Raw -192591.505869 + Penalty 490.097057 = -192101.408811 nChanged 121 SP:Iteration 11Q (1316.777210 sec): 3 clusters Score: Raw -192643.900914 + Penalty 490.097057 = -192153.803856 nChanged 89 SP:Iteration 12Q (1316.820323 sec): 3 clusters Score: Raw -192684.229893 + Penalty 490.097057 = -192194.132836 nChanged 83 SP:Iteration 13Q (1316.869289 sec): 3 clusters Score: Raw -192722.435083 + Penalty 490.097057 = -192232.338026 nChanged 70 SP:Iteration 14Q (1316.919938 sec): 3 clusters Score: Raw -192766.159291 + Penalty 490.097057 = -192276.062234 nChanged 81 SP:Iteration 15Q (1316.981301 sec): 3 clusters Score: Raw -192832.699302 + Penalty 490.097057 = -192342.602245 nChanged 85 SP:Iteration 16Q (1317.033150 sec): 3 clusters Score: Raw -192896.566959 + Penalty 490.097057 = -192406.469901 nChanged 90 SP:Iteration 17Q (1317.083243 sec): 3 clusters Score: Raw -192944.183961 + Penalty 490.097057 = -192454.086904 nChanged 66 SP:Iteration 18Q (1317.135267 sec): 3 clusters Score: Raw -192972.961353 + Penalty 490.097057 = -192482.864296 nChanged 66 SP:Iteration 19Q (1317.186848 sec): 3 clusters Score: Raw -193002.116947 + Penalty 490.097057 = -192512.019890 nChanged 53 SP:Iteration 20F (1317.231947 sec): 3 clusters Score: Raw -193021.044944 + Penalty 490.097057 = -192530.947887 nChanged 44 SP:Iteration 21Q (1317.284433 sec): 3 clusters Score: Raw -193033.673259 + Penalty 490.097057 = -192543.576201 nChanged 30 SP:Iteration 22Q (1317.341940 sec): 3 clusters Score: Raw -193041.510586 + Penalty 490.097057 = -192551.413529 nChanged 28 SP:Iteration 23Q (1317.396164 sec): 3 clusters Score: Raw -193047.228805 + Penalty 490.097057 = -192557.131747 nChanged 16 SP:Iteration 24Q (1317.435498 sec): 3 clusters Score: Raw -193050.767971 + Penalty 490.097057 = -192560.670914 nChanged 16 SP:Iteration 25Q (1317.492326 sec): 3 clusters Score: Raw -193052.378049 + Penalty 490.097057 = -192562.280992 nChanged 14 SP:Iteration 26Q (1317.540498 sec): 3 clusters Score: Raw -193054.073950 + Penalty 490.097057 = -192563.976893 nChanged 12 SP:Iteration 27Q (1317.583673 sec): 3 clusters Score: Raw -193054.985402 + Penalty 490.097057 = -192564.888345 nChanged 6 SP:Iteration 28Q (1317.629440 sec): 3 clusters Score: Raw -193055.570761 + Penalty 490.097057 = -192565.473704 nChanged 6 SP:Iteration 29Q (1317.683854 sec): 3 clusters Score: Raw -193056.104211 + Penalty 490.097057 = -192566.007153 nChanged 6 SP:Iteration 30Q (1317.738272 sec): 3 clusters Score: Raw -193056.651525 + Penalty 490.097057 = -192566.554468 nChanged 8 SP:Iteration 31Q (1317.791422 sec): 3 clusters Score: Raw -193057.822580 + Penalty 490.097057 = -192567.725523 nChanged 7 SP:Iteration 32Q (1317.842503 sec): 3 clusters Score: Raw -193058.363546 + Penalty 490.097057 = -192568.266489 nChanged 6 SP:Iteration 33Q (1317.881105 sec): 3 clusters Score: Raw -193058.679530 + Penalty 490.097057 = -192568.582473 nChanged 3 SP:Iteration 34Q (1317.933160 sec): 3 clusters Score: Raw -193058.882933 + Penalty 490.097057 = -192568.785876 nChanged 2 SP:Iteration 35Q (1317.983373 sec): 3 clusters Score: Raw -193058.926525 + Penalty 490.097057 = -192568.829468 nChanged 2 SP:Iteration 36Q (1318.032848 sec): 3 clusters Score: Raw -193059.057117 + Penalty 490.097057 = -192568.960059 nChanged 2 SP:Iteration 37Q (1318.089075 sec): 3 clusters Score: Raw -193059.140684 + Penalty 490.097057 = -192569.043627 nChanged 1 SP:Iteration 38Q (1318.141476 sec): 3 clusters Score: Raw -193059.168574 + Penalty 490.097057 = -192569.071517 nChanged 1 SP:Iteration 39Q (1318.191091 sec): 3 clusters Score: Raw -193059.244949 + Penalty 490.097057 = -192569.147892 nChanged 2 SP:Iteration 40F (1318.248690 sec): 3 clusters Score: Raw -193059.364977 + Penalty 490.097057 = -192569.267920 nChanged 4 SP:Iteration 41Q (1318.292094 sec): 3 clusters Score: Raw -193059.694979 + Penalty 490.097057 = -192569.597922 nChanged 5 SP:Iteration 42Q (1318.357115 sec): 3 clusters Score: Raw -193060.049526 + Penalty 490.097057 = -192569.952468 nChanged 0 SP:Iteration 43F (1318.411694 sec): 3 clusters Score: Raw -193060.049526 + Penalty 490.097057 = -192569.952468 nChanged 0 Trying to split cluster 10 (3767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1318.441053 sec): 2 clusters Score: Raw -101977.745652 + Penalty 226.435941 = -101751.309712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1318.480610 sec): 3 clusters Score: Raw -99694.073616 + Penalty 452.871881 = -99241.201735 nChanged 1701 SP:Iteration 1F (1318.531288 sec): 3 clusters Score: Raw -100809.883440 + Penalty 452.871881 = -100357.011559 nChanged 283 SP:Iteration 2F (1318.573626 sec): 3 clusters Score: Raw -101028.872268 + Penalty 452.871881 = -100576.000386 nChanged 260 SP:Iteration 3F (1318.628026 sec): 3 clusters Score: Raw -101258.262558 + Penalty 452.871881 = -100805.390677 nChanged 244 SP:Iteration 4F (1318.675682 sec): 3 clusters Score: Raw -101447.291907 + Penalty 452.871881 = -100994.420025 nChanged 168 SP:Iteration 5Q (1318.723928 sec): 3 clusters Score: Raw -101589.702004 + Penalty 452.871881 = -101136.830123 nChanged 128 SP:Iteration 6Q (1318.774300 sec): 3 clusters Score: Raw -101695.759124 + Penalty 452.871881 = -101242.887242 nChanged 96 SP:Iteration 7Q (1318.820375 sec): 3 clusters Score: Raw -101763.361268 + Penalty 452.871881 = -101310.489387 nChanged 68 SP:Iteration 8Q (1318.870666 sec): 3 clusters Score: Raw -101835.900335 + Penalty 452.871881 = -101383.028453 nChanged 56 SP:Iteration 9Q (1318.919032 sec): 3 clusters Score: Raw -101905.210710 + Penalty 452.871881 = -101452.338829 nChanged 48 SP:Iteration 10Q (1318.966343 sec): 3 clusters Score: Raw -101954.257216 + Penalty 452.871881 = -101501.385335 nChanged 35 SP:Iteration 11Q (1319.013608 sec): 3 clusters Score: Raw -101986.541020 + Penalty 452.871881 = -101533.669139 nChanged 19 SP:Iteration 12Q (1319.060652 sec): 3 clusters Score: Raw -101998.885610 + Penalty 452.871881 = -101546.013728 nChanged 10 SP:Iteration 13Q (1319.117514 sec): 3 clusters Score: Raw -102003.609242 + Penalty 452.871881 = -101550.737360 nChanged 8 SP:Iteration 14Q (1319.153471 sec): 3 clusters Score: Raw -102009.080864 + Penalty 452.871881 = -101556.208983 nChanged 7 SP:Iteration 15Q (1319.206169 sec): 3 clusters Score: Raw -102012.945322 + Penalty 452.871881 = -101560.073440 nChanged 7 SP:Iteration 16Q (1319.254323 sec): 3 clusters Score: Raw -102017.587587 + Penalty 452.871881 = -101564.715705 nChanged 4 SP:Iteration 17Q (1319.301943 sec): 3 clusters Score: Raw -102019.643884 + Penalty 452.871881 = -101566.772003 nChanged 3 SP:Iteration 18Q (1319.353990 sec): 3 clusters Score: Raw -102020.331187 + Penalty 452.871881 = -101567.459306 nChanged 2 SP:Iteration 19Q (1319.406217 sec): 3 clusters Score: Raw -102020.655687 + Penalty 452.871881 = -101567.783806 nChanged 1 SP:Iteration 20F (1319.454565 sec): 3 clusters Score: Raw -102021.025479 + Penalty 452.871881 = -101568.153598 nChanged 1 SP:Iteration 21Q (1319.500963 sec): 3 clusters Score: Raw -102021.826406 + Penalty 452.871881 = -101568.954525 nChanged 1 SP:Iteration 22Q (1319.554893 sec): 3 clusters Score: Raw -102022.231750 + Penalty 452.871881 = -101569.359869 nChanged 2 SP:Iteration 23Q (1319.603257 sec): 3 clusters Score: Raw -102022.818168 + Penalty 452.871881 = -101569.946286 nChanged 1 SP:Iteration 24Q (1319.653887 sec): 3 clusters Score: Raw -102023.386784 + Penalty 452.871881 = -101570.514902 nChanged 2 SP:Iteration 25Q (1319.695651 sec): 3 clusters Score: Raw -102025.030096 + Penalty 452.871881 = -101572.158214 nChanged 3 SP:Iteration 26Q (1319.747532 sec): 3 clusters Score: Raw -102026.280340 + Penalty 452.871881 = -101573.408458 nChanged 1 SP:Iteration 27Q (1319.792860 sec): 3 clusters Score: Raw -102027.432287 + Penalty 452.871881 = -101574.560406 nChanged 2 SP:Iteration 28Q (1319.843672 sec): 3 clusters Score: Raw -102028.566846 + Penalty 452.871881 = -101575.694965 nChanged 3 SP:Iteration 29Q (1319.896995 sec): 3 clusters Score: Raw -102030.160711 + Penalty 452.871881 = -101577.288829 nChanged 1 SP:Iteration 30Q (1319.938468 sec): 3 clusters Score: Raw -102030.406512 + Penalty 452.871881 = -101577.534631 nChanged 0 SP:Iteration 31F (1319.986844 sec): 3 clusters Score: Raw -102030.406512 + Penalty 452.871881 = -101577.534631 nChanged 0 Trying to split cluster 11 (90995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1320.069884 sec): 2 clusters Score: Raw -2551868.470941 + Penalty 314.010396 = -2551554.460545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1320.184416 sec): 3 clusters Score: Raw -2490881.249020 + Penalty 628.020791 = -2490253.228229 nChanged 44541 SP:Iteration 1F (1320.290517 sec): 3 clusters Score: Raw -2519281.354978 + Penalty 628.020791 = -2518653.334187 nChanged 5406 SP:Iteration 2F (1320.385697 sec): 3 clusters Score: Raw -2522058.387862 + Penalty 628.020791 = -2521430.367070 nChanged 6090 SP:Iteration 3F (1320.500095 sec): 3 clusters Score: Raw -2526070.384216 + Penalty 628.020791 = -2525442.363425 nChanged 6553 SP:Iteration 4F (1320.595130 sec): 3 clusters Score: Raw -2530915.848900 + Penalty 628.020791 = -2530287.828109 nChanged 6393 SP:Iteration 5F (1320.706166 sec): 3 clusters Score: Raw -2535720.071743 + Penalty 628.020791 = -2535092.050952 nChanged 5452 SP:Iteration 6F (1320.804195 sec): 3 clusters Score: Raw -2539875.893730 + Penalty 628.020791 = -2539247.872939 nChanged 4008 SP:Iteration 7Q (1320.919028 sec): 3 clusters Score: Raw -2542851.821451 + Penalty 628.020791 = -2542223.800660 nChanged 3048 SP:Iteration 8Q (1321.035458 sec): 3 clusters Score: Raw -2544842.475905 + Penalty 628.020791 = -2544214.455114 nChanged 2392 SP:Iteration 9Q (1321.147383 sec): 3 clusters Score: Raw -2546185.359743 + Penalty 628.020791 = -2545557.338952 nChanged 1986 SP:Iteration 10Q (1321.263912 sec): 3 clusters Score: Raw -2547207.124718 + Penalty 628.020791 = -2546579.103927 nChanged 1623 SP:Iteration 11Q (1321.381123 sec): 3 clusters Score: Raw -2548035.982176 + Penalty 628.020791 = -2547407.961384 nChanged 1464 SP:Iteration 12Q (1321.505210 sec): 3 clusters Score: Raw -2548726.744123 + Penalty 628.020791 = -2548098.723332 nChanged 1297 SP:Iteration 13Q (1321.620028 sec): 3 clusters Score: Raw -2549285.534799 + Penalty 628.020791 = -2548657.514008 nChanged 1147 SP:Iteration 14Q (1321.740575 sec): 3 clusters Score: Raw -2549748.142878 + Penalty 628.020791 = -2549120.122087 nChanged 1045 SP:Iteration 15Q (1321.858188 sec): 3 clusters Score: Raw -2550131.097779 + Penalty 628.020791 = -2549503.076988 nChanged 904 SP:Iteration 16Q (1321.971901 sec): 3 clusters Score: Raw -2550453.453445 + Penalty 628.020791 = -2549825.432654 nChanged 850 SP:Iteration 17Q (1322.095661 sec): 3 clusters Score: Raw -2550781.884508 + Penalty 628.020791 = -2550153.863717 nChanged 821 SP:Iteration 18Q (1322.209642 sec): 3 clusters Score: Raw -2551071.937030 + Penalty 628.020791 = -2550443.916239 nChanged 720 SP:Iteration 19Q (1322.333028 sec): 3 clusters Score: Raw -2551301.704110 + Penalty 628.020791 = -2550673.683319 nChanged 660 SP:Iteration 20F (1322.449599 sec): 3 clusters Score: Raw -2551513.219571 + Penalty 628.020791 = -2550885.198780 nChanged 611 SP:Iteration 21Q (1322.561090 sec): 3 clusters Score: Raw -2551712.521870 + Penalty 628.020791 = -2551084.501079 nChanged 581 SP:Iteration 22Q (1322.684380 sec): 3 clusters Score: Raw -2551899.893920 + Penalty 628.020791 = -2551271.873129 nChanged 542 SP:Iteration 23Q (1322.802500 sec): 3 clusters Score: Raw -2552071.445138 + Penalty 628.020791 = -2551443.424347 nChanged 489 SP:Iteration 24Q (1322.906863 sec): 3 clusters Score: Raw -2552226.971936 + Penalty 628.020791 = -2551598.951145 nChanged 438 SP:Iteration 25Q (1323.009188 sec): 3 clusters Score: Raw -2552362.577467 + Penalty 628.020791 = -2551734.556676 nChanged 382 SP:Iteration 26Q (1323.111694 sec): 3 clusters Score: Raw -2552488.883075 + Penalty 628.020791 = -2551860.862284 nChanged 371 SP:Iteration 27Q (1323.202435 sec): 3 clusters Score: Raw -2552613.727050 + Penalty 628.020791 = -2551985.706259 nChanged 296 SP:Iteration 28Q (1323.320160 sec): 3 clusters Score: Raw -2552701.134822 + Penalty 628.020791 = -2552073.114031 nChanged 254 SP:Iteration 29Q (1323.430159 sec): 3 clusters Score: Raw -2552761.162188 + Penalty 628.020791 = -2552133.141397 nChanged 203 SP:Iteration 30Q (1323.543746 sec): 3 clusters Score: Raw -2552802.941920 + Penalty 628.020791 = -2552174.921129 nChanged 198 SP:Iteration 31Q (1323.650637 sec): 3 clusters Score: Raw -2552840.749453 + Penalty 628.020791 = -2552212.728662 nChanged 166 SP:Iteration 32Q (1323.758363 sec): 3 clusters Score: Raw -2552867.944768 + Penalty 628.020791 = -2552239.923977 nChanged 144 SP:Iteration 33Q (1323.877512 sec): 3 clusters Score: Raw -2552887.666301 + Penalty 628.020791 = -2552259.645510 nChanged 117 SP:Iteration 34Q (1323.975069 sec): 3 clusters Score: Raw -2552901.418540 + Penalty 628.020791 = -2552273.397748 nChanged 91 SP:Iteration 35Q (1324.096600 sec): 3 clusters Score: Raw -2552910.082128 + Penalty 628.020791 = -2552282.061337 nChanged 84 SP:Iteration 36Q (1324.212969 sec): 3 clusters Score: Raw -2552916.445821 + Penalty 628.020791 = -2552288.425030 nChanged 66 SP:Iteration 37Q (1324.325536 sec): 3 clusters Score: Raw -2552919.980093 + Penalty 628.020791 = -2552291.959302 nChanged 58 SP:Iteration 38Q (1324.444720 sec): 3 clusters Score: Raw -2552922.510450 + Penalty 628.020791 = -2552294.489659 nChanged 39 SP:Iteration 39Q (1324.555233 sec): 3 clusters Score: Raw -2552924.207890 + Penalty 628.020791 = -2552296.187099 nChanged 43 SP:Iteration 40F (1324.652908 sec): 3 clusters Score: Raw -2552925.736482 + Penalty 628.020791 = -2552297.715691 nChanged 27 SP:Iteration 41Q (1324.765435 sec): 3 clusters Score: Raw -2552926.628411 + Penalty 628.020791 = -2552298.607619 nChanged 26 SP:Iteration 42Q (1324.888388 sec): 3 clusters Score: Raw -2552927.784059 + Penalty 628.020791 = -2552299.763268 nChanged 26 SP:Iteration 43Q (1324.997707 sec): 3 clusters Score: Raw -2552928.828008 + Penalty 628.020791 = -2552300.807217 nChanged 22 SP:Iteration 44Q (1325.103431 sec): 3 clusters Score: Raw -2552929.383496 + Penalty 628.020791 = -2552301.362705 nChanged 15 SP:Iteration 45Q (1325.215811 sec): 3 clusters Score: Raw -2552929.794141 + Penalty 628.020791 = -2552301.773350 nChanged 12 SP:Iteration 46Q (1325.336530 sec): 3 clusters Score: Raw -2552929.979831 + Penalty 628.020791 = -2552301.959040 nChanged 4 SP:Iteration 47Q (1325.443616 sec): 3 clusters Score: Raw -2552930.064492 + Penalty 628.020791 = -2552302.043701 nChanged 6 SP:Iteration 48Q (1325.542966 sec): 3 clusters Score: Raw -2552930.192082 + Penalty 628.020791 = -2552302.171291 nChanged 5 SP:Iteration 49Q (1325.650707 sec): 3 clusters Score: Raw -2552930.304575 + Penalty 628.020791 = -2552302.283784 nChanged 7 SP:Iteration 50Q (1325.752761 sec): 3 clusters Score: Raw -2552930.470635 + Penalty 628.020791 = -2552302.449844 nChanged 13 SP:Iteration 51Q (1325.855716 sec): 3 clusters Score: Raw -2552930.858194 + Penalty 628.020791 = -2552302.837403 nChanged 11 SP:Iteration 52Q (1325.976030 sec): 3 clusters Score: Raw -2552931.183790 + Penalty 628.020791 = -2552303.162999 nChanged 11 SP:Iteration 53Q (1326.081492 sec): 3 clusters Score: Raw -2552931.603957 + Penalty 628.020791 = -2552303.583165 nChanged 18 SP:Iteration 54Q (1326.200956 sec): 3 clusters Score: Raw -2552932.202763 + Penalty 628.020791 = -2552304.181972 nChanged 16 SP:Iteration 55Q (1326.315371 sec): 3 clusters Score: Raw -2552932.704003 + Penalty 628.020791 = -2552304.683212 nChanged 16 SP:Iteration 56Q (1326.431689 sec): 3 clusters Score: Raw -2552933.248607 + Penalty 628.020791 = -2552305.227816 nChanged 18 SP:Iteration 57Q (1326.554332 sec): 3 clusters Score: Raw -2552933.703047 + Penalty 628.020791 = -2552305.682256 nChanged 10 SP:Iteration 58Q (1326.669814 sec): 3 clusters Score: Raw -2552933.989400 + Penalty 628.020791 = -2552305.968609 nChanged 6 SP:Iteration 59Q (1326.784654 sec): 3 clusters Score: Raw -2552934.114757 + Penalty 628.020791 = -2552306.093966 nChanged 9 SP:Iteration 60F (1326.901317 sec): 3 clusters Score: Raw -2552934.442162 + Penalty 628.020791 = -2552306.421371 nChanged 13 SP:Iteration 61Q (1327.002629 sec): 3 clusters Score: Raw -2552935.214457 + Penalty 628.020791 = -2552307.193666 nChanged 19 SP:Iteration 62Q (1327.116008 sec): 3 clusters Score: Raw -2552935.992453 + Penalty 628.020791 = -2552307.971661 nChanged 11 SP:Iteration 63Q (1327.218910 sec): 3 clusters Score: Raw -2552936.341579 + Penalty 628.020791 = -2552308.320788 nChanged 12 SP:Iteration 64Q (1327.316741 sec): 3 clusters Score: Raw -2552936.711777 + Penalty 628.020791 = -2552308.690986 nChanged 12 SP:Iteration 65Q (1327.413276 sec): 3 clusters Score: Raw -2552937.000494 + Penalty 628.020791 = -2552308.979702 nChanged 10 SP:Iteration 66Q (1327.514469 sec): 3 clusters Score: Raw -2552937.325994 + Penalty 628.020791 = -2552309.305203 nChanged 14 SP:Iteration 67Q (1327.616019 sec): 3 clusters Score: Raw -2552937.953636 + Penalty 628.020791 = -2552309.932845 nChanged 15 SP:Iteration 68Q (1327.711978 sec): 3 clusters Score: Raw -2552938.792293 + Penalty 628.020791 = -2552310.771501 nChanged 19 SP:Iteration 69Q (1327.814675 sec): 3 clusters Score: Raw -2552939.671241 + Penalty 628.020791 = -2552311.650450 nChanged 17 SP:Iteration 70Q (1327.918881 sec): 3 clusters Score: Raw -2552940.411501 + Penalty 628.020791 = -2552312.390710 nChanged 16 SP:Iteration 71Q (1328.025048 sec): 3 clusters Score: Raw -2552940.818181 + Penalty 628.020791 = -2552312.797390 nChanged 11 SP:Iteration 72Q (1328.143661 sec): 3 clusters Score: Raw -2552941.025333 + Penalty 628.020791 = -2552313.004542 nChanged 8 SP:Iteration 73Q (1328.255578 sec): 3 clusters Score: Raw -2552941.157968 + Penalty 628.020791 = -2552313.137177 nChanged 10 SP:Iteration 74Q (1328.362427 sec): 3 clusters Score: Raw -2552941.317511 + Penalty 628.020791 = -2552313.296720 nChanged 10 SP:Iteration 75Q (1328.474930 sec): 3 clusters Score: Raw -2552941.458560 + Penalty 628.020791 = -2552313.437769 nChanged 7 SP:Iteration 76Q (1328.587234 sec): 3 clusters Score: Raw -2552941.616432 + Penalty 628.020791 = -2552313.595641 nChanged 9 SP:Iteration 77Q (1328.698722 sec): 3 clusters Score: Raw -2552941.802161 + Penalty 628.020791 = -2552313.781369 nChanged 7 SP:Iteration 78Q (1328.800457 sec): 3 clusters Score: Raw -2552941.978061 + Penalty 628.020791 = -2552313.957270 nChanged 7 SP:Iteration 79Q (1328.905752 sec): 3 clusters Score: Raw -2552942.174692 + Penalty 628.020791 = -2552314.153901 nChanged 9 SP:Iteration 80F (1329.020350 sec): 3 clusters Score: Raw -2552942.344923 + Penalty 628.020791 = -2552314.324132 nChanged 3 SP:Iteration 81Q (1329.124506 sec): 3 clusters Score: Raw -2552942.405980 + Penalty 628.020791 = -2552314.385189 nChanged 4 SP:Iteration 82Q (1329.233835 sec): 3 clusters Score: Raw -2552942.483116 + Penalty 628.020791 = -2552314.462325 nChanged 3 SP:Iteration 83Q (1329.341873 sec): 3 clusters Score: Raw -2552942.508491 + Penalty 628.020791 = -2552314.487700 nChanged 2 SP:Iteration 84Q (1329.454716 sec): 3 clusters Score: Raw -2552942.522696 + Penalty 628.020791 = -2552314.501905 nChanged 0 SP:Iteration 85F (1329.570665 sec): 3 clusters Score: Raw -2552942.522696 + Penalty 628.020791 = -2552314.501905 nChanged 0 Score: Raw -7167994.087569 + Penalty 8606.061861 = -7159388.025708 Splitting cluster 11 changes total score from -7158649.558752 to -7159388.025708 So it's getting split into cluster 13. Trying to split cluster 12 (6064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1331.874836 sec): 2 clusters Score: Raw -163020.413263 + Penalty 239.528436 = -162780.884828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1331.923111 sec): 3 clusters Score: Raw -159249.007524 + Penalty 479.056871 = -158769.950653 nChanged 2841 SP:Iteration 1F (1331.973361 sec): 3 clusters Score: Raw -161039.215165 + Penalty 479.056871 = -160560.158294 nChanged 456 SP:Iteration 2F (1332.025165 sec): 3 clusters Score: Raw -161416.560405 + Penalty 479.056871 = -160937.503534 nChanged 463 SP:Iteration 3F (1332.058357 sec): 3 clusters Score: Raw -161783.710817 + Penalty 479.056871 = -161304.653946 nChanged 410 SP:Iteration 4F (1332.105743 sec): 3 clusters Score: Raw -162079.554286 + Penalty 479.056871 = -161600.497415 nChanged 328 SP:Iteration 5F (1332.161782 sec): 3 clusters Score: Raw -162275.687585 + Penalty 479.056871 = -161796.630714 nChanged 222 SP:Iteration 6Q (1332.205182 sec): 3 clusters Score: Raw -162380.319196 + Penalty 479.056871 = -161901.262325 nChanged 139 SP:Iteration 7Q (1332.253413 sec): 3 clusters Score: Raw -162426.988266 + Penalty 479.056871 = -161947.931395 nChanged 95 SP:Iteration 8Q (1332.309728 sec): 3 clusters Score: Raw -162451.734233 + Penalty 479.056871 = -161972.677362 nChanged 70 SP:Iteration 9Q (1332.365124 sec): 3 clusters Score: Raw -162466.094617 + Penalty 479.056871 = -161987.037746 nChanged 62 SP:Iteration 10Q (1332.402412 sec): 3 clusters Score: Raw -162476.199822 + Penalty 479.056871 = -161997.142950 nChanged 41 SP:Iteration 11Q (1332.455731 sec): 3 clusters Score: Raw -162481.076674 + Penalty 479.056871 = -162002.019803 nChanged 34 SP:Iteration 12Q (1332.507308 sec): 3 clusters Score: Raw -162484.775471 + Penalty 479.056871 = -162005.718600 nChanged 27 SP:Iteration 13Q (1332.555503 sec): 3 clusters Score: Raw -162488.440300 + Penalty 479.056871 = -162009.383429 nChanged 38 SP:Iteration 14Q (1332.594669 sec): 3 clusters Score: Raw -162494.470012 + Penalty 479.056871 = -162015.413141 nChanged 44 SP:Iteration 15Q (1332.646526 sec): 3 clusters Score: Raw -162502.760726 + Penalty 479.056871 = -162023.703855 nChanged 46 SP:Iteration 16Q (1332.700390 sec): 3 clusters Score: Raw -162510.932572 + Penalty 479.056871 = -162031.875701 nChanged 63 SP:Iteration 17Q (1332.748689 sec): 3 clusters Score: Raw -162523.893075 + Penalty 479.056871 = -162044.836204 nChanged 62 SP:Iteration 18Q (1332.796684 sec): 3 clusters Score: Raw -162536.293106 + Penalty 479.056871 = -162057.236235 nChanged 60 SP:Iteration 19Q (1332.833131 sec): 3 clusters Score: Raw -162548.316302 + Penalty 479.056871 = -162069.259431 nChanged 63 SP:Iteration 20F (1332.878008 sec): 3 clusters Score: Raw -162563.458946 + Penalty 479.056871 = -162084.402075 nChanged 65 SP:Iteration 21Q (1332.930141 sec): 3 clusters Score: Raw -162583.674892 + Penalty 479.056871 = -162104.618021 nChanged 69 SP:Iteration 22Q (1332.979085 sec): 3 clusters Score: Raw -162607.712210 + Penalty 479.056871 = -162128.655339 nChanged 70 SP:Iteration 23Q (1333.026782 sec): 3 clusters Score: Raw -162631.993849 + Penalty 479.056871 = -162152.936978 nChanged 69 SP:Iteration 24Q (1333.064403 sec): 3 clusters Score: Raw -162656.456183 + Penalty 479.056871 = -162177.399312 nChanged 78 SP:Iteration 25Q (1333.119740 sec): 3 clusters Score: Raw -162681.969867 + Penalty 479.056871 = -162202.912996 nChanged 83 SP:Iteration 26Q (1333.162862 sec): 3 clusters Score: Raw -162713.617899 + Penalty 479.056871 = -162234.561028 nChanged 82 SP:Iteration 27Q (1333.220973 sec): 3 clusters Score: Raw -162745.509397 + Penalty 479.056871 = -162266.452526 nChanged 87 SP:Iteration 28Q (1333.262807 sec): 3 clusters Score: Raw -162781.975469 + Penalty 479.056871 = -162302.918598 nChanged 89 SP:Iteration 29Q (1333.312398 sec): 3 clusters Score: Raw -162813.421012 + Penalty 479.056871 = -162334.364141 nChanged 79 SP:Iteration 30Q (1333.358846 sec): 3 clusters Score: Raw -162840.736108 + Penalty 479.056871 = -162361.679237 nChanged 77 SP:Iteration 31Q (1333.406092 sec): 3 clusters Score: Raw -162869.911236 + Penalty 479.056871 = -162390.854365 nChanged 68 SP:Iteration 32Q (1333.447378 sec): 3 clusters Score: Raw -162893.831856 + Penalty 479.056871 = -162414.774985 nChanged 67 SP:Iteration 33Q (1333.502077 sec): 3 clusters Score: Raw -162916.371100 + Penalty 479.056871 = -162437.314229 nChanged 65 SP:Iteration 34Q (1333.542895 sec): 3 clusters Score: Raw -162938.746107 + Penalty 479.056871 = -162459.689236 nChanged 66 SP:Iteration 35Q (1333.597847 sec): 3 clusters Score: Raw -162965.057116 + Penalty 479.056871 = -162486.000245 nChanged 65 SP:Iteration 36Q (1333.644641 sec): 3 clusters Score: Raw -162987.470943 + Penalty 479.056871 = -162508.414072 nChanged 54 SP:Iteration 37Q (1333.695993 sec): 3 clusters Score: Raw -163004.283857 + Penalty 479.056871 = -162525.226986 nChanged 45 SP:Iteration 38Q (1333.746623 sec): 3 clusters Score: Raw -163013.772016 + Penalty 479.056871 = -162534.715145 nChanged 27 SP:Iteration 39Q (1333.794272 sec): 3 clusters Score: Raw -163018.071289 + Penalty 479.056871 = -162539.014418 nChanged 19 SP:Iteration 40F (1333.843289 sec): 3 clusters Score: Raw -163022.039536 + Penalty 479.056871 = -162542.982665 nChanged 14 SP:Iteration 41Q (1333.896457 sec): 3 clusters Score: Raw -163023.919286 + Penalty 479.056871 = -162544.862415 nChanged 18 SP:Iteration 42Q (1333.944568 sec): 3 clusters Score: Raw -163025.871380 + Penalty 479.056871 = -162546.814509 nChanged 11 SP:Iteration 43Q (1333.992875 sec): 3 clusters Score: Raw -163026.997677 + Penalty 479.056871 = -162547.940806 nChanged 13 SP:Iteration 44Q (1334.033355 sec): 3 clusters Score: Raw -163028.564639 + Penalty 479.056871 = -162549.507768 nChanged 20 SP:Iteration 45Q (1334.093958 sec): 3 clusters Score: Raw -163032.557143 + Penalty 479.056871 = -162553.500272 nChanged 26 SP:Iteration 46Q (1334.144840 sec): 3 clusters Score: Raw -163037.377492 + Penalty 479.056871 = -162558.320621 nChanged 22 SP:Iteration 47Q (1334.193504 sec): 3 clusters Score: Raw -163041.425008 + Penalty 479.056871 = -162562.368137 nChanged 25 SP:Iteration 48Q (1334.231355 sec): 3 clusters Score: Raw -163045.889903 + Penalty 479.056871 = -162566.833032 nChanged 20 SP:Iteration 49Q (1334.280222 sec): 3 clusters Score: Raw -163048.916027 + Penalty 479.056871 = -162569.859156 nChanged 19 SP:Iteration 50Q (1334.339841 sec): 3 clusters Score: Raw -163053.106448 + Penalty 479.056871 = -162574.049577 nChanged 24 SP:Iteration 51Q (1334.391013 sec): 3 clusters Score: Raw -163058.262806 + Penalty 479.056871 = -162579.205935 nChanged 23 SP:Iteration 52Q (1334.441472 sec): 3 clusters Score: Raw -163062.803722 + Penalty 479.056871 = -162583.746851 nChanged 18 SP:Iteration 53Q (1334.494237 sec): 3 clusters Score: Raw -163066.380495 + Penalty 479.056871 = -162587.323624 nChanged 20 SP:Iteration 54Q (1334.538789 sec): 3 clusters Score: Raw -163070.209879 + Penalty 479.056871 = -162591.153008 nChanged 14 SP:Iteration 55Q (1334.580639 sec): 3 clusters Score: Raw -163072.238177 + Penalty 479.056871 = -162593.181306 nChanged 13 SP:Iteration 56Q (1334.640681 sec): 3 clusters Score: Raw -163074.390028 + Penalty 479.056871 = -162595.333157 nChanged 9 SP:Iteration 57Q (1334.680425 sec): 3 clusters Score: Raw -163075.260601 + Penalty 479.056871 = -162596.203730 nChanged 6 SP:Iteration 58Q (1334.733157 sec): 3 clusters Score: Raw -163075.998358 + Penalty 479.056871 = -162596.941487 nChanged 7 SP:Iteration 59Q (1334.781174 sec): 3 clusters Score: Raw -163077.124868 + Penalty 479.056871 = -162598.067997 nChanged 6 SP:Iteration 60F (1334.834250 sec): 3 clusters Score: Raw -163078.227449 + Penalty 479.056871 = -162599.170578 nChanged 7 SP:Iteration 61Q (1334.883304 sec): 3 clusters Score: Raw -163079.123979 + Penalty 479.056871 = -162600.067108 nChanged 3 SP:Iteration 62Q (1334.931347 sec): 3 clusters Score: Raw -163079.328619 + Penalty 479.056871 = -162600.271748 nChanged 3 SP:Iteration 63Q (1334.989880 sec): 3 clusters Score: Raw -163079.679129 + Penalty 479.056871 = -162600.622258 nChanged 2 SP:Iteration 64Q (1335.044131 sec): 3 clusters Score: Raw -163079.739205 + Penalty 479.056871 = -162600.682334 nChanged 1 SP:Iteration 65Q (1335.082934 sec): 3 clusters Score: Raw -163079.766766 + Penalty 479.056871 = -162600.709895 nChanged 0 SP:Iteration 66F (1335.132838 sec): 3 clusters Score: Raw -163079.766766 + Penalty 479.056871 = -162600.709895 nChanged 0 Trying to split cluster 14 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1335.161831 sec): 2 clusters Score: Raw -17076.196216 + Penalty 178.074400 = -16898.121816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1335.205260 sec): 3 clusters Score: Raw -16741.857263 + Penalty 356.148799 = -16385.708463 nChanged 258 SP:Iteration 1F (1335.264006 sec): 3 clusters Score: Raw -16961.370259 + Penalty 356.148799 = -16605.221460 nChanged 80 SP:Iteration 2F (1335.300614 sec): 3 clusters Score: Raw -17036.861535 + Penalty 356.148799 = -16680.712735 nChanged 53 SP:Iteration 3F (1335.358500 sec): 3 clusters Score: Raw -17083.007314 + Penalty 356.148799 = -16726.858514 nChanged 36 SP:Iteration 4F (1335.401343 sec): 3 clusters Score: Raw -17114.841137 + Penalty 356.148799 = -16758.692338 nChanged 25 SP:Iteration 5Q (1335.461668 sec): 3 clusters Score: Raw -17141.694471 + Penalty 356.148799 = -16785.545672 nChanged 18 SP:Iteration 6Q (1335.506899 sec): 3 clusters Score: Raw -17155.603306 + Penalty 356.148799 = -16799.454506 nChanged 16 SP:Iteration 7Q (1335.555788 sec): 3 clusters Score: Raw -17166.174672 + Penalty 356.148799 = -16810.025873 nChanged 12 SP:Iteration 8Q (1335.598299 sec): 3 clusters Score: Raw -17173.227287 + Penalty 356.148799 = -16817.078488 nChanged 11 SP:Iteration 9Q (1335.644593 sec): 3 clusters Score: Raw -17183.755320 + Penalty 356.148799 = -16827.606521 nChanged 9 SP:Iteration 10Q (1335.701247 sec): 3 clusters Score: Raw -17188.837388 + Penalty 356.148799 = -16832.688589 nChanged 9 SP:Iteration 11Q (1335.741185 sec): 3 clusters Score: Raw -17194.638407 + Penalty 356.148799 = -16838.489607 nChanged 6 SP:Iteration 12Q (1335.799431 sec): 3 clusters Score: Raw -17196.351751 + Penalty 356.148799 = -16840.202951 nChanged 0 SP:Iteration 13F (1335.847373 sec): 3 clusters Score: Raw -17196.351751 + Penalty 356.148799 = -16840.202951 nChanged 0 Trying to split cluster 15 (13276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1335.871715 sec): 2 clusters Score: Raw -387516.743060 + Penalty 261.077112 = -387255.665948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1335.940114 sec): 3 clusters Score: Raw -378943.159801 + Penalty 522.154225 = -378421.005576 nChanged 6299 SP:Iteration 1F (1335.996583 sec): 3 clusters Score: Raw -383555.911377 + Penalty 522.154225 = -383033.757152 nChanged 1264 SP:Iteration 2F (1336.056070 sec): 3 clusters Score: Raw -384454.364870 + Penalty 522.154225 = -383932.210646 nChanged 1020 SP:Iteration 3F (1336.108615 sec): 3 clusters Score: Raw -385119.423639 + Penalty 522.154225 = -384597.269415 nChanged 807 SP:Iteration 4F (1336.159563 sec): 3 clusters Score: Raw -385648.841962 + Penalty 522.154225 = -385126.687737 nChanged 615 SP:Iteration 5Q (1336.220950 sec): 3 clusters Score: Raw -386049.626275 + Penalty 522.154225 = -385527.472051 nChanged 486 SP:Iteration 6Q (1336.275662 sec): 3 clusters Score: Raw -386341.770628 + Penalty 522.154225 = -385819.616403 nChanged 366 SP:Iteration 7Q (1336.337299 sec): 3 clusters Score: Raw -386516.771740 + Penalty 522.154225 = -385994.617515 nChanged 273 SP:Iteration 8Q (1336.383193 sec): 3 clusters Score: Raw -386626.783384 + Penalty 522.154225 = -386104.629160 nChanged 220 SP:Iteration 9Q (1336.451807 sec): 3 clusters Score: Raw -386712.871594 + Penalty 522.154225 = -386190.717369 nChanged 198 SP:Iteration 10Q (1336.506789 sec): 3 clusters Score: Raw -386782.969861 + Penalty 522.154225 = -386260.815636 nChanged 178 SP:Iteration 11Q (1336.554619 sec): 3 clusters Score: Raw -386838.673045 + Penalty 522.154225 = -386316.518821 nChanged 183 SP:Iteration 12Q (1336.609730 sec): 3 clusters Score: Raw -386896.686555 + Penalty 522.154225 = -386374.532330 nChanged 199 SP:Iteration 13Q (1336.669474 sec): 3 clusters Score: Raw -386962.621727 + Penalty 522.154225 = -386440.467503 nChanged 192 SP:Iteration 14Q (1336.726352 sec): 3 clusters Score: Raw -387026.361070 + Penalty 522.154225 = -386504.206845 nChanged 167 SP:Iteration 15Q (1336.772351 sec): 3 clusters Score: Raw -387080.371625 + Penalty 522.154225 = -386558.217400 nChanged 172 SP:Iteration 16Q (1336.830312 sec): 3 clusters Score: Raw -387133.973966 + Penalty 522.154225 = -386611.819742 nChanged 144 SP:Iteration 17Q (1336.892971 sec): 3 clusters Score: Raw -387171.999794 + Penalty 522.154225 = -386649.845570 nChanged 124 SP:Iteration 18Q (1336.946454 sec): 3 clusters Score: Raw -387204.190153 + Penalty 522.154225 = -386682.035929 nChanged 113 SP:Iteration 19Q (1336.996945 sec): 3 clusters Score: Raw -387234.813517 + Penalty 522.154225 = -386712.659293 nChanged 120 SP:Iteration 20F (1337.056449 sec): 3 clusters Score: Raw -387269.884116 + Penalty 522.154225 = -386747.729891 nChanged 127 SP:Iteration 21Q (1337.114759 sec): 3 clusters Score: Raw -387310.254500 + Penalty 522.154225 = -386788.100276 nChanged 114 SP:Iteration 22Q (1337.167431 sec): 3 clusters Score: Raw -387344.389902 + Penalty 522.154225 = -386822.235677 nChanged 107 SP:Iteration 23Q (1337.224163 sec): 3 clusters Score: Raw -387381.715963 + Penalty 522.154225 = -386859.561738 nChanged 99 SP:Iteration 24Q (1337.285927 sec): 3 clusters Score: Raw -387419.691373 + Penalty 522.154225 = -386897.537149 nChanged 99 SP:Iteration 25Q (1337.332223 sec): 3 clusters Score: Raw -387459.112613 + Penalty 522.154225 = -386936.958389 nChanged 107 SP:Iteration 26Q (1337.403317 sec): 3 clusters Score: Raw -387502.269085 + Penalty 522.154225 = -386980.114860 nChanged 105 SP:Iteration 27Q (1337.451003 sec): 3 clusters Score: Raw -387553.928371 + Penalty 522.154225 = -387031.774146 nChanged 90 SP:Iteration 28Q (1337.517640 sec): 3 clusters Score: Raw -387605.351166 + Penalty 522.154225 = -387083.196941 nChanged 81 SP:Iteration 29Q (1337.575548 sec): 3 clusters Score: Raw -387650.025396 + Penalty 522.154225 = -387127.871172 nChanged 72 SP:Iteration 30Q (1337.624027 sec): 3 clusters Score: Raw -387684.611986 + Penalty 522.154225 = -387162.457762 nChanged 58 SP:Iteration 31Q (1337.680512 sec): 3 clusters Score: Raw -387708.335317 + Penalty 522.154225 = -387186.181092 nChanged 40 SP:Iteration 32Q (1337.735625 sec): 3 clusters Score: Raw -387721.034023 + Penalty 522.154225 = -387198.879798 nChanged 45 SP:Iteration 33Q (1337.797637 sec): 3 clusters Score: Raw -387735.722155 + Penalty 522.154225 = -387213.567930 nChanged 40 SP:Iteration 34Q (1337.847663 sec): 3 clusters Score: Raw -387747.216131 + Penalty 522.154225 = -387225.061906 nChanged 33 SP:Iteration 35Q (1337.903043 sec): 3 clusters Score: Raw -387757.645785 + Penalty 522.154225 = -387235.491561 nChanged 33 SP:Iteration 36Q (1337.964531 sec): 3 clusters Score: Raw -387771.644324 + Penalty 522.154225 = -387249.490100 nChanged 26 SP:Iteration 37Q (1338.017520 sec): 3 clusters Score: Raw -387783.938657 + Penalty 522.154225 = -387261.784432 nChanged 25 SP:Iteration 38Q (1338.073420 sec): 3 clusters Score: Raw -387796.780001 + Penalty 522.154225 = -387274.625777 nChanged 30 SP:Iteration 39Q (1338.133665 sec): 3 clusters Score: Raw -387816.477603 + Penalty 522.154225 = -387294.323379 nChanged 22 SP:Iteration 40F (1338.198230 sec): 3 clusters Score: Raw -387827.642232 + Penalty 522.154225 = -387305.488007 nChanged 14 SP:Iteration 41Q (1338.255925 sec): 3 clusters Score: Raw -387835.979572 + Penalty 522.154225 = -387313.825347 nChanged 13 SP:Iteration 42Q (1338.313292 sec): 3 clusters Score: Raw -387843.318593 + Penalty 522.154225 = -387321.164369 nChanged 10 SP:Iteration 43Q (1338.365856 sec): 3 clusters Score: Raw -387849.692410 + Penalty 522.154225 = -387327.538186 nChanged 10 SP:Iteration 44Q (1338.412987 sec): 3 clusters Score: Raw -387853.985126 + Penalty 522.154225 = -387331.830902 nChanged 11 SP:Iteration 45Q (1338.475089 sec): 3 clusters Score: Raw -387857.863559 + Penalty 522.154225 = -387335.709335 nChanged 8 SP:Iteration 46Q (1338.526406 sec): 3 clusters Score: Raw -387860.442446 + Penalty 522.154225 = -387338.288221 nChanged 8 SP:Iteration 47Q (1338.574994 sec): 3 clusters Score: Raw -387862.960719 + Penalty 522.154225 = -387340.806494 nChanged 6 SP:Iteration 48Q (1338.635339 sec): 3 clusters Score: Raw -387863.685990 + Penalty 522.154225 = -387341.531766 nChanged 2 SP:Iteration 49Q (1338.695129 sec): 3 clusters Score: Raw -387863.770026 + Penalty 522.154225 = -387341.615801 nChanged 0 SP:Iteration 50F (1338.760286 sec): 3 clusters Score: Raw -387863.770026 + Penalty 522.154225 = -387341.615801 nChanged 0 Score: Raw -7168341.114534 + Penalty 8950.304335 = -7159390.810199 Splitting cluster 15 changes total score from -7158649.558752 to -7159390.810199 So it's getting split into cluster 26. Trying to split cluster 16 (44787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1341.114164 sec): 2 clusters Score: Raw -1387971.367942 + Penalty 294.516013 = -1387676.851929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1341.201567 sec): 3 clusters Score: Raw -1358112.160231 + Penalty 589.032026 = -1357523.128206 nChanged 21722 SP:Iteration 1F (1341.279441 sec): 3 clusters Score: Raw -1371830.571047 + Penalty 589.032026 = -1371241.539021 nChanged 2623 SP:Iteration 2F (1341.361667 sec): 3 clusters Score: Raw -1372944.334313 + Penalty 589.032026 = -1372355.302287 nChanged 2702 SP:Iteration 3F (1341.443115 sec): 3 clusters Score: Raw -1374107.332743 + Penalty 589.032026 = -1373518.300717 nChanged 2585 SP:Iteration 4F (1341.511698 sec): 3 clusters Score: Raw -1375193.967347 + Penalty 589.032026 = -1374604.935321 nChanged 2352 SP:Iteration 5F (1341.601202 sec): 3 clusters Score: Raw -1376169.798203 + Penalty 589.032026 = -1375580.766177 nChanged 2166 SP:Iteration 6Q (1341.686750 sec): 3 clusters Score: Raw -1377166.541826 + Penalty 589.032026 = -1376577.509800 nChanged 2062 SP:Iteration 7Q (1341.773633 sec): 3 clusters Score: Raw -1378301.821053 + Penalty 589.032026 = -1377712.789027 nChanged 1962 SP:Iteration 8Q (1341.859859 sec): 3 clusters Score: Raw -1379622.660484 + Penalty 589.032026 = -1379033.628458 nChanged 1863 SP:Iteration 9Q (1341.938809 sec): 3 clusters Score: Raw -1381156.286238 + Penalty 589.032026 = -1380567.254212 nChanged 1706 SP:Iteration 10Q (1342.020734 sec): 3 clusters Score: Raw -1382493.185805 + Penalty 589.032026 = -1381904.153779 nChanged 1321 SP:Iteration 11Q (1342.103164 sec): 3 clusters Score: Raw -1383304.800326 + Penalty 589.032026 = -1382715.768300 nChanged 1050 SP:Iteration 12Q (1342.186810 sec): 3 clusters Score: Raw -1383842.792618 + Penalty 589.032026 = -1383253.760592 nChanged 930 SP:Iteration 13Q (1342.268275 sec): 3 clusters Score: Raw -1384242.931748 + Penalty 589.032026 = -1383653.899722 nChanged 895 SP:Iteration 14Q (1342.350694 sec): 3 clusters Score: Raw -1384627.733516 + Penalty 589.032026 = -1384038.701490 nChanged 848 SP:Iteration 15Q (1342.432823 sec): 3 clusters Score: Raw -1384969.641407 + Penalty 589.032026 = -1384380.609382 nChanged 780 SP:Iteration 16Q (1342.511674 sec): 3 clusters Score: Raw -1385291.581266 + Penalty 589.032026 = -1384702.549240 nChanged 754 SP:Iteration 17Q (1342.592984 sec): 3 clusters Score: Raw -1385619.975911 + Penalty 589.032026 = -1385030.943885 nChanged 706 SP:Iteration 18Q (1342.667091 sec): 3 clusters Score: Raw -1385929.981496 + Penalty 589.032026 = -1385340.949470 nChanged 645 SP:Iteration 19Q (1342.745864 sec): 3 clusters Score: Raw -1386207.594335 + Penalty 589.032026 = -1385618.562309 nChanged 558 SP:Iteration 20F (1342.826633 sec): 3 clusters Score: Raw -1386467.704086 + Penalty 589.032026 = -1385878.672060 nChanged 498 SP:Iteration 21Q (1342.907647 sec): 3 clusters Score: Raw -1386685.721257 + Penalty 589.032026 = -1386096.689231 nChanged 462 SP:Iteration 22Q (1342.987888 sec): 3 clusters Score: Raw -1386883.886509 + Penalty 589.032026 = -1386294.854483 nChanged 375 SP:Iteration 23Q (1343.067989 sec): 3 clusters Score: Raw -1387032.068130 + Penalty 589.032026 = -1386443.036104 nChanged 325 SP:Iteration 24Q (1343.150929 sec): 3 clusters Score: Raw -1387164.353125 + Penalty 589.032026 = -1386575.321099 nChanged 303 SP:Iteration 25Q (1343.233203 sec): 3 clusters Score: Raw -1387289.663857 + Penalty 589.032026 = -1386700.631831 nChanged 249 SP:Iteration 26Q (1343.308047 sec): 3 clusters Score: Raw -1387396.678970 + Penalty 589.032026 = -1386807.646944 nChanged 229 SP:Iteration 27Q (1343.387457 sec): 3 clusters Score: Raw -1387492.715105 + Penalty 589.032026 = -1386903.683079 nChanged 179 SP:Iteration 28Q (1343.464514 sec): 3 clusters Score: Raw -1387563.281140 + Penalty 589.032026 = -1386974.249114 nChanged 164 SP:Iteration 29Q (1343.541349 sec): 3 clusters Score: Raw -1387634.883289 + Penalty 589.032026 = -1387045.851263 nChanged 156 SP:Iteration 30Q (1343.618899 sec): 3 clusters Score: Raw -1387708.529136 + Penalty 589.032026 = -1387119.497110 nChanged 123 SP:Iteration 31Q (1343.692043 sec): 3 clusters Score: Raw -1387766.229747 + Penalty 589.032026 = -1387177.197721 nChanged 101 SP:Iteration 32Q (1343.765050 sec): 3 clusters Score: Raw -1387811.416154 + Penalty 589.032026 = -1387222.384128 nChanged 79 SP:Iteration 33Q (1343.837216 sec): 3 clusters Score: Raw -1387839.750720 + Penalty 589.032026 = -1387250.718694 nChanged 73 SP:Iteration 34Q (1343.923865 sec): 3 clusters Score: Raw -1387876.806814 + Penalty 589.032026 = -1387287.774788 nChanged 74 SP:Iteration 35Q (1344.003843 sec): 3 clusters Score: Raw -1387923.753971 + Penalty 589.032026 = -1387334.721945 nChanged 61 SP:Iteration 36Q (1344.084895 sec): 3 clusters Score: Raw -1387962.024141 + Penalty 589.032026 = -1387372.992115 nChanged 54 SP:Iteration 37Q (1344.170377 sec): 3 clusters Score: Raw -1387990.386520 + Penalty 589.032026 = -1387401.354494 nChanged 55 SP:Iteration 38Q (1344.247833 sec): 3 clusters Score: Raw -1388014.899136 + Penalty 589.032026 = -1387425.867110 nChanged 45 SP:Iteration 39Q (1344.318738 sec): 3 clusters Score: Raw -1388032.397822 + Penalty 589.032026 = -1387443.365796 nChanged 35 SP:Iteration 40F (1344.389162 sec): 3 clusters Score: Raw -1388042.913305 + Penalty 589.032026 = -1387453.881279 nChanged 30 SP:Iteration 41Q (1344.472369 sec): 3 clusters Score: Raw -1388052.276165 + Penalty 589.032026 = -1387463.244139 nChanged 25 SP:Iteration 42Q (1344.552720 sec): 3 clusters Score: Raw -1388059.971020 + Penalty 589.032026 = -1387470.938994 nChanged 18 SP:Iteration 43Q (1344.630241 sec): 3 clusters Score: Raw -1388062.849158 + Penalty 589.032026 = -1387473.817133 nChanged 17 SP:Iteration 44Q (1344.701970 sec): 3 clusters Score: Raw -1388065.852705 + Penalty 589.032026 = -1387476.820679 nChanged 13 SP:Iteration 45Q (1344.787930 sec): 3 clusters Score: Raw -1388067.925062 + Penalty 589.032026 = -1387478.893036 nChanged 12 SP:Iteration 46Q (1344.866224 sec): 3 clusters Score: Raw -1388069.525850 + Penalty 589.032026 = -1387480.493824 nChanged 11 SP:Iteration 47Q (1344.945300 sec): 3 clusters Score: Raw -1388071.517672 + Penalty 589.032026 = -1387482.485646 nChanged 11 SP:Iteration 48Q (1345.018562 sec): 3 clusters Score: Raw -1388073.373020 + Penalty 589.032026 = -1387484.340994 nChanged 9 SP:Iteration 49Q (1345.091744 sec): 3 clusters Score: Raw -1388075.163187 + Penalty 589.032026 = -1387486.131161 nChanged 7 SP:Iteration 50Q (1345.168354 sec): 3 clusters Score: Raw -1388077.159720 + Penalty 589.032026 = -1387488.127694 nChanged 10 SP:Iteration 51Q (1345.252762 sec): 3 clusters Score: Raw -1388079.606699 + Penalty 589.032026 = -1387490.574673 nChanged 11 SP:Iteration 52Q (1345.331427 sec): 3 clusters Score: Raw -1388082.820022 + Penalty 589.032026 = -1387493.787996 nChanged 12 SP:Iteration 53Q (1345.413863 sec): 3 clusters Score: Raw -1388086.202959 + Penalty 589.032026 = -1387497.170933 nChanged 9 SP:Iteration 54Q (1345.483457 sec): 3 clusters Score: Raw -1388087.858323 + Penalty 589.032026 = -1387498.826297 nChanged 6 SP:Iteration 55Q (1345.570081 sec): 3 clusters Score: Raw -1388089.146632 + Penalty 589.032026 = -1387500.114606 nChanged 7 SP:Iteration 56Q (1345.650389 sec): 3 clusters Score: Raw -1388090.540259 + Penalty 589.032026 = -1387501.508233 nChanged 10 SP:Iteration 57Q (1345.728716 sec): 3 clusters Score: Raw -1388093.318930 + Penalty 589.032026 = -1387504.286904 nChanged 7 SP:Iteration 58Q (1345.809901 sec): 3 clusters Score: Raw -1388095.087173 + Penalty 589.032026 = -1387506.055147 nChanged 7 SP:Iteration 59Q (1345.890307 sec): 3 clusters Score: Raw -1388096.502504 + Penalty 589.032026 = -1387507.470478 nChanged 4 SP:Iteration 60F (1345.969139 sec): 3 clusters Score: Raw -1388097.393785 + Penalty 589.032026 = -1387508.361759 nChanged 4 SP:Iteration 61Q (1346.050248 sec): 3 clusters Score: Raw -1388098.028745 + Penalty 589.032026 = -1387508.996719 nChanged 1 SP:Iteration 62Q (1346.115634 sec): 3 clusters Score: Raw -1388098.105544 + Penalty 589.032026 = -1387509.073518 nChanged 0 SP:Iteration 63F (1346.194889 sec): 3 clusters Score: Raw -1388098.105544 + Penalty 589.032026 = -1387509.073518 nChanged 0 Trying to split cluster 17 (5268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1346.239632 sec): 2 clusters Score: Raw -116997.164561 + Penalty 235.658667 = -116761.505895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1346.287394 sec): 3 clusters Score: Raw -113697.317082 + Penalty 471.317333 = -113225.999749 nChanged 2499 SP:Iteration 1F (1346.336881 sec): 3 clusters Score: Raw -115330.300735 + Penalty 471.317333 = -114858.983401 nChanged 361 SP:Iteration 2F (1346.387180 sec): 3 clusters Score: Raw -115565.910676 + Penalty 471.317333 = -115094.593342 nChanged 288 SP:Iteration 3F (1346.435817 sec): 3 clusters Score: Raw -115735.457788 + Penalty 471.317333 = -115264.140455 nChanged 257 SP:Iteration 4Q (1346.485172 sec): 3 clusters Score: Raw -115900.313648 + Penalty 471.317333 = -115428.996315 nChanged 270 SP:Iteration 5F (1346.534617 sec): 3 clusters Score: Raw -116106.993728 + Penalty 471.317333 = -115635.676395 nChanged 275 SP:Iteration 6F (1346.582329 sec): 3 clusters Score: Raw -116292.923283 + Penalty 471.317333 = -115821.605949 nChanged 277 SP:Iteration 7F (1346.634606 sec): 3 clusters Score: Raw -116491.011064 + Penalty 471.317333 = -116019.693731 nChanged 266 SP:Iteration 8F (1346.671811 sec): 3 clusters Score: Raw -116685.631604 + Penalty 471.317333 = -116214.314270 nChanged 227 SP:Iteration 9Q (1346.718209 sec): 3 clusters Score: Raw -116841.549398 + Penalty 471.317333 = -116370.232065 nChanged 181 SP:Iteration 10Q (1346.765694 sec): 3 clusters Score: Raw -116957.931517 + Penalty 471.317333 = -116486.614184 nChanged 173 SP:Iteration 11Q (1346.814934 sec): 3 clusters Score: Raw -117066.338907 + Penalty 471.317333 = -116595.021574 nChanged 141 SP:Iteration 12Q (1346.878530 sec): 3 clusters Score: Raw -117151.978502 + Penalty 471.317333 = -116680.661168 nChanged 107 SP:Iteration 13Q (1346.919372 sec): 3 clusters Score: Raw -117210.842975 + Penalty 471.317333 = -116739.525642 nChanged 61 SP:Iteration 14Q (1346.976881 sec): 3 clusters Score: Raw -117239.326978 + Penalty 471.317333 = -116768.009645 nChanged 51 SP:Iteration 15Q (1347.022256 sec): 3 clusters Score: Raw -117259.726948 + Penalty 471.317333 = -116788.409615 nChanged 37 SP:Iteration 16Q (1347.069179 sec): 3 clusters Score: Raw -117275.614017 + Penalty 471.317333 = -116804.296683 nChanged 39 SP:Iteration 17Q (1347.116359 sec): 3 clusters Score: Raw -117294.156233 + Penalty 471.317333 = -116822.838899 nChanged 38 SP:Iteration 18Q (1347.163016 sec): 3 clusters Score: Raw -117323.672133 + Penalty 471.317333 = -116852.354800 nChanged 31 SP:Iteration 19Q (1347.206748 sec): 3 clusters Score: Raw -117345.590202 + Penalty 471.317333 = -116874.272868 nChanged 20 SP:Iteration 20F (1347.253858 sec): 3 clusters Score: Raw -117378.454619 + Penalty 471.317333 = -116907.137285 nChanged 15 SP:Iteration 21Q (1347.297531 sec): 3 clusters Score: Raw -117388.798641 + Penalty 471.317333 = -116917.481308 nChanged 17 SP:Iteration 22Q (1347.337319 sec): 3 clusters Score: Raw -117410.246206 + Penalty 471.317333 = -116938.928872 nChanged 19 SP:Iteration 23Q (1347.390050 sec): 3 clusters Score: Raw -117420.770348 + Penalty 471.317333 = -116949.453015 nChanged 13 SP:Iteration 24Q (1347.437711 sec): 3 clusters Score: Raw -117426.744472 + Penalty 471.317333 = -116955.427139 nChanged 12 SP:Iteration 25Q (1347.477669 sec): 3 clusters Score: Raw -117430.612657 + Penalty 471.317333 = -116959.295323 nChanged 4 SP:Iteration 26Q (1347.533570 sec): 3 clusters Score: Raw -117432.033705 + Penalty 471.317333 = -116960.716372 nChanged 7 SP:Iteration 27Q (1347.580251 sec): 3 clusters Score: Raw -117433.737854 + Penalty 471.317333 = -116962.420521 nChanged 6 SP:Iteration 28Q (1347.629493 sec): 3 clusters Score: Raw -117435.173340 + Penalty 471.317333 = -116963.856006 nChanged 4 SP:Iteration 29Q (1347.675571 sec): 3 clusters Score: Raw -117436.429353 + Penalty 471.317333 = -116965.112019 nChanged 7 SP:Iteration 30Q (1347.724164 sec): 3 clusters Score: Raw -117438.031441 + Penalty 471.317333 = -116966.714108 nChanged 3 SP:Iteration 31Q (1347.766468 sec): 3 clusters Score: Raw -117438.687251 + Penalty 471.317333 = -116967.369918 nChanged 3 SP:Iteration 32Q (1347.806732 sec): 3 clusters Score: Raw -117438.792953 + Penalty 471.317333 = -116967.475620 nChanged 1 SP:Iteration 33Q (1347.851237 sec): 3 clusters Score: Raw -117438.882786 + Penalty 471.317333 = -116967.565452 nChanged 1 SP:Iteration 34Q (1347.897172 sec): 3 clusters Score: Raw -117438.915304 + Penalty 471.317333 = -116967.597970 nChanged 0 SP:Iteration 35F (1347.949705 sec): 3 clusters Score: Raw -117441.869344 + Penalty 471.317333 = -116970.552011 nChanged 2 SP:Iteration 36Q (1347.989755 sec): 3 clusters Score: Raw -117446.326072 + Penalty 471.317333 = -116975.008738 nChanged 9 SP:Iteration 37Q (1348.038672 sec): 3 clusters Score: Raw -117449.828182 + Penalty 471.317333 = -116978.510848 nChanged 2 SP:Iteration 38Q (1348.088914 sec): 3 clusters Score: Raw -117451.547665 + Penalty 471.317333 = -116980.230331 nChanged 5 SP:Iteration 39Q (1348.144210 sec): 3 clusters Score: Raw -117456.094098 + Penalty 471.317333 = -116984.776764 nChanged 11 SP:Iteration 40F (1348.182336 sec): 3 clusters Score: Raw -117464.480267 + Penalty 471.317333 = -116993.162934 nChanged 11 SP:Iteration 41Q (1348.236492 sec): 3 clusters Score: Raw -117472.248418 + Penalty 471.317333 = -117000.931085 nChanged 9 SP:Iteration 42Q (1348.287644 sec): 3 clusters Score: Raw -117476.398991 + Penalty 471.317333 = -117005.081657 nChanged 9 SP:Iteration 43Q (1348.329696 sec): 3 clusters Score: Raw -117479.280123 + Penalty 471.317333 = -117007.962790 nChanged 9 SP:Iteration 44Q (1348.386797 sec): 3 clusters Score: Raw -117480.440365 + Penalty 471.317333 = -117009.123032 nChanged 4 SP:Iteration 45Q (1348.438268 sec): 3 clusters Score: Raw -117482.223991 + Penalty 471.317333 = -117010.906657 nChanged 6 SP:Iteration 46Q (1348.485860 sec): 3 clusters Score: Raw -117485.529962 + Penalty 471.317333 = -117014.212629 nChanged 7 SP:Iteration 47Q (1348.531062 sec): 3 clusters Score: Raw -117486.635501 + Penalty 471.317333 = -117015.318167 nChanged 3 SP:Iteration 48Q (1348.577673 sec): 3 clusters Score: Raw -117487.604717 + Penalty 471.317333 = -117016.287383 nChanged 2 SP:Iteration 49Q (1348.622941 sec): 3 clusters Score: Raw -117487.872800 + Penalty 471.317333 = -117016.555466 nChanged 1 SP:Iteration 50Q (1348.669588 sec): 3 clusters Score: Raw -117488.233241 + Penalty 471.317333 = -117016.915907 nChanged 2 SP:Iteration 51Q (1348.713566 sec): 3 clusters Score: Raw -117488.413526 + Penalty 471.317333 = -117017.096192 nChanged 1 SP:Iteration 52Q (1348.756528 sec): 3 clusters Score: Raw -117488.460190 + Penalty 471.317333 = -117017.142857 nChanged 0 SP:Iteration 53F (1348.798290 sec): 3 clusters Score: Raw -117488.460190 + Penalty 471.317333 = -117017.142857 nChanged 0 Score: Raw -7168832.410163 + Penalty 9294.546809 = -7159537.863353 Splitting cluster 17 changes total score from -7158649.558752 to -7159537.863353 So it's getting split into cluster 27. Trying to split cluster 18 (16531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1351.330994 sec): 2 clusters Score: Raw -514978.666948 + Penalty 267.107299 = -514711.559650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1351.407080 sec): 3 clusters Score: Raw -504140.348536 + Penalty 534.214598 = -503606.133939 nChanged 7970 SP:Iteration 1F (1351.467169 sec): 3 clusters Score: Raw -508970.131204 + Penalty 534.214598 = -508435.916606 nChanged 821 SP:Iteration 2Q (1351.523933 sec): 3 clusters Score: Raw -509308.592236 + Penalty 534.214598 = -508774.377639 nChanged 900 SP:Iteration 3F (1351.587333 sec): 3 clusters Score: Raw -509751.652165 + Penalty 534.214598 = -509217.437568 nChanged 986 SP:Iteration 4F (1351.655692 sec): 3 clusters Score: Raw -510302.974372 + Penalty 534.214598 = -509768.759774 nChanged 1014 SP:Iteration 5F (1351.719289 sec): 3 clusters Score: Raw -510945.570040 + Penalty 534.214598 = -510411.355443 nChanged 1000 SP:Iteration 6F (1351.779324 sec): 3 clusters Score: Raw -511624.240055 + Penalty 534.214598 = -511090.025457 nChanged 833 SP:Iteration 7F (1351.831505 sec): 3 clusters Score: Raw -512209.163756 + Penalty 534.214598 = -511674.949158 nChanged 704 SP:Iteration 8Q (1351.896927 sec): 3 clusters Score: Raw -512678.061658 + Penalty 534.214598 = -512143.847060 nChanged 535 SP:Iteration 9Q (1351.954607 sec): 3 clusters Score: Raw -512966.347270 + Penalty 534.214598 = -512432.132673 nChanged 396 SP:Iteration 10Q (1352.018976 sec): 3 clusters Score: Raw -513157.017370 + Penalty 534.214598 = -512622.802773 nChanged 351 SP:Iteration 11Q (1352.069897 sec): 3 clusters Score: Raw -513309.615832 + Penalty 534.214598 = -512775.401234 nChanged 354 SP:Iteration 12Q (1352.121378 sec): 3 clusters Score: Raw -513466.873698 + Penalty 534.214598 = -512932.659100 nChanged 356 SP:Iteration 13Q (1352.182248 sec): 3 clusters Score: Raw -513643.404297 + Penalty 534.214598 = -513109.189699 nChanged 373 SP:Iteration 14Q (1352.244552 sec): 3 clusters Score: Raw -513851.729215 + Penalty 534.214598 = -513317.514617 nChanged 350 SP:Iteration 15Q (1352.298414 sec): 3 clusters Score: Raw -514041.956559 + Penalty 534.214598 = -513507.741961 nChanged 281 SP:Iteration 16Q (1352.366016 sec): 3 clusters Score: Raw -514198.172805 + Penalty 534.214598 = -513663.958207 nChanged 283 SP:Iteration 17Q (1352.418762 sec): 3 clusters Score: Raw -514355.138609 + Penalty 534.214598 = -513820.924011 nChanged 238 SP:Iteration 18Q (1352.489748 sec): 3 clusters Score: Raw -514479.057444 + Penalty 534.214598 = -513944.842846 nChanged 193 SP:Iteration 19Q (1352.536867 sec): 3 clusters Score: Raw -514584.081458 + Penalty 534.214598 = -514049.866860 nChanged 180 SP:Iteration 20F (1352.611135 sec): 3 clusters Score: Raw -514690.638668 + Penalty 534.214598 = -514156.424070 nChanged 154 SP:Iteration 21Q (1352.667719 sec): 3 clusters Score: Raw -514780.636727 + Penalty 534.214598 = -514246.422130 nChanged 132 SP:Iteration 22Q (1352.715029 sec): 3 clusters Score: Raw -514865.424251 + Penalty 534.214598 = -514331.209653 nChanged 110 SP:Iteration 23Q (1352.775220 sec): 3 clusters Score: Raw -514935.173571 + Penalty 534.214598 = -514400.958974 nChanged 71 SP:Iteration 24Q (1352.829997 sec): 3 clusters Score: Raw -514977.157399 + Penalty 534.214598 = -514442.942801 nChanged 45 SP:Iteration 25Q (1352.889009 sec): 3 clusters Score: Raw -515001.169304 + Penalty 534.214598 = -514466.954706 nChanged 28 SP:Iteration 26Q (1352.935090 sec): 3 clusters Score: Raw -515016.278792 + Penalty 534.214598 = -514482.064194 nChanged 17 SP:Iteration 27Q (1352.989518 sec): 3 clusters Score: Raw -515029.667304 + Penalty 534.214598 = -514495.452706 nChanged 16 SP:Iteration 28Q (1353.060933 sec): 3 clusters Score: Raw -515044.084836 + Penalty 534.214598 = -514509.870239 nChanged 14 SP:Iteration 29Q (1353.105161 sec): 3 clusters Score: Raw -515057.372187 + Penalty 534.214598 = -514523.157589 nChanged 9 SP:Iteration 30Q (1353.155865 sec): 3 clusters Score: Raw -515062.846113 + Penalty 534.214598 = -514528.631515 nChanged 4 SP:Iteration 31Q (1353.214021 sec): 3 clusters Score: Raw -515064.034797 + Penalty 534.214598 = -514529.820200 nChanged 2 SP:Iteration 32Q (1353.275225 sec): 3 clusters Score: Raw -515065.340639 + Penalty 534.214598 = -514531.126041 nChanged 2 SP:Iteration 33Q (1353.325182 sec): 3 clusters Score: Raw -515066.985737 + Penalty 534.214598 = -514532.771139 nChanged 1 SP:Iteration 34Q (1353.381033 sec): 3 clusters Score: Raw -515068.248188 + Penalty 534.214598 = -514534.033590 nChanged 2 SP:Iteration 35Q (1353.425051 sec): 3 clusters Score: Raw -515068.818470 + Penalty 534.214598 = -514534.603872 nChanged 1 SP:Iteration 36Q (1353.487249 sec): 3 clusters Score: Raw -515068.854231 + Penalty 534.214598 = -514534.639633 nChanged 0 SP:Iteration 37F (1353.542655 sec): 3 clusters Score: Raw -515068.854231 + Penalty 534.214598 = -514534.639633 nChanged 0 Trying to split cluster 19 (796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1353.562370 sec): 2 clusters Score: Raw -12066.982296 + Penalty 183.688978 = -11883.293319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1353.596811 sec): 3 clusters Score: Raw -11741.229295 + Penalty 367.377955 = -11373.851340 nChanged 338 SP:Iteration 1F (1353.657177 sec): 3 clusters Score: Raw -12095.520291 + Penalty 367.377955 = -11728.142336 nChanged 57 SP:Iteration 2F (1353.695632 sec): 3 clusters Score: Raw -12149.399400 + Penalty 367.377955 = -11782.021444 nChanged 40 SP:Iteration 3F (1353.743486 sec): 3 clusters Score: Raw -12183.953899 + Penalty 367.377955 = -11816.575944 nChanged 30 SP:Iteration 4Q (1353.790072 sec): 3 clusters Score: Raw -12212.920212 + Penalty 367.377955 = -11845.542257 nChanged 16 SP:Iteration 5Q (1353.831886 sec): 3 clusters Score: Raw -12227.455215 + Penalty 367.377955 = -11860.077260 nChanged 10 SP:Iteration 6Q (1353.875948 sec): 3 clusters Score: Raw -12239.192499 + Penalty 367.377955 = -11871.814543 nChanged 9 SP:Iteration 7Q (1353.923325 sec): 3 clusters Score: Raw -12245.623121 + Penalty 367.377955 = -11878.245165 nChanged 6 SP:Iteration 8Q (1353.962196 sec): 3 clusters Score: Raw -12248.372958 + Penalty 367.377955 = -11880.995003 nChanged 6 SP:Iteration 9Q (1354.004331 sec): 3 clusters Score: Raw -12250.373715 + Penalty 367.377955 = -11882.995760 nChanged 2 SP:Iteration 10Q (1354.050082 sec): 3 clusters Score: Raw -12251.436246 + Penalty 367.377955 = -11884.058291 nChanged 4 SP:Iteration 11Q (1354.097306 sec): 3 clusters Score: Raw -12252.976343 + Penalty 367.377955 = -11885.598387 nChanged 2 SP:Iteration 12Q (1354.137389 sec): 3 clusters Score: Raw -12253.696965 + Penalty 367.377955 = -11886.319009 nChanged 1 SP:Iteration 13Q (1354.185188 sec): 3 clusters Score: Raw -12254.153927 + Penalty 367.377955 = -11886.775972 nChanged 0 SP:Iteration 14F (1354.228892 sec): 3 clusters Score: Raw -12254.153927 + Penalty 367.377955 = -11886.775972 nChanged 0 Score: Raw -7169019.581794 + Penalty 9638.789284 = -7159380.792510 Splitting cluster 19 changes total score from -7158649.558752 to -7159380.792510 So it's getting split into cluster 28. Trying to split cluster 20 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1356.835671 sec): 2 clusters Score: Raw -17509.768662 + Penalty 176.460138 = -17333.308525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1356.870463 sec): 3 clusters Score: Raw -17212.867014 + Penalty 352.920276 = -16859.946738 nChanged 224 SP:Iteration 1F (1356.919471 sec): 3 clusters Score: Raw -17369.836962 + Penalty 352.920276 = -17016.916686 nChanged 52 SP:Iteration 2F (1356.971038 sec): 3 clusters Score: Raw -17404.774042 + Penalty 352.920276 = -17051.853766 nChanged 32 SP:Iteration 3F (1357.016182 sec): 3 clusters Score: Raw -17433.145955 + Penalty 352.920276 = -17080.225679 nChanged 28 SP:Iteration 4Q (1357.063555 sec): 3 clusters Score: Raw -17459.763715 + Penalty 352.920276 = -17106.843440 nChanged 21 SP:Iteration 5Q (1357.107809 sec): 3 clusters Score: Raw -17478.754447 + Penalty 352.920276 = -17125.834171 nChanged 17 SP:Iteration 6Q (1357.167693 sec): 3 clusters Score: Raw -17493.272634 + Penalty 352.920276 = -17140.352358 nChanged 15 SP:Iteration 7Q (1357.213022 sec): 3 clusters Score: Raw -17506.665395 + Penalty 352.920276 = -17153.745120 nChanged 8 SP:Iteration 8Q (1357.265765 sec): 3 clusters Score: Raw -17513.110114 + Penalty 352.920276 = -17160.189838 nChanged 5 SP:Iteration 9Q (1357.309078 sec): 3 clusters Score: Raw -17520.546881 + Penalty 352.920276 = -17167.626606 nChanged 13 SP:Iteration 10Q (1357.358694 sec): 3 clusters Score: Raw -17525.283421 + Penalty 352.920276 = -17172.363146 nChanged 4 SP:Iteration 11Q (1357.397522 sec): 3 clusters Score: Raw -17530.801703 + Penalty 352.920276 = -17177.881428 nChanged 3 SP:Iteration 12Q (1357.456943 sec): 3 clusters Score: Raw -17534.061591 + Penalty 352.920276 = -17181.141316 nChanged 1 SP:Iteration 13Q (1357.494661 sec): 3 clusters Score: Raw -17535.680704 + Penalty 352.920276 = -17182.760428 nChanged 2 SP:Iteration 14Q (1357.551751 sec): 3 clusters Score: Raw -17536.633934 + Penalty 352.920276 = -17183.713659 nChanged 1 SP:Iteration 15Q (1357.601357 sec): 3 clusters Score: Raw -17536.863859 + Penalty 352.920276 = -17183.943583 nChanged 0 SP:Iteration 16F (1357.640875 sec): 3 clusters Score: Raw -17536.863859 + Penalty 352.920276 = -17183.943583 nChanged 0 Trying to split cluster 21 (41806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1357.702977 sec): 2 clusters Score: Raw -1183044.693678 + Penalty 292.621867 = -1182752.071812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1357.773618 sec): 3 clusters Score: Raw -1155047.035791 + Penalty 585.243733 = -1154461.792058 nChanged 20428 SP:Iteration 1F (1357.857605 sec): 3 clusters Score: Raw -1169157.385304 + Penalty 585.243733 = -1168572.141570 nChanged 3671 SP:Iteration 2F (1357.939508 sec): 3 clusters Score: Raw -1172114.467354 + Penalty 585.243733 = -1171529.223621 nChanged 3479 SP:Iteration 3F (1358.018835 sec): 3 clusters Score: Raw -1175398.898726 + Penalty 585.243733 = -1174813.654993 nChanged 2886 SP:Iteration 4F (1358.099604 sec): 3 clusters Score: Raw -1178121.916377 + Penalty 585.243733 = -1177536.672643 nChanged 2051 SP:Iteration 5Q (1358.181149 sec): 3 clusters Score: Raw -1179556.945381 + Penalty 585.243733 = -1178971.701647 nChanged 1194 SP:Iteration 6Q (1358.262727 sec): 3 clusters Score: Raw -1180153.405136 + Penalty 585.243733 = -1179568.161403 nChanged 811 SP:Iteration 7Q (1358.337203 sec): 3 clusters Score: Raw -1180429.737868 + Penalty 585.243733 = -1179844.494134 nChanged 524 SP:Iteration 8Q (1358.426819 sec): 3 clusters Score: Raw -1180554.521364 + Penalty 585.243733 = -1179969.277630 nChanged 384 SP:Iteration 9Q (1358.498166 sec): 3 clusters Score: Raw -1180634.598941 + Penalty 585.243733 = -1180049.355207 nChanged 328 SP:Iteration 10Q (1358.585615 sec): 3 clusters Score: Raw -1180698.273335 + Penalty 585.243733 = -1180113.029602 nChanged 293 SP:Iteration 11Q (1358.665646 sec): 3 clusters Score: Raw -1180752.393404 + Penalty 585.243733 = -1180167.149671 nChanged 254 SP:Iteration 12Q (1358.746697 sec): 3 clusters Score: Raw -1180807.157027 + Penalty 585.243733 = -1180221.913294 nChanged 252 SP:Iteration 13Q (1358.827069 sec): 3 clusters Score: Raw -1180853.960686 + Penalty 585.243733 = -1180268.716953 nChanged 236 SP:Iteration 14Q (1358.910296 sec): 3 clusters Score: Raw -1180893.461159 + Penalty 585.243733 = -1180308.217426 nChanged 227 SP:Iteration 15Q (1358.988516 sec): 3 clusters Score: Raw -1180927.327947 + Penalty 585.243733 = -1180342.084213 nChanged 218 SP:Iteration 16Q (1359.063064 sec): 3 clusters Score: Raw -1180961.849204 + Penalty 585.243733 = -1180376.605471 nChanged 190 SP:Iteration 17Q (1359.143794 sec): 3 clusters Score: Raw -1180987.430095 + Penalty 585.243733 = -1180402.186362 nChanged 162 SP:Iteration 18Q (1359.223078 sec): 3 clusters Score: Raw -1181008.024329 + Penalty 585.243733 = -1180422.780596 nChanged 176 SP:Iteration 19Q (1359.310152 sec): 3 clusters Score: Raw -1181032.424470 + Penalty 585.243733 = -1180447.180737 nChanged 178 SP:Iteration 20F (1359.394269 sec): 3 clusters Score: Raw -1181055.882412 + Penalty 585.243733 = -1180470.638679 nChanged 171 SP:Iteration 21Q (1359.478096 sec): 3 clusters Score: Raw -1181076.785696 + Penalty 585.243733 = -1180491.541963 nChanged 166 SP:Iteration 22Q (1359.553810 sec): 3 clusters Score: Raw -1181094.481588 + Penalty 585.243733 = -1180509.237855 nChanged 161 SP:Iteration 23Q (1359.638817 sec): 3 clusters Score: Raw -1181110.435835 + Penalty 585.243733 = -1180525.192102 nChanged 159 SP:Iteration 24Q (1359.715924 sec): 3 clusters Score: Raw -1181126.244736 + Penalty 585.243733 = -1180541.001003 nChanged 155 SP:Iteration 25Q (1359.801213 sec): 3 clusters Score: Raw -1181142.001598 + Penalty 585.243733 = -1180556.757864 nChanged 171 SP:Iteration 26Q (1359.875363 sec): 3 clusters Score: Raw -1181161.541061 + Penalty 585.243733 = -1180576.297328 nChanged 187 SP:Iteration 27Q (1359.951696 sec): 3 clusters Score: Raw -1181183.903532 + Penalty 585.243733 = -1180598.659799 nChanged 188 SP:Iteration 28Q (1360.029089 sec): 3 clusters Score: Raw -1181206.810419 + Penalty 585.243733 = -1180621.566686 nChanged 201 SP:Iteration 29Q (1360.102038 sec): 3 clusters Score: Raw -1181236.944572 + Penalty 585.243733 = -1180651.700839 nChanged 225 SP:Iteration 30Q (1360.185141 sec): 3 clusters Score: Raw -1181270.238166 + Penalty 585.243733 = -1180684.994433 nChanged 217 SP:Iteration 31Q (1360.253015 sec): 3 clusters Score: Raw -1181301.213194 + Penalty 585.243733 = -1180715.969461 nChanged 218 SP:Iteration 32Q (1360.316722 sec): 3 clusters Score: Raw -1181332.769302 + Penalty 585.243733 = -1180747.525569 nChanged 218 SP:Iteration 33Q (1360.389265 sec): 3 clusters Score: Raw -1181366.364308 + Penalty 585.243733 = -1180781.120575 nChanged 240 SP:Iteration 34Q (1360.463377 sec): 3 clusters Score: Raw -1181406.379327 + Penalty 585.243733 = -1180821.135594 nChanged 253 SP:Iteration 35Q (1360.549114 sec): 3 clusters Score: Raw -1181451.056311 + Penalty 585.243733 = -1180865.812578 nChanged 261 SP:Iteration 36Q (1360.621123 sec): 3 clusters Score: Raw -1181501.483795 + Penalty 585.243733 = -1180916.240061 nChanged 275 SP:Iteration 37Q (1360.705235 sec): 3 clusters Score: Raw -1181560.591521 + Penalty 585.243733 = -1180975.347788 nChanged 299 SP:Iteration 38Q (1360.779010 sec): 3 clusters Score: Raw -1181635.971190 + Penalty 585.243733 = -1181050.727456 nChanged 335 SP:Iteration 39Q (1360.856673 sec): 3 clusters Score: Raw -1181725.295941 + Penalty 585.243733 = -1181140.052207 nChanged 336 SP:Iteration 40F (1360.925161 sec): 3 clusters Score: Raw -1181817.528468 + Penalty 585.243733 = -1181232.284735 nChanged 308 SP:Iteration 41Q (1360.993981 sec): 3 clusters Score: Raw -1181903.164710 + Penalty 585.243733 = -1181317.920977 nChanged 335 SP:Iteration 42Q (1361.064189 sec): 3 clusters Score: Raw -1182003.384428 + Penalty 585.243733 = -1181418.140694 nChanged 336 SP:Iteration 43Q (1361.140584 sec): 3 clusters Score: Raw -1182107.204197 + Penalty 585.243733 = -1181521.960464 nChanged 336 SP:Iteration 44Q (1361.206753 sec): 3 clusters Score: Raw -1182217.362804 + Penalty 585.243733 = -1181632.119071 nChanged 326 SP:Iteration 45Q (1361.277087 sec): 3 clusters Score: Raw -1182334.284876 + Penalty 585.243733 = -1181749.041143 nChanged 316 SP:Iteration 46Q (1361.358028 sec): 3 clusters Score: Raw -1182453.857517 + Penalty 585.243733 = -1181868.613783 nChanged 281 SP:Iteration 47Q (1361.431316 sec): 3 clusters Score: Raw -1182557.272022 + Penalty 585.243733 = -1181972.028289 nChanged 235 SP:Iteration 48Q (1361.498573 sec): 3 clusters Score: Raw -1182641.530535 + Penalty 585.243733 = -1182056.286802 nChanged 215 SP:Iteration 49Q (1361.573090 sec): 3 clusters Score: Raw -1182714.078733 + Penalty 585.243733 = -1182128.835000 nChanged 180 SP:Iteration 50Q (1361.640313 sec): 3 clusters Score: Raw -1182777.365880 + Penalty 585.243733 = -1182192.122147 nChanged 167 SP:Iteration 51Q (1361.708243 sec): 3 clusters Score: Raw -1182831.461064 + Penalty 585.243733 = -1182246.217330 nChanged 115 SP:Iteration 52Q (1361.776843 sec): 3 clusters Score: Raw -1182869.562733 + Penalty 585.243733 = -1182284.319000 nChanged 91 SP:Iteration 53Q (1361.846976 sec): 3 clusters Score: Raw -1182894.838448 + Penalty 585.243733 = -1182309.594714 nChanged 84 SP:Iteration 54Q (1361.917764 sec): 3 clusters Score: Raw -1182919.172006 + Penalty 585.243733 = -1182333.928272 nChanged 73 SP:Iteration 55Q (1361.988683 sec): 3 clusters Score: Raw -1182940.946800 + Penalty 585.243733 = -1182355.703067 nChanged 54 SP:Iteration 56Q (1362.064094 sec): 3 clusters Score: Raw -1182962.297438 + Penalty 585.243733 = -1182377.053705 nChanged 56 SP:Iteration 57Q (1362.138181 sec): 3 clusters Score: Raw -1182979.327539 + Penalty 585.243733 = -1182394.083806 nChanged 56 SP:Iteration 58Q (1362.211042 sec): 3 clusters Score: Raw -1182997.727655 + Penalty 585.243733 = -1182412.483922 nChanged 50 SP:Iteration 59Q (1362.280768 sec): 3 clusters Score: Raw -1183011.920435 + Penalty 585.243733 = -1182426.676701 nChanged 35 SP:Iteration 60F (1362.358776 sec): 3 clusters Score: Raw -1183024.523820 + Penalty 585.243733 = -1182439.280087 nChanged 43 SP:Iteration 61Q (1362.431413 sec): 3 clusters Score: Raw -1183040.839843 + Penalty 585.243733 = -1182455.596109 nChanged 36 SP:Iteration 62Q (1362.495116 sec): 3 clusters Score: Raw -1183054.489899 + Penalty 585.243733 = -1182469.246166 nChanged 27 SP:Iteration 63Q (1362.565816 sec): 3 clusters Score: Raw -1183066.104497 + Penalty 585.243733 = -1182480.860764 nChanged 24 SP:Iteration 64Q (1362.638691 sec): 3 clusters Score: Raw -1183076.475024 + Penalty 585.243733 = -1182491.231290 nChanged 23 SP:Iteration 65Q (1362.726084 sec): 3 clusters Score: Raw -1183083.534425 + Penalty 585.243733 = -1182498.290692 nChanged 15 SP:Iteration 66Q (1362.804252 sec): 3 clusters Score: Raw -1183087.320994 + Penalty 585.243733 = -1182502.077261 nChanged 11 SP:Iteration 67Q (1362.875254 sec): 3 clusters Score: Raw -1183090.506396 + Penalty 585.243733 = -1182505.262663 nChanged 12 SP:Iteration 68Q (1362.946007 sec): 3 clusters Score: Raw -1183093.125256 + Penalty 585.243733 = -1182507.881523 nChanged 9 SP:Iteration 69Q (1363.025758 sec): 3 clusters Score: Raw -1183096.847940 + Penalty 585.243733 = -1182511.604206 nChanged 11 SP:Iteration 70Q (1363.102055 sec): 3 clusters Score: Raw -1183101.003937 + Penalty 585.243733 = -1182515.760204 nChanged 8 SP:Iteration 71Q (1363.172436 sec): 3 clusters Score: Raw -1183103.643199 + Penalty 585.243733 = -1182518.399465 nChanged 6 SP:Iteration 72Q (1363.249596 sec): 3 clusters Score: Raw -1183105.152019 + Penalty 585.243733 = -1182519.908286 nChanged 3 SP:Iteration 73Q (1363.326813 sec): 3 clusters Score: Raw -1183105.869182 + Penalty 585.243733 = -1182520.625449 nChanged 2 SP:Iteration 74Q (1363.402502 sec): 3 clusters Score: Raw -1183106.040452 + Penalty 585.243733 = -1182520.796719 nChanged 0 SP:Iteration 75F (1363.486782 sec): 3 clusters Score: Raw -1183106.040452 + Penalty 585.243733 = -1182520.796719 nChanged 0 Trying to split cluster 22 (2470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1363.517927 sec): 2 clusters Score: Raw -74520.665466 + Penalty 214.829269 = -74305.836197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1363.561658 sec): 3 clusters Score: Raw -73093.416086 + Penalty 429.658539 = -72663.757547 nChanged 1077 SP:Iteration 1F (1363.606239 sec): 3 clusters Score: Raw -73693.647826 + Penalty 429.658539 = -73263.989288 nChanged 169 SP:Iteration 2F (1363.653618 sec): 3 clusters Score: Raw -73775.398646 + Penalty 429.658539 = -73345.740107 nChanged 136 SP:Iteration 3F (1363.695286 sec): 3 clusters Score: Raw -73851.644380 + Penalty 429.658539 = -73421.985841 nChanged 136 SP:Iteration 4F (1363.744850 sec): 3 clusters Score: Raw -73942.685398 + Penalty 429.658539 = -73513.026859 nChanged 123 SP:Iteration 5Q (1363.798943 sec): 3 clusters Score: Raw -74038.511731 + Penalty 429.658539 = -73608.853192 nChanged 131 SP:Iteration 6F (1363.839808 sec): 3 clusters Score: Raw -74156.764911 + Penalty 429.658539 = -73727.106373 nChanged 120 SP:Iteration 7Q (1363.892158 sec): 3 clusters Score: Raw -74260.094819 + Penalty 429.658539 = -73830.436281 nChanged 101 SP:Iteration 8Q (1363.936905 sec): 3 clusters Score: Raw -74332.193749 + Penalty 429.658539 = -73902.535210 nChanged 50 SP:Iteration 9Q (1363.987163 sec): 3 clusters Score: Raw -74350.630603 + Penalty 429.658539 = -73920.972065 nChanged 35 SP:Iteration 10Q (1364.023594 sec): 3 clusters Score: Raw -74360.049269 + Penalty 429.658539 = -73930.390731 nChanged 24 SP:Iteration 11Q (1364.072898 sec): 3 clusters Score: Raw -74366.780274 + Penalty 429.658539 = -73937.121735 nChanged 21 SP:Iteration 12Q (1364.124321 sec): 3 clusters Score: Raw -74373.279450 + Penalty 429.658539 = -73943.620912 nChanged 23 SP:Iteration 13Q (1364.173842 sec): 3 clusters Score: Raw -74380.521260 + Penalty 429.658539 = -73950.862721 nChanged 15 SP:Iteration 14Q (1364.223877 sec): 3 clusters Score: Raw -74385.211904 + Penalty 429.658539 = -73955.553366 nChanged 19 SP:Iteration 15Q (1364.275628 sec): 3 clusters Score: Raw -74391.361394 + Penalty 429.658539 = -73961.702856 nChanged 17 SP:Iteration 16Q (1364.326087 sec): 3 clusters Score: Raw -74394.430454 + Penalty 429.658539 = -73964.771915 nChanged 13 SP:Iteration 17Q (1364.365893 sec): 3 clusters Score: Raw -74397.148601 + Penalty 429.658539 = -73967.490062 nChanged 12 SP:Iteration 18Q (1364.424128 sec): 3 clusters Score: Raw -74399.467119 + Penalty 429.658539 = -73969.808580 nChanged 13 SP:Iteration 19Q (1364.464463 sec): 3 clusters Score: Raw -74402.555631 + Penalty 429.658539 = -73972.897092 nChanged 15 SP:Iteration 20F (1364.520006 sec): 3 clusters Score: Raw -74406.199504 + Penalty 429.658539 = -73976.540966 nChanged 16 SP:Iteration 21Q (1364.562152 sec): 3 clusters Score: Raw -74409.284482 + Penalty 429.658539 = -73979.625943 nChanged 11 SP:Iteration 22Q (1364.617727 sec): 3 clusters Score: Raw -74411.283852 + Penalty 429.658539 = -73981.625313 nChanged 10 SP:Iteration 23Q (1364.664643 sec): 3 clusters Score: Raw -74413.457579 + Penalty 429.658539 = -73983.799040 nChanged 10 SP:Iteration 24Q (1364.709099 sec): 3 clusters Score: Raw -74415.251417 + Penalty 429.658539 = -73985.592879 nChanged 10 SP:Iteration 25Q (1364.753037 sec): 3 clusters Score: Raw -74416.936931 + Penalty 429.658539 = -73987.278392 nChanged 8 SP:Iteration 26Q (1364.794037 sec): 3 clusters Score: Raw -74418.802769 + Penalty 429.658539 = -73989.144231 nChanged 13 SP:Iteration 27Q (1364.843193 sec): 3 clusters Score: Raw -74421.143577 + Penalty 429.658539 = -73991.485038 nChanged 10 SP:Iteration 28Q (1364.898080 sec): 3 clusters Score: Raw -74422.742253 + Penalty 429.658539 = -73993.083715 nChanged 10 SP:Iteration 29Q (1364.938210 sec): 3 clusters Score: Raw -74425.167871 + Penalty 429.658539 = -73995.509333 nChanged 15 SP:Iteration 30Q (1364.988815 sec): 3 clusters Score: Raw -74431.150564 + Penalty 429.658539 = -74001.492025 nChanged 13 SP:Iteration 31Q (1365.036128 sec): 3 clusters Score: Raw -74435.594232 + Penalty 429.658539 = -74005.935693 nChanged 12 SP:Iteration 32Q (1365.072472 sec): 3 clusters Score: Raw -74440.708108 + Penalty 429.658539 = -74011.049570 nChanged 12 SP:Iteration 33Q (1365.117312 sec): 3 clusters Score: Raw -74443.440692 + Penalty 429.658539 = -74013.782154 nChanged 4 SP:Iteration 34Q (1365.158283 sec): 3 clusters Score: Raw -74444.277454 + Penalty 429.658539 = -74014.618915 nChanged 4 SP:Iteration 35Q (1365.206080 sec): 3 clusters Score: Raw -74445.096460 + Penalty 429.658539 = -74015.437921 nChanged 2 SP:Iteration 36Q (1365.257647 sec): 3 clusters Score: Raw -74445.960281 + Penalty 429.658539 = -74016.301742 nChanged 6 SP:Iteration 37Q (1365.300490 sec): 3 clusters Score: Raw -74447.056152 + Penalty 429.658539 = -74017.397614 nChanged 5 SP:Iteration 38Q (1365.334358 sec): 3 clusters Score: Raw -74448.279735 + Penalty 429.658539 = -74018.621196 nChanged 8 SP:Iteration 39Q (1365.379208 sec): 3 clusters Score: Raw -74450.322286 + Penalty 429.658539 = -74020.663747 nChanged 9 SP:Iteration 40F (1365.424015 sec): 3 clusters Score: Raw -74453.249846 + Penalty 429.658539 = -74023.591307 nChanged 13 SP:Iteration 41Q (1365.466573 sec): 3 clusters Score: Raw -74456.368878 + Penalty 429.658539 = -74026.710340 nChanged 10 SP:Iteration 42Q (1365.517947 sec): 3 clusters Score: Raw -74460.266378 + Penalty 429.658539 = -74030.607840 nChanged 14 SP:Iteration 43Q (1365.568210 sec): 3 clusters Score: Raw -74466.804428 + Penalty 429.658539 = -74037.145889 nChanged 12 SP:Iteration 44Q (1365.602366 sec): 3 clusters Score: Raw -74471.777232 + Penalty 429.658539 = -74042.118694 nChanged 15 SP:Iteration 45Q (1365.651292 sec): 3 clusters Score: Raw -74475.853704 + Penalty 429.658539 = -74046.195166 nChanged 6 SP:Iteration 46Q (1365.685967 sec): 3 clusters Score: Raw -74477.519358 + Penalty 429.658539 = -74047.860820 nChanged 8 SP:Iteration 47Q (1365.747266 sec): 3 clusters Score: Raw -74479.029733 + Penalty 429.658539 = -74049.371194 nChanged 10 SP:Iteration 48Q (1365.784412 sec): 3 clusters Score: Raw -74481.830155 + Penalty 429.658539 = -74052.171617 nChanged 8 SP:Iteration 49Q (1365.839435 sec): 3 clusters Score: Raw -74485.907544 + Penalty 429.658539 = -74056.249006 nChanged 14 SP:Iteration 50Q (1365.883013 sec): 3 clusters Score: Raw -74494.955263 + Penalty 429.658539 = -74065.296724 nChanged 14 SP:Iteration 51Q (1365.928097 sec): 3 clusters Score: Raw -74501.488107 + Penalty 429.658539 = -74071.829568 nChanged 11 SP:Iteration 52Q (1365.971383 sec): 3 clusters Score: Raw -74508.189459 + Penalty 429.658539 = -74078.530921 nChanged 12 SP:Iteration 53Q (1366.017918 sec): 3 clusters Score: Raw -74515.493405 + Penalty 429.658539 = -74085.834866 nChanged 10 SP:Iteration 54Q (1366.065695 sec): 3 clusters Score: Raw -74522.136127 + Penalty 429.658539 = -74092.477588 nChanged 12 SP:Iteration 55Q (1366.111576 sec): 3 clusters Score: Raw -74531.332623 + Penalty 429.658539 = -74101.674084 nChanged 12 SP:Iteration 56Q (1366.165604 sec): 3 clusters Score: Raw -74537.390964 + Penalty 429.658539 = -74107.732425 nChanged 12 SP:Iteration 57Q (1366.221639 sec): 3 clusters Score: Raw -74542.850639 + Penalty 429.658539 = -74113.192100 nChanged 6 SP:Iteration 58Q (1366.256324 sec): 3 clusters Score: Raw -74544.906543 + Penalty 429.658539 = -74115.248004 nChanged 6 SP:Iteration 59Q (1366.310115 sec): 3 clusters Score: Raw -74546.834955 + Penalty 429.658539 = -74117.176416 nChanged 4 SP:Iteration 60F (1366.360418 sec): 3 clusters Score: Raw -74547.625015 + Penalty 429.658539 = -74117.966476 nChanged 3 SP:Iteration 61Q (1366.404682 sec): 3 clusters Score: Raw -74548.497264 + Penalty 429.658539 = -74118.838725 nChanged 4 SP:Iteration 62Q (1366.450190 sec): 3 clusters Score: Raw -74550.120585 + Penalty 429.658539 = -74120.462046 nChanged 4 SP:Iteration 63Q (1366.493793 sec): 3 clusters Score: Raw -74550.826511 + Penalty 429.658539 = -74121.167972 nChanged 1 SP:Iteration 64Q (1366.545728 sec): 3 clusters Score: Raw -74550.889601 + Penalty 429.658539 = -74121.231062 nChanged 0 SP:Iteration 65F (1366.594771 sec): 3 clusters Score: Raw -74550.889601 + Penalty 429.658539 = -74121.231062 nChanged 0 Trying to split cluster 23 (784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1366.620881 sec): 2 clusters Score: Raw -22132.680889 + Penalty 183.271248 = -21949.409641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1366.661859 sec): 3 clusters Score: Raw -21722.293662 + Penalty 366.542496 = -21355.751165 nChanged 341 SP:Iteration 1F (1366.701521 sec): 3 clusters Score: Raw -21968.361295 + Penalty 366.542496 = -21601.818799 nChanged 94 SP:Iteration 2F (1366.751847 sec): 3 clusters Score: Raw -22050.188865 + Penalty 366.542496 = -21683.646369 nChanged 61 SP:Iteration 3F (1366.794805 sec): 3 clusters Score: Raw -22094.528096 + Penalty 366.542496 = -21727.985600 nChanged 37 SP:Iteration 4Q (1366.839951 sec): 3 clusters Score: Raw -22118.135292 + Penalty 366.542496 = -21751.592796 nChanged 15 SP:Iteration 5Q (1366.883174 sec): 3 clusters Score: Raw -22123.187625 + Penalty 366.542496 = -21756.645129 nChanged 7 SP:Iteration 6Q (1366.915826 sec): 3 clusters Score: Raw -22127.631464 + Penalty 366.542496 = -21761.088968 nChanged 4 SP:Iteration 7Q (1366.959943 sec): 3 clusters Score: Raw -22128.859601 + Penalty 366.542496 = -21762.317104 nChanged 3 SP:Iteration 8Q (1367.017243 sec): 3 clusters Score: Raw -22129.605618 + Penalty 366.542496 = -21763.063122 nChanged 3 SP:Iteration 9Q (1367.062981 sec): 3 clusters Score: Raw -22130.847203 + Penalty 366.542496 = -21764.304706 nChanged 3 SP:Iteration 10Q (1367.109550 sec): 3 clusters Score: Raw -22131.405810 + Penalty 366.542496 = -21764.863314 nChanged 2 SP:Iteration 11Q (1367.160668 sec): 3 clusters Score: Raw -22131.559234 + Penalty 366.542496 = -21765.016738 nChanged 0 SP:Iteration 12F (1367.201396 sec): 3 clusters Score: Raw -22131.559234 + Penalty 366.542496 = -21765.016738 nChanged 0 Trying to split cluster 24 (979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1367.229147 sec): 2 clusters Score: Raw -23769.715427 + Penalty 189.379620 = -23580.335807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1367.263339 sec): 3 clusters Score: Raw -23259.177273 + Penalty 378.759240 = -22880.418033 nChanged 410 SP:Iteration 1F (1367.313434 sec): 3 clusters Score: Raw -23550.626746 + Penalty 378.759240 = -23171.867505 nChanged 90 SP:Iteration 2F (1367.359379 sec): 3 clusters Score: Raw -23615.609146 + Penalty 378.759240 = -23236.849906 nChanged 56 SP:Iteration 3F (1367.402739 sec): 3 clusters Score: Raw -23682.313231 + Penalty 378.759240 = -23303.553991 nChanged 63 SP:Iteration 4F (1367.454132 sec): 3 clusters Score: Raw -23735.897785 + Penalty 378.759240 = -23357.138545 nChanged 60 SP:Iteration 5F (1367.496359 sec): 3 clusters Score: Raw -23796.136535 + Penalty 378.759240 = -23417.377295 nChanged 53 SP:Iteration 6F (1367.544737 sec): 3 clusters Score: Raw -23855.771583 + Penalty 378.759240 = -23477.012343 nChanged 53 SP:Iteration 7F (1367.592697 sec): 3 clusters Score: Raw -23913.229986 + Penalty 378.759240 = -23534.470746 nChanged 46 SP:Iteration 8Q (1367.627067 sec): 3 clusters Score: Raw -23946.342763 + Penalty 378.759240 = -23567.583523 nChanged 28 SP:Iteration 9Q (1367.677863 sec): 3 clusters Score: Raw -23958.686472 + Penalty 378.759240 = -23579.927232 nChanged 21 SP:Iteration 10Q (1367.728543 sec): 3 clusters Score: Raw -23973.670825 + Penalty 378.759240 = -23594.911585 nChanged 15 SP:Iteration 11Q (1367.763280 sec): 3 clusters Score: Raw -23984.461661 + Penalty 378.759240 = -23605.702420 nChanged 9 SP:Iteration 12Q (1367.814992 sec): 3 clusters Score: Raw -23989.140898 + Penalty 378.759240 = -23610.381658 nChanged 6 SP:Iteration 13Q (1367.854849 sec): 3 clusters Score: Raw -23991.231482 + Penalty 378.759240 = -23612.472241 nChanged 6 SP:Iteration 14Q (1367.906983 sec): 3 clusters Score: Raw -23993.189788 + Penalty 378.759240 = -23614.430548 nChanged 4 SP:Iteration 15Q (1367.957753 sec): 3 clusters Score: Raw -23994.954450 + Penalty 378.759240 = -23616.195209 nChanged 3 SP:Iteration 16Q (1368.001172 sec): 3 clusters Score: Raw -23995.733440 + Penalty 378.759240 = -23616.974200 nChanged 2 SP:Iteration 17Q (1368.033829 sec): 3 clusters Score: Raw -23997.106201 + Penalty 378.759240 = -23618.346961 nChanged 3 SP:Iteration 18Q (1368.077115 sec): 3 clusters Score: Raw -23998.246209 + Penalty 378.759240 = -23619.486969 nChanged 3 SP:Iteration 19Q (1368.128989 sec): 3 clusters Score: Raw -23998.697325 + Penalty 378.759240 = -23619.938084 nChanged 1 SP:Iteration 20F (1368.161829 sec): 3 clusters Score: Raw -23998.782840 + Penalty 378.759240 = -23620.023599 nChanged 2 SP:Iteration 21Q (1368.214177 sec): 3 clusters Score: Raw -23999.034592 + Penalty 378.759240 = -23620.275352 nChanged 0 SP:Iteration 22F (1368.247820 sec): 3 clusters Score: Raw -23999.034592 + Penalty 378.759240 = -23620.275352 nChanged 0 Score: Raw -7169248.900958 + Penalty 9983.031758 = -7159265.869200 Splitting cluster 24 changes total score from -7158649.558752 to -7159265.869200 So it's getting split into cluster 29. Trying to split cluster 25 (4151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1370.860135 sec): 2 clusters Score: Raw -89910.699127 + Penalty 229.105375 = -89681.593752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1370.902581 sec): 3 clusters Score: Raw -87304.514294 + Penalty 458.210750 = -86846.303544 nChanged 1960 SP:Iteration 1F (1370.950158 sec): 3 clusters Score: Raw -88792.282114 + Penalty 458.210750 = -88334.071364 nChanged 356 SP:Iteration 2F (1370.999638 sec): 3 clusters Score: Raw -89061.891948 + Penalty 458.210750 = -88603.681198 nChanged 263 SP:Iteration 3F (1371.049397 sec): 3 clusters Score: Raw -89254.275927 + Penalty 458.210750 = -88796.065177 nChanged 226 SP:Iteration 4F (1371.096839 sec): 3 clusters Score: Raw -89398.800358 + Penalty 458.210750 = -88940.589608 nChanged 165 SP:Iteration 5Q (1371.151527 sec): 3 clusters Score: Raw -89513.680258 + Penalty 458.210750 = -89055.469508 nChanged 135 SP:Iteration 6Q (1371.201306 sec): 3 clusters Score: Raw -89599.705213 + Penalty 458.210750 = -89141.494463 nChanged 105 SP:Iteration 7Q (1371.252325 sec): 3 clusters Score: Raw -89644.300103 + Penalty 458.210750 = -89186.089353 nChanged 70 SP:Iteration 8Q (1371.302973 sec): 3 clusters Score: Raw -89668.833956 + Penalty 458.210750 = -89210.623205 nChanged 45 SP:Iteration 9Q (1371.348520 sec): 3 clusters Score: Raw -89682.929878 + Penalty 458.210750 = -89224.719128 nChanged 36 SP:Iteration 10Q (1371.387690 sec): 3 clusters Score: Raw -89693.156436 + Penalty 458.210750 = -89234.945685 nChanged 34 SP:Iteration 11Q (1371.434174 sec): 3 clusters Score: Raw -89702.331977 + Penalty 458.210750 = -89244.121227 nChanged 30 SP:Iteration 12Q (1371.482899 sec): 3 clusters Score: Raw -89708.541500 + Penalty 458.210750 = -89250.330750 nChanged 24 SP:Iteration 13Q (1371.526739 sec): 3 clusters Score: Raw -89712.485254 + Penalty 458.210750 = -89254.274504 nChanged 28 SP:Iteration 14Q (1371.572588 sec): 3 clusters Score: Raw -89718.886031 + Penalty 458.210750 = -89260.675281 nChanged 30 SP:Iteration 15Q (1371.627587 sec): 3 clusters Score: Raw -89726.043533 + Penalty 458.210750 = -89267.832783 nChanged 28 SP:Iteration 16Q (1371.667595 sec): 3 clusters Score: Raw -89731.410321 + Penalty 458.210750 = -89273.199571 nChanged 30 SP:Iteration 17Q (1371.716550 sec): 3 clusters Score: Raw -89739.932942 + Penalty 458.210750 = -89281.722192 nChanged 25 SP:Iteration 18Q (1371.763605 sec): 3 clusters Score: Raw -89745.800263 + Penalty 458.210750 = -89287.589512 nChanged 28 SP:Iteration 19Q (1371.803691 sec): 3 clusters Score: Raw -89752.271155 + Penalty 458.210750 = -89294.060405 nChanged 31 SP:Iteration 20F (1371.851944 sec): 3 clusters Score: Raw -89759.507553 + Penalty 458.210750 = -89301.296803 nChanged 28 SP:Iteration 21Q (1371.900737 sec): 3 clusters Score: Raw -89768.814803 + Penalty 458.210750 = -89310.604053 nChanged 34 SP:Iteration 22Q (1371.944245 sec): 3 clusters Score: Raw -89780.824575 + Penalty 458.210750 = -89322.613825 nChanged 28 SP:Iteration 23Q (1371.991897 sec): 3 clusters Score: Raw -89790.802902 + Penalty 458.210750 = -89332.592152 nChanged 29 SP:Iteration 24Q (1372.041084 sec): 3 clusters Score: Raw -89802.478411 + Penalty 458.210750 = -89344.267660 nChanged 31 SP:Iteration 25Q (1372.095761 sec): 3 clusters Score: Raw -89811.797835 + Penalty 458.210750 = -89353.587085 nChanged 32 SP:Iteration 26Q (1372.135785 sec): 3 clusters Score: Raw -89821.016031 + Penalty 458.210750 = -89362.805280 nChanged 29 SP:Iteration 27Q (1372.191666 sec): 3 clusters Score: Raw -89827.805203 + Penalty 458.210750 = -89369.594453 nChanged 18 SP:Iteration 28Q (1372.244653 sec): 3 clusters Score: Raw -89831.425278 + Penalty 458.210750 = -89373.214528 nChanged 16 SP:Iteration 29Q (1372.293610 sec): 3 clusters Score: Raw -89834.456141 + Penalty 458.210750 = -89376.245391 nChanged 18 SP:Iteration 30Q (1372.333661 sec): 3 clusters Score: Raw -89838.111226 + Penalty 458.210750 = -89379.900476 nChanged 15 SP:Iteration 31Q (1372.387723 sec): 3 clusters Score: Raw -89839.640618 + Penalty 458.210750 = -89381.429868 nChanged 9 SP:Iteration 32Q (1372.432098 sec): 3 clusters Score: Raw -89840.764228 + Penalty 458.210750 = -89382.553478 nChanged 7 SP:Iteration 33Q (1372.470417 sec): 3 clusters Score: Raw -89841.424846 + Penalty 458.210750 = -89383.214096 nChanged 6 SP:Iteration 34Q (1372.523728 sec): 3 clusters Score: Raw -89841.803371 + Penalty 458.210750 = -89383.592621 nChanged 5 SP:Iteration 35Q (1372.573078 sec): 3 clusters Score: Raw -89842.650328 + Penalty 458.210750 = -89384.439578 nChanged 2 SP:Iteration 36Q (1372.616952 sec): 3 clusters Score: Raw -89842.774216 + Penalty 458.210750 = -89384.563466 nChanged 1 SP:Iteration 37Q (1372.673943 sec): 3 clusters Score: Raw -89842.824359 + Penalty 458.210750 = -89384.613609 nChanged 0 SP:Iteration 38F (1372.715014 sec): 3 clusters Score: Raw -89842.824359 + Penalty 458.210750 = -89384.613609 nChanged 0 Iteration 59Q (1374.815064 sec): 30 clusters Score: Raw -7169731.293216 + Penalty 9983.031758 = -7159748.261458 nChanged 1738 Iteration 60F (1377.448519 sec): 30 clusters Score: Raw -7170606.259094 + Penalty 9983.031758 = -7160623.227336 nChanged 1593 Iteration 61Q (1379.410508 sec): 30 clusters Score: Raw -7171115.513676 + Penalty 9983.031758 = -7161132.481918 nChanged 1229 Iteration 62Q (1381.222047 sec): 30 clusters Score: Raw -7171407.549020 + Penalty 9983.031758 = -7161424.517262 nChanged 973 Iteration 63Q (1382.837448 sec): 30 clusters Score: Raw -7171595.576682 + Penalty 9983.031758 = -7161612.544924 nChanged 915 Iteration 64Q (1384.717248 sec): 30 clusters Score: Raw -7171767.411517 + Penalty 9983.031758 = -7161784.379759 nChanged 814 Iteration 65Q (1386.609646 sec): 30 clusters Score: Raw -7171888.914694 + Penalty 9983.031758 = -7161905.882936 nChanged 733 Iteration 66Q (1388.510292 sec): 30 clusters Score: Raw -7171982.646738 + Penalty 9983.031758 = -7161999.614980 nChanged 699 Iteration 67Q (1390.490348 sec): 30 clusters Score: Raw -7172067.017704 + Penalty 9983.031758 = -7162083.985945 nChanged 662 Iteration 68Q (1392.461150 sec): 30 clusters Score: Raw -7172143.374831 + Penalty 9983.031758 = -7162160.343072 nChanged 574 Iteration 69Q (1394.257897 sec): 30 clusters Score: Raw -7172198.935406 + Penalty 9983.031758 = -7162215.903648 nChanged 529 Iteration 70Q (1396.300592 sec): 30 clusters Score: Raw -7172242.184924 + Penalty 9983.031758 = -7162259.153166 nChanged 463 Iteration 71Q (1398.240644 sec): 30 clusters Score: Raw -7172276.649851 + Penalty 9983.031758 = -7162293.618093 nChanged 440 Iteration 72Q (1400.042881 sec): 30 clusters Score: Raw -7172308.799721 + Penalty 9983.031758 = -7162325.767963 nChanged 398 Iteration 73Q (1402.058131 sec): 30 clusters Score: Raw -7172338.494954 + Penalty 9983.031758 = -7162355.463196 nChanged 340 Iteration 74Q (1403.739372 sec): 30 clusters Score: Raw -7172365.521051 + Penalty 9983.031758 = -7162382.489293 nChanged 312 Iteration 75Q (1405.843547 sec): 30 clusters Score: Raw -7172385.786462 + Penalty 9983.031758 = -7162402.754704 nChanged 333 Iteration 76Q (1407.857810 sec): 30 clusters Score: Raw -7172407.788486 + Penalty 9983.031758 = -7162424.756727 nChanged 314 Iteration 77Q (1409.867433 sec): 30 clusters Score: Raw -7172426.445887 + Penalty 9983.031758 = -7162443.414129 nChanged 294 Iteration 78Q (1411.860758 sec): 30 clusters Score: Raw -7172441.600350 + Penalty 9983.031758 = -7162458.568592 nChanged 272 Iteration 79Q (1413.911599 sec): 30 clusters Score: Raw -7172456.631809 + Penalty 9983.031758 = -7162473.600051 nChanged 244 Iteration 80F (1416.545879 sec): 30 clusters Score: Raw -7172500.023472 + Penalty 9983.031758 = -7162516.991714 nChanged 272 Iteration 81Q (1418.495146 sec): 30 clusters Score: Raw -7172531.619239 + Penalty 9983.031758 = -7162548.587481 nChanged 229 Iteration 82Q (1420.289624 sec): 30 clusters Score: Raw -7172551.763277 + Penalty 9983.031758 = -7162568.731519 nChanged 222 Iteration 83Q (1422.246246 sec): 30 clusters Score: Raw -7172567.289266 + Penalty 9983.031758 = -7162584.257508 nChanged 176 Iteration 84Q (1424.184119 sec): 30 clusters Score: Raw -7172580.072936 + Penalty 9983.031758 = -7162597.041178 nChanged 178 Iteration 85Q (1426.089771 sec): 30 clusters Score: Raw -7172592.486741 + Penalty 9983.031758 = -7162609.454983 nChanged 149 Iteration 86Q (1428.073085 sec): 30 clusters Score: Raw -7172602.890954 + Penalty 9983.031758 = -7162619.859195 nChanged 155 Iteration 87Q (1430.152249 sec): 30 clusters Score: Raw -7172612.371552 + Penalty 9983.031758 = -7162629.339794 nChanged 146 Iteration 88Q (1432.206663 sec): 30 clusters Score: Raw -7172620.453646 + Penalty 9983.031758 = -7162637.421887 nChanged 134 Iteration 89Q (1434.043616 sec): 30 clusters Score: Raw -7172626.088195 + Penalty 9983.031758 = -7162643.056437 nChanged 120 Iteration 90Q (1435.809272 sec): 30 clusters Score: Raw -7172631.504331 + Penalty 9983.031758 = -7162648.472573 nChanged 120 Iteration 91Q (1438.069618 sec): 30 clusters Score: Raw -7172638.273473 + Penalty 9983.031758 = -7162655.241715 nChanged 117 Iteration 92Q (1439.947540 sec): 30 clusters Score: Raw -7172644.562341 + Penalty 9983.031758 = -7162661.530583 nChanged 122 Iteration 93Q (1442.335721 sec): 30 clusters Score: Raw -7172651.743965 + Penalty 9983.031758 = -7162668.712206 nChanged 113 Iteration 94Q (1444.431059 sec): 30 clusters Score: Raw -7172656.955160 + Penalty 9983.031758 = -7162673.923402 nChanged 99 Iteration 95Q (1446.591803 sec): 30 clusters Score: Raw -7172660.391098 + Penalty 9983.031758 = -7162677.359340 nChanged 83 Iteration 96Q (1448.598072 sec): 30 clusters Score: Raw -7172663.310156 + Penalty 9983.031758 = -7162680.278398 nChanged 77 Iteration 97Q (1450.700264 sec): 30 clusters Score: Raw -7172665.694117 + Penalty 9983.031758 = -7162682.662359 nChanged 60 Iteration 98Q (1452.861256 sec): 30 clusters Score: Raw -7172667.369996 + Penalty 9983.031758 = -7162684.338238 nChanged 54 Writing temp clu file Because OldScore, -7162682.662359, is greater than current (better) Score,-7162684.338238 Compute initial score before splitting: Score: Raw -7172667.369996 + Penalty 9983.031758 = -7162684.338238 Trying to split cluster 1 (1253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1452.978317 sec): 2 clusters Score: Raw -26526.162228 + Penalty 196.165639 = -26329.996589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1453.026835 sec): 3 clusters Score: Raw -25829.350455 + Penalty 392.331278 = -25437.019177 nChanged 532 SP:Iteration 1F (1453.064486 sec): 3 clusters Score: Raw -26120.388105 + Penalty 392.331278 = -25728.056827 nChanged 110 SP:Iteration 2F (1453.109186 sec): 3 clusters Score: Raw -26210.159590 + Penalty 392.331278 = -25817.828313 nChanged 86 SP:Iteration 3F (1453.159698 sec): 3 clusters Score: Raw -26268.502101 + Penalty 392.331278 = -25876.170824 nChanged 67 SP:Iteration 4F (1453.209111 sec): 3 clusters Score: Raw -26311.797433 + Penalty 392.331278 = -25919.466156 nChanged 62 SP:Iteration 5Q (1453.253892 sec): 3 clusters Score: Raw -26358.736655 + Penalty 392.331278 = -25966.405377 nChanged 51 SP:Iteration 6Q (1453.291858 sec): 3 clusters Score: Raw -26396.222289 + Penalty 392.331278 = -26003.891012 nChanged 50 SP:Iteration 7Q (1453.342406 sec): 3 clusters Score: Raw -26425.525745 + Penalty 392.331278 = -26033.194468 nChanged 34 SP:Iteration 8Q (1453.388971 sec): 3 clusters Score: Raw -26438.223255 + Penalty 392.331278 = -26045.891977 nChanged 18 SP:Iteration 9Q (1453.427294 sec): 3 clusters Score: Raw -26445.134482 + Penalty 392.331278 = -26052.803204 nChanged 20 SP:Iteration 10Q (1453.482603 sec): 3 clusters Score: Raw -26449.885240 + Penalty 392.331278 = -26057.553962 nChanged 9 SP:Iteration 11Q (1453.518830 sec): 3 clusters Score: Raw -26452.563060 + Penalty 392.331278 = -26060.231782 nChanged 13 SP:Iteration 12Q (1453.567764 sec): 3 clusters Score: Raw -26456.884539 + Penalty 392.331278 = -26064.553262 nChanged 10 SP:Iteration 13Q (1453.615831 sec): 3 clusters Score: Raw -26461.595582 + Penalty 392.331278 = -26069.264304 nChanged 11 SP:Iteration 14Q (1453.663679 sec): 3 clusters Score: Raw -26467.460826 + Penalty 392.331278 = -26075.129549 nChanged 13 SP:Iteration 15Q (1453.714627 sec): 3 clusters Score: Raw -26473.509042 + Penalty 392.331278 = -26081.177765 nChanged 11 SP:Iteration 16Q (1453.764150 sec): 3 clusters Score: Raw -26476.335239 + Penalty 392.331278 = -26084.003961 nChanged 9 SP:Iteration 17Q (1453.811032 sec): 3 clusters Score: Raw -26478.579492 + Penalty 392.331278 = -26086.248214 nChanged 9 SP:Iteration 18Q (1453.854413 sec): 3 clusters Score: Raw -26481.556315 + Penalty 392.331278 = -26089.225037 nChanged 3 SP:Iteration 19Q (1453.909671 sec): 3 clusters Score: Raw -26482.012027 + Penalty 392.331278 = -26089.680749 nChanged 2 SP:Iteration 20F (1453.956782 sec): 3 clusters Score: Raw -26482.121507 + Penalty 392.331278 = -26089.790230 nChanged 2 SP:Iteration 21Q (1454.002638 sec): 3 clusters Score: Raw -26482.254816 + Penalty 392.331278 = -26089.923538 nChanged 3 SP:Iteration 22Q (1454.050521 sec): 3 clusters Score: Raw -26482.504045 + Penalty 392.331278 = -26090.172768 nChanged 3 SP:Iteration 23Q (1454.090803 sec): 3 clusters Score: Raw -26483.328954 + Penalty 392.331278 = -26090.997676 nChanged 2 SP:Iteration 24Q (1454.144797 sec): 3 clusters Score: Raw -26483.786297 + Penalty 392.331278 = -26091.455019 nChanged 2 SP:Iteration 25Q (1454.194159 sec): 3 clusters Score: Raw -26484.112392 + Penalty 392.331278 = -26091.781115 nChanged 2 SP:Iteration 26Q (1454.236879 sec): 3 clusters Score: Raw -26484.261243 + Penalty 392.331278 = -26091.929966 nChanged 1 SP:Iteration 27Q (1454.280619 sec): 3 clusters Score: Raw -26484.503566 + Penalty 392.331278 = -26092.172288 nChanged 0 SP:Iteration 28F (1454.317753 sec): 3 clusters Score: Raw -26484.503566 + Penalty 392.331278 = -26092.172288 nChanged 0 Trying to split cluster 2 (2546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1454.343016 sec): 2 clusters Score: Raw -73018.357841 + Penalty 215.662666 = -72802.695175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1454.399081 sec): 3 clusters Score: Raw -71468.854962 + Penalty 431.325333 = -71037.529629 nChanged 1182 SP:Iteration 1F (1454.437543 sec): 3 clusters Score: Raw -72256.779359 + Penalty 431.325333 = -71825.454027 nChanged 210 SP:Iteration 2F (1454.481003 sec): 3 clusters Score: Raw -72348.009242 + Penalty 431.325333 = -71916.683909 nChanged 139 SP:Iteration 3F (1454.526763 sec): 3 clusters Score: Raw -72413.565065 + Penalty 431.325333 = -71982.239732 nChanged 114 SP:Iteration 4Q (1454.572311 sec): 3 clusters Score: Raw -72451.475607 + Penalty 431.325333 = -72020.150274 nChanged 74 SP:Iteration 5Q (1454.621243 sec): 3 clusters Score: Raw -72479.299817 + Penalty 431.325333 = -72047.974484 nChanged 79 SP:Iteration 6Q (1454.671329 sec): 3 clusters Score: Raw -72519.265567 + Penalty 431.325333 = -72087.940234 nChanged 79 SP:Iteration 7Q (1454.723869 sec): 3 clusters Score: Raw -72560.096635 + Penalty 431.325333 = -72128.771302 nChanged 72 SP:Iteration 8Q (1454.765568 sec): 3 clusters Score: Raw -72592.535841 + Penalty 431.325333 = -72161.210508 nChanged 65 SP:Iteration 9Q (1454.823126 sec): 3 clusters Score: Raw -72619.410573 + Penalty 431.325333 = -72188.085240 nChanged 59 SP:Iteration 10Q (1454.872459 sec): 3 clusters Score: Raw -72643.978330 + Penalty 431.325333 = -72212.652997 nChanged 55 SP:Iteration 11Q (1454.907301 sec): 3 clusters Score: Raw -72660.089153 + Penalty 431.325333 = -72228.763820 nChanged 48 SP:Iteration 12Q (1454.954615 sec): 3 clusters Score: Raw -72674.665280 + Penalty 431.325333 = -72243.339947 nChanged 48 SP:Iteration 13Q (1455.003990 sec): 3 clusters Score: Raw -72689.577952 + Penalty 431.325333 = -72258.252619 nChanged 47 SP:Iteration 14Q (1455.051738 sec): 3 clusters Score: Raw -72709.207876 + Penalty 431.325333 = -72277.882543 nChanged 53 SP:Iteration 15Q (1455.099002 sec): 3 clusters Score: Raw -72731.266737 + Penalty 431.325333 = -72299.941405 nChanged 59 SP:Iteration 16Q (1455.151825 sec): 3 clusters Score: Raw -72760.940672 + Penalty 431.325333 = -72329.615339 nChanged 69 SP:Iteration 17Q (1455.191633 sec): 3 clusters Score: Raw -72795.643284 + Penalty 431.325333 = -72364.317951 nChanged 61 SP:Iteration 18Q (1455.236615 sec): 3 clusters Score: Raw -72824.711323 + Penalty 431.325333 = -72393.385990 nChanged 56 SP:Iteration 19Q (1455.291955 sec): 3 clusters Score: Raw -72853.061049 + Penalty 431.325333 = -72421.735716 nChanged 48 SP:Iteration 20F (1455.327835 sec): 3 clusters Score: Raw -72875.349534 + Penalty 431.325333 = -72444.024201 nChanged 37 SP:Iteration 21Q (1455.386864 sec): 3 clusters Score: Raw -72889.759494 + Penalty 431.325333 = -72458.434161 nChanged 40 SP:Iteration 22Q (1455.425903 sec): 3 clusters Score: Raw -72909.007727 + Penalty 431.325333 = -72477.682394 nChanged 35 SP:Iteration 23Q (1455.487635 sec): 3 clusters Score: Raw -72924.552008 + Penalty 431.325333 = -72493.226676 nChanged 34 SP:Iteration 24Q (1455.526457 sec): 3 clusters Score: Raw -72942.855630 + Penalty 431.325333 = -72511.530298 nChanged 32 SP:Iteration 25Q (1455.573864 sec): 3 clusters Score: Raw -72958.558318 + Penalty 431.325333 = -72527.232985 nChanged 27 SP:Iteration 26Q (1455.624507 sec): 3 clusters Score: Raw -72968.266030 + Penalty 431.325333 = -72536.940697 nChanged 23 SP:Iteration 27Q (1455.663182 sec): 3 clusters Score: Raw -72975.605140 + Penalty 431.325333 = -72544.279808 nChanged 16 SP:Iteration 28Q (1455.725593 sec): 3 clusters Score: Raw -72979.369789 + Penalty 431.325333 = -72548.044457 nChanged 13 SP:Iteration 29Q (1455.775728 sec): 3 clusters Score: Raw -72981.419706 + Penalty 431.325333 = -72550.094373 nChanged 8 SP:Iteration 30Q (1455.812015 sec): 3 clusters Score: Raw -72983.284898 + Penalty 431.325333 = -72551.959565 nChanged 7 SP:Iteration 31Q (1455.865343 sec): 3 clusters Score: Raw -72984.353120 + Penalty 431.325333 = -72553.027788 nChanged 3 SP:Iteration 32Q (1455.913503 sec): 3 clusters Score: Raw -72984.801979 + Penalty 431.325333 = -72553.476646 nChanged 4 SP:Iteration 33Q (1455.959618 sec): 3 clusters Score: Raw -72986.160341 + Penalty 431.325333 = -72554.835008 nChanged 12 SP:Iteration 34Q (1456.009821 sec): 3 clusters Score: Raw -72988.951844 + Penalty 431.325333 = -72557.626511 nChanged 9 SP:Iteration 35Q (1456.058730 sec): 3 clusters Score: Raw -72990.769244 + Penalty 431.325333 = -72559.443911 nChanged 10 SP:Iteration 36Q (1456.107386 sec): 3 clusters Score: Raw -72992.164023 + Penalty 431.325333 = -72560.838690 nChanged 6 SP:Iteration 37Q (1456.157083 sec): 3 clusters Score: Raw -72992.815228 + Penalty 431.325333 = -72561.489896 nChanged 5 SP:Iteration 38Q (1456.206429 sec): 3 clusters Score: Raw -72994.072705 + Penalty 431.325333 = -72562.747372 nChanged 8 SP:Iteration 39Q (1456.247531 sec): 3 clusters Score: Raw -72995.621318 + Penalty 431.325333 = -72564.295985 nChanged 5 SP:Iteration 40F (1456.296074 sec): 3 clusters Score: Raw -72997.046210 + Penalty 431.325333 = -72565.720878 nChanged 4 SP:Iteration 41Q (1456.347149 sec): 3 clusters Score: Raw -72997.644962 + Penalty 431.325333 = -72566.319629 nChanged 1 SP:Iteration 42Q (1456.399158 sec): 3 clusters Score: Raw -72997.665143 + Penalty 431.325333 = -72566.339810 nChanged 1 SP:Iteration 43Q (1456.444882 sec): 3 clusters Score: Raw -72997.698338 + Penalty 431.325333 = -72566.373005 nChanged 1 SP:Iteration 44Q (1456.491822 sec): 3 clusters Score: Raw -72997.719060 + Penalty 431.325333 = -72566.393727 nChanged 0 SP:Iteration 45F (1456.538511 sec): 3 clusters Score: Raw -72997.719060 + Penalty 431.325333 = -72566.393727 nChanged 0 Trying to split cluster 3 (1772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1456.565823 sec): 2 clusters Score: Raw -56825.365512 + Penalty 205.696264 = -56619.669248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1456.613446 sec): 3 clusters Score: Raw -55789.468518 + Penalty 411.392527 = -55378.075991 nChanged 788 SP:Iteration 1F (1456.658248 sec): 3 clusters Score: Raw -56203.595612 + Penalty 411.392527 = -55792.203085 nChanged 132 SP:Iteration 2F (1456.706393 sec): 3 clusters Score: Raw -56264.332816 + Penalty 411.392527 = -55852.940289 nChanged 103 SP:Iteration 3F (1456.753848 sec): 3 clusters Score: Raw -56316.607998 + Penalty 411.392527 = -55905.215471 nChanged 110 SP:Iteration 4F (1456.787897 sec): 3 clusters Score: Raw -56393.553097 + Penalty 411.392527 = -55982.160570 nChanged 106 SP:Iteration 5F (1456.836791 sec): 3 clusters Score: Raw -56475.867235 + Penalty 411.392527 = -56064.474708 nChanged 106 SP:Iteration 6F (1456.885907 sec): 3 clusters Score: Raw -56569.219454 + Penalty 411.392527 = -56157.826927 nChanged 102 SP:Iteration 7F (1456.934669 sec): 3 clusters Score: Raw -56661.133664 + Penalty 411.392527 = -56249.741137 nChanged 80 SP:Iteration 8Q (1456.980648 sec): 3 clusters Score: Raw -56736.052559 + Penalty 411.392527 = -56324.660031 nChanged 59 SP:Iteration 9Q (1457.025954 sec): 3 clusters Score: Raw -56790.151519 + Penalty 411.392527 = -56378.758992 nChanged 43 SP:Iteration 10Q (1457.079279 sec): 3 clusters Score: Raw -56818.186136 + Penalty 411.392527 = -56406.793609 nChanged 19 SP:Iteration 11Q (1457.129944 sec): 3 clusters Score: Raw -56824.606856 + Penalty 411.392527 = -56413.214329 nChanged 18 SP:Iteration 12Q (1457.172687 sec): 3 clusters Score: Raw -56832.843857 + Penalty 411.392527 = -56421.451330 nChanged 18 SP:Iteration 13Q (1457.221095 sec): 3 clusters Score: Raw -56838.895136 + Penalty 411.392527 = -56427.502609 nChanged 8 SP:Iteration 14Q (1457.268476 sec): 3 clusters Score: Raw -56843.016717 + Penalty 411.392527 = -56431.624190 nChanged 6 SP:Iteration 15Q (1457.320659 sec): 3 clusters Score: Raw -56845.575632 + Penalty 411.392527 = -56434.183105 nChanged 10 SP:Iteration 16Q (1457.366193 sec): 3 clusters Score: Raw -56848.732180 + Penalty 411.392527 = -56437.339652 nChanged 6 SP:Iteration 17Q (1457.414328 sec): 3 clusters Score: Raw -56850.212197 + Penalty 411.392527 = -56438.819670 nChanged 4 SP:Iteration 18Q (1457.460160 sec): 3 clusters Score: Raw -56850.816589 + Penalty 411.392527 = -56439.424062 nChanged 3 SP:Iteration 19Q (1457.512779 sec): 3 clusters Score: Raw -56851.171213 + Penalty 411.392527 = -56439.778686 nChanged 4 SP:Iteration 20F (1457.560573 sec): 3 clusters Score: Raw -56851.800684 + Penalty 411.392527 = -56440.408157 nChanged 3 SP:Iteration 21Q (1457.609390 sec): 3 clusters Score: Raw -56852.502429 + Penalty 411.392527 = -56441.109902 nChanged 3 SP:Iteration 22Q (1457.653593 sec): 3 clusters Score: Raw -56853.243033 + Penalty 411.392527 = -56441.850506 nChanged 1 SP:Iteration 23Q (1457.689401 sec): 3 clusters Score: Raw -56853.342068 + Penalty 411.392527 = -56441.949541 nChanged 1 SP:Iteration 24Q (1457.739221 sec): 3 clusters Score: Raw -56853.413407 + Penalty 411.392527 = -56442.020880 nChanged 0 SP:Iteration 25F (1457.774753 sec): 3 clusters Score: Raw -56853.413407 + Penalty 411.392527 = -56442.020880 nChanged 0 Trying to split cluster 4 (1134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1457.799683 sec): 2 clusters Score: Raw -29912.432155 + Penalty 193.421428 = -29719.010727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1457.847243 sec): 3 clusters Score: Raw -29273.726066 + Penalty 386.842857 = -28886.883210 nChanged 485 SP:Iteration 1F (1457.897540 sec): 3 clusters Score: Raw -29660.675105 + Penalty 386.842857 = -29273.832248 nChanged 122 SP:Iteration 2F (1457.938981 sec): 3 clusters Score: Raw -29769.720796 + Penalty 386.842857 = -29382.877939 nChanged 82 SP:Iteration 3F (1457.983969 sec): 3 clusters Score: Raw -29833.638593 + Penalty 386.842857 = -29446.795736 nChanged 54 SP:Iteration 4Q (1458.028932 sec): 3 clusters Score: Raw -29867.099879 + Penalty 386.842857 = -29480.257022 nChanged 38 SP:Iteration 5Q (1458.066206 sec): 3 clusters Score: Raw -29891.814724 + Penalty 386.842857 = -29504.971867 nChanged 37 SP:Iteration 6Q (1458.108521 sec): 3 clusters Score: Raw -29908.392886 + Penalty 386.842857 = -29521.550029 nChanged 19 SP:Iteration 7Q (1458.158377 sec): 3 clusters Score: Raw -29919.393956 + Penalty 386.842857 = -29532.551099 nChanged 17 SP:Iteration 8Q (1458.212126 sec): 3 clusters Score: Raw -29933.225397 + Penalty 386.842857 = -29546.382540 nChanged 16 SP:Iteration 9Q (1458.255331 sec): 3 clusters Score: Raw -29944.327973 + Penalty 386.842857 = -29557.485116 nChanged 8 SP:Iteration 10Q (1458.299838 sec): 3 clusters Score: Raw -29946.737218 + Penalty 386.842857 = -29559.894362 nChanged 7 SP:Iteration 11Q (1458.344725 sec): 3 clusters Score: Raw -29948.126356 + Penalty 386.842857 = -29561.283500 nChanged 5 SP:Iteration 12Q (1458.389187 sec): 3 clusters Score: Raw -29949.272913 + Penalty 386.842857 = -29562.430056 nChanged 5 SP:Iteration 13Q (1458.442736 sec): 3 clusters Score: Raw -29949.959933 + Penalty 386.842857 = -29563.117076 nChanged 0 SP:Iteration 14F (1458.486319 sec): 3 clusters Score: Raw -29949.959933 + Penalty 386.842857 = -29563.117076 nChanged 0 Trying to split cluster 5 (855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1458.510449 sec): 2 clusters Score: Raw -23168.238126 + Penalty 185.655290 = -22982.582835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1458.547800 sec): 3 clusters Score: Raw -22717.405576 + Penalty 371.310581 = -22346.094995 nChanged 351 SP:Iteration 1F (1458.591973 sec): 3 clusters Score: Raw -22926.854025 + Penalty 371.310581 = -22555.543445 nChanged 57 SP:Iteration 2F (1458.639279 sec): 3 clusters Score: Raw -22959.051872 + Penalty 371.310581 = -22587.741291 nChanged 48 SP:Iteration 3F (1458.682730 sec): 3 clusters Score: Raw -22979.810241 + Penalty 371.310581 = -22608.499660 nChanged 27 SP:Iteration 4Q (1458.733424 sec): 3 clusters Score: Raw -22993.697593 + Penalty 371.310581 = -22622.387013 nChanged 26 SP:Iteration 5Q (1458.776606 sec): 3 clusters Score: Raw -23010.755448 + Penalty 371.310581 = -22639.444867 nChanged 28 SP:Iteration 6Q (1458.823249 sec): 3 clusters Score: Raw -23029.877428 + Penalty 371.310581 = -22658.566847 nChanged 23 SP:Iteration 7Q (1458.868713 sec): 3 clusters Score: Raw -23047.191034 + Penalty 371.310581 = -22675.880454 nChanged 31 SP:Iteration 8Q (1458.901408 sec): 3 clusters Score: Raw -23067.737107 + Penalty 371.310581 = -22696.426526 nChanged 33 SP:Iteration 9Q (1458.951262 sec): 3 clusters Score: Raw -23095.365783 + Penalty 371.310581 = -22724.055202 nChanged 27 SP:Iteration 10Q (1459.001284 sec): 3 clusters Score: Raw -23118.681849 + Penalty 371.310581 = -22747.371268 nChanged 20 SP:Iteration 11Q (1459.041379 sec): 3 clusters Score: Raw -23125.262353 + Penalty 371.310581 = -22753.951772 nChanged 10 SP:Iteration 12Q (1459.089245 sec): 3 clusters Score: Raw -23128.752182 + Penalty 371.310581 = -22757.441601 nChanged 8 SP:Iteration 13Q (1459.135818 sec): 3 clusters Score: Raw -23130.391776 + Penalty 371.310581 = -22759.081195 nChanged 2 SP:Iteration 14Q (1459.178876 sec): 3 clusters Score: Raw -23131.111082 + Penalty 371.310581 = -22759.800502 nChanged 1 SP:Iteration 15Q (1459.223848 sec): 3 clusters Score: Raw -23131.215021 + Penalty 371.310581 = -22759.904440 nChanged 0 SP:Iteration 16F (1459.272159 sec): 3 clusters Score: Raw -23131.215021 + Penalty 371.310581 = -22759.904440 nChanged 0 Trying to split cluster 6 (7156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1459.302028 sec): 2 clusters Score: Raw -196525.449509 + Penalty 244.081927 = -196281.367582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1459.358662 sec): 3 clusters Score: Raw -191978.630923 + Penalty 488.163854 = -191490.467069 nChanged 3344 SP:Iteration 1F (1459.409621 sec): 3 clusters Score: Raw -194217.465283 + Penalty 488.163854 = -193729.301428 nChanged 609 SP:Iteration 2F (1459.460863 sec): 3 clusters Score: Raw -194641.923941 + Penalty 488.163854 = -194153.760086 nChanged 606 SP:Iteration 3F (1459.509981 sec): 3 clusters Score: Raw -195178.964993 + Penalty 488.163854 = -194690.801139 nChanged 521 SP:Iteration 4F (1459.561055 sec): 3 clusters Score: Raw -195717.287496 + Penalty 488.163854 = -195229.123642 nChanged 378 SP:Iteration 5F (1459.606792 sec): 3 clusters Score: Raw -196115.024701 + Penalty 488.163854 = -195626.860846 nChanged 240 SP:Iteration 6Q (1459.662548 sec): 3 clusters Score: Raw -196260.333632 + Penalty 488.163854 = -195772.169778 nChanged 136 SP:Iteration 7Q (1459.705913 sec): 3 clusters Score: Raw -196326.744687 + Penalty 488.163854 = -195838.580833 nChanged 89 SP:Iteration 8Q (1459.761653 sec): 3 clusters Score: Raw -196361.129208 + Penalty 488.163854 = -195872.965353 nChanged 61 SP:Iteration 9Q (1459.806332 sec): 3 clusters Score: Raw -196384.457602 + Penalty 488.163854 = -195896.293747 nChanged 58 SP:Iteration 10Q (1459.855985 sec): 3 clusters Score: Raw -196403.587424 + Penalty 488.163854 = -195915.423569 nChanged 44 SP:Iteration 11Q (1459.904355 sec): 3 clusters Score: Raw -196415.387927 + Penalty 488.163854 = -195927.224073 nChanged 40 SP:Iteration 12Q (1459.961825 sec): 3 clusters Score: Raw -196424.225845 + Penalty 488.163854 = -195936.061990 nChanged 32 SP:Iteration 13Q (1460.015739 sec): 3 clusters Score: Raw -196430.041670 + Penalty 488.163854 = -195941.877816 nChanged 30 SP:Iteration 14Q (1460.069615 sec): 3 clusters Score: Raw -196436.708018 + Penalty 488.163854 = -195948.544164 nChanged 36 SP:Iteration 15Q (1460.118850 sec): 3 clusters Score: Raw -196444.583600 + Penalty 488.163854 = -195956.419746 nChanged 26 SP:Iteration 16Q (1460.160146 sec): 3 clusters Score: Raw -196449.222475 + Penalty 488.163854 = -195961.058620 nChanged 25 SP:Iteration 17Q (1460.207162 sec): 3 clusters Score: Raw -196453.770502 + Penalty 488.163854 = -195965.606648 nChanged 21 SP:Iteration 18Q (1460.262840 sec): 3 clusters Score: Raw -196457.433400 + Penalty 488.163854 = -195969.269546 nChanged 22 SP:Iteration 19Q (1460.315812 sec): 3 clusters Score: Raw -196460.541097 + Penalty 488.163854 = -195972.377243 nChanged 21 SP:Iteration 20F (1460.364441 sec): 3 clusters Score: Raw -196464.678715 + Penalty 488.163854 = -195976.514861 nChanged 28 SP:Iteration 21Q (1460.414341 sec): 3 clusters Score: Raw -196472.376233 + Penalty 488.163854 = -195984.212379 nChanged 28 SP:Iteration 22Q (1460.457523 sec): 3 clusters Score: Raw -196481.360178 + Penalty 488.163854 = -195993.196323 nChanged 33 SP:Iteration 23Q (1460.516314 sec): 3 clusters Score: Raw -196492.105446 + Penalty 488.163854 = -196003.941591 nChanged 25 SP:Iteration 24Q (1460.569658 sec): 3 clusters Score: Raw -196499.807610 + Penalty 488.163854 = -196011.643756 nChanged 23 SP:Iteration 25Q (1460.615856 sec): 3 clusters Score: Raw -196506.205115 + Penalty 488.163854 = -196018.041261 nChanged 23 SP:Iteration 26Q (1460.666596 sec): 3 clusters Score: Raw -196513.393158 + Penalty 488.163854 = -196025.229303 nChanged 21 SP:Iteration 27Q (1460.720888 sec): 3 clusters Score: Raw -196519.179259 + Penalty 488.163854 = -196031.015404 nChanged 25 SP:Iteration 28Q (1460.762095 sec): 3 clusters Score: Raw -196524.695280 + Penalty 488.163854 = -196036.531426 nChanged 21 SP:Iteration 29Q (1460.806633 sec): 3 clusters Score: Raw -196530.487962 + Penalty 488.163854 = -196042.324108 nChanged 17 SP:Iteration 30Q (1460.867965 sec): 3 clusters Score: Raw -196535.362110 + Penalty 488.163854 = -196047.198256 nChanged 16 SP:Iteration 31Q (1460.911283 sec): 3 clusters Score: Raw -196538.170880 + Penalty 488.163854 = -196050.007026 nChanged 15 SP:Iteration 32Q (1460.971201 sec): 3 clusters Score: Raw -196540.317002 + Penalty 488.163854 = -196052.153147 nChanged 11 SP:Iteration 33Q (1461.014510 sec): 3 clusters Score: Raw -196541.575982 + Penalty 488.163854 = -196053.412128 nChanged 10 SP:Iteration 34Q (1461.066459 sec): 3 clusters Score: Raw -196542.927544 + Penalty 488.163854 = -196054.763689 nChanged 10 SP:Iteration 35Q (1461.114641 sec): 3 clusters Score: Raw -196544.038396 + Penalty 488.163854 = -196055.874541 nChanged 13 SP:Iteration 36Q (1461.166741 sec): 3 clusters Score: Raw -196545.459495 + Penalty 488.163854 = -196057.295640 nChanged 7 SP:Iteration 37Q (1461.216285 sec): 3 clusters Score: Raw -196545.999049 + Penalty 488.163854 = -196057.835194 nChanged 8 SP:Iteration 38Q (1461.267937 sec): 3 clusters Score: Raw -196547.411427 + Penalty 488.163854 = -196059.247572 nChanged 16 SP:Iteration 39Q (1461.308384 sec): 3 clusters Score: Raw -196550.442037 + Penalty 488.163854 = -196062.278182 nChanged 14 SP:Iteration 40F (1461.370546 sec): 3 clusters Score: Raw -196553.076081 + Penalty 488.163854 = -196064.912226 nChanged 17 SP:Iteration 41Q (1461.419983 sec): 3 clusters Score: Raw -196555.906462 + Penalty 488.163854 = -196067.742608 nChanged 12 SP:Iteration 42Q (1461.471221 sec): 3 clusters Score: Raw -196557.964459 + Penalty 488.163854 = -196069.800605 nChanged 12 SP:Iteration 43Q (1461.511848 sec): 3 clusters Score: Raw -196559.541010 + Penalty 488.163854 = -196071.377156 nChanged 12 SP:Iteration 44Q (1461.561167 sec): 3 clusters Score: Raw -196560.933645 + Penalty 488.163854 = -196072.769791 nChanged 6 SP:Iteration 45Q (1461.620318 sec): 3 clusters Score: Raw -196561.793274 + Penalty 488.163854 = -196073.629419 nChanged 6 SP:Iteration 46Q (1461.668691 sec): 3 clusters Score: Raw -196562.548535 + Penalty 488.163854 = -196074.384680 nChanged 10 SP:Iteration 47Q (1461.712789 sec): 3 clusters Score: Raw -196563.686329 + Penalty 488.163854 = -196075.522475 nChanged 9 SP:Iteration 48Q (1461.774127 sec): 3 clusters Score: Raw -196564.607225 + Penalty 488.163854 = -196076.443370 nChanged 4 SP:Iteration 49Q (1461.817883 sec): 3 clusters Score: Raw -196564.814434 + Penalty 488.163854 = -196076.650580 nChanged 3 SP:Iteration 50Q (1461.873008 sec): 3 clusters Score: Raw -196565.304951 + Penalty 488.163854 = -196077.141097 nChanged 6 SP:Iteration 51Q (1461.909266 sec): 3 clusters Score: Raw -196566.059324 + Penalty 488.163854 = -196077.895470 nChanged 3 SP:Iteration 52Q (1461.966280 sec): 3 clusters Score: Raw -196566.314212 + Penalty 488.163854 = -196078.150357 nChanged 2 SP:Iteration 53Q (1462.012051 sec): 3 clusters Score: Raw -196566.530166 + Penalty 488.163854 = -196078.366311 nChanged 7 SP:Iteration 54Q (1462.073842 sec): 3 clusters Score: Raw -196567.095025 + Penalty 488.163854 = -196078.931170 nChanged 4 SP:Iteration 55Q (1462.123127 sec): 3 clusters Score: Raw -196567.439358 + Penalty 488.163854 = -196079.275504 nChanged 0 SP:Iteration 56F (1462.168754 sec): 3 clusters Score: Raw -196567.439358 + Penalty 488.163854 = -196079.275504 nChanged 0 Trying to split cluster 7 (13813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1462.204845 sec): 2 clusters Score: Raw -382354.552260 + Penalty 262.167550 = -382092.384710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1462.264450 sec): 3 clusters Score: Raw -373501.267090 + Penalty 524.335100 = -372976.931990 nChanged 6514 SP:Iteration 1F (1462.310951 sec): 3 clusters Score: Raw -377653.760969 + Penalty 524.335100 = -377129.425869 nChanged 849 SP:Iteration 2F (1462.369188 sec): 3 clusters Score: Raw -378152.829306 + Penalty 524.335100 = -377628.494206 nChanged 810 SP:Iteration 3F (1462.434357 sec): 3 clusters Score: Raw -378646.721096 + Penalty 524.335100 = -378122.385996 nChanged 727 SP:Iteration 4F (1462.484244 sec): 3 clusters Score: Raw -379068.068531 + Penalty 524.335100 = -378543.733431 nChanged 712 SP:Iteration 5F (1462.543958 sec): 3 clusters Score: Raw -379456.549707 + Penalty 524.335100 = -378932.214607 nChanged 626 SP:Iteration 6Q (1462.603462 sec): 3 clusters Score: Raw -379761.234057 + Penalty 524.335100 = -379236.898957 nChanged 543 SP:Iteration 7Q (1462.650857 sec): 3 clusters Score: Raw -379985.889163 + Penalty 524.335100 = -379461.554063 nChanged 400 SP:Iteration 8Q (1462.718515 sec): 3 clusters Score: Raw -380104.586409 + Penalty 524.335100 = -379580.251309 nChanged 278 SP:Iteration 9Q (1462.772352 sec): 3 clusters Score: Raw -380172.535019 + Penalty 524.335100 = -379648.199919 nChanged 208 SP:Iteration 10Q (1462.827215 sec): 3 clusters Score: Raw -380220.724952 + Penalty 524.335100 = -379696.389852 nChanged 181 SP:Iteration 11Q (1462.888814 sec): 3 clusters Score: Raw -380263.862536 + Penalty 524.335100 = -379739.527436 nChanged 173 SP:Iteration 12Q (1462.953001 sec): 3 clusters Score: Raw -380303.597074 + Penalty 524.335100 = -379779.261974 nChanged 168 SP:Iteration 13Q (1463.010867 sec): 3 clusters Score: Raw -380343.898240 + Penalty 524.335100 = -379819.563140 nChanged 192 SP:Iteration 14Q (1463.063264 sec): 3 clusters Score: Raw -380393.584878 + Penalty 524.335100 = -379869.249778 nChanged 191 SP:Iteration 15Q (1463.120211 sec): 3 clusters Score: Raw -380444.870702 + Penalty 524.335100 = -379920.535602 nChanged 185 SP:Iteration 16Q (1463.186093 sec): 3 clusters Score: Raw -380494.692487 + Penalty 524.335100 = -379970.357387 nChanged 188 SP:Iteration 17Q (1463.244377 sec): 3 clusters Score: Raw -380545.810478 + Penalty 524.335100 = -380021.475377 nChanged 203 SP:Iteration 18Q (1463.297048 sec): 3 clusters Score: Raw -380607.724974 + Penalty 524.335100 = -380083.389873 nChanged 218 SP:Iteration 19Q (1463.348202 sec): 3 clusters Score: Raw -380680.750576 + Penalty 524.335100 = -380156.415476 nChanged 246 SP:Iteration 20F (1463.403260 sec): 3 clusters Score: Raw -380769.497618 + Penalty 524.335100 = -380245.162517 nChanged 252 SP:Iteration 21Q (1463.467537 sec): 3 clusters Score: Raw -380868.511179 + Penalty 524.335100 = -380344.176079 nChanged 246 SP:Iteration 22Q (1463.527914 sec): 3 clusters Score: Raw -380959.503579 + Penalty 524.335100 = -380435.168479 nChanged 247 SP:Iteration 23Q (1463.588901 sec): 3 clusters Score: Raw -381060.066271 + Penalty 524.335100 = -380535.731171 nChanged 270 SP:Iteration 24Q (1463.648040 sec): 3 clusters Score: Raw -381176.719327 + Penalty 524.335100 = -380652.384226 nChanged 261 SP:Iteration 25Q (1463.706387 sec): 3 clusters Score: Raw -381289.540627 + Penalty 524.335100 = -380765.205527 nChanged 256 SP:Iteration 26Q (1463.763850 sec): 3 clusters Score: Raw -381398.559637 + Penalty 524.335100 = -380874.224537 nChanged 239 SP:Iteration 27Q (1463.825401 sec): 3 clusters Score: Raw -381497.565933 + Penalty 524.335100 = -380973.230833 nChanged 222 SP:Iteration 28Q (1463.878092 sec): 3 clusters Score: Raw -381588.477403 + Penalty 524.335100 = -381064.142303 nChanged 203 SP:Iteration 29Q (1463.946269 sec): 3 clusters Score: Raw -381669.057687 + Penalty 524.335100 = -381144.722587 nChanged 189 SP:Iteration 30Q (1463.999089 sec): 3 clusters Score: Raw -381745.009073 + Penalty 524.335100 = -381220.673973 nChanged 164 SP:Iteration 31Q (1464.061671 sec): 3 clusters Score: Raw -381805.074094 + Penalty 524.335100 = -381280.738994 nChanged 138 SP:Iteration 32Q (1464.122427 sec): 3 clusters Score: Raw -381852.931815 + Penalty 524.335100 = -381328.596715 nChanged 132 SP:Iteration 33Q (1464.178857 sec): 3 clusters Score: Raw -381902.447237 + Penalty 524.335100 = -381378.112137 nChanged 147 SP:Iteration 34Q (1464.234251 sec): 3 clusters Score: Raw -381960.084917 + Penalty 524.335100 = -381435.749817 nChanged 144 SP:Iteration 35Q (1464.294915 sec): 3 clusters Score: Raw -382015.408577 + Penalty 524.335100 = -381491.073477 nChanged 136 SP:Iteration 36Q (1464.354327 sec): 3 clusters Score: Raw -382072.007606 + Penalty 524.335100 = -381547.672506 nChanged 133 SP:Iteration 37Q (1464.410401 sec): 3 clusters Score: Raw -382119.938404 + Penalty 524.335100 = -381595.603304 nChanged 97 SP:Iteration 38Q (1464.467131 sec): 3 clusters Score: Raw -382154.145579 + Penalty 524.335100 = -381629.810479 nChanged 82 SP:Iteration 39Q (1464.523494 sec): 3 clusters Score: Raw -382180.981080 + Penalty 524.335100 = -381656.645980 nChanged 73 SP:Iteration 40F (1464.578172 sec): 3 clusters Score: Raw -382205.224584 + Penalty 524.335100 = -381680.889484 nChanged 73 SP:Iteration 41Q (1464.630781 sec): 3 clusters Score: Raw -382227.467190 + Penalty 524.335100 = -381703.132090 nChanged 55 SP:Iteration 42Q (1464.685958 sec): 3 clusters Score: Raw -382242.610977 + Penalty 524.335100 = -381718.275877 nChanged 49 SP:Iteration 43Q (1464.740640 sec): 3 clusters Score: Raw -382257.310866 + Penalty 524.335100 = -381732.975766 nChanged 44 SP:Iteration 44Q (1464.792324 sec): 3 clusters Score: Raw -382276.245897 + Penalty 524.335100 = -381751.910797 nChanged 52 SP:Iteration 45Q (1464.847345 sec): 3 clusters Score: Raw -382298.976394 + Penalty 524.335100 = -381774.641294 nChanged 45 SP:Iteration 46Q (1464.904549 sec): 3 clusters Score: Raw -382317.241989 + Penalty 524.335100 = -381792.906889 nChanged 39 SP:Iteration 47Q (1464.954469 sec): 3 clusters Score: Raw -382330.050163 + Penalty 524.335100 = -381805.715063 nChanged 32 SP:Iteration 48Q (1465.023335 sec): 3 clusters Score: Raw -382340.044548 + Penalty 524.335100 = -381815.709448 nChanged 24 SP:Iteration 49Q (1465.076974 sec): 3 clusters Score: Raw -382346.551801 + Penalty 524.335100 = -381822.216701 nChanged 15 SP:Iteration 50Q (1465.132308 sec): 3 clusters Score: Raw -382350.387811 + Penalty 524.335100 = -381826.052711 nChanged 16 SP:Iteration 51Q (1465.198309 sec): 3 clusters Score: Raw -382355.067802 + Penalty 524.335100 = -381830.732702 nChanged 11 SP:Iteration 52Q (1465.262296 sec): 3 clusters Score: Raw -382358.337929 + Penalty 524.335100 = -381834.002828 nChanged 9 SP:Iteration 53Q (1465.333168 sec): 3 clusters Score: Raw -382362.654195 + Penalty 524.335100 = -381838.319095 nChanged 15 SP:Iteration 54Q (1465.375370 sec): 3 clusters Score: Raw -382369.076892 + Penalty 524.335100 = -381844.741792 nChanged 9 SP:Iteration 55Q (1465.435359 sec): 3 clusters Score: Raw -382371.860195 + Penalty 524.335100 = -381847.525095 nChanged 8 SP:Iteration 56Q (1465.491695 sec): 3 clusters Score: Raw -382373.560391 + Penalty 524.335100 = -381849.225291 nChanged 2 SP:Iteration 57Q (1465.553112 sec): 3 clusters Score: Raw -382374.203757 + Penalty 524.335100 = -381849.868657 nChanged 4 SP:Iteration 58Q (1465.601768 sec): 3 clusters Score: Raw -382375.565334 + Penalty 524.335100 = -381851.230234 nChanged 1 SP:Iteration 59Q (1465.662625 sec): 3 clusters Score: Raw -382376.102389 + Penalty 524.335100 = -381851.767289 nChanged 3 SP:Iteration 60F (1465.720668 sec): 3 clusters Score: Raw -382377.007227 + Penalty 524.335100 = -381852.672126 nChanged 3 SP:Iteration 61Q (1465.789011 sec): 3 clusters Score: Raw -382377.276821 + Penalty 524.335100 = -381852.941721 nChanged 2 SP:Iteration 62Q (1465.839217 sec): 3 clusters Score: Raw -382377.603674 + Penalty 524.335100 = -381853.268574 nChanged 1 SP:Iteration 63Q (1465.902242 sec): 3 clusters Score: Raw -382378.162944 + Penalty 524.335100 = -381853.827844 nChanged 2 SP:Iteration 64Q (1465.954661 sec): 3 clusters Score: Raw -382378.622832 + Penalty 524.335100 = -381854.287732 nChanged 3 SP:Iteration 65Q (1466.023239 sec): 3 clusters Score: Raw -382379.110406 + Penalty 524.335100 = -381854.775306 nChanged 0 SP:Iteration 66F (1466.080263 sec): 3 clusters Score: Raw -382379.110406 + Penalty 524.335100 = -381854.775306 nChanged 0 Trying to split cluster 8 (3221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1466.117156 sec): 2 clusters Score: Raw -99224.344902 + Penalty 222.129797 = -99002.215105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1466.154773 sec): 3 clusters Score: Raw -97271.461352 + Penalty 444.259593 = -96827.201759 nChanged 1477 SP:Iteration 1F (1466.210040 sec): 3 clusters Score: Raw -98203.427096 + Penalty 444.259593 = -97759.167502 nChanged 238 SP:Iteration 2F (1466.261248 sec): 3 clusters Score: Raw -98359.340583 + Penalty 444.259593 = -97915.080990 nChanged 202 SP:Iteration 3F (1466.308946 sec): 3 clusters Score: Raw -98504.956058 + Penalty 444.259593 = -98060.696465 nChanged 174 SP:Iteration 4F (1466.353689 sec): 3 clusters Score: Raw -98639.415780 + Penalty 444.259593 = -98195.156187 nChanged 161 SP:Iteration 5Q (1466.396777 sec): 3 clusters Score: Raw -98753.936936 + Penalty 444.259593 = -98309.677343 nChanged 135 SP:Iteration 6Q (1466.445744 sec): 3 clusters Score: Raw -98833.947873 + Penalty 444.259593 = -98389.688279 nChanged 95 SP:Iteration 7Q (1466.483280 sec): 3 clusters Score: Raw -98875.871715 + Penalty 444.259593 = -98431.612122 nChanged 68 SP:Iteration 8Q (1466.545418 sec): 3 clusters Score: Raw -98898.094264 + Penalty 444.259593 = -98453.834671 nChanged 52 SP:Iteration 9Q (1466.594179 sec): 3 clusters Score: Raw -98913.790021 + Penalty 444.259593 = -98469.530427 nChanged 49 SP:Iteration 10Q (1466.643798 sec): 3 clusters Score: Raw -98933.043785 + Penalty 444.259593 = -98488.784192 nChanged 40 SP:Iteration 11Q (1466.696551 sec): 3 clusters Score: Raw -98946.750595 + Penalty 444.259593 = -98502.491002 nChanged 38 SP:Iteration 12Q (1466.743191 sec): 3 clusters Score: Raw -98961.489466 + Penalty 444.259593 = -98517.229873 nChanged 34 SP:Iteration 13Q (1466.792401 sec): 3 clusters Score: Raw -98977.833454 + Penalty 444.259593 = -98533.573861 nChanged 35 SP:Iteration 14Q (1466.843814 sec): 3 clusters Score: Raw -98990.856248 + Penalty 444.259593 = -98546.596655 nChanged 34 SP:Iteration 15Q (1466.881382 sec): 3 clusters Score: Raw -99005.264427 + Penalty 444.259593 = -98561.004833 nChanged 37 SP:Iteration 16Q (1466.942334 sec): 3 clusters Score: Raw -99023.905446 + Penalty 444.259593 = -98579.645853 nChanged 42 SP:Iteration 17Q (1466.988262 sec): 3 clusters Score: Raw -99044.473986 + Penalty 444.259593 = -98600.214393 nChanged 42 SP:Iteration 18Q (1467.032414 sec): 3 clusters Score: Raw -99060.962294 + Penalty 444.259593 = -98616.702701 nChanged 41 SP:Iteration 19Q (1467.071280 sec): 3 clusters Score: Raw -99073.907253 + Penalty 444.259593 = -98629.647660 nChanged 24 SP:Iteration 20F (1467.117207 sec): 3 clusters Score: Raw -99080.453962 + Penalty 444.259593 = -98636.194369 nChanged 22 SP:Iteration 21Q (1467.175293 sec): 3 clusters Score: Raw -99088.012527 + Penalty 444.259593 = -98643.752934 nChanged 27 SP:Iteration 22Q (1467.221305 sec): 3 clusters Score: Raw -99100.626489 + Penalty 444.259593 = -98656.366896 nChanged 33 SP:Iteration 23Q (1467.263886 sec): 3 clusters Score: Raw -99114.337466 + Penalty 444.259593 = -98670.077873 nChanged 31 SP:Iteration 24Q (1467.310146 sec): 3 clusters Score: Raw -99125.353685 + Penalty 444.259593 = -98681.094092 nChanged 27 SP:Iteration 25Q (1467.361767 sec): 3 clusters Score: Raw -99134.762061 + Penalty 444.259593 = -98690.502467 nChanged 26 SP:Iteration 26Q (1467.412623 sec): 3 clusters Score: Raw -99142.507325 + Penalty 444.259593 = -98698.247731 nChanged 21 SP:Iteration 27Q (1467.457882 sec): 3 clusters Score: Raw -99149.022759 + Penalty 444.259593 = -98704.763166 nChanged 16 SP:Iteration 28Q (1467.506999 sec): 3 clusters Score: Raw -99154.370413 + Penalty 444.259593 = -98710.110820 nChanged 16 SP:Iteration 29Q (1467.549217 sec): 3 clusters Score: Raw -99159.109267 + Penalty 444.259593 = -98714.849674 nChanged 11 SP:Iteration 30Q (1467.605369 sec): 3 clusters Score: Raw -99162.874220 + Penalty 444.259593 = -98718.614627 nChanged 9 SP:Iteration 31Q (1467.655412 sec): 3 clusters Score: Raw -99166.062048 + Penalty 444.259593 = -98721.802455 nChanged 10 SP:Iteration 32Q (1467.705891 sec): 3 clusters Score: Raw -99169.983171 + Penalty 444.259593 = -98725.723578 nChanged 13 SP:Iteration 33Q (1467.752778 sec): 3 clusters Score: Raw -99174.590033 + Penalty 444.259593 = -98730.330439 nChanged 9 SP:Iteration 34Q (1467.788765 sec): 3 clusters Score: Raw -99179.688618 + Penalty 444.259593 = -98735.429024 nChanged 15 SP:Iteration 35Q (1467.837589 sec): 3 clusters Score: Raw -99186.310885 + Penalty 444.259593 = -98742.051292 nChanged 12 SP:Iteration 36Q (1467.891467 sec): 3 clusters Score: Raw -99191.672731 + Penalty 444.259593 = -98747.413137 nChanged 10 SP:Iteration 37Q (1467.935986 sec): 3 clusters Score: Raw -99196.297085 + Penalty 444.259593 = -98752.037492 nChanged 12 SP:Iteration 38Q (1467.985296 sec): 3 clusters Score: Raw -99200.663413 + Penalty 444.259593 = -98756.403820 nChanged 11 SP:Iteration 39Q (1468.029921 sec): 3 clusters Score: Raw -99207.204005 + Penalty 444.259593 = -98762.944412 nChanged 10 SP:Iteration 40F (1468.068823 sec): 3 clusters Score: Raw -99214.265163 + Penalty 444.259593 = -98770.005570 nChanged 13 SP:Iteration 41Q (1468.120354 sec): 3 clusters Score: Raw -99220.839793 + Penalty 444.259593 = -98776.580199 nChanged 8 SP:Iteration 42Q (1468.168390 sec): 3 clusters Score: Raw -99224.010706 + Penalty 444.259593 = -98779.751113 nChanged 8 SP:Iteration 43Q (1468.207185 sec): 3 clusters Score: Raw -99226.437246 + Penalty 444.259593 = -98782.177653 nChanged 4 SP:Iteration 44Q (1468.249466 sec): 3 clusters Score: Raw -99227.941151 + Penalty 444.259593 = -98783.681558 nChanged 4 SP:Iteration 45Q (1468.297257 sec): 3 clusters Score: Raw -99228.828467 + Penalty 444.259593 = -98784.568874 nChanged 3 SP:Iteration 46Q (1468.344680 sec): 3 clusters Score: Raw -99230.507017 + Penalty 444.259593 = -98786.247424 nChanged 3 SP:Iteration 47Q (1468.382575 sec): 3 clusters Score: Raw -99233.180115 + Penalty 444.259593 = -98788.920522 nChanged 4 SP:Iteration 48Q (1468.428228 sec): 3 clusters Score: Raw -99234.154711 + Penalty 444.259593 = -98789.895118 nChanged 1 SP:Iteration 49Q (1468.475614 sec): 3 clusters Score: Raw -99235.029560 + Penalty 444.259593 = -98790.769966 nChanged 4 SP:Iteration 50Q (1468.527837 sec): 3 clusters Score: Raw -99236.347308 + Penalty 444.259593 = -98792.087714 nChanged 3 SP:Iteration 51Q (1468.567797 sec): 3 clusters Score: Raw -99237.768655 + Penalty 444.259593 = -98793.509062 nChanged 1 SP:Iteration 52Q (1468.615771 sec): 3 clusters Score: Raw -99238.200905 + Penalty 444.259593 = -98793.941312 nChanged 1 SP:Iteration 53Q (1468.657494 sec): 3 clusters Score: Raw -99238.654018 + Penalty 444.259593 = -98794.394425 nChanged 1 SP:Iteration 54Q (1468.701675 sec): 3 clusters Score: Raw -99239.262422 + Penalty 444.259593 = -98795.002828 nChanged 2 SP:Iteration 55Q (1468.739272 sec): 3 clusters Score: Raw -99240.369999 + Penalty 444.259593 = -98796.110406 nChanged 2 SP:Iteration 56Q (1468.793890 sec): 3 clusters Score: Raw -99242.399597 + Penalty 444.259593 = -98798.140003 nChanged 2 SP:Iteration 57Q (1468.828879 sec): 3 clusters Score: Raw -99244.199522 + Penalty 444.259593 = -98799.939929 nChanged 3 SP:Iteration 58Q (1468.883298 sec): 3 clusters Score: Raw -99245.045342 + Penalty 444.259593 = -98800.785749 nChanged 2 SP:Iteration 59Q (1468.927424 sec): 3 clusters Score: Raw -99245.470491 + Penalty 444.259593 = -98801.210897 nChanged 1 SP:Iteration 60F (1468.974317 sec): 3 clusters Score: Raw -99246.148652 + Penalty 444.259593 = -98801.889059 nChanged 2 SP:Iteration 61Q (1469.009890 sec): 3 clusters Score: Raw -99246.902682 + Penalty 444.259593 = -98802.643089 nChanged 3 SP:Iteration 62Q (1469.055619 sec): 3 clusters Score: Raw -99248.468291 + Penalty 444.259593 = -98804.208698 nChanged 2 SP:Iteration 63Q (1469.109195 sec): 3 clusters Score: Raw -99248.848774 + Penalty 444.259593 = -98804.589181 nChanged 0 SP:Iteration 64F (1469.149875 sec): 3 clusters Score: Raw -99248.848774 + Penalty 444.259593 = -98804.589181 nChanged 0 Trying to split cluster 9 (6693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1469.183584 sec): 2 clusters Score: Raw -175577.161724 + Penalty 242.242481 = -175334.919243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1469.233651 sec): 3 clusters Score: Raw -171390.541772 + Penalty 484.484962 = -170906.056810 nChanged 3103 SP:Iteration 1F (1469.285768 sec): 3 clusters Score: Raw -173324.733731 + Penalty 484.484962 = -172840.248769 nChanged 526 SP:Iteration 2F (1469.328781 sec): 3 clusters Score: Raw -173698.166931 + Penalty 484.484962 = -173213.681969 nChanged 545 SP:Iteration 3F (1469.378376 sec): 3 clusters Score: Raw -174158.339960 + Penalty 484.484962 = -173673.854999 nChanged 519 SP:Iteration 4F (1469.429154 sec): 3 clusters Score: Raw -174654.093660 + Penalty 484.484962 = -174169.608698 nChanged 402 SP:Iteration 5F (1469.485996 sec): 3 clusters Score: Raw -175060.522454 + Penalty 484.484962 = -174576.037493 nChanged 240 SP:Iteration 6Q (1469.532157 sec): 3 clusters Score: Raw -175298.442333 + Penalty 484.484962 = -174813.957371 nChanged 129 SP:Iteration 7Q (1469.582257 sec): 3 clusters Score: Raw -175426.393571 + Penalty 484.484962 = -174941.908610 nChanged 84 SP:Iteration 8Q (1469.637618 sec): 3 clusters Score: Raw -175504.962430 + Penalty 484.484962 = -175020.477469 nChanged 48 SP:Iteration 9Q (1469.690113 sec): 3 clusters Score: Raw -175544.856566 + Penalty 484.484962 = -175060.371605 nChanged 29 SP:Iteration 10Q (1469.738309 sec): 3 clusters Score: Raw -175562.879994 + Penalty 484.484962 = -175078.395032 nChanged 20 SP:Iteration 11Q (1469.793592 sec): 3 clusters Score: Raw -175575.717977 + Penalty 484.484962 = -175091.233015 nChanged 12 SP:Iteration 12Q (1469.847801 sec): 3 clusters Score: Raw -175585.722336 + Penalty 484.484962 = -175101.237375 nChanged 10 SP:Iteration 13Q (1469.890260 sec): 3 clusters Score: Raw -175592.568397 + Penalty 484.484962 = -175108.083435 nChanged 5 SP:Iteration 14Q (1469.941108 sec): 3 clusters Score: Raw -175595.816479 + Penalty 484.484962 = -175111.331517 nChanged 4 SP:Iteration 15Q (1469.995529 sec): 3 clusters Score: Raw -175599.474050 + Penalty 484.484962 = -175114.989089 nChanged 4 SP:Iteration 16Q (1470.055218 sec): 3 clusters Score: Raw -175603.582659 + Penalty 484.484962 = -175119.097697 nChanged 3 SP:Iteration 17Q (1470.109969 sec): 3 clusters Score: Raw -175607.846476 + Penalty 484.484962 = -175123.361514 nChanged 6 SP:Iteration 18Q (1470.160630 sec): 3 clusters Score: Raw -175610.938173 + Penalty 484.484962 = -175126.453212 nChanged 2 SP:Iteration 19Q (1470.208105 sec): 3 clusters Score: Raw -175612.025424 + Penalty 484.484962 = -175127.540462 nChanged 1 SP:Iteration 20F (1470.266992 sec): 3 clusters Score: Raw -175612.134565 + Penalty 484.484962 = -175127.649604 nChanged 0 Trying to split cluster 10 (3874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1470.282031 sec): 2 clusters Score: Raw -104948.731144 + Penalty 227.206178 = -104721.524965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1470.331016 sec): 3 clusters Score: Raw -102603.750143 + Penalty 454.412356 = -102149.337787 nChanged 1755 SP:Iteration 1F (1470.373891 sec): 3 clusters Score: Raw -103657.398376 + Penalty 454.412356 = -103202.986020 nChanged 312 SP:Iteration 2F (1470.426236 sec): 3 clusters Score: Raw -103890.454177 + Penalty 454.412356 = -103436.041820 nChanged 307 SP:Iteration 3F (1470.485343 sec): 3 clusters Score: Raw -104130.840728 + Penalty 454.412356 = -103676.428371 nChanged 269 SP:Iteration 4F (1470.524271 sec): 3 clusters Score: Raw -104318.130123 + Penalty 454.412356 = -103863.717767 nChanged 199 SP:Iteration 5F (1470.582615 sec): 3 clusters Score: Raw -104469.905660 + Penalty 454.412356 = -104015.493303 nChanged 187 SP:Iteration 6Q (1470.630096 sec): 3 clusters Score: Raw -104643.673563 + Penalty 454.412356 = -104189.261207 nChanged 136 SP:Iteration 7Q (1470.674220 sec): 3 clusters Score: Raw -104790.603326 + Penalty 454.412356 = -104336.190969 nChanged 97 SP:Iteration 8Q (1470.718928 sec): 3 clusters Score: Raw -104900.742617 + Penalty 454.412356 = -104446.330261 nChanged 57 SP:Iteration 9Q (1470.770751 sec): 3 clusters Score: Raw -104953.328102 + Penalty 454.412356 = -104498.915746 nChanged 42 SP:Iteration 10Q (1470.823118 sec): 3 clusters Score: Raw -104975.221368 + Penalty 454.412356 = -104520.809012 nChanged 30 SP:Iteration 11Q (1470.872385 sec): 3 clusters Score: Raw -104991.210862 + Penalty 454.412356 = -104536.798505 nChanged 27 SP:Iteration 12Q (1470.923384 sec): 3 clusters Score: Raw -105013.374838 + Penalty 454.412356 = -104558.962482 nChanged 24 SP:Iteration 13Q (1470.961492 sec): 3 clusters Score: Raw -105030.758972 + Penalty 454.412356 = -104576.346616 nChanged 21 SP:Iteration 14Q (1471.009249 sec): 3 clusters Score: Raw -105039.545276 + Penalty 454.412356 = -104585.132920 nChanged 14 SP:Iteration 15Q (1471.056409 sec): 3 clusters Score: Raw -105043.262404 + Penalty 454.412356 = -104588.850048 nChanged 8 SP:Iteration 16Q (1471.104825 sec): 3 clusters Score: Raw -105044.632315 + Penalty 454.412356 = -104590.219959 nChanged 3 SP:Iteration 17Q (1471.163402 sec): 3 clusters Score: Raw -105045.693113 + Penalty 454.412356 = -104591.280757 nChanged 3 SP:Iteration 18Q (1471.204487 sec): 3 clusters Score: Raw -105047.854919 + Penalty 454.412356 = -104593.442563 nChanged 3 SP:Iteration 19Q (1471.263994 sec): 3 clusters Score: Raw -105049.369897 + Penalty 454.412356 = -104594.957540 nChanged 3 SP:Iteration 20F (1471.307387 sec): 3 clusters Score: Raw -105050.202999 + Penalty 454.412356 = -104595.790642 nChanged 1 SP:Iteration 21Q (1471.360330 sec): 3 clusters Score: Raw -105050.286933 + Penalty 454.412356 = -104595.874577 nChanged 0 SP:Iteration 22F (1471.405266 sec): 3 clusters Score: Raw -105050.286933 + Penalty 454.412356 = -104595.874577 nChanged 0 Trying to split cluster 11 (85285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1471.523255 sec): 2 clusters Score: Raw -2399637.229941 + Penalty 312.228231 = -2399325.001710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1471.641571 sec): 3 clusters Score: Raw -2342097.212908 + Penalty 624.456463 = -2341472.756446 nChanged 41791 SP:Iteration 1F (1471.751710 sec): 3 clusters Score: Raw -2370953.147601 + Penalty 624.456463 = -2370328.691138 nChanged 6091 SP:Iteration 2F (1471.860778 sec): 3 clusters Score: Raw -2374809.651405 + Penalty 624.456463 = -2374185.194942 nChanged 6013 SP:Iteration 3F (1471.968685 sec): 3 clusters Score: Raw -2379579.555159 + Penalty 624.456463 = -2378955.098696 nChanged 5468 SP:Iteration 4F (1472.077721 sec): 3 clusters Score: Raw -2384601.083823 + Penalty 624.456463 = -2383976.627360 nChanged 4448 SP:Iteration 5F (1472.193971 sec): 3 clusters Score: Raw -2388076.860427 + Penalty 624.456463 = -2387452.403964 nChanged 3117 SP:Iteration 6Q (1472.326406 sec): 3 clusters Score: Raw -2389699.055873 + Penalty 624.456463 = -2389074.599410 nChanged 2009 SP:Iteration 7Q (1472.436821 sec): 3 clusters Score: Raw -2390601.815449 + Penalty 624.456463 = -2389977.358987 nChanged 1548 SP:Iteration 8Q (1472.547181 sec): 3 clusters Score: Raw -2391358.231380 + Penalty 624.456463 = -2390733.774917 nChanged 1439 SP:Iteration 9Q (1472.656698 sec): 3 clusters Score: Raw -2392055.691221 + Penalty 624.456463 = -2391431.234759 nChanged 1309 SP:Iteration 10Q (1472.779979 sec): 3 clusters Score: Raw -2392736.774124 + Penalty 624.456463 = -2392112.317661 nChanged 1229 SP:Iteration 11Q (1472.907547 sec): 3 clusters Score: Raw -2393425.840609 + Penalty 624.456463 = -2392801.384147 nChanged 1244 SP:Iteration 12Q (1473.050973 sec): 3 clusters Score: Raw -2394128.311482 + Penalty 624.456463 = -2393503.855019 nChanged 1105 SP:Iteration 13Q (1473.179532 sec): 3 clusters Score: Raw -2394734.927914 + Penalty 624.456463 = -2394110.471452 nChanged 1051 SP:Iteration 14Q (1473.291616 sec): 3 clusters Score: Raw -2395298.412297 + Penalty 624.456463 = -2394673.955834 nChanged 932 SP:Iteration 15Q (1473.415627 sec): 3 clusters Score: Raw -2395751.195779 + Penalty 624.456463 = -2395126.739316 nChanged 832 SP:Iteration 16Q (1473.527948 sec): 3 clusters Score: Raw -2396140.757599 + Penalty 624.456463 = -2395516.301136 nChanged 744 SP:Iteration 17Q (1473.639306 sec): 3 clusters Score: Raw -2396464.513966 + Penalty 624.456463 = -2395840.057503 nChanged 652 SP:Iteration 18Q (1473.754674 sec): 3 clusters Score: Raw -2396730.271682 + Penalty 624.456463 = -2396105.815220 nChanged 599 SP:Iteration 19Q (1473.863653 sec): 3 clusters Score: Raw -2396958.329047 + Penalty 624.456463 = -2396333.872584 nChanged 561 SP:Iteration 20F (1473.979892 sec): 3 clusters Score: Raw -2397166.190274 + Penalty 624.456463 = -2396541.733812 nChanged 546 SP:Iteration 21Q (1474.101786 sec): 3 clusters Score: Raw -2397365.650026 + Penalty 624.456463 = -2396741.193563 nChanged 513 SP:Iteration 22Q (1474.226504 sec): 3 clusters Score: Raw -2397533.565325 + Penalty 624.456463 = -2396909.108862 nChanged 465 SP:Iteration 23Q (1474.331001 sec): 3 clusters Score: Raw -2397673.041227 + Penalty 624.456463 = -2397048.584765 nChanged 399 SP:Iteration 24Q (1474.438045 sec): 3 clusters Score: Raw -2397782.454470 + Penalty 624.456463 = -2397157.998007 nChanged 390 SP:Iteration 25Q (1474.561252 sec): 3 clusters Score: Raw -2397886.026031 + Penalty 624.456463 = -2397261.569568 nChanged 366 SP:Iteration 26Q (1474.670549 sec): 3 clusters Score: Raw -2397975.785042 + Penalty 624.456463 = -2397351.328579 nChanged 354 SP:Iteration 27Q (1474.776632 sec): 3 clusters Score: Raw -2398058.806863 + Penalty 624.456463 = -2397434.350401 nChanged 315 SP:Iteration 28Q (1474.887147 sec): 3 clusters Score: Raw -2398127.473753 + Penalty 624.456463 = -2397503.017291 nChanged 275 SP:Iteration 29Q (1474.996679 sec): 3 clusters Score: Raw -2398182.163823 + Penalty 624.456463 = -2397557.707360 nChanged 259 SP:Iteration 30Q (1475.116781 sec): 3 clusters Score: Raw -2398233.006640 + Penalty 624.456463 = -2397608.550177 nChanged 253 SP:Iteration 31Q (1475.232726 sec): 3 clusters Score: Raw -2398284.720202 + Penalty 624.456463 = -2397660.263739 nChanged 242 SP:Iteration 32Q (1475.334245 sec): 3 clusters Score: Raw -2398331.688099 + Penalty 624.456463 = -2397707.231636 nChanged 241 SP:Iteration 33Q (1475.437709 sec): 3 clusters Score: Raw -2398379.311624 + Penalty 624.456463 = -2397754.855161 nChanged 227 SP:Iteration 34Q (1475.549163 sec): 3 clusters Score: Raw -2398423.451572 + Penalty 624.456463 = -2397798.995109 nChanged 206 SP:Iteration 35Q (1475.656367 sec): 3 clusters Score: Raw -2398464.905495 + Penalty 624.456463 = -2397840.449032 nChanged 227 SP:Iteration 36Q (1475.759985 sec): 3 clusters Score: Raw -2398511.013720 + Penalty 624.456463 = -2397886.557258 nChanged 206 SP:Iteration 37Q (1475.885786 sec): 3 clusters Score: Raw -2398553.546781 + Penalty 624.456463 = -2397929.090318 nChanged 214 SP:Iteration 38Q (1475.987698 sec): 3 clusters Score: Raw -2398598.625302 + Penalty 624.456463 = -2397974.168839 nChanged 203 SP:Iteration 39Q (1476.088352 sec): 3 clusters Score: Raw -2398645.952259 + Penalty 624.456463 = -2398021.495797 nChanged 207 SP:Iteration 40F (1476.192699 sec): 3 clusters Score: Raw -2398690.717347 + Penalty 624.456463 = -2398066.260885 nChanged 214 SP:Iteration 41Q (1476.296102 sec): 3 clusters Score: Raw -2398738.701620 + Penalty 624.456463 = -2398114.245158 nChanged 211 SP:Iteration 42Q (1476.408945 sec): 3 clusters Score: Raw -2398783.958897 + Penalty 624.456463 = -2398159.502434 nChanged 227 SP:Iteration 43Q (1476.513396 sec): 3 clusters Score: Raw -2398834.683551 + Penalty 624.456463 = -2398210.227089 nChanged 225 SP:Iteration 44Q (1476.639769 sec): 3 clusters Score: Raw -2398887.613099 + Penalty 624.456463 = -2398263.156637 nChanged 228 SP:Iteration 45Q (1476.744096 sec): 3 clusters Score: Raw -2398949.483988 + Penalty 624.456463 = -2398325.027525 nChanged 232 SP:Iteration 46Q (1476.858905 sec): 3 clusters Score: Raw -2399008.866637 + Penalty 624.456463 = -2398384.410175 nChanged 217 SP:Iteration 47Q (1476.971355 sec): 3 clusters Score: Raw -2399061.373876 + Penalty 624.456463 = -2398436.917413 nChanged 176 SP:Iteration 48Q (1477.082026 sec): 3 clusters Score: Raw -2399101.610593 + Penalty 624.456463 = -2398477.154130 nChanged 167 SP:Iteration 49Q (1477.204319 sec): 3 clusters Score: Raw -2399138.416964 + Penalty 624.456463 = -2398513.960501 nChanged 171 SP:Iteration 50Q (1477.331382 sec): 3 clusters Score: Raw -2399182.468080 + Penalty 624.456463 = -2398558.011618 nChanged 180 SP:Iteration 51Q (1477.448406 sec): 3 clusters Score: Raw -2399232.513488 + Penalty 624.456463 = -2398608.057025 nChanged 180 SP:Iteration 52Q (1477.546193 sec): 3 clusters Score: Raw -2399280.453608 + Penalty 624.456463 = -2398655.997145 nChanged 155 SP:Iteration 53Q (1477.647222 sec): 3 clusters Score: Raw -2399321.500841 + Penalty 624.456463 = -2398697.044378 nChanged 147 SP:Iteration 54Q (1477.755375 sec): 3 clusters Score: Raw -2399362.144963 + Penalty 624.456463 = -2398737.688501 nChanged 141 SP:Iteration 55Q (1477.858612 sec): 3 clusters Score: Raw -2399398.492836 + Penalty 624.456463 = -2398774.036374 nChanged 124 SP:Iteration 56Q (1477.964155 sec): 3 clusters Score: Raw -2399428.289626 + Penalty 624.456463 = -2398803.833163 nChanged 109 SP:Iteration 57Q (1478.068563 sec): 3 clusters Score: Raw -2399453.178739 + Penalty 624.456463 = -2398828.722276 nChanged 113 SP:Iteration 58Q (1478.187006 sec): 3 clusters Score: Raw -2399483.034617 + Penalty 624.456463 = -2398858.578154 nChanged 113 SP:Iteration 59Q (1478.317615 sec): 3 clusters Score: Raw -2399514.510510 + Penalty 624.456463 = -2398890.054047 nChanged 105 SP:Iteration 60F (1478.431124 sec): 3 clusters Score: Raw -2399541.300587 + Penalty 624.456463 = -2398916.844124 nChanged 95 SP:Iteration 61Q (1478.543735 sec): 3 clusters Score: Raw -2399561.810879 + Penalty 624.456463 = -2398937.354416 nChanged 82 SP:Iteration 62Q (1478.670798 sec): 3 clusters Score: Raw -2399578.373688 + Penalty 624.456463 = -2398953.917225 nChanged 61 SP:Iteration 63Q (1478.790147 sec): 3 clusters Score: Raw -2399590.152545 + Penalty 624.456463 = -2398965.696082 nChanged 58 SP:Iteration 64Q (1478.916961 sec): 3 clusters Score: Raw -2399601.867255 + Penalty 624.456463 = -2398977.410793 nChanged 56 SP:Iteration 65Q (1479.034262 sec): 3 clusters Score: Raw -2399614.283064 + Penalty 624.456463 = -2398989.826602 nChanged 48 SP:Iteration 66Q (1479.135913 sec): 3 clusters Score: Raw -2399625.040111 + Penalty 624.456463 = -2399000.583648 nChanged 55 SP:Iteration 67Q (1479.236040 sec): 3 clusters Score: Raw -2399636.532200 + Penalty 624.456463 = -2399012.075737 nChanged 42 SP:Iteration 68Q (1479.344524 sec): 3 clusters Score: Raw -2399643.593309 + Penalty 624.456463 = -2399019.136846 nChanged 32 SP:Iteration 69Q (1479.454684 sec): 3 clusters Score: Raw -2399648.908080 + Penalty 624.456463 = -2399024.451617 nChanged 31 SP:Iteration 70Q (1479.564947 sec): 3 clusters Score: Raw -2399654.583090 + Penalty 624.456463 = -2399030.126627 nChanged 30 SP:Iteration 71Q (1479.662355 sec): 3 clusters Score: Raw -2399660.365748 + Penalty 624.456463 = -2399035.909285 nChanged 36 SP:Iteration 72Q (1479.772891 sec): 3 clusters Score: Raw -2399669.042548 + Penalty 624.456463 = -2399044.586085 nChanged 29 SP:Iteration 73Q (1479.873467 sec): 3 clusters Score: Raw -2399674.173201 + Penalty 624.456463 = -2399049.716738 nChanged 23 SP:Iteration 74Q (1479.983895 sec): 3 clusters Score: Raw -2399676.966764 + Penalty 624.456463 = -2399052.510301 nChanged 12 SP:Iteration 75Q (1480.090315 sec): 3 clusters Score: Raw -2399678.077703 + Penalty 624.456463 = -2399053.621240 nChanged 8 SP:Iteration 76Q (1480.202279 sec): 3 clusters Score: Raw -2399679.341346 + Penalty 624.456463 = -2399054.884883 nChanged 11 SP:Iteration 77Q (1480.316419 sec): 3 clusters Score: Raw -2399681.581936 + Penalty 624.456463 = -2399057.125473 nChanged 20 SP:Iteration 78Q (1480.440563 sec): 3 clusters Score: Raw -2399686.296309 + Penalty 624.456463 = -2399061.839846 nChanged 19 SP:Iteration 79Q (1480.563820 sec): 3 clusters Score: Raw -2399690.471238 + Penalty 624.456463 = -2399066.014775 nChanged 21 SP:Iteration 80F (1480.677544 sec): 3 clusters Score: Raw -2399693.666569 + Penalty 624.456463 = -2399069.210106 nChanged 8 SP:Iteration 81Q (1480.787354 sec): 3 clusters Score: Raw -2399694.453871 + Penalty 624.456463 = -2399069.997408 nChanged 8 SP:Iteration 82Q (1480.892736 sec): 3 clusters Score: Raw -2399695.317505 + Penalty 624.456463 = -2399070.861042 nChanged 13 SP:Iteration 83Q (1481.011731 sec): 3 clusters Score: Raw -2399696.849142 + Penalty 624.456463 = -2399072.392679 nChanged 8 SP:Iteration 84Q (1481.133776 sec): 3 clusters Score: Raw -2399697.680009 + Penalty 624.456463 = -2399073.223546 nChanged 6 SP:Iteration 85Q (1481.256349 sec): 3 clusters Score: Raw -2399698.359191 + Penalty 624.456463 = -2399073.902728 nChanged 8 SP:Iteration 86Q (1481.388323 sec): 3 clusters Score: Raw -2399699.016486 + Penalty 624.456463 = -2399074.560023 nChanged 7 SP:Iteration 87Q (1481.496985 sec): 3 clusters Score: Raw -2399699.865392 + Penalty 624.456463 = -2399075.408930 nChanged 4 SP:Iteration 88Q (1481.612752 sec): 3 clusters Score: Raw -2399700.333446 + Penalty 624.456463 = -2399075.876983 nChanged 3 SP:Iteration 89Q (1481.717503 sec): 3 clusters Score: Raw -2399700.566204 + Penalty 624.456463 = -2399076.109741 nChanged 3 SP:Iteration 90Q (1481.812732 sec): 3 clusters Score: Raw -2399700.698882 + Penalty 624.456463 = -2399076.242419 nChanged 1 SP:Iteration 91Q (1481.907998 sec): 3 clusters Score: Raw -2399700.752620 + Penalty 624.456463 = -2399076.296157 nChanged 1 SP:Iteration 92Q (1482.016206 sec): 3 clusters Score: Raw -2399700.811724 + Penalty 624.456463 = -2399076.355261 nChanged 1 SP:Iteration 93Q (1482.123898 sec): 3 clusters Score: Raw -2399700.862791 + Penalty 624.456463 = -2399076.406328 nChanged 3 SP:Iteration 94Q (1482.233388 sec): 3 clusters Score: Raw -2399701.179316 + Penalty 624.456463 = -2399076.722853 nChanged 5 SP:Iteration 95Q (1482.354162 sec): 3 clusters Score: Raw -2399701.522928 + Penalty 624.456463 = -2399077.066465 nChanged 5 SP:Iteration 96Q (1482.475978 sec): 3 clusters Score: Raw -2399701.845486 + Penalty 624.456463 = -2399077.389023 nChanged 0 SP:Iteration 97F (1482.594283 sec): 3 clusters Score: Raw -2399701.845486 + Penalty 624.456463 = -2399077.389023 nChanged 0 Trying to split cluster 12 (5274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1482.629695 sec): 2 clusters Score: Raw -141720.928750 + Penalty 235.689970 = -141485.238780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1482.668079 sec): 3 clusters Score: Raw -138475.670073 + Penalty 471.379940 = -138004.290133 nChanged 2415 SP:Iteration 1F (1482.724170 sec): 3 clusters Score: Raw -140165.475934 + Penalty 471.379940 = -139694.095994 nChanged 431 SP:Iteration 2F (1482.777425 sec): 3 clusters Score: Raw -140511.606637 + Penalty 471.379940 = -140040.226697 nChanged 360 SP:Iteration 3F (1482.818278 sec): 3 clusters Score: Raw -140768.921441 + Penalty 471.379940 = -140297.541501 nChanged 284 SP:Iteration 4F (1482.873729 sec): 3 clusters Score: Raw -140953.962166 + Penalty 471.379940 = -140482.582226 nChanged 224 SP:Iteration 5Q (1482.925602 sec): 3 clusters Score: Raw -141088.635561 + Penalty 471.379940 = -140617.255621 nChanged 175 SP:Iteration 6Q (1482.974804 sec): 3 clusters Score: Raw -141174.120849 + Penalty 471.379940 = -140702.740909 nChanged 164 SP:Iteration 7Q (1483.018359 sec): 3 clusters Score: Raw -141234.991283 + Penalty 471.379940 = -140763.611343 nChanged 102 SP:Iteration 8Q (1483.064738 sec): 3 clusters Score: Raw -141265.053374 + Penalty 471.379940 = -140793.673433 nChanged 73 SP:Iteration 9Q (1483.123015 sec): 3 clusters Score: Raw -141281.868950 + Penalty 471.379940 = -140810.489010 nChanged 58 SP:Iteration 10Q (1483.176849 sec): 3 clusters Score: Raw -141293.699305 + Penalty 471.379940 = -140822.319365 nChanged 55 SP:Iteration 11Q (1483.228789 sec): 3 clusters Score: Raw -141304.070601 + Penalty 471.379940 = -140832.690661 nChanged 49 SP:Iteration 12Q (1483.279491 sec): 3 clusters Score: Raw -141313.146641 + Penalty 471.379940 = -140841.766700 nChanged 37 SP:Iteration 13Q (1483.330490 sec): 3 clusters Score: Raw -141319.773065 + Penalty 471.379940 = -140848.393125 nChanged 38 SP:Iteration 14Q (1483.375189 sec): 3 clusters Score: Raw -141327.482110 + Penalty 471.379940 = -140856.102170 nChanged 47 SP:Iteration 15Q (1483.432660 sec): 3 clusters Score: Raw -141337.914975 + Penalty 471.379940 = -140866.535035 nChanged 53 SP:Iteration 16Q (1483.483633 sec): 3 clusters Score: Raw -141348.900536 + Penalty 471.379940 = -140877.520595 nChanged 55 SP:Iteration 17Q (1483.534207 sec): 3 clusters Score: Raw -141359.618353 + Penalty 471.379940 = -140888.238412 nChanged 46 SP:Iteration 18Q (1483.589780 sec): 3 clusters Score: Raw -141366.943479 + Penalty 471.379940 = -140895.563539 nChanged 46 SP:Iteration 19Q (1483.638563 sec): 3 clusters Score: Raw -141376.418754 + Penalty 471.379940 = -140905.038814 nChanged 48 SP:Iteration 20F (1483.692000 sec): 3 clusters Score: Raw -141384.661804 + Penalty 471.379940 = -140913.281864 nChanged 38 SP:Iteration 21Q (1483.736166 sec): 3 clusters Score: Raw -141390.555407 + Penalty 471.379940 = -140919.175467 nChanged 37 SP:Iteration 22Q (1483.782889 sec): 3 clusters Score: Raw -141397.071614 + Penalty 471.379940 = -140925.691674 nChanged 34 SP:Iteration 23Q (1483.836982 sec): 3 clusters Score: Raw -141402.939747 + Penalty 471.379940 = -140931.559807 nChanged 43 SP:Iteration 24Q (1483.891593 sec): 3 clusters Score: Raw -141410.571674 + Penalty 471.379940 = -140939.191734 nChanged 39 SP:Iteration 25Q (1483.939154 sec): 3 clusters Score: Raw -141416.516594 + Penalty 471.379940 = -140945.136654 nChanged 43 SP:Iteration 26Q (1483.994508 sec): 3 clusters Score: Raw -141425.213243 + Penalty 471.379940 = -140953.833302 nChanged 48 SP:Iteration 27Q (1484.043617 sec): 3 clusters Score: Raw -141433.708840 + Penalty 471.379940 = -140962.328899 nChanged 51 SP:Iteration 28Q (1484.096383 sec): 3 clusters Score: Raw -141442.386936 + Penalty 471.379940 = -140971.006995 nChanged 46 SP:Iteration 29Q (1484.143384 sec): 3 clusters Score: Raw -141448.592403 + Penalty 471.379940 = -140977.212463 nChanged 31 SP:Iteration 30Q (1484.196338 sec): 3 clusters Score: Raw -141452.283541 + Penalty 471.379940 = -140980.903601 nChanged 26 SP:Iteration 31Q (1484.244087 sec): 3 clusters Score: Raw -141455.164589 + Penalty 471.379940 = -140983.784648 nChanged 27 SP:Iteration 32Q (1484.291789 sec): 3 clusters Score: Raw -141458.616663 + Penalty 471.379940 = -140987.236723 nChanged 34 SP:Iteration 33Q (1484.343366 sec): 3 clusters Score: Raw -141463.704332 + Penalty 471.379940 = -140992.324392 nChanged 33 SP:Iteration 34Q (1484.400203 sec): 3 clusters Score: Raw -141468.363586 + Penalty 471.379940 = -140996.983646 nChanged 29 SP:Iteration 35Q (1484.447811 sec): 3 clusters Score: Raw -141471.545745 + Penalty 471.379940 = -141000.165805 nChanged 24 SP:Iteration 36Q (1484.494716 sec): 3 clusters Score: Raw -141473.213304 + Penalty 471.379940 = -141001.833364 nChanged 14 SP:Iteration 37Q (1484.551275 sec): 3 clusters Score: Raw -141474.490851 + Penalty 471.379940 = -141003.110911 nChanged 15 SP:Iteration 38Q (1484.600549 sec): 3 clusters Score: Raw -141475.597706 + Penalty 471.379940 = -141004.217765 nChanged 14 SP:Iteration 39Q (1484.651246 sec): 3 clusters Score: Raw -141476.859296 + Penalty 471.379940 = -141005.479355 nChanged 14 SP:Iteration 40F (1484.704500 sec): 3 clusters Score: Raw -141478.170096 + Penalty 471.379940 = -141006.790155 nChanged 19 SP:Iteration 41Q (1484.768197 sec): 3 clusters Score: Raw -141480.862254 + Penalty 471.379940 = -141009.482314 nChanged 28 SP:Iteration 42Q (1484.811777 sec): 3 clusters Score: Raw -141485.098205 + Penalty 471.379940 = -141013.718264 nChanged 27 SP:Iteration 43Q (1484.857083 sec): 3 clusters Score: Raw -141490.976982 + Penalty 471.379940 = -141019.597042 nChanged 34 SP:Iteration 44Q (1484.917607 sec): 3 clusters Score: Raw -141497.088636 + Penalty 471.379940 = -141025.708696 nChanged 33 SP:Iteration 45Q (1484.960344 sec): 3 clusters Score: Raw -141504.616107 + Penalty 471.379940 = -141033.236167 nChanged 38 SP:Iteration 46Q (1485.002405 sec): 3 clusters Score: Raw -141514.851346 + Penalty 471.379940 = -141043.471405 nChanged 48 SP:Iteration 47Q (1485.064445 sec): 3 clusters Score: Raw -141532.509049 + Penalty 471.379940 = -141061.129109 nChanged 53 SP:Iteration 48Q (1485.105832 sec): 3 clusters Score: Raw -141549.482652 + Penalty 471.379940 = -141078.102711 nChanged 54 SP:Iteration 49Q (1485.166090 sec): 3 clusters Score: Raw -141561.797048 + Penalty 471.379940 = -141090.417108 nChanged 50 SP:Iteration 50Q (1485.202794 sec): 3 clusters Score: Raw -141576.557110 + Penalty 471.379940 = -141105.177170 nChanged 58 SP:Iteration 51Q (1485.256124 sec): 3 clusters Score: Raw -141593.806425 + Penalty 471.379940 = -141122.426485 nChanged 54 SP:Iteration 52Q (1485.307480 sec): 3 clusters Score: Raw -141604.827949 + Penalty 471.379940 = -141133.448008 nChanged 39 SP:Iteration 53Q (1485.353039 sec): 3 clusters Score: Raw -141614.603933 + Penalty 471.379940 = -141143.223993 nChanged 52 SP:Iteration 54Q (1485.412421 sec): 3 clusters Score: Raw -141627.695906 + Penalty 471.379940 = -141156.315966 nChanged 36 SP:Iteration 55Q (1485.460229 sec): 3 clusters Score: Raw -141634.176424 + Penalty 471.379940 = -141162.796484 nChanged 35 SP:Iteration 56Q (1485.516402 sec): 3 clusters Score: Raw -141643.484118 + Penalty 471.379940 = -141172.104178 nChanged 32 SP:Iteration 57Q (1485.561676 sec): 3 clusters Score: Raw -141650.547944 + Penalty 471.379940 = -141179.168004 nChanged 31 SP:Iteration 58Q (1485.609185 sec): 3 clusters Score: Raw -141656.655245 + Penalty 471.379940 = -141185.275304 nChanged 30 SP:Iteration 59Q (1485.655715 sec): 3 clusters Score: Raw -141662.227265 + Penalty 471.379940 = -141190.847325 nChanged 22 SP:Iteration 60F (1485.697427 sec): 3 clusters Score: Raw -141665.479069 + Penalty 471.379940 = -141194.099129 nChanged 28 SP:Iteration 61Q (1485.748937 sec): 3 clusters Score: Raw -141669.143608 + Penalty 471.379940 = -141197.763668 nChanged 28 SP:Iteration 62Q (1485.795113 sec): 3 clusters Score: Raw -141674.302871 + Penalty 471.379940 = -141202.922931 nChanged 33 SP:Iteration 63Q (1485.854274 sec): 3 clusters Score: Raw -141680.801649 + Penalty 471.379940 = -141209.421709 nChanged 25 SP:Iteration 64Q (1485.901193 sec): 3 clusters Score: Raw -141684.804997 + Penalty 471.379940 = -141213.425057 nChanged 25 SP:Iteration 65Q (1485.955631 sec): 3 clusters Score: Raw -141688.194792 + Penalty 471.379940 = -141216.814852 nChanged 19 SP:Iteration 66Q (1486.004771 sec): 3 clusters Score: Raw -141690.149612 + Penalty 471.379940 = -141218.769672 nChanged 13 SP:Iteration 67Q (1486.058719 sec): 3 clusters Score: Raw -141691.533364 + Penalty 471.379940 = -141220.153424 nChanged 13 SP:Iteration 68Q (1486.103453 sec): 3 clusters Score: Raw -141692.601248 + Penalty 471.379940 = -141221.221307 nChanged 10 SP:Iteration 69Q (1486.162155 sec): 3 clusters Score: Raw -141693.391174 + Penalty 471.379940 = -141222.011234 nChanged 12 SP:Iteration 70Q (1486.203438 sec): 3 clusters Score: Raw -141694.275205 + Penalty 471.379940 = -141222.895265 nChanged 12 SP:Iteration 71Q (1486.255775 sec): 3 clusters Score: Raw -141695.197057 + Penalty 471.379940 = -141223.817116 nChanged 10 SP:Iteration 72Q (1486.312426 sec): 3 clusters Score: Raw -141695.856770 + Penalty 471.379940 = -141224.476830 nChanged 11 SP:Iteration 73Q (1486.354613 sec): 3 clusters Score: Raw -141696.531208 + Penalty 471.379940 = -141225.151268 nChanged 9 SP:Iteration 74Q (1486.405917 sec): 3 clusters Score: Raw -141697.084320 + Penalty 471.379940 = -141225.704380 nChanged 8 SP:Iteration 75Q (1486.463532 sec): 3 clusters Score: Raw -141697.545342 + Penalty 471.379940 = -141226.165402 nChanged 9 SP:Iteration 76Q (1486.510867 sec): 3 clusters Score: Raw -141697.887690 + Penalty 471.379940 = -141226.507750 nChanged 2 SP:Iteration 77Q (1486.558161 sec): 3 clusters Score: Raw -141697.959908 + Penalty 471.379940 = -141226.579968 nChanged 3 SP:Iteration 78Q (1486.606407 sec): 3 clusters Score: Raw -141698.040163 + Penalty 471.379940 = -141226.660223 nChanged 2 SP:Iteration 79Q (1486.654902 sec): 3 clusters Score: Raw -141698.140301 + Penalty 471.379940 = -141226.760361 nChanged 3 SP:Iteration 80F (1486.702326 sec): 3 clusters Score: Raw -141698.480255 + Penalty 471.379940 = -141227.100315 nChanged 3 SP:Iteration 81Q (1486.744612 sec): 3 clusters Score: Raw -141698.819008 + Penalty 471.379940 = -141227.439068 nChanged 2 SP:Iteration 82Q (1486.801636 sec): 3 clusters Score: Raw -141698.980319 + Penalty 471.379940 = -141227.600378 nChanged 3 SP:Iteration 83Q (1486.854110 sec): 3 clusters Score: Raw -141699.144897 + Penalty 471.379940 = -141227.764957 nChanged 5 SP:Iteration 84Q (1486.906163 sec): 3 clusters Score: Raw -141699.498684 + Penalty 471.379940 = -141228.118744 nChanged 2 SP:Iteration 85Q (1486.958131 sec): 3 clusters Score: Raw -141699.542450 + Penalty 471.379940 = -141228.162510 nChanged 1 SP:Iteration 86Q (1487.001615 sec): 3 clusters Score: Raw -141699.699470 + Penalty 471.379940 = -141228.319529 nChanged 1 SP:Iteration 87Q (1487.053327 sec): 3 clusters Score: Raw -141699.785301 + Penalty 471.379940 = -141228.405361 nChanged 1 SP:Iteration 88Q (1487.098903 sec): 3 clusters Score: Raw -141699.910665 + Penalty 471.379940 = -141228.530725 nChanged 1 SP:Iteration 89Q (1487.154796 sec): 3 clusters Score: Raw -141700.046841 + Penalty 471.379940 = -141228.666901 nChanged 2 SP:Iteration 90Q (1487.206243 sec): 3 clusters Score: Raw -141700.295152 + Penalty 471.379940 = -141228.915211 nChanged 3 SP:Iteration 91Q (1487.265138 sec): 3 clusters Score: Raw -141700.610273 + Penalty 471.379940 = -141229.230333 nChanged 2 SP:Iteration 92Q (1487.311537 sec): 3 clusters Score: Raw -141700.684459 + Penalty 471.379940 = -141229.304519 nChanged 2 SP:Iteration 93Q (1487.365943 sec): 3 clusters Score: Raw -141701.114075 + Penalty 471.379940 = -141229.734135 nChanged 3 SP:Iteration 94Q (1487.410872 sec): 3 clusters Score: Raw -141702.153831 + Penalty 471.379940 = -141230.773891 nChanged 7 SP:Iteration 95Q (1487.469930 sec): 3 clusters Score: Raw -141703.778899 + Penalty 471.379940 = -141232.398958 nChanged 11 SP:Iteration 96Q (1487.511772 sec): 3 clusters Score: Raw -141705.832399 + Penalty 471.379940 = -141234.452458 nChanged 14 SP:Iteration 97Q (1487.568659 sec): 3 clusters Score: Raw -141707.782966 + Penalty 471.379940 = -141236.403025 nChanged 10 SP:Iteration 98Q (1487.614478 sec): 3 clusters Score: Raw -141708.946217 + Penalty 471.379940 = -141237.566276 nChanged 8 SP:Iteration 99Q (1487.664695 sec): 3 clusters Score: Raw -141709.527342 + Penalty 471.379940 = -141238.147402 nChanged 8 SP:Iteration 100F (1487.711134 sec): 3 clusters Score: Raw -141710.450633 + Penalty 471.379940 = -141239.070692 nChanged 11 SP:Iteration 101Q (1487.765435 sec): 3 clusters Score: Raw -141711.684332 + Penalty 471.379940 = -141240.304392 nChanged 11 SP:Iteration 102Q (1487.821817 sec): 3 clusters Score: Raw -141712.633432 + Penalty 471.379940 = -141241.253492 nChanged 7 SP:Iteration 103Q (1487.866499 sec): 3 clusters Score: Raw -141713.251291 + Penalty 471.379940 = -141241.871350 nChanged 8 SP:Iteration 104Q (1487.917929 sec): 3 clusters Score: Raw -141714.525763 + Penalty 471.379940 = -141243.145822 nChanged 14 SP:Iteration 105Q (1487.966818 sec): 3 clusters Score: Raw -141716.288808 + Penalty 471.379940 = -141244.908867 nChanged 7 SP:Iteration 106Q (1488.013609 sec): 3 clusters Score: Raw -141717.222928 + Penalty 471.379940 = -141245.842988 nChanged 8 SP:Iteration 107Q (1488.057184 sec): 3 clusters Score: Raw -141718.204871 + Penalty 471.379940 = -141246.824931 nChanged 5 SP:Iteration 108Q (1488.101648 sec): 3 clusters Score: Raw -141719.346730 + Penalty 471.379940 = -141247.966789 nChanged 9 SP:Iteration 109Q (1488.151585 sec): 3 clusters Score: Raw -141721.687096 + Penalty 471.379940 = -141250.307156 nChanged 13 SP:Iteration 110Q (1488.203852 sec): 3 clusters Score: Raw -141724.404128 + Penalty 471.379940 = -141253.024188 nChanged 13 SP:Iteration 111Q (1488.253677 sec): 3 clusters Score: Raw -141726.866849 + Penalty 471.379940 = -141255.486909 nChanged 12 SP:Iteration 112Q (1488.314274 sec): 3 clusters Score: Raw -141728.814243 + Penalty 471.379940 = -141257.434302 nChanged 17 SP:Iteration 113Q (1488.364976 sec): 3 clusters Score: Raw -141730.577008 + Penalty 471.379940 = -141259.197068 nChanged 10 SP:Iteration 114Q (1488.418244 sec): 3 clusters Score: Raw -141731.364272 + Penalty 471.379940 = -141259.984331 nChanged 9 SP:Iteration 115Q (1488.458070 sec): 3 clusters Score: Raw -141732.051019 + Penalty 471.379940 = -141260.671079 nChanged 9 SP:Iteration 116Q (1488.516963 sec): 3 clusters Score: Raw -141732.818963 + Penalty 471.379940 = -141261.439023 nChanged 6 SP:Iteration 117Q (1488.560724 sec): 3 clusters Score: Raw -141733.335263 + Penalty 471.379940 = -141261.955323 nChanged 7 SP:Iteration 118Q (1488.614341 sec): 3 clusters Score: Raw -141734.290009 + Penalty 471.379940 = -141262.910069 nChanged 7 SP:Iteration 119Q (1488.666618 sec): 3 clusters Score: Raw -141735.338466 + Penalty 471.379940 = -141263.958526 nChanged 11 SP:Iteration 120F (1488.719546 sec): 3 clusters Score: Raw -141737.402161 + Penalty 471.379940 = -141266.022221 nChanged 9 SP:Iteration 121Q (1488.767327 sec): 3 clusters Score: Raw -141738.728937 + Penalty 471.379940 = -141267.348997 nChanged 11 SP:Iteration 122Q (1488.816198 sec): 3 clusters Score: Raw -141740.574446 + Penalty 471.379940 = -141269.194505 nChanged 11 SP:Iteration 123Q (1488.865015 sec): 3 clusters Score: Raw -141741.517172 + Penalty 471.379940 = -141270.137232 nChanged 10 SP:Iteration 124Q (1488.919946 sec): 3 clusters Score: Raw -141742.710828 + Penalty 471.379940 = -141271.330888 nChanged 6 SP:Iteration 125Q (1488.974837 sec): 3 clusters Score: Raw -141743.674794 + Penalty 471.379940 = -141272.294854 nChanged 10 SP:Iteration 126Q (1489.017448 sec): 3 clusters Score: Raw -141745.510883 + Penalty 471.379940 = -141274.130943 nChanged 9 SP:Iteration 127Q (1489.079810 sec): 3 clusters Score: Raw -141747.321101 + Penalty 471.379940 = -141275.941160 nChanged 8 SP:Iteration 128Q (1489.131501 sec): 3 clusters Score: Raw -141748.597296 + Penalty 471.379940 = -141277.217355 nChanged 6 SP:Iteration 129Q (1489.183969 sec): 3 clusters Score: Raw -141749.637320 + Penalty 471.379940 = -141278.257380 nChanged 9 SP:Iteration 130Q (1489.235814 sec): 3 clusters Score: Raw -141751.223347 + Penalty 471.379940 = -141279.843407 nChanged 11 SP:Iteration 131Q (1489.285322 sec): 3 clusters Score: Raw -141752.239272 + Penalty 471.379940 = -141280.859332 nChanged 5 SP:Iteration 132Q (1489.337625 sec): 3 clusters Score: Raw -141752.560901 + Penalty 471.379940 = -141281.180961 nChanged 5 SP:Iteration 133Q (1489.385055 sec): 3 clusters Score: Raw -141752.864361 + Penalty 471.379940 = -141281.484421 nChanged 3 SP:Iteration 134Q (1489.428734 sec): 3 clusters Score: Raw -141753.271737 + Penalty 471.379940 = -141281.891797 nChanged 3 SP:Iteration 135Q (1489.483661 sec): 3 clusters Score: Raw -141753.673304 + Penalty 471.379940 = -141282.293364 nChanged 4 SP:Iteration 136Q (1489.532704 sec): 3 clusters Score: Raw -141754.133721 + Penalty 471.379940 = -141282.753781 nChanged 2 SP:Iteration 137Q (1489.587760 sec): 3 clusters Score: Raw -141754.524333 + Penalty 471.379940 = -141283.144393 nChanged 5 SP:Iteration 138Q (1489.635420 sec): 3 clusters Score: Raw -141755.180279 + Penalty 471.379940 = -141283.800339 nChanged 5 SP:Iteration 139Q (1489.685995 sec): 3 clusters Score: Raw -141755.685273 + Penalty 471.379940 = -141284.305332 nChanged 3 SP:Iteration 140F (1489.738598 sec): 3 clusters Score: Raw -141756.034536 + Penalty 471.379940 = -141284.654596 nChanged 5 SP:Iteration 141Q (1489.778286 sec): 3 clusters Score: Raw -141756.779120 + Penalty 471.379940 = -141285.399180 nChanged 6 SP:Iteration 142Q (1489.836665 sec): 3 clusters Score: Raw -141758.327500 + Penalty 471.379940 = -141286.947560 nChanged 5 SP:Iteration 143Q (1489.889293 sec): 3 clusters Score: Raw -141758.636616 + Penalty 471.379940 = -141287.256676 nChanged 1 SP:Iteration 144Q (1489.941219 sec): 3 clusters Score: Raw -141758.683681 + Penalty 471.379940 = -141287.303741 nChanged 2 SP:Iteration 145Q (1489.984906 sec): 3 clusters Score: Raw -141758.969475 + Penalty 471.379940 = -141287.589534 nChanged 5 SP:Iteration 146Q (1490.025314 sec): 3 clusters Score: Raw -141760.012090 + Penalty 471.379940 = -141288.632149 nChanged 3 SP:Iteration 147Q (1490.081563 sec): 3 clusters Score: Raw -141761.370949 + Penalty 471.379940 = -141289.991009 nChanged 7 SP:Iteration 148Q (1490.125942 sec): 3 clusters Score: Raw -141763.044309 + Penalty 471.379940 = -141291.664369 nChanged 9 SP:Iteration 149Q (1490.174652 sec): 3 clusters Score: Raw -141764.909496 + Penalty 471.379940 = -141293.529555 nChanged 15 SP:Iteration 150Q (1490.221707 sec): 3 clusters Score: Raw -141767.910407 + Penalty 471.379940 = -141296.530467 nChanged 16 SP:Iteration 151Q (1490.271565 sec): 3 clusters Score: Raw -141771.158784 + Penalty 471.379940 = -141299.778844 nChanged 15 SP:Iteration 152Q (1490.325696 sec): 3 clusters Score: Raw -141776.811287 + Penalty 471.379940 = -141305.431347 nChanged 19 SP:Iteration 153Q (1490.380753 sec): 3 clusters Score: Raw -141782.995568 + Penalty 471.379940 = -141311.615628 nChanged 15 SP:Iteration 154Q (1490.421052 sec): 3 clusters Score: Raw -141788.495535 + Penalty 471.379940 = -141317.115595 nChanged 7 SP:Iteration 155Q (1490.466774 sec): 3 clusters Score: Raw -141790.746407 + Penalty 471.379940 = -141319.366467 nChanged 5 SP:Iteration 156Q (1490.517310 sec): 3 clusters Score: Raw -141791.718471 + Penalty 471.379940 = -141320.338531 nChanged 3 SP:Iteration 157Q (1490.568095 sec): 3 clusters Score: Raw -141791.890609 + Penalty 471.379940 = -141320.510669 nChanged 0 SP:Iteration 158F (1490.621906 sec): 3 clusters Score: Raw -141791.890609 + Penalty 471.379940 = -141320.510669 nChanged 0 Trying to split cluster 13 (8600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1490.654587 sec): 2 clusters Score: Raw -264774.635633 + Penalty 249.136731 = -264525.498902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1490.710905 sec): 3 clusters Score: Raw -259248.917202 + Penalty 498.273462 = -258750.643741 nChanged 4070 SP:Iteration 1F (1490.756632 sec): 3 clusters Score: Raw -262144.521013 + Penalty 498.273462 = -261646.247552 nChanged 635 SP:Iteration 2F (1490.813006 sec): 3 clusters Score: Raw -262610.312462 + Penalty 498.273462 = -262112.039000 nChanged 594 SP:Iteration 3F (1490.853761 sec): 3 clusters Score: Raw -263112.211076 + Penalty 498.273462 = -262613.937615 nChanged 517 SP:Iteration 4F (1490.908595 sec): 3 clusters Score: Raw -263616.384473 + Penalty 498.273462 = -263118.111011 nChanged 410 SP:Iteration 5Q (1490.962477 sec): 3 clusters Score: Raw -264002.244302 + Penalty 498.273462 = -263503.970840 nChanged 291 SP:Iteration 6Q (1491.012251 sec): 3 clusters Score: Raw -264238.556981 + Penalty 498.273462 = -263740.283519 nChanged 196 SP:Iteration 7Q (1491.064626 sec): 3 clusters Score: Raw -264370.784940 + Penalty 498.273462 = -263872.511478 nChanged 147 SP:Iteration 8Q (1491.123988 sec): 3 clusters Score: Raw -264458.812005 + Penalty 498.273462 = -263960.538544 nChanged 128 SP:Iteration 9Q (1491.175389 sec): 3 clusters Score: Raw -264531.507162 + Penalty 498.273462 = -264033.233700 nChanged 103 SP:Iteration 10Q (1491.226354 sec): 3 clusters Score: Raw -264587.669229 + Penalty 498.273462 = -264089.395768 nChanged 79 SP:Iteration 11Q (1491.279482 sec): 3 clusters Score: Raw -264626.707526 + Penalty 498.273462 = -264128.434064 nChanged 66 SP:Iteration 12Q (1491.332737 sec): 3 clusters Score: Raw -264659.076628 + Penalty 498.273462 = -264160.803167 nChanged 59 SP:Iteration 13Q (1491.383004 sec): 3 clusters Score: Raw -264689.065514 + Penalty 498.273462 = -264190.792052 nChanged 48 SP:Iteration 14Q (1491.437581 sec): 3 clusters Score: Raw -264709.300761 + Penalty 498.273462 = -264211.027300 nChanged 35 SP:Iteration 15Q (1491.491135 sec): 3 clusters Score: Raw -264730.532215 + Penalty 498.273462 = -264232.258753 nChanged 36 SP:Iteration 16Q (1491.534815 sec): 3 clusters Score: Raw -264749.029279 + Penalty 498.273462 = -264250.755817 nChanged 21 SP:Iteration 17Q (1491.604223 sec): 3 clusters Score: Raw -264759.758953 + Penalty 498.273462 = -264261.485491 nChanged 25 SP:Iteration 18Q (1491.647430 sec): 3 clusters Score: Raw -264771.154102 + Penalty 498.273462 = -264272.880640 nChanged 21 SP:Iteration 19Q (1491.703941 sec): 3 clusters Score: Raw -264778.636709 + Penalty 498.273462 = -264280.363247 nChanged 15 SP:Iteration 20F (1491.759223 sec): 3 clusters Score: Raw -264784.287460 + Penalty 498.273462 = -264286.013999 nChanged 13 SP:Iteration 21Q (1491.817305 sec): 3 clusters Score: Raw -264789.861130 + Penalty 498.273462 = -264291.587668 nChanged 14 SP:Iteration 22Q (1491.868685 sec): 3 clusters Score: Raw -264798.710391 + Penalty 498.273462 = -264300.436929 nChanged 12 SP:Iteration 23Q (1491.925171 sec): 3 clusters Score: Raw -264806.643618 + Penalty 498.273462 = -264308.370156 nChanged 9 SP:Iteration 24Q (1491.985227 sec): 3 clusters Score: Raw -264812.057824 + Penalty 498.273462 = -264313.784363 nChanged 7 SP:Iteration 25Q (1492.042193 sec): 3 clusters Score: Raw -264815.026414 + Penalty 498.273462 = -264316.752952 nChanged 7 SP:Iteration 26Q (1492.100710 sec): 3 clusters Score: Raw -264820.627544 + Penalty 498.273462 = -264322.354083 nChanged 10 SP:Iteration 27Q (1492.154725 sec): 3 clusters Score: Raw -264825.219725 + Penalty 498.273462 = -264326.946263 nChanged 10 SP:Iteration 28Q (1492.204206 sec): 3 clusters Score: Raw -264827.565313 + Penalty 498.273462 = -264329.291851 nChanged 7 SP:Iteration 29Q (1492.257039 sec): 3 clusters Score: Raw -264830.894259 + Penalty 498.273462 = -264332.620798 nChanged 5 SP:Iteration 30Q (1492.306215 sec): 3 clusters Score: Raw -264832.673294 + Penalty 498.273462 = -264334.399833 nChanged 7 SP:Iteration 31Q (1492.368449 sec): 3 clusters Score: Raw -264834.868437 + Penalty 498.273462 = -264336.594976 nChanged 2 SP:Iteration 32Q (1492.423243 sec): 3 clusters Score: Raw -264836.813597 + Penalty 498.273462 = -264338.540135 nChanged 2 SP:Iteration 33Q (1492.473343 sec): 3 clusters Score: Raw -264837.955625 + Penalty 498.273462 = -264339.682164 nChanged 1 SP:Iteration 34Q (1492.516938 sec): 3 clusters Score: Raw -264838.115338 + Penalty 498.273462 = -264339.841876 nChanged 1 SP:Iteration 35Q (1492.570549 sec): 3 clusters Score: Raw -264838.467256 + Penalty 498.273462 = -264340.193794 nChanged 2 SP:Iteration 36Q (1492.627885 sec): 3 clusters Score: Raw -264839.049305 + Penalty 498.273462 = -264340.775844 nChanged 5 SP:Iteration 37Q (1492.680853 sec): 3 clusters Score: Raw -264841.121350 + Penalty 498.273462 = -264342.847888 nChanged 4 SP:Iteration 38Q (1492.721633 sec): 3 clusters Score: Raw -264843.101054 + Penalty 498.273462 = -264344.827592 nChanged 4 SP:Iteration 39Q (1492.783397 sec): 3 clusters Score: Raw -264843.739343 + Penalty 498.273462 = -264345.465881 nChanged 3 SP:Iteration 40F (1492.838311 sec): 3 clusters Score: Raw -264844.215828 + Penalty 498.273462 = -264345.942367 nChanged 2 SP:Iteration 41Q (1492.890505 sec): 3 clusters Score: Raw -264844.578496 + Penalty 498.273462 = -264346.305034 nChanged 0 SP:Iteration 42F (1492.930313 sec): 3 clusters Score: Raw -264844.578496 + Penalty 498.273462 = -264346.305034 nChanged 0 Trying to split cluster 14 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1492.958899 sec): 2 clusters Score: Raw -17106.900392 + Penalty 178.074400 = -16928.825992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1493.004942 sec): 3 clusters Score: Raw -16797.289858 + Penalty 356.148799 = -16441.141058 nChanged 244 SP:Iteration 1F (1493.050427 sec): 3 clusters Score: Raw -16990.528473 + Penalty 356.148799 = -16634.379674 nChanged 75 SP:Iteration 2F (1493.096635 sec): 3 clusters Score: Raw -17092.702640 + Penalty 356.148799 = -16736.553841 nChanged 60 SP:Iteration 3F (1493.139845 sec): 3 clusters Score: Raw -17148.181885 + Penalty 356.148799 = -16792.033086 nChanged 30 SP:Iteration 4Q (1493.185532 sec): 3 clusters Score: Raw -17168.337708 + Penalty 356.148799 = -16812.188909 nChanged 15 SP:Iteration 5Q (1493.224559 sec): 3 clusters Score: Raw -17183.070480 + Penalty 356.148799 = -16826.921681 nChanged 13 SP:Iteration 6Q (1493.277621 sec): 3 clusters Score: Raw -17194.404516 + Penalty 356.148799 = -16838.255717 nChanged 10 SP:Iteration 7Q (1493.312059 sec): 3 clusters Score: Raw -17205.475617 + Penalty 356.148799 = -16849.326817 nChanged 9 SP:Iteration 8Q (1493.365873 sec): 3 clusters Score: Raw -17211.426332 + Penalty 356.148799 = -16855.277533 nChanged 7 SP:Iteration 9Q (1493.398439 sec): 3 clusters Score: Raw -17216.442728 + Penalty 356.148799 = -16860.293929 nChanged 4 SP:Iteration 10Q (1493.447865 sec): 3 clusters Score: Raw -17220.566140 + Penalty 356.148799 = -16864.417340 nChanged 8 SP:Iteration 11Q (1493.491397 sec): 3 clusters Score: Raw -17226.352207 + Penalty 356.148799 = -16870.203408 nChanged 4 SP:Iteration 12Q (1493.530652 sec): 3 clusters Score: Raw -17230.105957 + Penalty 356.148799 = -16873.957157 nChanged 2 SP:Iteration 13Q (1493.583959 sec): 3 clusters Score: Raw -17230.978490 + Penalty 356.148799 = -16874.829691 nChanged 0 SP:Iteration 14F (1493.631308 sec): 3 clusters Score: Raw -17230.978490 + Penalty 356.148799 = -16874.829691 nChanged 0 Trying to split cluster 15 (12948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1493.675824 sec): 2 clusters Score: Raw -381491.898531 + Penalty 260.389157 = -381231.509374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1493.727391 sec): 3 clusters Score: Raw -373105.066930 + Penalty 520.778314 = -372584.288617 nChanged 6203 SP:Iteration 1F (1493.781392 sec): 3 clusters Score: Raw -377283.489016 + Penalty 520.778314 = -376762.710702 nChanged 1109 SP:Iteration 2F (1493.835801 sec): 3 clusters Score: Raw -378190.210187 + Penalty 520.778314 = -377669.431873 nChanged 1226 SP:Iteration 3F (1493.900834 sec): 3 clusters Score: Raw -379347.552039 + Penalty 520.778314 = -378826.773725 nChanged 1034 SP:Iteration 4F (1493.956425 sec): 3 clusters Score: Raw -380364.409513 + Penalty 520.778314 = -379843.631199 nChanged 624 SP:Iteration 5Q (1494.005352 sec): 3 clusters Score: Raw -380962.317832 + Penalty 520.778314 = -380441.539518 nChanged 361 SP:Iteration 6Q (1494.068842 sec): 3 clusters Score: Raw -381296.685061 + Penalty 520.778314 = -380775.906747 nChanged 152 SP:Iteration 7Q (1494.124321 sec): 3 clusters Score: Raw -381423.886566 + Penalty 520.778314 = -380903.108252 nChanged 67 SP:Iteration 8Q (1494.167627 sec): 3 clusters Score: Raw -381486.958758 + Penalty 520.778314 = -380966.180444 nChanged 23 SP:Iteration 9Q (1494.220403 sec): 3 clusters Score: Raw -381514.934931 + Penalty 520.778314 = -380994.156617 nChanged 9 SP:Iteration 10Q (1494.276903 sec): 3 clusters Score: Raw -381530.140509 + Penalty 520.778314 = -381009.362195 nChanged 7 SP:Iteration 11Q (1494.342086 sec): 3 clusters Score: Raw -381544.711987 + Penalty 520.778314 = -381023.933673 nChanged 2 SP:Iteration 12Q (1494.397515 sec): 3 clusters Score: Raw -381548.755732 + Penalty 520.778314 = -381027.977418 nChanged 0 SP:Iteration 13F (1494.438971 sec): 3 clusters Score: Raw -381548.755732 + Penalty 520.778314 = -381027.977418 nChanged 0 Trying to split cluster 16 (42923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1494.494299 sec): 2 clusters Score: Raw -1335043.386738 + Penalty 293.346985 = -1334750.039753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1494.583766 sec): 3 clusters Score: Raw -1306459.355336 + Penalty 586.693970 = -1305872.661366 nChanged 20767 SP:Iteration 1F (1494.663525 sec): 3 clusters Score: Raw -1318866.850482 + Penalty 586.693970 = -1318280.156512 nChanged 1763 SP:Iteration 2Q (1494.746956 sec): 3 clusters Score: Raw -1319439.168389 + Penalty 586.693970 = -1318852.474419 nChanged 2033 SP:Iteration 3Q (1494.825343 sec): 3 clusters Score: Raw -1320256.801037 + Penalty 586.693970 = -1319670.107067 nChanged 2377 SP:Iteration 4F (1494.904664 sec): 3 clusters Score: Raw -1321530.047259 + Penalty 586.693970 = -1320943.353289 nChanged 2638 SP:Iteration 5F (1494.989108 sec): 3 clusters Score: Raw -1323249.963687 + Penalty 586.693970 = -1322663.269717 nChanged 2736 SP:Iteration 6F (1495.067209 sec): 3 clusters Score: Raw -1325210.130508 + Penalty 586.693970 = -1324623.436538 nChanged 2535 SP:Iteration 7F (1495.137412 sec): 3 clusters Score: Raw -1326828.084160 + Penalty 586.693970 = -1326241.390190 nChanged 1988 SP:Iteration 8Q (1495.222562 sec): 3 clusters Score: Raw -1327702.632094 + Penalty 586.693970 = -1327115.938124 nChanged 1236 SP:Iteration 9Q (1495.308304 sec): 3 clusters Score: Raw -1328046.001275 + Penalty 586.693970 = -1327459.307305 nChanged 688 SP:Iteration 10Q (1495.391137 sec): 3 clusters Score: Raw -1328154.688148 + Penalty 586.693970 = -1327567.994178 nChanged 399 SP:Iteration 11Q (1495.470318 sec): 3 clusters Score: Raw -1328200.033082 + Penalty 586.693970 = -1327613.339112 nChanged 295 SP:Iteration 12Q (1495.547659 sec): 3 clusters Score: Raw -1328230.254806 + Penalty 586.693970 = -1327643.560836 nChanged 251 SP:Iteration 13Q (1495.627579 sec): 3 clusters Score: Raw -1328257.295294 + Penalty 586.693970 = -1327670.601324 nChanged 263 SP:Iteration 14Q (1495.704935 sec): 3 clusters Score: Raw -1328287.492643 + Penalty 586.693970 = -1327700.798673 nChanged 259 SP:Iteration 15Q (1495.788858 sec): 3 clusters Score: Raw -1328314.247947 + Penalty 586.693970 = -1327727.553977 nChanged 250 SP:Iteration 16Q (1495.869614 sec): 3 clusters Score: Raw -1328337.154929 + Penalty 586.693970 = -1327750.460959 nChanged 202 SP:Iteration 17Q (1495.952753 sec): 3 clusters Score: Raw -1328355.236767 + Penalty 586.693970 = -1327768.542797 nChanged 187 SP:Iteration 18Q (1496.036314 sec): 3 clusters Score: Raw -1328371.491729 + Penalty 586.693970 = -1327784.797759 nChanged 191 SP:Iteration 19Q (1496.117427 sec): 3 clusters Score: Raw -1328388.711385 + Penalty 586.693970 = -1327802.017415 nChanged 192 SP:Iteration 20F (1496.198716 sec): 3 clusters Score: Raw -1328403.867391 + Penalty 586.693970 = -1327817.173420 nChanged 173 SP:Iteration 21Q (1496.284113 sec): 3 clusters Score: Raw -1328416.478111 + Penalty 586.693970 = -1327829.784141 nChanged 165 SP:Iteration 22Q (1496.380821 sec): 3 clusters Score: Raw -1328428.317365 + Penalty 586.693970 = -1327841.623395 nChanged 174 SP:Iteration 23Q (1496.456897 sec): 3 clusters Score: Raw -1328442.352417 + Penalty 586.693970 = -1327855.658447 nChanged 202 SP:Iteration 24Q (1496.550658 sec): 3 clusters Score: Raw -1328461.948514 + Penalty 586.693970 = -1327875.254544 nChanged 212 SP:Iteration 25Q (1496.634130 sec): 3 clusters Score: Raw -1328484.404697 + Penalty 586.693970 = -1327897.710727 nChanged 218 SP:Iteration 26Q (1496.706892 sec): 3 clusters Score: Raw -1328505.543294 + Penalty 586.693970 = -1327918.849324 nChanged 207 SP:Iteration 27Q (1496.790558 sec): 3 clusters Score: Raw -1328526.108822 + Penalty 586.693970 = -1327939.414852 nChanged 213 SP:Iteration 28Q (1496.873172 sec): 3 clusters Score: Raw -1328546.453090 + Penalty 586.693970 = -1327959.759120 nChanged 231 SP:Iteration 29Q (1496.951617 sec): 3 clusters Score: Raw -1328568.831660 + Penalty 586.693970 = -1327982.137690 nChanged 237 SP:Iteration 30Q (1497.040404 sec): 3 clusters Score: Raw -1328595.170451 + Penalty 586.693970 = -1328008.476481 nChanged 254 SP:Iteration 31Q (1497.126889 sec): 3 clusters Score: Raw -1328627.034910 + Penalty 586.693970 = -1328040.340940 nChanged 292 SP:Iteration 32Q (1497.205465 sec): 3 clusters Score: Raw -1328661.775712 + Penalty 586.693970 = -1328075.081742 nChanged 294 SP:Iteration 33Q (1497.299087 sec): 3 clusters Score: Raw -1328697.196189 + Penalty 586.693970 = -1328110.502219 nChanged 331 SP:Iteration 34Q (1497.392351 sec): 3 clusters Score: Raw -1328739.977799 + Penalty 586.693970 = -1328153.283829 nChanged 339 SP:Iteration 35Q (1497.470902 sec): 3 clusters Score: Raw -1328784.683760 + Penalty 586.693970 = -1328197.989790 nChanged 362 SP:Iteration 36Q (1497.564746 sec): 3 clusters Score: Raw -1328835.067839 + Penalty 586.693970 = -1328248.373869 nChanged 368 SP:Iteration 37Q (1497.637320 sec): 3 clusters Score: Raw -1328882.128086 + Penalty 586.693970 = -1328295.434116 nChanged 388 SP:Iteration 38Q (1497.721982 sec): 3 clusters Score: Raw -1328936.886026 + Penalty 586.693970 = -1328350.192056 nChanged 438 SP:Iteration 39Q (1497.790279 sec): 3 clusters Score: Raw -1329000.803555 + Penalty 586.693970 = -1328414.109585 nChanged 426 SP:Iteration 40F (1497.870104 sec): 3 clusters Score: Raw -1329065.961304 + Penalty 586.693970 = -1328479.267334 nChanged 491 SP:Iteration 41Q (1497.949436 sec): 3 clusters Score: Raw -1329152.872078 + Penalty 586.693970 = -1328566.178108 nChanged 533 SP:Iteration 42Q (1498.028728 sec): 3 clusters Score: Raw -1329256.602728 + Penalty 586.693970 = -1328669.908757 nChanged 599 SP:Iteration 43Q (1498.115726 sec): 3 clusters Score: Raw -1329381.145102 + Penalty 586.693970 = -1328794.451132 nChanged 617 SP:Iteration 44Q (1498.190764 sec): 3 clusters Score: Raw -1329524.465958 + Penalty 586.693970 = -1328937.771988 nChanged 684 SP:Iteration 45Q (1498.277176 sec): 3 clusters Score: Raw -1329696.267242 + Penalty 586.693970 = -1329109.573272 nChanged 702 SP:Iteration 46Q (1498.352213 sec): 3 clusters Score: Raw -1329880.766951 + Penalty 586.693970 = -1329294.072981 nChanged 706 SP:Iteration 47Q (1498.440201 sec): 3 clusters Score: Raw -1330078.683597 + Penalty 586.693970 = -1329491.989627 nChanged 764 SP:Iteration 48Q (1498.527128 sec): 3 clusters Score: Raw -1330314.814114 + Penalty 586.693970 = -1329728.120144 nChanged 792 SP:Iteration 49Q (1498.613776 sec): 3 clusters Score: Raw -1330580.880130 + Penalty 586.693970 = -1329994.186159 nChanged 779 SP:Iteration 50Q (1498.694959 sec): 3 clusters Score: Raw -1330855.525172 + Penalty 586.693970 = -1330268.831202 nChanged 824 SP:Iteration 51Q (1498.778175 sec): 3 clusters Score: Raw -1331163.517750 + Penalty 586.693970 = -1330576.823780 nChanged 801 SP:Iteration 52Q (1498.872320 sec): 3 clusters Score: Raw -1331476.752784 + Penalty 586.693970 = -1330890.058814 nChanged 796 SP:Iteration 53Q (1498.956379 sec): 3 clusters Score: Raw -1331813.869078 + Penalty 586.693970 = -1331227.175108 nChanged 791 SP:Iteration 54Q (1499.041940 sec): 3 clusters Score: Raw -1332191.267248 + Penalty 586.693970 = -1331604.573278 nChanged 798 SP:Iteration 55Q (1499.125043 sec): 3 clusters Score: Raw -1332592.099138 + Penalty 586.693970 = -1332005.405168 nChanged 710 SP:Iteration 56Q (1499.211194 sec): 3 clusters Score: Raw -1332946.136892 + Penalty 586.693970 = -1332359.442922 nChanged 625 SP:Iteration 57Q (1499.281326 sec): 3 clusters Score: Raw -1333246.415852 + Penalty 586.693970 = -1332659.721882 nChanged 583 SP:Iteration 58Q (1499.357522 sec): 3 clusters Score: Raw -1333534.743852 + Penalty 586.693970 = -1332948.049882 nChanged 504 SP:Iteration 59Q (1499.422073 sec): 3 clusters Score: Raw -1333802.635647 + Penalty 586.693970 = -1333215.941677 nChanged 462 SP:Iteration 60F (1499.500465 sec): 3 clusters Score: Raw -1334061.963311 + Penalty 586.693970 = -1333475.269341 nChanged 430 SP:Iteration 61Q (1499.576817 sec): 3 clusters Score: Raw -1334313.829299 + Penalty 586.693970 = -1333727.135329 nChanged 367 SP:Iteration 62Q (1499.634462 sec): 3 clusters Score: Raw -1334524.165359 + Penalty 586.693970 = -1333937.471389 nChanged 309 SP:Iteration 63Q (1499.719375 sec): 3 clusters Score: Raw -1334689.693677 + Penalty 586.693970 = -1334102.999707 nChanged 216 SP:Iteration 64Q (1499.799663 sec): 3 clusters Score: Raw -1334802.650148 + Penalty 586.693970 = -1334215.956178 nChanged 191 SP:Iteration 65Q (1499.881505 sec): 3 clusters Score: Raw -1334902.140054 + Penalty 586.693970 = -1334315.446084 nChanged 156 SP:Iteration 66Q (1499.961435 sec): 3 clusters Score: Raw -1334977.246037 + Penalty 586.693970 = -1334390.552067 nChanged 131 SP:Iteration 67Q (1500.050483 sec): 3 clusters Score: Raw -1335031.836094 + Penalty 586.693970 = -1334445.142124 nChanged 104 SP:Iteration 68Q (1500.132769 sec): 3 clusters Score: Raw -1335067.933460 + Penalty 586.693970 = -1334481.239490 nChanged 77 SP:Iteration 69Q (1500.202045 sec): 3 clusters Score: Raw -1335091.824473 + Penalty 586.693970 = -1334505.130503 nChanged 55 SP:Iteration 70Q (1500.288403 sec): 3 clusters Score: Raw -1335108.961403 + Penalty 586.693970 = -1334522.267433 nChanged 57 SP:Iteration 71Q (1500.367733 sec): 3 clusters Score: Raw -1335127.257140 + Penalty 586.693970 = -1334540.563170 nChanged 40 SP:Iteration 72Q (1500.450329 sec): 3 clusters Score: Raw -1335138.615914 + Penalty 586.693970 = -1334551.921944 nChanged 38 SP:Iteration 73Q (1500.534395 sec): 3 clusters Score: Raw -1335148.761569 + Penalty 586.693970 = -1334562.067599 nChanged 41 SP:Iteration 74Q (1500.599372 sec): 3 clusters Score: Raw -1335159.547704 + Penalty 586.693970 = -1334572.853734 nChanged 30 SP:Iteration 75Q (1500.678630 sec): 3 clusters Score: Raw -1335166.941347 + Penalty 586.693970 = -1334580.247377 nChanged 19 SP:Iteration 76Q (1500.746136 sec): 3 clusters Score: Raw -1335171.751268 + Penalty 586.693970 = -1334585.057298 nChanged 23 SP:Iteration 77Q (1500.815917 sec): 3 clusters Score: Raw -1335179.005731 + Penalty 586.693970 = -1334592.311761 nChanged 20 SP:Iteration 78Q (1500.903035 sec): 3 clusters Score: Raw -1335182.602436 + Penalty 586.693970 = -1334595.908465 nChanged 11 SP:Iteration 79Q (1500.976377 sec): 3 clusters Score: Raw -1335184.403948 + Penalty 586.693970 = -1334597.709978 nChanged 14 SP:Iteration 80F (1501.063267 sec): 3 clusters Score: Raw -1335186.440661 + Penalty 586.693970 = -1334599.746691 nChanged 10 SP:Iteration 81Q (1501.149909 sec): 3 clusters Score: Raw -1335187.547467 + Penalty 586.693970 = -1334600.853497 nChanged 8 SP:Iteration 82Q (1501.235939 sec): 3 clusters Score: Raw -1335188.455301 + Penalty 586.693970 = -1334601.761331 nChanged 6 SP:Iteration 83Q (1501.314949 sec): 3 clusters Score: Raw -1335189.588788 + Penalty 586.693970 = -1334602.894818 nChanged 6 SP:Iteration 84Q (1501.396792 sec): 3 clusters Score: Raw -1335190.208701 + Penalty 586.693970 = -1334603.514731 nChanged 3 SP:Iteration 85Q (1501.478458 sec): 3 clusters Score: Raw -1335190.623273 + Penalty 586.693970 = -1334603.929303 nChanged 0 SP:Iteration 86F (1501.566222 sec): 3 clusters Score: Raw -1335190.623273 + Penalty 586.693970 = -1334603.929303 nChanged 0 Trying to split cluster 17 (5149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1501.598195 sec): 2 clusters Score: Raw -119776.612363 + Penalty 235.030340 = -119541.582023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1501.647652 sec): 3 clusters Score: Raw -116557.232358 + Penalty 470.060679 = -116087.171679 nChanged 2422 SP:Iteration 1F (1501.697553 sec): 3 clusters Score: Raw -118010.963883 + Penalty 470.060679 = -117540.903204 nChanged 372 SP:Iteration 2F (1501.744728 sec): 3 clusters Score: Raw -118202.572884 + Penalty 470.060679 = -117732.512205 nChanged 378 SP:Iteration 3F (1501.795028 sec): 3 clusters Score: Raw -118448.809009 + Penalty 470.060679 = -117978.748330 nChanged 386 SP:Iteration 4F (1501.831131 sec): 3 clusters Score: Raw -118734.501387 + Penalty 470.060679 = -118264.440708 nChanged 365 SP:Iteration 5F (1501.892843 sec): 3 clusters Score: Raw -119040.234297 + Penalty 470.060679 = -118570.173618 nChanged 321 SP:Iteration 6F (1501.942373 sec): 3 clusters Score: Raw -119325.711451 + Penalty 470.060679 = -118855.650772 nChanged 224 SP:Iteration 7Q (1501.993977 sec): 3 clusters Score: Raw -119538.948947 + Penalty 470.060679 = -119068.888268 nChanged 136 SP:Iteration 8Q (1502.039113 sec): 3 clusters Score: Raw -119666.778032 + Penalty 470.060679 = -119196.717353 nChanged 85 SP:Iteration 9Q (1502.089607 sec): 3 clusters Score: Raw -119737.168543 + Penalty 470.060679 = -119267.107864 nChanged 50 SP:Iteration 10Q (1502.137724 sec): 3 clusters Score: Raw -119785.241611 + Penalty 470.060679 = -119315.180932 nChanged 39 SP:Iteration 11Q (1502.185628 sec): 3 clusters Score: Raw -119824.005816 + Penalty 470.060679 = -119353.945137 nChanged 39 SP:Iteration 12Q (1502.232482 sec): 3 clusters Score: Raw -119863.288957 + Penalty 470.060679 = -119393.228278 nChanged 26 SP:Iteration 13Q (1502.278173 sec): 3 clusters Score: Raw -119890.067237 + Penalty 470.060679 = -119420.006558 nChanged 32 SP:Iteration 14Q (1502.325556 sec): 3 clusters Score: Raw -119915.896013 + Penalty 470.060679 = -119445.835334 nChanged 39 SP:Iteration 15Q (1502.365784 sec): 3 clusters Score: Raw -119957.293749 + Penalty 470.060679 = -119487.233070 nChanged 39 SP:Iteration 16Q (1502.408259 sec): 3 clusters Score: Raw -119994.110397 + Penalty 470.060679 = -119524.049718 nChanged 24 SP:Iteration 17Q (1502.457509 sec): 3 clusters Score: Raw -120020.922336 + Penalty 470.060679 = -119550.861657 nChanged 20 SP:Iteration 18Q (1502.516159 sec): 3 clusters Score: Raw -120036.345662 + Penalty 470.060679 = -119566.284983 nChanged 11 SP:Iteration 19Q (1502.561332 sec): 3 clusters Score: Raw -120042.298383 + Penalty 470.060679 = -119572.237704 nChanged 11 SP:Iteration 20F (1502.608805 sec): 3 clusters Score: Raw -120049.238873 + Penalty 470.060679 = -119579.178194 nChanged 10 SP:Iteration 21Q (1502.652388 sec): 3 clusters Score: Raw -120053.086278 + Penalty 470.060679 = -119583.025599 nChanged 4 SP:Iteration 22Q (1502.698492 sec): 3 clusters Score: Raw -120054.181234 + Penalty 470.060679 = -119584.120555 nChanged 3 SP:Iteration 23Q (1502.746558 sec): 3 clusters Score: Raw -120055.330893 + Penalty 470.060679 = -119585.270214 nChanged 4 SP:Iteration 24Q (1502.783222 sec): 3 clusters Score: Raw -120057.292676 + Penalty 470.060679 = -119587.231997 nChanged 3 SP:Iteration 25Q (1502.838594 sec): 3 clusters Score: Raw -120058.819981 + Penalty 470.060679 = -119588.759302 nChanged 1 SP:Iteration 26Q (1502.882338 sec): 3 clusters Score: Raw -120059.597079 + Penalty 470.060679 = -119589.536400 nChanged 2 SP:Iteration 27Q (1502.934835 sec): 3 clusters Score: Raw -120060.023046 + Penalty 470.060679 = -119589.962367 nChanged 1 SP:Iteration 28Q (1502.981640 sec): 3 clusters Score: Raw -120060.725142 + Penalty 470.060679 = -119590.664463 nChanged 2 SP:Iteration 29Q (1503.021978 sec): 3 clusters Score: Raw -120061.019832 + Penalty 470.060679 = -119590.959153 nChanged 0 SP:Iteration 30F (1503.078992 sec): 3 clusters Score: Raw -120061.019832 + Penalty 470.060679 = -119590.959153 nChanged 0 Score: Raw -7172953.470925 + Penalty 10327.274233 = -7162626.196692 Splitting cluster 17 changes total score from -7162684.338238 to -7162626.196692 So it's not getting split. Trying to split cluster 18 (16064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1505.912894 sec): 2 clusters Score: Raw -501193.037913 + Penalty 266.319241 = -500926.718672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1505.967915 sec): 3 clusters Score: Raw -490745.569861 + Penalty 532.638481 = -490212.931380 nChanged 7656 SP:Iteration 1F (1506.013585 sec): 3 clusters Score: Raw -495389.151751 + Penalty 532.638481 = -494856.513270 nChanged 1125 SP:Iteration 2F (1506.082776 sec): 3 clusters Score: Raw -496089.959730 + Penalty 532.638481 = -495557.321248 nChanged 1223 SP:Iteration 3F (1506.133331 sec): 3 clusters Score: Raw -497022.177529 + Penalty 532.638481 = -496489.539048 nChanged 1193 SP:Iteration 4F (1506.197798 sec): 3 clusters Score: Raw -497988.702021 + Penalty 532.638481 = -497456.063540 nChanged 941 SP:Iteration 5F (1506.254670 sec): 3 clusters Score: Raw -498658.152282 + Penalty 532.638481 = -498125.513801 nChanged 688 SP:Iteration 6Q (1506.314851 sec): 3 clusters Score: Raw -499052.153175 + Penalty 532.638481 = -498519.514694 nChanged 533 SP:Iteration 7Q (1506.364042 sec): 3 clusters Score: Raw -499318.232644 + Penalty 532.638481 = -498785.594163 nChanged 435 SP:Iteration 8Q (1506.422112 sec): 3 clusters Score: Raw -499540.675376 + Penalty 532.638481 = -499008.036895 nChanged 442 SP:Iteration 9Q (1506.480138 sec): 3 clusters Score: Raw -499787.222737 + Penalty 532.638481 = -499254.584256 nChanged 389 SP:Iteration 10Q (1506.548403 sec): 3 clusters Score: Raw -500002.958975 + Penalty 532.638481 = -499470.320494 nChanged 346 SP:Iteration 11Q (1506.600701 sec): 3 clusters Score: Raw -500195.429960 + Penalty 532.638481 = -499662.791479 nChanged 298 SP:Iteration 12Q (1506.671523 sec): 3 clusters Score: Raw -500376.348304 + Penalty 532.638481 = -499843.709823 nChanged 287 SP:Iteration 13Q (1506.724442 sec): 3 clusters Score: Raw -500572.140440 + Penalty 532.638481 = -500039.501959 nChanged 247 SP:Iteration 14Q (1506.792906 sec): 3 clusters Score: Raw -500739.200810 + Penalty 532.638481 = -500206.562329 nChanged 195 SP:Iteration 15Q (1506.848851 sec): 3 clusters Score: Raw -500870.413316 + Penalty 532.638481 = -500337.774835 nChanged 148 SP:Iteration 16Q (1506.908665 sec): 3 clusters Score: Raw -500980.666101 + Penalty 532.638481 = -500448.027619 nChanged 111 SP:Iteration 17Q (1506.961344 sec): 3 clusters Score: Raw -501061.130749 + Penalty 532.638481 = -500528.492268 nChanged 88 SP:Iteration 18Q (1507.023889 sec): 3 clusters Score: Raw -501115.795443 + Penalty 532.638481 = -500583.156961 nChanged 52 SP:Iteration 19Q (1507.076681 sec): 3 clusters Score: Raw -501139.624558 + Penalty 532.638481 = -500606.986077 nChanged 43 SP:Iteration 20F (1507.135339 sec): 3 clusters Score: Raw -501161.399369 + Penalty 532.638481 = -500628.760888 nChanged 46 SP:Iteration 21Q (1507.183785 sec): 3 clusters Score: Raw -501184.329510 + Penalty 532.638481 = -500651.691029 nChanged 35 SP:Iteration 22Q (1507.249808 sec): 3 clusters Score: Raw -501203.629962 + Penalty 532.638481 = -500670.991481 nChanged 23 SP:Iteration 23Q (1507.296692 sec): 3 clusters Score: Raw -501221.576999 + Penalty 532.638481 = -500688.938517 nChanged 16 SP:Iteration 24Q (1507.356136 sec): 3 clusters Score: Raw -501236.719390 + Penalty 532.638481 = -500704.080909 nChanged 9 SP:Iteration 25Q (1507.422556 sec): 3 clusters Score: Raw -501243.219803 + Penalty 532.638481 = -500710.581322 nChanged 9 SP:Iteration 26Q (1507.483811 sec): 3 clusters Score: Raw -501248.598343 + Penalty 532.638481 = -500715.959862 nChanged 7 SP:Iteration 27Q (1507.536810 sec): 3 clusters Score: Raw -501254.514620 + Penalty 532.638481 = -500721.876139 nChanged 5 SP:Iteration 28Q (1507.588823 sec): 3 clusters Score: Raw -501257.749905 + Penalty 532.638481 = -500725.111424 nChanged 6 SP:Iteration 29Q (1507.647609 sec): 3 clusters Score: Raw -501260.569720 + Penalty 532.638481 = -500727.931238 nChanged 6 SP:Iteration 30Q (1507.699056 sec): 3 clusters Score: Raw -501264.854029 + Penalty 532.638481 = -500732.215548 nChanged 5 SP:Iteration 31Q (1507.761695 sec): 3 clusters Score: Raw -501267.777845 + Penalty 532.638481 = -500735.139364 nChanged 3 SP:Iteration 32Q (1507.825458 sec): 3 clusters Score: Raw -501268.826976 + Penalty 532.638481 = -500736.188495 nChanged 0 SP:Iteration 33F (1507.876006 sec): 3 clusters Score: Raw -501268.826976 + Penalty 532.638481 = -500736.188495 nChanged 0 Trying to split cluster 19 (736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1507.908919 sec): 2 clusters Score: Raw -13601.232810 + Penalty 181.533828 = -13419.698982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1507.955334 sec): 3 clusters Score: Raw -13240.195246 + Penalty 363.067657 = -12877.127589 nChanged 300 SP:Iteration 1F (1508.002234 sec): 3 clusters Score: Raw -13459.918440 + Penalty 363.067657 = -13096.850783 nChanged 64 SP:Iteration 2F (1508.046308 sec): 3 clusters Score: Raw -13509.713852 + Penalty 363.067657 = -13146.646195 nChanged 31 SP:Iteration 3Q (1508.100276 sec): 3 clusters Score: Raw -13535.170836 + Penalty 363.067657 = -13172.103179 nChanged 31 SP:Iteration 4Q (1508.137546 sec): 3 clusters Score: Raw -13560.058397 + Penalty 363.067657 = -13196.990741 nChanged 26 SP:Iteration 5Q (1508.187800 sec): 3 clusters Score: Raw -13576.889330 + Penalty 363.067657 = -13213.821673 nChanged 16 SP:Iteration 6Q (1508.240161 sec): 3 clusters Score: Raw -13586.513820 + Penalty 363.067657 = -13223.446163 nChanged 17 SP:Iteration 7Q (1508.286498 sec): 3 clusters Score: Raw -13601.117734 + Penalty 363.067657 = -13238.050078 nChanged 18 SP:Iteration 8Q (1508.338632 sec): 3 clusters Score: Raw -13612.779541 + Penalty 363.067657 = -13249.711884 nChanged 8 SP:Iteration 9Q (1508.383939 sec): 3 clusters Score: Raw -13616.398103 + Penalty 363.067657 = -13253.330446 nChanged 3 SP:Iteration 10Q (1508.433434 sec): 3 clusters Score: Raw -13618.610806 + Penalty 363.067657 = -13255.543149 nChanged 4 SP:Iteration 11Q (1508.492188 sec): 3 clusters Score: Raw -13622.923148 + Penalty 363.067657 = -13259.855492 nChanged 4 SP:Iteration 12Q (1508.540711 sec): 3 clusters Score: Raw -13625.139925 + Penalty 363.067657 = -13262.072268 nChanged 2 SP:Iteration 13Q (1508.589588 sec): 3 clusters Score: Raw -13625.667993 + Penalty 363.067657 = -13262.600337 nChanged 0 SP:Iteration 14F (1508.631078 sec): 3 clusters Score: Raw -13625.667993 + Penalty 363.067657 = -13262.600337 nChanged 0 Trying to split cluster 20 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1508.648919 sec): 2 clusters Score: Raw -16062.717841 + Penalty 174.311337 = -15888.406503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1508.695909 sec): 3 clusters Score: Raw -15770.481497 + Penalty 348.622674 = -15421.858822 nChanged 229 SP:Iteration 1F (1508.744571 sec): 3 clusters Score: Raw -15921.602145 + Penalty 348.622674 = -15572.979470 nChanged 39 SP:Iteration 2F (1508.802610 sec): 3 clusters Score: Raw -15953.458865 + Penalty 348.622674 = -15604.836191 nChanged 33 SP:Iteration 3F (1508.847043 sec): 3 clusters Score: Raw -15977.409008 + Penalty 348.622674 = -15628.786334 nChanged 17 SP:Iteration 4Q (1508.900154 sec): 3 clusters Score: Raw -15989.174689 + Penalty 348.622674 = -15640.552015 nChanged 19 SP:Iteration 5Q (1508.945729 sec): 3 clusters Score: Raw -16010.394002 + Penalty 348.622674 = -15661.771328 nChanged 19 SP:Iteration 6Q (1508.985122 sec): 3 clusters Score: Raw -16021.068225 + Penalty 348.622674 = -15672.445551 nChanged 14 SP:Iteration 7Q (1509.041421 sec): 3 clusters Score: Raw -16030.444058 + Penalty 348.622674 = -15681.821384 nChanged 12 SP:Iteration 8Q (1509.077350 sec): 3 clusters Score: Raw -16042.152435 + Penalty 348.622674 = -15693.529761 nChanged 16 SP:Iteration 9Q (1509.127822 sec): 3 clusters Score: Raw -16054.675879 + Penalty 348.622674 = -15706.053205 nChanged 10 SP:Iteration 10Q (1509.167578 sec): 3 clusters Score: Raw -16061.461163 + Penalty 348.622674 = -15712.838489 nChanged 8 SP:Iteration 11Q (1509.221431 sec): 3 clusters Score: Raw -16066.741275 + Penalty 348.622674 = -15718.118601 nChanged 8 SP:Iteration 12Q (1509.264015 sec): 3 clusters Score: Raw -16076.604021 + Penalty 348.622674 = -15727.981347 nChanged 7 SP:Iteration 13Q (1509.311595 sec): 3 clusters Score: Raw -16082.991807 + Penalty 348.622674 = -15734.369133 nChanged 3 SP:Iteration 14Q (1509.357024 sec): 3 clusters Score: Raw -16084.598936 + Penalty 348.622674 = -15735.976261 nChanged 1 SP:Iteration 15Q (1509.398626 sec): 3 clusters Score: Raw -16084.912975 + Penalty 348.622674 = -15736.290301 nChanged 1 SP:Iteration 16Q (1509.452497 sec): 3 clusters Score: Raw -16085.221035 + Penalty 348.622674 = -15736.598360 nChanged 0 SP:Iteration 17F (1509.488394 sec): 3 clusters Score: Raw -16085.221035 + Penalty 348.622674 = -15736.598360 nChanged 0 Trying to split cluster 21 (41959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1509.553568 sec): 2 clusters Score: Raw -1187819.299266 + Penalty 292.722326 = -1187526.576939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1509.634593 sec): 3 clusters Score: Raw -1159896.953113 + Penalty 585.444653 = -1159311.508461 nChanged 20326 SP:Iteration 1F (1509.714612 sec): 3 clusters Score: Raw -1173510.360349 + Penalty 585.444653 = -1172924.915696 nChanged 3052 SP:Iteration 2F (1509.793501 sec): 3 clusters Score: Raw -1175572.996551 + Penalty 585.444653 = -1174987.551898 nChanged 3124 SP:Iteration 3F (1509.865238 sec): 3 clusters Score: Raw -1177843.923530 + Penalty 585.444653 = -1177258.478878 nChanged 2942 SP:Iteration 4F (1509.954846 sec): 3 clusters Score: Raw -1179974.231229 + Penalty 585.444653 = -1179388.786577 nChanged 2417 SP:Iteration 5F (1510.035200 sec): 3 clusters Score: Raw -1181843.493947 + Penalty 585.444653 = -1181258.049295 nChanged 2133 SP:Iteration 6F (1510.109842 sec): 3 clusters Score: Raw -1183842.303513 + Penalty 585.444653 = -1183256.858860 nChanged 2008 SP:Iteration 7Q (1510.192872 sec): 3 clusters Score: Raw -1185959.253884 + Penalty 585.444653 = -1185373.809232 nChanged 1765 SP:Iteration 8Q (1510.269046 sec): 3 clusters Score: Raw -1187685.816064 + Penalty 585.444653 = -1187100.371412 nChanged 1253 SP:Iteration 9Q (1510.351474 sec): 3 clusters Score: Raw -1188595.305001 + Penalty 585.444653 = -1188009.860348 nChanged 770 SP:Iteration 10Q (1510.423510 sec): 3 clusters Score: Raw -1188965.322693 + Penalty 585.444653 = -1188379.878041 nChanged 551 SP:Iteration 11Q (1510.507432 sec): 3 clusters Score: Raw -1189151.631626 + Penalty 585.444653 = -1188566.186974 nChanged 415 SP:Iteration 12Q (1510.583769 sec): 3 clusters Score: Raw -1189262.988465 + Penalty 585.444653 = -1188677.543812 nChanged 311 SP:Iteration 13Q (1510.660783 sec): 3 clusters Score: Raw -1189325.450801 + Penalty 585.444653 = -1188740.006148 nChanged 241 SP:Iteration 14Q (1510.736376 sec): 3 clusters Score: Raw -1189360.623828 + Penalty 585.444653 = -1188775.179176 nChanged 171 SP:Iteration 15Q (1510.810036 sec): 3 clusters Score: Raw -1189382.492205 + Penalty 585.444653 = -1188797.047552 nChanged 145 SP:Iteration 16Q (1510.888110 sec): 3 clusters Score: Raw -1189400.384408 + Penalty 585.444653 = -1188814.939755 nChanged 140 SP:Iteration 17Q (1510.962673 sec): 3 clusters Score: Raw -1189414.980845 + Penalty 585.444653 = -1188829.536193 nChanged 125 SP:Iteration 18Q (1511.049226 sec): 3 clusters Score: Raw -1189425.564386 + Penalty 585.444653 = -1188840.119733 nChanged 108 SP:Iteration 19Q (1511.129683 sec): 3 clusters Score: Raw -1189434.445588 + Penalty 585.444653 = -1188849.000935 nChanged 99 SP:Iteration 20F (1511.208681 sec): 3 clusters Score: Raw -1189442.074790 + Penalty 585.444653 = -1188856.630138 nChanged 103 SP:Iteration 21Q (1511.285016 sec): 3 clusters Score: Raw -1189449.295673 + Penalty 585.444653 = -1188863.851020 nChanged 95 SP:Iteration 22Q (1511.361030 sec): 3 clusters Score: Raw -1189456.243481 + Penalty 585.444653 = -1188870.798828 nChanged 105 SP:Iteration 23Q (1511.431929 sec): 3 clusters Score: Raw -1189463.693047 + Penalty 585.444653 = -1188878.248394 nChanged 98 SP:Iteration 24Q (1511.523649 sec): 3 clusters Score: Raw -1189470.316989 + Penalty 585.444653 = -1188884.872336 nChanged 100 SP:Iteration 25Q (1511.599731 sec): 3 clusters Score: Raw -1189476.759085 + Penalty 585.444653 = -1188891.314432 nChanged 85 SP:Iteration 26Q (1511.679587 sec): 3 clusters Score: Raw -1189482.558140 + Penalty 585.444653 = -1188897.113487 nChanged 95 SP:Iteration 27Q (1511.759145 sec): 3 clusters Score: Raw -1189489.686461 + Penalty 585.444653 = -1188904.241808 nChanged 87 SP:Iteration 28Q (1511.825719 sec): 3 clusters Score: Raw -1189495.072408 + Penalty 585.444653 = -1188909.627756 nChanged 72 SP:Iteration 29Q (1511.910156 sec): 3 clusters Score: Raw -1189499.803269 + Penalty 585.444653 = -1188914.358616 nChanged 77 SP:Iteration 30Q (1511.986519 sec): 3 clusters Score: Raw -1189505.429429 + Penalty 585.444653 = -1188919.984776 nChanged 90 SP:Iteration 31Q (1512.065748 sec): 3 clusters Score: Raw -1189511.516714 + Penalty 585.444653 = -1188926.072062 nChanged 79 SP:Iteration 32Q (1512.139981 sec): 3 clusters Score: Raw -1189517.520726 + Penalty 585.444653 = -1188932.076073 nChanged 80 SP:Iteration 33Q (1512.219482 sec): 3 clusters Score: Raw -1189523.401379 + Penalty 585.444653 = -1188937.956726 nChanged 83 SP:Iteration 34Q (1512.289245 sec): 3 clusters Score: Raw -1189529.058092 + Penalty 585.444653 = -1188943.613439 nChanged 74 SP:Iteration 35Q (1512.371151 sec): 3 clusters Score: Raw -1189532.861426 + Penalty 585.444653 = -1188947.416774 nChanged 50 SP:Iteration 36Q (1512.452950 sec): 3 clusters Score: Raw -1189534.856786 + Penalty 585.444653 = -1188949.412133 nChanged 52 SP:Iteration 37Q (1512.518730 sec): 3 clusters Score: Raw -1189537.314652 + Penalty 585.444653 = -1188951.869999 nChanged 50 SP:Iteration 38Q (1512.602078 sec): 3 clusters Score: Raw -1189539.975673 + Penalty 585.444653 = -1188954.531020 nChanged 55 SP:Iteration 39Q (1512.679276 sec): 3 clusters Score: Raw -1189543.345688 + Penalty 585.444653 = -1188957.901036 nChanged 67 SP:Iteration 40F (1512.762588 sec): 3 clusters Score: Raw -1189547.347683 + Penalty 585.444653 = -1188961.903031 nChanged 71 SP:Iteration 41Q (1512.845661 sec): 3 clusters Score: Raw -1189551.782575 + Penalty 585.444653 = -1188966.337923 nChanged 51 SP:Iteration 42Q (1512.921266 sec): 3 clusters Score: Raw -1189554.428581 + Penalty 585.444653 = -1188968.983928 nChanged 48 SP:Iteration 43Q (1513.004987 sec): 3 clusters Score: Raw -1189557.871092 + Penalty 585.444653 = -1188972.426439 nChanged 57 SP:Iteration 44Q (1513.083321 sec): 3 clusters Score: Raw -1189561.943837 + Penalty 585.444653 = -1188976.499184 nChanged 58 SP:Iteration 45Q (1513.165783 sec): 3 clusters Score: Raw -1189565.679103 + Penalty 585.444653 = -1188980.234450 nChanged 64 SP:Iteration 46Q (1513.239278 sec): 3 clusters Score: Raw -1189569.939694 + Penalty 585.444653 = -1188984.495041 nChanged 64 SP:Iteration 47Q (1513.310878 sec): 3 clusters Score: Raw -1189574.517384 + Penalty 585.444653 = -1188989.072731 nChanged 60 SP:Iteration 48Q (1513.396017 sec): 3 clusters Score: Raw -1189579.241600 + Penalty 585.444653 = -1188993.796947 nChanged 77 SP:Iteration 49Q (1513.473649 sec): 3 clusters Score: Raw -1189585.502958 + Penalty 585.444653 = -1189000.058305 nChanged 79 SP:Iteration 50Q (1513.552997 sec): 3 clusters Score: Raw -1189591.889835 + Penalty 585.444653 = -1189006.445183 nChanged 99 SP:Iteration 51Q (1513.631171 sec): 3 clusters Score: Raw -1189601.020006 + Penalty 585.444653 = -1189015.575353 nChanged 96 SP:Iteration 52Q (1513.708492 sec): 3 clusters Score: Raw -1189610.802539 + Penalty 585.444653 = -1189025.357887 nChanged 104 SP:Iteration 53Q (1513.791578 sec): 3 clusters Score: Raw -1189620.818002 + Penalty 585.444653 = -1189035.373350 nChanged 104 SP:Iteration 54Q (1513.867275 sec): 3 clusters Score: Raw -1189630.519688 + Penalty 585.444653 = -1189045.075035 nChanged 90 SP:Iteration 55Q (1513.944304 sec): 3 clusters Score: Raw -1189637.672907 + Penalty 585.444653 = -1189052.228254 nChanged 85 SP:Iteration 56Q (1514.027953 sec): 3 clusters Score: Raw -1189644.336875 + Penalty 585.444653 = -1189058.892222 nChanged 71 SP:Iteration 57Q (1514.102333 sec): 3 clusters Score: Raw -1189650.780577 + Penalty 585.444653 = -1189065.335924 nChanged 68 SP:Iteration 58Q (1514.176437 sec): 3 clusters Score: Raw -1189656.595216 + Penalty 585.444653 = -1189071.150564 nChanged 68 SP:Iteration 59Q (1514.247164 sec): 3 clusters Score: Raw -1189662.581182 + Penalty 585.444653 = -1189077.136529 nChanged 78 SP:Iteration 60F (1514.335165 sec): 3 clusters Score: Raw -1189668.659107 + Penalty 585.444653 = -1189083.214454 nChanged 69 SP:Iteration 61Q (1514.423127 sec): 3 clusters Score: Raw -1189673.563899 + Penalty 585.444653 = -1189088.119246 nChanged 55 SP:Iteration 62Q (1514.502528 sec): 3 clusters Score: Raw -1189676.682690 + Penalty 585.444653 = -1189091.238037 nChanged 54 SP:Iteration 63Q (1514.588080 sec): 3 clusters Score: Raw -1189680.267210 + Penalty 585.444653 = -1189094.822558 nChanged 60 SP:Iteration 64Q (1514.676246 sec): 3 clusters Score: Raw -1189684.330971 + Penalty 585.444653 = -1189098.886319 nChanged 65 SP:Iteration 65Q (1514.755423 sec): 3 clusters Score: Raw -1189688.734447 + Penalty 585.444653 = -1189103.289795 nChanged 59 SP:Iteration 66Q (1514.839898 sec): 3 clusters Score: Raw -1189692.168465 + Penalty 585.444653 = -1189106.723812 nChanged 49 SP:Iteration 67Q (1514.917070 sec): 3 clusters Score: Raw -1189694.653690 + Penalty 585.444653 = -1189109.209037 nChanged 49 SP:Iteration 68Q (1514.996493 sec): 3 clusters Score: Raw -1189697.531996 + Penalty 585.444653 = -1189112.087344 nChanged 53 SP:Iteration 69Q (1515.074848 sec): 3 clusters Score: Raw -1189700.839096 + Penalty 585.444653 = -1189115.394443 nChanged 51 SP:Iteration 70Q (1515.153441 sec): 3 clusters Score: Raw -1189703.228635 + Penalty 585.444653 = -1189117.783982 nChanged 46 SP:Iteration 71Q (1515.235648 sec): 3 clusters Score: Raw -1189705.542256 + Penalty 585.444653 = -1189120.097604 nChanged 41 SP:Iteration 72Q (1515.318294 sec): 3 clusters Score: Raw -1189707.460581 + Penalty 585.444653 = -1189122.015929 nChanged 46 SP:Iteration 73Q (1515.406298 sec): 3 clusters Score: Raw -1189709.921261 + Penalty 585.444653 = -1189124.476608 nChanged 44 SP:Iteration 74Q (1515.484374 sec): 3 clusters Score: Raw -1189712.500147 + Penalty 585.444653 = -1189127.055494 nChanged 47 SP:Iteration 75Q (1515.565862 sec): 3 clusters Score: Raw -1189715.285856 + Penalty 585.444653 = -1189129.841203 nChanged 45 SP:Iteration 76Q (1515.631109 sec): 3 clusters Score: Raw -1189718.646952 + Penalty 585.444653 = -1189133.202299 nChanged 45 SP:Iteration 77Q (1515.706407 sec): 3 clusters Score: Raw -1189721.882580 + Penalty 585.444653 = -1189136.437927 nChanged 44 SP:Iteration 78Q (1515.780038 sec): 3 clusters Score: Raw -1189724.804098 + Penalty 585.444653 = -1189139.359445 nChanged 40 SP:Iteration 79Q (1515.863178 sec): 3 clusters Score: Raw -1189727.573056 + Penalty 585.444653 = -1189142.128403 nChanged 46 SP:Iteration 80F (1515.942747 sec): 3 clusters Score: Raw -1189730.293780 + Penalty 585.444653 = -1189144.849127 nChanged 50 SP:Iteration 81Q (1516.013308 sec): 3 clusters Score: Raw -1189733.062911 + Penalty 585.444653 = -1189147.618258 nChanged 37 SP:Iteration 82Q (1516.100157 sec): 3 clusters Score: Raw -1189734.896358 + Penalty 585.444653 = -1189149.451706 nChanged 30 SP:Iteration 83Q (1516.201207 sec): 3 clusters Score: Raw -1189736.149565 + Penalty 585.444653 = -1189150.704912 nChanged 35 SP:Iteration 84Q (1516.274092 sec): 3 clusters Score: Raw -1189737.474464 + Penalty 585.444653 = -1189152.029811 nChanged 22 SP:Iteration 85Q (1516.355892 sec): 3 clusters Score: Raw -1189738.131458 + Penalty 585.444653 = -1189152.686805 nChanged 18 SP:Iteration 86Q (1516.440262 sec): 3 clusters Score: Raw -1189738.889426 + Penalty 585.444653 = -1189153.444773 nChanged 21 SP:Iteration 87Q (1516.522413 sec): 3 clusters Score: Raw -1189739.777579 + Penalty 585.444653 = -1189154.332926 nChanged 26 SP:Iteration 88Q (1516.601747 sec): 3 clusters Score: Raw -1189740.863387 + Penalty 585.444653 = -1189155.418735 nChanged 24 SP:Iteration 89Q (1516.687108 sec): 3 clusters Score: Raw -1189741.596157 + Penalty 585.444653 = -1189156.151505 nChanged 21 SP:Iteration 90Q (1516.757246 sec): 3 clusters Score: Raw -1189742.412547 + Penalty 585.444653 = -1189156.967894 nChanged 20 SP:Iteration 91Q (1516.852182 sec): 3 clusters Score: Raw -1189743.189469 + Penalty 585.444653 = -1189157.744816 nChanged 25 SP:Iteration 92Q (1516.931043 sec): 3 clusters Score: Raw -1189744.464109 + Penalty 585.444653 = -1189159.019457 nChanged 22 SP:Iteration 93Q (1517.006475 sec): 3 clusters Score: Raw -1189745.289104 + Penalty 585.444653 = -1189159.844452 nChanged 23 SP:Iteration 94Q (1517.086833 sec): 3 clusters Score: Raw -1189746.167323 + Penalty 585.444653 = -1189160.722670 nChanged 32 SP:Iteration 95Q (1517.158083 sec): 3 clusters Score: Raw -1189747.527675 + Penalty 585.444653 = -1189162.083022 nChanged 30 SP:Iteration 96Q (1517.235957 sec): 3 clusters Score: Raw -1189748.789315 + Penalty 585.444653 = -1189163.344663 nChanged 26 SP:Iteration 97Q (1517.310145 sec): 3 clusters Score: Raw -1189749.865873 + Penalty 585.444653 = -1189164.421220 nChanged 26 SP:Iteration 98Q (1517.385703 sec): 3 clusters Score: Raw -1189750.856007 + Penalty 585.444653 = -1189165.411354 nChanged 21 SP:Iteration 99Q (1517.464270 sec): 3 clusters Score: Raw -1189751.502643 + Penalty 585.444653 = -1189166.057990 nChanged 22 SP:Iteration 100F (1517.545349 sec): 3 clusters Score: Raw -1189752.099368 + Penalty 585.444653 = -1189166.654715 nChanged 13 SP:Iteration 101Q (1517.626137 sec): 3 clusters Score: Raw -1189752.403418 + Penalty 585.444653 = -1189166.958766 nChanged 17 SP:Iteration 102Q (1517.700112 sec): 3 clusters Score: Raw -1189752.929265 + Penalty 585.444653 = -1189167.484612 nChanged 16 SP:Iteration 103Q (1517.780510 sec): 3 clusters Score: Raw -1189753.377559 + Penalty 585.444653 = -1189167.932906 nChanged 15 SP:Iteration 104Q (1517.859647 sec): 3 clusters Score: Raw -1189753.920740 + Penalty 585.444653 = -1189168.476087 nChanged 26 SP:Iteration 105Q (1517.937204 sec): 3 clusters Score: Raw -1189754.868335 + Penalty 585.444653 = -1189169.423682 nChanged 23 SP:Iteration 106Q (1518.013544 sec): 3 clusters Score: Raw -1189755.594876 + Penalty 585.444653 = -1189170.150223 nChanged 20 SP:Iteration 107Q (1518.089334 sec): 3 clusters Score: Raw -1189756.058729 + Penalty 585.444653 = -1189170.614077 nChanged 17 SP:Iteration 108Q (1518.160784 sec): 3 clusters Score: Raw -1189756.474383 + Penalty 585.444653 = -1189171.029731 nChanged 12 SP:Iteration 109Q (1518.234542 sec): 3 clusters Score: Raw -1189756.764267 + Penalty 585.444653 = -1189171.319614 nChanged 14 SP:Iteration 110Q (1518.309547 sec): 3 clusters Score: Raw -1189757.188547 + Penalty 585.444653 = -1189171.743894 nChanged 11 SP:Iteration 111Q (1518.385406 sec): 3 clusters Score: Raw -1189757.505817 + Penalty 585.444653 = -1189172.061165 nChanged 6 SP:Iteration 112Q (1518.460457 sec): 3 clusters Score: Raw -1189757.603322 + Penalty 585.444653 = -1189172.158669 nChanged 7 SP:Iteration 113Q (1518.538853 sec): 3 clusters Score: Raw -1189757.690291 + Penalty 585.444653 = -1189172.245639 nChanged 7 SP:Iteration 114Q (1518.609990 sec): 3 clusters Score: Raw -1189757.847539 + Penalty 585.444653 = -1189172.402886 nChanged 6 SP:Iteration 115Q (1518.686682 sec): 3 clusters Score: Raw -1189757.910132 + Penalty 585.444653 = -1189172.465480 nChanged 1 SP:Iteration 116Q (1518.764071 sec): 3 clusters Score: Raw -1189757.915535 + Penalty 585.444653 = -1189172.470883 nChanged 1 SP:Iteration 117Q (1518.839557 sec): 3 clusters Score: Raw -1189757.925066 + Penalty 585.444653 = -1189172.480413 nChanged 3 SP:Iteration 118Q (1518.924712 sec): 3 clusters Score: Raw -1189757.974779 + Penalty 585.444653 = -1189172.530127 nChanged 3 SP:Iteration 119Q (1519.002897 sec): 3 clusters Score: Raw -1189758.014063 + Penalty 585.444653 = -1189172.569411 nChanged 0 SP:Iteration 120F (1519.077941 sec): 3 clusters Score: Raw -1189758.014063 + Penalty 585.444653 = -1189172.569411 nChanged 0 Score: Raw -7174607.778253 + Penalty 10327.274233 = -7164280.504020 Splitting cluster 21 changes total score from -7162684.338238 to -7164280.504020 So it's getting split into cluster 30. Trying to split cluster 22 (2190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1521.914231 sec): 2 clusters Score: Raw -66041.251397 + Penalty 211.520563 = -65829.730835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1521.960753 sec): 3 clusters Score: Raw -64754.772394 + Penalty 423.041125 = -64331.731269 nChanged 977 SP:Iteration 1F (1522.009670 sec): 3 clusters Score: Raw -65289.244255 + Penalty 423.041125 = -64866.203129 nChanged 155 SP:Iteration 2F (1522.044898 sec): 3 clusters Score: Raw -65379.213595 + Penalty 423.041125 = -64956.172470 nChanged 139 SP:Iteration 3F (1522.095000 sec): 3 clusters Score: Raw -65472.258951 + Penalty 423.041125 = -65049.217826 nChanged 139 SP:Iteration 4F (1522.148128 sec): 3 clusters Score: Raw -65558.114872 + Penalty 423.041125 = -65135.073747 nChanged 127 SP:Iteration 5F (1522.194969 sec): 3 clusters Score: Raw -65640.166553 + Penalty 423.041125 = -65217.125428 nChanged 108 SP:Iteration 6Q (1522.245647 sec): 3 clusters Score: Raw -65719.376014 + Penalty 423.041125 = -65296.334889 nChanged 97 SP:Iteration 7Q (1522.294937 sec): 3 clusters Score: Raw -65781.249111 + Penalty 423.041125 = -65358.207986 nChanged 69 SP:Iteration 8Q (1522.336944 sec): 3 clusters Score: Raw -65807.939609 + Penalty 423.041125 = -65384.898483 nChanged 46 SP:Iteration 9Q (1522.386798 sec): 3 clusters Score: Raw -65822.654562 + Penalty 423.041125 = -65399.613436 nChanged 31 SP:Iteration 10Q (1522.434672 sec): 3 clusters Score: Raw -65831.992064 + Penalty 423.041125 = -65408.950939 nChanged 31 SP:Iteration 11Q (1522.492978 sec): 3 clusters Score: Raw -65842.757308 + Penalty 423.041125 = -65419.716183 nChanged 36 SP:Iteration 12Q (1522.540877 sec): 3 clusters Score: Raw -65856.077322 + Penalty 423.041125 = -65433.036197 nChanged 40 SP:Iteration 13Q (1522.591149 sec): 3 clusters Score: Raw -65872.436600 + Penalty 423.041125 = -65449.395475 nChanged 36 SP:Iteration 14Q (1522.641778 sec): 3 clusters Score: Raw -65887.733470 + Penalty 423.041125 = -65464.692345 nChanged 25 SP:Iteration 15Q (1522.692381 sec): 3 clusters Score: Raw -65897.900112 + Penalty 423.041125 = -65474.858987 nChanged 35 SP:Iteration 16Q (1522.733216 sec): 3 clusters Score: Raw -65912.065123 + Penalty 423.041125 = -65489.023998 nChanged 31 SP:Iteration 17Q (1522.791588 sec): 3 clusters Score: Raw -65924.970949 + Penalty 423.041125 = -65501.929823 nChanged 26 SP:Iteration 18Q (1522.833884 sec): 3 clusters Score: Raw -65936.892829 + Penalty 423.041125 = -65513.851704 nChanged 25 SP:Iteration 19Q (1522.887890 sec): 3 clusters Score: Raw -65946.702679 + Penalty 423.041125 = -65523.661554 nChanged 22 SP:Iteration 20F (1522.934327 sec): 3 clusters Score: Raw -65955.825742 + Penalty 423.041125 = -65532.784616 nChanged 20 SP:Iteration 21Q (1522.983289 sec): 3 clusters Score: Raw -65963.944724 + Penalty 423.041125 = -65540.903599 nChanged 19 SP:Iteration 22Q (1523.028666 sec): 3 clusters Score: Raw -65971.620173 + Penalty 423.041125 = -65548.579048 nChanged 14 SP:Iteration 23Q (1523.071864 sec): 3 clusters Score: Raw -65975.714192 + Penalty 423.041125 = -65552.673067 nChanged 10 SP:Iteration 24Q (1523.120137 sec): 3 clusters Score: Raw -65979.668430 + Penalty 423.041125 = -65556.627305 nChanged 13 SP:Iteration 25Q (1523.163928 sec): 3 clusters Score: Raw -65984.688007 + Penalty 423.041125 = -65561.646882 nChanged 11 SP:Iteration 26Q (1523.214735 sec): 3 clusters Score: Raw -65989.126804 + Penalty 423.041125 = -65566.085679 nChanged 12 SP:Iteration 27Q (1523.257857 sec): 3 clusters Score: Raw -65993.484815 + Penalty 423.041125 = -65570.443690 nChanged 6 SP:Iteration 28Q (1523.303553 sec): 3 clusters Score: Raw -65995.020276 + Penalty 423.041125 = -65571.979151 nChanged 5 SP:Iteration 29Q (1523.344075 sec): 3 clusters Score: Raw -65995.760787 + Penalty 423.041125 = -65572.719662 nChanged 3 SP:Iteration 30Q (1523.394758 sec): 3 clusters Score: Raw -65996.395715 + Penalty 423.041125 = -65573.354590 nChanged 3 SP:Iteration 31Q (1523.435390 sec): 3 clusters Score: Raw -65998.754051 + Penalty 423.041125 = -65575.712925 nChanged 8 SP:Iteration 32Q (1523.487346 sec): 3 clusters Score: Raw -66002.736004 + Penalty 423.041125 = -65579.694878 nChanged 10 SP:Iteration 33Q (1523.526611 sec): 3 clusters Score: Raw -66006.701537 + Penalty 423.041125 = -65583.660412 nChanged 10 SP:Iteration 34Q (1523.577090 sec): 3 clusters Score: Raw -66010.126903 + Penalty 423.041125 = -65587.085777 nChanged 6 SP:Iteration 35Q (1523.613707 sec): 3 clusters Score: Raw -66011.379285 + Penalty 423.041125 = -65588.338160 nChanged 3 SP:Iteration 36Q (1523.669449 sec): 3 clusters Score: Raw -66011.833118 + Penalty 423.041125 = -65588.791993 nChanged 3 SP:Iteration 37Q (1523.710334 sec): 3 clusters Score: Raw -66012.929080 + Penalty 423.041125 = -65589.887955 nChanged 3 SP:Iteration 38Q (1523.754849 sec): 3 clusters Score: Raw -66013.624833 + Penalty 423.041125 = -65590.583708 nChanged 2 SP:Iteration 39Q (1523.796130 sec): 3 clusters Score: Raw -66014.301498 + Penalty 423.041125 = -65591.260373 nChanged 5 SP:Iteration 40F (1523.846536 sec): 3 clusters Score: Raw -66016.061156 + Penalty 423.041125 = -65593.020031 nChanged 5 SP:Iteration 41Q (1523.880238 sec): 3 clusters Score: Raw -66018.045275 + Penalty 423.041125 = -65595.004150 nChanged 7 SP:Iteration 42Q (1523.926802 sec): 3 clusters Score: Raw -66020.174140 + Penalty 423.041125 = -65597.133015 nChanged 5 SP:Iteration 43Q (1523.970676 sec): 3 clusters Score: Raw -66021.644863 + Penalty 423.041125 = -65598.603738 nChanged 3 SP:Iteration 44Q (1524.021388 sec): 3 clusters Score: Raw -66022.821983 + Penalty 423.041125 = -65599.780858 nChanged 7 SP:Iteration 45Q (1524.055499 sec): 3 clusters Score: Raw -66025.020975 + Penalty 423.041125 = -65601.979850 nChanged 6 SP:Iteration 46Q (1524.115921 sec): 3 clusters Score: Raw -66027.142495 + Penalty 423.041125 = -65604.101369 nChanged 9 SP:Iteration 47Q (1524.149793 sec): 3 clusters Score: Raw -66030.722178 + Penalty 423.041125 = -65607.681053 nChanged 6 SP:Iteration 48Q (1524.197170 sec): 3 clusters Score: Raw -66032.849099 + Penalty 423.041125 = -65609.807973 nChanged 5 SP:Iteration 49Q (1524.250366 sec): 3 clusters Score: Raw -66034.249856 + Penalty 423.041125 = -65611.208731 nChanged 4 SP:Iteration 50Q (1524.298282 sec): 3 clusters Score: Raw -66035.882755 + Penalty 423.041125 = -65612.841630 nChanged 7 SP:Iteration 51Q (1524.344694 sec): 3 clusters Score: Raw -66037.646314 + Penalty 423.041125 = -65614.605188 nChanged 7 SP:Iteration 52Q (1524.393602 sec): 3 clusters Score: Raw -66039.588603 + Penalty 423.041125 = -65616.547477 nChanged 3 SP:Iteration 53Q (1524.438215 sec): 3 clusters Score: Raw -66040.827494 + Penalty 423.041125 = -65617.786369 nChanged 4 SP:Iteration 54Q (1524.471911 sec): 3 clusters Score: Raw -66041.872147 + Penalty 423.041125 = -65618.831021 nChanged 3 SP:Iteration 55Q (1524.516066 sec): 3 clusters Score: Raw -66042.807180 + Penalty 423.041125 = -65619.766055 nChanged 1 SP:Iteration 56Q (1524.573087 sec): 3 clusters Score: Raw -66042.922235 + Penalty 423.041125 = -65619.881109 nChanged 0 SP:Iteration 57F (1524.613554 sec): 3 clusters Score: Raw -66042.922235 + Penalty 423.041125 = -65619.881109 nChanged 0 Trying to split cluster 23 (1200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1524.638962 sec): 2 clusters Score: Raw -31771.326435 + Penalty 194.977113 = -31576.349322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1524.688635 sec): 3 clusters Score: Raw -31120.297388 + Penalty 389.954226 = -30730.343162 nChanged 508 SP:Iteration 1F (1524.738115 sec): 3 clusters Score: Raw -31465.444438 + Penalty 389.954226 = -31075.490212 nChanged 111 SP:Iteration 2F (1524.783331 sec): 3 clusters Score: Raw -31557.318813 + Penalty 389.954226 = -31167.364587 nChanged 92 SP:Iteration 3F (1524.827236 sec): 3 clusters Score: Raw -31639.627474 + Penalty 389.954226 = -31249.673248 nChanged 68 SP:Iteration 4F (1524.870488 sec): 3 clusters Score: Raw -31696.967173 + Penalty 389.954226 = -31307.012947 nChanged 47 SP:Iteration 5Q (1524.921115 sec): 3 clusters Score: Raw -31725.024440 + Penalty 389.954226 = -31335.070214 nChanged 29 SP:Iteration 6Q (1524.954389 sec): 3 clusters Score: Raw -31746.452502 + Penalty 389.954226 = -31356.498276 nChanged 21 SP:Iteration 7Q (1525.001432 sec): 3 clusters Score: Raw -31760.307924 + Penalty 389.954226 = -31370.353698 nChanged 22 SP:Iteration 8Q (1525.048554 sec): 3 clusters Score: Raw -31771.680401 + Penalty 389.954226 = -31381.726175 nChanged 17 SP:Iteration 9Q (1525.107388 sec): 3 clusters Score: Raw -31782.638663 + Penalty 389.954226 = -31392.684437 nChanged 14 SP:Iteration 10Q (1525.151904 sec): 3 clusters Score: Raw -31792.060594 + Penalty 389.954226 = -31402.106368 nChanged 9 SP:Iteration 11Q (1525.191466 sec): 3 clusters Score: Raw -31794.926450 + Penalty 389.954226 = -31404.972224 nChanged 7 SP:Iteration 12Q (1525.233956 sec): 3 clusters Score: Raw -31798.609362 + Penalty 389.954226 = -31408.655136 nChanged 6 SP:Iteration 13Q (1525.270068 sec): 3 clusters Score: Raw -31801.236909 + Penalty 389.954226 = -31411.282683 nChanged 7 SP:Iteration 14Q (1525.313684 sec): 3 clusters Score: Raw -31805.683330 + Penalty 389.954226 = -31415.729104 nChanged 7 SP:Iteration 15Q (1525.359781 sec): 3 clusters Score: Raw -31808.437443 + Penalty 389.954226 = -31418.483217 nChanged 8 SP:Iteration 16Q (1525.408666 sec): 3 clusters Score: Raw -31810.233538 + Penalty 389.954226 = -31420.279312 nChanged 6 SP:Iteration 17Q (1525.451783 sec): 3 clusters Score: Raw -31812.012167 + Penalty 389.954226 = -31422.057941 nChanged 5 SP:Iteration 18Q (1525.487163 sec): 3 clusters Score: Raw -31814.046675 + Penalty 389.954226 = -31424.092449 nChanged 12 SP:Iteration 19Q (1525.532360 sec): 3 clusters Score: Raw -31821.667311 + Penalty 389.954226 = -31431.713085 nChanged 14 SP:Iteration 20F (1525.580277 sec): 3 clusters Score: Raw -31829.693333 + Penalty 389.954226 = -31439.739107 nChanged 8 SP:Iteration 21Q (1525.613827 sec): 3 clusters Score: Raw -31835.958108 + Penalty 389.954226 = -31446.003882 nChanged 11 SP:Iteration 22Q (1525.656246 sec): 3 clusters Score: Raw -31842.879801 + Penalty 389.954226 = -31452.925575 nChanged 8 SP:Iteration 23Q (1525.704532 sec): 3 clusters Score: Raw -31848.303109 + Penalty 389.954226 = -31458.348883 nChanged 13 SP:Iteration 24Q (1525.751249 sec): 3 clusters Score: Raw -31853.695042 + Penalty 389.954226 = -31463.740816 nChanged 13 SP:Iteration 25Q (1525.793752 sec): 3 clusters Score: Raw -31861.195617 + Penalty 389.954226 = -31471.241391 nChanged 12 SP:Iteration 26Q (1525.832251 sec): 3 clusters Score: Raw -31865.451237 + Penalty 389.954226 = -31475.497011 nChanged 7 SP:Iteration 27Q (1525.878493 sec): 3 clusters Score: Raw -31867.795746 + Penalty 389.954226 = -31477.841520 nChanged 3 SP:Iteration 28Q (1525.931284 sec): 3 clusters Score: Raw -31869.419664 + Penalty 389.954226 = -31479.465438 nChanged 4 SP:Iteration 29Q (1525.968787 sec): 3 clusters Score: Raw -31871.144542 + Penalty 389.954226 = -31481.190316 nChanged 8 SP:Iteration 30Q (1526.022917 sec): 3 clusters Score: Raw -31874.755822 + Penalty 389.954226 = -31484.801596 nChanged 7 SP:Iteration 31Q (1526.065390 sec): 3 clusters Score: Raw -31877.010723 + Penalty 389.954226 = -31487.056497 nChanged 3 SP:Iteration 32Q (1526.115580 sec): 3 clusters Score: Raw -31877.347307 + Penalty 389.954226 = -31487.393081 nChanged 1 SP:Iteration 33Q (1526.158053 sec): 3 clusters Score: Raw -31877.423353 + Penalty 389.954226 = -31487.469127 nChanged 0 SP:Iteration 34F (1526.197998 sec): 3 clusters Score: Raw -31877.423353 + Penalty 389.954226 = -31487.469127 nChanged 0 Trying to split cluster 24 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1526.230442 sec): 2 clusters Score: Raw -6903.940832 + Penalty 157.755738 = -6746.185094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1526.275411 sec): 3 clusters Score: Raw -6775.801061 + Penalty 315.511476 = -6460.289584 nChanged 114 SP:Iteration 1F (1526.321442 sec): 3 clusters Score: Raw -6882.349568 + Penalty 315.511476 = -6566.838091 nChanged 30 SP:Iteration 2F (1526.363633 sec): 3 clusters Score: Raw -6918.757867 + Penalty 315.511476 = -6603.246390 nChanged 10 SP:Iteration 3Q (1526.414301 sec): 3 clusters Score: Raw -6925.256004 + Penalty 315.511476 = -6609.744527 nChanged 5 SP:Iteration 4Q (1526.457095 sec): 3 clusters Score: Raw -6928.628231 + Penalty 315.511476 = -6613.116755 nChanged 2 SP:Iteration 5Q (1526.503822 sec): 3 clusters Score: Raw -6930.555238 + Penalty 315.511476 = -6615.043762 nChanged 4 SP:Iteration 6Q (1526.539824 sec): 3 clusters Score: Raw -6939.362607 + Penalty 315.511476 = -6623.851131 nChanged 7 SP:Iteration 7Q (1526.579399 sec): 3 clusters Score: Raw -6949.954966 + Penalty 315.511476 = -6634.443489 nChanged 1 SP:Iteration 8Q (1526.621914 sec): 3 clusters Score: Raw -6950.844223 + Penalty 315.511476 = -6635.332747 nChanged 1 SP:Iteration 9Q (1526.663424 sec): 3 clusters Score: Raw -6951.163647 + Penalty 315.511476 = -6635.652170 nChanged 0 SP:Iteration 10F (1526.703562 sec): 3 clusters Score: Raw -6951.163647 + Penalty 315.511476 = -6635.652170 nChanged 0 Trying to split cluster 25 (4340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1526.730228 sec): 2 clusters Score: Raw -95936.863713 + Penalty 230.329815 = -95706.533898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1526.780596 sec): 3 clusters Score: Raw -93320.721606 + Penalty 460.659629 = -92860.061977 nChanged 1997 SP:Iteration 1F (1526.830351 sec): 3 clusters Score: Raw -94615.386035 + Penalty 460.659629 = -94154.726406 nChanged 353 SP:Iteration 2F (1526.881608 sec): 3 clusters Score: Raw -94842.496953 + Penalty 460.659629 = -94381.837323 nChanged 263 SP:Iteration 3F (1526.931215 sec): 3 clusters Score: Raw -94987.264290 + Penalty 460.659629 = -94526.604660 nChanged 208 SP:Iteration 4Q (1526.979331 sec): 3 clusters Score: Raw -95095.140018 + Penalty 460.659629 = -94634.480389 nChanged 187 SP:Iteration 5Q (1527.026489 sec): 3 clusters Score: Raw -95194.562414 + Penalty 460.659629 = -94733.902785 nChanged 191 SP:Iteration 6Q (1527.077733 sec): 3 clusters Score: Raw -95305.554954 + Penalty 460.659629 = -94844.895324 nChanged 186 SP:Iteration 7Q (1527.128652 sec): 3 clusters Score: Raw -95404.784701 + Penalty 460.659629 = -94944.125072 nChanged 157 SP:Iteration 8Q (1527.175625 sec): 3 clusters Score: Raw -95482.256620 + Penalty 460.659629 = -95021.596991 nChanged 149 SP:Iteration 9Q (1527.210993 sec): 3 clusters Score: Raw -95555.563515 + Penalty 460.659629 = -95094.903886 nChanged 139 SP:Iteration 10Q (1527.263162 sec): 3 clusters Score: Raw -95629.535964 + Penalty 460.659629 = -95168.876334 nChanged 124 SP:Iteration 11Q (1527.316206 sec): 3 clusters Score: Raw -95687.949654 + Penalty 460.659629 = -95227.290025 nChanged 97 SP:Iteration 12Q (1527.364362 sec): 3 clusters Score: Raw -95736.111054 + Penalty 460.659629 = -95275.451424 nChanged 72 SP:Iteration 13Q (1527.405114 sec): 3 clusters Score: Raw -95776.090708 + Penalty 460.659629 = -95315.431078 nChanged 75 SP:Iteration 14Q (1527.461728 sec): 3 clusters Score: Raw -95835.445783 + Penalty 460.659629 = -95374.786154 nChanged 65 SP:Iteration 15Q (1527.511291 sec): 3 clusters Score: Raw -95883.177414 + Penalty 460.659629 = -95422.517785 nChanged 41 SP:Iteration 16Q (1527.556997 sec): 3 clusters Score: Raw -95905.596644 + Penalty 460.659629 = -95444.937014 nChanged 35 SP:Iteration 17Q (1527.612864 sec): 3 clusters Score: Raw -95931.901255 + Penalty 460.659629 = -95471.241625 nChanged 28 SP:Iteration 18Q (1527.653715 sec): 3 clusters Score: Raw -95952.960498 + Penalty 460.659629 = -95492.300868 nChanged 24 SP:Iteration 19Q (1527.704293 sec): 3 clusters Score: Raw -95968.041931 + Penalty 460.659629 = -95507.382302 nChanged 16 SP:Iteration 20F (1527.759237 sec): 3 clusters Score: Raw -95979.801782 + Penalty 460.659629 = -95519.142153 nChanged 11 SP:Iteration 21Q (1527.811143 sec): 3 clusters Score: Raw -95988.554425 + Penalty 460.659629 = -95527.894796 nChanged 10 SP:Iteration 22Q (1527.855148 sec): 3 clusters Score: Raw -95993.138181 + Penalty 460.659629 = -95532.478552 nChanged 7 SP:Iteration 23Q (1527.906887 sec): 3 clusters Score: Raw -95999.660340 + Penalty 460.659629 = -95539.000711 nChanged 7 SP:Iteration 24Q (1527.959475 sec): 3 clusters Score: Raw -96008.342859 + Penalty 460.659629 = -95547.683229 nChanged 13 SP:Iteration 25Q (1528.005782 sec): 3 clusters Score: Raw -96018.330128 + Penalty 460.659629 = -95557.670499 nChanged 8 SP:Iteration 26Q (1528.062103 sec): 3 clusters Score: Raw -96025.825299 + Penalty 460.659629 = -95565.165670 nChanged 7 SP:Iteration 27Q (1528.101010 sec): 3 clusters Score: Raw -96030.517908 + Penalty 460.659629 = -95569.858279 nChanged 8 SP:Iteration 28Q (1528.152244 sec): 3 clusters Score: Raw -96035.908675 + Penalty 460.659629 = -95575.249045 nChanged 6 SP:Iteration 29Q (1528.207161 sec): 3 clusters Score: Raw -96039.499398 + Penalty 460.659629 = -95578.839768 nChanged 4 SP:Iteration 30Q (1528.263912 sec): 3 clusters Score: Raw -96041.426069 + Penalty 460.659629 = -95580.766439 nChanged 0 SP:Iteration 31F (1528.304144 sec): 3 clusters Score: Raw -96041.426069 + Penalty 460.659629 = -95580.766439 nChanged 0 Trying to split cluster 26 (934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1528.338196 sec): 2 clusters Score: Raw -26825.222009 + Penalty 188.085602 = -26637.136407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1528.381649 sec): 3 clusters Score: Raw -26322.273293 + Penalty 376.171204 = -25946.102089 nChanged 374 SP:Iteration 1F (1528.440455 sec): 3 clusters Score: Raw -26650.956809 + Penalty 376.171204 = -26274.785605 nChanged 78 SP:Iteration 2F (1528.486851 sec): 3 clusters Score: Raw -26719.157318 + Penalty 376.171204 = -26342.986114 nChanged 61 SP:Iteration 3F (1528.540173 sec): 3 clusters Score: Raw -26768.727605 + Penalty 376.171204 = -26392.556401 nChanged 34 SP:Iteration 4Q (1528.588843 sec): 3 clusters Score: Raw -26796.236823 + Penalty 376.171204 = -26420.065619 nChanged 27 SP:Iteration 5Q (1528.625136 sec): 3 clusters Score: Raw -26830.498088 + Penalty 376.171204 = -26454.326884 nChanged 20 SP:Iteration 6Q (1528.679588 sec): 3 clusters Score: Raw -26846.258037 + Penalty 376.171204 = -26470.086833 nChanged 20 SP:Iteration 7Q (1528.718587 sec): 3 clusters Score: Raw -26861.780786 + Penalty 376.171204 = -26485.609582 nChanged 9 SP:Iteration 8Q (1528.767583 sec): 3 clusters Score: Raw -26868.307888 + Penalty 376.171204 = -26492.136684 nChanged 4 SP:Iteration 9Q (1528.820416 sec): 3 clusters Score: Raw -26871.313126 + Penalty 376.171204 = -26495.141922 nChanged 3 SP:Iteration 10Q (1528.865859 sec): 3 clusters Score: Raw -26872.965864 + Penalty 376.171204 = -26496.794660 nChanged 2 SP:Iteration 11Q (1528.914586 sec): 3 clusters Score: Raw -26873.270778 + Penalty 376.171204 = -26497.099574 nChanged 1 SP:Iteration 12Q (1528.954522 sec): 3 clusters Score: Raw -26873.752717 + Penalty 376.171204 = -26497.581513 nChanged 1 SP:Iteration 13Q (1529.012211 sec): 3 clusters Score: Raw -26874.322748 + Penalty 376.171204 = -26498.151544 nChanged 1 SP:Iteration 14Q (1529.062535 sec): 3 clusters Score: Raw -26874.665542 + Penalty 376.171204 = -26498.494338 nChanged 1 SP:Iteration 15Q (1529.109514 sec): 3 clusters Score: Raw -26875.029267 + Penalty 376.171204 = -26498.858063 nChanged 0 SP:Iteration 16F (1529.155056 sec): 3 clusters Score: Raw -26875.029267 + Penalty 376.171204 = -26498.858063 nChanged 0 Trying to split cluster 27 (614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1529.178028 sec): 2 clusters Score: Raw -13028.208929 + Penalty 176.549861 = -12851.659069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1529.226802 sec): 3 clusters Score: Raw -12741.660361 + Penalty 353.099721 = -12388.560640 nChanged 256 SP:Iteration 1F (1529.262098 sec): 3 clusters Score: Raw -12938.419230 + Penalty 353.099721 = -12585.319509 nChanged 50 SP:Iteration 2F (1529.304568 sec): 3 clusters Score: Raw -12992.516156 + Penalty 353.099721 = -12639.416435 nChanged 45 SP:Iteration 3F (1529.354986 sec): 3 clusters Score: Raw -13045.265513 + Penalty 353.099721 = -12692.165792 nChanged 27 SP:Iteration 4Q (1529.398993 sec): 3 clusters Score: Raw -13061.405819 + Penalty 353.099721 = -12708.306098 nChanged 16 SP:Iteration 5Q (1529.434426 sec): 3 clusters Score: Raw -13069.693433 + Penalty 353.099721 = -12716.593712 nChanged 8 SP:Iteration 6Q (1529.475461 sec): 3 clusters Score: Raw -13072.300446 + Penalty 353.099721 = -12719.200725 nChanged 4 SP:Iteration 7Q (1529.522090 sec): 3 clusters Score: Raw -13074.114194 + Penalty 353.099721 = -12721.014473 nChanged 3 SP:Iteration 8Q (1529.571313 sec): 3 clusters Score: Raw -13075.510866 + Penalty 353.099721 = -12722.411145 nChanged 1 SP:Iteration 9Q (1529.604274 sec): 3 clusters Score: Raw -13075.675583 + Penalty 353.099721 = -12722.575862 nChanged 0 SP:Iteration 10F (1529.651234 sec): 3 clusters Score: Raw -13075.675583 + Penalty 353.099721 = -12722.575862 nChanged 0 Trying to split cluster 28 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1529.667017 sec): 2 clusters Score: Raw -3979.000240 + Penalty 156.298444 = -3822.701797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1529.716528 sec): 3 clusters Score: Raw -3902.686272 + Penalty 312.596887 = -3590.089384 nChanged 98 SP:Iteration 1F (1529.758634 sec): 3 clusters Score: Raw -4029.633347 + Penalty 312.596887 = -3717.036460 nChanged 28 SP:Iteration 2F (1529.793227 sec): 3 clusters Score: Raw -4059.796573 + Penalty 312.596887 = -3747.199686 nChanged 11 SP:Iteration 3Q (1529.834164 sec): 3 clusters Score: Raw -4066.217081 + Penalty 312.596887 = -3753.620194 nChanged 3 SP:Iteration 4Q (1529.878673 sec): 3 clusters Score: Raw -4067.031105 + Penalty 312.596887 = -3754.434218 nChanged 1 SP:Iteration 5Q (1529.927578 sec): 3 clusters Score: Raw -4067.813031 + Penalty 312.596887 = -3755.216144 nChanged 0 SP:Iteration 6F (1529.968561 sec): 3 clusters Score: Raw -4067.813031 + Penalty 312.596887 = -3755.216144 nChanged 0 Trying to split cluster 29 (832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1529.984971 sec): 2 clusters Score: Raw -21657.545597 + Penalty 184.905392 = -21472.640205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1530.030893 sec): 3 clusters Score: Raw -21211.582033 + Penalty 369.810784 = -20841.771249 nChanged 360 SP:Iteration 1F (1530.079523 sec): 3 clusters Score: Raw -21493.836857 + Penalty 369.810784 = -21124.026073 nChanged 71 SP:Iteration 2F (1530.123039 sec): 3 clusters Score: Raw -21561.265087 + Penalty 369.810784 = -21191.454303 nChanged 47 SP:Iteration 3F (1530.172785 sec): 3 clusters Score: Raw -21605.712620 + Penalty 369.810784 = -21235.901836 nChanged 41 SP:Iteration 4Q (1530.218196 sec): 3 clusters Score: Raw -21637.742511 + Penalty 369.810784 = -21267.931727 nChanged 33 SP:Iteration 5Q (1530.267785 sec): 3 clusters Score: Raw -21659.470396 + Penalty 369.810784 = -21289.659612 nChanged 24 SP:Iteration 6Q (1530.312127 sec): 3 clusters Score: Raw -21671.746914 + Penalty 369.810784 = -21301.936130 nChanged 15 SP:Iteration 7Q (1530.365029 sec): 3 clusters Score: Raw -21680.906658 + Penalty 369.810784 = -21311.095874 nChanged 12 SP:Iteration 8Q (1530.411328 sec): 3 clusters Score: Raw -21687.643896 + Penalty 369.810784 = -21317.833112 nChanged 5 SP:Iteration 9Q (1530.448678 sec): 3 clusters Score: Raw -21689.507810 + Penalty 369.810784 = -21319.697025 nChanged 5 SP:Iteration 10Q (1530.496210 sec): 3 clusters Score: Raw -21690.890042 + Penalty 369.810784 = -21321.079258 nChanged 1 SP:Iteration 11Q (1530.527900 sec): 3 clusters Score: Raw -21691.135597 + Penalty 369.810784 = -21321.324813 nChanged 0 SP:Iteration 12F (1530.570321 sec): 3 clusters Score: Raw -21691.135597 + Penalty 369.810784 = -21321.324813 nChanged 0 Iteration 99Q (1532.793395 sec): 31 clusters Score: Raw -7174737.800103 + Penalty 10327.274233 = -7164410.525871 nChanged 292 Iteration 100F (1535.608493 sec): 31 clusters Score: Raw -7174849.523120 + Penalty 10327.274233 = -7164522.248888 nChanged 522 Iteration 101Q (1537.948856 sec): 31 clusters Score: Raw -7174936.215174 + Penalty 10327.274233 = -7164608.940942 nChanged 376 Iteration 102Q (1540.065109 sec): 31 clusters Score: Raw -7174997.132062 + Penalty 10327.274233 = -7164669.857829 nChanged 304 Iteration 103Q (1542.171493 sec): 31 clusters Score: Raw -7175039.388308 + Penalty 10327.274233 = -7164712.114075 nChanged 256 Iteration 104Q (1544.395638 sec): 31 clusters Score: Raw -7175072.452358 + Penalty 10327.274233 = -7164745.178126 nChanged 215 Iteration 105Q (1546.572921 sec): 31 clusters Score: Raw -7175097.922020 + Penalty 10327.274233 = -7164770.647788 nChanged 190 Iteration 106Q (1548.661330 sec): 31 clusters Score: Raw -7175120.100420 + Penalty 10327.274233 = -7164792.826187 nChanged 156 Iteration 107Q (1550.648891 sec): 31 clusters Score: Raw -7175135.466545 + Penalty 10327.274233 = -7164808.192313 nChanged 161 Iteration 108Q (1552.957416 sec): 31 clusters Score: Raw -7175149.362037 + Penalty 10327.274233 = -7164822.087805 nChanged 162 Iteration 109Q (1555.072763 sec): 31 clusters Score: Raw -7175163.077595 + Penalty 10327.274233 = -7164835.803362 nChanged 142 Iteration 110Q (1557.194647 sec): 31 clusters Score: Raw -7175175.617047 + Penalty 10327.274233 = -7164848.342815 nChanged 126 Iteration 111Q (1559.116233 sec): 31 clusters Score: Raw -7175188.114363 + Penalty 10327.274233 = -7164860.840130 nChanged 122 Iteration 112Q (1561.238486 sec): 31 clusters Score: Raw -7175199.423991 + Penalty 10327.274233 = -7164872.149759 nChanged 105 Iteration 113Q (1563.318184 sec): 31 clusters Score: Raw -7175207.876878 + Penalty 10327.274233 = -7164880.602646 nChanged 111 Iteration 114Q (1565.515634 sec): 31 clusters Score: Raw -7175216.070268 + Penalty 10327.274233 = -7164888.796035 nChanged 100 Iteration 115Q (1567.702651 sec): 31 clusters Score: Raw -7175222.210258 + Penalty 10327.274233 = -7164894.936026 nChanged 103 Iteration 116Q (1569.778846 sec): 31 clusters Score: Raw -7175227.794076 + Penalty 10327.274233 = -7164900.519844 nChanged 115 Iteration 117Q (1571.864537 sec): 31 clusters Score: Raw -7175234.532504 + Penalty 10327.274233 = -7164907.258272 nChanged 126 Iteration 118Q (1574.022620 sec): 31 clusters Score: Raw -7175240.956950 + Penalty 10327.274233 = -7164913.682717 nChanged 106 Iteration 119Q (1576.128170 sec): 31 clusters Score: Raw -7175246.547545 + Penalty 10327.274233 = -7164919.273312 nChanged 116 Iteration 120F (1578.863684 sec): 31 clusters Score: Raw -7175252.716596 + Penalty 10327.274233 = -7164925.442363 nChanged 116 Iteration 121Q (1580.922150 sec): 31 clusters Score: Raw -7175257.879085 + Penalty 10327.274233 = -7164930.604852 nChanged 97 Iteration 122Q (1582.761058 sec): 31 clusters Score: Raw -7175261.987753 + Penalty 10327.274233 = -7164934.713520 nChanged 96 Iteration 123Q (1584.897652 sec): 31 clusters Score: Raw -7175266.024853 + Penalty 10327.274233 = -7164938.750620 nChanged 87 Iteration 124Q (1587.009430 sec): 31 clusters Score: Raw -7175272.921952 + Penalty 10327.274233 = -7164945.647719 nChanged 111 Iteration 125Q (1588.958370 sec): 31 clusters Score: Raw -7175280.904036 + Penalty 10327.274233 = -7164953.629804 nChanged 103 Iteration 126Q (1591.026355 sec): 31 clusters Score: Raw -7175288.415396 + Penalty 10327.274233 = -7164961.141163 nChanged 124 Iteration 127Q (1593.183227 sec): 31 clusters Score: Raw -7175295.684231 + Penalty 10327.274233 = -7164968.409999 nChanged 111 Iteration 128Q (1595.209170 sec): 31 clusters Score: Raw -7175303.723309 + Penalty 10327.274233 = -7164976.449076 nChanged 117 Iteration 129Q (1597.287696 sec): 31 clusters Score: Raw -7175311.905998 + Penalty 10327.274233 = -7164984.631765 nChanged 110 Iteration 130Q (1599.513128 sec): 31 clusters Score: Raw -7175318.126168 + Penalty 10327.274233 = -7164990.851935 nChanged 111 Iteration 131Q (1601.484254 sec): 31 clusters Score: Raw -7175325.996144 + Penalty 10327.274233 = -7164998.721912 nChanged 121 Iteration 132Q (1603.524633 sec): 31 clusters Score: Raw -7175334.578599 + Penalty 10327.274233 = -7165007.304366 nChanged 126 Iteration 133Q (1605.357097 sec): 31 clusters Score: Raw -7175343.342320 + Penalty 10327.274233 = -7165016.068088 nChanged 97 Iteration 134Q (1607.418391 sec): 31 clusters Score: Raw -7175350.086766 + Penalty 10327.274233 = -7165022.812533 nChanged 103 Iteration 135Q (1609.488473 sec): 31 clusters Score: Raw -7175356.943790 + Penalty 10327.274233 = -7165029.669558 nChanged 106 Iteration 136Q (1611.472262 sec): 31 clusters Score: Raw -7175361.963475 + Penalty 10327.274233 = -7165034.689242 nChanged 104 Iteration 137Q (1613.459790 sec): 31 clusters Score: Raw -7175366.630997 + Penalty 10327.274233 = -7165039.356764 nChanged 94 Iteration 138Q (1615.619753 sec): 31 clusters Score: Raw -7175370.568240 + Penalty 10327.274233 = -7165043.294008 nChanged 95 Writing temp clu file Because OldScore, -7165039.356764, is greater than current (better) Score,-7165043.294008 Compute initial score before splitting: Score: Raw -7175370.568240 + Penalty 10327.274233 = -7165043.294008 Trying to split cluster 1 (935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1615.723750 sec): 2 clusters Score: Raw -19517.206263 + Penalty 188.115030 = -19329.091233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1615.767828 sec): 3 clusters Score: Raw -19030.882981 + Penalty 376.230059 = -18654.652922 nChanged 365 SP:Iteration 1F (1615.801467 sec): 3 clusters Score: Raw -19277.894567 + Penalty 376.230059 = -18901.664508 nChanged 77 SP:Iteration 2F (1615.852264 sec): 3 clusters Score: Raw -19337.745956 + Penalty 376.230059 = -18961.515897 nChanged 59 SP:Iteration 3F (1615.892163 sec): 3 clusters Score: Raw -19381.766843 + Penalty 376.230059 = -19005.536784 nChanged 41 SP:Iteration 4Q (1615.942640 sec): 3 clusters Score: Raw -19410.795960 + Penalty 376.230059 = -19034.565900 nChanged 29 SP:Iteration 5Q (1615.979385 sec): 3 clusters Score: Raw -19429.827817 + Penalty 376.230059 = -19053.597758 nChanged 26 SP:Iteration 6Q (1616.025211 sec): 3 clusters Score: Raw -19452.309289 + Penalty 376.230059 = -19076.079230 nChanged 29 SP:Iteration 7Q (1616.079022 sec): 3 clusters Score: Raw -19481.187491 + Penalty 376.230059 = -19104.957432 nChanged 30 SP:Iteration 8Q (1616.117737 sec): 3 clusters Score: Raw -19507.702396 + Penalty 376.230059 = -19131.472337 nChanged 24 SP:Iteration 9Q (1616.172639 sec): 3 clusters Score: Raw -19525.435288 + Penalty 376.230059 = -19149.205229 nChanged 22 SP:Iteration 10Q (1616.220146 sec): 3 clusters Score: Raw -19541.746103 + Penalty 376.230059 = -19165.516044 nChanged 20 SP:Iteration 11Q (1616.273317 sec): 3 clusters Score: Raw -19568.175159 + Penalty 376.230059 = -19191.945100 nChanged 16 SP:Iteration 12Q (1616.318013 sec): 3 clusters Score: Raw -19580.924616 + Penalty 376.230059 = -19204.694557 nChanged 7 SP:Iteration 13Q (1616.364939 sec): 3 clusters Score: Raw -19584.985355 + Penalty 376.230059 = -19208.755296 nChanged 3 SP:Iteration 14Q (1616.407994 sec): 3 clusters Score: Raw -19585.943136 + Penalty 376.230059 = -19209.713077 nChanged 3 SP:Iteration 15Q (1616.458080 sec): 3 clusters Score: Raw -19587.269377 + Penalty 376.230059 = -19211.039318 nChanged 2 SP:Iteration 16Q (1616.491178 sec): 3 clusters Score: Raw -19587.474519 + Penalty 376.230059 = -19211.244460 nChanged 0 SP:Iteration 17F (1616.532739 sec): 3 clusters Score: Raw -19587.474519 + Penalty 376.230059 = -19211.244460 nChanged 0 Trying to split cluster 2 (2546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1616.557215 sec): 2 clusters Score: Raw -72516.800833 + Penalty 215.662666 = -72301.138167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1616.604266 sec): 3 clusters Score: Raw -70996.539449 + Penalty 431.325333 = -70565.214116 nChanged 1167 SP:Iteration 1F (1616.648064 sec): 3 clusters Score: Raw -71797.984452 + Penalty 431.325333 = -71366.659120 nChanged 246 SP:Iteration 2F (1616.692518 sec): 3 clusters Score: Raw -71987.271394 + Penalty 431.325333 = -71555.946061 nChanged 165 SP:Iteration 3F (1616.740569 sec): 3 clusters Score: Raw -72093.103247 + Penalty 431.325333 = -71661.777914 nChanged 142 SP:Iteration 4F (1616.778441 sec): 3 clusters Score: Raw -72185.781293 + Penalty 431.325333 = -71754.455960 nChanged 122 SP:Iteration 5Q (1616.833325 sec): 3 clusters Score: Raw -72253.455645 + Penalty 431.325333 = -71822.130313 nChanged 76 SP:Iteration 6Q (1616.875230 sec): 3 clusters Score: Raw -72287.440233 + Penalty 431.325333 = -71856.114900 nChanged 69 SP:Iteration 7Q (1616.913724 sec): 3 clusters Score: Raw -72312.021781 + Penalty 431.325333 = -71880.696448 nChanged 42 SP:Iteration 8Q (1616.958079 sec): 3 clusters Score: Raw -72321.325904 + Penalty 431.325333 = -71890.000571 nChanged 30 SP:Iteration 9Q (1617.002407 sec): 3 clusters Score: Raw -72332.233372 + Penalty 431.325333 = -71900.908039 nChanged 31 SP:Iteration 10Q (1617.044690 sec): 3 clusters Score: Raw -72345.238646 + Penalty 431.325333 = -71913.913313 nChanged 30 SP:Iteration 11Q (1617.098788 sec): 3 clusters Score: Raw -72358.232103 + Penalty 431.325333 = -71926.906770 nChanged 40 SP:Iteration 12Q (1617.138147 sec): 3 clusters Score: Raw -72379.377215 + Penalty 431.325333 = -71948.051882 nChanged 41 SP:Iteration 13Q (1617.186077 sec): 3 clusters Score: Raw -72395.383065 + Penalty 431.325333 = -71964.057732 nChanged 41 SP:Iteration 14Q (1617.227354 sec): 3 clusters Score: Raw -72409.590980 + Penalty 431.325333 = -71978.265648 nChanged 27 SP:Iteration 15Q (1617.274422 sec): 3 clusters Score: Raw -72416.327108 + Penalty 431.325333 = -71985.001775 nChanged 22 SP:Iteration 16Q (1617.312131 sec): 3 clusters Score: Raw -72421.622699 + Penalty 431.325333 = -71990.297367 nChanged 13 SP:Iteration 17Q (1617.364686 sec): 3 clusters Score: Raw -72422.853528 + Penalty 431.325333 = -71991.528195 nChanged 10 SP:Iteration 18Q (1617.398852 sec): 3 clusters Score: Raw -72424.266340 + Penalty 431.325333 = -71992.941007 nChanged 13 SP:Iteration 19Q (1617.455377 sec): 3 clusters Score: Raw -72426.431801 + Penalty 431.325333 = -71995.106468 nChanged 9 SP:Iteration 20F (1617.492076 sec): 3 clusters Score: Raw -72427.820906 + Penalty 431.325333 = -71996.495573 nChanged 11 SP:Iteration 21Q (1617.544381 sec): 3 clusters Score: Raw -72429.729355 + Penalty 431.325333 = -71998.404022 nChanged 12 SP:Iteration 22Q (1617.588683 sec): 3 clusters Score: Raw -72431.409460 + Penalty 431.325333 = -72000.084127 nChanged 10 SP:Iteration 23Q (1617.634033 sec): 3 clusters Score: Raw -72432.716127 + Penalty 431.325333 = -72001.390794 nChanged 12 SP:Iteration 24Q (1617.684313 sec): 3 clusters Score: Raw -72434.220750 + Penalty 431.325333 = -72002.895417 nChanged 10 SP:Iteration 25Q (1617.733358 sec): 3 clusters Score: Raw -72435.880873 + Penalty 431.325333 = -72004.555540 nChanged 8 SP:Iteration 26Q (1617.782666 sec): 3 clusters Score: Raw -72437.447820 + Penalty 431.325333 = -72006.122487 nChanged 8 SP:Iteration 27Q (1617.825117 sec): 3 clusters Score: Raw -72439.186398 + Penalty 431.325333 = -72007.861065 nChanged 6 SP:Iteration 28Q (1617.871960 sec): 3 clusters Score: Raw -72439.884925 + Penalty 431.325333 = -72008.559593 nChanged 7 SP:Iteration 29Q (1617.912588 sec): 3 clusters Score: Raw -72441.049893 + Penalty 431.325333 = -72009.724560 nChanged 9 SP:Iteration 30Q (1617.958448 sec): 3 clusters Score: Raw -72442.609710 + Penalty 431.325333 = -72011.284377 nChanged 12 SP:Iteration 31Q (1618.001022 sec): 3 clusters Score: Raw -72446.638197 + Penalty 431.325333 = -72015.312864 nChanged 14 SP:Iteration 32Q (1618.049603 sec): 3 clusters Score: Raw -72450.515235 + Penalty 431.325333 = -72019.189902 nChanged 17 SP:Iteration 33Q (1618.107188 sec): 3 clusters Score: Raw -72455.842430 + Penalty 431.325333 = -72024.517097 nChanged 20 SP:Iteration 34Q (1618.152414 sec): 3 clusters Score: Raw -72464.437938 + Penalty 431.325333 = -72033.112605 nChanged 28 SP:Iteration 35Q (1618.200241 sec): 3 clusters Score: Raw -72473.697570 + Penalty 431.325333 = -72042.372237 nChanged 25 SP:Iteration 36Q (1618.244769 sec): 3 clusters Score: Raw -72485.199449 + Penalty 431.325333 = -72053.874116 nChanged 29 SP:Iteration 37Q (1618.292347 sec): 3 clusters Score: Raw -72499.311251 + Penalty 431.325333 = -72067.985918 nChanged 37 SP:Iteration 38Q (1618.328636 sec): 3 clusters Score: Raw -72511.917473 + Penalty 431.325333 = -72080.592140 nChanged 28 SP:Iteration 39Q (1618.378311 sec): 3 clusters Score: Raw -72521.672771 + Penalty 431.325333 = -72090.347438 nChanged 28 SP:Iteration 40F (1618.425413 sec): 3 clusters Score: Raw -72530.089772 + Penalty 431.325333 = -72098.764439 nChanged 24 SP:Iteration 41Q (1618.474183 sec): 3 clusters Score: Raw -72537.810508 + Penalty 431.325333 = -72106.485175 nChanged 26 SP:Iteration 42Q (1618.515463 sec): 3 clusters Score: Raw -72545.574077 + Penalty 431.325333 = -72114.248744 nChanged 24 SP:Iteration 43Q (1618.563583 sec): 3 clusters Score: Raw -72554.589929 + Penalty 431.325333 = -72123.264596 nChanged 23 SP:Iteration 44Q (1618.601267 sec): 3 clusters Score: Raw -72562.610567 + Penalty 431.325333 = -72131.285234 nChanged 20 SP:Iteration 45Q (1618.646755 sec): 3 clusters Score: Raw -72569.367466 + Penalty 431.325333 = -72138.042133 nChanged 23 SP:Iteration 46Q (1618.691157 sec): 3 clusters Score: Raw -72577.953466 + Penalty 431.325333 = -72146.628134 nChanged 22 SP:Iteration 47Q (1618.736600 sec): 3 clusters Score: Raw -72585.726907 + Penalty 431.325333 = -72154.401574 nChanged 15 SP:Iteration 48Q (1618.790450 sec): 3 clusters Score: Raw -72588.511603 + Penalty 431.325333 = -72157.186270 nChanged 13 SP:Iteration 49Q (1618.832499 sec): 3 clusters Score: Raw -72590.894157 + Penalty 431.325333 = -72159.568824 nChanged 11 SP:Iteration 50Q (1618.873264 sec): 3 clusters Score: Raw -72594.051290 + Penalty 431.325333 = -72162.725957 nChanged 10 SP:Iteration 51Q (1618.919149 sec): 3 clusters Score: Raw -72595.834170 + Penalty 431.325333 = -72164.508837 nChanged 6 SP:Iteration 52Q (1618.965787 sec): 3 clusters Score: Raw -72596.738505 + Penalty 431.325333 = -72165.413172 nChanged 3 SP:Iteration 53Q (1619.012280 sec): 3 clusters Score: Raw -72597.711624 + Penalty 431.325333 = -72166.386291 nChanged 1 SP:Iteration 54Q (1619.056159 sec): 3 clusters Score: Raw -72597.818535 + Penalty 431.325333 = -72166.493202 nChanged 1 SP:Iteration 55Q (1619.100605 sec): 3 clusters Score: Raw -72597.906373 + Penalty 431.325333 = -72166.581040 nChanged 1 SP:Iteration 56Q (1619.150979 sec): 3 clusters Score: Raw -72597.988902 + Penalty 431.325333 = -72166.663569 nChanged 1 SP:Iteration 57Q (1619.200469 sec): 3 clusters Score: Raw -72598.021914 + Penalty 431.325333 = -72166.696581 nChanged 1 SP:Iteration 58Q (1619.241985 sec): 3 clusters Score: Raw -72598.073922 + Penalty 431.325333 = -72166.748589 nChanged 0 SP:Iteration 59F (1619.277963 sec): 3 clusters Score: Raw -72598.073922 + Penalty 431.325333 = -72166.748589 nChanged 0 Trying to split cluster 3 (794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1619.310774 sec): 2 clusters Score: Raw -26185.473598 + Penalty 183.619795 = -26001.853803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1619.353272 sec): 3 clusters Score: Raw -25771.931922 + Penalty 367.239590 = -25404.692332 nChanged 312 SP:Iteration 1F (1619.396008 sec): 3 clusters Score: Raw -26004.213191 + Penalty 367.239590 = -25636.973600 nChanged 55 SP:Iteration 2F (1619.435964 sec): 3 clusters Score: Raw -26039.609675 + Penalty 367.239590 = -25672.370084 nChanged 43 SP:Iteration 3F (1619.475352 sec): 3 clusters Score: Raw -26074.442177 + Penalty 367.239590 = -25707.202587 nChanged 38 SP:Iteration 4Q (1619.518673 sec): 3 clusters Score: Raw -26101.503007 + Penalty 367.239590 = -25734.263416 nChanged 24 SP:Iteration 5Q (1619.566015 sec): 3 clusters Score: Raw -26118.166595 + Penalty 367.239590 = -25750.927004 nChanged 20 SP:Iteration 6Q (1619.617733 sec): 3 clusters Score: Raw -26131.186472 + Penalty 367.239590 = -25763.946882 nChanged 14 SP:Iteration 7Q (1619.651220 sec): 3 clusters Score: Raw -26140.650110 + Penalty 367.239590 = -25773.410520 nChanged 18 SP:Iteration 8Q (1619.704328 sec): 3 clusters Score: Raw -26151.957960 + Penalty 367.239590 = -25784.718370 nChanged 16 SP:Iteration 9Q (1619.746083 sec): 3 clusters Score: Raw -26160.940505 + Penalty 367.239590 = -25793.700915 nChanged 15 SP:Iteration 10Q (1619.789328 sec): 3 clusters Score: Raw -26170.070602 + Penalty 367.239590 = -25802.831012 nChanged 9 SP:Iteration 11Q (1619.835294 sec): 3 clusters Score: Raw -26178.004526 + Penalty 367.239590 = -25810.764936 nChanged 10 SP:Iteration 12Q (1619.875439 sec): 3 clusters Score: Raw -26186.437667 + Penalty 367.239590 = -25819.198077 nChanged 9 SP:Iteration 13Q (1619.913503 sec): 3 clusters Score: Raw -26192.182519 + Penalty 367.239590 = -25824.942929 nChanged 5 SP:Iteration 14Q (1619.957438 sec): 3 clusters Score: Raw -26193.667232 + Penalty 367.239590 = -25826.427641 nChanged 4 SP:Iteration 15Q (1620.003928 sec): 3 clusters Score: Raw -26195.032172 + Penalty 367.239590 = -25827.792582 nChanged 0 SP:Iteration 16F (1620.040347 sec): 3 clusters Score: Raw -26195.032172 + Penalty 367.239590 = -25827.792582 nChanged 0 Trying to split cluster 4 (1119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1620.066019 sec): 2 clusters Score: Raw -29415.415903 + Penalty 193.055244 = -29222.360659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1620.116826 sec): 3 clusters Score: Raw -28790.167571 + Penalty 386.110489 = -28404.057082 nChanged 472 SP:Iteration 1F (1620.167536 sec): 3 clusters Score: Raw -29124.765172 + Penalty 386.110489 = -28738.654683 nChanged 110 SP:Iteration 2F (1620.211531 sec): 3 clusters Score: Raw -29208.553648 + Penalty 386.110489 = -28822.443159 nChanged 88 SP:Iteration 3F (1620.265394 sec): 3 clusters Score: Raw -29283.161349 + Penalty 386.110489 = -28897.050860 nChanged 84 SP:Iteration 4F (1620.311893 sec): 3 clusters Score: Raw -29353.338203 + Penalty 386.110489 = -28967.227714 nChanged 62 SP:Iteration 5F (1620.354532 sec): 3 clusters Score: Raw -29411.047712 + Penalty 386.110489 = -29024.937223 nChanged 43 SP:Iteration 6Q (1620.400608 sec): 3 clusters Score: Raw -29442.078960 + Penalty 386.110489 = -29055.968471 nChanged 27 SP:Iteration 7Q (1620.452715 sec): 3 clusters Score: Raw -29456.787145 + Penalty 386.110489 = -29070.676656 nChanged 14 SP:Iteration 8Q (1620.487421 sec): 3 clusters Score: Raw -29465.209556 + Penalty 386.110489 = -29079.099067 nChanged 11 SP:Iteration 9Q (1620.536931 sec): 3 clusters Score: Raw -29469.775860 + Penalty 386.110489 = -29083.665371 nChanged 6 SP:Iteration 10Q (1620.582696 sec): 3 clusters Score: Raw -29472.217183 + Penalty 386.110489 = -29086.106694 nChanged 6 SP:Iteration 11Q (1620.629191 sec): 3 clusters Score: Raw -29474.820633 + Penalty 386.110489 = -29088.710144 nChanged 4 SP:Iteration 12Q (1620.670779 sec): 3 clusters Score: Raw -29476.198595 + Penalty 386.110489 = -29090.088106 nChanged 6 SP:Iteration 13Q (1620.715993 sec): 3 clusters Score: Raw -29479.814671 + Penalty 386.110489 = -29093.704182 nChanged 6 SP:Iteration 14Q (1620.758802 sec): 3 clusters Score: Raw -29482.744628 + Penalty 386.110489 = -29096.634139 nChanged 4 SP:Iteration 15Q (1620.809447 sec): 3 clusters Score: Raw -29484.917674 + Penalty 386.110489 = -29098.807185 nChanged 5 SP:Iteration 16Q (1620.847032 sec): 3 clusters Score: Raw -29486.332739 + Penalty 386.110489 = -29100.222250 nChanged 1 SP:Iteration 17Q (1620.904046 sec): 3 clusters Score: Raw -29486.653138 + Penalty 386.110489 = -29100.542649 nChanged 2 SP:Iteration 18Q (1620.956925 sec): 3 clusters Score: Raw -29486.800502 + Penalty 386.110489 = -29100.690013 nChanged 1 SP:Iteration 19Q (1620.997061 sec): 3 clusters Score: Raw -29486.952879 + Penalty 386.110489 = -29100.842390 nChanged 0 SP:Iteration 20F (1621.036431 sec): 3 clusters Score: Raw -29486.952879 + Penalty 386.110489 = -29100.842390 nChanged 0 Trying to split cluster 5 (885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1621.068213 sec): 2 clusters Score: Raw -23928.255748 + Penalty 186.603660 = -23741.652088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1621.115509 sec): 3 clusters Score: Raw -23448.128458 + Penalty 373.207320 = -23074.921138 nChanged 377 SP:Iteration 1F (1621.157092 sec): 3 clusters Score: Raw -23662.595286 + Penalty 373.207320 = -23289.387965 nChanged 69 SP:Iteration 2F (1621.198760 sec): 3 clusters Score: Raw -23710.810298 + Penalty 373.207320 = -23337.602977 nChanged 61 SP:Iteration 3F (1621.251113 sec): 3 clusters Score: Raw -23752.348073 + Penalty 373.207320 = -23379.140753 nChanged 49 SP:Iteration 4F (1621.288032 sec): 3 clusters Score: Raw -23777.564710 + Penalty 373.207320 = -23404.357389 nChanged 30 SP:Iteration 5Q (1621.336596 sec): 3 clusters Score: Raw -23797.662923 + Penalty 373.207320 = -23424.455603 nChanged 35 SP:Iteration 6Q (1621.381502 sec): 3 clusters Score: Raw -23832.966127 + Penalty 373.207320 = -23459.758806 nChanged 34 SP:Iteration 7Q (1621.425488 sec): 3 clusters Score: Raw -23866.865281 + Penalty 373.207320 = -23493.657960 nChanged 28 SP:Iteration 8Q (1621.472013 sec): 3 clusters Score: Raw -23893.487990 + Penalty 373.207320 = -23520.280670 nChanged 20 SP:Iteration 9Q (1621.515080 sec): 3 clusters Score: Raw -23901.308401 + Penalty 373.207320 = -23528.101081 nChanged 8 SP:Iteration 10Q (1621.555629 sec): 3 clusters Score: Raw -23905.623156 + Penalty 373.207320 = -23532.415835 nChanged 7 SP:Iteration 11Q (1621.608206 sec): 3 clusters Score: Raw -23909.930954 + Penalty 373.207320 = -23536.723633 nChanged 9 SP:Iteration 12Q (1621.653145 sec): 3 clusters Score: Raw -23913.722847 + Penalty 373.207320 = -23540.515526 nChanged 5 SP:Iteration 13Q (1621.700975 sec): 3 clusters Score: Raw -23916.321878 + Penalty 373.207320 = -23543.114557 nChanged 4 SP:Iteration 14Q (1621.751727 sec): 3 clusters Score: Raw -23918.242085 + Penalty 373.207320 = -23545.034765 nChanged 4 SP:Iteration 15Q (1621.783840 sec): 3 clusters Score: Raw -23919.014610 + Penalty 373.207320 = -23545.807290 nChanged 4 SP:Iteration 16Q (1621.830317 sec): 3 clusters Score: Raw -23919.803414 + Penalty 373.207320 = -23546.596093 nChanged 2 SP:Iteration 17Q (1621.879261 sec): 3 clusters Score: Raw -23920.496763 + Penalty 373.207320 = -23547.289442 nChanged 6 SP:Iteration 18Q (1621.917882 sec): 3 clusters Score: Raw -23921.292120 + Penalty 373.207320 = -23548.084800 nChanged 2 SP:Iteration 19Q (1621.967054 sec): 3 clusters Score: Raw -23921.524930 + Penalty 373.207320 = -23548.317610 nChanged 0 SP:Iteration 20F (1622.016359 sec): 3 clusters Score: Raw -23921.524930 + Penalty 373.207320 = -23548.317610 nChanged 0 Trying to split cluster 6 (6936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1622.050246 sec): 2 clusters Score: Raw -191688.116216 + Penalty 243.223214 = -191444.893002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1622.099235 sec): 3 clusters Score: Raw -187307.918755 + Penalty 486.446429 = -186821.472326 nChanged 3279 SP:Iteration 1F (1622.146743 sec): 3 clusters Score: Raw -189170.475893 + Penalty 486.446429 = -188684.029464 nChanged 417 SP:Iteration 2F (1622.198529 sec): 3 clusters Score: Raw -189346.923213 + Penalty 486.446429 = -188860.476785 nChanged 388 SP:Iteration 3F (1622.238563 sec): 3 clusters Score: Raw -189496.087428 + Penalty 486.446429 = -189009.640999 nChanged 335 SP:Iteration 4Q (1622.286142 sec): 3 clusters Score: Raw -189622.169920 + Penalty 486.446429 = -189135.723492 nChanged 322 SP:Iteration 5Q (1622.341942 sec): 3 clusters Score: Raw -189783.784053 + Penalty 486.446429 = -189297.337625 nChanged 314 SP:Iteration 6Q (1622.394975 sec): 3 clusters Score: Raw -189949.154388 + Penalty 486.446429 = -189462.707959 nChanged 324 SP:Iteration 7Q (1622.441674 sec): 3 clusters Score: Raw -190138.630035 + Penalty 486.446429 = -189652.183607 nChanged 332 SP:Iteration 8Q (1622.480840 sec): 3 clusters Score: Raw -190345.206046 + Penalty 486.446429 = -189858.759618 nChanged 324 SP:Iteration 9Q (1622.530238 sec): 3 clusters Score: Raw -190552.413612 + Penalty 486.446429 = -190065.967184 nChanged 275 SP:Iteration 10Q (1622.579221 sec): 3 clusters Score: Raw -190685.128630 + Penalty 486.446429 = -190198.682201 nChanged 196 SP:Iteration 11Q (1622.640281 sec): 3 clusters Score: Raw -190766.938855 + Penalty 486.446429 = -190280.492426 nChanged 162 SP:Iteration 12Q (1622.684887 sec): 3 clusters Score: Raw -190834.062251 + Penalty 486.446429 = -190347.615822 nChanged 140 SP:Iteration 13Q (1622.736950 sec): 3 clusters Score: Raw -190883.049982 + Penalty 486.446429 = -190396.603554 nChanged 107 SP:Iteration 14Q (1622.792618 sec): 3 clusters Score: Raw -190920.155075 + Penalty 486.446429 = -190433.708647 nChanged 104 SP:Iteration 15Q (1622.846996 sec): 3 clusters Score: Raw -190958.136699 + Penalty 486.446429 = -190471.690270 nChanged 97 SP:Iteration 16Q (1622.890992 sec): 3 clusters Score: Raw -190990.568627 + Penalty 486.446429 = -190504.122198 nChanged 103 SP:Iteration 17Q (1622.953449 sec): 3 clusters Score: Raw -191025.432932 + Penalty 486.446429 = -190538.986503 nChanged 91 SP:Iteration 18Q (1622.992469 sec): 3 clusters Score: Raw -191056.227532 + Penalty 486.446429 = -190569.781104 nChanged 113 SP:Iteration 19Q (1623.043106 sec): 3 clusters Score: Raw -191101.336058 + Penalty 486.446429 = -190614.889630 nChanged 120 SP:Iteration 20F (1623.102098 sec): 3 clusters Score: Raw -191155.978652 + Penalty 486.446429 = -190669.532223 nChanged 126 SP:Iteration 21Q (1623.142812 sec): 3 clusters Score: Raw -191213.527682 + Penalty 486.446429 = -190727.081254 nChanged 128 SP:Iteration 22Q (1623.192290 sec): 3 clusters Score: Raw -191272.952092 + Penalty 486.446429 = -190786.505663 nChanged 116 SP:Iteration 23Q (1623.245659 sec): 3 clusters Score: Raw -191329.685844 + Penalty 486.446429 = -190843.239416 nChanged 123 SP:Iteration 24Q (1623.294524 sec): 3 clusters Score: Raw -191394.420352 + Penalty 486.446429 = -190907.973924 nChanged 118 SP:Iteration 25Q (1623.347832 sec): 3 clusters Score: Raw -191459.518656 + Penalty 486.446429 = -190973.072227 nChanged 101 SP:Iteration 26Q (1623.393686 sec): 3 clusters Score: Raw -191517.724316 + Penalty 486.446429 = -191031.277888 nChanged 76 SP:Iteration 27Q (1623.443948 sec): 3 clusters Score: Raw -191564.024567 + Penalty 486.446429 = -191077.578138 nChanged 70 SP:Iteration 28Q (1623.498851 sec): 3 clusters Score: Raw -191607.144921 + Penalty 486.446429 = -191120.698493 nChanged 46 SP:Iteration 29Q (1623.553558 sec): 3 clusters Score: Raw -191628.795664 + Penalty 486.446429 = -191142.349235 nChanged 30 SP:Iteration 30Q (1623.595031 sec): 3 clusters Score: Raw -191648.798121 + Penalty 486.446429 = -191162.351693 nChanged 31 SP:Iteration 31Q (1623.649088 sec): 3 clusters Score: Raw -191671.231294 + Penalty 486.446429 = -191184.784865 nChanged 32 SP:Iteration 32Q (1623.698511 sec): 3 clusters Score: Raw -191692.673600 + Penalty 486.446429 = -191206.227171 nChanged 17 SP:Iteration 33Q (1623.749228 sec): 3 clusters Score: Raw -191699.714158 + Penalty 486.446429 = -191213.267730 nChanged 7 SP:Iteration 34Q (1623.802019 sec): 3 clusters Score: Raw -191703.974268 + Penalty 486.446429 = -191217.527839 nChanged 7 SP:Iteration 35Q (1623.844014 sec): 3 clusters Score: Raw -191708.418914 + Penalty 486.446429 = -191221.972486 nChanged 7 SP:Iteration 36Q (1623.897114 sec): 3 clusters Score: Raw -191710.748889 + Penalty 486.446429 = -191224.302460 nChanged 5 SP:Iteration 37Q (1623.946060 sec): 3 clusters Score: Raw -191713.009567 + Penalty 486.446429 = -191226.563139 nChanged 3 SP:Iteration 38Q (1623.997898 sec): 3 clusters Score: Raw -191714.356403 + Penalty 486.446429 = -191227.909974 nChanged 2 SP:Iteration 39Q (1624.057632 sec): 3 clusters Score: Raw -191714.927916 + Penalty 486.446429 = -191228.481487 nChanged 3 SP:Iteration 40F (1624.109525 sec): 3 clusters Score: Raw -191715.908258 + Penalty 486.446429 = -191229.461830 nChanged 4 SP:Iteration 41Q (1624.163659 sec): 3 clusters Score: Raw -191717.530324 + Penalty 486.446429 = -191231.083896 nChanged 7 SP:Iteration 42Q (1624.213491 sec): 3 clusters Score: Raw -191721.547444 + Penalty 486.446429 = -191235.101016 nChanged 4 SP:Iteration 43Q (1624.261420 sec): 3 clusters Score: Raw -191722.584678 + Penalty 486.446429 = -191236.138250 nChanged 3 SP:Iteration 44Q (1624.299622 sec): 3 clusters Score: Raw -191724.407966 + Penalty 486.446429 = -191237.961538 nChanged 3 SP:Iteration 45Q (1624.357122 sec): 3 clusters Score: Raw -191725.962994 + Penalty 486.446429 = -191239.516566 nChanged 1 SP:Iteration 46Q (1624.401191 sec): 3 clusters Score: Raw -191726.542007 + Penalty 486.446429 = -191240.095578 nChanged 1 SP:Iteration 47Q (1624.447941 sec): 3 clusters Score: Raw -191726.684051 + Penalty 486.446429 = -191240.237622 nChanged 0 SP:Iteration 48F (1624.498139 sec): 3 clusters Score: Raw -191726.684051 + Penalty 486.446429 = -191240.237622 nChanged 0 Trying to split cluster 7 (13639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1624.530870 sec): 2 clusters Score: Raw -377458.761068 + Penalty 261.818937 = -377196.942131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1624.595115 sec): 3 clusters Score: Raw -368504.330270 + Penalty 523.637874 = -367980.692396 nChanged 6545 SP:Iteration 1F (1624.646110 sec): 3 clusters Score: Raw -372509.672583 + Penalty 523.637874 = -371986.034709 nChanged 886 SP:Iteration 2F (1624.693792 sec): 3 clusters Score: Raw -373129.412921 + Penalty 523.637874 = -372605.775047 nChanged 981 SP:Iteration 3F (1624.748142 sec): 3 clusters Score: Raw -374005.669790 + Penalty 523.637874 = -373482.031916 nChanged 1046 SP:Iteration 4F (1624.813105 sec): 3 clusters Score: Raw -374871.420358 + Penalty 523.637874 = -374347.782485 nChanged 832 SP:Iteration 5F (1624.856693 sec): 3 clusters Score: Raw -375364.431738 + Penalty 523.637874 = -374840.793864 nChanged 514 SP:Iteration 6Q (1624.917188 sec): 3 clusters Score: Raw -375548.841447 + Penalty 523.637874 = -375025.203574 nChanged 314 SP:Iteration 7Q (1624.975685 sec): 3 clusters Score: Raw -375629.171329 + Penalty 523.637874 = -375105.533455 nChanged 197 SP:Iteration 8Q (1625.031104 sec): 3 clusters Score: Raw -375683.068590 + Penalty 523.637874 = -375159.430716 nChanged 192 SP:Iteration 9Q (1625.089564 sec): 3 clusters Score: Raw -375744.396280 + Penalty 523.637874 = -375220.758406 nChanged 223 SP:Iteration 10Q (1625.135740 sec): 3 clusters Score: Raw -375822.397155 + Penalty 523.637874 = -375298.759281 nChanged 248 SP:Iteration 11Q (1625.196003 sec): 3 clusters Score: Raw -375922.057979 + Penalty 523.637874 = -375398.420105 nChanged 273 SP:Iteration 12Q (1625.255667 sec): 3 clusters Score: Raw -376040.987693 + Penalty 523.637874 = -375517.349819 nChanged 298 SP:Iteration 13Q (1625.312453 sec): 3 clusters Score: Raw -376207.469667 + Penalty 523.637874 = -375683.831793 nChanged 359 SP:Iteration 14Q (1625.359925 sec): 3 clusters Score: Raw -376447.733569 + Penalty 523.637874 = -375924.095695 nChanged 379 SP:Iteration 15Q (1625.423068 sec): 3 clusters Score: Raw -376729.292828 + Penalty 523.637874 = -376205.654954 nChanged 351 SP:Iteration 16Q (1625.470124 sec): 3 clusters Score: Raw -376966.334073 + Penalty 523.637874 = -376442.696200 nChanged 284 SP:Iteration 17Q (1625.533218 sec): 3 clusters Score: Raw -377098.620661 + Penalty 523.637874 = -376574.982787 nChanged 207 SP:Iteration 18Q (1625.586482 sec): 3 clusters Score: Raw -377170.106334 + Penalty 523.637874 = -376646.468460 nChanged 159 SP:Iteration 19Q (1625.632876 sec): 3 clusters Score: Raw -377217.510017 + Penalty 523.637874 = -376693.872143 nChanged 122 SP:Iteration 20F (1625.687162 sec): 3 clusters Score: Raw -377258.213397 + Penalty 523.637874 = -376734.575523 nChanged 103 SP:Iteration 21Q (1625.747537 sec): 3 clusters Score: Raw -377281.750573 + Penalty 523.637874 = -376758.112699 nChanged 85 SP:Iteration 22Q (1625.802530 sec): 3 clusters Score: Raw -377295.358381 + Penalty 523.637874 = -376771.720508 nChanged 71 SP:Iteration 23Q (1625.847606 sec): 3 clusters Score: Raw -377306.041367 + Penalty 523.637874 = -376782.403493 nChanged 62 SP:Iteration 24Q (1625.912551 sec): 3 clusters Score: Raw -377313.414870 + Penalty 523.637874 = -376789.776996 nChanged 48 SP:Iteration 25Q (1625.960347 sec): 3 clusters Score: Raw -377317.659299 + Penalty 523.637874 = -376794.021426 nChanged 33 SP:Iteration 26Q (1626.023352 sec): 3 clusters Score: Raw -377320.329368 + Penalty 523.637874 = -376796.691495 nChanged 27 SP:Iteration 27Q (1626.068252 sec): 3 clusters Score: Raw -377322.462888 + Penalty 523.637874 = -376798.825014 nChanged 19 SP:Iteration 28Q (1626.132335 sec): 3 clusters Score: Raw -377323.601978 + Penalty 523.637874 = -376799.964104 nChanged 16 SP:Iteration 29Q (1626.179990 sec): 3 clusters Score: Raw -377324.228396 + Penalty 523.637874 = -376800.590522 nChanged 15 SP:Iteration 30Q (1626.238055 sec): 3 clusters Score: Raw -377324.654441 + Penalty 523.637874 = -376801.016567 nChanged 16 SP:Iteration 31Q (1626.291378 sec): 3 clusters Score: Raw -377325.450196 + Penalty 523.637874 = -376801.812322 nChanged 23 SP:Iteration 32Q (1626.355871 sec): 3 clusters Score: Raw -377326.832693 + Penalty 523.637874 = -376803.194819 nChanged 26 SP:Iteration 33Q (1626.400253 sec): 3 clusters Score: Raw -377328.181089 + Penalty 523.637874 = -376804.543215 nChanged 24 SP:Iteration 34Q (1626.465236 sec): 3 clusters Score: Raw -377329.719349 + Penalty 523.637874 = -376806.081475 nChanged 27 SP:Iteration 35Q (1626.519184 sec): 3 clusters Score: Raw -377331.279920 + Penalty 523.637874 = -376807.642046 nChanged 23 SP:Iteration 36Q (1626.571642 sec): 3 clusters Score: Raw -377332.646782 + Penalty 523.637874 = -376809.008908 nChanged 30 SP:Iteration 37Q (1626.618442 sec): 3 clusters Score: Raw -377334.249649 + Penalty 523.637874 = -376810.611775 nChanged 25 SP:Iteration 38Q (1626.679738 sec): 3 clusters Score: Raw -377335.394532 + Penalty 523.637874 = -376811.756658 nChanged 18 SP:Iteration 39Q (1626.735160 sec): 3 clusters Score: Raw -377336.304489 + Penalty 523.637874 = -376812.666616 nChanged 17 SP:Iteration 40F (1626.786386 sec): 3 clusters Score: Raw -377336.979577 + Penalty 523.637874 = -376813.341703 nChanged 18 SP:Iteration 41Q (1626.844341 sec): 3 clusters Score: Raw -377337.752058 + Penalty 523.637874 = -376814.114185 nChanged 18 SP:Iteration 42Q (1626.906635 sec): 3 clusters Score: Raw -377338.536196 + Penalty 523.637874 = -376814.898322 nChanged 11 SP:Iteration 43Q (1626.952565 sec): 3 clusters Score: Raw -377339.020643 + Penalty 523.637874 = -376815.382769 nChanged 11 SP:Iteration 44Q (1627.014517 sec): 3 clusters Score: Raw -377339.444980 + Penalty 523.637874 = -376815.807106 nChanged 15 SP:Iteration 45Q (1627.073925 sec): 3 clusters Score: Raw -377340.143263 + Penalty 523.637874 = -376816.505390 nChanged 16 SP:Iteration 46Q (1627.123368 sec): 3 clusters Score: Raw -377340.864749 + Penalty 523.637874 = -376817.226876 nChanged 13 SP:Iteration 47Q (1627.179514 sec): 3 clusters Score: Raw -377341.412723 + Penalty 523.637874 = -376817.774849 nChanged 14 SP:Iteration 48Q (1627.245060 sec): 3 clusters Score: Raw -377342.142817 + Penalty 523.637874 = -376818.504943 nChanged 16 SP:Iteration 49Q (1627.303934 sec): 3 clusters Score: Raw -377342.878553 + Penalty 523.637874 = -376819.240679 nChanged 16 SP:Iteration 50Q (1627.356405 sec): 3 clusters Score: Raw -377343.783470 + Penalty 523.637874 = -376820.145596 nChanged 21 SP:Iteration 51Q (1627.411368 sec): 3 clusters Score: Raw -377344.937840 + Penalty 523.637874 = -376821.299966 nChanged 30 SP:Iteration 52Q (1627.477317 sec): 3 clusters Score: Raw -377346.990212 + Penalty 523.637874 = -376823.352338 nChanged 34 SP:Iteration 53Q (1627.526102 sec): 3 clusters Score: Raw -377349.361463 + Penalty 523.637874 = -376825.723589 nChanged 30 SP:Iteration 54Q (1627.582509 sec): 3 clusters Score: Raw -377351.330771 + Penalty 523.637874 = -376827.692897 nChanged 31 SP:Iteration 55Q (1627.635491 sec): 3 clusters Score: Raw -377353.443788 + Penalty 523.637874 = -376829.805914 nChanged 23 SP:Iteration 56Q (1627.694408 sec): 3 clusters Score: Raw -377354.537719 + Penalty 523.637874 = -376830.899845 nChanged 14 SP:Iteration 57Q (1627.748778 sec): 3 clusters Score: Raw -377355.025020 + Penalty 523.637874 = -376831.387146 nChanged 14 SP:Iteration 58Q (1627.805827 sec): 3 clusters Score: Raw -377355.568045 + Penalty 523.637874 = -376831.930171 nChanged 15 SP:Iteration 59Q (1627.860014 sec): 3 clusters Score: Raw -377356.231678 + Penalty 523.637874 = -376832.593805 nChanged 17 SP:Iteration 60F (1627.925909 sec): 3 clusters Score: Raw -377356.909200 + Penalty 523.637874 = -376833.271326 nChanged 13 SP:Iteration 61Q (1627.985084 sec): 3 clusters Score: Raw -377357.353122 + Penalty 523.637874 = -376833.715248 nChanged 8 SP:Iteration 62Q (1628.036391 sec): 3 clusters Score: Raw -377357.527328 + Penalty 523.637874 = -376833.889455 nChanged 6 SP:Iteration 63Q (1628.101495 sec): 3 clusters Score: Raw -377357.690343 + Penalty 523.637874 = -376834.052469 nChanged 4 SP:Iteration 64Q (1628.145800 sec): 3 clusters Score: Raw -377357.784967 + Penalty 523.637874 = -376834.147093 nChanged 5 SP:Iteration 65Q (1628.209331 sec): 3 clusters Score: Raw -377357.886333 + Penalty 523.637874 = -376834.248459 nChanged 5 SP:Iteration 66Q (1628.270074 sec): 3 clusters Score: Raw -377357.972332 + Penalty 523.637874 = -376834.334458 nChanged 6 SP:Iteration 67Q (1628.318672 sec): 3 clusters Score: Raw -377358.033522 + Penalty 523.637874 = -376834.395648 nChanged 0 SP:Iteration 68F (1628.383847 sec): 3 clusters Score: Raw -377358.033522 + Penalty 523.637874 = -376834.395648 nChanged 0 Trying to split cluster 8 (3183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1628.411132 sec): 2 clusters Score: Raw -98101.938355 + Penalty 221.803434 = -97880.134920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1628.448672 sec): 3 clusters Score: Raw -96197.804278 + Penalty 443.606869 = -95754.197410 nChanged 1435 SP:Iteration 1F (1628.495423 sec): 3 clusters Score: Raw -97331.470291 + Penalty 443.606869 = -96887.863423 nChanged 296 SP:Iteration 2F (1628.553989 sec): 3 clusters Score: Raw -97706.599596 + Penalty 443.606869 = -97262.992728 nChanged 220 SP:Iteration 3F (1628.598410 sec): 3 clusters Score: Raw -97858.056435 + Penalty 443.606869 = -97414.449567 nChanged 119 SP:Iteration 4Q (1628.645527 sec): 3 clusters Score: Raw -97911.381006 + Penalty 443.606869 = -97467.774137 nChanged 55 SP:Iteration 5Q (1628.698625 sec): 3 clusters Score: Raw -97927.631676 + Penalty 443.606869 = -97484.024807 nChanged 36 SP:Iteration 6Q (1628.737354 sec): 3 clusters Score: Raw -97938.511921 + Penalty 443.606869 = -97494.905053 nChanged 35 SP:Iteration 7Q (1628.781790 sec): 3 clusters Score: Raw -97950.016149 + Penalty 443.606869 = -97506.409281 nChanged 28 SP:Iteration 8Q (1628.834140 sec): 3 clusters Score: Raw -97961.388912 + Penalty 443.606869 = -97517.782043 nChanged 37 SP:Iteration 9Q (1628.869775 sec): 3 clusters Score: Raw -97981.505419 + Penalty 443.606869 = -97537.898551 nChanged 49 SP:Iteration 10Q (1628.918392 sec): 3 clusters Score: Raw -98004.907422 + Penalty 443.606869 = -97561.300553 nChanged 44 SP:Iteration 11Q (1628.963803 sec): 3 clusters Score: Raw -98022.179255 + Penalty 443.606869 = -97578.572387 nChanged 31 SP:Iteration 12Q (1629.015072 sec): 3 clusters Score: Raw -98031.444288 + Penalty 443.606869 = -97587.837420 nChanged 20 SP:Iteration 13Q (1629.057552 sec): 3 clusters Score: Raw -98037.354453 + Penalty 443.606869 = -97593.747585 nChanged 23 SP:Iteration 14Q (1629.116132 sec): 3 clusters Score: Raw -98044.353913 + Penalty 443.606869 = -97600.747044 nChanged 19 SP:Iteration 15Q (1629.162675 sec): 3 clusters Score: Raw -98050.332933 + Penalty 443.606869 = -97606.726064 nChanged 17 SP:Iteration 16Q (1629.213895 sec): 3 clusters Score: Raw -98054.522907 + Penalty 443.606869 = -97610.916039 nChanged 10 SP:Iteration 17Q (1629.262378 sec): 3 clusters Score: Raw -98055.945936 + Penalty 443.606869 = -97612.339067 nChanged 11 SP:Iteration 18Q (1629.315745 sec): 3 clusters Score: Raw -98059.127277 + Penalty 443.606869 = -97615.520409 nChanged 16 SP:Iteration 19Q (1629.356349 sec): 3 clusters Score: Raw -98063.318046 + Penalty 443.606869 = -97619.711178 nChanged 14 SP:Iteration 20F (1629.407244 sec): 3 clusters Score: Raw -98066.551103 + Penalty 443.606869 = -97622.944235 nChanged 13 SP:Iteration 21Q (1629.462953 sec): 3 clusters Score: Raw -98069.558250 + Penalty 443.606869 = -97625.951382 nChanged 16 SP:Iteration 22Q (1629.508703 sec): 3 clusters Score: Raw -98076.029374 + Penalty 443.606869 = -97632.422506 nChanged 25 SP:Iteration 23Q (1629.560732 sec): 3 clusters Score: Raw -98082.638291 + Penalty 443.606869 = -97639.031423 nChanged 16 SP:Iteration 24Q (1629.599665 sec): 3 clusters Score: Raw -98085.957347 + Penalty 443.606869 = -97642.350478 nChanged 14 SP:Iteration 25Q (1629.648214 sec): 3 clusters Score: Raw -98088.676451 + Penalty 443.606869 = -97645.069583 nChanged 11 SP:Iteration 26Q (1629.700934 sec): 3 clusters Score: Raw -98090.745600 + Penalty 443.606869 = -97647.138732 nChanged 11 SP:Iteration 27Q (1629.747169 sec): 3 clusters Score: Raw -98092.116674 + Penalty 443.606869 = -97648.509806 nChanged 10 SP:Iteration 28Q (1629.800543 sec): 3 clusters Score: Raw -98092.996987 + Penalty 443.606869 = -97649.390118 nChanged 6 SP:Iteration 29Q (1629.843283 sec): 3 clusters Score: Raw -98093.971883 + Penalty 443.606869 = -97650.365014 nChanged 6 SP:Iteration 30Q (1629.899283 sec): 3 clusters Score: Raw -98094.738870 + Penalty 443.606869 = -97651.132002 nChanged 4 SP:Iteration 31Q (1629.933862 sec): 3 clusters Score: Raw -98095.116826 + Penalty 443.606869 = -97651.509958 nChanged 3 SP:Iteration 32Q (1629.987719 sec): 3 clusters Score: Raw -98095.385319 + Penalty 443.606869 = -97651.778450 nChanged 1 SP:Iteration 33Q (1630.028284 sec): 3 clusters Score: Raw -98095.502950 + Penalty 443.606869 = -97651.896081 nChanged 1 SP:Iteration 34Q (1630.075662 sec): 3 clusters Score: Raw -98095.604439 + Penalty 443.606869 = -97651.997570 nChanged 0 SP:Iteration 35F (1630.120226 sec): 3 clusters Score: Raw -98095.604439 + Penalty 443.606869 = -97651.997570 nChanged 0 Trying to split cluster 9 (6606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1630.148754 sec): 2 clusters Score: Raw -173374.876817 + Penalty 241.882674 = -173132.994143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1630.206645 sec): 3 clusters Score: Raw -169248.873253 + Penalty 483.765348 = -168765.107905 nChanged 3106 SP:Iteration 1F (1630.259552 sec): 3 clusters Score: Raw -171407.172046 + Penalty 483.765348 = -170923.406697 nChanged 477 SP:Iteration 2F (1630.305038 sec): 3 clusters Score: Raw -171833.357407 + Penalty 483.765348 = -171349.592058 nChanged 532 SP:Iteration 3F (1630.359258 sec): 3 clusters Score: Raw -172359.533619 + Penalty 483.765348 = -171875.768271 nChanged 490 SP:Iteration 4F (1630.410136 sec): 3 clusters Score: Raw -172790.615812 + Penalty 483.765348 = -172306.850464 nChanged 337 SP:Iteration 5F (1630.454511 sec): 3 clusters Score: Raw -173029.788746 + Penalty 483.765348 = -172546.023398 nChanged 225 SP:Iteration 6Q (1630.500597 sec): 3 clusters Score: Raw -173138.335164 + Penalty 483.765348 = -172654.569816 nChanged 156 SP:Iteration 7Q (1630.553876 sec): 3 clusters Score: Raw -173227.554852 + Penalty 483.765348 = -172743.789504 nChanged 122 SP:Iteration 8Q (1630.613845 sec): 3 clusters Score: Raw -173289.028547 + Penalty 483.765348 = -172805.263198 nChanged 101 SP:Iteration 9Q (1630.660406 sec): 3 clusters Score: Raw -173331.116063 + Penalty 483.765348 = -172847.350715 nChanged 87 SP:Iteration 10Q (1630.706964 sec): 3 clusters Score: Raw -173358.216669 + Penalty 483.765348 = -172874.451321 nChanged 67 SP:Iteration 11Q (1630.760733 sec): 3 clusters Score: Raw -173371.953431 + Penalty 483.765348 = -172888.188082 nChanged 44 SP:Iteration 12Q (1630.813685 sec): 3 clusters Score: Raw -173379.014702 + Penalty 483.765348 = -172895.249354 nChanged 40 SP:Iteration 13Q (1630.859928 sec): 3 clusters Score: Raw -173386.211424 + Penalty 483.765348 = -172902.446076 nChanged 38 SP:Iteration 14Q (1630.905502 sec): 3 clusters Score: Raw -173392.094374 + Penalty 483.765348 = -172908.329026 nChanged 31 SP:Iteration 15Q (1630.953029 sec): 3 clusters Score: Raw -173396.785240 + Penalty 483.765348 = -172913.019892 nChanged 31 SP:Iteration 16Q (1631.009421 sec): 3 clusters Score: Raw -173400.855783 + Penalty 483.765348 = -172917.090435 nChanged 26 SP:Iteration 17Q (1631.064159 sec): 3 clusters Score: Raw -173405.030055 + Penalty 483.765348 = -172921.264706 nChanged 29 SP:Iteration 18Q (1631.103596 sec): 3 clusters Score: Raw -173409.713493 + Penalty 483.765348 = -172925.948144 nChanged 31 SP:Iteration 19Q (1631.162059 sec): 3 clusters Score: Raw -173414.022402 + Penalty 483.765348 = -172930.257054 nChanged 28 SP:Iteration 20F (1631.207065 sec): 3 clusters Score: Raw -173418.147377 + Penalty 483.765348 = -172934.382029 nChanged 31 SP:Iteration 21Q (1631.263531 sec): 3 clusters Score: Raw -173423.621513 + Penalty 483.765348 = -172939.856165 nChanged 38 SP:Iteration 22Q (1631.312036 sec): 3 clusters Score: Raw -173430.289819 + Penalty 483.765348 = -172946.524471 nChanged 39 SP:Iteration 23Q (1631.360238 sec): 3 clusters Score: Raw -173436.887286 + Penalty 483.765348 = -172953.121938 nChanged 33 SP:Iteration 24Q (1631.413213 sec): 3 clusters Score: Raw -173440.554686 + Penalty 483.765348 = -172956.789337 nChanged 30 SP:Iteration 25Q (1631.462520 sec): 3 clusters Score: Raw -173445.155049 + Penalty 483.765348 = -172961.389700 nChanged 33 SP:Iteration 26Q (1631.507244 sec): 3 clusters Score: Raw -173450.518433 + Penalty 483.765348 = -172966.753084 nChanged 28 SP:Iteration 27Q (1631.555626 sec): 3 clusters Score: Raw -173453.907650 + Penalty 483.765348 = -172970.142302 nChanged 20 SP:Iteration 28Q (1631.612050 sec): 3 clusters Score: Raw -173455.969489 + Penalty 483.765348 = -172972.204140 nChanged 20 SP:Iteration 29Q (1631.658771 sec): 3 clusters Score: Raw -173458.094383 + Penalty 483.765348 = -172974.329035 nChanged 17 SP:Iteration 30Q (1631.702044 sec): 3 clusters Score: Raw -173459.366229 + Penalty 483.765348 = -172975.600881 nChanged 12 SP:Iteration 31Q (1631.752339 sec): 3 clusters Score: Raw -173460.254734 + Penalty 483.765348 = -172976.489386 nChanged 13 SP:Iteration 32Q (1631.808717 sec): 3 clusters Score: Raw -173461.218685 + Penalty 483.765348 = -172977.453336 nChanged 17 SP:Iteration 33Q (1631.852761 sec): 3 clusters Score: Raw -173462.427689 + Penalty 483.765348 = -172978.662341 nChanged 14 SP:Iteration 34Q (1631.896952 sec): 3 clusters Score: Raw -173463.977300 + Penalty 483.765348 = -172980.211952 nChanged 15 SP:Iteration 35Q (1631.947778 sec): 3 clusters Score: Raw -173465.585827 + Penalty 483.765348 = -172981.820479 nChanged 14 SP:Iteration 36Q (1632.001023 sec): 3 clusters Score: Raw -173467.490655 + Penalty 483.765348 = -172983.725306 nChanged 12 SP:Iteration 37Q (1632.064580 sec): 3 clusters Score: Raw -173468.721201 + Penalty 483.765348 = -172984.955853 nChanged 12 SP:Iteration 38Q (1632.110910 sec): 3 clusters Score: Raw -173469.700528 + Penalty 483.765348 = -172985.935180 nChanged 8 SP:Iteration 39Q (1632.161252 sec): 3 clusters Score: Raw -173470.071154 + Penalty 483.765348 = -172986.305806 nChanged 5 SP:Iteration 40F (1632.208720 sec): 3 clusters Score: Raw -173470.368100 + Penalty 483.765348 = -172986.602752 nChanged 4 SP:Iteration 41Q (1632.252104 sec): 3 clusters Score: Raw -173470.601281 + Penalty 483.765348 = -172986.835933 nChanged 7 SP:Iteration 42Q (1632.302579 sec): 3 clusters Score: Raw -173470.942093 + Penalty 483.765348 = -172987.176744 nChanged 4 SP:Iteration 43Q (1632.347529 sec): 3 clusters Score: Raw -173471.211420 + Penalty 483.765348 = -172987.446071 nChanged 2 SP:Iteration 44Q (1632.404908 sec): 3 clusters Score: Raw -173471.290566 + Penalty 483.765348 = -172987.525218 nChanged 2 SP:Iteration 45Q (1632.447486 sec): 3 clusters Score: Raw -173471.336164 + Penalty 483.765348 = -172987.570815 nChanged 3 SP:Iteration 46Q (1632.506603 sec): 3 clusters Score: Raw -173471.423545 + Penalty 483.765348 = -172987.658197 nChanged 1 SP:Iteration 47Q (1632.555077 sec): 3 clusters Score: Raw -173471.435796 + Penalty 483.765348 = -172987.670447 nChanged 1 SP:Iteration 48Q (1632.606281 sec): 3 clusters Score: Raw -173471.468512 + Penalty 483.765348 = -172987.703163 nChanged 2 SP:Iteration 49Q (1632.654886 sec): 3 clusters Score: Raw -173471.508179 + Penalty 483.765348 = -172987.742830 nChanged 2 SP:Iteration 50Q (1632.704458 sec): 3 clusters Score: Raw -173471.562565 + Penalty 483.765348 = -172987.797217 nChanged 3 SP:Iteration 51Q (1632.745906 sec): 3 clusters Score: Raw -173471.644378 + Penalty 483.765348 = -172987.879030 nChanged 2 SP:Iteration 52Q (1632.800662 sec): 3 clusters Score: Raw -173471.702686 + Penalty 483.765348 = -172987.937337 nChanged 1 SP:Iteration 53Q (1632.845818 sec): 3 clusters Score: Raw -173471.721792 + Penalty 483.765348 = -172987.956443 nChanged 0 SP:Iteration 54F (1632.895953 sec): 3 clusters Score: Raw -173471.721792 + Penalty 483.765348 = -172987.956443 nChanged 0 Trying to split cluster 10 (4165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1632.921566 sec): 2 clusters Score: Raw -112812.425272 + Penalty 229.197968 = -112583.227304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1632.977379 sec): 3 clusters Score: Raw -110241.542449 + Penalty 458.395936 = -109783.146513 nChanged 1980 SP:Iteration 1F (1633.019260 sec): 3 clusters Score: Raw -111490.331043 + Penalty 458.395936 = -111031.935108 nChanged 317 SP:Iteration 2F (1633.066945 sec): 3 clusters Score: Raw -111758.360796 + Penalty 458.395936 = -111299.964860 nChanged 293 SP:Iteration 3F (1633.113087 sec): 3 clusters Score: Raw -111973.572649 + Penalty 458.395936 = -111515.176714 nChanged 253 SP:Iteration 4F (1633.161002 sec): 3 clusters Score: Raw -112196.686968 + Penalty 458.395936 = -111738.291033 nChanged 230 SP:Iteration 5F (1633.203194 sec): 3 clusters Score: Raw -112359.145765 + Penalty 458.395936 = -111900.749829 nChanged 193 SP:Iteration 6Q (1633.254459 sec): 3 clusters Score: Raw -112473.385789 + Penalty 458.395936 = -112014.989853 nChanged 151 SP:Iteration 7Q (1633.304130 sec): 3 clusters Score: Raw -112547.547246 + Penalty 458.395936 = -112089.151311 nChanged 100 SP:Iteration 8Q (1633.346466 sec): 3 clusters Score: Raw -112586.019418 + Penalty 458.395936 = -112127.623483 nChanged 63 SP:Iteration 9Q (1633.400639 sec): 3 clusters Score: Raw -112610.250206 + Penalty 458.395936 = -112151.854270 nChanged 58 SP:Iteration 10Q (1633.449916 sec): 3 clusters Score: Raw -112634.312811 + Penalty 458.395936 = -112175.916875 nChanged 48 SP:Iteration 11Q (1633.493294 sec): 3 clusters Score: Raw -112649.708107 + Penalty 458.395936 = -112191.312172 nChanged 42 SP:Iteration 12Q (1633.546173 sec): 3 clusters Score: Raw -112664.824713 + Penalty 458.395936 = -112206.428777 nChanged 63 SP:Iteration 13Q (1633.589814 sec): 3 clusters Score: Raw -112684.838931 + Penalty 458.395936 = -112226.442996 nChanged 51 SP:Iteration 14Q (1633.643259 sec): 3 clusters Score: Raw -112704.144663 + Penalty 458.395936 = -112245.748727 nChanged 56 SP:Iteration 15Q (1633.681162 sec): 3 clusters Score: Raw -112728.704131 + Penalty 458.395936 = -112270.308196 nChanged 51 SP:Iteration 16Q (1633.734587 sec): 3 clusters Score: Raw -112753.837877 + Penalty 458.395936 = -112295.441942 nChanged 46 SP:Iteration 17Q (1633.778840 sec): 3 clusters Score: Raw -112770.581877 + Penalty 458.395936 = -112312.185941 nChanged 37 SP:Iteration 18Q (1633.827017 sec): 3 clusters Score: Raw -112783.661550 + Penalty 458.395936 = -112325.265615 nChanged 22 SP:Iteration 19Q (1633.881067 sec): 3 clusters Score: Raw -112790.031851 + Penalty 458.395936 = -112331.635916 nChanged 28 SP:Iteration 20F (1633.928120 sec): 3 clusters Score: Raw -112800.737922 + Penalty 458.395936 = -112342.341986 nChanged 26 SP:Iteration 21Q (1633.977508 sec): 3 clusters Score: Raw -112810.623191 + Penalty 458.395936 = -112352.227255 nChanged 29 SP:Iteration 22Q (1634.019932 sec): 3 clusters Score: Raw -112819.143630 + Penalty 458.395936 = -112360.747694 nChanged 28 SP:Iteration 23Q (1634.070944 sec): 3 clusters Score: Raw -112824.844829 + Penalty 458.395936 = -112366.448894 nChanged 20 SP:Iteration 24Q (1634.122328 sec): 3 clusters Score: Raw -112827.596455 + Penalty 458.395936 = -112369.200519 nChanged 16 SP:Iteration 25Q (1634.173723 sec): 3 clusters Score: Raw -112830.209731 + Penalty 458.395936 = -112371.813795 nChanged 14 SP:Iteration 26Q (1634.226458 sec): 3 clusters Score: Raw -112831.875366 + Penalty 458.395936 = -112373.479430 nChanged 13 SP:Iteration 27Q (1634.273386 sec): 3 clusters Score: Raw -112834.246185 + Penalty 458.395936 = -112375.850250 nChanged 17 SP:Iteration 28Q (1634.325165 sec): 3 clusters Score: Raw -112836.852089 + Penalty 458.395936 = -112378.456154 nChanged 17 SP:Iteration 29Q (1634.364398 sec): 3 clusters Score: Raw -112839.644658 + Penalty 458.395936 = -112381.248722 nChanged 23 SP:Iteration 30Q (1634.410907 sec): 3 clusters Score: Raw -112843.814380 + Penalty 458.395936 = -112385.418444 nChanged 24 SP:Iteration 31Q (1634.458858 sec): 3 clusters Score: Raw -112848.116630 + Penalty 458.395936 = -112389.720694 nChanged 12 SP:Iteration 32Q (1634.507289 sec): 3 clusters Score: Raw -112850.015043 + Penalty 458.395936 = -112391.619107 nChanged 12 SP:Iteration 33Q (1634.565734 sec): 3 clusters Score: Raw -112851.534245 + Penalty 458.395936 = -112393.138310 nChanged 8 SP:Iteration 34Q (1634.613453 sec): 3 clusters Score: Raw -112852.042844 + Penalty 458.395936 = -112393.646908 nChanged 6 SP:Iteration 35Q (1634.652562 sec): 3 clusters Score: Raw -112852.948164 + Penalty 458.395936 = -112394.552228 nChanged 6 SP:Iteration 36Q (1634.700146 sec): 3 clusters Score: Raw -112853.379107 + Penalty 458.395936 = -112394.983172 nChanged 2 SP:Iteration 37Q (1634.746573 sec): 3 clusters Score: Raw -112853.575760 + Penalty 458.395936 = -112395.179825 nChanged 1 SP:Iteration 38Q (1634.798478 sec): 3 clusters Score: Raw -112853.597295 + Penalty 458.395936 = -112395.201360 nChanged 0 SP:Iteration 39F (1634.844459 sec): 3 clusters Score: Raw -112853.597295 + Penalty 458.395936 = -112395.201360 nChanged 0 Trying to split cluster 11 (85231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1634.935140 sec): 2 clusters Score: Raw -2398209.033212 + Penalty 312.210814 = -2397896.822398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1635.042605 sec): 3 clusters Score: Raw -2340703.874109 + Penalty 624.421627 = -2340079.452482 nChanged 41945 SP:Iteration 1F (1635.160150 sec): 3 clusters Score: Raw -2367628.155532 + Penalty 624.421627 = -2367003.733905 nChanged 4723 SP:Iteration 2F (1635.265795 sec): 3 clusters Score: Raw -2369347.488462 + Penalty 624.421627 = -2368723.066834 nChanged 4347 SP:Iteration 3F (1635.369933 sec): 3 clusters Score: Raw -2370945.650533 + Penalty 624.421627 = -2370321.228906 nChanged 4046 SP:Iteration 4Q (1635.488261 sec): 3 clusters Score: Raw -2372437.106691 + Penalty 624.421627 = -2371812.685063 nChanged 3739 SP:Iteration 5Q (1635.599505 sec): 3 clusters Score: Raw -2373879.851475 + Penalty 624.421627 = -2373255.429847 nChanged 3511 SP:Iteration 6Q (1635.723723 sec): 3 clusters Score: Raw -2375394.714460 + Penalty 624.421627 = -2374770.292833 nChanged 3626 SP:Iteration 7Q (1635.846001 sec): 3 clusters Score: Raw -2377361.320345 + Penalty 624.421627 = -2376736.898718 nChanged 4066 SP:Iteration 8Q (1635.968179 sec): 3 clusters Score: Raw -2380144.392220 + Penalty 624.421627 = -2379519.970593 nChanged 4266 SP:Iteration 9F (1636.076011 sec): 3 clusters Score: Raw -2383122.559900 + Penalty 624.421627 = -2382498.138272 nChanged 3856 SP:Iteration 10Q (1636.193631 sec): 3 clusters Score: Raw -2385171.176015 + Penalty 624.421627 = -2384546.754388 nChanged 2630 SP:Iteration 11Q (1636.314572 sec): 3 clusters Score: Raw -2386094.916420 + Penalty 624.421627 = -2385470.494793 nChanged 1651 SP:Iteration 12Q (1636.432503 sec): 3 clusters Score: Raw -2386504.678157 + Penalty 624.421627 = -2385880.256529 nChanged 1120 SP:Iteration 13Q (1636.549934 sec): 3 clusters Score: Raw -2386748.879877 + Penalty 624.421627 = -2386124.458250 nChanged 1015 SP:Iteration 14Q (1636.669479 sec): 3 clusters Score: Raw -2386971.668575 + Penalty 624.421627 = -2386347.246948 nChanged 944 SP:Iteration 15Q (1636.788449 sec): 3 clusters Score: Raw -2387173.136141 + Penalty 624.421627 = -2386548.714513 nChanged 928 SP:Iteration 16Q (1636.908778 sec): 3 clusters Score: Raw -2387362.978078 + Penalty 624.421627 = -2386738.556451 nChanged 915 SP:Iteration 17Q (1637.024068 sec): 3 clusters Score: Raw -2387538.543928 + Penalty 624.421627 = -2386914.122301 nChanged 912 SP:Iteration 18Q (1637.135240 sec): 3 clusters Score: Raw -2387718.058332 + Penalty 624.421627 = -2387093.636705 nChanged 886 SP:Iteration 19Q (1637.242189 sec): 3 clusters Score: Raw -2387893.450925 + Penalty 624.421627 = -2387269.029298 nChanged 922 SP:Iteration 20F (1637.350534 sec): 3 clusters Score: Raw -2388079.442287 + Penalty 624.421627 = -2387455.020660 nChanged 924 SP:Iteration 21Q (1637.464557 sec): 3 clusters Score: Raw -2388274.550921 + Penalty 624.421627 = -2387650.129293 nChanged 1019 SP:Iteration 22Q (1637.580452 sec): 3 clusters Score: Raw -2388497.095435 + Penalty 624.421627 = -2387872.673808 nChanged 1031 SP:Iteration 23Q (1637.690417 sec): 3 clusters Score: Raw -2388727.756516 + Penalty 624.421627 = -2388103.334888 nChanged 1083 SP:Iteration 24Q (1637.796756 sec): 3 clusters Score: Raw -2388975.477692 + Penalty 624.421627 = -2388351.056065 nChanged 1105 SP:Iteration 25Q (1637.917494 sec): 3 clusters Score: Raw -2389220.856509 + Penalty 624.421627 = -2388596.434882 nChanged 1078 SP:Iteration 26Q (1638.028733 sec): 3 clusters Score: Raw -2389470.036209 + Penalty 624.421627 = -2388845.614581 nChanged 1100 SP:Iteration 27Q (1638.127290 sec): 3 clusters Score: Raw -2389736.447311 + Penalty 624.421627 = -2389112.025684 nChanged 1156 SP:Iteration 28Q (1638.239953 sec): 3 clusters Score: Raw -2390048.742627 + Penalty 624.421627 = -2389424.321000 nChanged 1225 SP:Iteration 29Q (1638.365474 sec): 3 clusters Score: Raw -2390390.400153 + Penalty 624.421627 = -2389765.978526 nChanged 1210 SP:Iteration 30Q (1638.480001 sec): 3 clusters Score: Raw -2390745.701580 + Penalty 624.421627 = -2390121.279952 nChanged 1244 SP:Iteration 31Q (1638.606266 sec): 3 clusters Score: Raw -2391137.355583 + Penalty 624.421627 = -2390512.933956 nChanged 1305 SP:Iteration 32Q (1638.727869 sec): 3 clusters Score: Raw -2391581.386599 + Penalty 624.421627 = -2390956.964971 nChanged 1361 SP:Iteration 33Q (1638.844387 sec): 3 clusters Score: Raw -2392091.589807 + Penalty 624.421627 = -2391467.168180 nChanged 1368 SP:Iteration 34Q (1638.965302 sec): 3 clusters Score: Raw -2392671.496451 + Penalty 624.421627 = -2392047.074824 nChanged 1434 SP:Iteration 35Q (1639.084594 sec): 3 clusters Score: Raw -2393323.663295 + Penalty 624.421627 = -2392699.241668 nChanged 1338 SP:Iteration 36Q (1639.209171 sec): 3 clusters Score: Raw -2393912.160288 + Penalty 624.421627 = -2393287.738661 nChanged 1233 SP:Iteration 37Q (1639.334978 sec): 3 clusters Score: Raw -2394462.872915 + Penalty 624.421627 = -2393838.451288 nChanged 1191 SP:Iteration 38Q (1639.456765 sec): 3 clusters Score: Raw -2394983.295270 + Penalty 624.421627 = -2394358.873643 nChanged 1082 SP:Iteration 39Q (1639.567420 sec): 3 clusters Score: Raw -2395451.078593 + Penalty 624.421627 = -2394826.656966 nChanged 1013 SP:Iteration 40F (1639.679847 sec): 3 clusters Score: Raw -2395907.373677 + Penalty 624.421627 = -2395282.952049 nChanged 946 SP:Iteration 41Q (1639.785007 sec): 3 clusters Score: Raw -2396309.593153 + Penalty 624.421627 = -2395685.171526 nChanged 832 SP:Iteration 42Q (1639.889314 sec): 3 clusters Score: Raw -2396650.652944 + Penalty 624.421627 = -2396026.231317 nChanged 782 SP:Iteration 43Q (1640.005116 sec): 3 clusters Score: Raw -2396971.466232 + Penalty 624.421627 = -2396347.044604 nChanged 715 SP:Iteration 44Q (1640.111570 sec): 3 clusters Score: Raw -2397251.668815 + Penalty 624.421627 = -2396627.247188 nChanged 611 SP:Iteration 45Q (1640.221868 sec): 3 clusters Score: Raw -2397480.066837 + Penalty 624.421627 = -2396855.645210 nChanged 538 SP:Iteration 46Q (1640.325673 sec): 3 clusters Score: Raw -2397685.424581 + Penalty 624.421627 = -2397061.002954 nChanged 476 SP:Iteration 47Q (1640.427820 sec): 3 clusters Score: Raw -2397862.111418 + Penalty 624.421627 = -2397237.689791 nChanged 412 SP:Iteration 48Q (1640.539409 sec): 3 clusters Score: Raw -2398015.227422 + Penalty 624.421627 = -2397390.805795 nChanged 335 SP:Iteration 49Q (1640.632989 sec): 3 clusters Score: Raw -2398132.476112 + Penalty 624.421627 = -2397508.054484 nChanged 280 SP:Iteration 50Q (1640.751797 sec): 3 clusters Score: Raw -2398233.127070 + Penalty 624.421627 = -2397608.705443 nChanged 246 SP:Iteration 51Q (1640.864252 sec): 3 clusters Score: Raw -2398319.280112 + Penalty 624.421627 = -2397694.858485 nChanged 191 SP:Iteration 52Q (1640.974111 sec): 3 clusters Score: Raw -2398377.127059 + Penalty 624.421627 = -2397752.705432 nChanged 153 SP:Iteration 53Q (1641.087014 sec): 3 clusters Score: Raw -2398424.568401 + Penalty 624.421627 = -2397800.146774 nChanged 132 SP:Iteration 54Q (1641.189974 sec): 3 clusters Score: Raw -2398465.448760 + Penalty 624.421627 = -2397841.027132 nChanged 117 SP:Iteration 55Q (1641.296451 sec): 3 clusters Score: Raw -2398499.733803 + Penalty 624.421627 = -2397875.312176 nChanged 85 SP:Iteration 56Q (1641.404344 sec): 3 clusters Score: Raw -2398525.493901 + Penalty 624.421627 = -2397901.072274 nChanged 79 SP:Iteration 57Q (1641.515372 sec): 3 clusters Score: Raw -2398548.462085 + Penalty 624.421627 = -2397924.040457 nChanged 67 SP:Iteration 58Q (1641.614488 sec): 3 clusters Score: Raw -2398562.121036 + Penalty 624.421627 = -2397937.699409 nChanged 48 SP:Iteration 59Q (1641.725908 sec): 3 clusters Score: Raw -2398572.196561 + Penalty 624.421627 = -2397947.774934 nChanged 40 SP:Iteration 60F (1641.828093 sec): 3 clusters Score: Raw -2398579.944944 + Penalty 624.421627 = -2397955.523316 nChanged 42 SP:Iteration 61Q (1641.942488 sec): 3 clusters Score: Raw -2398587.509927 + Penalty 624.421627 = -2397963.088300 nChanged 34 SP:Iteration 62Q (1642.048649 sec): 3 clusters Score: Raw -2398594.157580 + Penalty 624.421627 = -2397969.735953 nChanged 29 SP:Iteration 63Q (1642.153574 sec): 3 clusters Score: Raw -2398599.286921 + Penalty 624.421627 = -2397974.865293 nChanged 20 SP:Iteration 64Q (1642.257004 sec): 3 clusters Score: Raw -2398602.272377 + Penalty 624.421627 = -2397977.850750 nChanged 14 SP:Iteration 65Q (1642.360278 sec): 3 clusters Score: Raw -2398604.206862 + Penalty 624.421627 = -2397979.785235 nChanged 15 SP:Iteration 66Q (1642.457766 sec): 3 clusters Score: Raw -2398605.947618 + Penalty 624.421627 = -2397981.525991 nChanged 9 SP:Iteration 67Q (1642.561090 sec): 3 clusters Score: Raw -2398606.878987 + Penalty 624.421627 = -2397982.457360 nChanged 12 SP:Iteration 68Q (1642.657993 sec): 3 clusters Score: Raw -2398607.709995 + Penalty 624.421627 = -2397983.288368 nChanged 11 SP:Iteration 69Q (1642.758583 sec): 3 clusters Score: Raw -2398608.555750 + Penalty 624.421627 = -2397984.134123 nChanged 9 SP:Iteration 70Q (1642.868685 sec): 3 clusters Score: Raw -2398609.173116 + Penalty 624.421627 = -2397984.751489 nChanged 7 SP:Iteration 71Q (1642.967664 sec): 3 clusters Score: Raw -2398609.425173 + Penalty 624.421627 = -2397985.003545 nChanged 0 SP:Iteration 72F (1643.075215 sec): 3 clusters Score: Raw -2398609.425173 + Penalty 624.421627 = -2397985.003545 nChanged 0 Score: Raw -7175773.680411 + Penalty 10671.516707 = -7165102.163703 Splitting cluster 11 changes total score from -7165043.294008 to -7165102.163703 So it's getting split into cluster 31. Trying to split cluster 12 (5254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1645.981522 sec): 2 clusters Score: Raw -141204.448739 + Penalty 235.585487 = -140968.863252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1646.036887 sec): 3 clusters Score: Raw -137945.937787 + Penalty 471.170973 = -137474.766814 nChanged 2491 SP:Iteration 1F (1646.086259 sec): 3 clusters Score: Raw -139642.808259 + Penalty 471.170973 = -139171.637286 nChanged 466 SP:Iteration 2F (1646.140899 sec): 3 clusters Score: Raw -140002.654688 + Penalty 471.170973 = -139531.483715 nChanged 444 SP:Iteration 3F (1646.179852 sec): 3 clusters Score: Raw -140353.861596 + Penalty 471.170973 = -139882.690623 nChanged 308 SP:Iteration 4F (1646.225792 sec): 3 clusters Score: Raw -140572.609673 + Penalty 471.170973 = -140101.438699 nChanged 228 SP:Iteration 5Q (1646.272122 sec): 3 clusters Score: Raw -140723.672787 + Penalty 471.170973 = -140252.501814 nChanged 158 SP:Iteration 6Q (1646.333726 sec): 3 clusters Score: Raw -140821.513515 + Penalty 471.170973 = -140350.342542 nChanged 119 SP:Iteration 7Q (1646.381502 sec): 3 clusters Score: Raw -140887.478274 + Penalty 471.170973 = -140416.307300 nChanged 89 SP:Iteration 8Q (1646.428646 sec): 3 clusters Score: Raw -140945.454195 + Penalty 471.170973 = -140474.283221 nChanged 84 SP:Iteration 9Q (1646.473681 sec): 3 clusters Score: Raw -141003.435120 + Penalty 471.170973 = -140532.264146 nChanged 75 SP:Iteration 10Q (1646.524660 sec): 3 clusters Score: Raw -141045.001356 + Penalty 471.170973 = -140573.830383 nChanged 64 SP:Iteration 11Q (1646.569471 sec): 3 clusters Score: Raw -141077.592106 + Penalty 471.170973 = -140606.421132 nChanged 58 SP:Iteration 12Q (1646.618998 sec): 3 clusters Score: Raw -141101.273459 + Penalty 471.170973 = -140630.102486 nChanged 53 SP:Iteration 13Q (1646.662310 sec): 3 clusters Score: Raw -141119.849930 + Penalty 471.170973 = -140648.678956 nChanged 43 SP:Iteration 14Q (1646.706708 sec): 3 clusters Score: Raw -141135.113505 + Penalty 471.170973 = -140663.942532 nChanged 39 SP:Iteration 15Q (1646.760045 sec): 3 clusters Score: Raw -141151.881423 + Penalty 471.170973 = -140680.710450 nChanged 36 SP:Iteration 16Q (1646.803787 sec): 3 clusters Score: Raw -141163.569444 + Penalty 471.170973 = -140692.398470 nChanged 31 SP:Iteration 17Q (1646.858232 sec): 3 clusters Score: Raw -141170.809818 + Penalty 471.170973 = -140699.638845 nChanged 34 SP:Iteration 18Q (1646.896325 sec): 3 clusters Score: Raw -141179.537182 + Penalty 471.170973 = -140708.366209 nChanged 31 SP:Iteration 19Q (1646.945487 sec): 3 clusters Score: Raw -141185.958030 + Penalty 471.170973 = -140714.787056 nChanged 28 SP:Iteration 20F (1646.992417 sec): 3 clusters Score: Raw -141191.533341 + Penalty 471.170973 = -140720.362367 nChanged 22 SP:Iteration 21Q (1647.039981 sec): 3 clusters Score: Raw -141196.192370 + Penalty 471.170973 = -140725.021396 nChanged 16 SP:Iteration 22Q (1647.089632 sec): 3 clusters Score: Raw -141199.343518 + Penalty 471.170973 = -140728.172545 nChanged 18 SP:Iteration 23Q (1647.141831 sec): 3 clusters Score: Raw -141202.273338 + Penalty 471.170973 = -140731.102365 nChanged 11 SP:Iteration 24Q (1647.200351 sec): 3 clusters Score: Raw -141203.519103 + Penalty 471.170973 = -140732.348130 nChanged 9 SP:Iteration 25Q (1647.247696 sec): 3 clusters Score: Raw -141204.913842 + Penalty 471.170973 = -140733.742869 nChanged 10 SP:Iteration 26Q (1647.295397 sec): 3 clusters Score: Raw -141206.977234 + Penalty 471.170973 = -140735.806261 nChanged 14 SP:Iteration 27Q (1647.342278 sec): 3 clusters Score: Raw -141209.254152 + Penalty 471.170973 = -140738.083179 nChanged 9 SP:Iteration 28Q (1647.388776 sec): 3 clusters Score: Raw -141210.861660 + Penalty 471.170973 = -140739.690687 nChanged 10 SP:Iteration 29Q (1647.433772 sec): 3 clusters Score: Raw -141212.343662 + Penalty 471.170973 = -140741.172688 nChanged 7 SP:Iteration 30Q (1647.479901 sec): 3 clusters Score: Raw -141213.167943 + Penalty 471.170973 = -140741.996970 nChanged 8 SP:Iteration 31Q (1647.530037 sec): 3 clusters Score: Raw -141214.285488 + Penalty 471.170973 = -140743.114514 nChanged 11 SP:Iteration 32Q (1647.569324 sec): 3 clusters Score: Raw -141215.692688 + Penalty 471.170973 = -140744.521714 nChanged 7 SP:Iteration 33Q (1647.608105 sec): 3 clusters Score: Raw -141216.254633 + Penalty 471.170973 = -140745.083660 nChanged 5 SP:Iteration 34Q (1647.655453 sec): 3 clusters Score: Raw -141216.562517 + Penalty 471.170973 = -140745.391543 nChanged 2 SP:Iteration 35Q (1647.707623 sec): 3 clusters Score: Raw -141216.640342 + Penalty 471.170973 = -140745.469368 nChanged 1 SP:Iteration 36Q (1647.759731 sec): 3 clusters Score: Raw -141216.679284 + Penalty 471.170973 = -140745.508310 nChanged 1 SP:Iteration 37Q (1647.806622 sec): 3 clusters Score: Raw -141216.826188 + Penalty 471.170973 = -140745.655215 nChanged 2 SP:Iteration 38Q (1647.848470 sec): 3 clusters Score: Raw -141217.007266 + Penalty 471.170973 = -140745.836293 nChanged 1 SP:Iteration 39Q (1647.888434 sec): 3 clusters Score: Raw -141217.026567 + Penalty 471.170973 = -140745.855594 nChanged 0 SP:Iteration 40F (1647.942849 sec): 3 clusters Score: Raw -141217.026567 + Penalty 471.170973 = -140745.855594 nChanged 0 Trying to split cluster 13 (8887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1647.963814 sec): 2 clusters Score: Raw -273184.345770 + Penalty 250.039482 = -272934.306288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1648.021197 sec): 3 clusters Score: Raw -267606.603513 + Penalty 500.078965 = -267106.524548 nChanged 4171 SP:Iteration 1F (1648.074321 sec): 3 clusters Score: Raw -270067.262676 + Penalty 500.078965 = -269567.183711 nChanged 579 SP:Iteration 2F (1648.118697 sec): 3 clusters Score: Raw -270451.774142 + Penalty 500.078965 = -269951.695177 nChanged 630 SP:Iteration 3F (1648.172949 sec): 3 clusters Score: Raw -271012.657504 + Penalty 500.078965 = -270512.578539 nChanged 679 SP:Iteration 4F (1648.225691 sec): 3 clusters Score: Raw -271618.061492 + Penalty 500.078965 = -271117.982528 nChanged 577 SP:Iteration 5F (1648.274892 sec): 3 clusters Score: Raw -271972.291020 + Penalty 500.078965 = -271472.212055 nChanged 337 SP:Iteration 6Q (1648.326174 sec): 3 clusters Score: Raw -272125.283403 + Penalty 500.078965 = -271625.204438 nChanged 227 SP:Iteration 7Q (1648.379096 sec): 3 clusters Score: Raw -272197.684267 + Penalty 500.078965 = -271697.605302 nChanged 156 SP:Iteration 8Q (1648.443825 sec): 3 clusters Score: Raw -272242.336286 + Penalty 500.078965 = -271742.257321 nChanged 120 SP:Iteration 9Q (1648.497209 sec): 3 clusters Score: Raw -272276.219603 + Penalty 500.078965 = -271776.140639 nChanged 115 SP:Iteration 10Q (1648.555497 sec): 3 clusters Score: Raw -272309.416459 + Penalty 500.078965 = -271809.337495 nChanged 111 SP:Iteration 11Q (1648.607824 sec): 3 clusters Score: Raw -272336.180181 + Penalty 500.078965 = -271836.101216 nChanged 95 SP:Iteration 12Q (1648.649981 sec): 3 clusters Score: Raw -272357.854085 + Penalty 500.078965 = -271857.775120 nChanged 90 SP:Iteration 13Q (1648.703680 sec): 3 clusters Score: Raw -272379.329700 + Penalty 500.078965 = -271879.250735 nChanged 94 SP:Iteration 14Q (1648.765964 sec): 3 clusters Score: Raw -272401.089936 + Penalty 500.078965 = -271901.010971 nChanged 80 SP:Iteration 15Q (1648.822331 sec): 3 clusters Score: Raw -272419.469988 + Penalty 500.078965 = -271919.391023 nChanged 93 SP:Iteration 16Q (1648.869812 sec): 3 clusters Score: Raw -272440.430283 + Penalty 500.078965 = -271940.351319 nChanged 88 SP:Iteration 17Q (1648.916577 sec): 3 clusters Score: Raw -272458.588578 + Penalty 500.078965 = -271958.509614 nChanged 70 SP:Iteration 18Q (1648.979460 sec): 3 clusters Score: Raw -272470.996180 + Penalty 500.078965 = -271970.917215 nChanged 58 SP:Iteration 19Q (1649.034109 sec): 3 clusters Score: Raw -272480.307799 + Penalty 500.078965 = -271980.228834 nChanged 52 SP:Iteration 20F (1649.089439 sec): 3 clusters Score: Raw -272488.880291 + Penalty 500.078965 = -271988.801327 nChanged 56 SP:Iteration 21Q (1649.142536 sec): 3 clusters Score: Raw -272497.485732 + Penalty 500.078965 = -271997.406767 nChanged 44 SP:Iteration 22Q (1649.191680 sec): 3 clusters Score: Raw -272501.955975 + Penalty 500.078965 = -272001.877010 nChanged 47 SP:Iteration 23Q (1649.243217 sec): 3 clusters Score: Raw -272507.329509 + Penalty 500.078965 = -272007.250545 nChanged 37 SP:Iteration 24Q (1649.308286 sec): 3 clusters Score: Raw -272513.083637 + Penalty 500.078965 = -272013.004672 nChanged 34 SP:Iteration 25Q (1649.351136 sec): 3 clusters Score: Raw -272516.580732 + Penalty 500.078965 = -272016.501767 nChanged 31 SP:Iteration 26Q (1649.411617 sec): 3 clusters Score: Raw -272519.461016 + Penalty 500.078965 = -272019.382051 nChanged 33 SP:Iteration 27Q (1649.459095 sec): 3 clusters Score: Raw -272522.853800 + Penalty 500.078965 = -272022.774836 nChanged 32 SP:Iteration 28Q (1649.513023 sec): 3 clusters Score: Raw -272525.456103 + Penalty 500.078965 = -272025.377139 nChanged 22 SP:Iteration 29Q (1649.565638 sec): 3 clusters Score: Raw -272526.895801 + Penalty 500.078965 = -272026.816836 nChanged 19 SP:Iteration 30Q (1649.616911 sec): 3 clusters Score: Raw -272527.802809 + Penalty 500.078965 = -272027.723844 nChanged 13 SP:Iteration 31Q (1649.673839 sec): 3 clusters Score: Raw -272528.263399 + Penalty 500.078965 = -272028.184434 nChanged 9 SP:Iteration 32Q (1649.729011 sec): 3 clusters Score: Raw -272528.749423 + Penalty 500.078965 = -272028.670458 nChanged 15 SP:Iteration 33Q (1649.777720 sec): 3 clusters Score: Raw -272529.967366 + Penalty 500.078965 = -272029.888401 nChanged 19 SP:Iteration 34Q (1649.834112 sec): 3 clusters Score: Raw -272531.164149 + Penalty 500.078965 = -272031.085184 nChanged 18 SP:Iteration 35Q (1649.888764 sec): 3 clusters Score: Raw -272532.171742 + Penalty 500.078965 = -272032.092777 nChanged 17 SP:Iteration 36Q (1649.945915 sec): 3 clusters Score: Raw -272533.463684 + Penalty 500.078965 = -272033.384719 nChanged 16 SP:Iteration 37Q (1649.997447 sec): 3 clusters Score: Raw -272534.358016 + Penalty 500.078965 = -272034.279051 nChanged 11 SP:Iteration 38Q (1650.048816 sec): 3 clusters Score: Raw -272537.434085 + Penalty 500.078965 = -272037.355120 nChanged 24 SP:Iteration 39Q (1650.095769 sec): 3 clusters Score: Raw -272541.284447 + Penalty 500.078965 = -272041.205482 nChanged 24 SP:Iteration 40F (1650.151684 sec): 3 clusters Score: Raw -272544.134517 + Penalty 500.078965 = -272044.055552 nChanged 21 SP:Iteration 41Q (1650.198934 sec): 3 clusters Score: Raw -272545.974374 + Penalty 500.078965 = -272045.895410 nChanged 26 SP:Iteration 42Q (1650.253279 sec): 3 clusters Score: Raw -272548.724275 + Penalty 500.078965 = -272048.645310 nChanged 23 SP:Iteration 43Q (1650.318407 sec): 3 clusters Score: Raw -272550.520442 + Penalty 500.078965 = -272050.441478 nChanged 19 SP:Iteration 44Q (1650.374748 sec): 3 clusters Score: Raw -272551.846812 + Penalty 500.078965 = -272051.767847 nChanged 21 SP:Iteration 45Q (1650.420422 sec): 3 clusters Score: Raw -272554.122429 + Penalty 500.078965 = -272054.043464 nChanged 20 SP:Iteration 46Q (1650.471573 sec): 3 clusters Score: Raw -272555.463527 + Penalty 500.078965 = -272055.384562 nChanged 12 SP:Iteration 47Q (1650.522037 sec): 3 clusters Score: Raw -272556.194837 + Penalty 500.078965 = -272056.115873 nChanged 20 SP:Iteration 48Q (1650.571225 sec): 3 clusters Score: Raw -272557.458077 + Penalty 500.078965 = -272057.379112 nChanged 18 SP:Iteration 49Q (1650.622762 sec): 3 clusters Score: Raw -272558.514175 + Penalty 500.078965 = -272058.435210 nChanged 14 SP:Iteration 50Q (1650.677103 sec): 3 clusters Score: Raw -272559.272572 + Penalty 500.078965 = -272059.193607 nChanged 17 SP:Iteration 51Q (1650.734702 sec): 3 clusters Score: Raw -272560.173651 + Penalty 500.078965 = -272060.094686 nChanged 13 SP:Iteration 52Q (1650.789910 sec): 3 clusters Score: Raw -272560.779548 + Penalty 500.078965 = -272060.700584 nChanged 14 SP:Iteration 53Q (1650.852107 sec): 3 clusters Score: Raw -272561.572844 + Penalty 500.078965 = -272061.493879 nChanged 15 SP:Iteration 54Q (1650.905352 sec): 3 clusters Score: Raw -272562.420971 + Penalty 500.078965 = -272062.342006 nChanged 12 SP:Iteration 55Q (1650.949707 sec): 3 clusters Score: Raw -272563.100281 + Penalty 500.078965 = -272063.021316 nChanged 8 SP:Iteration 56Q (1651.008447 sec): 3 clusters Score: Raw -272563.468545 + Penalty 500.078965 = -272063.389581 nChanged 5 SP:Iteration 57Q (1651.069614 sec): 3 clusters Score: Raw -272563.747523 + Penalty 500.078965 = -272063.668559 nChanged 10 SP:Iteration 58Q (1651.128326 sec): 3 clusters Score: Raw -272564.280513 + Penalty 500.078965 = -272064.201548 nChanged 16 SP:Iteration 59Q (1651.181462 sec): 3 clusters Score: Raw -272565.906430 + Penalty 500.078965 = -272065.827465 nChanged 23 SP:Iteration 60F (1651.234831 sec): 3 clusters Score: Raw -272568.424226 + Penalty 500.078965 = -272068.345261 nChanged 32 SP:Iteration 61Q (1651.291707 sec): 3 clusters Score: Raw -272572.012235 + Penalty 500.078965 = -272071.933271 nChanged 36 SP:Iteration 62Q (1651.342732 sec): 3 clusters Score: Raw -272575.322602 + Penalty 500.078965 = -272075.243638 nChanged 28 SP:Iteration 63Q (1651.394409 sec): 3 clusters Score: Raw -272578.320310 + Penalty 500.078965 = -272078.241345 nChanged 39 SP:Iteration 64Q (1651.445626 sec): 3 clusters Score: Raw -272582.374998 + Penalty 500.078965 = -272082.296034 nChanged 37 SP:Iteration 65Q (1651.489693 sec): 3 clusters Score: Raw -272586.217149 + Penalty 500.078965 = -272086.138185 nChanged 42 SP:Iteration 66Q (1651.547337 sec): 3 clusters Score: Raw -272591.271798 + Penalty 500.078965 = -272091.192834 nChanged 32 SP:Iteration 67Q (1651.598028 sec): 3 clusters Score: Raw -272593.794609 + Penalty 500.078965 = -272093.715644 nChanged 17 SP:Iteration 68Q (1651.650214 sec): 3 clusters Score: Raw -272594.801162 + Penalty 500.078965 = -272094.722198 nChanged 16 SP:Iteration 69Q (1651.692090 sec): 3 clusters Score: Raw -272595.812980 + Penalty 500.078965 = -272095.734015 nChanged 15 SP:Iteration 70Q (1651.755891 sec): 3 clusters Score: Raw -272596.692641 + Penalty 500.078965 = -272096.613676 nChanged 17 SP:Iteration 71Q (1651.800370 sec): 3 clusters Score: Raw -272597.733294 + Penalty 500.078965 = -272097.654330 nChanged 24 SP:Iteration 72Q (1651.858874 sec): 3 clusters Score: Raw -272599.164617 + Penalty 500.078965 = -272099.085652 nChanged 17 SP:Iteration 73Q (1651.913362 sec): 3 clusters Score: Raw -272599.957059 + Penalty 500.078965 = -272099.878094 nChanged 18 SP:Iteration 74Q (1651.968631 sec): 3 clusters Score: Raw -272601.128756 + Penalty 500.078965 = -272101.049791 nChanged 24 SP:Iteration 75Q (1652.019957 sec): 3 clusters Score: Raw -272603.042874 + Penalty 500.078965 = -272102.963909 nChanged 30 SP:Iteration 76Q (1652.067915 sec): 3 clusters Score: Raw -272605.863375 + Penalty 500.078965 = -272105.784410 nChanged 22 SP:Iteration 77Q (1652.117835 sec): 3 clusters Score: Raw -272608.027238 + Penalty 500.078965 = -272107.948274 nChanged 32 SP:Iteration 78Q (1652.162544 sec): 3 clusters Score: Raw -272611.240185 + Penalty 500.078965 = -272111.161221 nChanged 44 SP:Iteration 79Q (1652.216926 sec): 3 clusters Score: Raw -272617.127085 + Penalty 500.078965 = -272117.048120 nChanged 51 SP:Iteration 80F (1652.272696 sec): 3 clusters Score: Raw -272624.890259 + Penalty 500.078965 = -272124.811295 nChanged 49 SP:Iteration 81Q (1652.324302 sec): 3 clusters Score: Raw -272633.338409 + Penalty 500.078965 = -272133.259444 nChanged 47 SP:Iteration 82Q (1652.380610 sec): 3 clusters Score: Raw -272642.325045 + Penalty 500.078965 = -272142.246080 nChanged 66 SP:Iteration 83Q (1652.430072 sec): 3 clusters Score: Raw -272655.462801 + Penalty 500.078965 = -272155.383837 nChanged 61 SP:Iteration 84Q (1652.473860 sec): 3 clusters Score: Raw -272668.113530 + Penalty 500.078965 = -272168.034565 nChanged 61 SP:Iteration 85Q (1652.528581 sec): 3 clusters Score: Raw -272681.088551 + Penalty 500.078965 = -272181.009586 nChanged 68 SP:Iteration 86Q (1652.577532 sec): 3 clusters Score: Raw -272696.916197 + Penalty 500.078965 = -272196.837232 nChanged 61 SP:Iteration 87Q (1652.635524 sec): 3 clusters Score: Raw -272711.113843 + Penalty 500.078965 = -272211.034878 nChanged 61 SP:Iteration 88Q (1652.693625 sec): 3 clusters Score: Raw -272725.707927 + Penalty 500.078965 = -272225.628963 nChanged 63 SP:Iteration 89Q (1652.748273 sec): 3 clusters Score: Raw -272742.632841 + Penalty 500.078965 = -272242.553876 nChanged 69 SP:Iteration 90Q (1652.799041 sec): 3 clusters Score: Raw -272764.803791 + Penalty 500.078965 = -272264.724826 nChanged 77 SP:Iteration 91Q (1652.843303 sec): 3 clusters Score: Raw -272791.499523 + Penalty 500.078965 = -272291.420558 nChanged 69 SP:Iteration 92Q (1652.908424 sec): 3 clusters Score: Raw -272810.355434 + Penalty 500.078965 = -272310.276470 nChanged 64 SP:Iteration 93Q (1652.953188 sec): 3 clusters Score: Raw -272827.085651 + Penalty 500.078965 = -272327.006686 nChanged 70 SP:Iteration 94Q (1653.009684 sec): 3 clusters Score: Raw -272847.994625 + Penalty 500.078965 = -272347.915660 nChanged 62 SP:Iteration 95Q (1653.053830 sec): 3 clusters Score: Raw -272865.069347 + Penalty 500.078965 = -272364.990382 nChanged 55 SP:Iteration 96Q (1653.113062 sec): 3 clusters Score: Raw -272876.238315 + Penalty 500.078965 = -272376.159350 nChanged 51 SP:Iteration 97Q (1653.167835 sec): 3 clusters Score: Raw -272884.362795 + Penalty 500.078965 = -272384.283831 nChanged 41 SP:Iteration 98Q (1653.208798 sec): 3 clusters Score: Raw -272891.302820 + Penalty 500.078965 = -272391.223855 nChanged 39 SP:Iteration 99Q (1653.262820 sec): 3 clusters Score: Raw -272899.840784 + Penalty 500.078965 = -272399.761819 nChanged 48 SP:Iteration 100F (1653.309208 sec): 3 clusters Score: Raw -272912.154519 + Penalty 500.078965 = -272412.075555 nChanged 50 SP:Iteration 101Q (1653.366091 sec): 3 clusters Score: Raw -272926.448423 + Penalty 500.078965 = -272426.369458 nChanged 58 SP:Iteration 102Q (1653.409544 sec): 3 clusters Score: Raw -272942.708135 + Penalty 500.078965 = -272442.629170 nChanged 49 SP:Iteration 103Q (1653.463613 sec): 3 clusters Score: Raw -272953.441599 + Penalty 500.078965 = -272453.362634 nChanged 38 SP:Iteration 104Q (1653.521019 sec): 3 clusters Score: Raw -272960.323736 + Penalty 500.078965 = -272460.244771 nChanged 36 SP:Iteration 105Q (1653.575116 sec): 3 clusters Score: Raw -272967.390589 + Penalty 500.078965 = -272467.311624 nChanged 36 SP:Iteration 106Q (1653.630091 sec): 3 clusters Score: Raw -272974.448896 + Penalty 500.078965 = -272474.369931 nChanged 26 SP:Iteration 107Q (1653.669846 sec): 3 clusters Score: Raw -272980.162824 + Penalty 500.078965 = -272480.083860 nChanged 27 SP:Iteration 108Q (1653.735400 sec): 3 clusters Score: Raw -272984.234906 + Penalty 500.078965 = -272484.155942 nChanged 21 SP:Iteration 109Q (1653.788095 sec): 3 clusters Score: Raw -272986.547538 + Penalty 500.078965 = -272486.468573 nChanged 17 SP:Iteration 110Q (1653.840551 sec): 3 clusters Score: Raw -272989.087128 + Penalty 500.078965 = -272489.008163 nChanged 18 SP:Iteration 111Q (1653.892466 sec): 3 clusters Score: Raw -272992.388677 + Penalty 500.078965 = -272492.309712 nChanged 23 SP:Iteration 112Q (1653.939993 sec): 3 clusters Score: Raw -272996.757459 + Penalty 500.078965 = -272496.678494 nChanged 26 SP:Iteration 113Q (1653.983101 sec): 3 clusters Score: Raw -273002.553883 + Penalty 500.078965 = -272502.474919 nChanged 30 SP:Iteration 114Q (1654.033242 sec): 3 clusters Score: Raw -273008.178598 + Penalty 500.078965 = -272508.099633 nChanged 29 SP:Iteration 115Q (1654.097188 sec): 3 clusters Score: Raw -273013.725529 + Penalty 500.078965 = -272513.646564 nChanged 36 SP:Iteration 116Q (1654.137263 sec): 3 clusters Score: Raw -273020.170030 + Penalty 500.078965 = -272520.091065 nChanged 31 SP:Iteration 117Q (1654.193002 sec): 3 clusters Score: Raw -273026.346458 + Penalty 500.078965 = -272526.267493 nChanged 37 SP:Iteration 118Q (1654.256175 sec): 3 clusters Score: Raw -273034.184949 + Penalty 500.078965 = -272534.105984 nChanged 35 SP:Iteration 119Q (1654.311413 sec): 3 clusters Score: Raw -273041.437914 + Penalty 500.078965 = -272541.358949 nChanged 37 SP:Iteration 120F (1654.363285 sec): 3 clusters Score: Raw -273049.129646 + Penalty 500.078965 = -272549.050681 nChanged 39 SP:Iteration 121Q (1654.413858 sec): 3 clusters Score: Raw -273059.277040 + Penalty 500.078965 = -272559.198075 nChanged 47 SP:Iteration 122Q (1654.462627 sec): 3 clusters Score: Raw -273073.443526 + Penalty 500.078965 = -272573.364561 nChanged 44 SP:Iteration 123Q (1654.518115 sec): 3 clusters Score: Raw -273088.050452 + Penalty 500.078965 = -272587.971487 nChanged 51 SP:Iteration 124Q (1654.568563 sec): 3 clusters Score: Raw -273106.269755 + Penalty 500.078965 = -272606.190790 nChanged 45 SP:Iteration 125Q (1654.625042 sec): 3 clusters Score: Raw -273125.445217 + Penalty 500.078965 = -272625.366252 nChanged 49 SP:Iteration 126Q (1654.682785 sec): 3 clusters Score: Raw -273147.249000 + Penalty 500.078965 = -272647.170035 nChanged 42 SP:Iteration 127Q (1654.737320 sec): 3 clusters Score: Raw -273161.428372 + Penalty 500.078965 = -272661.349407 nChanged 31 SP:Iteration 128Q (1654.777848 sec): 3 clusters Score: Raw -273169.288993 + Penalty 500.078965 = -272669.210028 nChanged 23 SP:Iteration 129Q (1654.837780 sec): 3 clusters Score: Raw -273173.781975 + Penalty 500.078965 = -272673.703010 nChanged 20 SP:Iteration 130Q (1654.889693 sec): 3 clusters Score: Raw -273178.305676 + Penalty 500.078965 = -272678.226711 nChanged 17 SP:Iteration 131Q (1654.940213 sec): 3 clusters Score: Raw -273183.479089 + Penalty 500.078965 = -272683.400125 nChanged 23 SP:Iteration 132Q (1654.990420 sec): 3 clusters Score: Raw -273191.572180 + Penalty 500.078965 = -272691.493215 nChanged 23 SP:Iteration 133Q (1655.039637 sec): 3 clusters Score: Raw -273197.943801 + Penalty 500.078965 = -272697.864836 nChanged 9 SP:Iteration 134Q (1655.085633 sec): 3 clusters Score: Raw -273200.228212 + Penalty 500.078965 = -272700.149248 nChanged 10 SP:Iteration 135Q (1655.148982 sec): 3 clusters Score: Raw -273202.327656 + Penalty 500.078965 = -272702.248691 nChanged 9 SP:Iteration 136Q (1655.196680 sec): 3 clusters Score: Raw -273204.282188 + Penalty 500.078965 = -272704.203223 nChanged 9 SP:Iteration 137Q (1655.237480 sec): 3 clusters Score: Raw -273207.187280 + Penalty 500.078965 = -272707.108315 nChanged 7 SP:Iteration 138Q (1655.291382 sec): 3 clusters Score: Raw -273208.612950 + Penalty 500.078965 = -272708.533986 nChanged 7 SP:Iteration 139Q (1655.335091 sec): 3 clusters Score: Raw -273209.991698 + Penalty 500.078965 = -272709.912733 nChanged 6 SP:Iteration 140F (1655.390547 sec): 3 clusters Score: Raw -273211.810389 + Penalty 500.078965 = -272711.731424 nChanged 10 SP:Iteration 141Q (1655.449857 sec): 3 clusters Score: Raw -273214.778638 + Penalty 500.078965 = -272714.699674 nChanged 7 SP:Iteration 142Q (1655.504359 sec): 3 clusters Score: Raw -273216.496347 + Penalty 500.078965 = -272716.417383 nChanged 8 SP:Iteration 143Q (1655.549931 sec): 3 clusters Score: Raw -273217.946748 + Penalty 500.078965 = -272717.867784 nChanged 4 SP:Iteration 144Q (1655.596239 sec): 3 clusters Score: Raw -273218.681005 + Penalty 500.078965 = -272718.602040 nChanged 7 SP:Iteration 145Q (1655.649147 sec): 3 clusters Score: Raw -273219.849157 + Penalty 500.078965 = -272719.770192 nChanged 7 SP:Iteration 146Q (1655.706601 sec): 3 clusters Score: Raw -273220.718538 + Penalty 500.078965 = -272720.639573 nChanged 2 SP:Iteration 147Q (1655.751921 sec): 3 clusters Score: Raw -273220.808177 + Penalty 500.078965 = -272720.729212 nChanged 1 SP:Iteration 148Q (1655.810260 sec): 3 clusters Score: Raw -273220.836190 + Penalty 500.078965 = -272720.757226 nChanged 1 SP:Iteration 149Q (1655.850517 sec): 3 clusters Score: Raw -273220.921734 + Penalty 500.078965 = -272720.842769 nChanged 2 SP:Iteration 150Q (1655.908096 sec): 3 clusters Score: Raw -273221.275492 + Penalty 500.078965 = -272721.196527 nChanged 2 SP:Iteration 151Q (1655.960700 sec): 3 clusters Score: Raw -273221.471382 + Penalty 500.078965 = -272721.392417 nChanged 2 SP:Iteration 152Q (1656.011209 sec): 3 clusters Score: Raw -273221.920492 + Penalty 500.078965 = -272721.841527 nChanged 3 SP:Iteration 153Q (1656.057744 sec): 3 clusters Score: Raw -273222.495524 + Penalty 500.078965 = -272722.416560 nChanged 3 SP:Iteration 154Q (1656.103108 sec): 3 clusters Score: Raw -273222.917452 + Penalty 500.078965 = -272722.838487 nChanged 2 SP:Iteration 155Q (1656.161092 sec): 3 clusters Score: Raw -273223.309957 + Penalty 500.078965 = -272723.230992 nChanged 3 SP:Iteration 156Q (1656.204940 sec): 3 clusters Score: Raw -273224.042036 + Penalty 500.078965 = -272723.963071 nChanged 1 SP:Iteration 157Q (1656.265712 sec): 3 clusters Score: Raw -273224.171118 + Penalty 500.078965 = -272724.092154 nChanged 1 SP:Iteration 158Q (1656.317963 sec): 3 clusters Score: Raw -273224.530157 + Penalty 500.078965 = -272724.451192 nChanged 1 SP:Iteration 159Q (1656.370677 sec): 3 clusters Score: Raw -273224.619674 + Penalty 500.078965 = -272724.540709 nChanged 1 SP:Iteration 160F (1656.410489 sec): 3 clusters Score: Raw -273225.414660 + Penalty 500.078965 = -272725.335696 nChanged 3 SP:Iteration 161Q (1656.468536 sec): 3 clusters Score: Raw -273226.330673 + Penalty 500.078965 = -272726.251708 nChanged 5 SP:Iteration 162Q (1656.520947 sec): 3 clusters Score: Raw -273227.264714 + Penalty 500.078965 = -272727.185749 nChanged 6 SP:Iteration 163Q (1656.574542 sec): 3 clusters Score: Raw -273229.006258 + Penalty 500.078965 = -272728.927293 nChanged 8 SP:Iteration 164Q (1656.626738 sec): 3 clusters Score: Raw -273230.796439 + Penalty 500.078965 = -272730.717474 nChanged 7 SP:Iteration 165Q (1656.668423 sec): 3 clusters Score: Raw -273234.393970 + Penalty 500.078965 = -272734.315005 nChanged 6 SP:Iteration 166Q (1656.730777 sec): 3 clusters Score: Raw -273236.885686 + Penalty 500.078965 = -272736.806721 nChanged 6 SP:Iteration 167Q (1656.774691 sec): 3 clusters Score: Raw -273238.045328 + Penalty 500.078965 = -272737.966364 nChanged 4 SP:Iteration 168Q (1656.827426 sec): 3 clusters Score: Raw -273238.643892 + Penalty 500.078965 = -272738.564927 nChanged 3 SP:Iteration 169Q (1656.878828 sec): 3 clusters Score: Raw -273239.044512 + Penalty 500.078965 = -272738.965547 nChanged 1 SP:Iteration 170Q (1656.932434 sec): 3 clusters Score: Raw -273239.120999 + Penalty 500.078965 = -272739.042034 nChanged 0 SP:Iteration 171F (1656.988543 sec): 3 clusters Score: Raw -273239.120999 + Penalty 500.078965 = -272739.042034 nChanged 0 Trying to split cluster 14 (648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1657.012311 sec): 2 clusters Score: Raw -17089.048086 + Penalty 178.031994 = -16911.016092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1657.053975 sec): 3 clusters Score: Raw -16764.496577 + Penalty 356.063988 = -16408.432589 nChanged 245 SP:Iteration 1F (1657.097409 sec): 3 clusters Score: Raw -16971.351886 + Penalty 356.063988 = -16615.287898 nChanged 57 SP:Iteration 2F (1657.142706 sec): 3 clusters Score: Raw -17030.915470 + Penalty 356.063988 = -16674.851481 nChanged 50 SP:Iteration 3F (1657.191572 sec): 3 clusters Score: Raw -17077.804822 + Penalty 356.063988 = -16721.740833 nChanged 39 SP:Iteration 4F (1657.231426 sec): 3 clusters Score: Raw -17103.877588 + Penalty 356.063988 = -16747.813599 nChanged 22 SP:Iteration 5Q (1657.277133 sec): 3 clusters Score: Raw -17122.311533 + Penalty 356.063988 = -16766.247545 nChanged 13 SP:Iteration 6Q (1657.319549 sec): 3 clusters Score: Raw -17137.827399 + Penalty 356.063988 = -16781.763411 nChanged 17 SP:Iteration 7Q (1657.370572 sec): 3 clusters Score: Raw -17150.515734 + Penalty 356.063988 = -16794.451746 nChanged 8 SP:Iteration 8Q (1657.404580 sec): 3 clusters Score: Raw -17155.671284 + Penalty 356.063988 = -16799.607296 nChanged 7 SP:Iteration 9Q (1657.459977 sec): 3 clusters Score: Raw -17160.665493 + Penalty 356.063988 = -16804.601504 nChanged 9 SP:Iteration 10Q (1657.506529 sec): 3 clusters Score: Raw -17165.534512 + Penalty 356.063988 = -16809.470524 nChanged 7 SP:Iteration 11Q (1657.539546 sec): 3 clusters Score: Raw -17172.983091 + Penalty 356.063988 = -16816.919103 nChanged 6 SP:Iteration 12Q (1657.592721 sec): 3 clusters Score: Raw -17178.559754 + Penalty 356.063988 = -16822.495765 nChanged 11 SP:Iteration 13Q (1657.624128 sec): 3 clusters Score: Raw -17188.019734 + Penalty 356.063988 = -16831.955746 nChanged 12 SP:Iteration 14Q (1657.667243 sec): 3 clusters Score: Raw -17199.489297 + Penalty 356.063988 = -16843.425309 nChanged 10 SP:Iteration 15Q (1657.717473 sec): 3 clusters Score: Raw -17210.125872 + Penalty 356.063988 = -16854.061884 nChanged 7 SP:Iteration 16Q (1657.753074 sec): 3 clusters Score: Raw -17216.730330 + Penalty 356.063988 = -16860.666342 nChanged 8 SP:Iteration 17Q (1657.799578 sec): 3 clusters Score: Raw -17227.684960 + Penalty 356.063988 = -16871.620971 nChanged 8 SP:Iteration 18Q (1657.843390 sec): 3 clusters Score: Raw -17232.717726 + Penalty 356.063988 = -16876.653738 nChanged 5 SP:Iteration 19Q (1657.887051 sec): 3 clusters Score: Raw -17234.423301 + Penalty 356.063988 = -16878.359312 nChanged 2 SP:Iteration 20F (1657.920665 sec): 3 clusters Score: Raw -17235.362682 + Penalty 356.063988 = -16879.298694 nChanged 2 SP:Iteration 21Q (1657.963788 sec): 3 clusters Score: Raw -17236.098346 + Penalty 356.063988 = -16880.034357 nChanged 3 SP:Iteration 22Q (1658.009372 sec): 3 clusters Score: Raw -17237.744494 + Penalty 356.063988 = -16881.680506 nChanged 3 SP:Iteration 23Q (1658.052667 sec): 3 clusters Score: Raw -17239.057127 + Penalty 356.063988 = -16882.993138 nChanged 4 SP:Iteration 24Q (1658.095217 sec): 3 clusters Score: Raw -17241.412343 + Penalty 356.063988 = -16885.348355 nChanged 1 SP:Iteration 25Q (1658.149030 sec): 3 clusters Score: Raw -17241.737741 + Penalty 356.063988 = -16885.673753 nChanged 1 SP:Iteration 26Q (1658.186078 sec): 3 clusters Score: Raw -17241.970417 + Penalty 356.063988 = -16885.906428 nChanged 1 SP:Iteration 27Q (1658.236046 sec): 3 clusters Score: Raw -17242.190443 + Penalty 356.063988 = -16886.126455 nChanged 1 SP:Iteration 28Q (1658.286565 sec): 3 clusters Score: Raw -17242.597598 + Penalty 356.063988 = -16886.533610 nChanged 0 SP:Iteration 29F (1658.331903 sec): 3 clusters Score: Raw -17242.597598 + Penalty 356.063988 = -16886.533610 nChanged 0 Trying to split cluster 15 (12958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1658.367345 sec): 2 clusters Score: Raw -381813.555496 + Penalty 260.410388 = -381553.145109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1658.414780 sec): 3 clusters Score: Raw -373428.882548 + Penalty 520.820775 = -372908.061773 nChanged 6189 SP:Iteration 1F (1658.469777 sec): 3 clusters Score: Raw -377219.148705 + Penalty 520.820775 = -376698.327930 nChanged 819 SP:Iteration 2F (1658.527885 sec): 3 clusters Score: Raw -377677.884723 + Penalty 520.820775 = -377157.063948 nChanged 852 SP:Iteration 3F (1658.582893 sec): 3 clusters Score: Raw -378320.143977 + Penalty 520.820775 = -377799.323202 nChanged 838 SP:Iteration 4F (1658.641121 sec): 3 clusters Score: Raw -379127.775547 + Penalty 520.820775 = -378606.954771 nChanged 772 SP:Iteration 5F (1658.706140 sec): 3 clusters Score: Raw -379964.407635 + Penalty 520.820775 = -379443.586860 nChanged 619 SP:Iteration 6Q (1658.761268 sec): 3 clusters Score: Raw -380535.180488 + Penalty 520.820775 = -380014.359713 nChanged 436 SP:Iteration 7Q (1658.815918 sec): 3 clusters Score: Raw -380814.738395 + Penalty 520.820775 = -380293.917620 nChanged 307 SP:Iteration 8Q (1658.870987 sec): 3 clusters Score: Raw -380972.143503 + Penalty 520.820775 = -380451.322728 nChanged 243 SP:Iteration 9Q (1658.925075 sec): 3 clusters Score: Raw -381075.847828 + Penalty 520.820775 = -380555.027053 nChanged 200 SP:Iteration 10Q (1658.983189 sec): 3 clusters Score: Raw -381167.286424 + Penalty 520.820775 = -380646.465649 nChanged 198 SP:Iteration 11Q (1659.041612 sec): 3 clusters Score: Raw -381260.349743 + Penalty 520.820775 = -380739.528968 nChanged 169 SP:Iteration 12Q (1659.094829 sec): 3 clusters Score: Raw -381335.095402 + Penalty 520.820775 = -380814.274627 nChanged 134 SP:Iteration 13Q (1659.146848 sec): 3 clusters Score: Raw -381390.364332 + Penalty 520.820775 = -380869.543557 nChanged 138 SP:Iteration 14Q (1659.195098 sec): 3 clusters Score: Raw -381453.548140 + Penalty 520.820775 = -380932.727365 nChanged 135 SP:Iteration 15Q (1659.259314 sec): 3 clusters Score: Raw -381523.281734 + Penalty 520.820775 = -381002.460959 nChanged 140 SP:Iteration 16Q (1659.313986 sec): 3 clusters Score: Raw -381597.527864 + Penalty 520.820775 = -381076.707089 nChanged 113 SP:Iteration 17Q (1659.363702 sec): 3 clusters Score: Raw -381650.927939 + Penalty 520.820775 = -381130.107164 nChanged 86 SP:Iteration 18Q (1659.419208 sec): 3 clusters Score: Raw -381688.462944 + Penalty 520.820775 = -381167.642169 nChanged 65 SP:Iteration 19Q (1659.467603 sec): 3 clusters Score: Raw -381715.927137 + Penalty 520.820775 = -381195.106362 nChanged 48 SP:Iteration 20F (1659.516487 sec): 3 clusters Score: Raw -381737.577901 + Penalty 520.820775 = -381216.757126 nChanged 48 SP:Iteration 21Q (1659.578104 sec): 3 clusters Score: Raw -381762.540170 + Penalty 520.820775 = -381241.719395 nChanged 43 SP:Iteration 22Q (1659.628072 sec): 3 clusters Score: Raw -381786.098704 + Penalty 520.820775 = -381265.277929 nChanged 35 SP:Iteration 23Q (1659.677874 sec): 3 clusters Score: Raw -381803.793122 + Penalty 520.820775 = -381282.972347 nChanged 28 SP:Iteration 24Q (1659.735184 sec): 3 clusters Score: Raw -381814.037525 + Penalty 520.820775 = -381293.216750 nChanged 20 SP:Iteration 25Q (1659.792899 sec): 3 clusters Score: Raw -381821.917506 + Penalty 520.820775 = -381301.096731 nChanged 16 SP:Iteration 26Q (1659.845495 sec): 3 clusters Score: Raw -381829.052531 + Penalty 520.820775 = -381308.231755 nChanged 13 SP:Iteration 27Q (1659.889463 sec): 3 clusters Score: Raw -381836.547297 + Penalty 520.820775 = -381315.726522 nChanged 12 SP:Iteration 28Q (1659.946924 sec): 3 clusters Score: Raw -381842.839908 + Penalty 520.820775 = -381322.019133 nChanged 9 SP:Iteration 29Q (1660.004618 sec): 3 clusters Score: Raw -381847.870496 + Penalty 520.820775 = -381327.049721 nChanged 11 SP:Iteration 30Q (1660.057890 sec): 3 clusters Score: Raw -381854.137254 + Penalty 520.820775 = -381333.316479 nChanged 11 SP:Iteration 31Q (1660.110572 sec): 3 clusters Score: Raw -381859.878441 + Penalty 520.820775 = -381339.057666 nChanged 9 SP:Iteration 32Q (1660.173069 sec): 3 clusters Score: Raw -381864.554095 + Penalty 520.820775 = -381343.733320 nChanged 6 SP:Iteration 33Q (1660.220943 sec): 3 clusters Score: Raw -381866.223617 + Penalty 520.820775 = -381345.402842 nChanged 4 SP:Iteration 34Q (1660.286597 sec): 3 clusters Score: Raw -381868.008475 + Penalty 520.820775 = -381347.187700 nChanged 3 SP:Iteration 35Q (1660.332510 sec): 3 clusters Score: Raw -381869.364396 + Penalty 520.820775 = -381348.543621 nChanged 2 SP:Iteration 36Q (1660.391246 sec): 3 clusters Score: Raw -381869.795938 + Penalty 520.820775 = -381348.975163 nChanged 0 SP:Iteration 37F (1660.457735 sec): 3 clusters Score: Raw -381869.795938 + Penalty 520.820775 = -381348.975163 nChanged 0 Trying to split cluster 16 (42895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1660.514278 sec): 2 clusters Score: Raw -1334227.885888 + Penalty 293.329040 = -1333934.556848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1660.591511 sec): 3 clusters Score: Raw -1305724.096564 + Penalty 586.658080 = -1305137.438484 nChanged 20761 SP:Iteration 1F (1660.668143 sec): 3 clusters Score: Raw -1319327.258922 + Penalty 586.658080 = -1318740.600842 nChanged 2911 SP:Iteration 2F (1660.752763 sec): 3 clusters Score: Raw -1320951.075783 + Penalty 586.658080 = -1320364.417703 nChanged 3052 SP:Iteration 3F (1660.824901 sec): 3 clusters Score: Raw -1322799.159429 + Penalty 586.658080 = -1322212.501349 nChanged 2925 SP:Iteration 4F (1660.910774 sec): 3 clusters Score: Raw -1324836.619725 + Penalty 586.658080 = -1324249.961644 nChanged 2670 SP:Iteration 5F (1660.984921 sec): 3 clusters Score: Raw -1327071.782390 + Penalty 586.658080 = -1326485.124310 nChanged 2276 SP:Iteration 6F (1661.067482 sec): 3 clusters Score: Raw -1329126.980746 + Penalty 586.658080 = -1328540.322665 nChanged 1733 SP:Iteration 7Q (1661.150938 sec): 3 clusters Score: Raw -1330680.032322 + Penalty 586.658080 = -1330093.374242 nChanged 1165 SP:Iteration 8Q (1661.223003 sec): 3 clusters Score: Raw -1331551.210053 + Penalty 586.658080 = -1330964.551972 nChanged 848 SP:Iteration 9Q (1661.307773 sec): 3 clusters Score: Raw -1332129.414863 + Penalty 586.658080 = -1331542.756783 nChanged 699 SP:Iteration 10Q (1661.380012 sec): 3 clusters Score: Raw -1332593.227586 + Penalty 586.658080 = -1332006.569505 nChanged 583 SP:Iteration 11Q (1661.463515 sec): 3 clusters Score: Raw -1332942.997012 + Penalty 586.658080 = -1332356.338931 nChanged 463 SP:Iteration 12Q (1661.540284 sec): 3 clusters Score: Raw -1333211.305211 + Penalty 586.658080 = -1332624.647131 nChanged 401 SP:Iteration 13Q (1661.615733 sec): 3 clusters Score: Raw -1333441.697164 + Penalty 586.658080 = -1332855.039084 nChanged 325 SP:Iteration 14Q (1661.686967 sec): 3 clusters Score: Raw -1333621.550459 + Penalty 586.658080 = -1333034.892379 nChanged 253 SP:Iteration 15Q (1661.760790 sec): 3 clusters Score: Raw -1333759.221791 + Penalty 586.658080 = -1333172.563710 nChanged 211 SP:Iteration 16Q (1661.833776 sec): 3 clusters Score: Raw -1333881.422877 + Penalty 586.658080 = -1333294.764797 nChanged 175 SP:Iteration 17Q (1661.909393 sec): 3 clusters Score: Raw -1333986.500871 + Penalty 586.658080 = -1333399.842790 nChanged 124 SP:Iteration 18Q (1661.976651 sec): 3 clusters Score: Raw -1334055.400790 + Penalty 586.658080 = -1333468.742710 nChanged 92 SP:Iteration 19Q (1662.051526 sec): 3 clusters Score: Raw -1334107.328546 + Penalty 586.658080 = -1333520.670466 nChanged 72 SP:Iteration 20F (1662.132427 sec): 3 clusters Score: Raw -1334148.110289 + Penalty 586.658080 = -1333561.452209 nChanged 49 SP:Iteration 21Q (1662.208285 sec): 3 clusters Score: Raw -1334172.691392 + Penalty 586.658080 = -1333586.033312 nChanged 38 SP:Iteration 22Q (1662.288326 sec): 3 clusters Score: Raw -1334195.610006 + Penalty 586.658080 = -1333608.951925 nChanged 31 SP:Iteration 23Q (1662.366686 sec): 3 clusters Score: Raw -1334214.243517 + Penalty 586.658080 = -1333627.585437 nChanged 18 SP:Iteration 24Q (1662.445093 sec): 3 clusters Score: Raw -1334226.976738 + Penalty 586.658080 = -1333640.318658 nChanged 12 SP:Iteration 25Q (1662.522911 sec): 3 clusters Score: Raw -1334234.071919 + Penalty 586.658080 = -1333647.413839 nChanged 12 SP:Iteration 26Q (1662.598090 sec): 3 clusters Score: Raw -1334239.583350 + Penalty 586.658080 = -1333652.925269 nChanged 7 SP:Iteration 27Q (1662.673221 sec): 3 clusters Score: Raw -1334242.907487 + Penalty 586.658080 = -1333656.249407 nChanged 8 SP:Iteration 28Q (1662.753193 sec): 3 clusters Score: Raw -1334246.657805 + Penalty 586.658080 = -1333659.999725 nChanged 6 SP:Iteration 29Q (1662.829423 sec): 3 clusters Score: Raw -1334253.998987 + Penalty 586.658080 = -1333667.340906 nChanged 7 SP:Iteration 30Q (1662.890244 sec): 3 clusters Score: Raw -1334260.382552 + Penalty 586.658080 = -1333673.724472 nChanged 4 SP:Iteration 31Q (1662.966051 sec): 3 clusters Score: Raw -1334265.391540 + Penalty 586.658080 = -1333678.733460 nChanged 3 SP:Iteration 32Q (1663.049420 sec): 3 clusters Score: Raw -1334267.193684 + Penalty 586.658080 = -1333680.535604 nChanged 1 SP:Iteration 33Q (1663.126968 sec): 3 clusters Score: Raw -1334267.559954 + Penalty 586.658080 = -1333680.901874 nChanged 1 SP:Iteration 34Q (1663.202925 sec): 3 clusters Score: Raw -1334268.628594 + Penalty 586.658080 = -1333681.970514 nChanged 2 SP:Iteration 35Q (1663.284247 sec): 3 clusters Score: Raw -1334271.230927 + Penalty 586.658080 = -1333684.572847 nChanged 2 SP:Iteration 36Q (1663.366460 sec): 3 clusters Score: Raw -1334274.358485 + Penalty 586.658080 = -1333687.700405 nChanged 3 SP:Iteration 37Q (1663.450738 sec): 3 clusters Score: Raw -1334277.447701 + Penalty 586.658080 = -1333690.789621 nChanged 1 SP:Iteration 38Q (1663.520332 sec): 3 clusters Score: Raw -1334278.598224 + Penalty 586.658080 = -1333691.940144 nChanged 1 SP:Iteration 39Q (1663.591736 sec): 3 clusters Score: Raw -1334279.837066 + Penalty 586.658080 = -1333693.178986 nChanged 0 SP:Iteration 40F (1663.669013 sec): 3 clusters Score: Raw -1334279.837066 + Penalty 586.658080 = -1333693.178986 nChanged 0 Trying to split cluster 17 (5115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.694319 sec): 2 clusters Score: Raw -119607.148236 + Penalty 234.848149 = -119372.300088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.744400 sec): 3 clusters Score: Raw -116413.865679 + Penalty 469.696297 = -115944.169382 nChanged 2406 SP:Iteration 1F (1663.793800 sec): 3 clusters Score: Raw -117837.452272 + Penalty 469.696297 = -117367.755975 nChanged 316 SP:Iteration 2F (1663.833766 sec): 3 clusters Score: Raw -117998.434714 + Penalty 469.696297 = -117528.738417 nChanged 295 SP:Iteration 3F (1663.886860 sec): 3 clusters Score: Raw -118173.811659 + Penalty 469.696297 = -117704.115361 nChanged 326 SP:Iteration 4F (1663.942781 sec): 3 clusters Score: Raw -118365.026507 + Penalty 469.696297 = -117895.330210 nChanged 298 SP:Iteration 5F (1663.995847 sec): 3 clusters Score: Raw -118556.450569 + Penalty 469.696297 = -118086.754272 nChanged 286 SP:Iteration 6F (1664.046615 sec): 3 clusters Score: Raw -118752.195893 + Penalty 469.696297 = -118282.499596 nChanged 251 SP:Iteration 7Q (1664.098338 sec): 3 clusters Score: Raw -118968.462339 + Penalty 469.696297 = -118498.766041 nChanged 185 SP:Iteration 8Q (1664.147277 sec): 3 clusters Score: Raw -119151.621909 + Penalty 469.696297 = -118681.925612 nChanged 158 SP:Iteration 9Q (1664.190236 sec): 3 clusters Score: Raw -119278.701394 + Penalty 469.696297 = -118809.005097 nChanged 124 SP:Iteration 10Q (1664.246067 sec): 3 clusters Score: Raw -119378.962212 + Penalty 469.696297 = -118909.265915 nChanged 101 SP:Iteration 11Q (1664.286369 sec): 3 clusters Score: Raw -119471.679199 + Penalty 469.696297 = -119001.982902 nChanged 93 SP:Iteration 12Q (1664.336620 sec): 3 clusters Score: Raw -119558.796788 + Penalty 469.696297 = -119089.100491 nChanged 85 SP:Iteration 13Q (1664.382926 sec): 3 clusters Score: Raw -119623.232392 + Penalty 469.696297 = -119153.536095 nChanged 57 SP:Iteration 14Q (1664.428228 sec): 3 clusters Score: Raw -119653.469812 + Penalty 469.696297 = -119183.773514 nChanged 44 SP:Iteration 15Q (1664.477078 sec): 3 clusters Score: Raw -119672.378502 + Penalty 469.696297 = -119202.682204 nChanged 35 SP:Iteration 16Q (1664.530254 sec): 3 clusters Score: Raw -119683.087232 + Penalty 469.696297 = -119213.390934 nChanged 28 SP:Iteration 17Q (1664.570727 sec): 3 clusters Score: Raw -119696.130689 + Penalty 469.696297 = -119226.434392 nChanged 25 SP:Iteration 18Q (1664.622827 sec): 3 clusters Score: Raw -119707.739395 + Penalty 469.696297 = -119238.043097 nChanged 17 SP:Iteration 19Q (1664.665369 sec): 3 clusters Score: Raw -119714.771607 + Penalty 469.696297 = -119245.075310 nChanged 17 SP:Iteration 20F (1664.718575 sec): 3 clusters Score: Raw -119722.012259 + Penalty 469.696297 = -119252.315961 nChanged 24 SP:Iteration 21Q (1664.767136 sec): 3 clusters Score: Raw -119729.860125 + Penalty 469.696297 = -119260.163828 nChanged 21 SP:Iteration 22Q (1664.821086 sec): 3 clusters Score: Raw -119739.098057 + Penalty 469.696297 = -119269.401760 nChanged 17 SP:Iteration 23Q (1664.865020 sec): 3 clusters Score: Raw -119744.874479 + Penalty 469.696297 = -119275.178181 nChanged 19 SP:Iteration 24Q (1664.915764 sec): 3 clusters Score: Raw -119753.062075 + Penalty 469.696297 = -119283.365778 nChanged 17 SP:Iteration 25Q (1664.957179 sec): 3 clusters Score: Raw -119763.087321 + Penalty 469.696297 = -119293.391024 nChanged 31 SP:Iteration 26Q (1665.008783 sec): 3 clusters Score: Raw -119779.424217 + Penalty 469.696297 = -119309.727920 nChanged 21 SP:Iteration 27Q (1665.055330 sec): 3 clusters Score: Raw -119785.708757 + Penalty 469.696297 = -119316.012459 nChanged 10 SP:Iteration 28Q (1665.102225 sec): 3 clusters Score: Raw -119788.886907 + Penalty 469.696297 = -119319.190610 nChanged 8 SP:Iteration 29Q (1665.147637 sec): 3 clusters Score: Raw -119791.584798 + Penalty 469.696297 = -119321.888501 nChanged 11 SP:Iteration 30Q (1665.192112 sec): 3 clusters Score: Raw -119796.430622 + Penalty 469.696297 = -119326.734325 nChanged 9 SP:Iteration 31Q (1665.239994 sec): 3 clusters Score: Raw -119807.355222 + Penalty 469.696297 = -119337.658925 nChanged 15 SP:Iteration 32Q (1665.288177 sec): 3 clusters Score: Raw -119819.041629 + Penalty 469.696297 = -119349.345331 nChanged 13 SP:Iteration 33Q (1665.334983 sec): 3 clusters Score: Raw -119825.181092 + Penalty 469.696297 = -119355.484794 nChanged 12 SP:Iteration 34Q (1665.381963 sec): 3 clusters Score: Raw -119829.637483 + Penalty 469.696297 = -119359.941186 nChanged 8 SP:Iteration 35Q (1665.428765 sec): 3 clusters Score: Raw -119832.812536 + Penalty 469.696297 = -119363.116238 nChanged 9 SP:Iteration 36Q (1665.475668 sec): 3 clusters Score: Raw -119836.885856 + Penalty 469.696297 = -119367.189558 nChanged 5 SP:Iteration 37Q (1665.522328 sec): 3 clusters Score: Raw -119838.144577 + Penalty 469.696297 = -119368.448279 nChanged 4 SP:Iteration 38Q (1665.568495 sec): 3 clusters Score: Raw -119838.979363 + Penalty 469.696297 = -119369.283066 nChanged 4 SP:Iteration 39Q (1665.615504 sec): 3 clusters Score: Raw -119840.324014 + Penalty 469.696297 = -119370.627716 nChanged 4 SP:Iteration 40F (1665.652302 sec): 3 clusters Score: Raw -119841.614875 + Penalty 469.696297 = -119371.918577 nChanged 3 SP:Iteration 41Q (1665.705207 sec): 3 clusters Score: Raw -119842.658943 + Penalty 469.696297 = -119372.962646 nChanged 4 SP:Iteration 42Q (1665.745319 sec): 3 clusters Score: Raw -119843.789650 + Penalty 469.696297 = -119374.093353 nChanged 9 SP:Iteration 43Q (1665.800941 sec): 3 clusters Score: Raw -119846.725988 + Penalty 469.696297 = -119377.029691 nChanged 8 SP:Iteration 44Q (1665.848400 sec): 3 clusters Score: Raw -119849.606821 + Penalty 469.696297 = -119379.910523 nChanged 5 SP:Iteration 45Q (1665.886653 sec): 3 clusters Score: Raw -119850.809700 + Penalty 469.696297 = -119381.113403 nChanged 5 SP:Iteration 46Q (1665.939838 sec): 3 clusters Score: Raw -119851.484460 + Penalty 469.696297 = -119381.788162 nChanged 2 SP:Iteration 47Q (1665.987147 sec): 3 clusters Score: Raw -119851.658909 + Penalty 469.696297 = -119381.962612 nChanged 0 SP:Iteration 48F (1666.034438 sec): 3 clusters Score: Raw -119851.658909 + Penalty 469.696297 = -119381.962612 nChanged 0 Score: Raw -7176018.191083 + Penalty 11015.759182 = -7165002.431902 Splitting cluster 17 changes total score from -7165043.294008 to -7165002.431902 So it's not getting split. Trying to split cluster 18 (16051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1669.036037 sec): 2 clusters Score: Raw -500794.461004 + Penalty 266.296977 = -500528.164027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1669.093397 sec): 3 clusters Score: Raw -490354.466710 + Penalty 532.593954 = -489821.872757 nChanged 7664 SP:Iteration 1F (1669.140320 sec): 3 clusters Score: Raw -494811.860608 + Penalty 532.593954 = -494279.266654 nChanged 706 SP:Iteration 2Q (1669.207967 sec): 3 clusters Score: Raw -495052.269511 + Penalty 532.593954 = -494519.675557 nChanged 718 SP:Iteration 3Q (1669.253919 sec): 3 clusters Score: Raw -495314.903390 + Penalty 532.593954 = -494782.309436 nChanged 716 SP:Iteration 4Q (1669.319395 sec): 3 clusters Score: Raw -495610.897926 + Penalty 532.593954 = -495078.303972 nChanged 782 SP:Iteration 5Q (1669.382060 sec): 3 clusters Score: Raw -496060.971342 + Penalty 532.593954 = -495528.377388 nChanged 904 SP:Iteration 6F (1669.440580 sec): 3 clusters Score: Raw -496727.030219 + Penalty 532.593954 = -496194.436265 nChanged 981 SP:Iteration 7F (1669.497912 sec): 3 clusters Score: Raw -497538.904707 + Penalty 532.593954 = -497006.310753 nChanged 892 SP:Iteration 8F (1669.552531 sec): 3 clusters Score: Raw -498245.167050 + Penalty 532.593954 = -497712.573096 nChanged 735 SP:Iteration 9Q (1669.611109 sec): 3 clusters Score: Raw -498792.041928 + Penalty 532.593954 = -498259.447974 nChanged 584 SP:Iteration 10Q (1669.660741 sec): 3 clusters Score: Raw -499198.166916 + Penalty 532.593954 = -498665.572962 nChanged 481 SP:Iteration 11Q (1669.727286 sec): 3 clusters Score: Raw -499491.283403 + Penalty 532.593954 = -498958.689449 nChanged 378 SP:Iteration 12Q (1669.773489 sec): 3 clusters Score: Raw -499713.139142 + Penalty 532.593954 = -499180.545188 nChanged 310 SP:Iteration 13Q (1669.838178 sec): 3 clusters Score: Raw -499904.790590 + Penalty 532.593954 = -499372.196637 nChanged 286 SP:Iteration 14Q (1669.882276 sec): 3 clusters Score: Raw -500077.324830 + Penalty 532.593954 = -499544.730876 nChanged 222 SP:Iteration 15Q (1669.939390 sec): 3 clusters Score: Raw -500206.543303 + Penalty 532.593954 = -499673.949350 nChanged 203 SP:Iteration 16Q (1670.007260 sec): 3 clusters Score: Raw -500322.118508 + Penalty 532.593954 = -499789.524554 nChanged 181 SP:Iteration 17Q (1670.059057 sec): 3 clusters Score: Raw -500419.388983 + Penalty 532.593954 = -499886.795030 nChanged 155 SP:Iteration 18Q (1670.113322 sec): 3 clusters Score: Raw -500500.828197 + Penalty 532.593954 = -499968.234243 nChanged 141 SP:Iteration 19Q (1670.178274 sec): 3 clusters Score: Raw -500571.665694 + Penalty 532.593954 = -500039.071740 nChanged 115 SP:Iteration 20F (1670.232017 sec): 3 clusters Score: Raw -500628.657019 + Penalty 532.593954 = -500096.063065 nChanged 97 SP:Iteration 21Q (1670.289872 sec): 3 clusters Score: Raw -500679.119011 + Penalty 532.593954 = -500146.525057 nChanged 79 SP:Iteration 22Q (1670.352129 sec): 3 clusters Score: Raw -500715.911897 + Penalty 532.593954 = -500183.317943 nChanged 68 SP:Iteration 23Q (1670.408485 sec): 3 clusters Score: Raw -500745.445193 + Penalty 532.593954 = -500212.851240 nChanged 57 SP:Iteration 24Q (1670.465811 sec): 3 clusters Score: Raw -500772.583588 + Penalty 532.593954 = -500239.989634 nChanged 46 SP:Iteration 25Q (1670.519913 sec): 3 clusters Score: Raw -500795.211295 + Penalty 532.593954 = -500262.617342 nChanged 33 SP:Iteration 26Q (1670.582947 sec): 3 clusters Score: Raw -500808.716609 + Penalty 532.593954 = -500276.122656 nChanged 22 SP:Iteration 27Q (1670.637982 sec): 3 clusters Score: Raw -500815.864448 + Penalty 532.593954 = -500283.270495 nChanged 21 SP:Iteration 28Q (1670.694013 sec): 3 clusters Score: Raw -500823.500824 + Penalty 532.593954 = -500290.906870 nChanged 13 SP:Iteration 29Q (1670.741611 sec): 3 clusters Score: Raw -500828.467226 + Penalty 532.593954 = -500295.873273 nChanged 16 SP:Iteration 30Q (1670.808528 sec): 3 clusters Score: Raw -500836.247781 + Penalty 532.593954 = -500303.653827 nChanged 12 SP:Iteration 31Q (1670.854916 sec): 3 clusters Score: Raw -500840.675542 + Penalty 532.593954 = -500308.081588 nChanged 9 SP:Iteration 32Q (1670.925377 sec): 3 clusters Score: Raw -500843.616209 + Penalty 532.593954 = -500311.022255 nChanged 7 SP:Iteration 33Q (1670.978594 sec): 3 clusters Score: Raw -500845.056262 + Penalty 532.593954 = -500312.462308 nChanged 6 SP:Iteration 34Q (1671.039852 sec): 3 clusters Score: Raw -500845.981343 + Penalty 532.593954 = -500313.387389 nChanged 0 SP:Iteration 35F (1671.100642 sec): 3 clusters Score: Raw -500845.981343 + Penalty 532.593954 = -500313.387389 nChanged 0 Trying to split cluster 19 (756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1671.115856 sec): 2 clusters Score: Raw -14235.586856 + Penalty 182.271138 = -14053.315718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1671.166068 sec): 3 clusters Score: Raw -13839.162435 + Penalty 364.542276 = -13474.620159 nChanged 302 SP:Iteration 1F (1671.223196 sec): 3 clusters Score: Raw -14027.289380 + Penalty 364.542276 = -13662.747105 nChanged 52 SP:Iteration 2F (1671.262961 sec): 3 clusters Score: Raw -14056.576288 + Penalty 364.542276 = -13692.034012 nChanged 41 SP:Iteration 3F (1671.307549 sec): 3 clusters Score: Raw -14079.936514 + Penalty 364.542276 = -13715.394238 nChanged 28 SP:Iteration 4Q (1671.341308 sec): 3 clusters Score: Raw -14090.667445 + Penalty 364.542276 = -13726.125169 nChanged 22 SP:Iteration 5Q (1671.387628 sec): 3 clusters Score: Raw -14103.978795 + Penalty 364.542276 = -13739.436519 nChanged 24 SP:Iteration 6Q (1671.428099 sec): 3 clusters Score: Raw -14114.350150 + Penalty 364.542276 = -13749.807874 nChanged 23 SP:Iteration 7Q (1671.484078 sec): 3 clusters Score: Raw -14127.640800 + Penalty 364.542276 = -13763.098525 nChanged 25 SP:Iteration 8Q (1671.520796 sec): 3 clusters Score: Raw -14138.294750 + Penalty 364.542276 = -13773.752475 nChanged 19 SP:Iteration 9Q (1671.568298 sec): 3 clusters Score: Raw -14147.012419 + Penalty 364.542276 = -13782.470144 nChanged 16 SP:Iteration 10Q (1671.604441 sec): 3 clusters Score: Raw -14152.347316 + Penalty 364.542276 = -13787.805041 nChanged 19 SP:Iteration 11Q (1671.650833 sec): 3 clusters Score: Raw -14163.988585 + Penalty 364.542276 = -13799.446309 nChanged 18 SP:Iteration 12Q (1671.703351 sec): 3 clusters Score: Raw -14174.161449 + Penalty 364.542276 = -13809.619174 nChanged 17 SP:Iteration 13Q (1671.749984 sec): 3 clusters Score: Raw -14182.241350 + Penalty 364.542276 = -13817.699074 nChanged 12 SP:Iteration 14Q (1671.793820 sec): 3 clusters Score: Raw -14186.165243 + Penalty 364.542276 = -13821.622967 nChanged 11 SP:Iteration 15Q (1671.839553 sec): 3 clusters Score: Raw -14189.204917 + Penalty 364.542276 = -13824.662641 nChanged 10 SP:Iteration 16Q (1671.878671 sec): 3 clusters Score: Raw -14193.998418 + Penalty 364.542276 = -13829.456143 nChanged 14 SP:Iteration 17Q (1671.922006 sec): 3 clusters Score: Raw -14204.713702 + Penalty 364.542276 = -13840.171426 nChanged 12 SP:Iteration 18Q (1671.974349 sec): 3 clusters Score: Raw -14210.772381 + Penalty 364.542276 = -13846.230106 nChanged 7 SP:Iteration 19Q (1672.015079 sec): 3 clusters Score: Raw -14215.367081 + Penalty 364.542276 = -13850.824805 nChanged 5 SP:Iteration 20F (1672.053279 sec): 3 clusters Score: Raw -14221.395771 + Penalty 364.542276 = -13856.853495 nChanged 10 SP:Iteration 21Q (1672.110029 sec): 3 clusters Score: Raw -14230.950409 + Penalty 364.542276 = -13866.408133 nChanged 6 SP:Iteration 22Q (1672.153842 sec): 3 clusters Score: Raw -14234.530752 + Penalty 364.542276 = -13869.988476 nChanged 4 SP:Iteration 23Q (1672.196485 sec): 3 clusters Score: Raw -14236.925466 + Penalty 364.542276 = -13872.383191 nChanged 7 SP:Iteration 24Q (1672.238331 sec): 3 clusters Score: Raw -14238.082379 + Penalty 364.542276 = -13873.540103 nChanged 1 SP:Iteration 25Q (1672.281646 sec): 3 clusters Score: Raw -14238.293657 + Penalty 364.542276 = -13873.751381 nChanged 3 SP:Iteration 26Q (1672.325592 sec): 3 clusters Score: Raw -14239.569918 + Penalty 364.542276 = -13875.027643 nChanged 3 SP:Iteration 27Q (1672.365574 sec): 3 clusters Score: Raw -14240.874471 + Penalty 364.542276 = -13876.332195 nChanged 2 SP:Iteration 28Q (1672.412022 sec): 3 clusters Score: Raw -14241.488219 + Penalty 364.542276 = -13876.945943 nChanged 5 SP:Iteration 29Q (1672.463160 sec): 3 clusters Score: Raw -14243.048966 + Penalty 364.542276 = -13878.506690 nChanged 3 SP:Iteration 30Q (1672.494458 sec): 3 clusters Score: Raw -14243.991269 + Penalty 364.542276 = -13879.448993 nChanged 3 SP:Iteration 31Q (1672.535318 sec): 3 clusters Score: Raw -14245.494933 + Penalty 364.542276 = -13880.952657 nChanged 4 SP:Iteration 32Q (1672.581505 sec): 3 clusters Score: Raw -14247.799114 + Penalty 364.542276 = -13883.256839 nChanged 4 SP:Iteration 33Q (1672.626135 sec): 3 clusters Score: Raw -14249.963372 + Penalty 364.542276 = -13885.421096 nChanged 4 SP:Iteration 34Q (1672.672965 sec): 3 clusters Score: Raw -14250.865497 + Penalty 364.542276 = -13886.323221 nChanged 3 SP:Iteration 35Q (1672.712492 sec): 3 clusters Score: Raw -14252.148412 + Penalty 364.542276 = -13887.606137 nChanged 3 SP:Iteration 36Q (1672.752369 sec): 3 clusters Score: Raw -14252.622126 + Penalty 364.542276 = -13888.079850 nChanged 0 SP:Iteration 37F (1672.805770 sec): 3 clusters Score: Raw -14252.622126 + Penalty 364.542276 = -13888.079850 nChanged 0 Trying to split cluster 20 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1672.827684 sec): 2 clusters Score: Raw -15458.014009 + Penalty 173.221104 = -15284.792905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1672.874765 sec): 3 clusters Score: Raw -15192.950130 + Penalty 346.442209 = -14846.507921 nChanged 206 SP:Iteration 1F (1672.919054 sec): 3 clusters Score: Raw -15293.517330 + Penalty 346.442209 = -14947.075121 nChanged 28 SP:Iteration 2F (1672.956361 sec): 3 clusters Score: Raw -15305.660663 + Penalty 346.442209 = -14959.218454 nChanged 22 SP:Iteration 3Q (1673.010405 sec): 3 clusters Score: Raw -15324.040578 + Penalty 346.442209 = -14977.598370 nChanged 25 SP:Iteration 4Q (1673.048000 sec): 3 clusters Score: Raw -15346.850175 + Penalty 346.442209 = -15000.407966 nChanged 33 SP:Iteration 5F (1673.102013 sec): 3 clusters Score: Raw -15370.460070 + Penalty 346.442209 = -15024.017862 nChanged 18 SP:Iteration 6Q (1673.151270 sec): 3 clusters Score: Raw -15383.724504 + Penalty 346.442209 = -15037.282296 nChanged 20 SP:Iteration 7Q (1673.191967 sec): 3 clusters Score: Raw -15393.538570 + Penalty 346.442209 = -15047.096362 nChanged 23 SP:Iteration 8Q (1673.239401 sec): 3 clusters Score: Raw -15409.214394 + Penalty 346.442209 = -15062.772185 nChanged 25 SP:Iteration 9Q (1673.286330 sec): 3 clusters Score: Raw -15432.472722 + Penalty 346.442209 = -15086.030514 nChanged 22 SP:Iteration 10Q (1673.326977 sec): 3 clusters Score: Raw -15446.865287 + Penalty 346.442209 = -15100.423078 nChanged 17 SP:Iteration 11Q (1673.367372 sec): 3 clusters Score: Raw -15460.952295 + Penalty 346.442209 = -15114.510087 nChanged 20 SP:Iteration 12Q (1673.421109 sec): 3 clusters Score: Raw -15479.315003 + Penalty 346.442209 = -15132.872794 nChanged 12 SP:Iteration 13Q (1673.460893 sec): 3 clusters Score: Raw -15490.242200 + Penalty 346.442209 = -15143.799991 nChanged 15 SP:Iteration 14Q (1673.505888 sec): 3 clusters Score: Raw -15502.957331 + Penalty 346.442209 = -15156.515123 nChanged 10 SP:Iteration 15Q (1673.543296 sec): 3 clusters Score: Raw -15516.518785 + Penalty 346.442209 = -15170.076577 nChanged 8 SP:Iteration 16Q (1673.592869 sec): 3 clusters Score: Raw -15522.743309 + Penalty 346.442209 = -15176.301100 nChanged 2 SP:Iteration 17Q (1673.634630 sec): 3 clusters Score: Raw -15523.506110 + Penalty 346.442209 = -15177.063902 nChanged 1 SP:Iteration 18Q (1673.670807 sec): 3 clusters Score: Raw -15523.633956 + Penalty 346.442209 = -15177.191748 nChanged 1 SP:Iteration 19Q (1673.715846 sec): 3 clusters Score: Raw -15523.875681 + Penalty 346.442209 = -15177.433472 nChanged 2 SP:Iteration 20F (1673.758869 sec): 3 clusters Score: Raw -15524.834577 + Penalty 346.442209 = -15178.392369 nChanged 0 Trying to split cluster 21 (6577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1673.789039 sec): 2 clusters Score: Raw -196114.890087 + Penalty 241.761685 = -195873.128402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1673.830892 sec): 3 clusters Score: Raw -191970.488275 + Penalty 483.523370 = -191486.964905 nChanged 3090 SP:Iteration 1F (1673.886619 sec): 3 clusters Score: Raw -193756.478529 + Penalty 483.523370 = -193272.955160 nChanged 451 SP:Iteration 2F (1673.924750 sec): 3 clusters Score: Raw -194051.818346 + Penalty 483.523370 = -193568.294976 nChanged 456 SP:Iteration 3F (1673.972975 sec): 3 clusters Score: Raw -194383.236430 + Penalty 483.523370 = -193899.713061 nChanged 455 SP:Iteration 4F (1674.022150 sec): 3 clusters Score: Raw -194686.840985 + Penalty 483.523370 = -194203.317615 nChanged 409 SP:Iteration 5F (1674.073084 sec): 3 clusters Score: Raw -194974.087452 + Penalty 483.523370 = -194490.564083 nChanged 381 SP:Iteration 6F (1674.135100 sec): 3 clusters Score: Raw -195233.800641 + Penalty 483.523370 = -194750.277271 nChanged 300 SP:Iteration 7Q (1674.179830 sec): 3 clusters Score: Raw -195377.634729 + Penalty 483.523370 = -194894.111359 nChanged 193 SP:Iteration 8Q (1674.233688 sec): 3 clusters Score: Raw -195449.646781 + Penalty 483.523370 = -194966.123411 nChanged 150 SP:Iteration 9Q (1674.275455 sec): 3 clusters Score: Raw -195502.680076 + Penalty 483.523370 = -195019.156707 nChanged 126 SP:Iteration 10Q (1674.328250 sec): 3 clusters Score: Raw -195544.875759 + Penalty 483.523370 = -195061.352390 nChanged 117 SP:Iteration 11Q (1674.386088 sec): 3 clusters Score: Raw -195577.845809 + Penalty 483.523370 = -195094.322439 nChanged 96 SP:Iteration 12Q (1674.443575 sec): 3 clusters Score: Raw -195606.551862 + Penalty 483.523370 = -195123.028493 nChanged 108 SP:Iteration 13Q (1674.493413 sec): 3 clusters Score: Raw -195640.152709 + Penalty 483.523370 = -195156.629339 nChanged 103 SP:Iteration 14Q (1674.534417 sec): 3 clusters Score: Raw -195671.678164 + Penalty 483.523370 = -195188.154795 nChanged 99 SP:Iteration 15Q (1674.584535 sec): 3 clusters Score: Raw -195708.318091 + Penalty 483.523370 = -195224.794721 nChanged 112 SP:Iteration 16Q (1674.643782 sec): 3 clusters Score: Raw -195748.444540 + Penalty 483.523370 = -195264.921170 nChanged 101 SP:Iteration 17Q (1674.685936 sec): 3 clusters Score: Raw -195784.107304 + Penalty 483.523370 = -195300.583935 nChanged 102 SP:Iteration 18Q (1674.732661 sec): 3 clusters Score: Raw -195817.327040 + Penalty 483.523370 = -195333.803670 nChanged 87 SP:Iteration 19Q (1674.781962 sec): 3 clusters Score: Raw -195843.370007 + Penalty 483.523370 = -195359.846638 nChanged 75 SP:Iteration 20F (1674.837199 sec): 3 clusters Score: Raw -195868.057065 + Penalty 483.523370 = -195384.533695 nChanged 77 SP:Iteration 21Q (1674.883948 sec): 3 clusters Score: Raw -195893.683112 + Penalty 483.523370 = -195410.159742 nChanged 81 SP:Iteration 22Q (1674.935907 sec): 3 clusters Score: Raw -195919.902402 + Penalty 483.523370 = -195436.379032 nChanged 78 SP:Iteration 23Q (1674.987247 sec): 3 clusters Score: Raw -195946.614442 + Penalty 483.523370 = -195463.091072 nChanged 73 SP:Iteration 24Q (1675.032916 sec): 3 clusters Score: Raw -195974.672362 + Penalty 483.523370 = -195491.148992 nChanged 75 SP:Iteration 25Q (1675.084265 sec): 3 clusters Score: Raw -196005.344395 + Penalty 483.523370 = -195521.821025 nChanged 68 SP:Iteration 26Q (1675.122305 sec): 3 clusters Score: Raw -196033.984462 + Penalty 483.523370 = -195550.461092 nChanged 57 SP:Iteration 27Q (1675.173605 sec): 3 clusters Score: Raw -196055.329340 + Penalty 483.523370 = -195571.805970 nChanged 47 SP:Iteration 28Q (1675.219751 sec): 3 clusters Score: Raw -196071.720802 + Penalty 483.523370 = -195588.197432 nChanged 45 SP:Iteration 29Q (1675.267731 sec): 3 clusters Score: Raw -196087.675528 + Penalty 483.523370 = -195604.152158 nChanged 35 SP:Iteration 30Q (1675.310257 sec): 3 clusters Score: Raw -196100.793176 + Penalty 483.523370 = -195617.269806 nChanged 31 SP:Iteration 31Q (1675.358057 sec): 3 clusters Score: Raw -196111.259185 + Penalty 483.523370 = -195627.735816 nChanged 27 SP:Iteration 32Q (1675.421591 sec): 3 clusters Score: Raw -196121.011043 + Penalty 483.523370 = -195637.487674 nChanged 22 SP:Iteration 33Q (1675.471470 sec): 3 clusters Score: Raw -196129.109586 + Penalty 483.523370 = -195645.586216 nChanged 16 SP:Iteration 34Q (1675.508843 sec): 3 clusters Score: Raw -196134.467373 + Penalty 483.523370 = -195650.944004 nChanged 16 SP:Iteration 35Q (1675.556639 sec): 3 clusters Score: Raw -196140.059402 + Penalty 483.523370 = -195656.536032 nChanged 18 SP:Iteration 36Q (1675.611568 sec): 3 clusters Score: Raw -196145.037913 + Penalty 483.523370 = -195661.514544 nChanged 16 SP:Iteration 37Q (1675.662319 sec): 3 clusters Score: Raw -196150.545907 + Penalty 483.523370 = -195667.022538 nChanged 16 SP:Iteration 38Q (1675.709635 sec): 3 clusters Score: Raw -196154.796969 + Penalty 483.523370 = -195671.273600 nChanged 12 SP:Iteration 39Q (1675.755738 sec): 3 clusters Score: Raw -196157.619372 + Penalty 483.523370 = -195674.096002 nChanged 12 SP:Iteration 40F (1675.796364 sec): 3 clusters Score: Raw -196160.889530 + Penalty 483.523370 = -195677.366160 nChanged 9 SP:Iteration 41Q (1675.844333 sec): 3 clusters Score: Raw -196162.582477 + Penalty 483.523370 = -195679.059107 nChanged 8 SP:Iteration 42Q (1675.902486 sec): 3 clusters Score: Raw -196164.057483 + Penalty 483.523370 = -195680.534113 nChanged 3 SP:Iteration 43Q (1675.940235 sec): 3 clusters Score: Raw -196164.709340 + Penalty 483.523370 = -195681.185971 nChanged 3 SP:Iteration 44Q (1675.988144 sec): 3 clusters Score: Raw -196165.416003 + Penalty 483.523370 = -195681.892634 nChanged 8 SP:Iteration 45Q (1676.043336 sec): 3 clusters Score: Raw -196167.665899 + Penalty 483.523370 = -195684.142529 nChanged 7 SP:Iteration 46Q (1676.084410 sec): 3 clusters Score: Raw -196169.324683 + Penalty 483.523370 = -195685.801313 nChanged 4 SP:Iteration 47Q (1676.132286 sec): 3 clusters Score: Raw -196170.236315 + Penalty 483.523370 = -195686.712945 nChanged 2 SP:Iteration 48Q (1676.185458 sec): 3 clusters Score: Raw -196170.628925 + Penalty 483.523370 = -195687.105555 nChanged 1 SP:Iteration 49Q (1676.243413 sec): 3 clusters Score: Raw -196171.231129 + Penalty 483.523370 = -195687.707759 nChanged 3 SP:Iteration 50Q (1676.286675 sec): 3 clusters Score: Raw -196172.146339 + Penalty 483.523370 = -195688.622969 nChanged 6 SP:Iteration 51Q (1676.342055 sec): 3 clusters Score: Raw -196174.253679 + Penalty 483.523370 = -195690.730310 nChanged 10 SP:Iteration 52Q (1676.392693 sec): 3 clusters Score: Raw -196176.971899 + Penalty 483.523370 = -195693.448529 nChanged 9 SP:Iteration 53Q (1676.440908 sec): 3 clusters Score: Raw -196180.752391 + Penalty 483.523370 = -195697.229021 nChanged 5 SP:Iteration 54Q (1676.485001 sec): 3 clusters Score: Raw -196182.440512 + Penalty 483.523370 = -195698.917143 nChanged 7 SP:Iteration 55Q (1676.532336 sec): 3 clusters Score: Raw -196183.538887 + Penalty 483.523370 = -195700.015517 nChanged 4 SP:Iteration 56Q (1676.584533 sec): 3 clusters Score: Raw -196184.432683 + Penalty 483.523370 = -195700.909313 nChanged 5 SP:Iteration 57Q (1676.635033 sec): 3 clusters Score: Raw -196185.613384 + Penalty 483.523370 = -195702.090015 nChanged 3 SP:Iteration 58Q (1676.689063 sec): 3 clusters Score: Raw -196186.944787 + Penalty 483.523370 = -195703.421417 nChanged 3 SP:Iteration 59Q (1676.742163 sec): 3 clusters Score: Raw -196188.751420 + Penalty 483.523370 = -195705.228050 nChanged 2 SP:Iteration 60F (1676.788253 sec): 3 clusters Score: Raw -196189.597225 + Penalty 483.523370 = -195706.073855 nChanged 2 SP:Iteration 61Q (1676.849612 sec): 3 clusters Score: Raw -196190.311281 + Penalty 483.523370 = -195706.787911 nChanged 1 SP:Iteration 62Q (1676.890011 sec): 3 clusters Score: Raw -196190.520297 + Penalty 483.523370 = -195706.996927 nChanged 2 SP:Iteration 63Q (1676.949149 sec): 3 clusters Score: Raw -196190.728829 + Penalty 483.523370 = -195707.205460 nChanged 1 SP:Iteration 64Q (1676.996004 sec): 3 clusters Score: Raw -196191.077716 + Penalty 483.523370 = -195707.554346 nChanged 0 SP:Iteration 65F (1677.043905 sec): 3 clusters Score: Raw -196191.077716 + Penalty 483.523370 = -195707.554346 nChanged 0 Trying to split cluster 22 (2181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1677.067416 sec): 2 clusters Score: Raw -65752.349424 + Penalty 211.407316 = -65540.942108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1677.115258 sec): 3 clusters Score: Raw -64469.369295 + Penalty 422.814632 = -64046.554663 nChanged 951 SP:Iteration 1F (1677.162821 sec): 3 clusters Score: Raw -64974.263510 + Penalty 422.814632 = -64551.448878 nChanged 131 SP:Iteration 2F (1677.216987 sec): 3 clusters Score: Raw -65040.256358 + Penalty 422.814632 = -64617.441726 nChanged 127 SP:Iteration 3F (1677.261929 sec): 3 clusters Score: Raw -65117.652260 + Penalty 422.814632 = -64694.837628 nChanged 155 SP:Iteration 4F (1677.311883 sec): 3 clusters Score: Raw -65226.368293 + Penalty 422.814632 = -64803.553660 nChanged 138 SP:Iteration 5F (1677.358058 sec): 3 clusters Score: Raw -65345.731351 + Penalty 422.814632 = -64922.916719 nChanged 136 SP:Iteration 6F (1677.403463 sec): 3 clusters Score: Raw -65473.842016 + Penalty 422.814632 = -65051.027384 nChanged 108 SP:Iteration 7Q (1677.440305 sec): 3 clusters Score: Raw -65575.130199 + Penalty 422.814632 = -65152.315567 nChanged 66 SP:Iteration 8Q (1677.492239 sec): 3 clusters Score: Raw -65644.475171 + Penalty 422.814632 = -65221.660538 nChanged 55 SP:Iteration 9Q (1677.538286 sec): 3 clusters Score: Raw -65682.566733 + Penalty 422.814632 = -65259.752101 nChanged 28 SP:Iteration 10Q (1677.583434 sec): 3 clusters Score: Raw -65700.655033 + Penalty 422.814632 = -65277.840401 nChanged 26 SP:Iteration 11Q (1677.629625 sec): 3 clusters Score: Raw -65716.736560 + Penalty 422.814632 = -65293.921928 nChanged 19 SP:Iteration 12Q (1677.674789 sec): 3 clusters Score: Raw -65726.413752 + Penalty 422.814632 = -65303.599120 nChanged 16 SP:Iteration 13Q (1677.717479 sec): 3 clusters Score: Raw -65731.709834 + Penalty 422.814632 = -65308.895202 nChanged 13 SP:Iteration 14Q (1677.764300 sec): 3 clusters Score: Raw -65736.492001 + Penalty 422.814632 = -65313.677369 nChanged 11 SP:Iteration 15Q (1677.802431 sec): 3 clusters Score: Raw -65740.162722 + Penalty 422.814632 = -65317.348090 nChanged 9 SP:Iteration 16Q (1677.844145 sec): 3 clusters Score: Raw -65743.818649 + Penalty 422.814632 = -65321.004017 nChanged 14 SP:Iteration 17Q (1677.897253 sec): 3 clusters Score: Raw -65750.088080 + Penalty 422.814632 = -65327.273448 nChanged 15 SP:Iteration 18Q (1677.943172 sec): 3 clusters Score: Raw -65756.881031 + Penalty 422.814632 = -65334.066399 nChanged 14 SP:Iteration 19Q (1677.980175 sec): 3 clusters Score: Raw -65763.449987 + Penalty 422.814632 = -65340.635355 nChanged 12 SP:Iteration 20F (1678.029742 sec): 3 clusters Score: Raw -65768.311223 + Penalty 422.814632 = -65345.496591 nChanged 9 SP:Iteration 21Q (1678.073439 sec): 3 clusters Score: Raw -65771.956215 + Penalty 422.814632 = -65349.141583 nChanged 9 SP:Iteration 22Q (1678.115416 sec): 3 clusters Score: Raw -65775.708732 + Penalty 422.814632 = -65352.894100 nChanged 10 SP:Iteration 23Q (1678.166945 sec): 3 clusters Score: Raw -65779.834479 + Penalty 422.814632 = -65357.019847 nChanged 9 SP:Iteration 24Q (1678.203792 sec): 3 clusters Score: Raw -65783.290985 + Penalty 422.814632 = -65360.476353 nChanged 5 SP:Iteration 25Q (1678.248670 sec): 3 clusters Score: Raw -65784.539321 + Penalty 422.814632 = -65361.724689 nChanged 5 SP:Iteration 26Q (1678.293121 sec): 3 clusters Score: Raw -65785.948402 + Penalty 422.814632 = -65363.133770 nChanged 2 SP:Iteration 27Q (1678.350226 sec): 3 clusters Score: Raw -65786.526626 + Penalty 422.814632 = -65363.711994 nChanged 2 SP:Iteration 28Q (1678.388380 sec): 3 clusters Score: Raw -65786.691564 + Penalty 422.814632 = -65363.876932 nChanged 1 SP:Iteration 29Q (1678.433175 sec): 3 clusters Score: Raw -65786.731980 + Penalty 422.814632 = -65363.917348 nChanged 0 SP:Iteration 30F (1678.478126 sec): 3 clusters Score: Raw -65786.731980 + Penalty 422.814632 = -65363.917348 nChanged 0 Trying to split cluster 23 (1214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1678.502901 sec): 2 clusters Score: Raw -32114.182974 + Penalty 195.296089 = -31918.886884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1678.548062 sec): 3 clusters Score: Raw -31440.201908 + Penalty 390.592178 = -31049.609730 nChanged 519 SP:Iteration 1F (1678.599427 sec): 3 clusters Score: Raw -31799.368884 + Penalty 390.592178 = -31408.776705 nChanged 117 SP:Iteration 2F (1678.637777 sec): 3 clusters Score: Raw -31929.563859 + Penalty 390.592178 = -31538.971681 nChanged 100 SP:Iteration 3F (1678.686446 sec): 3 clusters Score: Raw -32022.354280 + Penalty 390.592178 = -31631.762101 nChanged 75 SP:Iteration 4F (1678.731408 sec): 3 clusters Score: Raw -32086.779558 + Penalty 390.592178 = -31696.187379 nChanged 45 SP:Iteration 5Q (1678.778000 sec): 3 clusters Score: Raw -32121.857058 + Penalty 390.592178 = -31731.264879 nChanged 42 SP:Iteration 6Q (1678.822156 sec): 3 clusters Score: Raw -32149.074365 + Penalty 390.592178 = -31758.482186 nChanged 33 SP:Iteration 7Q (1678.869363 sec): 3 clusters Score: Raw -32171.686134 + Penalty 390.592178 = -31781.093956 nChanged 29 SP:Iteration 8Q (1678.918247 sec): 3 clusters Score: Raw -32185.203957 + Penalty 390.592178 = -31794.611778 nChanged 23 SP:Iteration 9Q (1678.953735 sec): 3 clusters Score: Raw -32191.426569 + Penalty 390.592178 = -31800.834390 nChanged 9 SP:Iteration 10Q (1679.008395 sec): 3 clusters Score: Raw -32193.619061 + Penalty 390.592178 = -31803.026882 nChanged 9 SP:Iteration 11Q (1679.051985 sec): 3 clusters Score: Raw -32196.894407 + Penalty 390.592178 = -31806.302229 nChanged 9 SP:Iteration 12Q (1679.092359 sec): 3 clusters Score: Raw -32200.159919 + Penalty 390.592178 = -31809.567741 nChanged 6 SP:Iteration 13Q (1679.143612 sec): 3 clusters Score: Raw -32202.392709 + Penalty 390.592178 = -31811.800531 nChanged 5 SP:Iteration 14Q (1679.179797 sec): 3 clusters Score: Raw -32203.433607 + Penalty 390.592178 = -31812.841429 nChanged 8 SP:Iteration 15Q (1679.234812 sec): 3 clusters Score: Raw -32205.510086 + Penalty 390.592178 = -31814.917907 nChanged 8 SP:Iteration 16Q (1679.277271 sec): 3 clusters Score: Raw -32207.199090 + Penalty 390.592178 = -31816.606911 nChanged 2 SP:Iteration 17Q (1679.327844 sec): 3 clusters Score: Raw -32207.355173 + Penalty 390.592178 = -31816.762994 nChanged 2 SP:Iteration 18Q (1679.367388 sec): 3 clusters Score: Raw -32207.485585 + Penalty 390.592178 = -31816.893407 nChanged 2 SP:Iteration 19Q (1679.409730 sec): 3 clusters Score: Raw -32207.671493 + Penalty 390.592178 = -31817.079315 nChanged 2 SP:Iteration 20F (1679.453780 sec): 3 clusters Score: Raw -32207.913203 + Penalty 390.592178 = -31817.321025 nChanged 1 SP:Iteration 21Q (1679.506091 sec): 3 clusters Score: Raw -32207.963815 + Penalty 390.592178 = -31817.371636 nChanged 0 SP:Iteration 22F (1679.547233 sec): 3 clusters Score: Raw -32207.963815 + Penalty 390.592178 = -31817.371636 nChanged 0 Trying to split cluster 24 (309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1679.561295 sec): 2 clusters Score: Raw -6836.345650 + Penalty 157.666885 = -6678.678765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1679.612401 sec): 3 clusters Score: Raw -6727.921796 + Penalty 315.333770 = -6412.588026 nChanged 108 SP:Iteration 1F (1679.649611 sec): 3 clusters Score: Raw -6827.195112 + Penalty 315.333770 = -6511.861342 nChanged 25 SP:Iteration 2F (1679.701559 sec): 3 clusters Score: Raw -6842.003927 + Penalty 315.333770 = -6526.670156 nChanged 12 SP:Iteration 3Q (1679.740076 sec): 3 clusters Score: Raw -6852.130046 + Penalty 315.333770 = -6536.796276 nChanged 10 SP:Iteration 4Q (1679.783647 sec): 3 clusters Score: Raw -6863.678598 + Penalty 315.333770 = -6548.344828 nChanged 16 SP:Iteration 5F (1679.835027 sec): 3 clusters Score: Raw -6876.935169 + Penalty 315.333770 = -6561.601399 nChanged 10 SP:Iteration 6Q (1679.871986 sec): 3 clusters Score: Raw -6883.624565 + Penalty 315.333770 = -6568.290794 nChanged 4 SP:Iteration 7Q (1679.916620 sec): 3 clusters Score: Raw -6885.790248 + Penalty 315.333770 = -6570.456477 nChanged 1 SP:Iteration 8Q (1679.964376 sec): 3 clusters Score: Raw -6886.195658 + Penalty 315.333770 = -6570.861887 nChanged 1 SP:Iteration 9Q (1680.003463 sec): 3 clusters Score: Raw -6886.437463 + Penalty 315.333770 = -6571.103693 nChanged 0 SP:Iteration 10F (1680.041582 sec): 3 clusters Score: Raw -6886.437463 + Penalty 315.333770 = -6571.103693 nChanged 0 Trying to split cluster 25 (4856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1680.079794 sec): 2 clusters Score: Raw -107498.506467 + Penalty 233.419184 = -107265.087283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1680.128990 sec): 3 clusters Score: Raw -104488.146970 + Penalty 466.838368 = -104021.308602 nChanged 2234 SP:Iteration 1F (1680.178732 sec): 3 clusters Score: Raw -105959.326112 + Penalty 466.838368 = -105492.487744 nChanged 360 SP:Iteration 2F (1680.214744 sec): 3 clusters Score: Raw -106222.463089 + Penalty 466.838368 = -105755.624721 nChanged 365 SP:Iteration 3F (1680.262836 sec): 3 clusters Score: Raw -106491.125650 + Penalty 466.838368 = -106024.287282 nChanged 289 SP:Iteration 4F (1680.316645 sec): 3 clusters Score: Raw -106676.639891 + Penalty 466.838368 = -106209.801522 nChanged 225 SP:Iteration 5Q (1680.356852 sec): 3 clusters Score: Raw -106795.956052 + Penalty 466.838368 = -106329.117684 nChanged 164 SP:Iteration 6Q (1680.409116 sec): 3 clusters Score: Raw -106885.607963 + Penalty 466.838368 = -106418.769595 nChanged 122 SP:Iteration 7Q (1680.457707 sec): 3 clusters Score: Raw -106930.014060 + Penalty 466.838368 = -106463.175692 nChanged 89 SP:Iteration 8Q (1680.494231 sec): 3 clusters Score: Raw -106958.323168 + Penalty 466.838368 = -106491.484799 nChanged 78 SP:Iteration 9Q (1680.546213 sec): 3 clusters Score: Raw -106986.052071 + Penalty 466.838368 = -106519.213703 nChanged 61 SP:Iteration 10Q (1680.602028 sec): 3 clusters Score: Raw -107004.688797 + Penalty 466.838368 = -106537.850429 nChanged 50 SP:Iteration 11Q (1680.647626 sec): 3 clusters Score: Raw -107020.276247 + Penalty 466.838368 = -106553.437878 nChanged 53 SP:Iteration 12Q (1680.695258 sec): 3 clusters Score: Raw -107034.585285 + Penalty 466.838368 = -106567.746917 nChanged 61 SP:Iteration 13Q (1680.742670 sec): 3 clusters Score: Raw -107052.159478 + Penalty 466.838368 = -106585.321109 nChanged 71 SP:Iteration 14Q (1680.795894 sec): 3 clusters Score: Raw -107073.503882 + Penalty 466.838368 = -106606.665513 nChanged 63 SP:Iteration 15Q (1680.843556 sec): 3 clusters Score: Raw -107094.543678 + Penalty 466.838368 = -106627.705310 nChanged 69 SP:Iteration 16Q (1680.891563 sec): 3 clusters Score: Raw -107113.715972 + Penalty 466.838368 = -106646.877604 nChanged 66 SP:Iteration 17Q (1680.933800 sec): 3 clusters Score: Raw -107129.353633 + Penalty 466.838368 = -106662.515265 nChanged 63 SP:Iteration 18Q (1680.990051 sec): 3 clusters Score: Raw -107144.878379 + Penalty 466.838368 = -106678.040011 nChanged 49 SP:Iteration 19Q (1681.029751 sec): 3 clusters Score: Raw -107156.117841 + Penalty 466.838368 = -106689.279473 nChanged 42 SP:Iteration 20F (1681.087240 sec): 3 clusters Score: Raw -107165.371995 + Penalty 466.838368 = -106698.533626 nChanged 47 SP:Iteration 21Q (1681.130593 sec): 3 clusters Score: Raw -107175.733453 + Penalty 466.838368 = -106708.895084 nChanged 46 SP:Iteration 22Q (1681.180909 sec): 3 clusters Score: Raw -107186.228166 + Penalty 466.838368 = -106719.389798 nChanged 54 SP:Iteration 23Q (1681.235642 sec): 3 clusters Score: Raw -107202.090972 + Penalty 466.838368 = -106735.252604 nChanged 61 SP:Iteration 24Q (1681.283464 sec): 3 clusters Score: Raw -107220.615135 + Penalty 466.838368 = -106753.776766 nChanged 70 SP:Iteration 25Q (1681.341392 sec): 3 clusters Score: Raw -107246.573803 + Penalty 466.838368 = -106779.735434 nChanged 67 SP:Iteration 26Q (1681.393036 sec): 3 clusters Score: Raw -107271.927549 + Penalty 466.838368 = -106805.089180 nChanged 68 SP:Iteration 27Q (1681.434813 sec): 3 clusters Score: Raw -107296.293936 + Penalty 466.838368 = -106829.455568 nChanged 65 SP:Iteration 28Q (1681.496061 sec): 3 clusters Score: Raw -107321.499518 + Penalty 466.838368 = -106854.661150 nChanged 71 SP:Iteration 29Q (1681.541729 sec): 3 clusters Score: Raw -107348.417884 + Penalty 466.838368 = -106881.579516 nChanged 64 SP:Iteration 30Q (1681.595761 sec): 3 clusters Score: Raw -107379.319863 + Penalty 466.838368 = -106912.481494 nChanged 68 SP:Iteration 31Q (1681.644108 sec): 3 clusters Score: Raw -107417.170974 + Penalty 466.838368 = -106950.332606 nChanged 49 SP:Iteration 32Q (1681.683085 sec): 3 clusters Score: Raw -107440.620579 + Penalty 466.838368 = -106973.782211 nChanged 39 SP:Iteration 33Q (1681.744015 sec): 3 clusters Score: Raw -107457.122876 + Penalty 466.838368 = -106990.284508 nChanged 32 SP:Iteration 34Q (1681.785827 sec): 3 clusters Score: Raw -107472.471901 + Penalty 466.838368 = -107005.633532 nChanged 28 SP:Iteration 35Q (1681.828057 sec): 3 clusters Score: Raw -107485.970149 + Penalty 466.838368 = -107019.131780 nChanged 24 SP:Iteration 36Q (1681.887265 sec): 3 clusters Score: Raw -107498.997812 + Penalty 466.838368 = -107032.159444 nChanged 19 SP:Iteration 37Q (1681.931925 sec): 3 clusters Score: Raw -107507.790435 + Penalty 466.838368 = -107040.952067 nChanged 20 SP:Iteration 38Q (1681.983525 sec): 3 clusters Score: Raw -107517.667507 + Penalty 466.838368 = -107050.829138 nChanged 25 SP:Iteration 39Q (1682.020926 sec): 3 clusters Score: Raw -107532.556090 + Penalty 466.838368 = -107065.717722 nChanged 21 SP:Iteration 40F (1682.068824 sec): 3 clusters Score: Raw -107547.976070 + Penalty 466.838368 = -107081.137701 nChanged 19 SP:Iteration 41Q (1682.122877 sec): 3 clusters Score: Raw -107559.649888 + Penalty 466.838368 = -107092.811520 nChanged 10 SP:Iteration 42Q (1682.167185 sec): 3 clusters Score: Raw -107563.286005 + Penalty 466.838368 = -107096.447637 nChanged 2 SP:Iteration 43Q (1682.210550 sec): 3 clusters Score: Raw -107563.577532 + Penalty 466.838368 = -107096.739164 nChanged 2 SP:Iteration 44Q (1682.268231 sec): 3 clusters Score: Raw -107564.806214 + Penalty 466.838368 = -107097.967846 nChanged 7 SP:Iteration 45Q (1682.317391 sec): 3 clusters Score: Raw -107566.153932 + Penalty 466.838368 = -107099.315563 nChanged 3 SP:Iteration 46Q (1682.366007 sec): 3 clusters Score: Raw -107566.432868 + Penalty 466.838368 = -107099.594500 nChanged 2 SP:Iteration 47Q (1682.405421 sec): 3 clusters Score: Raw -107566.539401 + Penalty 466.838368 = -107099.701033 nChanged 0 SP:Iteration 48F (1682.465369 sec): 3 clusters Score: Raw -107566.539401 + Penalty 466.838368 = -107099.701033 nChanged 0 Trying to split cluster 26 (941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1682.479915 sec): 2 clusters Score: Raw -26968.255421 + Penalty 188.290936 = -26779.964485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1682.532470 sec): 3 clusters Score: Raw -26480.747085 + Penalty 376.581873 = -26104.165212 nChanged 372 SP:Iteration 1F (1682.582335 sec): 3 clusters Score: Raw -26739.958888 + Penalty 376.581873 = -26363.377016 nChanged 72 SP:Iteration 2F (1682.628492 sec): 3 clusters Score: Raw -26783.195231 + Penalty 376.581873 = -26406.613359 nChanged 62 SP:Iteration 3F (1682.665409 sec): 3 clusters Score: Raw -26833.732801 + Penalty 376.581873 = -26457.150928 nChanged 54 SP:Iteration 4F (1682.705705 sec): 3 clusters Score: Raw -26879.320654 + Penalty 376.581873 = -26502.738782 nChanged 48 SP:Iteration 5F (1682.760308 sec): 3 clusters Score: Raw -26917.143929 + Penalty 376.581873 = -26540.562056 nChanged 45 SP:Iteration 6Q (1682.811930 sec): 3 clusters Score: Raw -26949.543691 + Penalty 376.581873 = -26572.961818 nChanged 36 SP:Iteration 7Q (1682.852119 sec): 3 clusters Score: Raw -26971.853544 + Penalty 376.581873 = -26595.271671 nChanged 26 SP:Iteration 8Q (1682.902955 sec): 3 clusters Score: Raw -26986.701216 + Penalty 376.581873 = -26610.119344 nChanged 22 SP:Iteration 9Q (1682.934460 sec): 3 clusters Score: Raw -26995.766221 + Penalty 376.581873 = -26619.184348 nChanged 9 SP:Iteration 10Q (1682.979240 sec): 3 clusters Score: Raw -26999.884781 + Penalty 376.581873 = -26623.302908 nChanged 9 SP:Iteration 11Q (1683.032611 sec): 3 clusters Score: Raw -27003.389518 + Penalty 376.581873 = -26626.807645 nChanged 8 SP:Iteration 12Q (1683.063732 sec): 3 clusters Score: Raw -27005.234352 + Penalty 376.581873 = -26628.652479 nChanged 5 SP:Iteration 13Q (1683.107043 sec): 3 clusters Score: Raw -27006.641105 + Penalty 376.581873 = -26630.059233 nChanged 5 SP:Iteration 14Q (1683.148948 sec): 3 clusters Score: Raw -27007.970051 + Penalty 376.581873 = -26631.388178 nChanged 1 SP:Iteration 15Q (1683.196082 sec): 3 clusters Score: Raw -27008.346610 + Penalty 376.581873 = -26631.764738 nChanged 1 SP:Iteration 16Q (1683.243926 sec): 3 clusters Score: Raw -27008.686481 + Penalty 376.581873 = -26632.104609 nChanged 1 SP:Iteration 17Q (1683.283855 sec): 3 clusters Score: Raw -27008.764019 + Penalty 376.581873 = -26632.182146 nChanged 0 SP:Iteration 18F (1683.327456 sec): 3 clusters Score: Raw -27008.764019 + Penalty 376.581873 = -26632.182146 nChanged 0 Trying to split cluster 27 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1683.362809 sec): 2 clusters Score: Raw -14511.576771 + Penalty 179.759019 = -14331.817752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1683.397252 sec): 3 clusters Score: Raw -14150.133316 + Penalty 359.518038 = -13790.615278 nChanged 293 SP:Iteration 1F (1683.447095 sec): 3 clusters Score: Raw -14371.737836 + Penalty 359.518038 = -14012.219798 nChanged 75 SP:Iteration 2F (1683.496063 sec): 3 clusters Score: Raw -14428.187241 + Penalty 359.518038 = -14068.669204 nChanged 55 SP:Iteration 3F (1683.542392 sec): 3 clusters Score: Raw -14466.870579 + Penalty 359.518038 = -14107.352541 nChanged 43 SP:Iteration 4F (1683.590107 sec): 3 clusters Score: Raw -14494.114930 + Penalty 359.518038 = -14134.596892 nChanged 26 SP:Iteration 5Q (1683.634926 sec): 3 clusters Score: Raw -14510.891522 + Penalty 359.518038 = -14151.373484 nChanged 21 SP:Iteration 6Q (1683.682144 sec): 3 clusters Score: Raw -14517.920004 + Penalty 359.518038 = -14158.401966 nChanged 13 SP:Iteration 7Q (1683.715327 sec): 3 clusters Score: Raw -14526.609052 + Penalty 359.518038 = -14167.091014 nChanged 14 SP:Iteration 8Q (1683.758855 sec): 3 clusters Score: Raw -14531.643248 + Penalty 359.518038 = -14172.125210 nChanged 9 SP:Iteration 9Q (1683.798430 sec): 3 clusters Score: Raw -14534.000366 + Penalty 359.518038 = -14174.482328 nChanged 5 SP:Iteration 10Q (1683.848955 sec): 3 clusters Score: Raw -14535.958548 + Penalty 359.518038 = -14176.440510 nChanged 4 SP:Iteration 11Q (1683.901692 sec): 3 clusters Score: Raw -14536.767487 + Penalty 359.518038 = -14177.249449 nChanged 1 SP:Iteration 12Q (1683.940135 sec): 3 clusters Score: Raw -14537.044607 + Penalty 359.518038 = -14177.526569 nChanged 0 SP:Iteration 13F (1683.992060 sec): 3 clusters Score: Raw -14537.044607 + Penalty 359.518038 = -14177.526569 nChanged 0 Trying to split cluster 28 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1684.018422 sec): 2 clusters Score: Raw -4295.455285 + Penalty 158.456413 = -4136.998872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1684.064536 sec): 3 clusters Score: Raw -4164.342336 + Penalty 316.912826 = -3847.429510 nChanged 104 SP:Iteration 1F (1684.103919 sec): 3 clusters Score: Raw -4256.836938 + Penalty 316.912826 = -3939.924112 nChanged 32 SP:Iteration 2F (1684.158573 sec): 3 clusters Score: Raw -4306.467421 + Penalty 316.912826 = -3989.554595 nChanged 28 SP:Iteration 3F (1684.197832 sec): 3 clusters Score: Raw -4336.043955 + Penalty 316.912826 = -4019.131129 nChanged 17 SP:Iteration 4F (1684.243343 sec): 3 clusters Score: Raw -4355.899552 + Penalty 316.912826 = -4038.986726 nChanged 9 SP:Iteration 5Q (1684.283937 sec): 3 clusters Score: Raw -4370.123167 + Penalty 316.912826 = -4053.210341 nChanged 6 SP:Iteration 6Q (1684.337886 sec): 3 clusters Score: Raw -4377.416371 + Penalty 316.912826 = -4060.503545 nChanged 3 SP:Iteration 7Q (1684.386716 sec): 3 clusters Score: Raw -4380.551999 + Penalty 316.912826 = -4063.639173 nChanged 5 SP:Iteration 8Q (1684.430485 sec): 3 clusters Score: Raw -4381.794301 + Penalty 316.912826 = -4064.881475 nChanged 1 SP:Iteration 9Q (1684.479404 sec): 3 clusters Score: Raw -4382.068707 + Penalty 316.912826 = -4065.155881 nChanged 1 SP:Iteration 10Q (1684.516433 sec): 3 clusters Score: Raw -4382.174325 + Penalty 316.912826 = -4065.261499 nChanged 0 SP:Iteration 11F (1684.565265 sec): 3 clusters Score: Raw -4382.174325 + Penalty 316.912826 = -4065.261499 nChanged 0 Trying to split cluster 29 (843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1684.591448 sec): 2 clusters Score: Raw -21882.789454 + Penalty 185.266591 = -21697.522863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1684.636225 sec): 3 clusters Score: Raw -21450.136556 + Penalty 370.533183 = -21079.603374 nChanged 349 SP:Iteration 1F (1684.680297 sec): 3 clusters Score: Raw -21688.562609 + Penalty 370.533183 = -21318.029426 nChanged 54 SP:Iteration 2F (1684.731777 sec): 3 clusters Score: Raw -21739.624890 + Penalty 370.533183 = -21369.091707 nChanged 54 SP:Iteration 3F (1684.771005 sec): 3 clusters Score: Raw -21787.374908 + Penalty 370.533183 = -21416.841725 nChanged 44 SP:Iteration 4F (1684.822141 sec): 3 clusters Score: Raw -21823.822040 + Penalty 370.533183 = -21453.288858 nChanged 27 SP:Iteration 5Q (1684.860969 sec): 3 clusters Score: Raw -21839.496832 + Penalty 370.533183 = -21468.963650 nChanged 16 SP:Iteration 6Q (1684.910347 sec): 3 clusters Score: Raw -21846.443969 + Penalty 370.533183 = -21475.910786 nChanged 9 SP:Iteration 7Q (1684.965869 sec): 3 clusters Score: Raw -21850.055046 + Penalty 370.533183 = -21479.521864 nChanged 9 SP:Iteration 8Q (1685.015044 sec): 3 clusters Score: Raw -21857.282440 + Penalty 370.533183 = -21486.749257 nChanged 13 SP:Iteration 9Q (1685.058089 sec): 3 clusters Score: Raw -21861.709553 + Penalty 370.533183 = -21491.176370 nChanged 8 SP:Iteration 10Q (1685.093403 sec): 3 clusters Score: Raw -21866.288969 + Penalty 370.533183 = -21495.755786 nChanged 10 SP:Iteration 11Q (1685.140274 sec): 3 clusters Score: Raw -21872.017414 + Penalty 370.533183 = -21501.484231 nChanged 12 SP:Iteration 12Q (1685.181528 sec): 3 clusters Score: Raw -21876.380832 + Penalty 370.533183 = -21505.847649 nChanged 8 SP:Iteration 13Q (1685.226554 sec): 3 clusters Score: Raw -21878.448947 + Penalty 370.533183 = -21507.915764 nChanged 3 SP:Iteration 14Q (1685.276436 sec): 3 clusters Score: Raw -21879.483551 + Penalty 370.533183 = -21508.950369 nChanged 3 SP:Iteration 15Q (1685.324507 sec): 3 clusters Score: Raw -21880.384086 + Penalty 370.533183 = -21509.850903 nChanged 2 SP:Iteration 16Q (1685.362166 sec): 3 clusters Score: Raw -21881.066106 + Penalty 370.533183 = -21510.532923 nChanged 0 SP:Iteration 17F (1685.412800 sec): 3 clusters Score: Raw -21881.066106 + Penalty 370.533183 = -21510.532923 nChanged 0 Trying to split cluster 30 (36108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1685.469598 sec): 2 clusters Score: Raw -1034018.223108 + Penalty 288.592417 = -1033729.630691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1685.543198 sec): 3 clusters Score: Raw -1010205.748216 + Penalty 577.184835 = -1009628.563381 nChanged 17357 SP:Iteration 1F (1685.622182 sec): 3 clusters Score: Raw -1021450.242922 + Penalty 577.184835 = -1020873.058087 nChanged 1826 SP:Iteration 2F (1685.693933 sec): 3 clusters Score: Raw -1022424.545899 + Penalty 577.184835 = -1021847.361064 nChanged 1951 SP:Iteration 3F (1685.770907 sec): 3 clusters Score: Raw -1023579.508254 + Penalty 577.184835 = -1023002.323419 nChanged 2093 SP:Iteration 4F (1685.832124 sec): 3 clusters Score: Raw -1025058.033360 + Penalty 577.184835 = -1024480.848525 nChanged 2234 SP:Iteration 5F (1685.910555 sec): 3 clusters Score: Raw -1026720.489194 + Penalty 577.184835 = -1026143.304359 nChanged 1974 SP:Iteration 6F (1685.983272 sec): 3 clusters Score: Raw -1027986.670603 + Penalty 577.184835 = -1027409.485768 nChanged 1470 SP:Iteration 7Q (1686.059035 sec): 3 clusters Score: Raw -1028599.082463 + Penalty 577.184835 = -1028021.897629 nChanged 857 SP:Iteration 8Q (1686.134740 sec): 3 clusters Score: Raw -1028805.389876 + Penalty 577.184835 = -1028228.205041 nChanged 491 SP:Iteration 9Q (1686.208811 sec): 3 clusters Score: Raw -1028905.020110 + Penalty 577.184835 = -1028327.835275 nChanged 379 SP:Iteration 10Q (1686.290561 sec): 3 clusters Score: Raw -1028982.825388 + Penalty 577.184835 = -1028405.640553 nChanged 376 SP:Iteration 11Q (1686.362533 sec): 3 clusters Score: Raw -1029063.080010 + Penalty 577.184835 = -1028485.895175 nChanged 371 SP:Iteration 12Q (1686.438067 sec): 3 clusters Score: Raw -1029129.583772 + Penalty 577.184835 = -1028552.398937 nChanged 323 SP:Iteration 13Q (1686.512136 sec): 3 clusters Score: Raw -1029187.811172 + Penalty 577.184835 = -1028610.626337 nChanged 334 SP:Iteration 14Q (1686.604084 sec): 3 clusters Score: Raw -1029246.526790 + Penalty 577.184835 = -1028669.341955 nChanged 309 SP:Iteration 15Q (1686.679195 sec): 3 clusters Score: Raw -1029305.531754 + Penalty 577.184835 = -1028728.346919 nChanged 333 SP:Iteration 16Q (1686.749508 sec): 3 clusters Score: Raw -1029368.621381 + Penalty 577.184835 = -1028791.436546 nChanged 366 SP:Iteration 17Q (1686.817049 sec): 3 clusters Score: Raw -1029448.335505 + Penalty 577.184835 = -1028871.150670 nChanged 376 SP:Iteration 18Q (1686.905738 sec): 3 clusters Score: Raw -1029533.305741 + Penalty 577.184835 = -1028956.120906 nChanged 401 SP:Iteration 19Q (1686.984190 sec): 3 clusters Score: Raw -1029624.456922 + Penalty 577.184835 = -1029047.272087 nChanged 376 SP:Iteration 20F (1687.056887 sec): 3 clusters Score: Raw -1029704.507482 + Penalty 577.184835 = -1029127.322647 nChanged 418 SP:Iteration 21Q (1687.137381 sec): 3 clusters Score: Raw -1029796.986177 + Penalty 577.184835 = -1029219.801342 nChanged 416 SP:Iteration 22Q (1687.213494 sec): 3 clusters Score: Raw -1029888.420077 + Penalty 577.184835 = -1029311.235242 nChanged 414 SP:Iteration 23Q (1687.288380 sec): 3 clusters Score: Raw -1029985.783649 + Penalty 577.184835 = -1029408.598814 nChanged 462 SP:Iteration 24Q (1687.364998 sec): 3 clusters Score: Raw -1030103.506940 + Penalty 577.184835 = -1029526.322105 nChanged 478 SP:Iteration 25Q (1687.444214 sec): 3 clusters Score: Raw -1030229.680105 + Penalty 577.184835 = -1029652.495270 nChanged 499 SP:Iteration 26Q (1687.511136 sec): 3 clusters Score: Raw -1030371.407256 + Penalty 577.184835 = -1029794.222421 nChanged 525 SP:Iteration 27Q (1687.583772 sec): 3 clusters Score: Raw -1030520.316828 + Penalty 577.184835 = -1029943.131993 nChanged 507 SP:Iteration 28Q (1687.656851 sec): 3 clusters Score: Raw -1030662.277934 + Penalty 577.184835 = -1030085.093099 nChanged 495 SP:Iteration 29Q (1687.730195 sec): 3 clusters Score: Raw -1030795.932814 + Penalty 577.184835 = -1030218.747979 nChanged 493 SP:Iteration 30Q (1687.805176 sec): 3 clusters Score: Raw -1030923.285267 + Penalty 577.184835 = -1030346.100432 nChanged 448 SP:Iteration 31Q (1687.884180 sec): 3 clusters Score: Raw -1031029.371861 + Penalty 577.184835 = -1030452.187026 nChanged 420 SP:Iteration 32Q (1687.964257 sec): 3 clusters Score: Raw -1031128.026083 + Penalty 577.184835 = -1030550.841249 nChanged 381 SP:Iteration 33Q (1688.034531 sec): 3 clusters Score: Raw -1031219.164907 + Penalty 577.184835 = -1030641.980072 nChanged 380 SP:Iteration 34Q (1688.110884 sec): 3 clusters Score: Raw -1031306.492208 + Penalty 577.184835 = -1030729.307373 nChanged 339 SP:Iteration 35Q (1688.176868 sec): 3 clusters Score: Raw -1031380.147865 + Penalty 577.184835 = -1030802.963030 nChanged 321 SP:Iteration 36Q (1688.255487 sec): 3 clusters Score: Raw -1031443.416209 + Penalty 577.184835 = -1030866.231374 nChanged 282 SP:Iteration 37Q (1688.332605 sec): 3 clusters Score: Raw -1031495.491242 + Penalty 577.184835 = -1030918.306407 nChanged 285 SP:Iteration 38Q (1688.404640 sec): 3 clusters Score: Raw -1031543.486973 + Penalty 577.184835 = -1030966.302138 nChanged 252 SP:Iteration 39Q (1688.478178 sec): 3 clusters Score: Raw -1031584.864442 + Penalty 577.184835 = -1031007.679607 nChanged 270 SP:Iteration 40F (1688.551620 sec): 3 clusters Score: Raw -1031639.411516 + Penalty 577.184835 = -1031062.226681 nChanged 252 SP:Iteration 41Q (1688.621100 sec): 3 clusters Score: Raw -1031692.036327 + Penalty 577.184835 = -1031114.851492 nChanged 257 SP:Iteration 42Q (1688.690336 sec): 3 clusters Score: Raw -1031745.245512 + Penalty 577.184835 = -1031168.060677 nChanged 251 SP:Iteration 43Q (1688.767343 sec): 3 clusters Score: Raw -1031793.543990 + Penalty 577.184835 = -1031216.359155 nChanged 220 SP:Iteration 44Q (1688.840960 sec): 3 clusters Score: Raw -1031828.944953 + Penalty 577.184835 = -1031251.760118 nChanged 201 SP:Iteration 45Q (1688.916128 sec): 3 clusters Score: Raw -1031860.212817 + Penalty 577.184835 = -1031283.027982 nChanged 187 SP:Iteration 46Q (1688.990556 sec): 3 clusters Score: Raw -1031889.385344 + Penalty 577.184835 = -1031312.200509 nChanged 187 SP:Iteration 47Q (1689.067948 sec): 3 clusters Score: Raw -1031923.211864 + Penalty 577.184835 = -1031346.027029 nChanged 233 SP:Iteration 48Q (1689.135629 sec): 3 clusters Score: Raw -1031969.032796 + Penalty 577.184835 = -1031391.847961 nChanged 240 SP:Iteration 49Q (1689.201505 sec): 3 clusters Score: Raw -1032018.776225 + Penalty 577.184835 = -1031441.591390 nChanged 245 SP:Iteration 50Q (1689.280748 sec): 3 clusters Score: Raw -1032074.282193 + Penalty 577.184835 = -1031497.097358 nChanged 267 SP:Iteration 51Q (1689.343162 sec): 3 clusters Score: Raw -1032140.271637 + Penalty 577.184835 = -1031563.086802 nChanged 273 SP:Iteration 52Q (1689.421774 sec): 3 clusters Score: Raw -1032213.274260 + Penalty 577.184835 = -1031636.089425 nChanged 268 SP:Iteration 53Q (1689.492676 sec): 3 clusters Score: Raw -1032289.467390 + Penalty 577.184835 = -1031712.282555 nChanged 279 SP:Iteration 54Q (1689.571177 sec): 3 clusters Score: Raw -1032371.546380 + Penalty 577.184835 = -1031794.361545 nChanged 292 SP:Iteration 55Q (1689.646457 sec): 3 clusters Score: Raw -1032466.002508 + Penalty 577.184835 = -1031888.817673 nChanged 328 SP:Iteration 56Q (1689.718984 sec): 3 clusters Score: Raw -1032584.594938 + Penalty 577.184835 = -1032007.410103 nChanged 364 SP:Iteration 57Q (1689.783666 sec): 3 clusters Score: Raw -1032738.733405 + Penalty 577.184835 = -1032161.548570 nChanged 409 SP:Iteration 58Q (1689.865114 sec): 3 clusters Score: Raw -1032946.431430 + Penalty 577.184835 = -1032369.246595 nChanged 413 SP:Iteration 59Q (1689.930579 sec): 3 clusters Score: Raw -1033177.744469 + Penalty 577.184835 = -1032600.559634 nChanged 361 SP:Iteration 60F (1690.005888 sec): 3 clusters Score: Raw -1033373.365837 + Penalty 577.184835 = -1032796.181002 nChanged 302 SP:Iteration 61Q (1690.078123 sec): 3 clusters Score: Raw -1033534.988928 + Penalty 577.184835 = -1032957.804093 nChanged 255 SP:Iteration 62Q (1690.152150 sec): 3 clusters Score: Raw -1033680.148873 + Penalty 577.184835 = -1033102.964038 nChanged 199 SP:Iteration 63Q (1690.211963 sec): 3 clusters Score: Raw -1033789.196603 + Penalty 577.184835 = -1033212.011768 nChanged 145 SP:Iteration 64Q (1690.282107 sec): 3 clusters Score: Raw -1033873.025573 + Penalty 577.184835 = -1033295.840738 nChanged 100 SP:Iteration 65Q (1690.361140 sec): 3 clusters Score: Raw -1033931.293171 + Penalty 577.184835 = -1033354.108336 nChanged 74 SP:Iteration 66Q (1690.433336 sec): 3 clusters Score: Raw -1033979.232385 + Penalty 577.184835 = -1033402.047550 nChanged 48 SP:Iteration 67Q (1690.504270 sec): 3 clusters Score: Raw -1033998.916553 + Penalty 577.184835 = -1033421.731718 nChanged 35 SP:Iteration 68Q (1690.572591 sec): 3 clusters Score: Raw -1034012.300350 + Penalty 577.184835 = -1033435.115516 nChanged 23 SP:Iteration 69Q (1690.643421 sec): 3 clusters Score: Raw -1034021.688046 + Penalty 577.184835 = -1033444.503211 nChanged 18 SP:Iteration 70Q (1690.715302 sec): 3 clusters Score: Raw -1034031.069928 + Penalty 577.184835 = -1033453.885093 nChanged 20 SP:Iteration 71Q (1690.788744 sec): 3 clusters Score: Raw -1034038.517332 + Penalty 577.184835 = -1033461.332497 nChanged 16 SP:Iteration 72Q (1690.854430 sec): 3 clusters Score: Raw -1034045.736626 + Penalty 577.184835 = -1033468.551791 nChanged 9 SP:Iteration 73Q (1690.931335 sec): 3 clusters Score: Raw -1034050.166304 + Penalty 577.184835 = -1033472.981469 nChanged 10 SP:Iteration 74Q (1690.998022 sec): 3 clusters Score: Raw -1034055.190388 + Penalty 577.184835 = -1033478.005553 nChanged 12 SP:Iteration 75Q (1691.069503 sec): 3 clusters Score: Raw -1034059.616100 + Penalty 577.184835 = -1033482.431265 nChanged 8 SP:Iteration 76Q (1691.142132 sec): 3 clusters Score: Raw -1034062.783598 + Penalty 577.184835 = -1033485.598763 nChanged 4 SP:Iteration 77Q (1691.209774 sec): 3 clusters Score: Raw -1034064.422929 + Penalty 577.184835 = -1033487.238094 nChanged 4 SP:Iteration 78Q (1691.271896 sec): 3 clusters Score: Raw -1034065.929860 + Penalty 577.184835 = -1033488.745025 nChanged 7 SP:Iteration 79Q (1691.339884 sec): 3 clusters Score: Raw -1034068.049148 + Penalty 577.184835 = -1033490.864313 nChanged 3 SP:Iteration 80F (1691.416199 sec): 3 clusters Score: Raw -1034068.676763 + Penalty 577.184835 = -1033491.491928 nChanged 0 Iteration 139Q (1693.715419 sec): 32 clusters Score: Raw -7175795.210254 + Penalty 10671.516707 = -7165123.693546 nChanged 416 Iteration 140F (1696.536822 sec): 32 clusters Score: Raw -7175874.746808 + Penalty 10671.516707 = -7165203.230101 nChanged 319 Iteration 141Q (1698.570544 sec): 32 clusters Score: Raw -7175914.578856 + Penalty 10671.516707 = -7165243.062149 nChanged 242 Iteration 142Q (1700.663651 sec): 32 clusters Score: Raw -7175940.758131 + Penalty 10671.516707 = -7165269.241424 nChanged 203 Iteration 143Q (1702.912923 sec): 32 clusters Score: Raw -7175957.022512 + Penalty 10671.516707 = -7165285.505805 nChanged 166 Iteration 144Q (1705.197661 sec): 32 clusters Score: Raw -7175967.985740 + Penalty 10671.516707 = -7165296.469033 nChanged 113 Iteration 145Q (1707.367867 sec): 32 clusters Score: Raw -7175975.587781 + Penalty 10671.516707 = -7165304.071074 nChanged 100 Iteration 146Q (1709.474548 sec): 32 clusters Score: Raw -7175982.141802 + Penalty 10671.516707 = -7165310.625095 nChanged 87 Iteration 147Q (1711.705095 sec): 32 clusters Score: Raw -7175988.637853 + Penalty 10671.516707 = -7165317.121146 nChanged 84 Iteration 148Q (1713.905015 sec): 32 clusters Score: Raw -7175996.646789 + Penalty 10671.516707 = -7165325.130082 nChanged 77 Iteration 149Q (1715.919572 sec): 32 clusters Score: Raw -7176005.872575 + Penalty 10671.516707 = -7165334.355868 nChanged 103 Iteration 150Q (1718.167729 sec): 32 clusters Score: Raw -7176012.870095 + Penalty 10671.516707 = -7165341.353388 nChanged 82 Iteration 151Q (1720.403600 sec): 32 clusters Score: Raw -7176016.895316 + Penalty 10671.516707 = -7165345.378609 nChanged 70 Iteration 152Q (1722.350681 sec): 32 clusters Score: Raw -7176020.361861 + Penalty 10671.516707 = -7165348.845154 nChanged 71 Iteration 153Q (1724.600128 sec): 32 clusters Score: Raw -7176024.511300 + Penalty 10671.516707 = -7165352.994593 nChanged 63 Iteration 154Q (1726.696056 sec): 32 clusters Score: Raw -7176027.857337 + Penalty 10671.516707 = -7165356.340630 nChanged 61 Iteration 155Q (1728.720719 sec): 32 clusters Score: Raw -7176030.888402 + Penalty 10671.516707 = -7165359.371695 nChanged 66 Iteration 156Q (1730.870072 sec): 32 clusters Score: Raw -7176034.437303 + Penalty 10671.516707 = -7165362.920596 nChanged 70 Iteration 157Q (1733.128833 sec): 32 clusters Score: Raw -7176038.294280 + Penalty 10671.516707 = -7165366.777573 nChanged 65 Iteration 158Q (1735.212257 sec): 32 clusters Score: Raw -7176041.139900 + Penalty 10671.516707 = -7165369.623193 nChanged 46 Iteration 159Q (1737.367134 sec): 32 clusters Score: Raw -7176043.062707 + Penalty 10671.516707 = -7165371.545999 nChanged 40 Iteration 160F (1740.185745 sec): 32 clusters Score: Raw -7176044.871449 + Penalty 10671.516707 = -7165373.354742 nChanged 42 Iteration 161Q (1742.394582 sec): 32 clusters Score: Raw -7176046.379252 + Penalty 10671.516707 = -7165374.862544 nChanged 32 Iteration 162Q (1744.533871 sec): 32 clusters Score: Raw -7176047.465200 + Penalty 10671.516707 = -7165375.948493 nChanged 28 Iteration 163Q (1746.689759 sec): 32 clusters Score: Raw -7176048.317258 + Penalty 10671.516707 = -7165376.800551 nChanged 26 Iteration 164Q (1748.936284 sec): 32 clusters Score: Raw -7176049.330330 + Penalty 10671.516707 = -7165377.813622 nChanged 26 Iteration 165Q (1750.946187 sec): 32 clusters Score: Raw -7176050.237161 + Penalty 10671.516707 = -7165378.720454 nChanged 22 Iteration 166Q (1752.981775 sec): 32 clusters Score: Raw -7176050.915709 + Penalty 10671.516707 = -7165379.399001 nChanged 13 Iteration 167Q (1754.900209 sec): 32 clusters Score: Raw -7176051.754224 + Penalty 10671.516707 = -7165380.237516 nChanged 14 Iteration 168Q (1757.117361 sec): 32 clusters Score: Raw -7176052.514055 + Penalty 10671.516707 = -7165380.997348 nChanged 17 Iteration 169Q (1759.159313 sec): 32 clusters Score: Raw -7176053.357016 + Penalty 10671.516707 = -7165381.840309 nChanged 12 Iteration 170Q (1761.250850 sec): 32 clusters Score: Raw -7176053.860897 + Penalty 10671.516707 = -7165382.344190 nChanged 10 Iteration 171Q (1763.454475 sec): 32 clusters Score: Raw -7176053.998761 + Penalty 10671.516707 = -7165382.482053 nChanged 8 Iteration 172Q (1765.635011 sec): 32 clusters Score: Raw -7176054.338897 + Penalty 10671.516707 = -7165382.822189 nChanged 8 Iteration 173Q (1767.732188 sec): 32 clusters Score: Raw -7176054.947556 + Penalty 10671.516707 = -7165383.430849 nChanged 9 Iteration 174Q (1769.801081 sec): 32 clusters Score: Raw -7176055.344445 + Penalty 10671.516707 = -7165383.827738 nChanged 7 Iteration 175Q (1771.929115 sec): 32 clusters Score: Raw -7176055.627048 + Penalty 10671.516707 = -7165384.110341 nChanged 7 Iteration 176Q (1774.035504 sec): 32 clusters Score: Raw -7176056.186755 + Penalty 10671.516707 = -7165384.670048 nChanged 8 Iteration 177Q (1776.058252 sec): 32 clusters Score: Raw -7176056.673737 + Penalty 10671.516707 = -7165385.157030 nChanged 10 Iteration 178Q (1778.208841 sec): 32 clusters Score: Raw -7176057.403108 + Penalty 10671.516707 = -7165385.886401 nChanged 10 Writing temp clu file Because OldScore, -7165385.157030, is greater than current (better) Score,-7165385.886401 Compute initial score before splitting: Score: Raw -7176057.403108 + Penalty 10671.516707 = -7165385.886401 Trying to split cluster 1 (889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1778.313778 sec): 2 clusters Score: Raw -18517.746362 + Penalty 186.727674 = -18331.018688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1778.362382 sec): 3 clusters Score: Raw -18057.717107 + Penalty 373.455348 = -17684.261759 nChanged 375 SP:Iteration 1F (1778.406015 sec): 3 clusters Score: Raw -18318.235145 + Penalty 373.455348 = -17944.779797 nChanged 68 SP:Iteration 2F (1778.449487 sec): 3 clusters Score: Raw -18369.279389 + Penalty 373.455348 = -17995.824041 nChanged 45 SP:Iteration 3F (1778.498944 sec): 3 clusters Score: Raw -18408.473621 + Penalty 373.455348 = -18035.018273 nChanged 42 SP:Iteration 4Q (1778.536848 sec): 3 clusters Score: Raw -18436.522840 + Penalty 373.455348 = -18063.067492 nChanged 32 SP:Iteration 5Q (1778.591108 sec): 3 clusters Score: Raw -18453.582612 + Penalty 373.455348 = -18080.127264 nChanged 25 SP:Iteration 6Q (1778.636103 sec): 3 clusters Score: Raw -18469.126733 + Penalty 373.455348 = -18095.671385 nChanged 18 SP:Iteration 7Q (1778.681577 sec): 3 clusters Score: Raw -18475.609583 + Penalty 373.455348 = -18102.154235 nChanged 7 SP:Iteration 8Q (1778.730900 sec): 3 clusters Score: Raw -18479.345678 + Penalty 373.455348 = -18105.890330 nChanged 11 SP:Iteration 9Q (1778.780855 sec): 3 clusters Score: Raw -18488.068667 + Penalty 373.455348 = -18114.613319 nChanged 8 SP:Iteration 10Q (1778.826005 sec): 3 clusters Score: Raw -18493.739853 + Penalty 373.455348 = -18120.284505 nChanged 14 SP:Iteration 11Q (1778.867200 sec): 3 clusters Score: Raw -18499.877644 + Penalty 373.455348 = -18126.422296 nChanged 4 SP:Iteration 12Q (1778.905939 sec): 3 clusters Score: Raw -18500.946752 + Penalty 373.455348 = -18127.491404 nChanged 3 SP:Iteration 13Q (1778.944405 sec): 3 clusters Score: Raw -18501.894313 + Penalty 373.455348 = -18128.438965 nChanged 0 SP:Iteration 14F (1778.988600 sec): 3 clusters Score: Raw -18501.894313 + Penalty 373.455348 = -18128.438965 nChanged 0 Trying to split cluster 2 (2582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1779.016341 sec): 2 clusters Score: Raw -73464.761306 + Penalty 216.048788 = -73248.712517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1779.064514 sec): 3 clusters Score: Raw -71968.985744 + Penalty 432.097576 = -71536.888168 nChanged 1125 SP:Iteration 1F (1779.105961 sec): 3 clusters Score: Raw -72612.199950 + Penalty 432.097576 = -72180.102374 nChanged 207 SP:Iteration 2F (1779.162701 sec): 3 clusters Score: Raw -72751.221007 + Penalty 432.097576 = -72319.123431 nChanged 178 SP:Iteration 3F (1779.209096 sec): 3 clusters Score: Raw -72875.531018 + Penalty 432.097576 = -72443.433442 nChanged 156 SP:Iteration 4F (1779.246521 sec): 3 clusters Score: Raw -72956.659104 + Penalty 432.097576 = -72524.561527 nChanged 115 SP:Iteration 5Q (1779.297433 sec): 3 clusters Score: Raw -73012.386183 + Penalty 432.097576 = -72580.288606 nChanged 94 SP:Iteration 6Q (1779.340903 sec): 3 clusters Score: Raw -73054.906005 + Penalty 432.097576 = -72622.808428 nChanged 83 SP:Iteration 7Q (1779.388630 sec): 3 clusters Score: Raw -73084.351119 + Penalty 432.097576 = -72652.253543 nChanged 78 SP:Iteration 8Q (1779.429362 sec): 3 clusters Score: Raw -73111.738018 + Penalty 432.097576 = -72679.640442 nChanged 68 SP:Iteration 9Q (1779.483414 sec): 3 clusters Score: Raw -73135.353117 + Penalty 432.097576 = -72703.255541 nChanged 74 SP:Iteration 10Q (1779.534648 sec): 3 clusters Score: Raw -73168.399328 + Penalty 432.097576 = -72736.301752 nChanged 72 SP:Iteration 11Q (1779.574486 sec): 3 clusters Score: Raw -73201.244243 + Penalty 432.097576 = -72769.146667 nChanged 82 SP:Iteration 12Q (1779.622392 sec): 3 clusters Score: Raw -73249.643176 + Penalty 432.097576 = -72817.545599 nChanged 93 SP:Iteration 13Q (1779.667010 sec): 3 clusters Score: Raw -73318.301679 + Penalty 432.097576 = -72886.204102 nChanged 64 SP:Iteration 14Q (1779.714897 sec): 3 clusters Score: Raw -73367.587235 + Penalty 432.097576 = -72935.489658 nChanged 47 SP:Iteration 15Q (1779.769500 sec): 3 clusters Score: Raw -73397.891901 + Penalty 432.097576 = -72965.794325 nChanged 41 SP:Iteration 16Q (1779.818653 sec): 3 clusters Score: Raw -73413.995438 + Penalty 432.097576 = -72981.897862 nChanged 19 SP:Iteration 17Q (1779.860587 sec): 3 clusters Score: Raw -73420.504139 + Penalty 432.097576 = -72988.406563 nChanged 19 SP:Iteration 18Q (1779.906558 sec): 3 clusters Score: Raw -73427.895526 + Penalty 432.097576 = -72995.797950 nChanged 15 SP:Iteration 19Q (1779.949479 sec): 3 clusters Score: Raw -73430.894686 + Penalty 432.097576 = -72998.797110 nChanged 10 SP:Iteration 20F (1779.991398 sec): 3 clusters Score: Raw -73433.450391 + Penalty 432.097576 = -73001.352815 nChanged 11 SP:Iteration 21Q (1780.034255 sec): 3 clusters Score: Raw -73435.854483 + Penalty 432.097576 = -73003.756907 nChanged 9 SP:Iteration 22Q (1780.078826 sec): 3 clusters Score: Raw -73437.477105 + Penalty 432.097576 = -73005.379528 nChanged 7 SP:Iteration 23Q (1780.128250 sec): 3 clusters Score: Raw -73438.551822 + Penalty 432.097576 = -73006.454245 nChanged 8 SP:Iteration 24Q (1780.177382 sec): 3 clusters Score: Raw -73439.949244 + Penalty 432.097576 = -73007.851667 nChanged 9 SP:Iteration 25Q (1780.230347 sec): 3 clusters Score: Raw -73441.878056 + Penalty 432.097576 = -73009.780479 nChanged 12 SP:Iteration 26Q (1780.269918 sec): 3 clusters Score: Raw -73444.673141 + Penalty 432.097576 = -73012.575564 nChanged 12 SP:Iteration 27Q (1780.317478 sec): 3 clusters Score: Raw -73446.976038 + Penalty 432.097576 = -73014.878462 nChanged 8 SP:Iteration 28Q (1780.358693 sec): 3 clusters Score: Raw -73448.786935 + Penalty 432.097576 = -73016.689358 nChanged 5 SP:Iteration 29Q (1780.406195 sec): 3 clusters Score: Raw -73450.477814 + Penalty 432.097576 = -73018.380237 nChanged 6 SP:Iteration 30Q (1780.450993 sec): 3 clusters Score: Raw -73452.495123 + Penalty 432.097576 = -73020.397547 nChanged 4 SP:Iteration 31Q (1780.501618 sec): 3 clusters Score: Raw -73453.407028 + Penalty 432.097576 = -73021.309451 nChanged 4 SP:Iteration 32Q (1780.552364 sec): 3 clusters Score: Raw -73454.130715 + Penalty 432.097576 = -73022.033138 nChanged 4 SP:Iteration 33Q (1780.597213 sec): 3 clusters Score: Raw -73454.879229 + Penalty 432.097576 = -73022.781652 nChanged 7 SP:Iteration 34Q (1780.650050 sec): 3 clusters Score: Raw -73456.261164 + Penalty 432.097576 = -73024.163588 nChanged 9 SP:Iteration 35Q (1780.703989 sec): 3 clusters Score: Raw -73457.796171 + Penalty 432.097576 = -73025.698594 nChanged 5 SP:Iteration 36Q (1780.744141 sec): 3 clusters Score: Raw -73458.256920 + Penalty 432.097576 = -73026.159343 nChanged 3 SP:Iteration 37Q (1780.785733 sec): 3 clusters Score: Raw -73458.559827 + Penalty 432.097576 = -73026.462251 nChanged 4 SP:Iteration 38Q (1780.834365 sec): 3 clusters Score: Raw -73459.594155 + Penalty 432.097576 = -73027.496579 nChanged 7 SP:Iteration 39Q (1780.883909 sec): 3 clusters Score: Raw -73460.965851 + Penalty 432.097576 = -73028.868275 nChanged 7 SP:Iteration 40F (1780.931462 sec): 3 clusters Score: Raw -73462.523783 + Penalty 432.097576 = -73030.426207 nChanged 3 SP:Iteration 41Q (1780.974749 sec): 3 clusters Score: Raw -73463.204788 + Penalty 432.097576 = -73031.107211 nChanged 7 SP:Iteration 42Q (1781.021693 sec): 3 clusters Score: Raw -73464.160032 + Penalty 432.097576 = -73032.062456 nChanged 7 SP:Iteration 43Q (1781.072156 sec): 3 clusters Score: Raw -73465.295890 + Penalty 432.097576 = -73033.198314 nChanged 9 SP:Iteration 44Q (1781.110372 sec): 3 clusters Score: Raw -73466.734861 + Penalty 432.097576 = -73034.637285 nChanged 8 SP:Iteration 45Q (1781.156389 sec): 3 clusters Score: Raw -73468.031466 + Penalty 432.097576 = -73035.933890 nChanged 5 SP:Iteration 46Q (1781.203683 sec): 3 clusters Score: Raw -73468.880878 + Penalty 432.097576 = -73036.783302 nChanged 7 SP:Iteration 47Q (1781.246791 sec): 3 clusters Score: Raw -73470.970842 + Penalty 432.097576 = -73038.873266 nChanged 6 SP:Iteration 48Q (1781.304705 sec): 3 clusters Score: Raw -73472.646728 + Penalty 432.097576 = -73040.549151 nChanged 9 SP:Iteration 49Q (1781.348810 sec): 3 clusters Score: Raw -73475.360388 + Penalty 432.097576 = -73043.262812 nChanged 4 SP:Iteration 50Q (1781.391550 sec): 3 clusters Score: Raw -73476.292938 + Penalty 432.097576 = -73044.195362 nChanged 4 SP:Iteration 51Q (1781.439145 sec): 3 clusters Score: Raw -73477.469205 + Penalty 432.097576 = -73045.371629 nChanged 3 SP:Iteration 52Q (1781.478994 sec): 3 clusters Score: Raw -73478.440316 + Penalty 432.097576 = -73046.342740 nChanged 2 SP:Iteration 53Q (1781.522447 sec): 3 clusters Score: Raw -73478.947972 + Penalty 432.097576 = -73046.850395 nChanged 2 SP:Iteration 54Q (1781.574282 sec): 3 clusters Score: Raw -73479.289927 + Penalty 432.097576 = -73047.192351 nChanged 2 SP:Iteration 55Q (1781.625979 sec): 3 clusters Score: Raw -73479.490319 + Penalty 432.097576 = -73047.392743 nChanged 1 SP:Iteration 56Q (1781.668630 sec): 3 clusters Score: Raw -73479.536679 + Penalty 432.097576 = -73047.439102 nChanged 1 SP:Iteration 57Q (1781.716306 sec): 3 clusters Score: Raw -73479.626733 + Penalty 432.097576 = -73047.529156 nChanged 1 SP:Iteration 58Q (1781.762082 sec): 3 clusters Score: Raw -73479.845295 + Penalty 432.097576 = -73047.747719 nChanged 2 SP:Iteration 59Q (1781.817017 sec): 3 clusters Score: Raw -73481.005903 + Penalty 432.097576 = -73048.908326 nChanged 1 SP:Iteration 60F (1781.856832 sec): 3 clusters Score: Raw -73481.183180 + Penalty 432.097576 = -73049.085604 nChanged 1 SP:Iteration 61Q (1781.905990 sec): 3 clusters Score: Raw -73481.443318 + Penalty 432.097576 = -73049.345741 nChanged 1 SP:Iteration 62Q (1781.955964 sec): 3 clusters Score: Raw -73481.578411 + Penalty 432.097576 = -73049.480835 nChanged 1 SP:Iteration 63Q (1781.997094 sec): 3 clusters Score: Raw -73482.077742 + Penalty 432.097576 = -73049.980165 nChanged 1 SP:Iteration 64Q (1782.045071 sec): 3 clusters Score: Raw -73482.256165 + Penalty 432.097576 = -73050.158589 nChanged 0 SP:Iteration 65F (1782.099336 sec): 3 clusters Score: Raw -73482.256165 + Penalty 432.097576 = -73050.158589 nChanged 0 Trying to split cluster 3 (769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1782.125646 sec): 2 clusters Score: Raw -25361.251191 + Penalty 182.740002 = -25178.511190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1782.178232 sec): 3 clusters Score: Raw -24965.127102 + Penalty 365.480003 = -24599.647098 nChanged 310 SP:Iteration 1F (1782.233439 sec): 3 clusters Score: Raw -25198.952563 + Penalty 365.480003 = -24833.472560 nChanged 62 SP:Iteration 2F (1782.279558 sec): 3 clusters Score: Raw -25248.720825 + Penalty 365.480003 = -24883.240822 nChanged 42 SP:Iteration 3F (1782.325850 sec): 3 clusters Score: Raw -25291.179100 + Penalty 365.480003 = -24925.699097 nChanged 31 SP:Iteration 4Q (1782.373269 sec): 3 clusters Score: Raw -25318.063576 + Penalty 365.480003 = -24952.583572 nChanged 19 SP:Iteration 5Q (1782.420331 sec): 3 clusters Score: Raw -25337.379396 + Penalty 365.480003 = -24971.899393 nChanged 16 SP:Iteration 6Q (1782.464525 sec): 3 clusters Score: Raw -25352.365837 + Penalty 365.480003 = -24986.885834 nChanged 13 SP:Iteration 7Q (1782.504827 sec): 3 clusters Score: Raw -25361.642282 + Penalty 365.480003 = -24996.162279 nChanged 8 SP:Iteration 8Q (1782.546419 sec): 3 clusters Score: Raw -25367.182537 + Penalty 365.480003 = -25001.702533 nChanged 6 SP:Iteration 9Q (1782.596430 sec): 3 clusters Score: Raw -25375.002624 + Penalty 365.480003 = -25009.522620 nChanged 6 SP:Iteration 10Q (1782.646456 sec): 3 clusters Score: Raw -25388.529175 + Penalty 365.480003 = -25023.049172 nChanged 8 SP:Iteration 11Q (1782.696897 sec): 3 clusters Score: Raw -25397.055053 + Penalty 365.480003 = -25031.575049 nChanged 3 SP:Iteration 12Q (1782.745364 sec): 3 clusters Score: Raw -25399.051418 + Penalty 365.480003 = -25033.571415 nChanged 3 SP:Iteration 13Q (1782.795000 sec): 3 clusters Score: Raw -25402.688052 + Penalty 365.480003 = -25037.208049 nChanged 2 SP:Iteration 14Q (1782.831740 sec): 3 clusters Score: Raw -25403.196942 + Penalty 365.480003 = -25037.716939 nChanged 1 SP:Iteration 15Q (1782.889282 sec): 3 clusters Score: Raw -25403.348693 + Penalty 365.480003 = -25037.868690 nChanged 0 SP:Iteration 16F (1782.924580 sec): 3 clusters Score: Raw -25403.348693 + Penalty 365.480003 = -25037.868690 nChanged 0 Trying to split cluster 4 (1091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1782.948245 sec): 2 clusters Score: Raw -28655.839931 + Penalty 192.358375 = -28463.481556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1782.998811 sec): 3 clusters Score: Raw -28063.856254 + Penalty 384.716749 = -27679.139505 nChanged 476 SP:Iteration 1F (1783.038687 sec): 3 clusters Score: Raw -28389.129559 + Penalty 384.716749 = -28004.412810 nChanged 73 SP:Iteration 2F (1783.083721 sec): 3 clusters Score: Raw -28442.398695 + Penalty 384.716749 = -28057.681946 nChanged 69 SP:Iteration 3F (1783.124285 sec): 3 clusters Score: Raw -28499.885980 + Penalty 384.716749 = -28115.169231 nChanged 57 SP:Iteration 4F (1783.170857 sec): 3 clusters Score: Raw -28536.802220 + Penalty 384.716749 = -28152.085470 nChanged 46 SP:Iteration 5Q (1783.226881 sec): 3 clusters Score: Raw -28566.316978 + Penalty 384.716749 = -28181.600228 nChanged 38 SP:Iteration 6Q (1783.267177 sec): 3 clusters Score: Raw -28591.558846 + Penalty 384.716749 = -28206.842097 nChanged 39 SP:Iteration 7Q (1783.307105 sec): 3 clusters Score: Raw -28612.415726 + Penalty 384.716749 = -28227.698977 nChanged 29 SP:Iteration 8Q (1783.357146 sec): 3 clusters Score: Raw -28631.955562 + Penalty 384.716749 = -28247.238812 nChanged 25 SP:Iteration 9Q (1783.407480 sec): 3 clusters Score: Raw -28644.426948 + Penalty 384.716749 = -28259.710199 nChanged 17 SP:Iteration 10Q (1783.447955 sec): 3 clusters Score: Raw -28652.591244 + Penalty 384.716749 = -28267.874495 nChanged 14 SP:Iteration 11Q (1783.503526 sec): 3 clusters Score: Raw -28658.972987 + Penalty 384.716749 = -28274.256238 nChanged 15 SP:Iteration 12Q (1783.535847 sec): 3 clusters Score: Raw -28667.029009 + Penalty 384.716749 = -28282.312259 nChanged 18 SP:Iteration 13Q (1783.582073 sec): 3 clusters Score: Raw -28672.674167 + Penalty 384.716749 = -28287.957418 nChanged 11 SP:Iteration 14Q (1783.628202 sec): 3 clusters Score: Raw -28676.372274 + Penalty 384.716749 = -28291.655525 nChanged 9 SP:Iteration 15Q (1783.677587 sec): 3 clusters Score: Raw -28678.639331 + Penalty 384.716749 = -28293.922581 nChanged 7 SP:Iteration 16Q (1783.721094 sec): 3 clusters Score: Raw -28680.246044 + Penalty 384.716749 = -28295.529295 nChanged 6 SP:Iteration 17Q (1783.760613 sec): 3 clusters Score: Raw -28681.305454 + Penalty 384.716749 = -28296.588705 nChanged 4 SP:Iteration 18Q (1783.808910 sec): 3 clusters Score: Raw -28682.185638 + Penalty 384.716749 = -28297.468888 nChanged 2 SP:Iteration 19Q (1783.853128 sec): 3 clusters Score: Raw -28682.420260 + Penalty 384.716749 = -28297.703511 nChanged 1 SP:Iteration 20F (1783.894688 sec): 3 clusters Score: Raw -28682.789386 + Penalty 384.716749 = -28298.072636 nChanged 3 SP:Iteration 21Q (1783.933040 sec): 3 clusters Score: Raw -28683.389866 + Penalty 384.716749 = -28298.673117 nChanged 4 SP:Iteration 22Q (1783.982073 sec): 3 clusters Score: Raw -28685.346465 + Penalty 384.716749 = -28300.629715 nChanged 6 SP:Iteration 23Q (1784.022637 sec): 3 clusters Score: Raw -28688.339968 + Penalty 384.716749 = -28303.623219 nChanged 8 SP:Iteration 24Q (1784.073648 sec): 3 clusters Score: Raw -28692.482651 + Penalty 384.716749 = -28307.765902 nChanged 10 SP:Iteration 25Q (1784.120514 sec): 3 clusters Score: Raw -28697.934035 + Penalty 384.716749 = -28313.217285 nChanged 10 SP:Iteration 26Q (1784.165312 sec): 3 clusters Score: Raw -28705.240833 + Penalty 384.716749 = -28320.524084 nChanged 15 SP:Iteration 27Q (1784.208547 sec): 3 clusters Score: Raw -28713.118090 + Penalty 384.716749 = -28328.401341 nChanged 13 SP:Iteration 28Q (1784.256567 sec): 3 clusters Score: Raw -28719.762035 + Penalty 384.716749 = -28335.045286 nChanged 14 SP:Iteration 29Q (1784.301265 sec): 3 clusters Score: Raw -28725.618706 + Penalty 384.716749 = -28340.901957 nChanged 12 SP:Iteration 30Q (1784.338411 sec): 3 clusters Score: Raw -28730.561073 + Penalty 384.716749 = -28345.844324 nChanged 15 SP:Iteration 31Q (1784.381086 sec): 3 clusters Score: Raw -28736.392463 + Penalty 384.716749 = -28351.675714 nChanged 12 SP:Iteration 32Q (1784.434315 sec): 3 clusters Score: Raw -28739.409595 + Penalty 384.716749 = -28354.692846 nChanged 8 SP:Iteration 33Q (1784.479439 sec): 3 clusters Score: Raw -28741.694215 + Penalty 384.716749 = -28356.977466 nChanged 9 SP:Iteration 34Q (1784.521045 sec): 3 clusters Score: Raw -28743.677931 + Penalty 384.716749 = -28358.961182 nChanged 7 SP:Iteration 35Q (1784.567931 sec): 3 clusters Score: Raw -28745.961430 + Penalty 384.716749 = -28361.244680 nChanged 9 SP:Iteration 36Q (1784.627540 sec): 3 clusters Score: Raw -28748.340623 + Penalty 384.716749 = -28363.623874 nChanged 7 SP:Iteration 37Q (1784.670452 sec): 3 clusters Score: Raw -28749.813691 + Penalty 384.716749 = -28365.096941 nChanged 5 SP:Iteration 38Q (1784.708949 sec): 3 clusters Score: Raw -28750.328893 + Penalty 384.716749 = -28365.612144 nChanged 4 SP:Iteration 39Q (1784.767873 sec): 3 clusters Score: Raw -28751.980247 + Penalty 384.716749 = -28367.263497 nChanged 6 SP:Iteration 40F (1784.808776 sec): 3 clusters Score: Raw -28753.732851 + Penalty 384.716749 = -28369.016101 nChanged 4 SP:Iteration 41Q (1784.862163 sec): 3 clusters Score: Raw -28754.741410 + Penalty 384.716749 = -28370.024660 nChanged 2 SP:Iteration 42Q (1784.898975 sec): 3 clusters Score: Raw -28754.887284 + Penalty 384.716749 = -28370.170535 nChanged 0 SP:Iteration 43F (1784.944209 sec): 3 clusters Score: Raw -28754.887284 + Penalty 384.716749 = -28370.170535 nChanged 0 Trying to split cluster 5 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1784.969495 sec): 2 clusters Score: Raw -24099.908670 + Penalty 186.851131 = -23913.057539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1785.017089 sec): 3 clusters Score: Raw -23641.962336 + Penalty 373.702262 = -23268.260074 nChanged 378 SP:Iteration 1F (1785.069914 sec): 3 clusters Score: Raw -23848.566109 + Penalty 373.702262 = -23474.863847 nChanged 59 SP:Iteration 2F (1785.112195 sec): 3 clusters Score: Raw -23881.768795 + Penalty 373.702262 = -23508.066533 nChanged 44 SP:Iteration 3Q (1785.153275 sec): 3 clusters Score: Raw -23898.167008 + Penalty 373.702262 = -23524.464746 nChanged 22 SP:Iteration 4Q (1785.196606 sec): 3 clusters Score: Raw -23912.323900 + Penalty 373.702262 = -23538.621638 nChanged 28 SP:Iteration 5Q (1785.224185 sec): 3 clusters Score: Raw -23929.647064 + Penalty 373.702262 = -23555.944802 nChanged 32 SP:Iteration 6Q (1785.267453 sec): 3 clusters Score: Raw -23948.446919 + Penalty 373.702262 = -23574.744657 nChanged 29 SP:Iteration 7Q (1785.300800 sec): 3 clusters Score: Raw -23971.433371 + Penalty 373.702262 = -23597.731109 nChanged 25 SP:Iteration 8Q (1785.340479 sec): 3 clusters Score: Raw -23986.830918 + Penalty 373.702262 = -23613.128656 nChanged 15 SP:Iteration 9Q (1785.371754 sec): 3 clusters Score: Raw -23991.871822 + Penalty 373.702262 = -23618.169560 nChanged 10 SP:Iteration 10Q (1785.411393 sec): 3 clusters Score: Raw -23995.168750 + Penalty 373.702262 = -23621.466488 nChanged 6 SP:Iteration 11Q (1785.458478 sec): 3 clusters Score: Raw -23998.108186 + Penalty 373.702262 = -23624.405924 nChanged 6 SP:Iteration 12Q (1785.500452 sec): 3 clusters Score: Raw -24000.867535 + Penalty 373.702262 = -23627.165273 nChanged 7 SP:Iteration 13Q (1785.544668 sec): 3 clusters Score: Raw -24003.218354 + Penalty 373.702262 = -23629.516092 nChanged 9 SP:Iteration 14Q (1785.586961 sec): 3 clusters Score: Raw -24005.312341 + Penalty 373.702262 = -23631.610079 nChanged 4 SP:Iteration 15Q (1785.631604 sec): 3 clusters Score: Raw -24006.130821 + Penalty 373.702262 = -23632.428559 nChanged 3 SP:Iteration 16Q (1785.678180 sec): 3 clusters Score: Raw -24006.440927 + Penalty 373.702262 = -23632.738665 nChanged 3 SP:Iteration 17Q (1785.721745 sec): 3 clusters Score: Raw -24006.925493 + Penalty 373.702262 = -23633.223231 nChanged 2 SP:Iteration 18Q (1785.766913 sec): 3 clusters Score: Raw -24007.693202 + Penalty 373.702262 = -23633.990940 nChanged 1 SP:Iteration 19Q (1785.803384 sec): 3 clusters Score: Raw -24008.242632 + Penalty 373.702262 = -23634.540370 nChanged 2 SP:Iteration 20F (1785.848101 sec): 3 clusters Score: Raw -24008.414229 + Penalty 373.702262 = -23634.711967 nChanged 0 Trying to split cluster 6 (6951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1785.883274 sec): 2 clusters Score: Raw -192425.027168 + Penalty 243.282622 = -192181.744546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1785.932984 sec): 3 clusters Score: Raw -188065.227985 + Penalty 486.565245 = -187578.662740 nChanged 3232 SP:Iteration 1F (1785.977492 sec): 3 clusters Score: Raw -190064.621974 + Penalty 486.565245 = -189578.056730 nChanged 359 SP:Iteration 2F (1786.035448 sec): 3 clusters Score: Raw -190249.801492 + Penalty 486.565245 = -189763.236248 nChanged 366 SP:Iteration 3F (1786.078860 sec): 3 clusters Score: Raw -190479.581364 + Penalty 486.565245 = -189993.016119 nChanged 368 SP:Iteration 4F (1786.130554 sec): 3 clusters Score: Raw -190758.268392 + Penalty 486.565245 = -190271.703147 nChanged 389 SP:Iteration 5F (1786.187499 sec): 3 clusters Score: Raw -191097.593576 + Penalty 486.565245 = -190611.028332 nChanged 365 SP:Iteration 6F (1786.241992 sec): 3 clusters Score: Raw -191402.445621 + Penalty 486.565245 = -190915.880377 nChanged 323 SP:Iteration 7Q (1786.291307 sec): 3 clusters Score: Raw -191633.942117 + Penalty 486.565245 = -191147.376872 nChanged 278 SP:Iteration 8Q (1786.339915 sec): 3 clusters Score: Raw -191815.092233 + Penalty 486.565245 = -191328.526989 nChanged 218 SP:Iteration 9Q (1786.388162 sec): 3 clusters Score: Raw -191945.974878 + Penalty 486.565245 = -191459.409634 nChanged 176 SP:Iteration 10Q (1786.436784 sec): 3 clusters Score: Raw -192046.283280 + Penalty 486.565245 = -191559.718035 nChanged 157 SP:Iteration 11Q (1786.486421 sec): 3 clusters Score: Raw -192144.731264 + Penalty 486.565245 = -191658.166020 nChanged 125 SP:Iteration 12Q (1786.525263 sec): 3 clusters Score: Raw -192223.974889 + Penalty 486.565245 = -191737.409644 nChanged 97 SP:Iteration 13Q (1786.572864 sec): 3 clusters Score: Raw -192282.095496 + Penalty 486.565245 = -191795.530251 nChanged 69 SP:Iteration 14Q (1786.615205 sec): 3 clusters Score: Raw -192322.629744 + Penalty 486.565245 = -191836.064499 nChanged 50 SP:Iteration 15Q (1786.665554 sec): 3 clusters Score: Raw -192352.792051 + Penalty 486.565245 = -191866.226806 nChanged 56 SP:Iteration 16Q (1786.709611 sec): 3 clusters Score: Raw -192396.567680 + Penalty 486.565245 = -191910.002436 nChanged 44 SP:Iteration 17Q (1786.770764 sec): 3 clusters Score: Raw -192432.207156 + Penalty 486.565245 = -191945.641911 nChanged 32 SP:Iteration 18Q (1786.820038 sec): 3 clusters Score: Raw -192453.386633 + Penalty 486.565245 = -191966.821388 nChanged 17 SP:Iteration 19Q (1786.873185 sec): 3 clusters Score: Raw -192462.930080 + Penalty 486.565245 = -191976.364836 nChanged 7 SP:Iteration 20F (1786.922987 sec): 3 clusters Score: Raw -192465.256994 + Penalty 486.565245 = -191978.691749 nChanged 7 SP:Iteration 21Q (1786.961051 sec): 3 clusters Score: Raw -192467.329006 + Penalty 486.565245 = -191980.763762 nChanged 3 SP:Iteration 22Q (1787.010639 sec): 3 clusters Score: Raw -192468.988365 + Penalty 486.565245 = -191982.423120 nChanged 3 SP:Iteration 23Q (1787.058368 sec): 3 clusters Score: Raw -192470.609206 + Penalty 486.565245 = -191984.043961 nChanged 3 SP:Iteration 24Q (1787.107026 sec): 3 clusters Score: Raw -192471.391373 + Penalty 486.565245 = -191984.826128 nChanged 3 SP:Iteration 25Q (1787.165630 sec): 3 clusters Score: Raw -192471.871338 + Penalty 486.565245 = -191985.306093 nChanged 2 SP:Iteration 26Q (1787.207816 sec): 3 clusters Score: Raw -192472.381504 + Penalty 486.565245 = -191985.816260 nChanged 1 SP:Iteration 27Q (1787.248741 sec): 3 clusters Score: Raw -192472.558842 + Penalty 486.565245 = -191985.993597 nChanged 0 SP:Iteration 28F (1787.308116 sec): 3 clusters Score: Raw -192472.558842 + Penalty 486.565245 = -191985.993597 nChanged 0 Trying to split cluster 7 (13593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1787.341638 sec): 2 clusters Score: Raw -376251.471198 + Penalty 261.726031 = -375989.745167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1787.395085 sec): 3 clusters Score: Raw -367527.012162 + Penalty 523.452063 = -367003.560099 nChanged 6490 SP:Iteration 1F (1787.441682 sec): 3 clusters Score: Raw -372415.907235 + Penalty 523.452063 = -371892.455172 nChanged 958 SP:Iteration 2F (1787.502376 sec): 3 clusters Score: Raw -373156.254867 + Penalty 523.452063 = -372632.802804 nChanged 828 SP:Iteration 3F (1787.560692 sec): 3 clusters Score: Raw -373735.264397 + Penalty 523.452063 = -373211.812334 nChanged 667 SP:Iteration 4Q (1787.621949 sec): 3 clusters Score: Raw -374055.276272 + Penalty 523.452063 = -373531.824209 nChanged 416 SP:Iteration 5Q (1787.675887 sec): 3 clusters Score: Raw -374195.587883 + Penalty 523.452063 = -373672.135820 nChanged 282 SP:Iteration 6Q (1787.729573 sec): 3 clusters Score: Raw -374281.997086 + Penalty 523.452063 = -373758.545023 nChanged 248 SP:Iteration 7Q (1787.787662 sec): 3 clusters Score: Raw -374362.131181 + Penalty 523.452063 = -373838.679118 nChanged 231 SP:Iteration 8Q (1787.842534 sec): 3 clusters Score: Raw -374435.918305 + Penalty 523.452063 = -373912.466242 nChanged 206 SP:Iteration 9Q (1787.898574 sec): 3 clusters Score: Raw -374516.901907 + Penalty 523.452063 = -373993.449844 nChanged 253 SP:Iteration 10Q (1787.953935 sec): 3 clusters Score: Raw -374614.727304 + Penalty 523.452063 = -374091.275241 nChanged 263 SP:Iteration 11Q (1788.008939 sec): 3 clusters Score: Raw -374714.380764 + Penalty 523.452063 = -374190.928701 nChanged 232 SP:Iteration 12Q (1788.069516 sec): 3 clusters Score: Raw -374808.067913 + Penalty 523.452063 = -374284.615851 nChanged 214 SP:Iteration 13Q (1788.114599 sec): 3 clusters Score: Raw -374882.472376 + Penalty 523.452063 = -374359.020313 nChanged 198 SP:Iteration 14Q (1788.177780 sec): 3 clusters Score: Raw -374939.817083 + Penalty 523.452063 = -374416.365020 nChanged 173 SP:Iteration 15Q (1788.235728 sec): 3 clusters Score: Raw -374984.654273 + Penalty 523.452063 = -374461.202210 nChanged 132 SP:Iteration 16Q (1788.293069 sec): 3 clusters Score: Raw -375011.664762 + Penalty 523.452063 = -374488.212700 nChanged 138 SP:Iteration 17Q (1788.346753 sec): 3 clusters Score: Raw -375038.738117 + Penalty 523.452063 = -374515.286054 nChanged 110 SP:Iteration 18Q (1788.410523 sec): 3 clusters Score: Raw -375057.532531 + Penalty 523.452063 = -374534.080469 nChanged 93 SP:Iteration 19Q (1788.475426 sec): 3 clusters Score: Raw -375072.623549 + Penalty 523.452063 = -374549.171487 nChanged 87 SP:Iteration 20F (1788.535156 sec): 3 clusters Score: Raw -375084.649902 + Penalty 523.452063 = -374561.197839 nChanged 70 SP:Iteration 21Q (1788.580928 sec): 3 clusters Score: Raw -375093.260109 + Penalty 523.452063 = -374569.808046 nChanged 61 SP:Iteration 22Q (1788.646833 sec): 3 clusters Score: Raw -375100.681180 + Penalty 523.452063 = -374577.229117 nChanged 72 SP:Iteration 23Q (1788.706207 sec): 3 clusters Score: Raw -375109.333675 + Penalty 523.452063 = -374585.881612 nChanged 71 SP:Iteration 24Q (1788.765748 sec): 3 clusters Score: Raw -375118.605497 + Penalty 523.452063 = -374595.153435 nChanged 73 SP:Iteration 25Q (1788.808549 sec): 3 clusters Score: Raw -375127.433654 + Penalty 523.452063 = -374603.981591 nChanged 64 SP:Iteration 26Q (1788.869933 sec): 3 clusters Score: Raw -375135.093171 + Penalty 523.452063 = -374611.641108 nChanged 64 SP:Iteration 27Q (1788.924423 sec): 3 clusters Score: Raw -375143.901666 + Penalty 523.452063 = -374620.449604 nChanged 81 SP:Iteration 28Q (1788.979770 sec): 3 clusters Score: Raw -375156.163613 + Penalty 523.452063 = -374632.711550 nChanged 88 SP:Iteration 29Q (1789.043087 sec): 3 clusters Score: Raw -375169.912863 + Penalty 523.452063 = -374646.460800 nChanged 103 SP:Iteration 30Q (1789.097139 sec): 3 clusters Score: Raw -375188.820328 + Penalty 523.452063 = -374665.368265 nChanged 105 SP:Iteration 31Q (1789.158155 sec): 3 clusters Score: Raw -375208.478806 + Penalty 523.452063 = -374685.026743 nChanged 105 SP:Iteration 32Q (1789.215180 sec): 3 clusters Score: Raw -375230.159376 + Penalty 523.452063 = -374706.707313 nChanged 114 SP:Iteration 33Q (1789.268309 sec): 3 clusters Score: Raw -375257.273556 + Penalty 523.452063 = -374733.821493 nChanged 127 SP:Iteration 34Q (1789.313177 sec): 3 clusters Score: Raw -375289.135785 + Penalty 523.452063 = -374765.683722 nChanged 136 SP:Iteration 35Q (1789.374051 sec): 3 clusters Score: Raw -375327.652201 + Penalty 523.452063 = -374804.200139 nChanged 145 SP:Iteration 36Q (1789.442215 sec): 3 clusters Score: Raw -375371.846558 + Penalty 523.452063 = -374848.394495 nChanged 146 SP:Iteration 37Q (1789.487245 sec): 3 clusters Score: Raw -375421.411296 + Penalty 523.452063 = -374897.959233 nChanged 147 SP:Iteration 38Q (1789.545326 sec): 3 clusters Score: Raw -375471.277359 + Penalty 523.452063 = -374947.825296 nChanged 167 SP:Iteration 39Q (1789.601921 sec): 3 clusters Score: Raw -375528.288038 + Penalty 523.452063 = -375004.835975 nChanged 158 SP:Iteration 40F (1789.653122 sec): 3 clusters Score: Raw -375589.920746 + Penalty 523.452063 = -375066.468683 nChanged 165 SP:Iteration 41Q (1789.707935 sec): 3 clusters Score: Raw -375667.445168 + Penalty 523.452063 = -375143.993105 nChanged 172 SP:Iteration 42Q (1789.761399 sec): 3 clusters Score: Raw -375753.617290 + Penalty 523.452063 = -375230.165227 nChanged 158 SP:Iteration 43Q (1789.822018 sec): 3 clusters Score: Raw -375840.410163 + Penalty 523.452063 = -375316.958100 nChanged 153 SP:Iteration 44Q (1789.868800 sec): 3 clusters Score: Raw -375916.967179 + Penalty 523.452063 = -375393.515116 nChanged 133 SP:Iteration 45Q (1789.929028 sec): 3 clusters Score: Raw -375978.598833 + Penalty 523.452063 = -375455.146771 nChanged 108 SP:Iteration 46Q (1789.985749 sec): 3 clusters Score: Raw -376022.160601 + Penalty 523.452063 = -375498.708538 nChanged 104 SP:Iteration 47Q (1790.031719 sec): 3 clusters Score: Raw -376064.935928 + Penalty 523.452063 = -375541.483865 nChanged 80 SP:Iteration 48Q (1790.090372 sec): 3 clusters Score: Raw -376095.538831 + Penalty 523.452063 = -375572.086768 nChanged 71 SP:Iteration 49Q (1790.145493 sec): 3 clusters Score: Raw -376124.600258 + Penalty 523.452063 = -375601.148195 nChanged 68 SP:Iteration 50Q (1790.191777 sec): 3 clusters Score: Raw -376152.317006 + Penalty 523.452063 = -375628.864943 nChanged 49 SP:Iteration 51Q (1790.257522 sec): 3 clusters Score: Raw -376178.733795 + Penalty 523.452063 = -375655.281732 nChanged 42 SP:Iteration 52Q (1790.299302 sec): 3 clusters Score: Raw -376203.063014 + Penalty 523.452063 = -375679.610951 nChanged 43 SP:Iteration 53Q (1790.351941 sec): 3 clusters Score: Raw -376227.938344 + Penalty 523.452063 = -375704.486281 nChanged 29 SP:Iteration 54Q (1790.415430 sec): 3 clusters Score: Raw -376242.267409 + Penalty 523.452063 = -375718.815346 nChanged 22 SP:Iteration 55Q (1790.471659 sec): 3 clusters Score: Raw -376249.683454 + Penalty 523.452063 = -375726.231391 nChanged 22 SP:Iteration 56Q (1790.520669 sec): 3 clusters Score: Raw -376258.480264 + Penalty 523.452063 = -375735.028201 nChanged 16 SP:Iteration 57Q (1790.574703 sec): 3 clusters Score: Raw -376265.359953 + Penalty 523.452063 = -375741.907890 nChanged 13 SP:Iteration 58Q (1790.631635 sec): 3 clusters Score: Raw -376269.505033 + Penalty 523.452063 = -375746.052970 nChanged 9 SP:Iteration 59Q (1790.684783 sec): 3 clusters Score: Raw -376273.284523 + Penalty 523.452063 = -375749.832460 nChanged 11 SP:Iteration 60F (1790.731280 sec): 3 clusters Score: Raw -376277.371888 + Penalty 523.452063 = -375753.919825 nChanged 9 SP:Iteration 61Q (1790.796299 sec): 3 clusters Score: Raw -376281.598727 + Penalty 523.452063 = -375758.146664 nChanged 9 SP:Iteration 62Q (1790.841870 sec): 3 clusters Score: Raw -376284.990487 + Penalty 523.452063 = -375761.538424 nChanged 8 SP:Iteration 63Q (1790.901324 sec): 3 clusters Score: Raw -376286.640634 + Penalty 523.452063 = -375763.188571 nChanged 5 SP:Iteration 64Q (1790.957971 sec): 3 clusters Score: Raw -376288.528821 + Penalty 523.452063 = -375765.076758 nChanged 8 SP:Iteration 65Q (1791.019496 sec): 3 clusters Score: Raw -376292.047710 + Penalty 523.452063 = -375768.595647 nChanged 8 SP:Iteration 66Q (1791.077852 sec): 3 clusters Score: Raw -376294.737057 + Penalty 523.452063 = -375771.284994 nChanged 5 SP:Iteration 67Q (1791.124903 sec): 3 clusters Score: Raw -376296.518919 + Penalty 523.452063 = -375773.066856 nChanged 4 SP:Iteration 68Q (1791.185423 sec): 3 clusters Score: Raw -376297.407213 + Penalty 523.452063 = -375773.955150 nChanged 2 SP:Iteration 69Q (1791.243461 sec): 3 clusters Score: Raw -376298.003178 + Penalty 523.452063 = -375774.551115 nChanged 3 SP:Iteration 70Q (1791.309875 sec): 3 clusters Score: Raw -376298.712935 + Penalty 523.452063 = -375775.260873 nChanged 3 SP:Iteration 71Q (1791.359564 sec): 3 clusters Score: Raw -376299.373461 + Penalty 523.452063 = -375775.921398 nChanged 3 SP:Iteration 72Q (1791.423059 sec): 3 clusters Score: Raw -376300.191556 + Penalty 523.452063 = -375776.739493 nChanged 5 SP:Iteration 73Q (1791.477501 sec): 3 clusters Score: Raw -376302.117876 + Penalty 523.452063 = -375778.665813 nChanged 2 SP:Iteration 74Q (1791.535850 sec): 3 clusters Score: Raw -376302.418494 + Penalty 523.452063 = -375778.966431 nChanged 1 SP:Iteration 75Q (1791.592681 sec): 3 clusters Score: Raw -376302.795346 + Penalty 523.452063 = -375779.343283 nChanged 0 SP:Iteration 76F (1791.647868 sec): 3 clusters Score: Raw -376302.795346 + Penalty 523.452063 = -375779.343283 nChanged 0 Trying to split cluster 8 (3112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1791.672402 sec): 2 clusters Score: Raw -95938.353184 + Penalty 221.183074 = -95717.170110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1791.711286 sec): 3 clusters Score: Raw -93993.202697 + Penalty 442.366149 = -93550.836549 nChanged 1458 SP:Iteration 1F (1791.762024 sec): 3 clusters Score: Raw -94894.406735 + Penalty 442.366149 = -94452.040586 nChanged 195 SP:Iteration 2F (1791.808174 sec): 3 clusters Score: Raw -94975.051973 + Penalty 442.366149 = -94532.685824 nChanged 187 SP:Iteration 3F (1791.858795 sec): 3 clusters Score: Raw -95061.601718 + Penalty 442.366149 = -94619.235569 nChanged 155 SP:Iteration 4Q (1791.913031 sec): 3 clusters Score: Raw -95144.239623 + Penalty 442.366149 = -94701.873474 nChanged 167 SP:Iteration 5F (1791.958779 sec): 3 clusters Score: Raw -95259.786494 + Penalty 442.366149 = -94817.420345 nChanged 185 SP:Iteration 6F (1792.010549 sec): 3 clusters Score: Raw -95442.032893 + Penalty 442.366149 = -94999.666744 nChanged 170 SP:Iteration 7F (1792.062849 sec): 3 clusters Score: Raw -95625.212277 + Penalty 442.366149 = -95182.846129 nChanged 129 SP:Iteration 8Q (1792.114225 sec): 3 clusters Score: Raw -95746.060777 + Penalty 442.366149 = -95303.694628 nChanged 81 SP:Iteration 9Q (1792.162977 sec): 3 clusters Score: Raw -95792.191791 + Penalty 442.366149 = -95349.825642 nChanged 47 SP:Iteration 10Q (1792.213183 sec): 3 clusters Score: Raw -95811.339137 + Penalty 442.366149 = -95368.972988 nChanged 44 SP:Iteration 11Q (1792.255889 sec): 3 clusters Score: Raw -95829.201662 + Penalty 442.366149 = -95386.835513 nChanged 27 SP:Iteration 12Q (1792.310556 sec): 3 clusters Score: Raw -95840.876701 + Penalty 442.366149 = -95398.510552 nChanged 27 SP:Iteration 13Q (1792.357832 sec): 3 clusters Score: Raw -95850.611301 + Penalty 442.366149 = -95408.245152 nChanged 29 SP:Iteration 14Q (1792.395099 sec): 3 clusters Score: Raw -95860.478072 + Penalty 442.366149 = -95418.111924 nChanged 19 SP:Iteration 15Q (1792.449437 sec): 3 clusters Score: Raw -95866.557474 + Penalty 442.366149 = -95424.191325 nChanged 18 SP:Iteration 16Q (1792.498410 sec): 3 clusters Score: Raw -95872.419487 + Penalty 442.366149 = -95430.053339 nChanged 13 SP:Iteration 17Q (1792.544789 sec): 3 clusters Score: Raw -95876.666408 + Penalty 442.366149 = -95434.300259 nChanged 13 SP:Iteration 18Q (1792.598384 sec): 3 clusters Score: Raw -95879.730478 + Penalty 442.366149 = -95437.364329 nChanged 15 SP:Iteration 19Q (1792.647761 sec): 3 clusters Score: Raw -95883.142619 + Penalty 442.366149 = -95440.776470 nChanged 9 SP:Iteration 20F (1792.692397 sec): 3 clusters Score: Raw -95884.949275 + Penalty 442.366149 = -95442.583126 nChanged 9 SP:Iteration 21Q (1792.739690 sec): 3 clusters Score: Raw -95886.738445 + Penalty 442.366149 = -95444.372296 nChanged 6 SP:Iteration 22Q (1792.790304 sec): 3 clusters Score: Raw -95888.295753 + Penalty 442.366149 = -95445.929604 nChanged 6 SP:Iteration 23Q (1792.839255 sec): 3 clusters Score: Raw -95890.000390 + Penalty 442.366149 = -95447.634241 nChanged 10 SP:Iteration 24Q (1792.889678 sec): 3 clusters Score: Raw -95892.129523 + Penalty 442.366149 = -95449.763375 nChanged 7 SP:Iteration 25Q (1792.934264 sec): 3 clusters Score: Raw -95894.195236 + Penalty 442.366149 = -95451.829088 nChanged 9 SP:Iteration 26Q (1792.977886 sec): 3 clusters Score: Raw -95896.562644 + Penalty 442.366149 = -95454.196496 nChanged 3 SP:Iteration 27Q (1793.018444 sec): 3 clusters Score: Raw -95897.008301 + Penalty 442.366149 = -95454.642152 nChanged 4 SP:Iteration 28Q (1793.072915 sec): 3 clusters Score: Raw -95897.986278 + Penalty 442.366149 = -95455.620129 nChanged 5 SP:Iteration 29Q (1793.115874 sec): 3 clusters Score: Raw -95899.143060 + Penalty 442.366149 = -95456.776911 nChanged 6 SP:Iteration 30Q (1793.162415 sec): 3 clusters Score: Raw -95901.011411 + Penalty 442.366149 = -95458.645263 nChanged 8 SP:Iteration 31Q (1793.217359 sec): 3 clusters Score: Raw -95904.423709 + Penalty 442.366149 = -95462.057560 nChanged 8 SP:Iteration 32Q (1793.265558 sec): 3 clusters Score: Raw -95906.049876 + Penalty 442.366149 = -95463.683727 nChanged 5 SP:Iteration 33Q (1793.313399 sec): 3 clusters Score: Raw -95907.344506 + Penalty 442.366149 = -95464.978357 nChanged 3 SP:Iteration 34Q (1793.353085 sec): 3 clusters Score: Raw -95907.891536 + Penalty 442.366149 = -95465.525387 nChanged 4 SP:Iteration 35Q (1793.409086 sec): 3 clusters Score: Raw -95908.350543 + Penalty 442.366149 = -95465.984394 nChanged 2 SP:Iteration 36Q (1793.454233 sec): 3 clusters Score: Raw -95908.823453 + Penalty 442.366149 = -95466.457304 nChanged 6 SP:Iteration 37Q (1793.498152 sec): 3 clusters Score: Raw -95909.893226 + Penalty 442.366149 = -95467.527078 nChanged 9 SP:Iteration 38Q (1793.537643 sec): 3 clusters Score: Raw -95911.830573 + Penalty 442.366149 = -95469.464424 nChanged 7 SP:Iteration 39Q (1793.585609 sec): 3 clusters Score: Raw -95913.211563 + Penalty 442.366149 = -95470.845414 nChanged 8 SP:Iteration 40F (1793.638779 sec): 3 clusters Score: Raw -95914.919652 + Penalty 442.366149 = -95472.553503 nChanged 7 SP:Iteration 41Q (1793.687540 sec): 3 clusters Score: Raw -95916.663923 + Penalty 442.366149 = -95474.297775 nChanged 4 SP:Iteration 42Q (1793.732070 sec): 3 clusters Score: Raw -95917.659599 + Penalty 442.366149 = -95475.293451 nChanged 4 SP:Iteration 43Q (1793.781689 sec): 3 clusters Score: Raw -95918.788599 + Penalty 442.366149 = -95476.422451 nChanged 7 SP:Iteration 44Q (1793.827005 sec): 3 clusters Score: Raw -95921.080681 + Penalty 442.366149 = -95478.714533 nChanged 10 SP:Iteration 45Q (1793.866460 sec): 3 clusters Score: Raw -95925.000945 + Penalty 442.366149 = -95482.634797 nChanged 14 SP:Iteration 46Q (1793.913949 sec): 3 clusters Score: Raw -95931.066181 + Penalty 442.366149 = -95488.700033 nChanged 9 SP:Iteration 47Q (1793.970686 sec): 3 clusters Score: Raw -95934.067213 + Penalty 442.366149 = -95491.701064 nChanged 5 SP:Iteration 48Q (1794.011760 sec): 3 clusters Score: Raw -95936.021005 + Penalty 442.366149 = -95493.654856 nChanged 1 SP:Iteration 49Q (1794.055603 sec): 3 clusters Score: Raw -95936.239719 + Penalty 442.366149 = -95493.873571 nChanged 0 SP:Iteration 50F (1794.109906 sec): 3 clusters Score: Raw -95936.239719 + Penalty 442.366149 = -95493.873571 nChanged 0 Trying to split cluster 9 (6562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1794.138285 sec): 2 clusters Score: Raw -172282.001660 + Penalty 241.698895 = -172040.302766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1794.181329 sec): 3 clusters Score: Raw -168092.656675 + Penalty 483.397789 = -167609.258886 nChanged 3112 SP:Iteration 1F (1794.240672 sec): 3 clusters Score: Raw -169895.541178 + Penalty 483.397789 = -169412.143389 nChanged 436 SP:Iteration 2F (1794.288951 sec): 3 clusters Score: Raw -170110.670408 + Penalty 483.397789 = -169627.272619 nChanged 436 SP:Iteration 3F (1794.338138 sec): 3 clusters Score: Raw -170351.689472 + Penalty 483.397789 = -169868.291683 nChanged 431 SP:Iteration 4F (1794.379186 sec): 3 clusters Score: Raw -170664.458440 + Penalty 483.397789 = -170181.060651 nChanged 419 SP:Iteration 5F (1794.438855 sec): 3 clusters Score: Raw -171026.824400 + Penalty 483.397789 = -170543.426611 nChanged 374 SP:Iteration 6F (1794.489784 sec): 3 clusters Score: Raw -171322.190536 + Penalty 483.397789 = -170838.792747 nChanged 298 SP:Iteration 7Q (1794.544850 sec): 3 clusters Score: Raw -171472.579532 + Penalty 483.397789 = -170989.181743 nChanged 191 SP:Iteration 8Q (1794.587361 sec): 3 clusters Score: Raw -171552.831759 + Penalty 483.397789 = -171069.433970 nChanged 119 SP:Iteration 9Q (1794.640078 sec): 3 clusters Score: Raw -171590.020986 + Penalty 483.397789 = -171106.623197 nChanged 102 SP:Iteration 10Q (1794.703774 sec): 3 clusters Score: Raw -171623.835018 + Penalty 483.397789 = -171140.437228 nChanged 102 SP:Iteration 11Q (1794.753017 sec): 3 clusters Score: Raw -171660.827086 + Penalty 483.397789 = -171177.429297 nChanged 118 SP:Iteration 12Q (1794.797602 sec): 3 clusters Score: Raw -171706.099438 + Penalty 483.397789 = -171222.701649 nChanged 119 SP:Iteration 13Q (1794.847804 sec): 3 clusters Score: Raw -171757.827309 + Penalty 483.397789 = -171274.429520 nChanged 128 SP:Iteration 14Q (1794.913512 sec): 3 clusters Score: Raw -171824.311288 + Penalty 483.397789 = -171340.913499 nChanged 123 SP:Iteration 15Q (1794.964803 sec): 3 clusters Score: Raw -171892.676942 + Penalty 483.397789 = -171409.279153 nChanged 110 SP:Iteration 16Q (1795.018092 sec): 3 clusters Score: Raw -171960.180815 + Penalty 483.397789 = -171476.783026 nChanged 99 SP:Iteration 17Q (1795.072163 sec): 3 clusters Score: Raw -172027.389561 + Penalty 483.397789 = -171543.991772 nChanged 91 SP:Iteration 18Q (1795.120997 sec): 3 clusters Score: Raw -172094.930982 + Penalty 483.397789 = -171611.533192 nChanged 71 SP:Iteration 19Q (1795.173206 sec): 3 clusters Score: Raw -172149.292353 + Penalty 483.397789 = -171665.894564 nChanged 72 SP:Iteration 20F (1795.222394 sec): 3 clusters Score: Raw -172197.227576 + Penalty 483.397789 = -171713.829787 nChanged 63 SP:Iteration 21Q (1795.267589 sec): 3 clusters Score: Raw -172225.432912 + Penalty 483.397789 = -171742.035123 nChanged 56 SP:Iteration 22Q (1795.318490 sec): 3 clusters Score: Raw -172251.171837 + Penalty 483.397789 = -171767.774048 nChanged 53 SP:Iteration 23Q (1795.364388 sec): 3 clusters Score: Raw -172281.819327 + Penalty 483.397789 = -171798.421538 nChanged 52 SP:Iteration 24Q (1795.414796 sec): 3 clusters Score: Raw -172308.404102 + Penalty 483.397789 = -171825.006313 nChanged 45 SP:Iteration 25Q (1795.468260 sec): 3 clusters Score: Raw -172326.275831 + Penalty 483.397789 = -171842.878041 nChanged 24 SP:Iteration 26Q (1795.531032 sec): 3 clusters Score: Raw -172333.046097 + Penalty 483.397789 = -171849.648307 nChanged 18 SP:Iteration 27Q (1795.572275 sec): 3 clusters Score: Raw -172338.374120 + Penalty 483.397789 = -171854.976331 nChanged 22 SP:Iteration 28Q (1795.628486 sec): 3 clusters Score: Raw -172343.466520 + Penalty 483.397789 = -171860.068730 nChanged 14 SP:Iteration 29Q (1795.681213 sec): 3 clusters Score: Raw -172347.366805 + Penalty 483.397789 = -171863.969016 nChanged 22 SP:Iteration 30Q (1795.729262 sec): 3 clusters Score: Raw -172353.881861 + Penalty 483.397789 = -171870.484072 nChanged 17 SP:Iteration 31Q (1795.783605 sec): 3 clusters Score: Raw -172357.332611 + Penalty 483.397789 = -171873.934822 nChanged 12 SP:Iteration 32Q (1795.828668 sec): 3 clusters Score: Raw -172360.072760 + Penalty 483.397789 = -171876.674971 nChanged 14 SP:Iteration 33Q (1795.884091 sec): 3 clusters Score: Raw -172361.494508 + Penalty 483.397789 = -171878.096718 nChanged 6 SP:Iteration 34Q (1795.931589 sec): 3 clusters Score: Raw -172362.373986 + Penalty 483.397789 = -171878.976196 nChanged 7 SP:Iteration 35Q (1795.982920 sec): 3 clusters Score: Raw -172363.816643 + Penalty 483.397789 = -171880.418854 nChanged 10 SP:Iteration 36Q (1796.026332 sec): 3 clusters Score: Raw -172365.650170 + Penalty 483.397789 = -171882.252381 nChanged 16 SP:Iteration 37Q (1796.080009 sec): 3 clusters Score: Raw -172368.501467 + Penalty 483.397789 = -171885.103678 nChanged 14 SP:Iteration 38Q (1796.126502 sec): 3 clusters Score: Raw -172370.824354 + Penalty 483.397789 = -171887.426565 nChanged 9 SP:Iteration 39Q (1796.179033 sec): 3 clusters Score: Raw -172371.746217 + Penalty 483.397789 = -171888.348427 nChanged 7 SP:Iteration 40F (1796.229950 sec): 3 clusters Score: Raw -172374.745634 + Penalty 483.397789 = -171891.347844 nChanged 8 SP:Iteration 41Q (1796.272901 sec): 3 clusters Score: Raw -172376.259658 + Penalty 483.397789 = -171892.861869 nChanged 9 SP:Iteration 42Q (1796.334307 sec): 3 clusters Score: Raw -172377.849078 + Penalty 483.397789 = -171894.451289 nChanged 9 SP:Iteration 43Q (1796.381064 sec): 3 clusters Score: Raw -172378.929256 + Penalty 483.397789 = -171895.531467 nChanged 5 SP:Iteration 44Q (1796.432623 sec): 3 clusters Score: Raw -172379.204921 + Penalty 483.397789 = -171895.807132 nChanged 2 SP:Iteration 45Q (1796.482920 sec): 3 clusters Score: Raw -172379.338710 + Penalty 483.397789 = -171895.940921 nChanged 2 SP:Iteration 46Q (1796.535357 sec): 3 clusters Score: Raw -172379.508397 + Penalty 483.397789 = -171896.110608 nChanged 1 SP:Iteration 47Q (1796.589866 sec): 3 clusters Score: Raw -172379.597026 + Penalty 483.397789 = -171896.199237 nChanged 2 SP:Iteration 48Q (1796.645782 sec): 3 clusters Score: Raw -172379.851333 + Penalty 483.397789 = -171896.453544 nChanged 1 SP:Iteration 49Q (1796.695997 sec): 3 clusters Score: Raw -172379.993326 + Penalty 483.397789 = -171896.595536 nChanged 1 SP:Iteration 50Q (1796.751411 sec): 3 clusters Score: Raw -172380.012573 + Penalty 483.397789 = -171896.614784 nChanged 1 SP:Iteration 51Q (1796.804307 sec): 3 clusters Score: Raw -172380.030791 + Penalty 483.397789 = -171896.633001 nChanged 0 SP:Iteration 52F (1796.856354 sec): 3 clusters Score: Raw -172380.030791 + Penalty 483.397789 = -171896.633001 nChanged 0 Trying to split cluster 10 (4181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1796.881663 sec): 2 clusters Score: Raw -113219.240335 + Penalty 229.303408 = -112989.936927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1796.928580 sec): 3 clusters Score: Raw -110634.606655 + Penalty 458.606815 = -110175.999840 nChanged 1959 SP:Iteration 1F (1796.967735 sec): 3 clusters Score: Raw -111921.565993 + Penalty 458.606815 = -111462.959178 nChanged 304 SP:Iteration 2F (1797.013815 sec): 3 clusters Score: Raw -112088.825975 + Penalty 458.606815 = -111630.219160 nChanged 249 SP:Iteration 3F (1797.070938 sec): 3 clusters Score: Raw -112236.774750 + Penalty 458.606815 = -111778.167935 nChanged 251 SP:Iteration 4F (1797.115647 sec): 3 clusters Score: Raw -112402.261718 + Penalty 458.606815 = -111943.654903 nChanged 193 SP:Iteration 5Q (1797.162103 sec): 3 clusters Score: Raw -112566.110751 + Penalty 458.606815 = -112107.503936 nChanged 169 SP:Iteration 6Q (1797.210903 sec): 3 clusters Score: Raw -112692.999290 + Penalty 458.606815 = -112234.392475 nChanged 140 SP:Iteration 7Q (1797.263705 sec): 3 clusters Score: Raw -112767.339138 + Penalty 458.606815 = -112308.732323 nChanged 105 SP:Iteration 8Q (1797.310723 sec): 3 clusters Score: Raw -112816.367155 + Penalty 458.606815 = -112357.760340 nChanged 95 SP:Iteration 9Q (1797.363413 sec): 3 clusters Score: Raw -112860.485181 + Penalty 458.606815 = -112401.878366 nChanged 95 SP:Iteration 10Q (1797.412263 sec): 3 clusters Score: Raw -112905.457857 + Penalty 458.606815 = -112446.851042 nChanged 71 SP:Iteration 11Q (1797.474335 sec): 3 clusters Score: Raw -112931.209395 + Penalty 458.606815 = -112472.602580 nChanged 65 SP:Iteration 12Q (1797.521694 sec): 3 clusters Score: Raw -112956.359349 + Penalty 458.606815 = -112497.752534 nChanged 75 SP:Iteration 13Q (1797.562725 sec): 3 clusters Score: Raw -112988.276765 + Penalty 458.606815 = -112529.669950 nChanged 71 SP:Iteration 14Q (1797.619415 sec): 3 clusters Score: Raw -113019.426907 + Penalty 458.606815 = -112560.820091 nChanged 56 SP:Iteration 15Q (1797.676784 sec): 3 clusters Score: Raw -113047.484883 + Penalty 458.606815 = -112588.878068 nChanged 57 SP:Iteration 16Q (1797.728086 sec): 3 clusters Score: Raw -113083.818034 + Penalty 458.606815 = -112625.211219 nChanged 43 SP:Iteration 17Q (1797.776807 sec): 3 clusters Score: Raw -113107.307521 + Penalty 458.606815 = -112648.700705 nChanged 42 SP:Iteration 18Q (1797.825930 sec): 3 clusters Score: Raw -113125.462974 + Penalty 458.606815 = -112666.856159 nChanged 39 SP:Iteration 19Q (1797.876737 sec): 3 clusters Score: Raw -113143.883530 + Penalty 458.606815 = -112685.276715 nChanged 44 SP:Iteration 20F (1797.916099 sec): 3 clusters Score: Raw -113167.548714 + Penalty 458.606815 = -112708.941898 nChanged 32 SP:Iteration 21Q (1797.968920 sec): 3 clusters Score: Raw -113185.079205 + Penalty 458.606815 = -112726.472390 nChanged 35 SP:Iteration 22Q (1798.016369 sec): 3 clusters Score: Raw -113204.122595 + Penalty 458.606815 = -112745.515780 nChanged 29 SP:Iteration 23Q (1798.060933 sec): 3 clusters Score: Raw -113215.287537 + Penalty 458.606815 = -112756.680722 nChanged 21 SP:Iteration 24Q (1798.111770 sec): 3 clusters Score: Raw -113221.552137 + Penalty 458.606815 = -112762.945322 nChanged 14 SP:Iteration 25Q (1798.162204 sec): 3 clusters Score: Raw -113226.545892 + Penalty 458.606815 = -112767.939077 nChanged 14 SP:Iteration 26Q (1798.207736 sec): 3 clusters Score: Raw -113230.416777 + Penalty 458.606815 = -112771.809962 nChanged 12 SP:Iteration 27Q (1798.257454 sec): 3 clusters Score: Raw -113233.563868 + Penalty 458.606815 = -112774.957053 nChanged 7 SP:Iteration 28Q (1798.306246 sec): 3 clusters Score: Raw -113235.821720 + Penalty 458.606815 = -112777.214905 nChanged 7 SP:Iteration 29Q (1798.354718 sec): 3 clusters Score: Raw -113237.755767 + Penalty 458.606815 = -112779.148952 nChanged 7 SP:Iteration 30Q (1798.403482 sec): 3 clusters Score: Raw -113239.212050 + Penalty 458.606815 = -112780.605235 nChanged 5 SP:Iteration 31Q (1798.451429 sec): 3 clusters Score: Raw -113240.991263 + Penalty 458.606815 = -112782.384448 nChanged 5 SP:Iteration 32Q (1798.487720 sec): 3 clusters Score: Raw -113242.926929 + Penalty 458.606815 = -112784.320114 nChanged 8 SP:Iteration 33Q (1798.547144 sec): 3 clusters Score: Raw -113247.010456 + Penalty 458.606815 = -112788.403641 nChanged 14 SP:Iteration 34Q (1798.599044 sec): 3 clusters Score: Raw -113251.943905 + Penalty 458.606815 = -112793.337089 nChanged 7 SP:Iteration 35Q (1798.651150 sec): 3 clusters Score: Raw -113252.782134 + Penalty 458.606815 = -112794.175319 nChanged 3 SP:Iteration 36Q (1798.688318 sec): 3 clusters Score: Raw -113253.421522 + Penalty 458.606815 = -112794.814707 nChanged 2 SP:Iteration 37Q (1798.737798 sec): 3 clusters Score: Raw -113253.817364 + Penalty 458.606815 = -112795.210548 nChanged 0 SP:Iteration 38F (1798.785592 sec): 3 clusters Score: Raw -113253.817364 + Penalty 458.606815 = -112795.210548 nChanged 0 Trying to split cluster 11 (84141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1798.880430 sec): 2 clusters Score: Raw -2371759.458505 + Penalty 311.856854 = -2371447.601651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1798.998827 sec): 3 clusters Score: Raw -2315345.110119 + Penalty 623.713708 = -2314721.396410 nChanged 41248 SP:Iteration 1F (1799.114357 sec): 3 clusters Score: Raw -2342705.086516 + Penalty 623.713708 = -2342081.372807 nChanged 5573 SP:Iteration 2F (1799.225198 sec): 3 clusters Score: Raw -2345271.898078 + Penalty 623.713708 = -2344648.184369 nChanged 5347 SP:Iteration 3F (1799.332148 sec): 3 clusters Score: Raw -2348282.244044 + Penalty 623.713708 = -2347658.530335 nChanged 5148 SP:Iteration 4F (1799.445948 sec): 3 clusters Score: Raw -2351949.294361 + Penalty 623.713708 = -2351325.580652 nChanged 4645 SP:Iteration 5F (1799.555511 sec): 3 clusters Score: Raw -2355932.121519 + Penalty 623.713708 = -2355308.407811 nChanged 3948 SP:Iteration 6Q (1799.669994 sec): 3 clusters Score: Raw -2359674.991816 + Penalty 623.713708 = -2359051.278107 nChanged 3177 SP:Iteration 7Q (1799.782414 sec): 3 clusters Score: Raw -2362404.696744 + Penalty 623.713708 = -2361780.983036 nChanged 2327 SP:Iteration 8Q (1799.898339 sec): 3 clusters Score: Raw -2363939.525951 + Penalty 623.713708 = -2363315.812243 nChanged 1699 SP:Iteration 9Q (1800.015184 sec): 3 clusters Score: Raw -2364797.292943 + Penalty 623.713708 = -2364173.579234 nChanged 1458 SP:Iteration 10Q (1800.129466 sec): 3 clusters Score: Raw -2365470.031348 + Penalty 623.713708 = -2364846.317640 nChanged 1391 SP:Iteration 11Q (1800.239261 sec): 3 clusters Score: Raw -2366099.575422 + Penalty 623.713708 = -2365475.861714 nChanged 1388 SP:Iteration 12Q (1800.356749 sec): 3 clusters Score: Raw -2366743.300298 + Penalty 623.713708 = -2366119.586590 nChanged 1319 SP:Iteration 13Q (1800.476073 sec): 3 clusters Score: Raw -2367395.014617 + Penalty 623.713708 = -2366771.300909 nChanged 1287 SP:Iteration 14Q (1800.581590 sec): 3 clusters Score: Raw -2368068.416181 + Penalty 623.713708 = -2367444.702473 nChanged 1195 SP:Iteration 15Q (1800.692512 sec): 3 clusters Score: Raw -2368709.108337 + Penalty 623.713708 = -2368085.394628 nChanged 1131 SP:Iteration 16Q (1800.804348 sec): 3 clusters Score: Raw -2369346.408261 + Penalty 623.713708 = -2368722.694552 nChanged 998 SP:Iteration 17Q (1800.921867 sec): 3 clusters Score: Raw -2369939.790927 + Penalty 623.713708 = -2369316.077218 nChanged 836 SP:Iteration 18Q (1801.031241 sec): 3 clusters Score: Raw -2370421.188054 + Penalty 623.713708 = -2369797.474346 nChanged 653 SP:Iteration 19Q (1801.132413 sec): 3 clusters Score: Raw -2370774.226491 + Penalty 623.713708 = -2370150.512782 nChanged 551 SP:Iteration 20F (1801.245957 sec): 3 clusters Score: Raw -2371062.156509 + Penalty 623.713708 = -2370438.442801 nChanged 424 SP:Iteration 21Q (1801.345242 sec): 3 clusters Score: Raw -2371260.912617 + Penalty 623.713708 = -2370637.198909 nChanged 321 SP:Iteration 22Q (1801.454738 sec): 3 clusters Score: Raw -2371390.198316 + Penalty 623.713708 = -2370766.484607 nChanged 256 SP:Iteration 23Q (1801.570969 sec): 3 clusters Score: Raw -2371485.963135 + Penalty 623.713708 = -2370862.249426 nChanged 199 SP:Iteration 24Q (1801.677652 sec): 3 clusters Score: Raw -2371561.045983 + Penalty 623.713708 = -2370937.332275 nChanged 156 SP:Iteration 25Q (1801.790500 sec): 3 clusters Score: Raw -2371623.963522 + Penalty 623.713708 = -2371000.249813 nChanged 138 SP:Iteration 26Q (1801.899787 sec): 3 clusters Score: Raw -2371680.445186 + Penalty 623.713708 = -2371056.731478 nChanged 108 SP:Iteration 27Q (1802.016689 sec): 3 clusters Score: Raw -2371723.241595 + Penalty 623.713708 = -2371099.527886 nChanged 88 SP:Iteration 28Q (1802.118710 sec): 3 clusters Score: Raw -2371756.274879 + Penalty 623.713708 = -2371132.561171 nChanged 76 SP:Iteration 29Q (1802.213281 sec): 3 clusters Score: Raw -2371785.255175 + Penalty 623.713708 = -2371161.541467 nChanged 77 SP:Iteration 30Q (1802.317160 sec): 3 clusters Score: Raw -2371812.825495 + Penalty 623.713708 = -2371189.111786 nChanged 58 SP:Iteration 31Q (1802.408149 sec): 3 clusters Score: Raw -2371834.341069 + Penalty 623.713708 = -2371210.627360 nChanged 46 SP:Iteration 32Q (1802.521516 sec): 3 clusters Score: Raw -2371850.461491 + Penalty 623.713708 = -2371226.747783 nChanged 40 SP:Iteration 33Q (1802.620643 sec): 3 clusters Score: Raw -2371864.127037 + Penalty 623.713708 = -2371240.413329 nChanged 33 SP:Iteration 34Q (1802.724381 sec): 3 clusters Score: Raw -2371875.511930 + Penalty 623.713708 = -2371251.798222 nChanged 33 SP:Iteration 35Q (1802.821602 sec): 3 clusters Score: Raw -2371888.448886 + Penalty 623.713708 = -2371264.735177 nChanged 34 SP:Iteration 36Q (1802.932296 sec): 3 clusters Score: Raw -2371900.277908 + Penalty 623.713708 = -2371276.564200 nChanged 36 SP:Iteration 37Q (1803.029584 sec): 3 clusters Score: Raw -2371909.162748 + Penalty 623.713708 = -2371285.449039 nChanged 17 SP:Iteration 38Q (1803.133263 sec): 3 clusters Score: Raw -2371911.988151 + Penalty 623.713708 = -2371288.274443 nChanged 14 SP:Iteration 39Q (1803.238785 sec): 3 clusters Score: Raw -2371916.184892 + Penalty 623.713708 = -2371292.471184 nChanged 10 SP:Iteration 40F (1803.351060 sec): 3 clusters Score: Raw -2371918.803622 + Penalty 623.713708 = -2371295.089914 nChanged 15 SP:Iteration 41Q (1803.447333 sec): 3 clusters Score: Raw -2371921.596784 + Penalty 623.713708 = -2371297.883076 nChanged 6 SP:Iteration 42Q (1803.548694 sec): 3 clusters Score: Raw -2371922.688934 + Penalty 623.713708 = -2371298.975226 nChanged 8 SP:Iteration 43Q (1803.638954 sec): 3 clusters Score: Raw -2371924.011724 + Penalty 623.713708 = -2371300.298016 nChanged 3 SP:Iteration 44Q (1803.735775 sec): 3 clusters Score: Raw -2371925.059886 + Penalty 623.713708 = -2371301.346178 nChanged 5 SP:Iteration 45Q (1803.828212 sec): 3 clusters Score: Raw -2371926.270780 + Penalty 623.713708 = -2371302.557072 nChanged 2 SP:Iteration 46Q (1803.935134 sec): 3 clusters Score: Raw -2371926.433814 + Penalty 623.713708 = -2371302.720106 nChanged 5 SP:Iteration 47Q (1804.035584 sec): 3 clusters Score: Raw -2371926.840668 + Penalty 623.713708 = -2371303.126960 nChanged 5 SP:Iteration 48Q (1804.131479 sec): 3 clusters Score: Raw -2371927.299126 + Penalty 623.713708 = -2371303.585418 nChanged 0 SP:Iteration 49F (1804.240716 sec): 3 clusters Score: Raw -2371927.299126 + Penalty 623.713708 = -2371303.585418 nChanged 0 Trying to split cluster 12 (5177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1804.277761 sec): 2 clusters Score: Raw -139162.128878 + Penalty 235.179478 = -138926.949400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1804.330768 sec): 3 clusters Score: Raw -135940.482257 + Penalty 470.358956 = -135470.123301 nChanged 2408 SP:Iteration 1F (1804.379007 sec): 3 clusters Score: Raw -137499.605004 + Penalty 470.358956 = -137029.246048 nChanged 447 SP:Iteration 2F (1804.430233 sec): 3 clusters Score: Raw -137794.141567 + Penalty 470.358956 = -137323.782612 nChanged 420 SP:Iteration 3F (1804.478231 sec): 3 clusters Score: Raw -138132.000275 + Penalty 470.358956 = -137661.641319 nChanged 401 SP:Iteration 4F (1804.517363 sec): 3 clusters Score: Raw -138532.918817 + Penalty 470.358956 = -138062.559861 nChanged 307 SP:Iteration 5F (1804.568446 sec): 3 clusters Score: Raw -138844.100476 + Penalty 470.358956 = -138373.741520 nChanged 162 SP:Iteration 6Q (1804.620433 sec): 3 clusters Score: Raw -139003.793731 + Penalty 470.358956 = -138533.434775 nChanged 85 SP:Iteration 7Q (1804.667889 sec): 3 clusters Score: Raw -139085.106744 + Penalty 470.358956 = -138614.747788 nChanged 54 SP:Iteration 8Q (1804.714058 sec): 3 clusters Score: Raw -139141.911597 + Penalty 470.358956 = -138671.552641 nChanged 24 SP:Iteration 9Q (1804.768628 sec): 3 clusters Score: Raw -139165.596338 + Penalty 470.358956 = -138695.237382 nChanged 12 SP:Iteration 10Q (1804.811419 sec): 3 clusters Score: Raw -139174.065968 + Penalty 470.358956 = -138703.707013 nChanged 7 SP:Iteration 11Q (1804.869532 sec): 3 clusters Score: Raw -139180.768607 + Penalty 470.358956 = -138710.409651 nChanged 8 SP:Iteration 12Q (1804.919273 sec): 3 clusters Score: Raw -139189.800618 + Penalty 470.358956 = -138719.441662 nChanged 7 SP:Iteration 13Q (1804.962406 sec): 3 clusters Score: Raw -139198.059896 + Penalty 470.358956 = -138727.700940 nChanged 4 SP:Iteration 14Q (1805.012752 sec): 3 clusters Score: Raw -139201.144353 + Penalty 470.358956 = -138730.785397 nChanged 2 SP:Iteration 15Q (1805.060628 sec): 3 clusters Score: Raw -139202.044780 + Penalty 470.358956 = -138731.685824 nChanged 1 SP:Iteration 16Q (1805.114576 sec): 3 clusters Score: Raw -139202.419953 + Penalty 470.358956 = -138732.060997 nChanged 1 SP:Iteration 17Q (1805.147932 sec): 3 clusters Score: Raw -139202.704493 + Penalty 470.358956 = -138732.345537 nChanged 0 SP:Iteration 18F (1805.193660 sec): 3 clusters Score: Raw -139202.704493 + Penalty 470.358956 = -138732.345537 nChanged 0 Trying to split cluster 13 (9224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1805.231137 sec): 2 clusters Score: Raw -283058.552776 + Penalty 251.063012 = -282807.489764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1805.276487 sec): 3 clusters Score: Raw -277284.427202 + Penalty 502.126023 = -276782.301178 nChanged 4303 SP:Iteration 1F (1805.325187 sec): 3 clusters Score: Raw -280367.665713 + Penalty 502.126023 = -279865.539690 nChanged 711 SP:Iteration 2F (1805.381624 sec): 3 clusters Score: Raw -280839.062244 + Penalty 502.126023 = -280336.936220 nChanged 623 SP:Iteration 3F (1805.430132 sec): 3 clusters Score: Raw -281290.977182 + Penalty 502.126023 = -280788.851159 nChanged 550 SP:Iteration 4F (1805.486534 sec): 3 clusters Score: Raw -281734.680103 + Penalty 502.126023 = -281232.554080 nChanged 444 SP:Iteration 5Q (1805.541915 sec): 3 clusters Score: Raw -282072.763985 + Penalty 502.126023 = -281570.637961 nChanged 305 SP:Iteration 6Q (1805.583597 sec): 3 clusters Score: Raw -282260.476812 + Penalty 502.126023 = -281758.350789 nChanged 217 SP:Iteration 7Q (1805.646048 sec): 3 clusters Score: Raw -282361.586310 + Penalty 502.126023 = -281859.460287 nChanged 162 SP:Iteration 8Q (1805.697567 sec): 3 clusters Score: Raw -282419.887917 + Penalty 502.126023 = -281917.761893 nChanged 149 SP:Iteration 9Q (1805.748220 sec): 3 clusters Score: Raw -282475.778480 + Penalty 502.126023 = -281973.652457 nChanged 141 SP:Iteration 10Q (1805.797498 sec): 3 clusters Score: Raw -282534.969618 + Penalty 502.126023 = -282032.843595 nChanged 149 SP:Iteration 11Q (1805.852185 sec): 3 clusters Score: Raw -282599.904775 + Penalty 502.126023 = -282097.778752 nChanged 140 SP:Iteration 12Q (1805.908458 sec): 3 clusters Score: Raw -282672.575390 + Penalty 502.126023 = -282170.449367 nChanged 138 SP:Iteration 13Q (1805.953005 sec): 3 clusters Score: Raw -282747.330616 + Penalty 502.126023 = -282245.204593 nChanged 132 SP:Iteration 14Q (1806.007867 sec): 3 clusters Score: Raw -282814.657494 + Penalty 502.126023 = -282312.531471 nChanged 115 SP:Iteration 15Q (1806.061423 sec): 3 clusters Score: Raw -282876.228329 + Penalty 502.126023 = -282374.102305 nChanged 98 SP:Iteration 16Q (1806.115764 sec): 3 clusters Score: Raw -282923.039086 + Penalty 502.126023 = -282420.913063 nChanged 81 SP:Iteration 17Q (1806.171200 sec): 3 clusters Score: Raw -282956.034702 + Penalty 502.126023 = -282453.908678 nChanged 75 SP:Iteration 18Q (1806.216775 sec): 3 clusters Score: Raw -282982.293500 + Penalty 502.126023 = -282480.167477 nChanged 59 SP:Iteration 19Q (1806.274638 sec): 3 clusters Score: Raw -283001.342754 + Penalty 502.126023 = -282499.216730 nChanged 54 SP:Iteration 20F (1806.321332 sec): 3 clusters Score: Raw -283023.087472 + Penalty 502.126023 = -282520.961449 nChanged 48 SP:Iteration 21Q (1806.382983 sec): 3 clusters Score: Raw -283040.129696 + Penalty 502.126023 = -282538.003673 nChanged 36 SP:Iteration 22Q (1806.436730 sec): 3 clusters Score: Raw -283051.506407 + Penalty 502.126023 = -282549.380383 nChanged 31 SP:Iteration 23Q (1806.487386 sec): 3 clusters Score: Raw -283060.389935 + Penalty 502.126023 = -282558.263912 nChanged 30 SP:Iteration 24Q (1806.539929 sec): 3 clusters Score: Raw -283069.806681 + Penalty 502.126023 = -282567.680658 nChanged 27 SP:Iteration 25Q (1806.579697 sec): 3 clusters Score: Raw -283078.049703 + Penalty 502.126023 = -282575.923680 nChanged 20 SP:Iteration 26Q (1806.629842 sec): 3 clusters Score: Raw -283083.443879 + Penalty 502.126023 = -282581.317856 nChanged 16 SP:Iteration 27Q (1806.690317 sec): 3 clusters Score: Raw -283086.784362 + Penalty 502.126023 = -282584.658339 nChanged 12 SP:Iteration 28Q (1806.733080 sec): 3 clusters Score: Raw -283089.063746 + Penalty 502.126023 = -282586.937723 nChanged 16 SP:Iteration 29Q (1806.788991 sec): 3 clusters Score: Raw -283092.306150 + Penalty 502.126023 = -282590.180126 nChanged 7 SP:Iteration 30Q (1806.839048 sec): 3 clusters Score: Raw -283093.414351 + Penalty 502.126023 = -282591.288327 nChanged 4 SP:Iteration 31Q (1806.890305 sec): 3 clusters Score: Raw -283094.566715 + Penalty 502.126023 = -282592.440691 nChanged 3 SP:Iteration 32Q (1806.951537 sec): 3 clusters Score: Raw -283095.768288 + Penalty 502.126023 = -282593.642265 nChanged 3 SP:Iteration 33Q (1807.004434 sec): 3 clusters Score: Raw -283096.799528 + Penalty 502.126023 = -282594.673504 nChanged 6 SP:Iteration 34Q (1807.050229 sec): 3 clusters Score: Raw -283099.614806 + Penalty 502.126023 = -282597.488783 nChanged 9 SP:Iteration 35Q (1807.098858 sec): 3 clusters Score: Raw -283102.181004 + Penalty 502.126023 = -282600.054981 nChanged 7 SP:Iteration 36Q (1807.156707 sec): 3 clusters Score: Raw -283103.461965 + Penalty 502.126023 = -282601.335942 nChanged 9 SP:Iteration 37Q (1807.206375 sec): 3 clusters Score: Raw -283104.820730 + Penalty 502.126023 = -282602.694707 nChanged 6 SP:Iteration 38Q (1807.256212 sec): 3 clusters Score: Raw -283105.604615 + Penalty 502.126023 = -282603.478592 nChanged 6 SP:Iteration 39Q (1807.300568 sec): 3 clusters Score: Raw -283107.451550 + Penalty 502.126023 = -282605.325527 nChanged 6 SP:Iteration 40F (1807.349237 sec): 3 clusters Score: Raw -283109.407439 + Penalty 502.126023 = -282607.281416 nChanged 6 SP:Iteration 41Q (1807.396317 sec): 3 clusters Score: Raw -283111.012558 + Penalty 502.126023 = -282608.886535 nChanged 7 SP:Iteration 42Q (1807.449509 sec): 3 clusters Score: Raw -283113.453638 + Penalty 502.126023 = -282611.327614 nChanged 8 SP:Iteration 43Q (1807.509137 sec): 3 clusters Score: Raw -283116.674826 + Penalty 502.126023 = -282614.548803 nChanged 6 SP:Iteration 44Q (1807.559076 sec): 3 clusters Score: Raw -283119.847340 + Penalty 502.126023 = -282617.721316 nChanged 10 SP:Iteration 45Q (1807.603117 sec): 3 clusters Score: Raw -283125.316824 + Penalty 502.126023 = -282623.190801 nChanged 14 SP:Iteration 46Q (1807.662752 sec): 3 clusters Score: Raw -283130.308165 + Penalty 502.126023 = -282628.182141 nChanged 6 SP:Iteration 47Q (1807.719045 sec): 3 clusters Score: Raw -283131.996782 + Penalty 502.126023 = -282629.870758 nChanged 3 SP:Iteration 48Q (1807.769304 sec): 3 clusters Score: Raw -283132.489765 + Penalty 502.126023 = -282630.363742 nChanged 3 SP:Iteration 49Q (1807.827779 sec): 3 clusters Score: Raw -283132.777078 + Penalty 502.126023 = -282630.651055 nChanged 3 SP:Iteration 50Q (1807.871847 sec): 3 clusters Score: Raw -283133.575167 + Penalty 502.126023 = -282631.449143 nChanged 3 SP:Iteration 51Q (1807.928588 sec): 3 clusters Score: Raw -283134.432587 + Penalty 502.126023 = -282632.306564 nChanged 4 SP:Iteration 52Q (1807.982500 sec): 3 clusters Score: Raw -283135.199112 + Penalty 502.126023 = -282633.073088 nChanged 3 SP:Iteration 53Q (1808.034104 sec): 3 clusters Score: Raw -283135.722390 + Penalty 502.126023 = -282633.596367 nChanged 1 SP:Iteration 54Q (1808.081049 sec): 3 clusters Score: Raw -283135.815379 + Penalty 502.126023 = -282633.689356 nChanged 0 SP:Iteration 55F (1808.142734 sec): 3 clusters Score: Raw -283135.815379 + Penalty 502.126023 = -282633.689356 nChanged 0 Trying to split cluster 14 (648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1808.155471 sec): 2 clusters Score: Raw -17085.229549 + Penalty 178.031994 = -16907.197555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1808.210838 sec): 3 clusters Score: Raw -16767.714420 + Penalty 356.063988 = -16411.650431 nChanged 265 SP:Iteration 1F (1808.261010 sec): 3 clusters Score: Raw -16918.316193 + Penalty 356.063988 = -16562.252204 nChanged 53 SP:Iteration 2F (1808.302662 sec): 3 clusters Score: Raw -16956.727282 + Penalty 356.063988 = -16600.663294 nChanged 34 SP:Iteration 3F (1808.348201 sec): 3 clusters Score: Raw -16982.977071 + Penalty 356.063988 = -16626.913083 nChanged 33 SP:Iteration 4F (1808.395788 sec): 3 clusters Score: Raw -17007.544896 + Penalty 356.063988 = -16651.480908 nChanged 19 SP:Iteration 5Q (1808.441491 sec): 3 clusters Score: Raw -17028.051006 + Penalty 356.063988 = -16671.987018 nChanged 19 SP:Iteration 6Q (1808.484003 sec): 3 clusters Score: Raw -17061.023726 + Penalty 356.063988 = -16704.959738 nChanged 19 SP:Iteration 7Q (1808.537027 sec): 3 clusters Score: Raw -17091.902930 + Penalty 356.063988 = -16735.838942 nChanged 30 SP:Iteration 8Q (1808.575046 sec): 3 clusters Score: Raw -17115.627309 + Penalty 356.063988 = -16759.563320 nChanged 21 SP:Iteration 9Q (1808.621782 sec): 3 clusters Score: Raw -17128.932965 + Penalty 356.063988 = -16772.868977 nChanged 22 SP:Iteration 10Q (1808.664510 sec): 3 clusters Score: Raw -17142.998214 + Penalty 356.063988 = -16786.934226 nChanged 13 SP:Iteration 11Q (1808.717337 sec): 3 clusters Score: Raw -17149.680853 + Penalty 356.063988 = -16793.616864 nChanged 11 SP:Iteration 12Q (1808.767560 sec): 3 clusters Score: Raw -17154.566885 + Penalty 356.063988 = -16798.502897 nChanged 10 SP:Iteration 13Q (1808.814686 sec): 3 clusters Score: Raw -17159.223302 + Penalty 356.063988 = -16803.159314 nChanged 5 SP:Iteration 14Q (1808.862065 sec): 3 clusters Score: Raw -17160.879041 + Penalty 356.063988 = -16804.815053 nChanged 4 SP:Iteration 15Q (1808.898452 sec): 3 clusters Score: Raw -17162.059884 + Penalty 356.063988 = -16805.995896 nChanged 4 SP:Iteration 16Q (1808.940293 sec): 3 clusters Score: Raw -17166.798072 + Penalty 356.063988 = -16810.734084 nChanged 4 SP:Iteration 17Q (1808.982490 sec): 3 clusters Score: Raw -17170.270123 + Penalty 356.063988 = -16814.206134 nChanged 4 SP:Iteration 18Q (1809.033556 sec): 3 clusters Score: Raw -17172.479584 + Penalty 356.063988 = -16816.415596 nChanged 2 SP:Iteration 19Q (1809.074038 sec): 3 clusters Score: Raw -17172.991700 + Penalty 356.063988 = -16816.927712 nChanged 4 SP:Iteration 20F (1809.117368 sec): 3 clusters Score: Raw -17174.466903 + Penalty 356.063988 = -16818.402914 nChanged 5 SP:Iteration 21Q (1809.163171 sec): 3 clusters Score: Raw -17177.083201 + Penalty 356.063988 = -16821.019213 nChanged 7 SP:Iteration 22Q (1809.206643 sec): 3 clusters Score: Raw -17181.709936 + Penalty 356.063988 = -16825.645948 nChanged 7 SP:Iteration 23Q (1809.248040 sec): 3 clusters Score: Raw -17184.671958 + Penalty 356.063988 = -16828.607970 nChanged 3 SP:Iteration 24Q (1809.288996 sec): 3 clusters Score: Raw -17185.939816 + Penalty 356.063988 = -16829.875827 nChanged 1 SP:Iteration 25Q (1809.334264 sec): 3 clusters Score: Raw -17186.738720 + Penalty 356.063988 = -16830.674731 nChanged 3 SP:Iteration 26Q (1809.368674 sec): 3 clusters Score: Raw -17187.323102 + Penalty 356.063988 = -16831.259113 nChanged 2 SP:Iteration 27Q (1809.418468 sec): 3 clusters Score: Raw -17188.379247 + Penalty 356.063988 = -16832.315259 nChanged 3 SP:Iteration 28Q (1809.461530 sec): 3 clusters Score: Raw -17189.947124 + Penalty 356.063988 = -16833.883135 nChanged 5 SP:Iteration 29Q (1809.508021 sec): 3 clusters Score: Raw -17191.329286 + Penalty 356.063988 = -16835.265297 nChanged 1 SP:Iteration 30Q (1809.552385 sec): 3 clusters Score: Raw -17191.503728 + Penalty 356.063988 = -16835.439740 nChanged 0 SP:Iteration 31F (1809.598855 sec): 3 clusters Score: Raw -17191.503728 + Penalty 356.063988 = -16835.439740 nChanged 0 Trying to split cluster 15 (12988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1809.635708 sec): 2 clusters Score: Raw -382591.112459 + Penalty 260.473981 = -382330.638478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1809.687090 sec): 3 clusters Score: Raw -374203.375610 + Penalty 520.947962 = -373682.427648 nChanged 6218 SP:Iteration 1F (1809.748163 sec): 3 clusters Score: Raw -377840.566225 + Penalty 520.947962 = -377319.618263 nChanged 709 SP:Iteration 2F (1809.803579 sec): 3 clusters Score: Raw -378174.488087 + Penalty 520.947962 = -377653.540125 nChanged 794 SP:Iteration 3F (1809.849376 sec): 3 clusters Score: Raw -378606.440053 + Penalty 520.947962 = -378085.492090 nChanged 811 SP:Iteration 4F (1809.914113 sec): 3 clusters Score: Raw -379119.118660 + Penalty 520.947962 = -378598.170698 nChanged 819 SP:Iteration 5F (1809.973928 sec): 3 clusters Score: Raw -379632.418896 + Penalty 520.947962 = -379111.470934 nChanged 765 SP:Iteration 6F (1810.028589 sec): 3 clusters Score: Raw -380089.672592 + Penalty 520.947962 = -379568.724630 nChanged 692 SP:Iteration 7F (1810.073491 sec): 3 clusters Score: Raw -380458.519962 + Penalty 520.947962 = -379937.572000 nChanged 552 SP:Iteration 8Q (1810.137937 sec): 3 clusters Score: Raw -380716.747747 + Penalty 520.947962 = -380195.799785 nChanged 456 SP:Iteration 9Q (1810.196081 sec): 3 clusters Score: Raw -380891.035357 + Penalty 520.947962 = -380370.087394 nChanged 383 SP:Iteration 10Q (1810.252180 sec): 3 clusters Score: Raw -381011.980840 + Penalty 520.947962 = -380491.032878 nChanged 312 SP:Iteration 11Q (1810.305215 sec): 3 clusters Score: Raw -381093.061579 + Penalty 520.947962 = -380572.113617 nChanged 235 SP:Iteration 12Q (1810.355171 sec): 3 clusters Score: Raw -381142.643627 + Penalty 520.947962 = -380621.695665 nChanged 200 SP:Iteration 13Q (1810.412141 sec): 3 clusters Score: Raw -381183.304780 + Penalty 520.947962 = -380662.356818 nChanged 190 SP:Iteration 14Q (1810.464084 sec): 3 clusters Score: Raw -381227.567726 + Penalty 520.947962 = -380706.619764 nChanged 215 SP:Iteration 15Q (1810.522635 sec): 3 clusters Score: Raw -381281.384654 + Penalty 520.947962 = -380760.436691 nChanged 190 SP:Iteration 16Q (1810.584319 sec): 3 clusters Score: Raw -381322.923738 + Penalty 520.947962 = -380801.975776 nChanged 177 SP:Iteration 17Q (1810.638723 sec): 3 clusters Score: Raw -381359.637854 + Penalty 520.947962 = -380838.689892 nChanged 163 SP:Iteration 18Q (1810.693840 sec): 3 clusters Score: Raw -381396.259729 + Penalty 520.947962 = -380875.311767 nChanged 185 SP:Iteration 19Q (1810.752677 sec): 3 clusters Score: Raw -381444.146821 + Penalty 520.947962 = -380923.198859 nChanged 202 SP:Iteration 20F (1810.804133 sec): 3 clusters Score: Raw -381497.157642 + Penalty 520.947962 = -380976.209679 nChanged 194 SP:Iteration 21Q (1810.860985 sec): 3 clusters Score: Raw -381553.760370 + Penalty 520.947962 = -381032.812408 nChanged 210 SP:Iteration 22Q (1810.919935 sec): 3 clusters Score: Raw -381620.837835 + Penalty 520.947962 = -381099.889873 nChanged 240 SP:Iteration 23Q (1810.976215 sec): 3 clusters Score: Raw -381704.601830 + Penalty 520.947962 = -381183.653867 nChanged 212 SP:Iteration 24Q (1811.030155 sec): 3 clusters Score: Raw -381777.551692 + Penalty 520.947962 = -381256.603729 nChanged 230 SP:Iteration 25Q (1811.087266 sec): 3 clusters Score: Raw -381863.599667 + Penalty 520.947962 = -381342.651705 nChanged 232 SP:Iteration 26Q (1811.131972 sec): 3 clusters Score: Raw -381952.382463 + Penalty 520.947962 = -381431.434500 nChanged 240 SP:Iteration 27Q (1811.189836 sec): 3 clusters Score: Raw -382063.297596 + Penalty 520.947962 = -381542.349634 nChanged 206 SP:Iteration 28Q (1811.252290 sec): 3 clusters Score: Raw -382150.447436 + Penalty 520.947962 = -381629.499473 nChanged 187 SP:Iteration 29Q (1811.305215 sec): 3 clusters Score: Raw -382230.207904 + Penalty 520.947962 = -381709.259942 nChanged 183 SP:Iteration 30Q (1811.359864 sec): 3 clusters Score: Raw -382303.860006 + Penalty 520.947962 = -381782.912043 nChanged 150 SP:Iteration 31Q (1811.410311 sec): 3 clusters Score: Raw -382360.998618 + Penalty 520.947962 = -381840.050656 nChanged 146 SP:Iteration 32Q (1811.467425 sec): 3 clusters Score: Raw -382419.775511 + Penalty 520.947962 = -381898.827549 nChanged 110 SP:Iteration 33Q (1811.516616 sec): 3 clusters Score: Raw -382468.984148 + Penalty 520.947962 = -381948.036186 nChanged 109 SP:Iteration 34Q (1811.576553 sec): 3 clusters Score: Raw -382522.245337 + Penalty 520.947962 = -382001.297375 nChanged 91 SP:Iteration 35Q (1811.634317 sec): 3 clusters Score: Raw -382566.343704 + Penalty 520.947962 = -382045.395741 nChanged 77 SP:Iteration 36Q (1811.689345 sec): 3 clusters Score: Raw -382598.956260 + Penalty 520.947962 = -382078.008298 nChanged 51 SP:Iteration 37Q (1811.746572 sec): 3 clusters Score: Raw -382616.479520 + Penalty 520.947962 = -382095.531558 nChanged 46 SP:Iteration 38Q (1811.799891 sec): 3 clusters Score: Raw -382633.741717 + Penalty 520.947962 = -382112.793754 nChanged 30 SP:Iteration 39Q (1811.845201 sec): 3 clusters Score: Raw -382649.750623 + Penalty 520.947962 = -382128.802661 nChanged 20 SP:Iteration 40F (1811.898876 sec): 3 clusters Score: Raw -382657.524933 + Penalty 520.947962 = -382136.576971 nChanged 19 SP:Iteration 41Q (1811.960185 sec): 3 clusters Score: Raw -382665.934989 + Penalty 520.947962 = -382144.987027 nChanged 17 SP:Iteration 42Q (1812.014650 sec): 3 clusters Score: Raw -382675.784121 + Penalty 520.947962 = -382154.836159 nChanged 20 SP:Iteration 43Q (1812.060329 sec): 3 clusters Score: Raw -382684.693629 + Penalty 520.947962 = -382163.745667 nChanged 15 SP:Iteration 44Q (1812.117791 sec): 3 clusters Score: Raw -382692.371743 + Penalty 520.947962 = -382171.423781 nChanged 14 SP:Iteration 45Q (1812.159985 sec): 3 clusters Score: Raw -382699.826260 + Penalty 520.947962 = -382178.878298 nChanged 14 SP:Iteration 46Q (1812.221403 sec): 3 clusters Score: Raw -382704.620419 + Penalty 520.947962 = -382183.672456 nChanged 8 SP:Iteration 47Q (1812.273073 sec): 3 clusters Score: Raw -382706.219071 + Penalty 520.947962 = -382185.271109 nChanged 8 SP:Iteration 48Q (1812.335397 sec): 3 clusters Score: Raw -382708.056755 + Penalty 520.947962 = -382187.108793 nChanged 4 SP:Iteration 49Q (1812.392186 sec): 3 clusters Score: Raw -382708.958702 + Penalty 520.947962 = -382188.010740 nChanged 3 SP:Iteration 50Q (1812.436768 sec): 3 clusters Score: Raw -382709.542928 + Penalty 520.947962 = -382188.594966 nChanged 2 SP:Iteration 51Q (1812.498287 sec): 3 clusters Score: Raw -382709.998576 + Penalty 520.947962 = -382189.050614 nChanged 3 SP:Iteration 52Q (1812.550048 sec): 3 clusters Score: Raw -382710.670472 + Penalty 520.947962 = -382189.722510 nChanged 4 SP:Iteration 53Q (1812.590585 sec): 3 clusters Score: Raw -382711.649020 + Penalty 520.947962 = -382190.701057 nChanged 1 SP:Iteration 54Q (1812.648019 sec): 3 clusters Score: Raw -382711.809916 + Penalty 520.947962 = -382190.861954 nChanged 0 SP:Iteration 55F (1812.701278 sec): 3 clusters Score: Raw -382711.809916 + Penalty 520.947962 = -382190.861954 nChanged 0 Trying to split cluster 16 (42866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1812.760264 sec): 2 clusters Score: Raw -1333377.878717 + Penalty 293.310442 = -1333084.568275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1812.835333 sec): 3 clusters Score: Raw -1304934.264452 + Penalty 586.620884 = -1304347.643569 nChanged 20863 SP:Iteration 1F (1812.918388 sec): 3 clusters Score: Raw -1320012.213575 + Penalty 586.620884 = -1319425.592691 nChanged 3277 SP:Iteration 2F (1812.995761 sec): 3 clusters Score: Raw -1322045.422728 + Penalty 586.620884 = -1321458.801845 nChanged 3074 SP:Iteration 3F (1813.076166 sec): 3 clusters Score: Raw -1324119.281926 + Penalty 586.620884 = -1323532.661042 nChanged 2709 SP:Iteration 4F (1813.143709 sec): 3 clusters Score: Raw -1326132.813872 + Penalty 586.620884 = -1325546.192988 nChanged 2318 SP:Iteration 5F (1813.225391 sec): 3 clusters Score: Raw -1327931.183421 + Penalty 586.620884 = -1327344.562537 nChanged 1916 SP:Iteration 6Q (1813.310676 sec): 3 clusters Score: Raw -1329487.304331 + Penalty 586.620884 = -1328900.683447 nChanged 1477 SP:Iteration 7Q (1813.402932 sec): 3 clusters Score: Raw -1330680.102410 + Penalty 586.620884 = -1330093.481526 nChanged 1061 SP:Iteration 8Q (1813.475773 sec): 3 clusters Score: Raw -1331555.601836 + Penalty 586.620884 = -1330968.980952 nChanged 704 SP:Iteration 9Q (1813.551736 sec): 3 clusters Score: Raw -1332062.697102 + Penalty 586.620884 = -1331476.076218 nChanged 474 SP:Iteration 10Q (1813.638373 sec): 3 clusters Score: Raw -1332376.471362 + Penalty 586.620884 = -1331789.850478 nChanged 402 SP:Iteration 11Q (1813.732586 sec): 3 clusters Score: Raw -1332616.450720 + Penalty 586.620884 = -1332029.829837 nChanged 306 SP:Iteration 12Q (1813.818826 sec): 3 clusters Score: Raw -1332776.159907 + Penalty 586.620884 = -1332189.539024 nChanged 259 SP:Iteration 13Q (1813.901810 sec): 3 clusters Score: Raw -1332915.320581 + Penalty 586.620884 = -1332328.699698 nChanged 212 SP:Iteration 14Q (1813.977433 sec): 3 clusters Score: Raw -1333036.761060 + Penalty 586.620884 = -1332450.140176 nChanged 180 SP:Iteration 15Q (1814.058766 sec): 3 clusters Score: Raw -1333153.143391 + Penalty 586.620884 = -1332566.522507 nChanged 112 SP:Iteration 16Q (1814.137231 sec): 3 clusters Score: Raw -1333230.454183 + Penalty 586.620884 = -1332643.833300 nChanged 92 SP:Iteration 17Q (1814.207290 sec): 3 clusters Score: Raw -1333303.532983 + Penalty 586.620884 = -1332716.912099 nChanged 71 SP:Iteration 18Q (1814.285918 sec): 3 clusters Score: Raw -1333377.863247 + Penalty 586.620884 = -1332791.242363 nChanged 64 SP:Iteration 19Q (1814.362971 sec): 3 clusters Score: Raw -1333432.871895 + Penalty 586.620884 = -1332846.251011 nChanged 47 SP:Iteration 20F (1814.437805 sec): 3 clusters Score: Raw -1333467.420221 + Penalty 586.620884 = -1332880.799337 nChanged 29 SP:Iteration 21Q (1814.505457 sec): 3 clusters Score: Raw -1333483.356612 + Penalty 586.620884 = -1332896.735728 nChanged 28 SP:Iteration 22Q (1814.575445 sec): 3 clusters Score: Raw -1333496.648546 + Penalty 586.620884 = -1332910.027663 nChanged 27 SP:Iteration 23Q (1814.646581 sec): 3 clusters Score: Raw -1333508.871838 + Penalty 586.620884 = -1332922.250954 nChanged 15 SP:Iteration 24Q (1814.723918 sec): 3 clusters Score: Raw -1333514.297439 + Penalty 586.620884 = -1332927.676556 nChanged 14 SP:Iteration 25Q (1814.796144 sec): 3 clusters Score: Raw -1333517.065096 + Penalty 586.620884 = -1332930.444212 nChanged 9 SP:Iteration 26Q (1814.872404 sec): 3 clusters Score: Raw -1333519.235779 + Penalty 586.620884 = -1332932.614895 nChanged 7 SP:Iteration 27Q (1814.954533 sec): 3 clusters Score: Raw -1333521.622189 + Penalty 586.620884 = -1332935.001306 nChanged 6 SP:Iteration 28Q (1815.023913 sec): 3 clusters Score: Raw -1333523.168628 + Penalty 586.620884 = -1332936.547744 nChanged 6 SP:Iteration 29Q (1815.101444 sec): 3 clusters Score: Raw -1333524.117400 + Penalty 586.620884 = -1332937.496517 nChanged 5 SP:Iteration 30Q (1815.175008 sec): 3 clusters Score: Raw -1333525.152523 + Penalty 586.620884 = -1332938.531639 nChanged 6 SP:Iteration 31Q (1815.243560 sec): 3 clusters Score: Raw -1333526.528334 + Penalty 586.620884 = -1332939.907450 nChanged 8 SP:Iteration 32Q (1815.326977 sec): 3 clusters Score: Raw -1333529.093013 + Penalty 586.620884 = -1332942.472129 nChanged 9 SP:Iteration 33Q (1815.404096 sec): 3 clusters Score: Raw -1333531.277275 + Penalty 586.620884 = -1332944.656391 nChanged 8 SP:Iteration 34Q (1815.477525 sec): 3 clusters Score: Raw -1333533.075682 + Penalty 586.620884 = -1332946.454799 nChanged 7 SP:Iteration 35Q (1815.553220 sec): 3 clusters Score: Raw -1333534.430855 + Penalty 586.620884 = -1332947.809972 nChanged 5 SP:Iteration 36Q (1815.634857 sec): 3 clusters Score: Raw -1333536.022556 + Penalty 586.620884 = -1332949.401673 nChanged 4 SP:Iteration 37Q (1815.706248 sec): 3 clusters Score: Raw -1333536.828502 + Penalty 586.620884 = -1332950.207619 nChanged 2 SP:Iteration 38Q (1815.785329 sec): 3 clusters Score: Raw -1333537.278733 + Penalty 586.620884 = -1332950.657849 nChanged 1 SP:Iteration 39Q (1815.865805 sec): 3 clusters Score: Raw -1333537.367144 + Penalty 586.620884 = -1332950.746260 nChanged 0 SP:Iteration 40F (1815.938573 sec): 3 clusters Score: Raw -1333537.367144 + Penalty 586.620884 = -1332950.746260 nChanged 0 Trying to split cluster 17 (5135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1815.974444 sec): 2 clusters Score: Raw -120231.883500 + Penalty 234.955466 = -119996.928034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1816.014661 sec): 3 clusters Score: Raw -117102.479779 + Penalty 469.910932 = -116632.568848 nChanged 2365 SP:Iteration 1F (1816.068303 sec): 3 clusters Score: Raw -118504.235991 + Penalty 469.910932 = -118034.325060 nChanged 362 SP:Iteration 2F (1816.117706 sec): 3 clusters Score: Raw -118692.467383 + Penalty 469.910932 = -118222.556451 nChanged 334 SP:Iteration 3F (1816.165532 sec): 3 clusters Score: Raw -118911.528367 + Penalty 469.910932 = -118441.617435 nChanged 333 SP:Iteration 4F (1816.204885 sec): 3 clusters Score: Raw -119115.726894 + Penalty 469.910932 = -118645.815962 nChanged 275 SP:Iteration 5F (1816.259934 sec): 3 clusters Score: Raw -119303.616456 + Penalty 469.910932 = -118833.705524 nChanged 274 SP:Iteration 6F (1816.309652 sec): 3 clusters Score: Raw -119487.837165 + Penalty 469.910932 = -119017.926233 nChanged 269 SP:Iteration 7F (1816.350742 sec): 3 clusters Score: Raw -119670.095599 + Penalty 469.910932 = -119200.184668 nChanged 239 SP:Iteration 8Q (1816.403448 sec): 3 clusters Score: Raw -119825.154091 + Penalty 469.910932 = -119355.243159 nChanged 206 SP:Iteration 9Q (1816.455062 sec): 3 clusters Score: Raw -119948.861216 + Penalty 469.910932 = -119478.950284 nChanged 186 SP:Iteration 10Q (1816.510738 sec): 3 clusters Score: Raw -120043.029160 + Penalty 469.910932 = -119573.118229 nChanged 157 SP:Iteration 11Q (1816.561243 sec): 3 clusters Score: Raw -120107.849639 + Penalty 469.910932 = -119637.938707 nChanged 122 SP:Iteration 12Q (1816.604750 sec): 3 clusters Score: Raw -120155.492855 + Penalty 469.910932 = -119685.581923 nChanged 111 SP:Iteration 13Q (1816.667295 sec): 3 clusters Score: Raw -120199.150748 + Penalty 469.910932 = -119729.239816 nChanged 91 SP:Iteration 14Q (1816.716089 sec): 3 clusters Score: Raw -120232.811769 + Penalty 469.910932 = -119762.900837 nChanged 74 SP:Iteration 15Q (1816.756932 sec): 3 clusters Score: Raw -120256.981127 + Penalty 469.910932 = -119787.070195 nChanged 73 SP:Iteration 16Q (1816.815919 sec): 3 clusters Score: Raw -120279.326181 + Penalty 469.910932 = -119809.415249 nChanged 70 SP:Iteration 17Q (1816.853547 sec): 3 clusters Score: Raw -120297.191019 + Penalty 469.910932 = -119827.280087 nChanged 54 SP:Iteration 18Q (1816.901681 sec): 3 clusters Score: Raw -120309.851507 + Penalty 469.910932 = -119839.940575 nChanged 44 SP:Iteration 19Q (1816.949981 sec): 3 clusters Score: Raw -120320.265306 + Penalty 469.910932 = -119850.354374 nChanged 47 SP:Iteration 20F (1817.005626 sec): 3 clusters Score: Raw -120329.626519 + Penalty 469.910932 = -119859.715587 nChanged 37 SP:Iteration 21Q (1817.054358 sec): 3 clusters Score: Raw -120337.045934 + Penalty 469.910932 = -119867.135002 nChanged 41 SP:Iteration 22Q (1817.098534 sec): 3 clusters Score: Raw -120344.731728 + Penalty 469.910932 = -119874.820796 nChanged 31 SP:Iteration 23Q (1817.147365 sec): 3 clusters Score: Raw -120349.876481 + Penalty 469.910932 = -119879.965549 nChanged 30 SP:Iteration 24Q (1817.196543 sec): 3 clusters Score: Raw -120354.849463 + Penalty 469.910932 = -119884.938531 nChanged 19 SP:Iteration 25Q (1817.239126 sec): 3 clusters Score: Raw -120357.053313 + Penalty 469.910932 = -119887.142381 nChanged 15 SP:Iteration 26Q (1817.296947 sec): 3 clusters Score: Raw -120359.856943 + Penalty 469.910932 = -119889.946011 nChanged 13 SP:Iteration 27Q (1817.344878 sec): 3 clusters Score: Raw -120361.619576 + Penalty 469.910932 = -119891.708645 nChanged 7 SP:Iteration 28Q (1817.382727 sec): 3 clusters Score: Raw -120362.502937 + Penalty 469.910932 = -119892.592005 nChanged 5 SP:Iteration 29Q (1817.431892 sec): 3 clusters Score: Raw -120363.160014 + Penalty 469.910932 = -119893.249082 nChanged 4 SP:Iteration 30Q (1817.486342 sec): 3 clusters Score: Raw -120363.404206 + Penalty 469.910932 = -119893.493274 nChanged 1 SP:Iteration 31Q (1817.538712 sec): 3 clusters Score: Raw -120363.448965 + Penalty 469.910932 = -119893.538034 nChanged 1 SP:Iteration 32Q (1817.579169 sec): 3 clusters Score: Raw -120363.472943 + Penalty 469.910932 = -119893.562011 nChanged 0 SP:Iteration 33F (1817.627533 sec): 3 clusters Score: Raw -120363.472943 + Penalty 469.910932 = -119893.562011 nChanged 0 Trying to split cluster 18 (15927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1817.672041 sec): 2 clusters Score: Raw -496983.863607 + Penalty 266.083704 = -496717.779903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1817.722289 sec): 3 clusters Score: Raw -486581.318424 + Penalty 532.167408 = -486049.151016 nChanged 7625 SP:Iteration 1F (1817.777564 sec): 3 clusters Score: Raw -491258.920862 + Penalty 532.167408 = -490726.753454 nChanged 1214 SP:Iteration 2F (1817.835151 sec): 3 clusters Score: Raw -492076.239269 + Penalty 532.167408 = -491544.071860 nChanged 1404 SP:Iteration 3F (1817.901657 sec): 3 clusters Score: Raw -493279.498539 + Penalty 532.167408 = -492747.331130 nChanged 1392 SP:Iteration 4F (1817.953796 sec): 3 clusters Score: Raw -494576.045970 + Penalty 532.167408 = -494043.878562 nChanged 1030 SP:Iteration 5F (1818.011129 sec): 3 clusters Score: Raw -495529.906568 + Penalty 532.167408 = -494997.739160 nChanged 673 SP:Iteration 6Q (1818.076316 sec): 3 clusters Score: Raw -496123.167431 + Penalty 532.167408 = -495591.000023 nChanged 433 SP:Iteration 7Q (1818.129455 sec): 3 clusters Score: Raw -496482.200072 + Penalty 532.167408 = -495950.032663 nChanged 277 SP:Iteration 8Q (1818.175638 sec): 3 clusters Score: Raw -496699.301493 + Penalty 532.167408 = -496167.134085 nChanged 157 SP:Iteration 9Q (1818.240733 sec): 3 clusters Score: Raw -496816.003929 + Penalty 532.167408 = -496283.836520 nChanged 104 SP:Iteration 10Q (1818.305157 sec): 3 clusters Score: Raw -496892.180209 + Penalty 532.167408 = -496360.012800 nChanged 63 SP:Iteration 11Q (1818.359465 sec): 3 clusters Score: Raw -496936.946061 + Penalty 532.167408 = -496404.778652 nChanged 38 SP:Iteration 12Q (1818.409269 sec): 3 clusters Score: Raw -496975.247052 + Penalty 532.167408 = -496443.079644 nChanged 22 SP:Iteration 13Q (1818.467044 sec): 3 clusters Score: Raw -496992.764171 + Penalty 532.167408 = -496460.596763 nChanged 14 SP:Iteration 14Q (1818.529258 sec): 3 clusters Score: Raw -497004.739654 + Penalty 532.167408 = -496472.572246 nChanged 14 SP:Iteration 15Q (1818.584319 sec): 3 clusters Score: Raw -497014.462860 + Penalty 532.167408 = -496482.295452 nChanged 11 SP:Iteration 16Q (1818.631074 sec): 3 clusters Score: Raw -497021.278391 + Penalty 532.167408 = -496489.110983 nChanged 5 SP:Iteration 17Q (1818.696315 sec): 3 clusters Score: Raw -497024.441810 + Penalty 532.167408 = -496492.274402 nChanged 4 SP:Iteration 18Q (1818.754517 sec): 3 clusters Score: Raw -497026.926429 + Penalty 532.167408 = -496494.759020 nChanged 5 SP:Iteration 19Q (1818.807593 sec): 3 clusters Score: Raw -497029.880523 + Penalty 532.167408 = -496497.713115 nChanged 2 SP:Iteration 20F (1818.869905 sec): 3 clusters Score: Raw -497030.755847 + Penalty 532.167408 = -496498.588438 nChanged 2 SP:Iteration 21Q (1818.922999 sec): 3 clusters Score: Raw -497034.141822 + Penalty 532.167408 = -496501.974414 nChanged 2 SP:Iteration 22Q (1818.990107 sec): 3 clusters Score: Raw -497036.271165 + Penalty 532.167408 = -496504.103757 nChanged 4 SP:Iteration 23Q (1819.035369 sec): 3 clusters Score: Raw -497038.357359 + Penalty 532.167408 = -496506.189950 nChanged 1 SP:Iteration 24Q (1819.102112 sec): 3 clusters Score: Raw -497039.345558 + Penalty 532.167408 = -496507.178150 nChanged 0 SP:Iteration 25F (1819.148841 sec): 3 clusters Score: Raw -497039.345558 + Penalty 532.167408 = -496507.178150 nChanged 0 Trying to split cluster 19 (768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1819.183772 sec): 2 clusters Score: Raw -14480.647695 + Penalty 182.704218 = -14297.943478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1819.220728 sec): 3 clusters Score: Raw -14109.162802 + Penalty 365.408435 = -13743.754366 nChanged 292 SP:Iteration 1F (1819.267271 sec): 3 clusters Score: Raw -14281.847913 + Penalty 365.408435 = -13916.439478 nChanged 65 SP:Iteration 2F (1819.316675 sec): 3 clusters Score: Raw -14322.641263 + Penalty 365.408435 = -13957.232828 nChanged 30 SP:Iteration 3Q (1819.358748 sec): 3 clusters Score: Raw -14343.872328 + Penalty 365.408435 = -13978.463892 nChanged 31 SP:Iteration 4Q (1819.408897 sec): 3 clusters Score: Raw -14366.573518 + Penalty 365.408435 = -14001.165083 nChanged 26 SP:Iteration 5Q (1819.462201 sec): 3 clusters Score: Raw -14386.004893 + Penalty 365.408435 = -14020.596458 nChanged 27 SP:Iteration 6Q (1819.505183 sec): 3 clusters Score: Raw -14405.533873 + Penalty 365.408435 = -14040.125438 nChanged 24 SP:Iteration 7Q (1819.545481 sec): 3 clusters Score: Raw -14430.111928 + Penalty 365.408435 = -14064.703492 nChanged 25 SP:Iteration 8Q (1819.596257 sec): 3 clusters Score: Raw -14446.772712 + Penalty 365.408435 = -14081.364277 nChanged 17 SP:Iteration 9Q (1819.639885 sec): 3 clusters Score: Raw -14456.349874 + Penalty 365.408435 = -14090.941439 nChanged 16 SP:Iteration 10Q (1819.680234 sec): 3 clusters Score: Raw -14462.250010 + Penalty 365.408435 = -14096.841575 nChanged 9 SP:Iteration 11Q (1819.727794 sec): 3 clusters Score: Raw -14465.104631 + Penalty 365.408435 = -14099.696196 nChanged 10 SP:Iteration 12Q (1819.775399 sec): 3 clusters Score: Raw -14469.120588 + Penalty 365.408435 = -14103.712153 nChanged 8 SP:Iteration 13Q (1819.818545 sec): 3 clusters Score: Raw -14472.463367 + Penalty 365.408435 = -14107.054932 nChanged 9 SP:Iteration 14Q (1819.870825 sec): 3 clusters Score: Raw -14476.437350 + Penalty 365.408435 = -14111.028915 nChanged 13 SP:Iteration 15Q (1819.914339 sec): 3 clusters Score: Raw -14481.715919 + Penalty 365.408435 = -14116.307483 nChanged 8 SP:Iteration 16Q (1819.961802 sec): 3 clusters Score: Raw -14485.615984 + Penalty 365.408435 = -14120.207549 nChanged 9 SP:Iteration 17Q (1820.001359 sec): 3 clusters Score: Raw -14488.137359 + Penalty 365.408435 = -14122.728924 nChanged 9 SP:Iteration 18Q (1820.047674 sec): 3 clusters Score: Raw -14491.484347 + Penalty 365.408435 = -14126.075911 nChanged 4 SP:Iteration 19Q (1820.100163 sec): 3 clusters Score: Raw -14492.691099 + Penalty 365.408435 = -14127.282664 nChanged 4 SP:Iteration 20F (1820.144053 sec): 3 clusters Score: Raw -14495.567251 + Penalty 365.408435 = -14130.158815 nChanged 6 SP:Iteration 21Q (1820.181965 sec): 3 clusters Score: Raw -14497.877844 + Penalty 365.408435 = -14132.469408 nChanged 4 SP:Iteration 22Q (1820.226734 sec): 3 clusters Score: Raw -14499.231989 + Penalty 365.408435 = -14133.823554 nChanged 6 SP:Iteration 23Q (1820.270538 sec): 3 clusters Score: Raw -14502.142467 + Penalty 365.408435 = -14136.734031 nChanged 2 SP:Iteration 24Q (1820.316185 sec): 3 clusters Score: Raw -14502.973088 + Penalty 365.408435 = -14137.564652 nChanged 3 SP:Iteration 25Q (1820.361503 sec): 3 clusters Score: Raw -14503.758961 + Penalty 365.408435 = -14138.350526 nChanged 4 SP:Iteration 26Q (1820.408681 sec): 3 clusters Score: Raw -14505.666208 + Penalty 365.408435 = -14140.257773 nChanged 3 SP:Iteration 27Q (1820.448277 sec): 3 clusters Score: Raw -14507.371345 + Penalty 365.408435 = -14141.962910 nChanged 3 SP:Iteration 28Q (1820.490084 sec): 3 clusters Score: Raw -14509.370781 + Penalty 365.408435 = -14143.962346 nChanged 2 SP:Iteration 29Q (1820.536573 sec): 3 clusters Score: Raw -14510.397539 + Penalty 365.408435 = -14144.989103 nChanged 5 SP:Iteration 30Q (1820.594910 sec): 3 clusters Score: Raw -14512.125738 + Penalty 365.408435 = -14146.717303 nChanged 3 SP:Iteration 31Q (1820.633028 sec): 3 clusters Score: Raw -14512.781550 + Penalty 365.408435 = -14147.373115 nChanged 2 SP:Iteration 32Q (1820.681533 sec): 3 clusters Score: Raw -14513.090296 + Penalty 365.408435 = -14147.681861 nChanged 1 SP:Iteration 33Q (1820.714260 sec): 3 clusters Score: Raw -14513.607549 + Penalty 365.408435 = -14148.199114 nChanged 2 SP:Iteration 34Q (1820.757190 sec): 3 clusters Score: Raw -14514.610724 + Penalty 365.408435 = -14149.202289 nChanged 2 SP:Iteration 35Q (1820.801134 sec): 3 clusters Score: Raw -14515.085906 + Penalty 365.408435 = -14149.677470 nChanged 3 SP:Iteration 36Q (1820.851334 sec): 3 clusters Score: Raw -14516.254936 + Penalty 365.408435 = -14150.846500 nChanged 3 SP:Iteration 37Q (1820.897702 sec): 3 clusters Score: Raw -14517.365729 + Penalty 365.408435 = -14151.957293 nChanged 1 SP:Iteration 38Q (1820.947333 sec): 3 clusters Score: Raw -14517.695636 + Penalty 365.408435 = -14152.287200 nChanged 2 SP:Iteration 39Q (1820.989324 sec): 3 clusters Score: Raw -14518.530210 + Penalty 365.408435 = -14153.121775 nChanged 5 SP:Iteration 40F (1821.038481 sec): 3 clusters Score: Raw -14521.790056 + Penalty 365.408435 = -14156.381621 nChanged 4 SP:Iteration 41Q (1821.071638 sec): 3 clusters Score: Raw -14524.114011 + Penalty 365.408435 = -14158.705576 nChanged 1 SP:Iteration 42Q (1821.115898 sec): 3 clusters Score: Raw -14524.242888 + Penalty 365.408435 = -14158.834452 nChanged 0 SP:Iteration 43F (1821.157469 sec): 3 clusters Score: Raw -14524.242888 + Penalty 365.408435 = -14158.834452 nChanged 0 Trying to split cluster 20 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1821.180313 sec): 2 clusters Score: Raw -15613.659926 + Penalty 173.472707 = -15440.187219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1821.224979 sec): 3 clusters Score: Raw -15326.619186 + Penalty 346.945414 = -14979.673772 nChanged 230 SP:Iteration 1F (1821.272568 sec): 3 clusters Score: Raw -15466.872436 + Penalty 346.945414 = -15119.927021 nChanged 63 SP:Iteration 2F (1821.319984 sec): 3 clusters Score: Raw -15532.203593 + Penalty 346.945414 = -15185.258178 nChanged 35 SP:Iteration 3F (1821.366695 sec): 3 clusters Score: Raw -15558.185137 + Penalty 346.945414 = -15211.239723 nChanged 21 SP:Iteration 4Q (1821.413476 sec): 3 clusters Score: Raw -15571.822153 + Penalty 346.945414 = -15224.876739 nChanged 12 SP:Iteration 5Q (1821.453825 sec): 3 clusters Score: Raw -15578.951898 + Penalty 346.945414 = -15232.006484 nChanged 7 SP:Iteration 6Q (1821.497180 sec): 3 clusters Score: Raw -15581.800003 + Penalty 346.945414 = -15234.854588 nChanged 5 SP:Iteration 7Q (1821.553681 sec): 3 clusters Score: Raw -15583.827450 + Penalty 346.945414 = -15236.882036 nChanged 3 SP:Iteration 8Q (1821.599245 sec): 3 clusters Score: Raw -15585.615596 + Penalty 346.945414 = -15238.670182 nChanged 3 SP:Iteration 9Q (1821.643240 sec): 3 clusters Score: Raw -15586.811732 + Penalty 346.945414 = -15239.866317 nChanged 3 SP:Iteration 10Q (1821.685610 sec): 3 clusters Score: Raw -15587.711776 + Penalty 346.945414 = -15240.766362 nChanged 1 SP:Iteration 11Q (1821.731825 sec): 3 clusters Score: Raw -15587.920185 + Penalty 346.945414 = -15240.974771 nChanged 0 SP:Iteration 12F (1821.777809 sec): 3 clusters Score: Raw -15587.920185 + Penalty 346.945414 = -15240.974771 nChanged 0 Trying to split cluster 21 (6765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1821.804500 sec): 2 clusters Score: Raw -201542.655777 + Penalty 242.536732 = -201300.119045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1821.861131 sec): 3 clusters Score: Raw -197283.135287 + Penalty 485.073465 = -196798.061822 nChanged 3210 SP:Iteration 1F (1821.910040 sec): 3 clusters Score: Raw -199694.189252 + Penalty 485.073465 = -199209.115787 nChanged 502 SP:Iteration 2F (1821.956364 sec): 3 clusters Score: Raw -200013.228899 + Penalty 485.073465 = -199528.155434 nChanged 411 SP:Iteration 3F (1822.002470 sec): 3 clusters Score: Raw -200242.013880 + Penalty 485.073465 = -199756.940415 nChanged 339 SP:Iteration 4F (1822.048503 sec): 3 clusters Score: Raw -200426.857115 + Penalty 485.073465 = -199941.783651 nChanged 305 SP:Iteration 5Q (1822.097780 sec): 3 clusters Score: Raw -200585.647746 + Penalty 485.073465 = -200100.574281 nChanged 281 SP:Iteration 6Q (1822.147252 sec): 3 clusters Score: Raw -200708.800716 + Penalty 485.073465 = -200223.727251 nChanged 216 SP:Iteration 7Q (1822.196822 sec): 3 clusters Score: Raw -200792.337405 + Penalty 485.073465 = -200307.263940 nChanged 182 SP:Iteration 8Q (1822.246812 sec): 3 clusters Score: Raw -200860.228304 + Penalty 485.073465 = -200375.154839 nChanged 166 SP:Iteration 9Q (1822.302020 sec): 3 clusters Score: Raw -200913.668994 + Penalty 485.073465 = -200428.595529 nChanged 130 SP:Iteration 10Q (1822.351750 sec): 3 clusters Score: Raw -200950.374271 + Penalty 485.073465 = -200465.300806 nChanged 99 SP:Iteration 11Q (1822.393691 sec): 3 clusters Score: Raw -200976.568200 + Penalty 485.073465 = -200491.494735 nChanged 85 SP:Iteration 12Q (1822.443169 sec): 3 clusters Score: Raw -201002.787180 + Penalty 485.073465 = -200517.713715 nChanged 81 SP:Iteration 13Q (1822.496748 sec): 3 clusters Score: Raw -201023.759694 + Penalty 485.073465 = -200538.686229 nChanged 75 SP:Iteration 14Q (1822.551802 sec): 3 clusters Score: Raw -201041.460567 + Penalty 485.073465 = -200556.387102 nChanged 84 SP:Iteration 15Q (1822.600758 sec): 3 clusters Score: Raw -201061.252632 + Penalty 485.073465 = -200576.179167 nChanged 72 SP:Iteration 16Q (1822.648126 sec): 3 clusters Score: Raw -201078.922556 + Penalty 485.073465 = -200593.849091 nChanged 78 SP:Iteration 17Q (1822.700863 sec): 3 clusters Score: Raw -201098.598730 + Penalty 485.073465 = -200613.525266 nChanged 61 SP:Iteration 18Q (1822.753426 sec): 3 clusters Score: Raw -201110.211611 + Penalty 485.073465 = -200625.138146 nChanged 63 SP:Iteration 19Q (1822.800192 sec): 3 clusters Score: Raw -201122.913228 + Penalty 485.073465 = -200637.839763 nChanged 61 SP:Iteration 20F (1822.848025 sec): 3 clusters Score: Raw -201139.020132 + Penalty 485.073465 = -200653.946667 nChanged 71 SP:Iteration 21Q (1822.900993 sec): 3 clusters Score: Raw -201157.749992 + Penalty 485.073465 = -200672.676527 nChanged 67 SP:Iteration 22Q (1822.955591 sec): 3 clusters Score: Raw -201173.290717 + Penalty 485.073465 = -200688.217252 nChanged 53 SP:Iteration 23Q (1823.012508 sec): 3 clusters Score: Raw -201185.742481 + Penalty 485.073465 = -200700.669017 nChanged 57 SP:Iteration 24Q (1823.057239 sec): 3 clusters Score: Raw -201200.700174 + Penalty 485.073465 = -200715.626709 nChanged 61 SP:Iteration 25Q (1823.113052 sec): 3 clusters Score: Raw -201218.920326 + Penalty 485.073465 = -200733.846861 nChanged 68 SP:Iteration 26Q (1823.156296 sec): 3 clusters Score: Raw -201243.823744 + Penalty 485.073465 = -200758.750279 nChanged 78 SP:Iteration 27Q (1823.210474 sec): 3 clusters Score: Raw -201276.947773 + Penalty 485.073465 = -200791.874308 nChanged 75 SP:Iteration 28Q (1823.257348 sec): 3 clusters Score: Raw -201313.111042 + Penalty 485.073465 = -200828.037577 nChanged 69 SP:Iteration 29Q (1823.318052 sec): 3 clusters Score: Raw -201348.020316 + Penalty 485.073465 = -200862.946852 nChanged 68 SP:Iteration 30Q (1823.368730 sec): 3 clusters Score: Raw -201373.163279 + Penalty 485.073465 = -200888.089814 nChanged 55 SP:Iteration 31Q (1823.415097 sec): 3 clusters Score: Raw -201393.695483 + Penalty 485.073465 = -200908.622018 nChanged 60 SP:Iteration 32Q (1823.477302 sec): 3 clusters Score: Raw -201421.803315 + Penalty 485.073465 = -200936.729851 nChanged 63 SP:Iteration 33Q (1823.525198 sec): 3 clusters Score: Raw -201451.158041 + Penalty 485.073465 = -200966.084576 nChanged 62 SP:Iteration 34Q (1823.569952 sec): 3 clusters Score: Raw -201477.951278 + Penalty 485.073465 = -200992.877813 nChanged 61 SP:Iteration 35Q (1823.629843 sec): 3 clusters Score: Raw -201502.300050 + Penalty 485.073465 = -201017.226585 nChanged 53 SP:Iteration 36Q (1823.683633 sec): 3 clusters Score: Raw -201524.488548 + Penalty 485.073465 = -201039.415084 nChanged 36 SP:Iteration 37Q (1823.730665 sec): 3 clusters Score: Raw -201539.736237 + Penalty 485.073465 = -201054.662772 nChanged 45 SP:Iteration 38Q (1823.783344 sec): 3 clusters Score: Raw -201554.313838 + Penalty 485.073465 = -201069.240373 nChanged 34 SP:Iteration 39Q (1823.829805 sec): 3 clusters Score: Raw -201563.457871 + Penalty 485.073465 = -201078.384406 nChanged 25 SP:Iteration 40F (1823.883500 sec): 3 clusters Score: Raw -201570.440880 + Penalty 485.073465 = -201085.367416 nChanged 32 SP:Iteration 41Q (1823.931817 sec): 3 clusters Score: Raw -201585.572464 + Penalty 485.073465 = -201100.498999 nChanged 26 SP:Iteration 42Q (1823.991800 sec): 3 clusters Score: Raw -201596.332307 + Penalty 485.073465 = -201111.258842 nChanged 21 SP:Iteration 43Q (1824.039532 sec): 3 clusters Score: Raw -201603.281003 + Penalty 485.073465 = -201118.207538 nChanged 26 SP:Iteration 44Q (1824.089795 sec): 3 clusters Score: Raw -201611.168646 + Penalty 485.073465 = -201126.095181 nChanged 25 SP:Iteration 45Q (1824.131293 sec): 3 clusters Score: Raw -201618.528054 + Penalty 485.073465 = -201133.454590 nChanged 16 SP:Iteration 46Q (1824.176731 sec): 3 clusters Score: Raw -201622.873263 + Penalty 485.073465 = -201137.799799 nChanged 16 SP:Iteration 47Q (1824.225033 sec): 3 clusters Score: Raw -201628.251407 + Penalty 485.073465 = -201143.177942 nChanged 19 SP:Iteration 48Q (1824.278964 sec): 3 clusters Score: Raw -201636.439053 + Penalty 485.073465 = -201151.365588 nChanged 14 SP:Iteration 49Q (1824.335793 sec): 3 clusters Score: Raw -201645.284350 + Penalty 485.073465 = -201160.210885 nChanged 14 SP:Iteration 50Q (1824.382552 sec): 3 clusters Score: Raw -201652.312687 + Penalty 485.073465 = -201167.239222 nChanged 18 SP:Iteration 51Q (1824.427552 sec): 3 clusters Score: Raw -201655.573233 + Penalty 485.073465 = -201170.499768 nChanged 9 SP:Iteration 52Q (1824.480903 sec): 3 clusters Score: Raw -201658.113400 + Penalty 485.073465 = -201173.039935 nChanged 6 SP:Iteration 53Q (1824.536791 sec): 3 clusters Score: Raw -201659.253682 + Penalty 485.073465 = -201174.180217 nChanged 3 SP:Iteration 54Q (1824.580114 sec): 3 clusters Score: Raw -201659.571147 + Penalty 485.073465 = -201174.497682 nChanged 4 SP:Iteration 55Q (1824.638493 sec): 3 clusters Score: Raw -201660.372090 + Penalty 485.073465 = -201175.298625 nChanged 6 SP:Iteration 56Q (1824.677458 sec): 3 clusters Score: Raw -201661.185590 + Penalty 485.073465 = -201176.112126 nChanged 2 SP:Iteration 57Q (1824.726338 sec): 3 clusters Score: Raw -201661.548751 + Penalty 485.073465 = -201176.475286 nChanged 1 SP:Iteration 58Q (1824.776555 sec): 3 clusters Score: Raw -201661.928149 + Penalty 485.073465 = -201176.854684 nChanged 0 SP:Iteration 59F (1824.831109 sec): 3 clusters Score: Raw -201661.928149 + Penalty 485.073465 = -201176.854684 nChanged 0 Trying to split cluster 22 (2081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1824.862939 sec): 2 clusters Score: Raw -62739.826969 + Penalty 210.116605 = -62529.710364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1824.899054 sec): 3 clusters Score: Raw -61559.322590 + Penalty 420.233210 = -61139.089380 nChanged 928 SP:Iteration 1F (1824.948965 sec): 3 clusters Score: Raw -62108.657707 + Penalty 420.233210 = -61688.424497 nChanged 159 SP:Iteration 2F (1824.998417 sec): 3 clusters Score: Raw -62207.055981 + Penalty 420.233210 = -61786.822771 nChanged 127 SP:Iteration 3F (1825.032287 sec): 3 clusters Score: Raw -62269.817816 + Penalty 420.233210 = -61849.584606 nChanged 96 SP:Iteration 4Q (1825.085525 sec): 3 clusters Score: Raw -62325.131445 + Penalty 420.233210 = -61904.898234 nChanged 92 SP:Iteration 5Q (1825.129639 sec): 3 clusters Score: Raw -62381.874498 + Penalty 420.233210 = -61961.641288 nChanged 91 SP:Iteration 6Q (1825.179591 sec): 3 clusters Score: Raw -62446.760706 + Penalty 420.233210 = -62026.527495 nChanged 90 SP:Iteration 7Q (1825.216683 sec): 3 clusters Score: Raw -62510.403526 + Penalty 420.233210 = -62090.170316 nChanged 72 SP:Iteration 8Q (1825.265825 sec): 3 clusters Score: Raw -62566.443224 + Penalty 420.233210 = -62146.210013 nChanged 59 SP:Iteration 9Q (1825.321935 sec): 3 clusters Score: Raw -62617.470444 + Penalty 420.233210 = -62197.237234 nChanged 44 SP:Iteration 10Q (1825.364167 sec): 3 clusters Score: Raw -62652.071595 + Penalty 420.233210 = -62231.838385 nChanged 51 SP:Iteration 11Q (1825.413700 sec): 3 clusters Score: Raw -62677.337972 + Penalty 420.233210 = -62257.104761 nChanged 28 SP:Iteration 12Q (1825.460921 sec): 3 clusters Score: Raw -62688.172942 + Penalty 420.233210 = -62267.939731 nChanged 21 SP:Iteration 13Q (1825.499329 sec): 3 clusters Score: Raw -62696.847464 + Penalty 420.233210 = -62276.614254 nChanged 19 SP:Iteration 14Q (1825.543765 sec): 3 clusters Score: Raw -62705.393272 + Penalty 420.233210 = -62285.160061 nChanged 17 SP:Iteration 15Q (1825.586735 sec): 3 clusters Score: Raw -62713.008038 + Penalty 420.233210 = -62292.774828 nChanged 15 SP:Iteration 16Q (1825.633821 sec): 3 clusters Score: Raw -62719.295471 + Penalty 420.233210 = -62299.062261 nChanged 13 SP:Iteration 17Q (1825.675941 sec): 3 clusters Score: Raw -62722.807633 + Penalty 420.233210 = -62302.574422 nChanged 11 SP:Iteration 18Q (1825.721177 sec): 3 clusters Score: Raw -62725.336369 + Penalty 420.233210 = -62305.103158 nChanged 3 SP:Iteration 19Q (1825.777278 sec): 3 clusters Score: Raw -62725.522572 + Penalty 420.233210 = -62305.289361 nChanged 0 SP:Iteration 20F (1825.818443 sec): 3 clusters Score: Raw -62725.727602 + Penalty 420.233210 = -62305.494391 nChanged 1 SP:Iteration 21Q (1825.857058 sec): 3 clusters Score: Raw -62726.127275 + Penalty 420.233210 = -62305.894064 nChanged 2 SP:Iteration 22Q (1825.912653 sec): 3 clusters Score: Raw -62726.441283 + Penalty 420.233210 = -62306.208073 nChanged 1 SP:Iteration 23Q (1825.948753 sec): 3 clusters Score: Raw -62726.498259 + Penalty 420.233210 = -62306.265049 nChanged 0 SP:Iteration 24F (1825.998575 sec): 3 clusters Score: Raw -62726.498259 + Penalty 420.233210 = -62306.265049 nChanged 0 Trying to split cluster 23 (1237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1826.013752 sec): 2 clusters Score: Raw -32706.327060 + Penalty 195.812220 = -32510.514840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1826.061671 sec): 3 clusters Score: Raw -32040.377667 + Penalty 391.624440 = -31648.753227 nChanged 537 SP:Iteration 1F (1826.103215 sec): 3 clusters Score: Raw -32435.065098 + Penalty 391.624440 = -32043.440657 nChanged 113 SP:Iteration 2F (1826.149970 sec): 3 clusters Score: Raw -32554.032314 + Penalty 391.624440 = -32162.407874 nChanged 91 SP:Iteration 3F (1826.207578 sec): 3 clusters Score: Raw -32619.131051 + Penalty 391.624440 = -32227.506611 nChanged 49 SP:Iteration 4Q (1826.256298 sec): 3 clusters Score: Raw -32646.068565 + Penalty 391.624440 = -32254.444125 nChanged 34 SP:Iteration 5Q (1826.295776 sec): 3 clusters Score: Raw -32663.142171 + Penalty 391.624440 = -32271.517731 nChanged 28 SP:Iteration 6Q (1826.353468 sec): 3 clusters Score: Raw -32677.381477 + Penalty 391.624440 = -32285.757037 nChanged 27 SP:Iteration 7Q (1826.393116 sec): 3 clusters Score: Raw -32688.669450 + Penalty 391.624440 = -32297.045010 nChanged 20 SP:Iteration 8Q (1826.444577 sec): 3 clusters Score: Raw -32693.870566 + Penalty 391.624440 = -32302.246125 nChanged 11 SP:Iteration 9Q (1826.488660 sec): 3 clusters Score: Raw -32695.900675 + Penalty 391.624440 = -32304.276234 nChanged 9 SP:Iteration 10Q (1826.541182 sec): 3 clusters Score: Raw -32699.519981 + Penalty 391.624440 = -32307.895541 nChanged 13 SP:Iteration 11Q (1826.582691 sec): 3 clusters Score: Raw -32706.338520 + Penalty 391.624440 = -32314.714080 nChanged 15 SP:Iteration 12Q (1826.630128 sec): 3 clusters Score: Raw -32710.494626 + Penalty 391.624440 = -32318.870185 nChanged 9 SP:Iteration 13Q (1826.683548 sec): 3 clusters Score: Raw -32713.987726 + Penalty 391.624440 = -32322.363285 nChanged 16 SP:Iteration 14Q (1826.724021 sec): 3 clusters Score: Raw -32721.046068 + Penalty 391.624440 = -32329.421628 nChanged 19 SP:Iteration 15Q (1826.765083 sec): 3 clusters Score: Raw -32729.560427 + Penalty 391.624440 = -32337.935986 nChanged 18 SP:Iteration 16Q (1826.815491 sec): 3 clusters Score: Raw -32737.969778 + Penalty 391.624440 = -32346.345338 nChanged 24 SP:Iteration 17Q (1826.860571 sec): 3 clusters Score: Raw -32757.500835 + Penalty 391.624440 = -32365.876394 nChanged 23 SP:Iteration 18Q (1826.901812 sec): 3 clusters Score: Raw -32774.588309 + Penalty 391.624440 = -32382.963868 nChanged 28 SP:Iteration 19Q (1826.950381 sec): 3 clusters Score: Raw -32795.345686 + Penalty 391.624440 = -32403.721245 nChanged 21 SP:Iteration 20F (1826.996977 sec): 3 clusters Score: Raw -32804.071861 + Penalty 391.624440 = -32412.447421 nChanged 15 SP:Iteration 21Q (1827.045577 sec): 3 clusters Score: Raw -32808.796918 + Penalty 391.624440 = -32417.172478 nChanged 11 SP:Iteration 22Q (1827.093549 sec): 3 clusters Score: Raw -32810.702221 + Penalty 391.624440 = -32419.077780 nChanged 2 SP:Iteration 23Q (1827.146232 sec): 3 clusters Score: Raw -32810.974479 + Penalty 391.624440 = -32419.350039 nChanged 1 SP:Iteration 24Q (1827.191459 sec): 3 clusters Score: Raw -32811.067712 + Penalty 391.624440 = -32419.443271 nChanged 1 SP:Iteration 25Q (1827.225747 sec): 3 clusters Score: Raw -32811.257190 + Penalty 391.624440 = -32419.632750 nChanged 0 SP:Iteration 26F (1827.271152 sec): 3 clusters Score: Raw -32811.257190 + Penalty 391.624440 = -32419.632750 nChanged 0 Trying to split cluster 24 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1827.296387 sec): 2 clusters Score: Raw -6875.273887 + Penalty 157.844305 = -6717.429582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1827.336138 sec): 3 clusters Score: Raw -6755.433524 + Penalty 315.688610 = -6439.744913 nChanged 108 SP:Iteration 1F (1827.387032 sec): 3 clusters Score: Raw -6837.679125 + Penalty 315.688610 = -6521.990515 nChanged 23 SP:Iteration 2F (1827.434054 sec): 3 clusters Score: Raw -6851.958381 + Penalty 315.688610 = -6536.269771 nChanged 9 SP:Iteration 3Q (1827.477089 sec): 3 clusters Score: Raw -6862.068057 + Penalty 315.688610 = -6546.379447 nChanged 14 SP:Iteration 4Q (1827.508579 sec): 3 clusters Score: Raw -6873.692912 + Penalty 315.688610 = -6558.004301 nChanged 7 SP:Iteration 5Q (1827.562707 sec): 3 clusters Score: Raw -6876.570726 + Penalty 315.688610 = -6560.882116 nChanged 4 SP:Iteration 6Q (1827.598270 sec): 3 clusters Score: Raw -6878.952964 + Penalty 315.688610 = -6563.264354 nChanged 4 SP:Iteration 7Q (1827.647588 sec): 3 clusters Score: Raw -6881.574748 + Penalty 315.688610 = -6565.886138 nChanged 3 SP:Iteration 8Q (1827.679694 sec): 3 clusters Score: Raw -6882.407899 + Penalty 315.688610 = -6566.719289 nChanged 3 SP:Iteration 9Q (1827.729961 sec): 3 clusters Score: Raw -6883.827351 + Penalty 315.688610 = -6568.138741 nChanged 2 SP:Iteration 10Q (1827.770428 sec): 3 clusters Score: Raw -6884.603444 + Penalty 315.688610 = -6568.914834 nChanged 1 SP:Iteration 11Q (1827.828543 sec): 3 clusters Score: Raw -6884.760931 + Penalty 315.688610 = -6569.072321 nChanged 0 SP:Iteration 12F (1827.864718 sec): 3 clusters Score: Raw -6884.760931 + Penalty 315.688610 = -6569.072321 nChanged 0 Trying to split cluster 25 (4931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1827.896148 sec): 2 clusters Score: Raw -109266.010640 + Penalty 233.840670 = -109032.169970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1827.938289 sec): 3 clusters Score: Raw -106173.221584 + Penalty 467.681340 = -105705.540244 nChanged 2298 SP:Iteration 1F (1827.996404 sec): 3 clusters Score: Raw -107778.282049 + Penalty 467.681340 = -107310.600709 nChanged 460 SP:Iteration 2F (1828.035412 sec): 3 clusters Score: Raw -108189.875220 + Penalty 467.681340 = -107722.193880 nChanged 357 SP:Iteration 3F (1828.095420 sec): 3 clusters Score: Raw -108503.353588 + Penalty 467.681340 = -108035.672248 nChanged 313 SP:Iteration 4F (1828.130437 sec): 3 clusters Score: Raw -108743.195031 + Penalty 467.681340 = -108275.513692 nChanged 214 SP:Iteration 5Q (1828.178215 sec): 3 clusters Score: Raw -108897.054149 + Penalty 467.681340 = -108429.372809 nChanged 146 SP:Iteration 6Q (1828.228694 sec): 3 clusters Score: Raw -108974.234941 + Penalty 467.681340 = -108506.553601 nChanged 95 SP:Iteration 7Q (1828.285025 sec): 3 clusters Score: Raw -109012.050223 + Penalty 467.681340 = -108544.368883 nChanged 62 SP:Iteration 8Q (1828.326322 sec): 3 clusters Score: Raw -109032.324233 + Penalty 467.681340 = -108564.642893 nChanged 50 SP:Iteration 9Q (1828.373090 sec): 3 clusters Score: Raw -109045.891450 + Penalty 467.681340 = -108578.210110 nChanged 40 SP:Iteration 10Q (1828.423517 sec): 3 clusters Score: Raw -109054.215485 + Penalty 467.681340 = -108586.534145 nChanged 34 SP:Iteration 11Q (1828.470901 sec): 3 clusters Score: Raw -109059.944207 + Penalty 467.681340 = -108592.262868 nChanged 27 SP:Iteration 12Q (1828.518274 sec): 3 clusters Score: Raw -109063.539107 + Penalty 467.681340 = -108595.857767 nChanged 17 SP:Iteration 13Q (1828.567671 sec): 3 clusters Score: Raw -109065.528759 + Penalty 467.681340 = -108597.847420 nChanged 18 SP:Iteration 14Q (1828.614460 sec): 3 clusters Score: Raw -109068.268638 + Penalty 467.681340 = -108600.587298 nChanged 15 SP:Iteration 15Q (1828.661733 sec): 3 clusters Score: Raw -109070.994004 + Penalty 467.681340 = -108603.312664 nChanged 15 SP:Iteration 16Q (1828.708704 sec): 3 clusters Score: Raw -109073.069977 + Penalty 467.681340 = -108605.388637 nChanged 11 SP:Iteration 17Q (1828.756074 sec): 3 clusters Score: Raw -109074.731494 + Penalty 467.681340 = -108607.050154 nChanged 9 SP:Iteration 18Q (1828.794696 sec): 3 clusters Score: Raw -109075.861205 + Penalty 467.681340 = -108608.179865 nChanged 10 SP:Iteration 19Q (1828.857436 sec): 3 clusters Score: Raw -109076.827361 + Penalty 467.681340 = -108609.146021 nChanged 9 SP:Iteration 20F (1828.907584 sec): 3 clusters Score: Raw -109077.576123 + Penalty 467.681340 = -108609.894783 nChanged 9 SP:Iteration 21Q (1828.958162 sec): 3 clusters Score: Raw -109078.668894 + Penalty 467.681340 = -108610.987554 nChanged 13 SP:Iteration 22Q (1828.993953 sec): 3 clusters Score: Raw -109080.508647 + Penalty 467.681340 = -108612.827307 nChanged 13 SP:Iteration 23Q (1829.052002 sec): 3 clusters Score: Raw -109081.800583 + Penalty 467.681340 = -108614.119243 nChanged 9 SP:Iteration 24Q (1829.093204 sec): 3 clusters Score: Raw -109082.967205 + Penalty 467.681340 = -108615.285865 nChanged 10 SP:Iteration 25Q (1829.145560 sec): 3 clusters Score: Raw -109084.190674 + Penalty 467.681340 = -108616.509334 nChanged 10 SP:Iteration 26Q (1829.187200 sec): 3 clusters Score: Raw -109085.312178 + Penalty 467.681340 = -108617.630838 nChanged 10 SP:Iteration 27Q (1829.246111 sec): 3 clusters Score: Raw -109086.461605 + Penalty 467.681340 = -108618.780266 nChanged 14 SP:Iteration 28Q (1829.294290 sec): 3 clusters Score: Raw -109091.507879 + Penalty 467.681340 = -108623.826539 nChanged 26 SP:Iteration 29Q (1829.342721 sec): 3 clusters Score: Raw -109101.523418 + Penalty 467.681340 = -108633.842078 nChanged 34 SP:Iteration 30Q (1829.389153 sec): 3 clusters Score: Raw -109111.684440 + Penalty 467.681340 = -108644.003100 nChanged 34 SP:Iteration 31Q (1829.439189 sec): 3 clusters Score: Raw -109118.217699 + Penalty 467.681340 = -108650.536359 nChanged 24 SP:Iteration 32Q (1829.485063 sec): 3 clusters Score: Raw -109122.348615 + Penalty 467.681340 = -108654.667275 nChanged 21 SP:Iteration 33Q (1829.533595 sec): 3 clusters Score: Raw -109126.640465 + Penalty 467.681340 = -108658.959125 nChanged 28 SP:Iteration 34Q (1829.595361 sec): 3 clusters Score: Raw -109132.855992 + Penalty 467.681340 = -108665.174652 nChanged 25 SP:Iteration 35Q (1829.645583 sec): 3 clusters Score: Raw -109138.243375 + Penalty 467.681340 = -108670.562035 nChanged 29 SP:Iteration 36Q (1829.697354 sec): 3 clusters Score: Raw -109145.281424 + Penalty 467.681340 = -108677.600084 nChanged 27 SP:Iteration 37Q (1829.743428 sec): 3 clusters Score: Raw -109150.512951 + Penalty 467.681340 = -108682.831611 nChanged 19 SP:Iteration 38Q (1829.782824 sec): 3 clusters Score: Raw -109154.668286 + Penalty 467.681340 = -108686.986946 nChanged 26 SP:Iteration 39Q (1829.840197 sec): 3 clusters Score: Raw -109160.909897 + Penalty 467.681340 = -108693.228558 nChanged 25 SP:Iteration 40F (1829.890968 sec): 3 clusters Score: Raw -109165.908555 + Penalty 467.681340 = -108698.227215 nChanged 21 SP:Iteration 41Q (1829.930511 sec): 3 clusters Score: Raw -109168.525490 + Penalty 467.681340 = -108700.844151 nChanged 12 SP:Iteration 42Q (1829.989354 sec): 3 clusters Score: Raw -109169.587546 + Penalty 467.681340 = -108701.906206 nChanged 11 SP:Iteration 43Q (1830.040134 sec): 3 clusters Score: Raw -109170.233805 + Penalty 467.681340 = -108702.552465 nChanged 7 SP:Iteration 44Q (1830.077538 sec): 3 clusters Score: Raw -109171.022681 + Penalty 467.681340 = -108703.341341 nChanged 11 SP:Iteration 45Q (1830.136568 sec): 3 clusters Score: Raw -109172.183401 + Penalty 467.681340 = -108704.502061 nChanged 9 SP:Iteration 46Q (1830.177095 sec): 3 clusters Score: Raw -109172.963436 + Penalty 467.681340 = -108705.282096 nChanged 12 SP:Iteration 47Q (1830.229773 sec): 3 clusters Score: Raw -109174.798759 + Penalty 467.681340 = -108707.117420 nChanged 13 SP:Iteration 48Q (1830.283834 sec): 3 clusters Score: Raw -109176.712628 + Penalty 467.681340 = -108709.031289 nChanged 10 SP:Iteration 49Q (1830.333437 sec): 3 clusters Score: Raw -109178.648497 + Penalty 467.681340 = -108710.967157 nChanged 6 SP:Iteration 50Q (1830.372030 sec): 3 clusters Score: Raw -109179.047422 + Penalty 467.681340 = -108711.366082 nChanged 8 SP:Iteration 51Q (1830.432242 sec): 3 clusters Score: Raw -109179.642456 + Penalty 467.681340 = -108711.961116 nChanged 5 SP:Iteration 52Q (1830.480895 sec): 3 clusters Score: Raw -109179.780896 + Penalty 467.681340 = -108712.099557 nChanged 1 SP:Iteration 53Q (1830.531610 sec): 3 clusters Score: Raw -109179.788978 + Penalty 467.681340 = -108712.107638 nChanged 0 SP:Iteration 54F (1830.578127 sec): 3 clusters Score: Raw -109179.788978 + Penalty 467.681340 = -108712.107638 nChanged 0 Trying to split cluster 26 (902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1830.602686 sec): 2 clusters Score: Raw -26064.583961 + Penalty 187.126899 = -25877.457061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1830.646884 sec): 3 clusters Score: Raw -25582.218052 + Penalty 374.253799 = -25207.964254 nChanged 395 SP:Iteration 1F (1830.690536 sec): 3 clusters Score: Raw -25786.341611 + Penalty 374.253799 = -25412.087812 nChanged 80 SP:Iteration 2F (1830.739141 sec): 3 clusters Score: Raw -25846.308059 + Penalty 374.253799 = -25472.054261 nChanged 60 SP:Iteration 3F (1830.785317 sec): 3 clusters Score: Raw -25901.876902 + Penalty 374.253799 = -25527.623104 nChanged 68 SP:Iteration 4F (1830.832573 sec): 3 clusters Score: Raw -25979.135981 + Penalty 374.253799 = -25604.882183 nChanged 59 SP:Iteration 5F (1830.872810 sec): 3 clusters Score: Raw -26039.429901 + Penalty 374.253799 = -25665.176103 nChanged 40 SP:Iteration 6Q (1830.917861 sec): 3 clusters Score: Raw -26071.583889 + Penalty 374.253799 = -25697.330091 nChanged 18 SP:Iteration 7Q (1830.959637 sec): 3 clusters Score: Raw -26085.813249 + Penalty 374.253799 = -25711.559450 nChanged 18 SP:Iteration 8Q (1831.005546 sec): 3 clusters Score: Raw -26101.149815 + Penalty 374.253799 = -25726.896017 nChanged 19 SP:Iteration 9Q (1831.057740 sec): 3 clusters Score: Raw -26116.676199 + Penalty 374.253799 = -25742.422400 nChanged 9 SP:Iteration 10Q (1831.098131 sec): 3 clusters Score: Raw -26123.817586 + Penalty 374.253799 = -25749.563787 nChanged 6 SP:Iteration 11Q (1831.136643 sec): 3 clusters Score: Raw -26128.532451 + Penalty 374.253799 = -25754.278653 nChanged 3 SP:Iteration 12Q (1831.183902 sec): 3 clusters Score: Raw -26131.116770 + Penalty 374.253799 = -25756.862971 nChanged 3 SP:Iteration 13Q (1831.223613 sec): 3 clusters Score: Raw -26133.141315 + Penalty 374.253799 = -25758.887516 nChanged 1 SP:Iteration 14Q (1831.263402 sec): 3 clusters Score: Raw -26133.652263 + Penalty 374.253799 = -25759.398465 nChanged 1 SP:Iteration 15Q (1831.314021 sec): 3 clusters Score: Raw -26133.772844 + Penalty 374.253799 = -25759.519045 nChanged 0 SP:Iteration 16F (1831.357389 sec): 3 clusters Score: Raw -26133.772844 + Penalty 374.253799 = -25759.519045 nChanged 0 Trying to split cluster 27 (710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1831.372678 sec): 2 clusters Score: Raw -14928.671375 + Penalty 180.544787 = -14748.126588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1831.420422 sec): 3 clusters Score: Raw -14565.684285 + Penalty 361.089573 = -14204.594712 nChanged 298 SP:Iteration 1F (1831.463244 sec): 3 clusters Score: Raw -14745.366596 + Penalty 361.089573 = -14384.277023 nChanged 57 SP:Iteration 2F (1831.505776 sec): 3 clusters Score: Raw -14802.717462 + Penalty 361.089573 = -14441.627889 nChanged 47 SP:Iteration 3F (1831.538375 sec): 3 clusters Score: Raw -14857.484919 + Penalty 361.089573 = -14496.395346 nChanged 38 SP:Iteration 4F (1831.581306 sec): 3 clusters Score: Raw -14885.758698 + Penalty 361.089573 = -14524.669125 nChanged 25 SP:Iteration 5Q (1831.630642 sec): 3 clusters Score: Raw -14899.936243 + Penalty 361.089573 = -14538.846670 nChanged 24 SP:Iteration 6Q (1831.678116 sec): 3 clusters Score: Raw -14919.518139 + Penalty 361.089573 = -14558.428566 nChanged 18 SP:Iteration 7Q (1831.724648 sec): 3 clusters Score: Raw -14936.940499 + Penalty 361.089573 = -14575.850926 nChanged 18 SP:Iteration 8Q (1831.763869 sec): 3 clusters Score: Raw -14959.885977 + Penalty 361.089573 = -14598.796404 nChanged 17 SP:Iteration 9Q (1831.814694 sec): 3 clusters Score: Raw -14987.333949 + Penalty 361.089573 = -14626.244376 nChanged 15 SP:Iteration 10Q (1831.861479 sec): 3 clusters Score: Raw -15004.585679 + Penalty 361.089573 = -14643.496105 nChanged 11 SP:Iteration 11Q (1831.907940 sec): 3 clusters Score: Raw -15008.768185 + Penalty 361.089573 = -14647.678611 nChanged 7 SP:Iteration 12Q (1831.951147 sec): 3 clusters Score: Raw -15011.653915 + Penalty 361.089573 = -14650.564341 nChanged 3 SP:Iteration 13Q (1831.994897 sec): 3 clusters Score: Raw -15013.225765 + Penalty 361.089573 = -14652.136192 nChanged 2 SP:Iteration 14Q (1832.031960 sec): 3 clusters Score: Raw -15016.293909 + Penalty 361.089573 = -14655.204336 nChanged 4 SP:Iteration 15Q (1832.071681 sec): 3 clusters Score: Raw -15018.945044 + Penalty 361.089573 = -14657.855471 nChanged 2 SP:Iteration 16Q (1832.120046 sec): 3 clusters Score: Raw -15020.625770 + Penalty 361.089573 = -14659.536196 nChanged 2 SP:Iteration 17Q (1832.168659 sec): 3 clusters Score: Raw -15021.988069 + Penalty 361.089573 = -14660.898496 nChanged 2 SP:Iteration 18Q (1832.205876 sec): 3 clusters Score: Raw -15025.013800 + Penalty 361.089573 = -14663.924227 nChanged 3 SP:Iteration 19Q (1832.260271 sec): 3 clusters Score: Raw -15026.559852 + Penalty 361.089573 = -14665.470278 nChanged 2 SP:Iteration 20F (1832.298537 sec): 3 clusters Score: Raw -15027.273797 + Penalty 361.089573 = -14666.184224 nChanged 1 SP:Iteration 21Q (1832.344167 sec): 3 clusters Score: Raw -15027.403690 + Penalty 361.089573 = -14666.314117 nChanged 2 SP:Iteration 22Q (1832.385926 sec): 3 clusters Score: Raw -15028.002094 + Penalty 361.089573 = -14666.912521 nChanged 1 SP:Iteration 23Q (1832.428181 sec): 3 clusters Score: Raw -15028.335328 + Penalty 361.089573 = -14667.245754 nChanged 1 SP:Iteration 24Q (1832.475302 sec): 3 clusters Score: Raw -15028.581066 + Penalty 361.089573 = -14667.491493 nChanged 0 SP:Iteration 25F (1832.522192 sec): 3 clusters Score: Raw -15028.581066 + Penalty 361.089573 = -14667.491493 nChanged 0 Trying to split cluster 28 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1832.545126 sec): 2 clusters Score: Raw -4393.773229 + Penalty 159.055193 = -4234.718036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1832.582053 sec): 3 clusters Score: Raw -4284.048222 + Penalty 318.110385 = -3965.937837 nChanged 123 SP:Iteration 1F (1832.628902 sec): 3 clusters Score: Raw -4393.255011 + Penalty 318.110385 = -4075.144626 nChanged 35 SP:Iteration 2F (1832.679411 sec): 3 clusters Score: Raw -4431.417066 + Penalty 318.110385 = -4113.306681 nChanged 18 SP:Iteration 3F (1832.717446 sec): 3 clusters Score: Raw -4442.618870 + Penalty 318.110385 = -4124.508485 nChanged 9 SP:Iteration 4Q (1832.760767 sec): 3 clusters Score: Raw -4451.583427 + Penalty 318.110385 = -4133.473042 nChanged 6 SP:Iteration 5Q (1832.802372 sec): 3 clusters Score: Raw -4458.862950 + Penalty 318.110385 = -4140.752565 nChanged 6 SP:Iteration 6Q (1832.856982 sec): 3 clusters Score: Raw -4466.106816 + Penalty 318.110385 = -4147.996431 nChanged 7 SP:Iteration 7Q (1832.897246 sec): 3 clusters Score: Raw -4477.562770 + Penalty 318.110385 = -4159.452385 nChanged 8 SP:Iteration 8Q (1832.941761 sec): 3 clusters Score: Raw -4490.826998 + Penalty 318.110385 = -4172.716613 nChanged 4 SP:Iteration 9Q (1832.992825 sec): 3 clusters Score: Raw -4498.319344 + Penalty 318.110385 = -4180.208959 nChanged 3 SP:Iteration 10Q (1833.037415 sec): 3 clusters Score: Raw -4500.290990 + Penalty 318.110385 = -4182.180605 nChanged 2 SP:Iteration 11Q (1833.074627 sec): 3 clusters Score: Raw -4501.650941 + Penalty 318.110385 = -4183.540556 nChanged 1 SP:Iteration 12Q (1833.112158 sec): 3 clusters Score: Raw -4502.890474 + Penalty 318.110385 = -4184.780089 nChanged 1 SP:Iteration 13Q (1833.157725 sec): 3 clusters Score: Raw -4503.121662 + Penalty 318.110385 = -4185.011277 nChanged 0 SP:Iteration 14F (1833.200972 sec): 3 clusters Score: Raw -4503.121662 + Penalty 318.110385 = -4185.011277 nChanged 0 Trying to split cluster 29 (844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1833.229670 sec): 2 clusters Score: Raw -21907.131203 + Penalty 185.299194 = -21721.832009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1833.274006 sec): 3 clusters Score: Raw -21456.126094 + Penalty 370.598387 = -21085.527707 nChanged 339 SP:Iteration 1F (1833.313540 sec): 3 clusters Score: Raw -21706.670751 + Penalty 370.598387 = -21336.072364 nChanged 77 SP:Iteration 2F (1833.367096 sec): 3 clusters Score: Raw -21777.070334 + Penalty 370.598387 = -21406.471947 nChanged 41 SP:Iteration 3Q (1833.409382 sec): 3 clusters Score: Raw -21803.365200 + Penalty 370.598387 = -21432.766813 nChanged 27 SP:Iteration 4Q (1833.451163 sec): 3 clusters Score: Raw -21819.338901 + Penalty 370.598387 = -21448.740514 nChanged 14 SP:Iteration 5Q (1833.497035 sec): 3 clusters Score: Raw -21826.852017 + Penalty 370.598387 = -21456.253629 nChanged 16 SP:Iteration 6Q (1833.546136 sec): 3 clusters Score: Raw -21835.865422 + Penalty 370.598387 = -21465.267035 nChanged 10 SP:Iteration 7Q (1833.585282 sec): 3 clusters Score: Raw -21842.284067 + Penalty 370.598387 = -21471.685680 nChanged 12 SP:Iteration 8Q (1833.637088 sec): 3 clusters Score: Raw -21850.389640 + Penalty 370.598387 = -21479.791253 nChanged 8 SP:Iteration 9Q (1833.673471 sec): 3 clusters Score: Raw -21853.214081 + Penalty 370.598387 = -21482.615694 nChanged 5 SP:Iteration 10Q (1833.720875 sec): 3 clusters Score: Raw -21856.339042 + Penalty 370.598387 = -21485.740655 nChanged 8 SP:Iteration 11Q (1833.763676 sec): 3 clusters Score: Raw -21860.548453 + Penalty 370.598387 = -21489.950066 nChanged 5 SP:Iteration 12Q (1833.823859 sec): 3 clusters Score: Raw -21862.524971 + Penalty 370.598387 = -21491.926584 nChanged 3 SP:Iteration 13Q (1833.871572 sec): 3 clusters Score: Raw -21863.054559 + Penalty 370.598387 = -21492.456171 nChanged 2 SP:Iteration 14Q (1833.906209 sec): 3 clusters Score: Raw -21864.659088 + Penalty 370.598387 = -21494.060700 nChanged 3 SP:Iteration 15Q (1833.955641 sec): 3 clusters Score: Raw -21865.777391 + Penalty 370.598387 = -21495.179004 nChanged 4 SP:Iteration 16Q (1834.013321 sec): 3 clusters Score: Raw -21866.782380 + Penalty 370.598387 = -21496.183993 nChanged 0 SP:Iteration 17F (1834.059438 sec): 3 clusters Score: Raw -21866.782380 + Penalty 370.598387 = -21496.183993 nChanged 0 Trying to split cluster 30 (35898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1834.103445 sec): 2 clusters Score: Raw -1028469.727223 + Penalty 288.432014 = -1028181.295209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1834.186890 sec): 3 clusters Score: Raw -1004634.694404 + Penalty 576.864027 = -1004057.830376 nChanged 17451 SP:Iteration 1F (1834.256719 sec): 3 clusters Score: Raw -1015631.152271 + Penalty 576.864027 = -1015054.288243 nChanged 2253 SP:Iteration 2F (1834.336991 sec): 3 clusters Score: Raw -1016706.901834 + Penalty 576.864027 = -1016130.037806 nChanged 2409 SP:Iteration 3F (1834.409112 sec): 3 clusters Score: Raw -1018091.271249 + Penalty 576.864027 = -1017514.407221 nChanged 2479 SP:Iteration 4F (1834.477573 sec): 3 clusters Score: Raw -1019859.713708 + Penalty 576.864027 = -1019282.849681 nChanged 2510 SP:Iteration 5F (1834.554291 sec): 3 clusters Score: Raw -1021953.981988 + Penalty 576.864027 = -1021377.117960 nChanged 2242 SP:Iteration 6F (1834.628397 sec): 3 clusters Score: Raw -1024026.232089 + Penalty 576.864027 = -1023449.368062 nChanged 1788 SP:Iteration 7Q (1834.706106 sec): 3 clusters Score: Raw -1025791.368848 + Penalty 576.864027 = -1025214.504821 nChanged 1222 SP:Iteration 8Q (1834.782480 sec): 3 clusters Score: Raw -1027002.274127 + Penalty 576.864027 = -1026425.410100 nChanged 712 SP:Iteration 9Q (1834.857590 sec): 3 clusters Score: Raw -1027687.907902 + Penalty 576.864027 = -1027111.043874 nChanged 404 SP:Iteration 10Q (1834.926429 sec): 3 clusters Score: Raw -1028033.392009 + Penalty 576.864027 = -1027456.527982 nChanged 242 SP:Iteration 11Q (1834.996521 sec): 3 clusters Score: Raw -1028207.645381 + Penalty 576.864027 = -1027630.781353 nChanged 146 SP:Iteration 12Q (1835.065739 sec): 3 clusters Score: Raw -1028305.406130 + Penalty 576.864027 = -1027728.542103 nChanged 102 SP:Iteration 13Q (1835.138681 sec): 3 clusters Score: Raw -1028373.207593 + Penalty 576.864027 = -1027796.343566 nChanged 65 SP:Iteration 14Q (1835.204335 sec): 3 clusters Score: Raw -1028418.856186 + Penalty 576.864027 = -1027841.992159 nChanged 63 SP:Iteration 15Q (1835.277696 sec): 3 clusters Score: Raw -1028455.992325 + Penalty 576.864027 = -1027879.128298 nChanged 34 SP:Iteration 16Q (1835.345260 sec): 3 clusters Score: Raw -1028476.792987 + Penalty 576.864027 = -1027899.928960 nChanged 20 SP:Iteration 17Q (1835.409352 sec): 3 clusters Score: Raw -1028487.118974 + Penalty 576.864027 = -1027910.254947 nChanged 16 SP:Iteration 18Q (1835.475284 sec): 3 clusters Score: Raw -1028494.427837 + Penalty 576.864027 = -1027917.563809 nChanged 14 SP:Iteration 19Q (1835.544260 sec): 3 clusters Score: Raw -1028502.958146 + Penalty 576.864027 = -1027926.094119 nChanged 8 SP:Iteration 20F (1835.606880 sec): 3 clusters Score: Raw -1028506.874316 + Penalty 576.864027 = -1027930.010288 nChanged 7 SP:Iteration 21Q (1835.677723 sec): 3 clusters Score: Raw -1028511.125302 + Penalty 576.864027 = -1027934.261274 nChanged 6 SP:Iteration 22Q (1835.745091 sec): 3 clusters Score: Raw -1028514.733395 + Penalty 576.864027 = -1027937.869368 nChanged 6 SP:Iteration 23Q (1835.812940 sec): 3 clusters Score: Raw -1028516.841407 + Penalty 576.864027 = -1027939.977380 nChanged 4 SP:Iteration 24Q (1835.876133 sec): 3 clusters Score: Raw -1028519.237153 + Penalty 576.864027 = -1027942.373125 nChanged 4 SP:Iteration 25Q (1835.955099 sec): 3 clusters Score: Raw -1028521.439651 + Penalty 576.864027 = -1027944.575623 nChanged 4 SP:Iteration 26Q (1836.022095 sec): 3 clusters Score: Raw -1028523.561956 + Penalty 576.864027 = -1027946.697928 nChanged 3 SP:Iteration 27Q (1836.090832 sec): 3 clusters Score: Raw -1028524.633478 + Penalty 576.864027 = -1027947.769450 nChanged 3 SP:Iteration 28Q (1836.169722 sec): 3 clusters Score: Raw -1028525.538489 + Penalty 576.864027 = -1027948.674461 nChanged 3 SP:Iteration 29Q (1836.231138 sec): 3 clusters Score: Raw -1028525.843666 + Penalty 576.864027 = -1027948.979638 nChanged 0 SP:Iteration 30F (1836.309526 sec): 3 clusters Score: Raw -1028525.843666 + Penalty 576.864027 = -1027948.979638 nChanged 0 Trying to split cluster 31 (1134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1836.339215 sec): 2 clusters Score: Raw -34162.672188 + Penalty 193.421428 = -33969.250760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1836.374898 sec): 3 clusters Score: Raw -33550.416978 + Penalty 386.842857 = -33163.574121 nChanged 471 SP:Iteration 1F (1836.432133 sec): 3 clusters Score: Raw -33892.041081 + Penalty 386.842857 = -33505.198224 nChanged 117 SP:Iteration 2F (1836.476689 sec): 3 clusters Score: Raw -34020.270273 + Penalty 386.842857 = -33633.427416 nChanged 83 SP:Iteration 3F (1836.528261 sec): 3 clusters Score: Raw -34096.587561 + Penalty 386.842857 = -33709.744704 nChanged 53 SP:Iteration 4Q (1836.566820 sec): 3 clusters Score: Raw -34124.252395 + Penalty 386.842857 = -33737.409538 nChanged 27 SP:Iteration 5Q (1836.623104 sec): 3 clusters Score: Raw -34135.229048 + Penalty 386.842857 = -33748.386191 nChanged 15 SP:Iteration 6Q (1836.668291 sec): 3 clusters Score: Raw -34141.889546 + Penalty 386.842857 = -33755.046689 nChanged 12 SP:Iteration 7Q (1836.713925 sec): 3 clusters Score: Raw -34146.916710 + Penalty 386.842857 = -33760.073853 nChanged 15 SP:Iteration 8Q (1836.760905 sec): 3 clusters Score: Raw -34149.265011 + Penalty 386.842857 = -33762.422155 nChanged 4 SP:Iteration 9Q (1836.800957 sec): 3 clusters Score: Raw -34149.896150 + Penalty 386.842857 = -33763.053293 nChanged 4 SP:Iteration 10Q (1836.846176 sec): 3 clusters Score: Raw -34150.327372 + Penalty 386.842857 = -33763.484516 nChanged 4 SP:Iteration 11Q (1836.897134 sec): 3 clusters Score: Raw -34150.811042 + Penalty 386.842857 = -33763.968185 nChanged 4 SP:Iteration 12Q (1836.939741 sec): 3 clusters Score: Raw -34151.224942 + Penalty 386.842857 = -33764.382085 nChanged 3 SP:Iteration 13Q (1836.990236 sec): 3 clusters Score: Raw -34151.511077 + Penalty 386.842857 = -33764.668221 nChanged 0 SP:Iteration 14F (1837.030943 sec): 3 clusters Score: Raw -34151.511077 + Penalty 386.842857 = -33764.668221 nChanged 0 Iteration 179Q (1839.079252 sec): 32 clusters Score: Raw -7176057.836760 + Penalty 10671.516707 = -7165386.320053 nChanged 13 Iteration 180F (1841.918549 sec): 32 clusters Score: Raw -7176058.808879 + Penalty 10671.516707 = -7165387.292172 nChanged 21 Iteration 181Q (1844.142027 sec): 32 clusters Score: Raw -7176059.645051 + Penalty 10671.516707 = -7165388.128344 nChanged 11 Iteration 182Q (1846.274441 sec): 32 clusters Score: Raw -7176060.178032 + Penalty 10671.516707 = -7165388.661325 nChanged 12 Iteration 183Q (1848.534907 sec): 32 clusters Score: Raw -7176060.668163 + Penalty 10671.516707 = -7165389.151456 nChanged 9 Iteration 184Q (1850.711075 sec): 32 clusters Score: Raw -7176061.288612 + Penalty 10671.516707 = -7165389.771905 nChanged 12 Iteration 185Q (1852.717038 sec): 32 clusters Score: Raw -7176061.798150 + Penalty 10671.516707 = -7165390.281442 nChanged 8 Iteration 186Q (1854.932568 sec): 32 clusters Score: Raw -7176062.264919 + Penalty 10671.516707 = -7165390.748212 nChanged 8 Iteration 187Q (1857.150809 sec): 32 clusters Score: Raw -7176062.685948 + Penalty 10671.516707 = -7165391.169240 nChanged 9 Iteration 188Q (1859.258726 sec): 32 clusters Score: Raw -7176063.243643 + Penalty 10671.516707 = -7165391.726935 nChanged 6 Iteration 189Q (1861.350522 sec): 32 clusters Score: Raw -7176063.455576 + Penalty 10671.516707 = -7165391.938869 nChanged 5 Iteration 190Q (1863.563422 sec): 32 clusters Score: Raw -7176063.663540 + Penalty 10671.516707 = -7165392.146833 nChanged 2 Iteration 191Q (1865.828584 sec): 32 clusters Score: Raw -7176063.788025 + Penalty 10671.516707 = -7165392.271318 nChanged 3 Iteration 192Q (1867.812679 sec): 32 clusters Score: Raw -7176064.032108 + Penalty 10671.516707 = -7165392.515401 nChanged 11 Iteration 193Q (1869.860410 sec): 32 clusters Score: Raw -7176064.205912 + Penalty 10671.516707 = -7165392.689205 nChanged 5 Iteration 194Q (1871.986152 sec): 32 clusters Score: Raw -7176064.337422 + Penalty 10671.516707 = -7165392.820715 nChanged 5 Iteration 195Q (1874.143579 sec): 32 clusters Score: Raw -7176064.562614 + Penalty 10671.516707 = -7165393.045907 nChanged 10 Iteration 196Q (1876.085173 sec): 32 clusters Score: Raw -7176064.836556 + Penalty 10671.516707 = -7165393.319849 nChanged 10 Iteration 197Q (1878.251047 sec): 32 clusters Score: Raw -7176065.202002 + Penalty 10671.516707 = -7165393.685294 nChanged 8 Iteration 198Q (1880.468410 sec): 32 clusters Score: Raw -7176065.606118 + Penalty 10671.516707 = -7165394.089411 nChanged 8 Iteration 199Q (1882.569710 sec): 32 clusters Score: Raw -7176066.189534 + Penalty 10671.516707 = -7165394.672827 nChanged 5 Iteration 200F (1885.483986 sec): 32 clusters Score: Raw -7176066.565321 + Penalty 10671.516707 = -7165395.048614 nChanged 6 Iteration 201Q (1887.624556 sec): 32 clusters Score: Raw -7176066.818681 + Penalty 10671.516707 = -7165395.301974 nChanged 1 Iteration 202Q (1889.693038 sec): 32 clusters Score: Raw -7176066.842950 + Penalty 10671.516707 = -7165395.326243 nChanged 1 Iteration 203Q (1891.780225 sec): 32 clusters Score: Raw -7176066.975166 + Penalty 10671.516707 = -7165395.458459 nChanged 4 Iteration 204Q (1894.106814 sec): 32 clusters Score: Raw -7176067.115358 + Penalty 10671.516707 = -7165395.598651 nChanged 4 Iteration 205Q (1896.206015 sec): 32 clusters Score: Raw -7176067.300459 + Penalty 10671.516707 = -7165395.783752 nChanged 9 Iteration 206Q (1898.231051 sec): 32 clusters Score: Raw -7176067.733155 + Penalty 10671.516707 = -7165396.216448 nChanged 6 Iteration 207Q (1900.416928 sec): 32 clusters Score: Raw -7176068.193614 + Penalty 10671.516707 = -7165396.676907 nChanged 5 Iteration 208Q (1902.571311 sec): 32 clusters Score: Raw -7176068.324485 + Penalty 10671.516707 = -7165396.807778 nChanged 3 Iteration 209Q (1904.827575 sec): 32 clusters Score: Raw -7176068.489432 + Penalty 10671.516707 = -7165396.972725 nChanged 3 Iteration 210Q (1907.032403 sec): 32 clusters Score: Raw -7176068.870843 + Penalty 10671.516707 = -7165397.354135 nChanged 3 Iteration 211Q (1909.359302 sec): 32 clusters Score: Raw -7176069.042815 + Penalty 10671.516707 = -7165397.526108 nChanged 1 Iteration 212Q (1911.437465 sec): 32 clusters Score: Raw -7176069.063231 + Penalty 10671.516707 = -7165397.546524 nChanged 2 Iteration 213Q (1913.568356 sec): 32 clusters Score: Raw -7176069.122546 + Penalty 10671.516707 = -7165397.605839 nChanged 2 Iteration 214Q (1915.798359 sec): 32 clusters Score: Raw -7176069.143317 + Penalty 10671.516707 = -7165397.626609 nChanged 4 Iteration 215Q (1917.816837 sec): 32 clusters Score: Raw -7176069.192669 + Penalty 10671.516707 = -7165397.675962 nChanged 2 Iteration 216Q (1919.945500 sec): 32 clusters Score: Raw -7176069.216457 + Penalty 10671.516707 = -7165397.699750 nChanged 0 Iteration 217F (1922.826351 sec): 32 clusters Score: Raw -7176069.216457 + Penalty 10671.516707 = -7165397.699750 nChanged 0 Compute initial score before splitting: Score: Raw -7176069.216457 + Penalty 10671.516707 = -7165397.699750 Trying to split cluster 1 (889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1922.895654 sec): 2 clusters Score: Raw -18517.746362 + Penalty 186.727674 = -18331.018688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1922.944720 sec): 3 clusters Score: Raw -18050.271675 + Penalty 373.455348 = -17676.816327 nChanged 387 SP:Iteration 1F (1922.987152 sec): 3 clusters Score: Raw -18326.794098 + Penalty 373.455348 = -17953.338750 nChanged 55 SP:Iteration 2F (1923.026807 sec): 3 clusters Score: Raw -18359.423166 + Penalty 373.455348 = -17985.967818 nChanged 40 SP:Iteration 3Q (1923.077346 sec): 3 clusters Score: Raw -18386.892068 + Penalty 373.455348 = -18013.436720 nChanged 36 SP:Iteration 4Q (1923.128260 sec): 3 clusters Score: Raw -18409.405190 + Penalty 373.455348 = -18035.949842 nChanged 28 SP:Iteration 5Q (1923.168480 sec): 3 clusters Score: Raw -18426.822849 + Penalty 373.455348 = -18053.367501 nChanged 28 SP:Iteration 6Q (1923.211928 sec): 3 clusters Score: Raw -18447.328237 + Penalty 373.455348 = -18073.872889 nChanged 21 SP:Iteration 7Q (1923.249014 sec): 3 clusters Score: Raw -18461.713418 + Penalty 373.455348 = -18088.258070 nChanged 21 SP:Iteration 8Q (1923.302460 sec): 3 clusters Score: Raw -18476.994843 + Penalty 373.455348 = -18103.539495 nChanged 18 SP:Iteration 9Q (1923.340181 sec): 3 clusters Score: Raw -18492.236804 + Penalty 373.455348 = -18118.781456 nChanged 14 SP:Iteration 10Q (1923.393565 sec): 3 clusters Score: Raw -18505.505781 + Penalty 373.455348 = -18132.050433 nChanged 18 SP:Iteration 11Q (1923.430964 sec): 3 clusters Score: Raw -18533.086473 + Penalty 373.455348 = -18159.631125 nChanged 8 SP:Iteration 12Q (1923.484079 sec): 3 clusters Score: Raw -18550.230456 + Penalty 373.455348 = -18176.775108 nChanged 13 SP:Iteration 13Q (1923.521413 sec): 3 clusters Score: Raw -18557.420871 + Penalty 373.455348 = -18183.965523 nChanged 9 SP:Iteration 14Q (1923.570111 sec): 3 clusters Score: Raw -18566.204759 + Penalty 373.455348 = -18192.749411 nChanged 6 SP:Iteration 15Q (1923.623346 sec): 3 clusters Score: Raw -18570.600827 + Penalty 373.455348 = -18197.145479 nChanged 4 SP:Iteration 16Q (1923.674462 sec): 3 clusters Score: Raw -18571.837181 + Penalty 373.455348 = -18198.381833 nChanged 0 SP:Iteration 17F (1923.722540 sec): 3 clusters Score: Raw -18571.837181 + Penalty 373.455348 = -18198.381833 nChanged 0 Trying to split cluster 2 (2582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1923.748238 sec): 2 clusters Score: Raw -73464.761306 + Penalty 216.048788 = -73248.712517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1923.794273 sec): 3 clusters Score: Raw -72016.831363 + Penalty 432.097576 = -71584.733787 nChanged 1131 SP:Iteration 1F (1923.839234 sec): 3 clusters Score: Raw -72738.002569 + Penalty 432.097576 = -72305.904993 nChanged 251 SP:Iteration 2F (1923.882945 sec): 3 clusters Score: Raw -72929.625285 + Penalty 432.097576 = -72497.527708 nChanged 194 SP:Iteration 3F (1923.925941 sec): 3 clusters Score: Raw -73062.003318 + Penalty 432.097576 = -72629.905742 nChanged 152 SP:Iteration 4F (1923.981580 sec): 3 clusters Score: Raw -73143.625028 + Penalty 432.097576 = -72711.527452 nChanged 105 SP:Iteration 5Q (1924.031228 sec): 3 clusters Score: Raw -73186.178600 + Penalty 432.097576 = -72754.081024 nChanged 83 SP:Iteration 6Q (1924.078335 sec): 3 clusters Score: Raw -73220.548392 + Penalty 432.097576 = -72788.450816 nChanged 59 SP:Iteration 7Q (1924.112663 sec): 3 clusters Score: Raw -73246.374737 + Penalty 432.097576 = -72814.277160 nChanged 52 SP:Iteration 8Q (1924.166472 sec): 3 clusters Score: Raw -73275.074551 + Penalty 432.097576 = -72842.976975 nChanged 37 SP:Iteration 9Q (1924.200793 sec): 3 clusters Score: Raw -73291.392741 + Penalty 432.097576 = -72859.295165 nChanged 37 SP:Iteration 10Q (1924.254271 sec): 3 clusters Score: Raw -73305.840178 + Penalty 432.097576 = -72873.742601 nChanged 35 SP:Iteration 11Q (1924.295769 sec): 3 clusters Score: Raw -73318.410044 + Penalty 432.097576 = -72886.312467 nChanged 34 SP:Iteration 12Q (1924.337755 sec): 3 clusters Score: Raw -73329.186120 + Penalty 432.097576 = -72897.088543 nChanged 25 SP:Iteration 13Q (1924.386308 sec): 3 clusters Score: Raw -73337.884812 + Penalty 432.097576 = -72905.787235 nChanged 31 SP:Iteration 14Q (1924.418550 sec): 3 clusters Score: Raw -73349.526065 + Penalty 432.097576 = -72917.428488 nChanged 26 SP:Iteration 15Q (1924.473283 sec): 3 clusters Score: Raw -73359.525060 + Penalty 432.097576 = -72927.427483 nChanged 28 SP:Iteration 16Q (1924.508736 sec): 3 clusters Score: Raw -73370.950079 + Penalty 432.097576 = -72938.852502 nChanged 31 SP:Iteration 17Q (1924.561365 sec): 3 clusters Score: Raw -73384.294683 + Penalty 432.097576 = -72952.197106 nChanged 26 SP:Iteration 18Q (1924.602738 sec): 3 clusters Score: Raw -73397.498574 + Penalty 432.097576 = -72965.400997 nChanged 25 SP:Iteration 19Q (1924.648106 sec): 3 clusters Score: Raw -73414.068829 + Penalty 432.097576 = -72981.971253 nChanged 22 SP:Iteration 20F (1924.686600 sec): 3 clusters Score: Raw -73424.283900 + Penalty 432.097576 = -72992.186323 nChanged 22 SP:Iteration 21Q (1924.728868 sec): 3 clusters Score: Raw -73432.853572 + Penalty 432.097576 = -73000.755995 nChanged 15 SP:Iteration 22Q (1924.780202 sec): 3 clusters Score: Raw -73439.906903 + Penalty 432.097576 = -73007.809326 nChanged 24 SP:Iteration 23Q (1924.824793 sec): 3 clusters Score: Raw -73452.059105 + Penalty 432.097576 = -73019.961528 nChanged 19 SP:Iteration 24Q (1924.862890 sec): 3 clusters Score: Raw -73460.968670 + Penalty 432.097576 = -73028.871094 nChanged 16 SP:Iteration 25Q (1924.906531 sec): 3 clusters Score: Raw -73467.981911 + Penalty 432.097576 = -73035.884334 nChanged 14 SP:Iteration 26Q (1924.958806 sec): 3 clusters Score: Raw -73475.207672 + Penalty 432.097576 = -73043.110096 nChanged 14 SP:Iteration 27Q (1925.000054 sec): 3 clusters Score: Raw -73481.199193 + Penalty 432.097576 = -73049.101616 nChanged 8 SP:Iteration 28Q (1925.041585 sec): 3 clusters Score: Raw -73485.526347 + Penalty 432.097576 = -73053.428770 nChanged 9 SP:Iteration 29Q (1925.089669 sec): 3 clusters Score: Raw -73488.644340 + Penalty 432.097576 = -73056.546763 nChanged 5 SP:Iteration 30Q (1925.136991 sec): 3 clusters Score: Raw -73490.958377 + Penalty 432.097576 = -73058.860801 nChanged 4 SP:Iteration 31Q (1925.174890 sec): 3 clusters Score: Raw -73494.003536 + Penalty 432.097576 = -73061.905960 nChanged 10 SP:Iteration 32Q (1925.219635 sec): 3 clusters Score: Raw -73503.596120 + Penalty 432.097576 = -73071.498544 nChanged 13 SP:Iteration 33Q (1925.269849 sec): 3 clusters Score: Raw -73518.204824 + Penalty 432.097576 = -73086.107248 nChanged 11 SP:Iteration 34Q (1925.312979 sec): 3 clusters Score: Raw -73525.322114 + Penalty 432.097576 = -73093.224537 nChanged 10 SP:Iteration 35Q (1925.363075 sec): 3 clusters Score: Raw -73531.658469 + Penalty 432.097576 = -73099.560892 nChanged 3 SP:Iteration 36Q (1925.415808 sec): 3 clusters Score: Raw -73532.515344 + Penalty 432.097576 = -73100.417767 nChanged 2 SP:Iteration 37Q (1925.461662 sec): 3 clusters Score: Raw -73533.602118 + Penalty 432.097576 = -73101.504541 nChanged 0 SP:Iteration 38F (1925.496939 sec): 3 clusters Score: Raw -73533.602118 + Penalty 432.097576 = -73101.504541 nChanged 0 Trying to split cluster 3 (769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1925.520275 sec): 2 clusters Score: Raw -25361.251191 + Penalty 182.740002 = -25178.511190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1925.574081 sec): 3 clusters Score: Raw -24959.796471 + Penalty 365.480003 = -24594.316468 nChanged 326 SP:Iteration 1F (1925.606692 sec): 3 clusters Score: Raw -25169.355582 + Penalty 365.480003 = -24803.875579 nChanged 58 SP:Iteration 2F (1925.661121 sec): 3 clusters Score: Raw -25220.414136 + Penalty 365.480003 = -24854.934132 nChanged 50 SP:Iteration 3F (1925.697119 sec): 3 clusters Score: Raw -25268.717133 + Penalty 365.480003 = -24903.237130 nChanged 46 SP:Iteration 4F (1925.746102 sec): 3 clusters Score: Raw -25320.823013 + Penalty 365.480003 = -24955.343010 nChanged 36 SP:Iteration 5Q (1925.788084 sec): 3 clusters Score: Raw -25355.575221 + Penalty 365.480003 = -24990.095218 nChanged 28 SP:Iteration 6Q (1925.842263 sec): 3 clusters Score: Raw -25377.918510 + Penalty 365.480003 = -25012.438507 nChanged 19 SP:Iteration 7Q (1925.885318 sec): 3 clusters Score: Raw -25389.110566 + Penalty 365.480003 = -25023.630563 nChanged 7 SP:Iteration 8Q (1925.923777 sec): 3 clusters Score: Raw -25391.124640 + Penalty 365.480003 = -25025.644636 nChanged 1 SP:Iteration 9Q (1925.968953 sec): 3 clusters Score: Raw -25391.347009 + Penalty 365.480003 = -25025.867005 nChanged 0 SP:Iteration 10F (1926.012215 sec): 3 clusters Score: Raw -25391.347009 + Penalty 365.480003 = -25025.867005 nChanged 0 Trying to split cluster 4 (1091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1926.044016 sec): 2 clusters Score: Raw -28655.839931 + Penalty 192.358375 = -28463.481556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1926.091292 sec): 3 clusters Score: Raw -28072.487512 + Penalty 384.716749 = -27687.770762 nChanged 445 SP:Iteration 1F (1926.138617 sec): 3 clusters Score: Raw -28345.971538 + Penalty 384.716749 = -27961.254789 nChanged 86 SP:Iteration 2F (1926.175470 sec): 3 clusters Score: Raw -28417.326895 + Penalty 384.716749 = -28032.610146 nChanged 71 SP:Iteration 3F (1926.219215 sec): 3 clusters Score: Raw -28464.512846 + Penalty 384.716749 = -28079.796097 nChanged 55 SP:Iteration 4F (1926.266728 sec): 3 clusters Score: Raw -28510.579917 + Penalty 384.716749 = -28125.863168 nChanged 59 SP:Iteration 5F (1926.317032 sec): 3 clusters Score: Raw -28557.113934 + Penalty 384.716749 = -28172.397185 nChanged 51 SP:Iteration 6Q (1926.362838 sec): 3 clusters Score: Raw -28601.718451 + Penalty 384.716749 = -28217.001702 nChanged 43 SP:Iteration 7Q (1926.402151 sec): 3 clusters Score: Raw -28635.938553 + Penalty 384.716749 = -28251.221804 nChanged 29 SP:Iteration 8Q (1926.443939 sec): 3 clusters Score: Raw -28657.470863 + Penalty 384.716749 = -28272.754114 nChanged 24 SP:Iteration 9Q (1926.489317 sec): 3 clusters Score: Raw -28670.643656 + Penalty 384.716749 = -28285.926907 nChanged 21 SP:Iteration 10Q (1926.542015 sec): 3 clusters Score: Raw -28684.067270 + Penalty 384.716749 = -28299.350521 nChanged 16 SP:Iteration 11Q (1926.584353 sec): 3 clusters Score: Raw -28697.908641 + Penalty 384.716749 = -28313.191892 nChanged 16 SP:Iteration 12Q (1926.625814 sec): 3 clusters Score: Raw -28708.596590 + Penalty 384.716749 = -28323.879841 nChanged 11 SP:Iteration 13Q (1926.668580 sec): 3 clusters Score: Raw -28713.055257 + Penalty 384.716749 = -28328.338508 nChanged 8 SP:Iteration 14Q (1926.714985 sec): 3 clusters Score: Raw -28716.317972 + Penalty 384.716749 = -28331.601223 nChanged 6 SP:Iteration 15Q (1926.761858 sec): 3 clusters Score: Raw -28719.214091 + Penalty 384.716749 = -28334.497342 nChanged 4 SP:Iteration 16Q (1926.809489 sec): 3 clusters Score: Raw -28722.175788 + Penalty 384.716749 = -28337.459039 nChanged 4 SP:Iteration 17Q (1926.857793 sec): 3 clusters Score: Raw -28723.526239 + Penalty 384.716749 = -28338.809489 nChanged 2 SP:Iteration 18Q (1926.903244 sec): 3 clusters Score: Raw -28723.831180 + Penalty 384.716749 = -28339.114431 nChanged 2 SP:Iteration 19Q (1926.952000 sec): 3 clusters Score: Raw -28723.927573 + Penalty 384.716749 = -28339.210823 nChanged 1 SP:Iteration 20F (1927.003292 sec): 3 clusters Score: Raw -28723.986066 + Penalty 384.716749 = -28339.269317 nChanged 0 Trying to split cluster 5 (883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1927.039154 sec): 2 clusters Score: Raw -23831.540782 + Penalty 186.541443 = -23644.999338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1927.076538 sec): 3 clusters Score: Raw -23363.111823 + Penalty 373.082886 = -22990.028937 nChanged 352 SP:Iteration 1F (1927.126992 sec): 3 clusters Score: Raw -23572.603543 + Penalty 373.082886 = -23199.520657 nChanged 59 SP:Iteration 2F (1927.176803 sec): 3 clusters Score: Raw -23597.955416 + Penalty 373.082886 = -23224.872530 nChanged 38 SP:Iteration 3Q (1927.217481 sec): 3 clusters Score: Raw -23614.660162 + Penalty 373.082886 = -23241.577276 nChanged 32 SP:Iteration 4Q (1927.263219 sec): 3 clusters Score: Raw -23631.284767 + Penalty 373.082886 = -23258.201881 nChanged 29 SP:Iteration 5Q (1927.308697 sec): 3 clusters Score: Raw -23649.276548 + Penalty 373.082886 = -23276.193662 nChanged 34 SP:Iteration 6Q (1927.353827 sec): 3 clusters Score: Raw -23673.530111 + Penalty 373.082886 = -23300.447225 nChanged 36 SP:Iteration 7Q (1927.390519 sec): 3 clusters Score: Raw -23699.961137 + Penalty 373.082886 = -23326.878251 nChanged 37 SP:Iteration 8Q (1927.444289 sec): 3 clusters Score: Raw -23726.800465 + Penalty 373.082886 = -23353.717579 nChanged 34 SP:Iteration 9Q (1927.477281 sec): 3 clusters Score: Raw -23760.896136 + Penalty 373.082886 = -23387.813250 nChanged 32 SP:Iteration 10Q (1927.521660 sec): 3 clusters Score: Raw -23796.637695 + Penalty 373.082886 = -23423.554809 nChanged 28 SP:Iteration 11Q (1927.570396 sec): 3 clusters Score: Raw -23818.302657 + Penalty 373.082886 = -23445.219771 nChanged 20 SP:Iteration 12Q (1927.621635 sec): 3 clusters Score: Raw -23835.713846 + Penalty 373.082886 = -23462.630960 nChanged 11 SP:Iteration 13Q (1927.656320 sec): 3 clusters Score: Raw -23845.207322 + Penalty 373.082886 = -23472.124436 nChanged 9 SP:Iteration 14Q (1927.702093 sec): 3 clusters Score: Raw -23853.221905 + Penalty 373.082886 = -23480.139019 nChanged 5 SP:Iteration 15Q (1927.752084 sec): 3 clusters Score: Raw -23860.544944 + Penalty 373.082886 = -23487.462058 nChanged 3 SP:Iteration 16Q (1927.791063 sec): 3 clusters Score: Raw -23865.181051 + Penalty 373.082886 = -23492.098165 nChanged 2 SP:Iteration 17Q (1927.843438 sec): 3 clusters Score: Raw -23870.306242 + Penalty 373.082886 = -23497.223356 nChanged 2 SP:Iteration 18Q (1927.888091 sec): 3 clusters Score: Raw -23875.392639 + Penalty 373.082886 = -23502.309753 nChanged 2 SP:Iteration 19Q (1927.937382 sec): 3 clusters Score: Raw -23877.287231 + Penalty 373.082886 = -23504.204345 nChanged 1 SP:Iteration 20F (1927.975280 sec): 3 clusters Score: Raw -23877.595884 + Penalty 373.082886 = -23504.512998 nChanged 1 SP:Iteration 21Q (1928.020642 sec): 3 clusters Score: Raw -23877.845491 + Penalty 373.082886 = -23504.762605 nChanged 2 SP:Iteration 22Q (1928.068558 sec): 3 clusters Score: Raw -23878.408947 + Penalty 373.082886 = -23505.326061 nChanged 0 SP:Iteration 23F (1928.114425 sec): 3 clusters Score: Raw -23878.408947 + Penalty 373.082886 = -23505.326061 nChanged 0 Trying to split cluster 6 (6952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1928.138332 sec): 2 clusters Score: Raw -192453.071403 + Penalty 243.286578 = -192209.784825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1928.200887 sec): 3 clusters Score: Raw -188019.412229 + Penalty 486.573157 = -187532.839072 nChanged 3284 SP:Iteration 1F (1928.245065 sec): 3 clusters Score: Raw -190121.903126 + Penalty 486.573157 = -189635.329969 nChanged 546 SP:Iteration 2F (1928.286082 sec): 3 clusters Score: Raw -190476.332463 + Penalty 486.573157 = -189989.759306 nChanged 508 SP:Iteration 3F (1928.338180 sec): 3 clusters Score: Raw -190855.687873 + Penalty 486.573157 = -190369.114717 nChanged 448 SP:Iteration 4F (1928.388045 sec): 3 clusters Score: Raw -191232.336303 + Penalty 486.573157 = -190745.763146 nChanged 358 SP:Iteration 5F (1928.437178 sec): 3 clusters Score: Raw -191542.041033 + Penalty 486.573157 = -191055.467876 nChanged 267 SP:Iteration 6Q (1928.488985 sec): 3 clusters Score: Raw -191791.452183 + Penalty 486.573157 = -191304.879027 nChanged 212 SP:Iteration 7Q (1928.534361 sec): 3 clusters Score: Raw -191939.427234 + Penalty 486.573157 = -191452.854078 nChanged 168 SP:Iteration 8Q (1928.586398 sec): 3 clusters Score: Raw -192043.384919 + Penalty 486.573157 = -191556.811762 nChanged 142 SP:Iteration 9Q (1928.637512 sec): 3 clusters Score: Raw -192125.970682 + Penalty 486.573157 = -191639.397525 nChanged 125 SP:Iteration 10Q (1928.678619 sec): 3 clusters Score: Raw -192197.168483 + Penalty 486.573157 = -191710.595326 nChanged 115 SP:Iteration 11Q (1928.735336 sec): 3 clusters Score: Raw -192258.176966 + Penalty 486.573157 = -191771.603810 nChanged 91 SP:Iteration 12Q (1928.782421 sec): 3 clusters Score: Raw -192304.436693 + Penalty 486.573157 = -191817.863537 nChanged 83 SP:Iteration 13Q (1928.833384 sec): 3 clusters Score: Raw -192347.934306 + Penalty 486.573157 = -191861.361149 nChanged 57 SP:Iteration 14Q (1928.876804 sec): 3 clusters Score: Raw -192376.134914 + Penalty 486.573157 = -191889.561757 nChanged 54 SP:Iteration 15Q (1928.933670 sec): 3 clusters Score: Raw -192407.550932 + Penalty 486.573157 = -191920.977775 nChanged 45 SP:Iteration 16Q (1928.989671 sec): 3 clusters Score: Raw -192433.549686 + Penalty 486.573157 = -191946.976530 nChanged 35 SP:Iteration 17Q (1929.042280 sec): 3 clusters Score: Raw -192449.406832 + Penalty 486.573157 = -191962.833675 nChanged 22 SP:Iteration 18Q (1929.089769 sec): 3 clusters Score: Raw -192457.195021 + Penalty 486.573157 = -191970.621865 nChanged 18 SP:Iteration 19Q (1929.139059 sec): 3 clusters Score: Raw -192462.750735 + Penalty 486.573157 = -191976.177578 nChanged 19 SP:Iteration 20F (1929.190532 sec): 3 clusters Score: Raw -192470.333753 + Penalty 486.573157 = -191983.760597 nChanged 21 SP:Iteration 21Q (1929.236519 sec): 3 clusters Score: Raw -192478.992040 + Penalty 486.573157 = -191992.418884 nChanged 15 SP:Iteration 22Q (1929.274546 sec): 3 clusters Score: Raw -192485.063280 + Penalty 486.573157 = -191998.490123 nChanged 11 SP:Iteration 23Q (1929.325282 sec): 3 clusters Score: Raw -192490.413651 + Penalty 486.573157 = -192003.840494 nChanged 7 SP:Iteration 24Q (1929.386666 sec): 3 clusters Score: Raw -192492.373454 + Penalty 486.573157 = -192005.800297 nChanged 2 SP:Iteration 25Q (1929.436525 sec): 3 clusters Score: Raw -192493.356344 + Penalty 486.573157 = -192006.783187 nChanged 6 SP:Iteration 26Q (1929.473159 sec): 3 clusters Score: Raw -192494.715627 + Penalty 486.573157 = -192008.142470 nChanged 4 SP:Iteration 27Q (1929.532099 sec): 3 clusters Score: Raw -192496.274418 + Penalty 486.573157 = -192009.701261 nChanged 7 SP:Iteration 28Q (1929.569109 sec): 3 clusters Score: Raw -192498.906297 + Penalty 486.573157 = -192012.333140 nChanged 5 SP:Iteration 29Q (1929.620619 sec): 3 clusters Score: Raw -192499.681379 + Penalty 486.573157 = -192013.108223 nChanged 1 SP:Iteration 30Q (1929.673001 sec): 3 clusters Score: Raw -192500.019683 + Penalty 486.573157 = -192013.446526 nChanged 0 SP:Iteration 31F (1929.717759 sec): 3 clusters Score: Raw -192500.019683 + Penalty 486.573157 = -192013.446526 nChanged 0 Trying to split cluster 7 (13572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1929.755517 sec): 2 clusters Score: Raw -375718.820199 + Penalty 261.683513 = -375457.136686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1929.811257 sec): 3 clusters Score: Raw -367041.581919 + Penalty 523.367027 = -366518.214892 nChanged 6366 SP:Iteration 1F (1929.878720 sec): 3 clusters Score: Raw -370910.409466 + Penalty 523.367027 = -370387.042439 nChanged 862 SP:Iteration 2F (1929.929143 sec): 3 clusters Score: Raw -371493.251836 + Penalty 523.367027 = -370969.884809 nChanged 894 SP:Iteration 3F (1929.990272 sec): 3 clusters Score: Raw -372177.001738 + Penalty 523.367027 = -371653.634711 nChanged 889 SP:Iteration 4F (1930.056222 sec): 3 clusters Score: Raw -372875.461364 + Penalty 523.367027 = -372352.094337 nChanged 798 SP:Iteration 5F (1930.101590 sec): 3 clusters Score: Raw -373482.160963 + Penalty 523.367027 = -372958.793936 nChanged 640 SP:Iteration 6Q (1930.167395 sec): 3 clusters Score: Raw -373855.649419 + Penalty 523.367027 = -373332.282392 nChanged 434 SP:Iteration 7Q (1930.220622 sec): 3 clusters Score: Raw -374046.899136 + Penalty 523.367027 = -373523.532109 nChanged 311 SP:Iteration 8Q (1930.277233 sec): 3 clusters Score: Raw -374170.054659 + Penalty 523.367027 = -373646.687632 nChanged 250 SP:Iteration 9Q (1930.337334 sec): 3 clusters Score: Raw -374271.461115 + Penalty 523.367027 = -373748.094088 nChanged 244 SP:Iteration 10Q (1930.389537 sec): 3 clusters Score: Raw -374383.957586 + Penalty 523.367027 = -373860.590559 nChanged 257 SP:Iteration 11Q (1930.442364 sec): 3 clusters Score: Raw -374511.621602 + Penalty 523.367027 = -373988.254575 nChanged 243 SP:Iteration 12Q (1930.505315 sec): 3 clusters Score: Raw -374634.945413 + Penalty 523.367027 = -374111.578386 nChanged 241 SP:Iteration 13Q (1930.551925 sec): 3 clusters Score: Raw -374766.169001 + Penalty 523.367027 = -374242.801974 nChanged 221 SP:Iteration 14Q (1930.623659 sec): 3 clusters Score: Raw -374900.920834 + Penalty 523.367027 = -374377.553807 nChanged 221 SP:Iteration 15Q (1930.677156 sec): 3 clusters Score: Raw -375024.671093 + Penalty 523.367027 = -374501.304066 nChanged 194 SP:Iteration 16Q (1930.736828 sec): 3 clusters Score: Raw -375139.972724 + Penalty 523.367027 = -374616.605697 nChanged 197 SP:Iteration 17Q (1930.789557 sec): 3 clusters Score: Raw -375269.585105 + Penalty 523.367027 = -374746.218079 nChanged 158 SP:Iteration 18Q (1930.850978 sec): 3 clusters Score: Raw -375375.563601 + Penalty 523.367027 = -374852.196574 nChanged 136 SP:Iteration 19Q (1930.905447 sec): 3 clusters Score: Raw -375456.990440 + Penalty 523.367027 = -374933.623413 nChanged 108 SP:Iteration 20F (1930.952832 sec): 3 clusters Score: Raw -375519.383357 + Penalty 523.367027 = -374996.016330 nChanged 85 SP:Iteration 21Q (1931.013209 sec): 3 clusters Score: Raw -375568.365654 + Penalty 523.367027 = -375044.998627 nChanged 75 SP:Iteration 22Q (1931.062606 sec): 3 clusters Score: Raw -375604.333583 + Penalty 523.367027 = -375080.966556 nChanged 74 SP:Iteration 23Q (1931.121898 sec): 3 clusters Score: Raw -375639.531239 + Penalty 523.367027 = -375116.164212 nChanged 59 SP:Iteration 24Q (1931.171039 sec): 3 clusters Score: Raw -375667.703653 + Penalty 523.367027 = -375144.336626 nChanged 44 SP:Iteration 25Q (1931.237144 sec): 3 clusters Score: Raw -375690.512002 + Penalty 523.367027 = -375167.144975 nChanged 44 SP:Iteration 26Q (1931.279261 sec): 3 clusters Score: Raw -375716.600478 + Penalty 523.367027 = -375193.233451 nChanged 37 SP:Iteration 27Q (1931.343681 sec): 3 clusters Score: Raw -375731.340463 + Penalty 523.367027 = -375207.973436 nChanged 26 SP:Iteration 28Q (1931.397490 sec): 3 clusters Score: Raw -375742.489246 + Penalty 523.367027 = -375219.122219 nChanged 28 SP:Iteration 29Q (1931.441085 sec): 3 clusters Score: Raw -375752.850221 + Penalty 523.367027 = -375229.483194 nChanged 21 SP:Iteration 30Q (1931.506933 sec): 3 clusters Score: Raw -375759.031628 + Penalty 523.367027 = -375235.664601 nChanged 17 SP:Iteration 31Q (1931.560478 sec): 3 clusters Score: Raw -375764.670060 + Penalty 523.367027 = -375241.303034 nChanged 11 SP:Iteration 32Q (1931.611467 sec): 3 clusters Score: Raw -375768.644619 + Penalty 523.367027 = -375245.277592 nChanged 13 SP:Iteration 33Q (1931.670840 sec): 3 clusters Score: Raw -375772.139272 + Penalty 523.367027 = -375248.772245 nChanged 8 SP:Iteration 34Q (1931.723689 sec): 3 clusters Score: Raw -375774.485593 + Penalty 523.367027 = -375251.118566 nChanged 6 SP:Iteration 35Q (1931.780238 sec): 3 clusters Score: Raw -375775.827218 + Penalty 523.367027 = -375252.460191 nChanged 7 SP:Iteration 36Q (1931.836932 sec): 3 clusters Score: Raw -375777.199213 + Penalty 523.367027 = -375253.832186 nChanged 3 SP:Iteration 37Q (1931.891627 sec): 3 clusters Score: Raw -375777.649644 + Penalty 523.367027 = -375254.282617 nChanged 0 SP:Iteration 38F (1931.939689 sec): 3 clusters Score: Raw -375777.649644 + Penalty 523.367027 = -375254.282617 nChanged 0 Trying to split cluster 8 (3111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1931.965169 sec): 2 clusters Score: Raw -95908.293995 + Penalty 221.174236 = -95687.119759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1932.017913 sec): 3 clusters Score: Raw -94019.548360 + Penalty 442.348472 = -93577.199888 nChanged 1419 SP:Iteration 1F (1932.065914 sec): 3 clusters Score: Raw -94797.806328 + Penalty 442.348472 = -94355.457856 nChanged 289 SP:Iteration 2F (1932.109803 sec): 3 clusters Score: Raw -95022.099133 + Penalty 442.348472 = -94579.750661 nChanged 264 SP:Iteration 3F (1932.148490 sec): 3 clusters Score: Raw -95233.926653 + Penalty 442.348472 = -94791.578181 nChanged 205 SP:Iteration 4F (1932.196166 sec): 3 clusters Score: Raw -95401.504863 + Penalty 442.348472 = -94959.156391 nChanged 166 SP:Iteration 5F (1932.243582 sec): 3 clusters Score: Raw -95534.091875 + Penalty 442.348472 = -95091.743403 nChanged 150 SP:Iteration 6Q (1932.281772 sec): 3 clusters Score: Raw -95646.762515 + Penalty 442.348472 = -95204.414042 nChanged 93 SP:Iteration 7Q (1932.337227 sec): 3 clusters Score: Raw -95703.978770 + Penalty 442.348472 = -95261.630298 nChanged 68 SP:Iteration 8Q (1932.384024 sec): 3 clusters Score: Raw -95735.688633 + Penalty 442.348472 = -95293.340161 nChanged 52 SP:Iteration 9Q (1932.433218 sec): 3 clusters Score: Raw -95757.134967 + Penalty 442.348472 = -95314.786495 nChanged 42 SP:Iteration 10Q (1932.479866 sec): 3 clusters Score: Raw -95772.741497 + Penalty 442.348472 = -95330.393025 nChanged 32 SP:Iteration 11Q (1932.530391 sec): 3 clusters Score: Raw -95784.679944 + Penalty 442.348472 = -95342.331472 nChanged 26 SP:Iteration 12Q (1932.568029 sec): 3 clusters Score: Raw -95792.703198 + Penalty 442.348472 = -95350.354726 nChanged 18 SP:Iteration 13Q (1932.629148 sec): 3 clusters Score: Raw -95797.142617 + Penalty 442.348472 = -95354.794145 nChanged 11 SP:Iteration 14Q (1932.671750 sec): 3 clusters Score: Raw -95799.347380 + Penalty 442.348472 = -95356.998908 nChanged 10 SP:Iteration 15Q (1932.719966 sec): 3 clusters Score: Raw -95801.006233 + Penalty 442.348472 = -95358.657760 nChanged 10 SP:Iteration 16Q (1932.771650 sec): 3 clusters Score: Raw -95802.422588 + Penalty 442.348472 = -95360.074116 nChanged 5 SP:Iteration 17Q (1932.813392 sec): 3 clusters Score: Raw -95802.920839 + Penalty 442.348472 = -95360.572367 nChanged 5 SP:Iteration 18Q (1932.868809 sec): 3 clusters Score: Raw -95803.501848 + Penalty 442.348472 = -95361.153376 nChanged 9 SP:Iteration 19Q (1932.916825 sec): 3 clusters Score: Raw -95805.180888 + Penalty 442.348472 = -95362.832416 nChanged 9 SP:Iteration 20F (1932.961187 sec): 3 clusters Score: Raw -95806.764590 + Penalty 442.348472 = -95364.416117 nChanged 12 SP:Iteration 21Q (1932.997959 sec): 3 clusters Score: Raw -95808.271268 + Penalty 442.348472 = -95365.922796 nChanged 5 SP:Iteration 22Q (1933.042846 sec): 3 clusters Score: Raw -95809.027565 + Penalty 442.348472 = -95366.679093 nChanged 3 SP:Iteration 23Q (1933.093437 sec): 3 clusters Score: Raw -95809.339527 + Penalty 442.348472 = -95366.991054 nChanged 2 SP:Iteration 24Q (1933.147366 sec): 3 clusters Score: Raw -95809.408247 + Penalty 442.348472 = -95367.059775 nChanged 0 SP:Iteration 25F (1933.189456 sec): 3 clusters Score: Raw -95809.408247 + Penalty 442.348472 = -95367.059775 nChanged 0 Trying to split cluster 9 (6557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1933.216333 sec): 2 clusters Score: Raw -172140.090921 + Penalty 241.677933 = -171898.412988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1933.266121 sec): 3 clusters Score: Raw -167960.973314 + Penalty 483.355865 = -167477.617449 nChanged 3148 SP:Iteration 1F (1933.316460 sec): 3 clusters Score: Raw -169978.984108 + Penalty 483.355865 = -169495.628243 nChanged 433 SP:Iteration 2F (1933.373709 sec): 3 clusters Score: Raw -170207.892302 + Penalty 483.355865 = -169724.536437 nChanged 417 SP:Iteration 3F (1933.411903 sec): 3 clusters Score: Raw -170451.133519 + Penalty 483.355865 = -169967.777654 nChanged 392 SP:Iteration 4F (1933.463101 sec): 3 clusters Score: Raw -170712.411758 + Penalty 483.355865 = -170229.055893 nChanged 370 SP:Iteration 5F (1933.511228 sec): 3 clusters Score: Raw -171023.777166 + Penalty 483.355865 = -170540.421301 nChanged 351 SP:Iteration 6F (1933.568218 sec): 3 clusters Score: Raw -171341.262663 + Penalty 483.355865 = -170857.906797 nChanged 317 SP:Iteration 7Q (1933.617743 sec): 3 clusters Score: Raw -171589.122474 + Penalty 483.355865 = -171105.766609 nChanged 269 SP:Iteration 8Q (1933.666813 sec): 3 clusters Score: Raw -171722.926441 + Penalty 483.355865 = -171239.570576 nChanged 188 SP:Iteration 9Q (1933.715171 sec): 3 clusters Score: Raw -171804.384547 + Penalty 483.355865 = -171321.028682 nChanged 155 SP:Iteration 10Q (1933.763785 sec): 3 clusters Score: Raw -171879.788269 + Penalty 483.355865 = -171396.432403 nChanged 146 SP:Iteration 11Q (1933.813009 sec): 3 clusters Score: Raw -171957.148601 + Penalty 483.355865 = -171473.792736 nChanged 125 SP:Iteration 12Q (1933.861344 sec): 3 clusters Score: Raw -172027.268154 + Penalty 483.355865 = -171543.912289 nChanged 137 SP:Iteration 13Q (1933.911074 sec): 3 clusters Score: Raw -172095.686713 + Penalty 483.355865 = -171612.330848 nChanged 92 SP:Iteration 14Q (1933.961085 sec): 3 clusters Score: Raw -172124.375349 + Penalty 483.355865 = -171641.019484 nChanged 60 SP:Iteration 15Q (1934.006842 sec): 3 clusters Score: Raw -172137.802003 + Penalty 483.355865 = -171654.446137 nChanged 49 SP:Iteration 16Q (1934.059786 sec): 3 clusters Score: Raw -172146.316186 + Penalty 483.355865 = -171662.960321 nChanged 40 SP:Iteration 17Q (1934.102179 sec): 3 clusters Score: Raw -172152.633562 + Penalty 483.355865 = -171669.277696 nChanged 26 SP:Iteration 18Q (1934.145944 sec): 3 clusters Score: Raw -172156.403198 + Penalty 483.355865 = -171673.047333 nChanged 30 SP:Iteration 19Q (1934.204007 sec): 3 clusters Score: Raw -172160.183581 + Penalty 483.355865 = -171676.827716 nChanged 30 SP:Iteration 20F (1934.251335 sec): 3 clusters Score: Raw -172165.284135 + Penalty 483.355865 = -171681.928270 nChanged 27 SP:Iteration 21Q (1934.300429 sec): 3 clusters Score: Raw -172169.181662 + Penalty 483.355865 = -171685.825796 nChanged 24 SP:Iteration 22Q (1934.355228 sec): 3 clusters Score: Raw -172172.828153 + Penalty 483.355865 = -171689.472288 nChanged 22 SP:Iteration 23Q (1934.406455 sec): 3 clusters Score: Raw -172175.596644 + Penalty 483.355865 = -171692.240779 nChanged 17 SP:Iteration 24Q (1934.445178 sec): 3 clusters Score: Raw -172176.639830 + Penalty 483.355865 = -171693.283964 nChanged 12 SP:Iteration 25Q (1934.493946 sec): 3 clusters Score: Raw -172177.174194 + Penalty 483.355865 = -171693.818329 nChanged 8 SP:Iteration 26Q (1934.556240 sec): 3 clusters Score: Raw -172177.467267 + Penalty 483.355865 = -171694.111401 nChanged 8 SP:Iteration 27Q (1934.604179 sec): 3 clusters Score: Raw -172178.089261 + Penalty 483.355865 = -171694.733396 nChanged 10 SP:Iteration 28Q (1934.646114 sec): 3 clusters Score: Raw -172179.034218 + Penalty 483.355865 = -171695.678352 nChanged 14 SP:Iteration 29Q (1934.697411 sec): 3 clusters Score: Raw -172180.466187 + Penalty 483.355865 = -171697.110321 nChanged 10 SP:Iteration 30Q (1934.746228 sec): 3 clusters Score: Raw -172181.113113 + Penalty 483.355865 = -171697.757247 nChanged 12 SP:Iteration 31Q (1934.791904 sec): 3 clusters Score: Raw -172182.117007 + Penalty 483.355865 = -171698.761142 nChanged 13 SP:Iteration 32Q (1934.844965 sec): 3 clusters Score: Raw -172183.062862 + Penalty 483.355865 = -171699.706997 nChanged 11 SP:Iteration 33Q (1934.897745 sec): 3 clusters Score: Raw -172184.362488 + Penalty 483.355865 = -171701.006622 nChanged 17 SP:Iteration 34Q (1934.949706 sec): 3 clusters Score: Raw -172185.913559 + Penalty 483.355865 = -171702.557694 nChanged 10 SP:Iteration 35Q (1934.991805 sec): 3 clusters Score: Raw -172186.607460 + Penalty 483.355865 = -171703.251595 nChanged 7 SP:Iteration 36Q (1935.051409 sec): 3 clusters Score: Raw -172187.114373 + Penalty 483.355865 = -171703.758508 nChanged 9 SP:Iteration 37Q (1935.099896 sec): 3 clusters Score: Raw -172187.944982 + Penalty 483.355865 = -171704.589117 nChanged 9 SP:Iteration 38Q (1935.145669 sec): 3 clusters Score: Raw -172188.652690 + Penalty 483.355865 = -171705.296824 nChanged 7 SP:Iteration 39Q (1935.189561 sec): 3 clusters Score: Raw -172189.023766 + Penalty 483.355865 = -171705.667901 nChanged 5 SP:Iteration 40F (1935.238899 sec): 3 clusters Score: Raw -172189.283151 + Penalty 483.355865 = -171705.927286 nChanged 4 SP:Iteration 41Q (1935.291417 sec): 3 clusters Score: Raw -172189.498444 + Penalty 483.355865 = -171706.142579 nChanged 4 SP:Iteration 42Q (1935.335640 sec): 3 clusters Score: Raw -172189.769599 + Penalty 483.355865 = -171706.413734 nChanged 7 SP:Iteration 43Q (1935.391549 sec): 3 clusters Score: Raw -172190.157444 + Penalty 483.355865 = -171706.801579 nChanged 8 SP:Iteration 44Q (1935.434960 sec): 3 clusters Score: Raw -172190.708510 + Penalty 483.355865 = -171707.352645 nChanged 9 SP:Iteration 45Q (1935.490645 sec): 3 clusters Score: Raw -172191.294982 + Penalty 483.355865 = -171707.939117 nChanged 11 SP:Iteration 46Q (1935.541528 sec): 3 clusters Score: Raw -172192.468251 + Penalty 483.355865 = -171709.112386 nChanged 17 SP:Iteration 47Q (1935.586305 sec): 3 clusters Score: Raw -172194.191755 + Penalty 483.355865 = -171710.835890 nChanged 18 SP:Iteration 48Q (1935.642589 sec): 3 clusters Score: Raw -172195.839593 + Penalty 483.355865 = -171712.483728 nChanged 18 SP:Iteration 49Q (1935.694137 sec): 3 clusters Score: Raw -172197.307688 + Penalty 483.355865 = -171713.951823 nChanged 19 SP:Iteration 50Q (1935.733543 sec): 3 clusters Score: Raw -172199.220295 + Penalty 483.355865 = -171715.864430 nChanged 19 SP:Iteration 51Q (1935.793060 sec): 3 clusters Score: Raw -172200.750406 + Penalty 483.355865 = -171717.394540 nChanged 15 SP:Iteration 52Q (1935.843603 sec): 3 clusters Score: Raw -172201.887169 + Penalty 483.355865 = -171718.531304 nChanged 20 SP:Iteration 53Q (1935.897727 sec): 3 clusters Score: Raw -172203.383411 + Penalty 483.355865 = -171720.027546 nChanged 10 SP:Iteration 54Q (1935.941774 sec): 3 clusters Score: Raw -172204.534573 + Penalty 483.355865 = -171721.178708 nChanged 19 SP:Iteration 55Q (1936.002529 sec): 3 clusters Score: Raw -172206.898000 + Penalty 483.355865 = -171723.542135 nChanged 22 SP:Iteration 56Q (1936.043795 sec): 3 clusters Score: Raw -172209.270408 + Penalty 483.355865 = -171725.914543 nChanged 14 SP:Iteration 57Q (1936.093215 sec): 3 clusters Score: Raw -172210.583800 + Penalty 483.355865 = -171727.227935 nChanged 19 SP:Iteration 58Q (1936.146970 sec): 3 clusters Score: Raw -172213.193647 + Penalty 483.355865 = -171729.837781 nChanged 20 SP:Iteration 59Q (1936.193105 sec): 3 clusters Score: Raw -172215.975565 + Penalty 483.355865 = -171732.619700 nChanged 24 SP:Iteration 60F (1936.242866 sec): 3 clusters Score: Raw -172219.066439 + Penalty 483.355865 = -171735.710573 nChanged 25 SP:Iteration 61Q (1936.300112 sec): 3 clusters Score: Raw -172222.435902 + Penalty 483.355865 = -171739.080037 nChanged 22 SP:Iteration 62Q (1936.349879 sec): 3 clusters Score: Raw -172225.002055 + Penalty 483.355865 = -171741.646190 nChanged 21 SP:Iteration 63Q (1936.401903 sec): 3 clusters Score: Raw -172227.476114 + Penalty 483.355865 = -171744.120249 nChanged 18 SP:Iteration 64Q (1936.445788 sec): 3 clusters Score: Raw -172229.546191 + Penalty 483.355865 = -171746.190326 nChanged 14 SP:Iteration 65Q (1936.507479 sec): 3 clusters Score: Raw -172230.554462 + Penalty 483.355865 = -171747.198596 nChanged 12 SP:Iteration 66Q (1936.553233 sec): 3 clusters Score: Raw -172231.498974 + Penalty 483.355865 = -171748.143109 nChanged 11 SP:Iteration 67Q (1936.604192 sec): 3 clusters Score: Raw -172232.302352 + Penalty 483.355865 = -171748.946487 nChanged 14 SP:Iteration 68Q (1936.643005 sec): 3 clusters Score: Raw -172233.497617 + Penalty 483.355865 = -171750.141752 nChanged 16 SP:Iteration 69Q (1936.693174 sec): 3 clusters Score: Raw -172234.877368 + Penalty 483.355865 = -171751.521503 nChanged 12 SP:Iteration 70Q (1936.746276 sec): 3 clusters Score: Raw -172235.673306 + Penalty 483.355865 = -171752.317441 nChanged 11 SP:Iteration 71Q (1936.803935 sec): 3 clusters Score: Raw -172236.545913 + Penalty 483.355865 = -171753.190048 nChanged 10 SP:Iteration 72Q (1936.844063 sec): 3 clusters Score: Raw -172237.287807 + Penalty 483.355865 = -171753.931942 nChanged 10 SP:Iteration 73Q (1936.901440 sec): 3 clusters Score: Raw -172238.138533 + Penalty 483.355865 = -171754.782668 nChanged 8 SP:Iteration 74Q (1936.949838 sec): 3 clusters Score: Raw -172239.130069 + Penalty 483.355865 = -171755.774204 nChanged 8 SP:Iteration 75Q (1936.995075 sec): 3 clusters Score: Raw -172240.060937 + Penalty 483.355865 = -171756.705072 nChanged 6 SP:Iteration 76Q (1937.050358 sec): 3 clusters Score: Raw -172240.446783 + Penalty 483.355865 = -171757.090918 nChanged 7 SP:Iteration 77Q (1937.088019 sec): 3 clusters Score: Raw -172240.665740 + Penalty 483.355865 = -171757.309874 nChanged 4 SP:Iteration 78Q (1937.139423 sec): 3 clusters Score: Raw -172240.739256 + Penalty 483.355865 = -171757.383391 nChanged 0 SP:Iteration 79F (1937.188654 sec): 3 clusters Score: Raw -172240.739256 + Penalty 483.355865 = -171757.383391 nChanged 0 Trying to split cluster 10 (4177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1937.221482 sec): 2 clusters Score: Raw -113111.701373 + Penalty 229.277086 = -112882.424287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1937.268697 sec): 3 clusters Score: Raw -110582.657759 + Penalty 458.554171 = -110124.103588 nChanged 1906 SP:Iteration 1F (1937.315342 sec): 3 clusters Score: Raw -111656.180384 + Penalty 458.554171 = -111197.626213 nChanged 258 SP:Iteration 2F (1937.362947 sec): 3 clusters Score: Raw -111810.566185 + Penalty 458.554171 = -111352.012014 nChanged 237 SP:Iteration 3F (1937.413851 sec): 3 clusters Score: Raw -111990.585416 + Penalty 458.554171 = -111532.031245 nChanged 274 SP:Iteration 4F (1937.455499 sec): 3 clusters Score: Raw -112228.221400 + Penalty 458.554171 = -111769.667229 nChanged 262 SP:Iteration 5F (1937.510539 sec): 3 clusters Score: Raw -112464.473265 + Penalty 458.554171 = -112005.919094 nChanged 245 SP:Iteration 6F (1937.550481 sec): 3 clusters Score: Raw -112665.011314 + Penalty 458.554171 = -112206.457143 nChanged 209 SP:Iteration 7F (1937.603549 sec): 3 clusters Score: Raw -112798.709770 + Penalty 458.554171 = -112340.155599 nChanged 128 SP:Iteration 8Q (1937.647951 sec): 3 clusters Score: Raw -112876.298961 + Penalty 458.554171 = -112417.744790 nChanged 110 SP:Iteration 9Q (1937.690820 sec): 3 clusters Score: Raw -112942.109823 + Penalty 458.554171 = -112483.555652 nChanged 84 SP:Iteration 10Q (1937.746966 sec): 3 clusters Score: Raw -113002.502540 + Penalty 458.554171 = -112543.948369 nChanged 66 SP:Iteration 11Q (1937.799646 sec): 3 clusters Score: Raw -113037.851912 + Penalty 458.554171 = -112579.297741 nChanged 62 SP:Iteration 12Q (1937.850204 sec): 3 clusters Score: Raw -113064.739058 + Penalty 458.554171 = -112606.184887 nChanged 47 SP:Iteration 13Q (1937.896982 sec): 3 clusters Score: Raw -113080.696179 + Penalty 458.554171 = -112622.142008 nChanged 41 SP:Iteration 14Q (1937.948850 sec): 3 clusters Score: Raw -113096.201284 + Penalty 458.554171 = -112637.647113 nChanged 38 SP:Iteration 15Q (1937.996012 sec): 3 clusters Score: Raw -113106.661984 + Penalty 458.554171 = -112648.107813 nChanged 22 SP:Iteration 16Q (1938.034406 sec): 3 clusters Score: Raw -113112.255751 + Penalty 458.554171 = -112653.701580 nChanged 15 SP:Iteration 17Q (1938.092263 sec): 3 clusters Score: Raw -113115.583683 + Penalty 458.554171 = -112657.029512 nChanged 19 SP:Iteration 18Q (1938.139862 sec): 3 clusters Score: Raw -113120.343385 + Penalty 458.554171 = -112661.789214 nChanged 21 SP:Iteration 19Q (1938.185725 sec): 3 clusters Score: Raw -113126.152295 + Penalty 458.554171 = -112667.598124 nChanged 21 SP:Iteration 20F (1938.226041 sec): 3 clusters Score: Raw -113131.309768 + Penalty 458.554171 = -112672.755597 nChanged 19 SP:Iteration 21Q (1938.280685 sec): 3 clusters Score: Raw -113134.843857 + Penalty 458.554171 = -112676.289686 nChanged 16 SP:Iteration 22Q (1938.318889 sec): 3 clusters Score: Raw -113138.383199 + Penalty 458.554171 = -112679.829028 nChanged 11 SP:Iteration 23Q (1938.368868 sec): 3 clusters Score: Raw -113139.939237 + Penalty 458.554171 = -112681.385066 nChanged 6 SP:Iteration 24Q (1938.420212 sec): 3 clusters Score: Raw -113140.660882 + Penalty 458.554171 = -112682.106711 nChanged 6 SP:Iteration 25Q (1938.477972 sec): 3 clusters Score: Raw -113142.085270 + Penalty 458.554171 = -112683.531099 nChanged 9 SP:Iteration 26Q (1938.526593 sec): 3 clusters Score: Raw -113143.809260 + Penalty 458.554171 = -112685.255089 nChanged 9 SP:Iteration 27Q (1938.572837 sec): 3 clusters Score: Raw -113145.408411 + Penalty 458.554171 = -112686.854240 nChanged 7 SP:Iteration 28Q (1938.612909 sec): 3 clusters Score: Raw -113146.430384 + Penalty 458.554171 = -112687.876213 nChanged 5 SP:Iteration 29Q (1938.663469 sec): 3 clusters Score: Raw -113147.103942 + Penalty 458.554171 = -112688.549770 nChanged 2 SP:Iteration 30Q (1938.713525 sec): 3 clusters Score: Raw -113147.206971 + Penalty 458.554171 = -112688.652800 nChanged 4 SP:Iteration 31Q (1938.764158 sec): 3 clusters Score: Raw -113147.495001 + Penalty 458.554171 = -112688.940830 nChanged 4 SP:Iteration 32Q (1938.813190 sec): 3 clusters Score: Raw -113147.890159 + Penalty 458.554171 = -112689.335988 nChanged 3 SP:Iteration 33Q (1938.864019 sec): 3 clusters Score: Raw -113148.272362 + Penalty 458.554171 = -112689.718191 nChanged 3 SP:Iteration 34Q (1938.914714 sec): 3 clusters Score: Raw -113148.789224 + Penalty 458.554171 = -112690.235053 nChanged 4 SP:Iteration 35Q (1938.970086 sec): 3 clusters Score: Raw -113150.118351 + Penalty 458.554171 = -112691.564179 nChanged 1 SP:Iteration 36Q (1939.012788 sec): 3 clusters Score: Raw -113150.197448 + Penalty 458.554171 = -112691.643277 nChanged 0 SP:Iteration 37F (1939.064880 sec): 3 clusters Score: Raw -113150.197448 + Penalty 458.554171 = -112691.643277 nChanged 0 Trying to split cluster 11 (84119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1939.149689 sec): 2 clusters Score: Raw -2371243.224360 + Penalty 311.849663 = -2370931.374697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1939.260345 sec): 3 clusters Score: Raw -2314471.713035 + Penalty 623.699326 = -2313848.013709 nChanged 41258 SP:Iteration 1F (1939.356757 sec): 3 clusters Score: Raw -2341292.314562 + Penalty 623.699326 = -2340668.615236 nChanged 4953 SP:Iteration 2F (1939.471413 sec): 3 clusters Score: Raw -2343856.891268 + Penalty 623.699326 = -2343233.191942 nChanged 5439 SP:Iteration 3F (1939.581613 sec): 3 clusters Score: Raw -2347373.799999 + Penalty 623.699326 = -2346750.100673 nChanged 5738 SP:Iteration 4F (1939.694268 sec): 3 clusters Score: Raw -2352105.507963 + Penalty 623.699326 = -2351481.808637 nChanged 5569 SP:Iteration 5F (1939.802053 sec): 3 clusters Score: Raw -2357458.384258 + Penalty 623.699326 = -2356834.684933 nChanged 4431 SP:Iteration 6F (1939.916152 sec): 3 clusters Score: Raw -2361462.606031 + Penalty 623.699326 = -2360838.906705 nChanged 3136 SP:Iteration 7Q (1940.021666 sec): 3 clusters Score: Raw -2363654.082581 + Penalty 623.699326 = -2363030.383255 nChanged 2341 SP:Iteration 8Q (1940.137469 sec): 3 clusters Score: Raw -2365055.557820 + Penalty 623.699326 = -2364431.858494 nChanged 1948 SP:Iteration 9Q (1940.254080 sec): 3 clusters Score: Raw -2366171.653686 + Penalty 623.699326 = -2365547.954360 nChanged 1708 SP:Iteration 10Q (1940.371580 sec): 3 clusters Score: Raw -2367162.638272 + Penalty 623.699326 = -2366538.938946 nChanged 1488 SP:Iteration 11Q (1940.479362 sec): 3 clusters Score: Raw -2368019.880901 + Penalty 623.699326 = -2367396.181575 nChanged 1252 SP:Iteration 12Q (1940.591121 sec): 3 clusters Score: Raw -2368745.979630 + Penalty 623.699326 = -2368122.280304 nChanged 1073 SP:Iteration 13Q (1940.707768 sec): 3 clusters Score: Raw -2369388.899426 + Penalty 623.699326 = -2368765.200101 nChanged 886 SP:Iteration 14Q (1940.819769 sec): 3 clusters Score: Raw -2369947.700909 + Penalty 623.699326 = -2369324.001583 nChanged 700 SP:Iteration 15Q (1940.920653 sec): 3 clusters Score: Raw -2370396.959255 + Penalty 623.699326 = -2369773.259929 nChanged 505 SP:Iteration 16Q (1941.027404 sec): 3 clusters Score: Raw -2370695.216093 + Penalty 623.699326 = -2370071.516767 nChanged 334 SP:Iteration 17Q (1941.132056 sec): 3 clusters Score: Raw -2370881.899466 + Penalty 623.699326 = -2370258.200140 nChanged 227 SP:Iteration 18Q (1941.243782 sec): 3 clusters Score: Raw -2370999.453809 + Penalty 623.699326 = -2370375.754483 nChanged 162 SP:Iteration 19Q (1941.354922 sec): 3 clusters Score: Raw -2371073.983525 + Penalty 623.699326 = -2370450.284199 nChanged 121 SP:Iteration 20F (1941.467078 sec): 3 clusters Score: Raw -2371127.473738 + Penalty 623.699326 = -2370503.774412 nChanged 71 SP:Iteration 21Q (1941.572352 sec): 3 clusters Score: Raw -2371161.057852 + Penalty 623.699326 = -2370537.358526 nChanged 58 SP:Iteration 22Q (1941.671077 sec): 3 clusters Score: Raw -2371188.388702 + Penalty 623.699326 = -2370564.689377 nChanged 46 SP:Iteration 23Q (1941.768564 sec): 3 clusters Score: Raw -2371210.846019 + Penalty 623.699326 = -2370587.146693 nChanged 33 SP:Iteration 24Q (1941.869365 sec): 3 clusters Score: Raw -2371228.349108 + Penalty 623.699326 = -2370604.649783 nChanged 26 SP:Iteration 25Q (1941.968418 sec): 3 clusters Score: Raw -2371242.032948 + Penalty 623.699326 = -2370618.333622 nChanged 17 SP:Iteration 26Q (1942.060347 sec): 3 clusters Score: Raw -2371252.840788 + Penalty 623.699326 = -2370629.141463 nChanged 13 SP:Iteration 27Q (1942.168528 sec): 3 clusters Score: Raw -2371259.842521 + Penalty 623.699326 = -2370636.143195 nChanged 16 SP:Iteration 28Q (1942.282307 sec): 3 clusters Score: Raw -2371269.594124 + Penalty 623.699326 = -2370645.894798 nChanged 15 SP:Iteration 29Q (1942.393412 sec): 3 clusters Score: Raw -2371277.102701 + Penalty 623.699326 = -2370653.403376 nChanged 12 SP:Iteration 30Q (1942.488343 sec): 3 clusters Score: Raw -2371284.802567 + Penalty 623.699326 = -2370661.103241 nChanged 8 SP:Iteration 31Q (1942.573466 sec): 3 clusters Score: Raw -2371288.559640 + Penalty 623.699326 = -2370664.860315 nChanged 5 SP:Iteration 32Q (1942.678912 sec): 3 clusters Score: Raw -2371289.807602 + Penalty 623.699326 = -2370666.108276 nChanged 5 SP:Iteration 33Q (1942.775109 sec): 3 clusters Score: Raw -2371291.450534 + Penalty 623.699326 = -2370667.751208 nChanged 3 SP:Iteration 34Q (1942.877890 sec): 3 clusters Score: Raw -2371292.396490 + Penalty 623.699326 = -2370668.697164 nChanged 0 SP:Iteration 35F (1942.988616 sec): 3 clusters Score: Raw -2371292.396490 + Penalty 623.699326 = -2370668.697164 nChanged 0 Trying to split cluster 12 (5179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1943.024290 sec): 2 clusters Score: Raw -139221.567639 + Penalty 235.190100 = -138986.377539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1943.071280 sec): 3 clusters Score: Raw -136025.357204 + Penalty 470.380200 = -135554.977004 nChanged 2353 SP:Iteration 1F (1943.127214 sec): 3 clusters Score: Raw -137807.099960 + Penalty 470.380200 = -137336.719760 nChanged 390 SP:Iteration 2F (1943.168786 sec): 3 clusters Score: Raw -138105.862646 + Penalty 470.380200 = -137635.482446 nChanged 337 SP:Iteration 3F (1943.222205 sec): 3 clusters Score: Raw -138324.633393 + Penalty 470.380200 = -137854.253194 nChanged 254 SP:Iteration 4Q (1943.270918 sec): 3 clusters Score: Raw -138449.459181 + Penalty 470.380200 = -137979.078981 nChanged 159 SP:Iteration 5Q (1943.317931 sec): 3 clusters Score: Raw -138517.646003 + Penalty 470.380200 = -138047.265803 nChanged 139 SP:Iteration 6Q (1943.364970 sec): 3 clusters Score: Raw -138579.314161 + Penalty 470.380200 = -138108.933962 nChanged 110 SP:Iteration 7Q (1943.411980 sec): 3 clusters Score: Raw -138613.842336 + Penalty 470.380200 = -138143.462137 nChanged 91 SP:Iteration 8Q (1943.456537 sec): 3 clusters Score: Raw -138640.465277 + Penalty 470.380200 = -138170.085078 nChanged 82 SP:Iteration 9Q (1943.492756 sec): 3 clusters Score: Raw -138662.175530 + Penalty 470.380200 = -138191.795330 nChanged 72 SP:Iteration 10Q (1943.550122 sec): 3 clusters Score: Raw -138686.832729 + Penalty 470.380200 = -138216.452529 nChanged 77 SP:Iteration 11Q (1943.596858 sec): 3 clusters Score: Raw -138723.125015 + Penalty 470.380200 = -138252.744815 nChanged 88 SP:Iteration 12Q (1943.650752 sec): 3 clusters Score: Raw -138763.226064 + Penalty 470.380200 = -138292.845865 nChanged 99 SP:Iteration 13Q (1943.694118 sec): 3 clusters Score: Raw -138813.914860 + Penalty 470.380200 = -138343.534661 nChanged 95 SP:Iteration 14Q (1943.736131 sec): 3 clusters Score: Raw -138861.523176 + Penalty 470.380200 = -138391.142976 nChanged 84 SP:Iteration 15Q (1943.785835 sec): 3 clusters Score: Raw -138904.552961 + Penalty 470.380200 = -138434.172761 nChanged 87 SP:Iteration 16Q (1943.838911 sec): 3 clusters Score: Raw -138948.633990 + Penalty 470.380200 = -138478.253790 nChanged 85 SP:Iteration 17Q (1943.881472 sec): 3 clusters Score: Raw -138993.961412 + Penalty 470.380200 = -138523.581213 nChanged 80 SP:Iteration 18Q (1943.935533 sec): 3 clusters Score: Raw -139033.685298 + Penalty 470.380200 = -138563.305099 nChanged 77 SP:Iteration 19Q (1943.990800 sec): 3 clusters Score: Raw -139072.323851 + Penalty 470.380200 = -138601.943652 nChanged 52 SP:Iteration 20F (1944.042909 sec): 3 clusters Score: Raw -139102.243977 + Penalty 470.380200 = -138631.863778 nChanged 54 SP:Iteration 21Q (1944.092680 sec): 3 clusters Score: Raw -139137.811149 + Penalty 470.380200 = -138667.430950 nChanged 50 SP:Iteration 22Q (1944.143539 sec): 3 clusters Score: Raw -139165.889222 + Penalty 470.380200 = -138695.509022 nChanged 38 SP:Iteration 23Q (1944.191016 sec): 3 clusters Score: Raw -139181.886465 + Penalty 470.380200 = -138711.506265 nChanged 40 SP:Iteration 24Q (1944.243071 sec): 3 clusters Score: Raw -139206.386046 + Penalty 470.380200 = -138736.005846 nChanged 31 SP:Iteration 25Q (1944.287039 sec): 3 clusters Score: Raw -139225.986608 + Penalty 470.380200 = -138755.606408 nChanged 27 SP:Iteration 26Q (1944.330474 sec): 3 clusters Score: Raw -139238.070899 + Penalty 470.380200 = -138767.690699 nChanged 20 SP:Iteration 27Q (1944.375903 sec): 3 clusters Score: Raw -139245.994734 + Penalty 470.380200 = -138775.614535 nChanged 22 SP:Iteration 28Q (1944.425948 sec): 3 clusters Score: Raw -139254.410663 + Penalty 470.380200 = -138784.030464 nChanged 15 SP:Iteration 29Q (1944.475621 sec): 3 clusters Score: Raw -139260.022293 + Penalty 470.380200 = -138789.642094 nChanged 10 SP:Iteration 30Q (1944.533159 sec): 3 clusters Score: Raw -139265.165287 + Penalty 470.380200 = -138794.785088 nChanged 12 SP:Iteration 31Q (1944.571843 sec): 3 clusters Score: Raw -139268.090112 + Penalty 470.380200 = -138797.709913 nChanged 3 SP:Iteration 32Q (1944.620271 sec): 3 clusters Score: Raw -139268.539558 + Penalty 470.380200 = -138798.159359 nChanged 4 SP:Iteration 33Q (1944.680681 sec): 3 clusters Score: Raw -139269.250790 + Penalty 470.380200 = -138798.870590 nChanged 4 SP:Iteration 34Q (1944.732711 sec): 3 clusters Score: Raw -139269.715025 + Penalty 470.380200 = -138799.334826 nChanged 4 SP:Iteration 35Q (1944.777524 sec): 3 clusters Score: Raw -139270.442302 + Penalty 470.380200 = -138800.062103 nChanged 4 SP:Iteration 36Q (1944.825878 sec): 3 clusters Score: Raw -139270.868935 + Penalty 470.380200 = -138800.488735 nChanged 1 SP:Iteration 37Q (1944.880537 sec): 3 clusters Score: Raw -139271.000444 + Penalty 470.380200 = -138800.620244 nChanged 1 SP:Iteration 38Q (1944.923214 sec): 3 clusters Score: Raw -139271.606685 + Penalty 470.380200 = -138801.226485 nChanged 1 SP:Iteration 39Q (1944.979246 sec): 3 clusters Score: Raw -139272.229218 + Penalty 470.380200 = -138801.849019 nChanged 1 SP:Iteration 40F (1945.019022 sec): 3 clusters Score: Raw -139272.242486 + Penalty 470.380200 = -138801.862287 nChanged 0 Trying to split cluster 13 (9237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1945.055092 sec): 2 clusters Score: Raw -283433.337734 + Penalty 251.101742 = -283182.235992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1945.102198 sec): 3 clusters Score: Raw -277503.941538 + Penalty 502.203484 = -277001.738054 nChanged 4343 SP:Iteration 1F (1945.160679 sec): 3 clusters Score: Raw -280688.035955 + Penalty 502.203484 = -280185.832471 nChanged 841 SP:Iteration 2F (1945.215311 sec): 3 clusters Score: Raw -281372.003067 + Penalty 502.203484 = -280869.799583 nChanged 673 SP:Iteration 3F (1945.256689 sec): 3 clusters Score: Raw -281880.856432 + Penalty 502.203484 = -281378.652948 nChanged 482 SP:Iteration 4F (1945.317386 sec): 3 clusters Score: Raw -282166.168825 + Penalty 502.203484 = -281663.965341 nChanged 335 SP:Iteration 5Q (1945.358140 sec): 3 clusters Score: Raw -282344.647259 + Penalty 502.203484 = -281842.443775 nChanged 241 SP:Iteration 6Q (1945.409235 sec): 3 clusters Score: Raw -282453.364276 + Penalty 502.203484 = -281951.160792 nChanged 195 SP:Iteration 7Q (1945.457804 sec): 3 clusters Score: Raw -282533.792570 + Penalty 502.203484 = -282031.589086 nChanged 166 SP:Iteration 8Q (1945.519271 sec): 3 clusters Score: Raw -282605.152819 + Penalty 502.203484 = -282102.949335 nChanged 164 SP:Iteration 9Q (1945.580500 sec): 3 clusters Score: Raw -282675.661308 + Penalty 502.203484 = -282173.457824 nChanged 161 SP:Iteration 10Q (1945.622576 sec): 3 clusters Score: Raw -282737.933382 + Penalty 502.203484 = -282235.729898 nChanged 150 SP:Iteration 11Q (1945.684840 sec): 3 clusters Score: Raw -282797.455488 + Penalty 502.203484 = -282295.252004 nChanged 134 SP:Iteration 12Q (1945.729793 sec): 3 clusters Score: Raw -282856.840229 + Penalty 502.203484 = -282354.636745 nChanged 143 SP:Iteration 13Q (1945.780956 sec): 3 clusters Score: Raw -282932.147952 + Penalty 502.203484 = -282429.944468 nChanged 158 SP:Iteration 14Q (1945.831468 sec): 3 clusters Score: Raw -283016.943697 + Penalty 502.203484 = -282514.740213 nChanged 160 SP:Iteration 15Q (1945.893607 sec): 3 clusters Score: Raw -283108.102543 + Penalty 502.203484 = -282605.899059 nChanged 134 SP:Iteration 16Q (1945.946763 sec): 3 clusters Score: Raw -283177.853690 + Penalty 502.203484 = -282675.650206 nChanged 120 SP:Iteration 17Q (1945.999284 sec): 3 clusters Score: Raw -283242.493056 + Penalty 502.203484 = -282740.289572 nChanged 113 SP:Iteration 18Q (1946.054189 sec): 3 clusters Score: Raw -283302.645272 + Penalty 502.203484 = -282800.441788 nChanged 83 SP:Iteration 19Q (1946.099205 sec): 3 clusters Score: Raw -283337.497964 + Penalty 502.203484 = -282835.294480 nChanged 69 SP:Iteration 20F (1946.152029 sec): 3 clusters Score: Raw -283364.099608 + Penalty 502.203484 = -282861.896124 nChanged 48 SP:Iteration 21Q (1946.209604 sec): 3 clusters Score: Raw -283382.768458 + Penalty 502.203484 = -282880.564974 nChanged 51 SP:Iteration 22Q (1946.260091 sec): 3 clusters Score: Raw -283406.510125 + Penalty 502.203484 = -282904.306641 nChanged 48 SP:Iteration 23Q (1946.312401 sec): 3 clusters Score: Raw -283427.684523 + Penalty 502.203484 = -282925.481039 nChanged 39 SP:Iteration 24Q (1946.358646 sec): 3 clusters Score: Raw -283443.138015 + Penalty 502.203484 = -282940.934531 nChanged 35 SP:Iteration 25Q (1946.408112 sec): 3 clusters Score: Raw -283455.760858 + Penalty 502.203484 = -282953.557374 nChanged 25 SP:Iteration 26Q (1946.467630 sec): 3 clusters Score: Raw -283462.561999 + Penalty 502.203484 = -282960.358515 nChanged 19 SP:Iteration 27Q (1946.520713 sec): 3 clusters Score: Raw -283467.562274 + Penalty 502.203484 = -282965.358790 nChanged 15 SP:Iteration 28Q (1946.563323 sec): 3 clusters Score: Raw -283471.524760 + Penalty 502.203484 = -282969.321276 nChanged 9 SP:Iteration 29Q (1946.616109 sec): 3 clusters Score: Raw -283472.812848 + Penalty 502.203484 = -282970.609364 nChanged 8 SP:Iteration 30Q (1946.668155 sec): 3 clusters Score: Raw -283473.845905 + Penalty 502.203484 = -282971.642421 nChanged 9 SP:Iteration 31Q (1946.720451 sec): 3 clusters Score: Raw -283474.943244 + Penalty 502.203484 = -282972.739760 nChanged 2 SP:Iteration 32Q (1946.776428 sec): 3 clusters Score: Raw -283475.103797 + Penalty 502.203484 = -282972.900313 nChanged 1 SP:Iteration 33Q (1946.834622 sec): 3 clusters Score: Raw -283475.141663 + Penalty 502.203484 = -282972.938179 nChanged 1 SP:Iteration 34Q (1946.876856 sec): 3 clusters Score: Raw -283475.326821 + Penalty 502.203484 = -282973.123337 nChanged 2 SP:Iteration 35Q (1946.930231 sec): 3 clusters Score: Raw -283475.582359 + Penalty 502.203484 = -282973.378875 nChanged 1 SP:Iteration 36Q (1946.978499 sec): 3 clusters Score: Raw -283475.672195 + Penalty 502.203484 = -282973.468711 nChanged 1 SP:Iteration 37Q (1947.035120 sec): 3 clusters Score: Raw -283475.834268 + Penalty 502.203484 = -282973.630784 nChanged 0 SP:Iteration 38F (1947.086195 sec): 3 clusters Score: Raw -283475.834268 + Penalty 502.203484 = -282973.630784 nChanged 0 Trying to split cluster 14 (648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1947.101259 sec): 2 clusters Score: Raw -17085.229549 + Penalty 178.031994 = -16907.197555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1947.148124 sec): 3 clusters Score: Raw -16771.239067 + Penalty 356.063988 = -16415.175078 nChanged 252 SP:Iteration 1F (1947.189913 sec): 3 clusters Score: Raw -16980.122570 + Penalty 356.063988 = -16624.058581 nChanged 83 SP:Iteration 2F (1947.239012 sec): 3 clusters Score: Raw -17084.682391 + Penalty 356.063988 = -16728.618403 nChanged 57 SP:Iteration 3F (1947.282614 sec): 3 clusters Score: Raw -17127.580553 + Penalty 356.063988 = -16771.516564 nChanged 32 SP:Iteration 4Q (1947.328228 sec): 3 clusters Score: Raw -17149.819996 + Penalty 356.063988 = -16793.756008 nChanged 23 SP:Iteration 5Q (1947.381328 sec): 3 clusters Score: Raw -17170.504823 + Penalty 356.063988 = -16814.440834 nChanged 20 SP:Iteration 6Q (1947.420532 sec): 3 clusters Score: Raw -17189.351522 + Penalty 356.063988 = -16833.287533 nChanged 8 SP:Iteration 7Q (1947.458913 sec): 3 clusters Score: Raw -17196.164989 + Penalty 356.063988 = -16840.101001 nChanged 7 SP:Iteration 8Q (1947.500644 sec): 3 clusters Score: Raw -17201.373958 + Penalty 356.063988 = -16845.309970 nChanged 6 SP:Iteration 9Q (1947.547685 sec): 3 clusters Score: Raw -17205.520072 + Penalty 356.063988 = -16849.456083 nChanged 5 SP:Iteration 10Q (1947.585764 sec): 3 clusters Score: Raw -17208.164079 + Penalty 356.063988 = -16852.100091 nChanged 1 SP:Iteration 11Q (1947.636401 sec): 3 clusters Score: Raw -17208.757630 + Penalty 356.063988 = -16852.693642 nChanged 1 SP:Iteration 12Q (1947.678571 sec): 3 clusters Score: Raw -17209.003638 + Penalty 356.063988 = -16852.939650 nChanged 0 SP:Iteration 13F (1947.719646 sec): 3 clusters Score: Raw -17209.003638 + Penalty 356.063988 = -16852.939650 nChanged 0 Trying to split cluster 15 (12991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1947.753754 sec): 2 clusters Score: Raw -382661.928510 + Penalty 260.480332 = -382401.448177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1947.805058 sec): 3 clusters Score: Raw -374279.690861 + Penalty 520.960665 = -373758.730196 nChanged 6183 SP:Iteration 1F (1947.865695 sec): 3 clusters Score: Raw -377960.584881 + Penalty 520.960665 = -377439.624216 nChanged 859 SP:Iteration 2F (1947.922088 sec): 3 clusters Score: Raw -378441.311873 + Penalty 520.960665 = -377920.351208 nChanged 958 SP:Iteration 3F (1947.979402 sec): 3 clusters Score: Raw -379075.330921 + Penalty 520.960665 = -378554.370256 nChanged 902 SP:Iteration 4F (1948.034518 sec): 3 clusters Score: Raw -379728.780363 + Penalty 520.960665 = -379207.819698 nChanged 836 SP:Iteration 5F (1948.071302 sec): 3 clusters Score: Raw -380353.898463 + Penalty 520.960665 = -379832.937798 nChanged 683 SP:Iteration 6F (1948.130865 sec): 3 clusters Score: Raw -380798.210353 + Penalty 520.960665 = -380277.249688 nChanged 471 SP:Iteration 7Q (1948.184705 sec): 3 clusters Score: Raw -381028.710437 + Penalty 520.960665 = -380507.749772 nChanged 322 SP:Iteration 8Q (1948.244954 sec): 3 clusters Score: Raw -381141.158981 + Penalty 520.960665 = -380620.198317 nChanged 237 SP:Iteration 9Q (1948.305770 sec): 3 clusters Score: Raw -381225.691327 + Penalty 520.960665 = -380704.730662 nChanged 226 SP:Iteration 10Q (1948.357578 sec): 3 clusters Score: Raw -381308.702964 + Penalty 520.960665 = -380787.742299 nChanged 230 SP:Iteration 11Q (1948.409123 sec): 3 clusters Score: Raw -381392.739447 + Penalty 520.960665 = -380871.778782 nChanged 217 SP:Iteration 12Q (1948.465250 sec): 3 clusters Score: Raw -381476.425974 + Penalty 520.960665 = -380955.465309 nChanged 210 SP:Iteration 13Q (1948.524325 sec): 3 clusters Score: Raw -381560.748430 + Penalty 520.960665 = -381039.787765 nChanged 198 SP:Iteration 14Q (1948.574525 sec): 3 clusters Score: Raw -381637.236700 + Penalty 520.960665 = -381116.276035 nChanged 176 SP:Iteration 15Q (1948.626134 sec): 3 clusters Score: Raw -381708.490324 + Penalty 520.960665 = -381187.529659 nChanged 173 SP:Iteration 16Q (1948.681753 sec): 3 clusters Score: Raw -381779.881963 + Penalty 520.960665 = -381258.921298 nChanged 164 SP:Iteration 17Q (1948.748288 sec): 3 clusters Score: Raw -381841.144946 + Penalty 520.960665 = -381320.184281 nChanged 156 SP:Iteration 18Q (1948.799965 sec): 3 clusters Score: Raw -381892.802050 + Penalty 520.960665 = -381371.841385 nChanged 147 SP:Iteration 19Q (1948.858824 sec): 3 clusters Score: Raw -381947.798244 + Penalty 520.960665 = -381426.837579 nChanged 156 SP:Iteration 20F (1948.911647 sec): 3 clusters Score: Raw -382004.452053 + Penalty 520.960665 = -381483.491388 nChanged 151 SP:Iteration 21Q (1948.959718 sec): 3 clusters Score: Raw -382058.715915 + Penalty 520.960665 = -381537.755250 nChanged 134 SP:Iteration 22Q (1949.018347 sec): 3 clusters Score: Raw -382102.602247 + Penalty 520.960665 = -381581.641582 nChanged 118 SP:Iteration 23Q (1949.077941 sec): 3 clusters Score: Raw -382138.817940 + Penalty 520.960665 = -381617.857275 nChanged 106 SP:Iteration 24Q (1949.120820 sec): 3 clusters Score: Raw -382174.360565 + Penalty 520.960665 = -381653.399900 nChanged 115 SP:Iteration 25Q (1949.175324 sec): 3 clusters Score: Raw -382210.960462 + Penalty 520.960665 = -381689.999797 nChanged 112 SP:Iteration 26Q (1949.230596 sec): 3 clusters Score: Raw -382248.525921 + Penalty 520.960665 = -381727.565257 nChanged 103 SP:Iteration 27Q (1949.283699 sec): 3 clusters Score: Raw -382289.369816 + Penalty 520.960665 = -381768.409152 nChanged 92 SP:Iteration 28Q (1949.347131 sec): 3 clusters Score: Raw -382325.498514 + Penalty 520.960665 = -381804.537849 nChanged 109 SP:Iteration 29Q (1949.400579 sec): 3 clusters Score: Raw -382364.997849 + Penalty 520.960665 = -381844.037184 nChanged 95 SP:Iteration 30Q (1949.446407 sec): 3 clusters Score: Raw -382398.886535 + Penalty 520.960665 = -381877.925870 nChanged 102 SP:Iteration 31Q (1949.501852 sec): 3 clusters Score: Raw -382432.832233 + Penalty 520.960665 = -381911.871568 nChanged 77 SP:Iteration 32Q (1949.567515 sec): 3 clusters Score: Raw -382459.913409 + Penalty 520.960665 = -381938.952745 nChanged 79 SP:Iteration 33Q (1949.612383 sec): 3 clusters Score: Raw -382491.200269 + Penalty 520.960665 = -381970.239605 nChanged 82 SP:Iteration 34Q (1949.673360 sec): 3 clusters Score: Raw -382525.232170 + Penalty 520.960665 = -382004.271505 nChanged 66 SP:Iteration 35Q (1949.727448 sec): 3 clusters Score: Raw -382550.233794 + Penalty 520.960665 = -382029.273129 nChanged 64 SP:Iteration 36Q (1949.772415 sec): 3 clusters Score: Raw -382578.825264 + Penalty 520.960665 = -382057.864599 nChanged 65 SP:Iteration 37Q (1949.826583 sec): 3 clusters Score: Raw -382608.219508 + Penalty 520.960665 = -382087.258843 nChanged 63 SP:Iteration 38Q (1949.878958 sec): 3 clusters Score: Raw -382634.048562 + Penalty 520.960665 = -382113.087897 nChanged 58 SP:Iteration 39Q (1949.942831 sec): 3 clusters Score: Raw -382663.763707 + Penalty 520.960665 = -382142.803042 nChanged 48 SP:Iteration 40F (1949.985277 sec): 3 clusters Score: Raw -382687.272536 + Penalty 520.960665 = -382166.311871 nChanged 53 SP:Iteration 41Q (1950.046739 sec): 3 clusters Score: Raw -382714.449270 + Penalty 520.960665 = -382193.488605 nChanged 41 SP:Iteration 42Q (1950.092269 sec): 3 clusters Score: Raw -382734.362092 + Penalty 520.960665 = -382213.401427 nChanged 28 SP:Iteration 43Q (1950.149428 sec): 3 clusters Score: Raw -382746.365336 + Penalty 520.960665 = -382225.404671 nChanged 18 SP:Iteration 44Q (1950.206662 sec): 3 clusters Score: Raw -382751.158748 + Penalty 520.960665 = -382230.198083 nChanged 14 SP:Iteration 45Q (1950.257213 sec): 3 clusters Score: Raw -382754.440677 + Penalty 520.960665 = -382233.480012 nChanged 12 SP:Iteration 46Q (1950.316912 sec): 3 clusters Score: Raw -382756.493840 + Penalty 520.960665 = -382235.533175 nChanged 7 SP:Iteration 47Q (1950.365095 sec): 3 clusters Score: Raw -382757.418938 + Penalty 520.960665 = -382236.458273 nChanged 10 SP:Iteration 48Q (1950.431704 sec): 3 clusters Score: Raw -382760.218846 + Penalty 520.960665 = -382239.258181 nChanged 7 SP:Iteration 49Q (1950.481243 sec): 3 clusters Score: Raw -382761.533769 + Penalty 520.960665 = -382240.573104 nChanged 4 SP:Iteration 50Q (1950.539286 sec): 3 clusters Score: Raw -382762.041848 + Penalty 520.960665 = -382241.081183 nChanged 2 SP:Iteration 51Q (1950.591052 sec): 3 clusters Score: Raw -382762.378198 + Penalty 520.960665 = -382241.417533 nChanged 3 SP:Iteration 52Q (1950.646382 sec): 3 clusters Score: Raw -382762.692632 + Penalty 520.960665 = -382241.731967 nChanged 1 SP:Iteration 53Q (1950.702704 sec): 3 clusters Score: Raw -382762.886000 + Penalty 520.960665 = -382241.925335 nChanged 1 SP:Iteration 54Q (1950.755201 sec): 3 clusters Score: Raw -382762.959085 + Penalty 520.960665 = -382241.998420 nChanged 1 SP:Iteration 55Q (1950.801939 sec): 3 clusters Score: Raw -382763.057570 + Penalty 520.960665 = -382242.096905 nChanged 1 SP:Iteration 56Q (1950.852141 sec): 3 clusters Score: Raw -382763.429367 + Penalty 520.960665 = -382242.468702 nChanged 2 SP:Iteration 57Q (1950.913713 sec): 3 clusters Score: Raw -382763.796259 + Penalty 520.960665 = -382242.835594 nChanged 2 SP:Iteration 58Q (1950.970303 sec): 3 clusters Score: Raw -382764.027531 + Penalty 520.960665 = -382243.066866 nChanged 0 SP:Iteration 59F (1951.015881 sec): 3 clusters Score: Raw -382764.027531 + Penalty 520.960665 = -382243.066866 nChanged 0 Trying to split cluster 16 (42866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1951.080975 sec): 2 clusters Score: Raw -1333383.187393 + Penalty 293.310442 = -1333089.876951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1951.163783 sec): 3 clusters Score: Raw -1304716.430796 + Penalty 586.620884 = -1304129.809912 nChanged 20964 SP:Iteration 1F (1951.232648 sec): 3 clusters Score: Raw -1319180.761996 + Penalty 586.620884 = -1318594.141113 nChanged 3213 SP:Iteration 2F (1951.305954 sec): 3 clusters Score: Raw -1321511.110971 + Penalty 586.620884 = -1320924.490088 nChanged 3174 SP:Iteration 3F (1951.391556 sec): 3 clusters Score: Raw -1324128.108806 + Penalty 586.620884 = -1323541.487922 nChanged 2729 SP:Iteration 4F (1951.466133 sec): 3 clusters Score: Raw -1326393.796241 + Penalty 586.620884 = -1325807.175358 nChanged 2057 SP:Iteration 5Q (1951.552642 sec): 3 clusters Score: Raw -1327896.054702 + Penalty 586.620884 = -1327309.433818 nChanged 1448 SP:Iteration 6Q (1951.640796 sec): 3 clusters Score: Raw -1328709.800740 + Penalty 586.620884 = -1328123.179857 nChanged 1093 SP:Iteration 7Q (1951.730425 sec): 3 clusters Score: Raw -1329254.828536 + Penalty 586.620884 = -1328668.207653 nChanged 997 SP:Iteration 8Q (1951.800865 sec): 3 clusters Score: Raw -1329754.031211 + Penalty 586.620884 = -1329167.410327 nChanged 954 SP:Iteration 9Q (1951.889227 sec): 3 clusters Score: Raw -1330257.171179 + Penalty 586.620884 = -1329670.550295 nChanged 906 SP:Iteration 10Q (1951.972327 sec): 3 clusters Score: Raw -1330737.848540 + Penalty 586.620884 = -1330151.227656 nChanged 826 SP:Iteration 11Q (1952.061484 sec): 3 clusters Score: Raw -1331203.423809 + Penalty 586.620884 = -1330616.802926 nChanged 774 SP:Iteration 12Q (1952.136838 sec): 3 clusters Score: Raw -1331680.124045 + Penalty 586.620884 = -1331093.503161 nChanged 630 SP:Iteration 13Q (1952.217288 sec): 3 clusters Score: Raw -1332083.948726 + Penalty 586.620884 = -1331497.327842 nChanged 554 SP:Iteration 14Q (1952.295469 sec): 3 clusters Score: Raw -1332441.352133 + Penalty 586.620884 = -1331854.731249 nChanged 405 SP:Iteration 15Q (1952.372623 sec): 3 clusters Score: Raw -1332693.779724 + Penalty 586.620884 = -1332107.158840 nChanged 314 SP:Iteration 16Q (1952.442123 sec): 3 clusters Score: Raw -1332891.098745 + Penalty 586.620884 = -1332304.477861 nChanged 242 SP:Iteration 17Q (1952.521245 sec): 3 clusters Score: Raw -1333034.978962 + Penalty 586.620884 = -1332448.358078 nChanged 190 SP:Iteration 18Q (1952.601971 sec): 3 clusters Score: Raw -1333144.165460 + Penalty 586.620884 = -1332557.544576 nChanged 147 SP:Iteration 19Q (1952.676560 sec): 3 clusters Score: Raw -1333229.535245 + Penalty 586.620884 = -1332642.914361 nChanged 117 SP:Iteration 20F (1952.753126 sec): 3 clusters Score: Raw -1333303.040113 + Penalty 586.620884 = -1332716.419229 nChanged 83 SP:Iteration 21Q (1952.831133 sec): 3 clusters Score: Raw -1333354.201310 + Penalty 586.620884 = -1332767.580426 nChanged 58 SP:Iteration 22Q (1952.904760 sec): 3 clusters Score: Raw -1333385.205416 + Penalty 586.620884 = -1332798.584533 nChanged 42 SP:Iteration 23Q (1952.981604 sec): 3 clusters Score: Raw -1333402.958066 + Penalty 586.620884 = -1332816.337183 nChanged 30 SP:Iteration 24Q (1953.048584 sec): 3 clusters Score: Raw -1333417.518030 + Penalty 586.620884 = -1332830.897146 nChanged 25 SP:Iteration 25Q (1953.127420 sec): 3 clusters Score: Raw -1333427.682273 + Penalty 586.620884 = -1332841.061389 nChanged 17 SP:Iteration 26Q (1953.201517 sec): 3 clusters Score: Raw -1333436.220038 + Penalty 586.620884 = -1332849.599155 nChanged 13 SP:Iteration 27Q (1953.276691 sec): 3 clusters Score: Raw -1333444.297063 + Penalty 586.620884 = -1332857.676179 nChanged 14 SP:Iteration 28Q (1953.344619 sec): 3 clusters Score: Raw -1333451.760246 + Penalty 586.620884 = -1332865.139362 nChanged 17 SP:Iteration 29Q (1953.430394 sec): 3 clusters Score: Raw -1333456.508610 + Penalty 586.620884 = -1332869.887726 nChanged 10 SP:Iteration 30Q (1953.508272 sec): 3 clusters Score: Raw -1333460.794676 + Penalty 586.620884 = -1332874.173792 nChanged 14 SP:Iteration 31Q (1953.582953 sec): 3 clusters Score: Raw -1333466.297210 + Penalty 586.620884 = -1332879.676326 nChanged 9 SP:Iteration 32Q (1953.661794 sec): 3 clusters Score: Raw -1333468.729254 + Penalty 586.620884 = -1332882.108371 nChanged 4 SP:Iteration 33Q (1953.736146 sec): 3 clusters Score: Raw -1333469.776342 + Penalty 586.620884 = -1332883.155458 nChanged 0 SP:Iteration 34F (1953.811427 sec): 3 clusters Score: Raw -1333469.776342 + Penalty 586.620884 = -1332883.155458 nChanged 0 Trying to split cluster 17 (5130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1953.842575 sec): 2 clusters Score: Raw -120149.690957 + Penalty 234.928676 = -119914.762281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1953.891092 sec): 3 clusters Score: Raw -116986.451249 + Penalty 469.857352 = -116516.593897 nChanged 2388 SP:Iteration 1F (1953.928577 sec): 3 clusters Score: Raw -118557.215122 + Penalty 469.857352 = -118087.357770 nChanged 381 SP:Iteration 2F (1953.976139 sec): 3 clusters Score: Raw -118780.357231 + Penalty 469.857352 = -118310.499879 nChanged 336 SP:Iteration 3F (1954.027744 sec): 3 clusters Score: Raw -118984.082693 + Penalty 469.857352 = -118514.225341 nChanged 304 SP:Iteration 4F (1954.067917 sec): 3 clusters Score: Raw -119172.707407 + Penalty 469.857352 = -118702.850055 nChanged 238 SP:Iteration 5Q (1954.115828 sec): 3 clusters Score: Raw -119338.553334 + Penalty 469.857352 = -118868.695982 nChanged 186 SP:Iteration 6Q (1954.166342 sec): 3 clusters Score: Raw -119550.634379 + Penalty 469.857352 = -119080.777027 nChanged 129 SP:Iteration 7Q (1954.220227 sec): 3 clusters Score: Raw -119682.413048 + Penalty 469.857352 = -119212.555696 nChanged 121 SP:Iteration 8Q (1954.275396 sec): 3 clusters Score: Raw -119745.032864 + Penalty 469.857352 = -119275.175512 nChanged 85 SP:Iteration 9Q (1954.318572 sec): 3 clusters Score: Raw -119778.441217 + Penalty 469.857352 = -119308.583865 nChanged 73 SP:Iteration 10Q (1954.375325 sec): 3 clusters Score: Raw -119801.939633 + Penalty 469.857352 = -119332.082281 nChanged 71 SP:Iteration 11Q (1954.422384 sec): 3 clusters Score: Raw -119826.517190 + Penalty 469.857352 = -119356.659838 nChanged 57 SP:Iteration 12Q (1954.472068 sec): 3 clusters Score: Raw -119842.119775 + Penalty 469.857352 = -119372.262423 nChanged 46 SP:Iteration 13Q (1954.509723 sec): 3 clusters Score: Raw -119853.164215 + Penalty 469.857352 = -119383.306863 nChanged 57 SP:Iteration 14Q (1954.560670 sec): 3 clusters Score: Raw -119867.755037 + Penalty 469.857352 = -119397.897686 nChanged 59 SP:Iteration 15Q (1954.609347 sec): 3 clusters Score: Raw -119891.195809 + Penalty 469.857352 = -119421.338457 nChanged 75 SP:Iteration 16Q (1954.660593 sec): 3 clusters Score: Raw -119926.829157 + Penalty 469.857352 = -119456.971805 nChanged 87 SP:Iteration 17Q (1954.707813 sec): 3 clusters Score: Raw -119962.704463 + Penalty 469.857352 = -119492.847111 nChanged 80 SP:Iteration 18Q (1954.754687 sec): 3 clusters Score: Raw -119995.267263 + Penalty 469.857352 = -119525.409911 nChanged 69 SP:Iteration 19Q (1954.801295 sec): 3 clusters Score: Raw -120023.061469 + Penalty 469.857352 = -119553.204118 nChanged 67 SP:Iteration 20F (1954.839477 sec): 3 clusters Score: Raw -120049.991425 + Penalty 469.857352 = -119580.134074 nChanged 50 SP:Iteration 21Q (1954.891862 sec): 3 clusters Score: Raw -120067.672101 + Penalty 469.857352 = -119597.814750 nChanged 36 SP:Iteration 22Q (1954.931765 sec): 3 clusters Score: Raw -120079.013765 + Penalty 469.857352 = -119609.156414 nChanged 31 SP:Iteration 23Q (1954.984334 sec): 3 clusters Score: Raw -120095.402054 + Penalty 469.857352 = -119625.544703 nChanged 31 SP:Iteration 24Q (1955.025734 sec): 3 clusters Score: Raw -120111.395841 + Penalty 469.857352 = -119641.538489 nChanged 27 SP:Iteration 25Q (1955.079338 sec): 3 clusters Score: Raw -120122.019249 + Penalty 469.857352 = -119652.161897 nChanged 19 SP:Iteration 26Q (1955.129150 sec): 3 clusters Score: Raw -120130.145899 + Penalty 469.857352 = -119660.288548 nChanged 22 SP:Iteration 27Q (1955.167306 sec): 3 clusters Score: Raw -120141.275570 + Penalty 469.857352 = -119671.418218 nChanged 18 SP:Iteration 28Q (1955.222938 sec): 3 clusters Score: Raw -120149.393873 + Penalty 469.857352 = -119679.536521 nChanged 14 SP:Iteration 29Q (1955.267326 sec): 3 clusters Score: Raw -120156.539468 + Penalty 469.857352 = -119686.682116 nChanged 9 SP:Iteration 30Q (1955.309054 sec): 3 clusters Score: Raw -120160.933354 + Penalty 469.857352 = -119691.076002 nChanged 6 SP:Iteration 31Q (1955.368563 sec): 3 clusters Score: Raw -120163.510802 + Penalty 469.857352 = -119693.653451 nChanged 7 SP:Iteration 32Q (1955.410706 sec): 3 clusters Score: Raw -120168.566485 + Penalty 469.857352 = -119698.709134 nChanged 7 SP:Iteration 33Q (1955.452097 sec): 3 clusters Score: Raw -120173.865822 + Penalty 469.857352 = -119704.008470 nChanged 9 SP:Iteration 34Q (1955.510414 sec): 3 clusters Score: Raw -120178.118198 + Penalty 469.857352 = -119708.260846 nChanged 10 SP:Iteration 35Q (1955.555804 sec): 3 clusters Score: Raw -120184.044333 + Penalty 469.857352 = -119714.186982 nChanged 6 SP:Iteration 36Q (1955.604734 sec): 3 clusters Score: Raw -120185.612575 + Penalty 469.857352 = -119715.755224 nChanged 4 SP:Iteration 37Q (1955.653158 sec): 3 clusters Score: Raw -120187.830529 + Penalty 469.857352 = -119717.973178 nChanged 7 SP:Iteration 38Q (1955.699089 sec): 3 clusters Score: Raw -120190.968082 + Penalty 469.857352 = -119721.110730 nChanged 5 SP:Iteration 39Q (1955.740290 sec): 3 clusters Score: Raw -120193.986232 + Penalty 469.857352 = -119724.128880 nChanged 4 SP:Iteration 40F (1955.786436 sec): 3 clusters Score: Raw -120194.759018 + Penalty 469.857352 = -119724.901667 nChanged 1 SP:Iteration 41Q (1955.844200 sec): 3 clusters Score: Raw -120195.036131 + Penalty 469.857352 = -119725.178780 nChanged 0 SP:Iteration 42F (1955.892969 sec): 3 clusters Score: Raw -120195.036131 + Penalty 469.857352 = -119725.178780 nChanged 0 Trying to split cluster 18 (15915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1955.931222 sec): 2 clusters Score: Raw -496625.966316 + Penalty 266.062977 = -496359.903340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1955.986144 sec): 3 clusters Score: Raw -486213.669052 + Penalty 532.125954 = -485681.543099 nChanged 7666 SP:Iteration 1F (1956.047101 sec): 3 clusters Score: Raw -490685.305023 + Penalty 532.125954 = -490153.179069 nChanged 860 SP:Iteration 2F (1956.093684 sec): 3 clusters Score: Raw -491103.155617 + Penalty 532.125954 = -490571.029664 nChanged 997 SP:Iteration 3F (1956.152246 sec): 3 clusters Score: Raw -491738.924678 + Penalty 532.125954 = -491206.798725 nChanged 1075 SP:Iteration 4F (1956.213202 sec): 3 clusters Score: Raw -492612.759854 + Penalty 532.125954 = -492080.633900 nChanged 1041 SP:Iteration 5F (1956.278463 sec): 3 clusters Score: Raw -493563.319521 + Penalty 532.125954 = -493031.193567 nChanged 853 SP:Iteration 6F (1956.339548 sec): 3 clusters Score: Raw -494315.991284 + Penalty 532.125954 = -493783.865331 nChanged 649 SP:Iteration 7Q (1956.394025 sec): 3 clusters Score: Raw -494873.685813 + Penalty 532.125954 = -494341.559860 nChanged 482 SP:Iteration 8Q (1956.455670 sec): 3 clusters Score: Raw -495254.641484 + Penalty 532.125954 = -494722.515530 nChanged 380 SP:Iteration 9Q (1956.516111 sec): 3 clusters Score: Raw -495519.632511 + Penalty 532.125954 = -494987.506557 nChanged 313 SP:Iteration 10Q (1956.564209 sec): 3 clusters Score: Raw -495715.064030 + Penalty 532.125954 = -495182.938077 nChanged 259 SP:Iteration 11Q (1956.631333 sec): 3 clusters Score: Raw -495872.402492 + Penalty 532.125954 = -495340.276538 nChanged 227 SP:Iteration 12Q (1956.689340 sec): 3 clusters Score: Raw -495993.184201 + Penalty 532.125954 = -495461.058247 nChanged 192 SP:Iteration 13Q (1956.745472 sec): 3 clusters Score: Raw -496103.592734 + Penalty 532.125954 = -495571.466780 nChanged 161 SP:Iteration 14Q (1956.802685 sec): 3 clusters Score: Raw -496200.041381 + Penalty 532.125954 = -495667.915427 nChanged 159 SP:Iteration 15Q (1956.847931 sec): 3 clusters Score: Raw -496297.254715 + Penalty 532.125954 = -495765.128761 nChanged 130 SP:Iteration 16Q (1956.902909 sec): 3 clusters Score: Raw -496375.361554 + Penalty 532.125954 = -495843.235600 nChanged 109 SP:Iteration 17Q (1956.965067 sec): 3 clusters Score: Raw -496437.840473 + Penalty 532.125954 = -495905.714519 nChanged 83 SP:Iteration 18Q (1957.020491 sec): 3 clusters Score: Raw -496481.947447 + Penalty 532.125954 = -495949.821493 nChanged 64 SP:Iteration 19Q (1957.074803 sec): 3 clusters Score: Raw -496515.629073 + Penalty 532.125954 = -495983.503120 nChanged 47 SP:Iteration 20F (1957.134577 sec): 3 clusters Score: Raw -496538.280318 + Penalty 532.125954 = -496006.154364 nChanged 46 SP:Iteration 21Q (1957.185686 sec): 3 clusters Score: Raw -496558.581710 + Penalty 532.125954 = -496026.455756 nChanged 48 SP:Iteration 22Q (1957.249395 sec): 3 clusters Score: Raw -496580.441925 + Penalty 532.125954 = -496048.315971 nChanged 44 SP:Iteration 23Q (1957.300977 sec): 3 clusters Score: Raw -496602.520146 + Penalty 532.125954 = -496070.394193 nChanged 39 SP:Iteration 24Q (1957.356596 sec): 3 clusters Score: Raw -496621.179081 + Penalty 532.125954 = -496089.053127 nChanged 28 SP:Iteration 25Q (1957.414970 sec): 3 clusters Score: Raw -496634.373333 + Penalty 532.125954 = -496102.247380 nChanged 18 SP:Iteration 26Q (1957.464951 sec): 3 clusters Score: Raw -496641.728011 + Penalty 532.125954 = -496109.602057 nChanged 13 SP:Iteration 27Q (1957.528915 sec): 3 clusters Score: Raw -496647.861763 + Penalty 532.125954 = -496115.735810 nChanged 14 SP:Iteration 28Q (1957.584406 sec): 3 clusters Score: Raw -496652.841876 + Penalty 532.125954 = -496120.715922 nChanged 10 SP:Iteration 29Q (1957.641056 sec): 3 clusters Score: Raw -496655.184362 + Penalty 532.125954 = -496123.058408 nChanged 6 SP:Iteration 30Q (1957.705786 sec): 3 clusters Score: Raw -496656.802836 + Penalty 532.125954 = -496124.676883 nChanged 8 SP:Iteration 31Q (1957.764540 sec): 3 clusters Score: Raw -496658.510853 + Penalty 532.125954 = -496126.384899 nChanged 7 SP:Iteration 32Q (1957.816298 sec): 3 clusters Score: Raw -496660.644477 + Penalty 532.125954 = -496128.518523 nChanged 4 SP:Iteration 33Q (1957.882537 sec): 3 clusters Score: Raw -496662.276981 + Penalty 532.125954 = -496130.151027 nChanged 6 SP:Iteration 34Q (1957.939235 sec): 3 clusters Score: Raw -496663.457738 + Penalty 532.125954 = -496131.331784 nChanged 2 SP:Iteration 35Q (1958.001719 sec): 3 clusters Score: Raw -496663.783051 + Penalty 532.125954 = -496131.657097 nChanged 2 SP:Iteration 36Q (1958.058685 sec): 3 clusters Score: Raw -496664.221818 + Penalty 532.125954 = -496132.095864 nChanged 2 SP:Iteration 37Q (1958.119569 sec): 3 clusters Score: Raw -496664.584248 + Penalty 532.125954 = -496132.458294 nChanged 0 SP:Iteration 38F (1958.179927 sec): 3 clusters Score: Raw -496664.584248 + Penalty 532.125954 = -496132.458294 nChanged 0 Trying to split cluster 19 (768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1958.206337 sec): 2 clusters Score: Raw -14480.647695 + Penalty 182.704218 = -14297.943478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1958.240691 sec): 3 clusters Score: Raw -14070.775556 + Penalty 365.408435 = -13705.367120 nChanged 320 SP:Iteration 1F (1958.292076 sec): 3 clusters Score: Raw -14274.951308 + Penalty 365.408435 = -13909.542873 nChanged 73 SP:Iteration 2F (1958.342151 sec): 3 clusters Score: Raw -14317.975947 + Penalty 365.408435 = -13952.567512 nChanged 41 SP:Iteration 3F (1958.387896 sec): 3 clusters Score: Raw -14339.726201 + Penalty 365.408435 = -13974.317766 nChanged 32 SP:Iteration 4Q (1958.430032 sec): 3 clusters Score: Raw -14356.213202 + Penalty 365.408435 = -13990.804767 nChanged 26 SP:Iteration 5Q (1958.488937 sec): 3 clusters Score: Raw -14371.093635 + Penalty 365.408435 = -14005.685199 nChanged 23 SP:Iteration 6Q (1958.532488 sec): 3 clusters Score: Raw -14386.095285 + Penalty 365.408435 = -14020.686850 nChanged 20 SP:Iteration 7Q (1958.579871 sec): 3 clusters Score: Raw -14395.699976 + Penalty 365.408435 = -14030.291540 nChanged 12 SP:Iteration 8Q (1958.617882 sec): 3 clusters Score: Raw -14401.183298 + Penalty 365.408435 = -14035.774862 nChanged 12 SP:Iteration 9Q (1958.669711 sec): 3 clusters Score: Raw -14406.955540 + Penalty 365.408435 = -14041.547105 nChanged 13 SP:Iteration 10Q (1958.713595 sec): 3 clusters Score: Raw -14413.525226 + Penalty 365.408435 = -14048.116791 nChanged 11 SP:Iteration 11Q (1958.757614 sec): 3 clusters Score: Raw -14418.083730 + Penalty 365.408435 = -14052.675295 nChanged 7 SP:Iteration 12Q (1958.802875 sec): 3 clusters Score: Raw -14420.777845 + Penalty 365.408435 = -14055.369410 nChanged 7 SP:Iteration 13Q (1958.837790 sec): 3 clusters Score: Raw -14424.351000 + Penalty 365.408435 = -14058.942564 nChanged 4 SP:Iteration 14Q (1958.886436 sec): 3 clusters Score: Raw -14427.957568 + Penalty 365.408435 = -14062.549133 nChanged 6 SP:Iteration 15Q (1958.928104 sec): 3 clusters Score: Raw -14431.379294 + Penalty 365.408435 = -14065.970859 nChanged 5 SP:Iteration 16Q (1958.974041 sec): 3 clusters Score: Raw -14433.404102 + Penalty 365.408435 = -14067.995666 nChanged 4 SP:Iteration 17Q (1959.011995 sec): 3 clusters Score: Raw -14435.566846 + Penalty 365.408435 = -14070.158411 nChanged 7 SP:Iteration 18Q (1959.064009 sec): 3 clusters Score: Raw -14439.584066 + Penalty 365.408435 = -14074.175631 nChanged 4 SP:Iteration 19Q (1959.109027 sec): 3 clusters Score: Raw -14441.275765 + Penalty 365.408435 = -14075.867330 nChanged 1 SP:Iteration 20F (1959.152385 sec): 3 clusters Score: Raw -14441.450236 + Penalty 365.408435 = -14076.041801 nChanged 0 Trying to split cluster 20 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1959.177996 sec): 2 clusters Score: Raw -15613.659926 + Penalty 173.472707 = -15440.187219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1959.230297 sec): 3 clusters Score: Raw -15346.525934 + Penalty 346.945414 = -14999.580519 nChanged 220 SP:Iteration 1F (1959.263489 sec): 3 clusters Score: Raw -15504.190732 + Penalty 346.945414 = -15157.245317 nChanged 55 SP:Iteration 2F (1959.307027 sec): 3 clusters Score: Raw -15555.637500 + Penalty 346.945414 = -15208.692086 nChanged 37 SP:Iteration 3F (1959.352236 sec): 3 clusters Score: Raw -15586.589638 + Penalty 346.945414 = -15239.644224 nChanged 29 SP:Iteration 4F (1959.405974 sec): 3 clusters Score: Raw -15608.616896 + Penalty 346.945414 = -15261.671482 nChanged 24 SP:Iteration 5Q (1959.447331 sec): 3 clusters Score: Raw -15631.969180 + Penalty 346.945414 = -15285.023766 nChanged 19 SP:Iteration 6Q (1959.483905 sec): 3 clusters Score: Raw -15652.266210 + Penalty 346.945414 = -15305.320796 nChanged 13 SP:Iteration 7Q (1959.536028 sec): 3 clusters Score: Raw -15664.357779 + Penalty 346.945414 = -15317.412365 nChanged 12 SP:Iteration 8Q (1959.576703 sec): 3 clusters Score: Raw -15672.177355 + Penalty 346.945414 = -15325.231941 nChanged 7 SP:Iteration 9Q (1959.615793 sec): 3 clusters Score: Raw -15678.442031 + Penalty 346.945414 = -15331.496617 nChanged 6 SP:Iteration 10Q (1959.666691 sec): 3 clusters Score: Raw -15681.423336 + Penalty 346.945414 = -15334.477921 nChanged 3 SP:Iteration 11Q (1959.718145 sec): 3 clusters Score: Raw -15682.539796 + Penalty 346.945414 = -15335.594382 nChanged 3 SP:Iteration 12Q (1959.755582 sec): 3 clusters Score: Raw -15684.276680 + Penalty 346.945414 = -15337.331265 nChanged 0 SP:Iteration 13F (1959.802090 sec): 3 clusters Score: Raw -15684.276680 + Penalty 346.945414 = -15337.331265 nChanged 0 Trying to split cluster 21 (6771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1959.842167 sec): 2 clusters Score: Raw -201709.124874 + Penalty 242.561112 = -201466.563762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1959.887325 sec): 3 clusters Score: Raw -197540.379090 + Penalty 485.122224 = -197055.256866 nChanged 3156 SP:Iteration 1F (1959.943264 sec): 3 clusters Score: Raw -199648.622283 + Penalty 485.122224 = -199163.500060 nChanged 540 SP:Iteration 2F (1959.982853 sec): 3 clusters Score: Raw -200042.391886 + Penalty 485.122224 = -199557.269662 nChanged 535 SP:Iteration 3F (1960.034554 sec): 3 clusters Score: Raw -200425.983588 + Penalty 485.122224 = -199940.861364 nChanged 431 SP:Iteration 4F (1960.084669 sec): 3 clusters Score: Raw -200662.510993 + Penalty 485.122224 = -200177.388769 nChanged 299 SP:Iteration 5Q (1960.143859 sec): 3 clusters Score: Raw -200816.134920 + Penalty 485.122224 = -200331.012696 nChanged 211 SP:Iteration 6Q (1960.198639 sec): 3 clusters Score: Raw -200928.873454 + Penalty 485.122224 = -200443.751230 nChanged 184 SP:Iteration 7Q (1960.248180 sec): 3 clusters Score: Raw -201014.978755 + Penalty 485.122224 = -200529.856531 nChanged 160 SP:Iteration 8Q (1960.286880 sec): 3 clusters Score: Raw -201077.343521 + Penalty 485.122224 = -200592.221298 nChanged 146 SP:Iteration 9Q (1960.336522 sec): 3 clusters Score: Raw -201136.916501 + Penalty 485.122224 = -200651.794278 nChanged 135 SP:Iteration 10Q (1960.387403 sec): 3 clusters Score: Raw -201184.258174 + Penalty 485.122224 = -200699.135950 nChanged 118 SP:Iteration 11Q (1960.440517 sec): 3 clusters Score: Raw -201224.414408 + Penalty 485.122224 = -200739.292185 nChanged 110 SP:Iteration 12Q (1960.493646 sec): 3 clusters Score: Raw -201258.883059 + Penalty 485.122224 = -200773.760835 nChanged 95 SP:Iteration 13Q (1960.546013 sec): 3 clusters Score: Raw -201290.806033 + Penalty 485.122224 = -200805.683810 nChanged 109 SP:Iteration 14Q (1960.595972 sec): 3 clusters Score: Raw -201328.630915 + Penalty 485.122224 = -200843.508691 nChanged 99 SP:Iteration 15Q (1960.645517 sec): 3 clusters Score: Raw -201365.050714 + Penalty 485.122224 = -200879.928490 nChanged 87 SP:Iteration 16Q (1960.702466 sec): 3 clusters Score: Raw -201396.004413 + Penalty 485.122224 = -200910.882189 nChanged 97 SP:Iteration 17Q (1960.753832 sec): 3 clusters Score: Raw -201428.599403 + Penalty 485.122224 = -200943.477180 nChanged 84 SP:Iteration 18Q (1960.810393 sec): 3 clusters Score: Raw -201457.520233 + Penalty 485.122224 = -200972.398009 nChanged 93 SP:Iteration 19Q (1960.860249 sec): 3 clusters Score: Raw -201489.343125 + Penalty 485.122224 = -201004.220901 nChanged 95 SP:Iteration 20F (1960.915478 sec): 3 clusters Score: Raw -201525.196554 + Penalty 485.122224 = -201040.074331 nChanged 88 SP:Iteration 21Q (1960.957372 sec): 3 clusters Score: Raw -201558.385781 + Penalty 485.122224 = -201073.263558 nChanged 80 SP:Iteration 22Q (1961.020775 sec): 3 clusters Score: Raw -201591.122850 + Penalty 485.122224 = -201106.000627 nChanged 78 SP:Iteration 23Q (1961.068367 sec): 3 clusters Score: Raw -201620.686092 + Penalty 485.122224 = -201135.563868 nChanged 56 SP:Iteration 24Q (1961.128591 sec): 3 clusters Score: Raw -201641.208438 + Penalty 485.122224 = -201156.086214 nChanged 49 SP:Iteration 25Q (1961.166804 sec): 3 clusters Score: Raw -201657.570552 + Penalty 485.122224 = -201172.448329 nChanged 45 SP:Iteration 26Q (1961.227183 sec): 3 clusters Score: Raw -201674.617861 + Penalty 485.122224 = -201189.495638 nChanged 40 SP:Iteration 27Q (1961.272398 sec): 3 clusters Score: Raw -201690.020713 + Penalty 485.122224 = -201204.898490 nChanged 32 SP:Iteration 28Q (1961.324721 sec): 3 clusters Score: Raw -201701.322389 + Penalty 485.122224 = -201216.200165 nChanged 26 SP:Iteration 29Q (1961.376845 sec): 3 clusters Score: Raw -201709.756006 + Penalty 485.122224 = -201224.633783 nChanged 25 SP:Iteration 30Q (1961.418719 sec): 3 clusters Score: Raw -201718.218343 + Penalty 485.122224 = -201233.096119 nChanged 23 SP:Iteration 31Q (1961.471340 sec): 3 clusters Score: Raw -201724.877757 + Penalty 485.122224 = -201239.755534 nChanged 21 SP:Iteration 32Q (1961.523472 sec): 3 clusters Score: Raw -201731.422611 + Penalty 485.122224 = -201246.300387 nChanged 23 SP:Iteration 33Q (1961.578620 sec): 3 clusters Score: Raw -201740.044045 + Penalty 485.122224 = -201254.921822 nChanged 19 SP:Iteration 34Q (1961.634598 sec): 3 clusters Score: Raw -201745.296102 + Penalty 485.122224 = -201260.173879 nChanged 8 SP:Iteration 35Q (1961.674490 sec): 3 clusters Score: Raw -201747.115055 + Penalty 485.122224 = -201261.992831 nChanged 6 SP:Iteration 36Q (1961.728282 sec): 3 clusters Score: Raw -201748.680843 + Penalty 485.122224 = -201263.558620 nChanged 6 SP:Iteration 37Q (1961.779132 sec): 3 clusters Score: Raw -201749.831046 + Penalty 485.122224 = -201264.708822 nChanged 4 SP:Iteration 38Q (1961.825971 sec): 3 clusters Score: Raw -201750.749723 + Penalty 485.122224 = -201265.627499 nChanged 7 SP:Iteration 39Q (1961.886666 sec): 3 clusters Score: Raw -201752.715193 + Penalty 485.122224 = -201267.592969 nChanged 4 SP:Iteration 40F (1961.932483 sec): 3 clusters Score: Raw -201753.539581 + Penalty 485.122224 = -201268.417358 nChanged 2 SP:Iteration 41Q (1961.993241 sec): 3 clusters Score: Raw -201754.215853 + Penalty 485.122224 = -201269.093629 nChanged 1 SP:Iteration 42Q (1962.031215 sec): 3 clusters Score: Raw -201754.364721 + Penalty 485.122224 = -201269.242497 nChanged 0 SP:Iteration 43F (1962.087094 sec): 3 clusters Score: Raw -201754.364721 + Penalty 485.122224 = -201269.242497 nChanged 0 Trying to split cluster 22 (2081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1962.104540 sec): 2 clusters Score: Raw -62739.826969 + Penalty 210.116605 = -62529.710364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1962.146246 sec): 3 clusters Score: Raw -61513.263772 + Penalty 420.233210 = -61093.030562 nChanged 899 SP:Iteration 1F (1962.203732 sec): 3 clusters Score: Raw -62045.039616 + Penalty 420.233210 = -61624.806406 nChanged 154 SP:Iteration 2F (1962.248306 sec): 3 clusters Score: Raw -62154.049836 + Penalty 420.233210 = -61733.816626 nChanged 131 SP:Iteration 3F (1962.291645 sec): 3 clusters Score: Raw -62258.257188 + Penalty 420.233210 = -61838.023978 nChanged 116 SP:Iteration 4F (1962.329493 sec): 3 clusters Score: Raw -62346.702704 + Penalty 420.233210 = -61926.469494 nChanged 94 SP:Iteration 5Q (1962.388777 sec): 3 clusters Score: Raw -62411.240095 + Penalty 420.233210 = -61991.006884 nChanged 86 SP:Iteration 6Q (1962.434651 sec): 3 clusters Score: Raw -62467.028018 + Penalty 420.233210 = -62046.794807 nChanged 61 SP:Iteration 7Q (1962.479179 sec): 3 clusters Score: Raw -62492.188613 + Penalty 420.233210 = -62071.955403 nChanged 37 SP:Iteration 8Q (1962.525484 sec): 3 clusters Score: Raw -62505.803205 + Penalty 420.233210 = -62085.569995 nChanged 36 SP:Iteration 9Q (1962.574314 sec): 3 clusters Score: Raw -62515.127143 + Penalty 420.233210 = -62094.893932 nChanged 25 SP:Iteration 10Q (1962.620338 sec): 3 clusters Score: Raw -62524.334376 + Penalty 420.233210 = -62104.101165 nChanged 26 SP:Iteration 11Q (1962.667371 sec): 3 clusters Score: Raw -62535.555749 + Penalty 420.233210 = -62115.322538 nChanged 24 SP:Iteration 12Q (1962.719355 sec): 3 clusters Score: Raw -62544.962412 + Penalty 420.233210 = -62124.729202 nChanged 25 SP:Iteration 13Q (1962.770390 sec): 3 clusters Score: Raw -62555.018606 + Penalty 420.233210 = -62134.785395 nChanged 23 SP:Iteration 14Q (1962.813244 sec): 3 clusters Score: Raw -62563.905157 + Penalty 420.233210 = -62143.671947 nChanged 19 SP:Iteration 15Q (1962.855109 sec): 3 clusters Score: Raw -62571.230041 + Penalty 420.233210 = -62150.996831 nChanged 22 SP:Iteration 16Q (1962.904835 sec): 3 clusters Score: Raw -62578.032139 + Penalty 420.233210 = -62157.798928 nChanged 22 SP:Iteration 17Q (1962.948910 sec): 3 clusters Score: Raw -62586.137552 + Penalty 420.233210 = -62165.904342 nChanged 18 SP:Iteration 18Q (1962.994888 sec): 3 clusters Score: Raw -62594.206426 + Penalty 420.233210 = -62173.973215 nChanged 24 SP:Iteration 19Q (1963.042756 sec): 3 clusters Score: Raw -62605.801265 + Penalty 420.233210 = -62185.568054 nChanged 25 SP:Iteration 20F (1963.091113 sec): 3 clusters Score: Raw -62613.768758 + Penalty 420.233210 = -62193.535547 nChanged 17 SP:Iteration 21Q (1963.140425 sec): 3 clusters Score: Raw -62618.040184 + Penalty 420.233210 = -62197.806973 nChanged 11 SP:Iteration 22Q (1963.176184 sec): 3 clusters Score: Raw -62620.516068 + Penalty 420.233210 = -62200.282857 nChanged 13 SP:Iteration 23Q (1963.229496 sec): 3 clusters Score: Raw -62623.975003 + Penalty 420.233210 = -62203.741792 nChanged 14 SP:Iteration 24Q (1963.269315 sec): 3 clusters Score: Raw -62628.617030 + Penalty 420.233210 = -62208.383819 nChanged 16 SP:Iteration 25Q (1963.310389 sec): 3 clusters Score: Raw -62635.777132 + Penalty 420.233210 = -62215.543922 nChanged 16 SP:Iteration 26Q (1963.359847 sec): 3 clusters Score: Raw -62647.451031 + Penalty 420.233210 = -62227.217820 nChanged 17 SP:Iteration 27Q (1963.403259 sec): 3 clusters Score: Raw -62656.432151 + Penalty 420.233210 = -62236.198941 nChanged 12 SP:Iteration 28Q (1963.448017 sec): 3 clusters Score: Raw -62661.029179 + Penalty 420.233210 = -62240.795968 nChanged 14 SP:Iteration 29Q (1963.485867 sec): 3 clusters Score: Raw -62667.275537 + Penalty 420.233210 = -62247.042327 nChanged 12 SP:Iteration 30Q (1963.535657 sec): 3 clusters Score: Raw -62674.494336 + Penalty 420.233210 = -62254.261126 nChanged 13 SP:Iteration 31Q (1963.577923 sec): 3 clusters Score: Raw -62681.435867 + Penalty 420.233210 = -62261.202656 nChanged 14 SP:Iteration 32Q (1963.626830 sec): 3 clusters Score: Raw -62690.728004 + Penalty 420.233210 = -62270.494794 nChanged 15 SP:Iteration 33Q (1963.670360 sec): 3 clusters Score: Raw -62698.762907 + Penalty 420.233210 = -62278.529696 nChanged 13 SP:Iteration 34Q (1963.713206 sec): 3 clusters Score: Raw -62703.098658 + Penalty 420.233210 = -62282.865448 nChanged 6 SP:Iteration 35Q (1963.765608 sec): 3 clusters Score: Raw -62704.689764 + Penalty 420.233210 = -62284.456553 nChanged 6 SP:Iteration 36Q (1963.806107 sec): 3 clusters Score: Raw -62706.461283 + Penalty 420.233210 = -62286.228073 nChanged 7 SP:Iteration 37Q (1963.860422 sec): 3 clusters Score: Raw -62709.586310 + Penalty 420.233210 = -62289.353100 nChanged 6 SP:Iteration 38Q (1963.896675 sec): 3 clusters Score: Raw -62711.541772 + Penalty 420.233210 = -62291.308562 nChanged 7 SP:Iteration 39Q (1963.949286 sec): 3 clusters Score: Raw -62714.367693 + Penalty 420.233210 = -62294.134483 nChanged 5 SP:Iteration 40F (1963.998336 sec): 3 clusters Score: Raw -62717.864003 + Penalty 420.233210 = -62297.630792 nChanged 6 SP:Iteration 41Q (1964.040420 sec): 3 clusters Score: Raw -62724.655506 + Penalty 420.233210 = -62304.422296 nChanged 7 SP:Iteration 42Q (1964.091124 sec): 3 clusters Score: Raw -62728.398570 + Penalty 420.233210 = -62308.165360 nChanged 6 SP:Iteration 43Q (1964.132266 sec): 3 clusters Score: Raw -62730.413612 + Penalty 420.233210 = -62310.180402 nChanged 4 SP:Iteration 44Q (1964.184786 sec): 3 clusters Score: Raw -62732.114442 + Penalty 420.233210 = -62311.881232 nChanged 3 SP:Iteration 45Q (1964.235771 sec): 3 clusters Score: Raw -62734.941216 + Penalty 420.233210 = -62314.708005 nChanged 7 SP:Iteration 46Q (1964.290396 sec): 3 clusters Score: Raw -62741.727645 + Penalty 420.233210 = -62321.494435 nChanged 5 SP:Iteration 47Q (1964.328122 sec): 3 clusters Score: Raw -62743.525205 + Penalty 420.233210 = -62323.291994 nChanged 3 SP:Iteration 48Q (1964.388347 sec): 3 clusters Score: Raw -62744.322802 + Penalty 420.233210 = -62324.089592 nChanged 2 SP:Iteration 49Q (1964.428949 sec): 3 clusters Score: Raw -62746.573874 + Penalty 420.233210 = -62326.340664 nChanged 2 SP:Iteration 50Q (1964.481871 sec): 3 clusters Score: Raw -62747.759102 + Penalty 420.233210 = -62327.525892 nChanged 2 SP:Iteration 51Q (1964.531169 sec): 3 clusters Score: Raw -62748.304402 + Penalty 420.233210 = -62328.071192 nChanged 2 SP:Iteration 52Q (1964.575266 sec): 3 clusters Score: Raw -62748.841264 + Penalty 420.233210 = -62328.608053 nChanged 0 SP:Iteration 53F (1964.629531 sec): 3 clusters Score: Raw -62748.841264 + Penalty 420.233210 = -62328.608053 nChanged 0 Trying to split cluster 23 (1237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1964.653891 sec): 2 clusters Score: Raw -32706.327060 + Penalty 195.812220 = -32510.514840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1964.707543 sec): 3 clusters Score: Raw -32014.244466 + Penalty 391.624440 = -31622.620026 nChanged 535 SP:Iteration 1F (1964.754047 sec): 3 clusters Score: Raw -32371.072585 + Penalty 391.624440 = -31979.448144 nChanged 114 SP:Iteration 2F (1964.804544 sec): 3 clusters Score: Raw -32475.133828 + Penalty 391.624440 = -32083.509388 nChanged 100 SP:Iteration 3F (1964.849108 sec): 3 clusters Score: Raw -32553.523017 + Penalty 391.624440 = -32161.898576 nChanged 73 SP:Iteration 4F (1964.884620 sec): 3 clusters Score: Raw -32605.281245 + Penalty 391.624440 = -32213.656804 nChanged 58 SP:Iteration 5Q (1964.935576 sec): 3 clusters Score: Raw -32653.580466 + Penalty 391.624440 = -32261.956026 nChanged 51 SP:Iteration 6Q (1964.983963 sec): 3 clusters Score: Raw -32687.835152 + Penalty 391.624440 = -32296.210711 nChanged 43 SP:Iteration 7Q (1965.020144 sec): 3 clusters Score: Raw -32725.766477 + Penalty 391.624440 = -32334.142037 nChanged 27 SP:Iteration 8Q (1965.069556 sec): 3 clusters Score: Raw -32742.860035 + Penalty 391.624440 = -32351.235595 nChanged 24 SP:Iteration 9Q (1965.125656 sec): 3 clusters Score: Raw -32754.934163 + Penalty 391.624440 = -32363.309722 nChanged 19 SP:Iteration 10Q (1965.162975 sec): 3 clusters Score: Raw -32761.560795 + Penalty 391.624440 = -32369.936354 nChanged 6 SP:Iteration 11Q (1965.210413 sec): 3 clusters Score: Raw -32763.251109 + Penalty 391.624440 = -32371.626669 nChanged 7 SP:Iteration 12Q (1965.250020 sec): 3 clusters Score: Raw -32766.419085 + Penalty 391.624440 = -32374.794645 nChanged 7 SP:Iteration 13Q (1965.297583 sec): 3 clusters Score: Raw -32769.131126 + Penalty 391.624440 = -32377.506685 nChanged 8 SP:Iteration 14Q (1965.338160 sec): 3 clusters Score: Raw -32772.727723 + Penalty 391.624440 = -32381.103282 nChanged 9 SP:Iteration 15Q (1965.394536 sec): 3 clusters Score: Raw -32777.260450 + Penalty 391.624440 = -32385.636010 nChanged 10 SP:Iteration 16Q (1965.438233 sec): 3 clusters Score: Raw -32780.232625 + Penalty 391.624440 = -32388.608184 nChanged 9 SP:Iteration 17Q (1965.476726 sec): 3 clusters Score: Raw -32782.949028 + Penalty 391.624440 = -32391.324587 nChanged 10 SP:Iteration 18Q (1965.526763 sec): 3 clusters Score: Raw -32785.805148 + Penalty 391.624440 = -32394.180707 nChanged 5 SP:Iteration 19Q (1965.575143 sec): 3 clusters Score: Raw -32786.744149 + Penalty 391.624440 = -32395.119708 nChanged 2 SP:Iteration 20F (1965.611576 sec): 3 clusters Score: Raw -32787.301138 + Penalty 391.624440 = -32395.676697 nChanged 0 Trying to split cluster 24 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1965.638561 sec): 2 clusters Score: Raw -6968.695509 + Penalty 158.195748 = -6810.499762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1965.687805 sec): 3 clusters Score: Raw -6841.947741 + Penalty 316.391495 = -6525.556246 nChanged 104 SP:Iteration 1F (1965.734327 sec): 3 clusters Score: Raw -6934.442570 + Penalty 316.391495 = -6618.051075 nChanged 25 SP:Iteration 2F (1965.784038 sec): 3 clusters Score: Raw -6963.884064 + Penalty 316.391495 = -6647.492569 nChanged 15 SP:Iteration 3Q (1965.826251 sec): 3 clusters Score: Raw -6980.909803 + Penalty 316.391495 = -6664.518308 nChanged 11 SP:Iteration 4Q (1965.864675 sec): 3 clusters Score: Raw -6989.886460 + Penalty 316.391495 = -6673.494965 nChanged 5 SP:Iteration 5Q (1965.913223 sec): 3 clusters Score: Raw -6992.916331 + Penalty 316.391495 = -6676.524835 nChanged 4 SP:Iteration 6Q (1965.958622 sec): 3 clusters Score: Raw -6995.117313 + Penalty 316.391495 = -6678.725818 nChanged 4 SP:Iteration 7Q (1966.004255 sec): 3 clusters Score: Raw -6997.946692 + Penalty 316.391495 = -6681.555197 nChanged 5 SP:Iteration 8Q (1966.054791 sec): 3 clusters Score: Raw -7001.647934 + Penalty 316.391495 = -6685.256439 nChanged 0 SP:Iteration 9F (1966.103770 sec): 3 clusters Score: Raw -7001.647934 + Penalty 316.391495 = -6685.256439 nChanged 0 Trying to split cluster 25 (4929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1966.135488 sec): 2 clusters Score: Raw -109217.885638 + Penalty 233.829514 = -108984.056124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1966.181883 sec): 3 clusters Score: Raw -106181.022187 + Penalty 467.659027 = -105713.363160 nChanged 2249 SP:Iteration 1F (1966.233168 sec): 3 clusters Score: Raw -107793.747308 + Penalty 467.659027 = -107326.088280 nChanged 453 SP:Iteration 2F (1966.280155 sec): 3 clusters Score: Raw -108057.503785 + Penalty 467.659027 = -107589.844758 nChanged 319 SP:Iteration 3F (1966.325932 sec): 3 clusters Score: Raw -108235.855760 + Penalty 467.659027 = -107768.196732 nChanged 239 SP:Iteration 4Q (1966.370980 sec): 3 clusters Score: Raw -108374.007923 + Penalty 467.659027 = -107906.348896 nChanged 197 SP:Iteration 5Q (1966.418772 sec): 3 clusters Score: Raw -108509.544074 + Penalty 467.659027 = -108041.885047 nChanged 173 SP:Iteration 6Q (1966.478987 sec): 3 clusters Score: Raw -108651.162289 + Penalty 467.659027 = -108183.503262 nChanged 165 SP:Iteration 7Q (1966.529408 sec): 3 clusters Score: Raw -108815.104229 + Penalty 467.659027 = -108347.445201 nChanged 133 SP:Iteration 8Q (1966.579902 sec): 3 clusters Score: Raw -108959.506876 + Penalty 467.659027 = -108491.847849 nChanged 119 SP:Iteration 9Q (1966.630183 sec): 3 clusters Score: Raw -109053.158227 + Penalty 467.659027 = -108585.499199 nChanged 78 SP:Iteration 10Q (1966.671001 sec): 3 clusters Score: Raw -109100.858072 + Penalty 467.659027 = -108633.199044 nChanged 54 SP:Iteration 11Q (1966.732617 sec): 3 clusters Score: Raw -109128.890325 + Penalty 467.659027 = -108661.231298 nChanged 39 SP:Iteration 12Q (1966.775767 sec): 3 clusters Score: Raw -109146.070360 + Penalty 467.659027 = -108678.411333 nChanged 34 SP:Iteration 13Q (1966.824783 sec): 3 clusters Score: Raw -109167.823056 + Penalty 467.659027 = -108700.164029 nChanged 27 SP:Iteration 14Q (1966.876381 sec): 3 clusters Score: Raw -109177.760859 + Penalty 467.659027 = -108710.101832 nChanged 30 SP:Iteration 15Q (1966.923761 sec): 3 clusters Score: Raw -109188.352586 + Penalty 467.659027 = -108720.693558 nChanged 23 SP:Iteration 16Q (1966.964727 sec): 3 clusters Score: Raw -109196.390280 + Penalty 467.659027 = -108728.731252 nChanged 19 SP:Iteration 17Q (1967.023008 sec): 3 clusters Score: Raw -109203.630937 + Penalty 467.659027 = -108735.971910 nChanged 16 SP:Iteration 18Q (1967.073773 sec): 3 clusters Score: Raw -109208.167271 + Penalty 467.659027 = -108740.508244 nChanged 14 SP:Iteration 19Q (1967.117540 sec): 3 clusters Score: Raw -109212.623641 + Penalty 467.659027 = -108744.964614 nChanged 12 SP:Iteration 20F (1967.157097 sec): 3 clusters Score: Raw -109214.924711 + Penalty 467.659027 = -108747.265683 nChanged 7 SP:Iteration 21Q (1967.202047 sec): 3 clusters Score: Raw -109216.398719 + Penalty 467.659027 = -108748.739692 nChanged 2 SP:Iteration 22Q (1967.256954 sec): 3 clusters Score: Raw -109216.607766 + Penalty 467.659027 = -108748.948739 nChanged 0 SP:Iteration 23F (1967.305483 sec): 3 clusters Score: Raw -109216.607766 + Penalty 467.659027 = -108748.948739 nChanged 0 Trying to split cluster 26 (892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1967.326182 sec): 2 clusters Score: Raw -25805.749700 + Penalty 186.820319 = -25618.929382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1967.382705 sec): 3 clusters Score: Raw -25345.316761 + Penalty 373.640637 = -24971.676123 nChanged 381 SP:Iteration 1F (1967.428670 sec): 3 clusters Score: Raw -25583.264885 + Penalty 373.640637 = -25209.624248 nChanged 65 SP:Iteration 2F (1967.472172 sec): 3 clusters Score: Raw -25624.766576 + Penalty 373.640637 = -25251.125939 nChanged 53 SP:Iteration 3F (1967.510231 sec): 3 clusters Score: Raw -25673.601546 + Penalty 373.640637 = -25299.960909 nChanged 71 SP:Iteration 4F (1967.558040 sec): 3 clusters Score: Raw -25732.026100 + Penalty 373.640637 = -25358.385463 nChanged 58 SP:Iteration 5F (1967.596365 sec): 3 clusters Score: Raw -25774.251131 + Penalty 373.640637 = -25400.610494 nChanged 41 SP:Iteration 6Q (1967.652571 sec): 3 clusters Score: Raw -25799.843560 + Penalty 373.640637 = -25426.202922 nChanged 23 SP:Iteration 7Q (1967.691552 sec): 3 clusters Score: Raw -25820.507121 + Penalty 373.640637 = -25446.866484 nChanged 13 SP:Iteration 8Q (1967.738534 sec): 3 clusters Score: Raw -25830.681884 + Penalty 373.640637 = -25457.041247 nChanged 10 SP:Iteration 9Q (1967.773544 sec): 3 clusters Score: Raw -25835.781279 + Penalty 373.640637 = -25462.140642 nChanged 8 SP:Iteration 10Q (1967.825122 sec): 3 clusters Score: Raw -25839.936062 + Penalty 373.640637 = -25466.295425 nChanged 6 SP:Iteration 11Q (1967.864397 sec): 3 clusters Score: Raw -25841.555240 + Penalty 373.640637 = -25467.914602 nChanged 6 SP:Iteration 12Q (1967.914694 sec): 3 clusters Score: Raw -25844.804536 + Penalty 373.640637 = -25471.163899 nChanged 13 SP:Iteration 13Q (1967.954115 sec): 3 clusters Score: Raw -25852.054462 + Penalty 373.640637 = -25478.413825 nChanged 10 SP:Iteration 14Q (1967.998197 sec): 3 clusters Score: Raw -25858.266363 + Penalty 373.640637 = -25484.625726 nChanged 6 SP:Iteration 15Q (1968.043245 sec): 3 clusters Score: Raw -25860.374433 + Penalty 373.640637 = -25486.733795 nChanged 7 SP:Iteration 16Q (1968.096657 sec): 3 clusters Score: Raw -25863.482205 + Penalty 373.640637 = -25489.841567 nChanged 4 SP:Iteration 17Q (1968.141705 sec): 3 clusters Score: Raw -25864.709281 + Penalty 373.640637 = -25491.068644 nChanged 3 SP:Iteration 18Q (1968.176685 sec): 3 clusters Score: Raw -25866.732552 + Penalty 373.640637 = -25493.091914 nChanged 2 SP:Iteration 19Q (1968.223622 sec): 3 clusters Score: Raw -25868.147526 + Penalty 373.640637 = -25494.506888 nChanged 5 SP:Iteration 20F (1968.281735 sec): 3 clusters Score: Raw -25875.640579 + Penalty 373.640637 = -25501.999941 nChanged 7 SP:Iteration 21Q (1968.322357 sec): 3 clusters Score: Raw -25879.927791 + Penalty 373.640637 = -25506.287153 nChanged 5 SP:Iteration 22Q (1968.370116 sec): 3 clusters Score: Raw -25881.900450 + Penalty 373.640637 = -25508.259813 nChanged 3 SP:Iteration 23Q (1968.416561 sec): 3 clusters Score: Raw -25883.441062 + Penalty 373.640637 = -25509.800425 nChanged 1 SP:Iteration 24Q (1968.457080 sec): 3 clusters Score: Raw -25883.662051 + Penalty 373.640637 = -25510.021414 nChanged 0 SP:Iteration 25F (1968.518098 sec): 3 clusters Score: Raw -25883.662051 + Penalty 373.640637 = -25510.021414 nChanged 0 Trying to split cluster 27 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1968.542738 sec): 2 clusters Score: Raw -15053.407504 + Penalty 180.776205 = -14872.631300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1968.589215 sec): 3 clusters Score: Raw -14697.449034 + Penalty 361.552409 = -14335.896625 nChanged 305 SP:Iteration 1F (1968.631812 sec): 3 clusters Score: Raw -14900.375560 + Penalty 361.552409 = -14538.823151 nChanged 63 SP:Iteration 2F (1968.677224 sec): 3 clusters Score: Raw -14948.153367 + Penalty 361.552409 = -14586.600958 nChanged 39 SP:Iteration 3F (1968.717424 sec): 3 clusters Score: Raw -14982.307880 + Penalty 361.552409 = -14620.755471 nChanged 35 SP:Iteration 4Q (1968.756280 sec): 3 clusters Score: Raw -15010.032353 + Penalty 361.552409 = -14648.479944 nChanged 32 SP:Iteration 5Q (1968.800949 sec): 3 clusters Score: Raw -15028.203949 + Penalty 361.552409 = -14666.651540 nChanged 22 SP:Iteration 6Q (1968.851556 sec): 3 clusters Score: Raw -15043.915769 + Penalty 361.552409 = -14682.363360 nChanged 28 SP:Iteration 7Q (1968.895688 sec): 3 clusters Score: Raw -15064.100773 + Penalty 361.552409 = -14702.548364 nChanged 26 SP:Iteration 8Q (1968.939301 sec): 3 clusters Score: Raw -15079.310754 + Penalty 361.552409 = -14717.758345 nChanged 15 SP:Iteration 9Q (1968.988499 sec): 3 clusters Score: Raw -15086.980693 + Penalty 361.552409 = -14725.428284 nChanged 19 SP:Iteration 10Q (1969.036269 sec): 3 clusters Score: Raw -15099.712623 + Penalty 361.552409 = -14738.160214 nChanged 22 SP:Iteration 11Q (1969.074811 sec): 3 clusters Score: Raw -15117.322972 + Penalty 361.552409 = -14755.770563 nChanged 21 SP:Iteration 12Q (1969.118271 sec): 3 clusters Score: Raw -15136.185286 + Penalty 361.552409 = -14774.632877 nChanged 17 SP:Iteration 13Q (1969.166162 sec): 3 clusters Score: Raw -15146.686825 + Penalty 361.552409 = -14785.134415 nChanged 8 SP:Iteration 14Q (1969.210044 sec): 3 clusters Score: Raw -15149.247619 + Penalty 361.552409 = -14787.695210 nChanged 4 SP:Iteration 15Q (1969.248983 sec): 3 clusters Score: Raw -15150.459600 + Penalty 361.552409 = -14788.907191 nChanged 2 SP:Iteration 16Q (1969.296345 sec): 3 clusters Score: Raw -15153.443393 + Penalty 361.552409 = -14791.890984 nChanged 2 SP:Iteration 17Q (1969.338606 sec): 3 clusters Score: Raw -15154.416854 + Penalty 361.552409 = -14792.864445 nChanged 2 SP:Iteration 18Q (1969.387561 sec): 3 clusters Score: Raw -15155.515267 + Penalty 361.552409 = -14793.962858 nChanged 2 SP:Iteration 19Q (1969.432056 sec): 3 clusters Score: Raw -15157.416382 + Penalty 361.552409 = -14795.863973 nChanged 5 SP:Iteration 20F (1969.468458 sec): 3 clusters Score: Raw -15162.002384 + Penalty 361.552409 = -14800.449975 nChanged 1 SP:Iteration 21Q (1969.510642 sec): 3 clusters Score: Raw -15162.168586 + Penalty 361.552409 = -14800.616177 nChanged 0 SP:Iteration 22F (1969.566564 sec): 3 clusters Score: Raw -15162.168586 + Penalty 361.552409 = -14800.616177 nChanged 0 Trying to split cluster 28 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1969.589687 sec): 2 clusters Score: Raw -4393.773229 + Penalty 159.055193 = -4234.718036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1969.621640 sec): 3 clusters Score: Raw -4269.348504 + Penalty 318.110385 = -3951.238119 nChanged 115 SP:Iteration 1F (1969.666806 sec): 3 clusters Score: Raw -4376.958228 + Penalty 318.110385 = -4058.847843 nChanged 36 SP:Iteration 2F (1969.720026 sec): 3 clusters Score: Raw -4410.323850 + Penalty 318.110385 = -4092.213465 nChanged 19 SP:Iteration 3F (1969.761127 sec): 3 clusters Score: Raw -4424.839123 + Penalty 318.110385 = -4106.728738 nChanged 13 SP:Iteration 4Q (1969.803928 sec): 3 clusters Score: Raw -4432.760951 + Penalty 318.110385 = -4114.650566 nChanged 5 SP:Iteration 5Q (1969.843864 sec): 3 clusters Score: Raw -4435.989749 + Penalty 318.110385 = -4117.879364 nChanged 2 SP:Iteration 6Q (1969.892498 sec): 3 clusters Score: Raw -4441.388880 + Penalty 318.110385 = -4123.278495 nChanged 5 SP:Iteration 7Q (1969.935913 sec): 3 clusters Score: Raw -4444.410831 + Penalty 318.110385 = -4126.300446 nChanged 4 SP:Iteration 8Q (1969.985514 sec): 3 clusters Score: Raw -4449.947267 + Penalty 318.110385 = -4131.836882 nChanged 4 SP:Iteration 9Q (1970.030197 sec): 3 clusters Score: Raw -4457.398965 + Penalty 318.110385 = -4139.288580 nChanged 5 SP:Iteration 10Q (1970.078900 sec): 3 clusters Score: Raw -4469.236076 + Penalty 318.110385 = -4151.125691 nChanged 8 SP:Iteration 11Q (1970.120908 sec): 3 clusters Score: Raw -4476.829730 + Penalty 318.110385 = -4158.719345 nChanged 4 SP:Iteration 12Q (1970.156890 sec): 3 clusters Score: Raw -4478.857440 + Penalty 318.110385 = -4160.747055 nChanged 2 SP:Iteration 13Q (1970.199397 sec): 3 clusters Score: Raw -4480.849503 + Penalty 318.110385 = -4162.739118 nChanged 1 SP:Iteration 14Q (1970.252378 sec): 3 clusters Score: Raw -4481.205636 + Penalty 318.110385 = -4163.095251 nChanged 1 SP:Iteration 15Q (1970.289305 sec): 3 clusters Score: Raw -4481.712430 + Penalty 318.110385 = -4163.602045 nChanged 0 SP:Iteration 16F (1970.331673 sec): 3 clusters Score: Raw -4481.712430 + Penalty 318.110385 = -4163.602045 nChanged 0 Trying to split cluster 29 (844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1970.361261 sec): 2 clusters Score: Raw -21907.131203 + Penalty 185.299194 = -21721.832009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1970.403132 sec): 3 clusters Score: Raw -21475.166402 + Penalty 370.598387 = -21104.568015 nChanged 329 SP:Iteration 1F (1970.453709 sec): 3 clusters Score: Raw -21692.058532 + Penalty 370.598387 = -21321.460145 nChanged 60 SP:Iteration 2F (1970.497723 sec): 3 clusters Score: Raw -21739.762123 + Penalty 370.598387 = -21369.163736 nChanged 47 SP:Iteration 3F (1970.544018 sec): 3 clusters Score: Raw -21765.814674 + Penalty 370.598387 = -21395.216287 nChanged 43 SP:Iteration 4F (1970.584435 sec): 3 clusters Score: Raw -21793.309833 + Penalty 370.598387 = -21422.711446 nChanged 41 SP:Iteration 5Q (1970.624351 sec): 3 clusters Score: Raw -21815.890562 + Penalty 370.598387 = -21445.292175 nChanged 35 SP:Iteration 6Q (1970.672668 sec): 3 clusters Score: Raw -21842.598278 + Penalty 370.598387 = -21471.999890 nChanged 37 SP:Iteration 7Q (1970.725651 sec): 3 clusters Score: Raw -21868.482987 + Penalty 370.598387 = -21497.884600 nChanged 27 SP:Iteration 8Q (1970.760410 sec): 3 clusters Score: Raw -21886.175291 + Penalty 370.598387 = -21515.576904 nChanged 23 SP:Iteration 9Q (1970.814741 sec): 3 clusters Score: Raw -21903.625671 + Penalty 370.598387 = -21533.027284 nChanged 18 SP:Iteration 10Q (1970.850643 sec): 3 clusters Score: Raw -21909.607876 + Penalty 370.598387 = -21539.009489 nChanged 11 SP:Iteration 11Q (1970.906168 sec): 3 clusters Score: Raw -21913.384111 + Penalty 370.598387 = -21542.785724 nChanged 5 SP:Iteration 12Q (1970.953977 sec): 3 clusters Score: Raw -21916.051463 + Penalty 370.598387 = -21545.453076 nChanged 4 SP:Iteration 13Q (1971.002616 sec): 3 clusters Score: Raw -21917.514529 + Penalty 370.598387 = -21546.916141 nChanged 3 SP:Iteration 14Q (1971.037993 sec): 3 clusters Score: Raw -21919.014573 + Penalty 370.598387 = -21548.416185 nChanged 2 SP:Iteration 15Q (1971.085733 sec): 3 clusters Score: Raw -21919.889735 + Penalty 370.598387 = -21549.291348 nChanged 2 SP:Iteration 16Q (1971.129635 sec): 3 clusters Score: Raw -21920.446189 + Penalty 370.598387 = -21549.847802 nChanged 0 SP:Iteration 17F (1971.174315 sec): 3 clusters Score: Raw -21920.446189 + Penalty 370.598387 = -21549.847802 nChanged 0 Trying to split cluster 30 (35893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1971.243742 sec): 2 clusters Score: Raw -1028354.668294 + Penalty 288.428183 = -1028066.240111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1971.305513 sec): 3 clusters Score: Raw -1004691.528676 + Penalty 576.856366 = -1004114.672310 nChanged 17394 SP:Iteration 1F (1971.388592 sec): 3 clusters Score: Raw -1015822.539513 + Penalty 576.856366 = -1015245.683146 nChanged 2256 SP:Iteration 2F (1971.447866 sec): 3 clusters Score: Raw -1017215.463261 + Penalty 576.856366 = -1016638.606895 nChanged 2585 SP:Iteration 3F (1971.520796 sec): 3 clusters Score: Raw -1019212.239233 + Penalty 576.856366 = -1018635.382867 nChanged 2566 SP:Iteration 4F (1971.592167 sec): 3 clusters Score: Raw -1021282.588329 + Penalty 576.856366 = -1020705.731963 nChanged 2123 SP:Iteration 5F (1971.659624 sec): 3 clusters Score: Raw -1022711.442934 + Penalty 576.856366 = -1022134.586567 nChanged 1534 SP:Iteration 6Q (1971.749628 sec): 3 clusters Score: Raw -1023393.686508 + Penalty 576.856366 = -1022816.830141 nChanged 1011 SP:Iteration 7Q (1971.818883 sec): 3 clusters Score: Raw -1023698.111437 + Penalty 576.856366 = -1023121.255071 nChanged 655 SP:Iteration 8Q (1971.901074 sec): 3 clusters Score: Raw -1023885.855520 + Penalty 576.856366 = -1023308.999153 nChanged 528 SP:Iteration 9Q (1971.976494 sec): 3 clusters Score: Raw -1024029.405365 + Penalty 576.856366 = -1023452.548999 nChanged 446 SP:Iteration 10Q (1972.058575 sec): 3 clusters Score: Raw -1024141.046408 + Penalty 576.856366 = -1023564.190041 nChanged 431 SP:Iteration 11Q (1972.129145 sec): 3 clusters Score: Raw -1024250.128939 + Penalty 576.856366 = -1023673.272573 nChanged 421 SP:Iteration 12Q (1972.205300 sec): 3 clusters Score: Raw -1024363.538204 + Penalty 576.856366 = -1023786.681838 nChanged 439 SP:Iteration 13Q (1972.284591 sec): 3 clusters Score: Raw -1024495.389210 + Penalty 576.856366 = -1023918.532843 nChanged 439 SP:Iteration 14Q (1972.362912 sec): 3 clusters Score: Raw -1024628.378762 + Penalty 576.856366 = -1024051.522396 nChanged 439 SP:Iteration 15Q (1972.437815 sec): 3 clusters Score: Raw -1024755.909783 + Penalty 576.856366 = -1024179.053417 nChanged 437 SP:Iteration 16Q (1972.509589 sec): 3 clusters Score: Raw -1024881.777113 + Penalty 576.856366 = -1024304.920747 nChanged 407 SP:Iteration 17Q (1972.578831 sec): 3 clusters Score: Raw -1024990.685461 + Penalty 576.856366 = -1024413.829095 nChanged 357 SP:Iteration 18Q (1972.659333 sec): 3 clusters Score: Raw -1025087.149786 + Penalty 576.856366 = -1024510.293419 nChanged 370 SP:Iteration 19Q (1972.733309 sec): 3 clusters Score: Raw -1025180.789888 + Penalty 576.856366 = -1024603.933522 nChanged 355 SP:Iteration 20F (1972.813110 sec): 3 clusters Score: Raw -1025271.058543 + Penalty 576.856366 = -1024694.202176 nChanged 359 SP:Iteration 21Q (1972.879009 sec): 3 clusters Score: Raw -1025366.669988 + Penalty 576.856366 = -1024789.813622 nChanged 368 SP:Iteration 22Q (1972.944417 sec): 3 clusters Score: Raw -1025465.132546 + Penalty 576.856366 = -1024888.276180 nChanged 351 SP:Iteration 23Q (1973.027737 sec): 3 clusters Score: Raw -1025562.987694 + Penalty 576.856366 = -1024986.131327 nChanged 364 SP:Iteration 24Q (1973.101473 sec): 3 clusters Score: Raw -1025658.965757 + Penalty 576.856366 = -1025082.109391 nChanged 350 SP:Iteration 25Q (1973.175392 sec): 3 clusters Score: Raw -1025745.678408 + Penalty 576.856366 = -1025168.822041 nChanged 352 SP:Iteration 26Q (1973.249741 sec): 3 clusters Score: Raw -1025836.595682 + Penalty 576.856366 = -1025259.739316 nChanged 359 SP:Iteration 27Q (1973.309617 sec): 3 clusters Score: Raw -1025923.524051 + Penalty 576.856366 = -1025346.667684 nChanged 364 SP:Iteration 28Q (1973.395066 sec): 3 clusters Score: Raw -1026010.630214 + Penalty 576.856366 = -1025433.773847 nChanged 350 SP:Iteration 29Q (1973.465150 sec): 3 clusters Score: Raw -1026096.689026 + Penalty 576.856366 = -1025519.832660 nChanged 353 SP:Iteration 30Q (1973.535776 sec): 3 clusters Score: Raw -1026180.389088 + Penalty 576.856366 = -1025603.532722 nChanged 340 SP:Iteration 31Q (1973.610016 sec): 3 clusters Score: Raw -1026262.967282 + Penalty 576.856366 = -1025686.110916 nChanged 335 SP:Iteration 32Q (1973.685288 sec): 3 clusters Score: Raw -1026346.828590 + Penalty 576.856366 = -1025769.972223 nChanged 341 SP:Iteration 33Q (1973.758299 sec): 3 clusters Score: Raw -1026434.795424 + Penalty 576.856366 = -1025857.939058 nChanged 348 SP:Iteration 34Q (1973.835348 sec): 3 clusters Score: Raw -1026528.305855 + Penalty 576.856366 = -1025951.449489 nChanged 331 SP:Iteration 35Q (1973.910662 sec): 3 clusters Score: Raw -1026626.609754 + Penalty 576.856366 = -1026049.753388 nChanged 363 SP:Iteration 36Q (1973.980970 sec): 3 clusters Score: Raw -1026748.525526 + Penalty 576.856366 = -1026171.669160 nChanged 348 SP:Iteration 37Q (1974.051152 sec): 3 clusters Score: Raw -1026859.876610 + Penalty 576.856366 = -1026283.020244 nChanged 334 SP:Iteration 38Q (1974.136132 sec): 3 clusters Score: Raw -1026971.896816 + Penalty 576.856366 = -1026395.040450 nChanged 343 SP:Iteration 39Q (1974.205778 sec): 3 clusters Score: Raw -1027088.809735 + Penalty 576.856366 = -1026511.953369 nChanged 315 SP:Iteration 40F (1974.278059 sec): 3 clusters Score: Raw -1027203.353367 + Penalty 576.856366 = -1026626.497001 nChanged 320 SP:Iteration 41Q (1974.348094 sec): 3 clusters Score: Raw -1027330.316693 + Penalty 576.856366 = -1026753.460327 nChanged 354 SP:Iteration 42Q (1974.417043 sec): 3 clusters Score: Raw -1027491.196400 + Penalty 576.856366 = -1026914.340034 nChanged 336 SP:Iteration 43Q (1974.485543 sec): 3 clusters Score: Raw -1027646.436692 + Penalty 576.856366 = -1027069.580326 nChanged 308 SP:Iteration 44Q (1974.554998 sec): 3 clusters Score: Raw -1027794.007202 + Penalty 576.856366 = -1027217.150836 nChanged 267 SP:Iteration 45Q (1974.624706 sec): 3 clusters Score: Raw -1027931.177733 + Penalty 576.856366 = -1027354.321367 nChanged 231 SP:Iteration 46Q (1974.691028 sec): 3 clusters Score: Raw -1028049.062850 + Penalty 576.856366 = -1027472.206484 nChanged 192 SP:Iteration 47Q (1974.758554 sec): 3 clusters Score: Raw -1028144.151025 + Penalty 576.856366 = -1027567.294659 nChanged 163 SP:Iteration 48Q (1974.819092 sec): 3 clusters Score: Raw -1028232.686958 + Penalty 576.856366 = -1027655.830591 nChanged 106 SP:Iteration 49Q (1974.884080 sec): 3 clusters Score: Raw -1028281.786481 + Penalty 576.856366 = -1027704.930115 nChanged 83 SP:Iteration 50Q (1974.956940 sec): 3 clusters Score: Raw -1028315.263515 + Penalty 576.856366 = -1027738.407148 nChanged 52 SP:Iteration 51Q (1975.030516 sec): 3 clusters Score: Raw -1028333.213719 + Penalty 576.856366 = -1027756.357352 nChanged 33 SP:Iteration 52Q (1975.102362 sec): 3 clusters Score: Raw -1028346.865014 + Penalty 576.856366 = -1027770.008648 nChanged 28 SP:Iteration 53Q (1975.170262 sec): 3 clusters Score: Raw -1028353.544359 + Penalty 576.856366 = -1027776.687993 nChanged 17 SP:Iteration 54Q (1975.241130 sec): 3 clusters Score: Raw -1028359.222890 + Penalty 576.856366 = -1027782.366523 nChanged 16 SP:Iteration 55Q (1975.306905 sec): 3 clusters Score: Raw -1028368.753954 + Penalty 576.856366 = -1027791.897587 nChanged 10 SP:Iteration 56Q (1975.383804 sec): 3 clusters Score: Raw -1028373.505481 + Penalty 576.856366 = -1027796.649114 nChanged 9 SP:Iteration 57Q (1975.452414 sec): 3 clusters Score: Raw -1028376.345217 + Penalty 576.856366 = -1027799.488851 nChanged 11 SP:Iteration 58Q (1975.523606 sec): 3 clusters Score: Raw -1028381.180959 + Penalty 576.856366 = -1027804.324593 nChanged 9 SP:Iteration 59Q (1975.593356 sec): 3 clusters Score: Raw -1028384.838670 + Penalty 576.856366 = -1027807.982304 nChanged 10 SP:Iteration 60F (1975.654203 sec): 3 clusters Score: Raw -1028388.272775 + Penalty 576.856366 = -1027811.416409 nChanged 8 SP:Iteration 61Q (1975.729198 sec): 3 clusters Score: Raw -1028391.139435 + Penalty 576.856366 = -1027814.283069 nChanged 9 SP:Iteration 62Q (1975.790267 sec): 3 clusters Score: Raw -1028394.070180 + Penalty 576.856366 = -1027817.213814 nChanged 6 SP:Iteration 63Q (1975.870828 sec): 3 clusters Score: Raw -1028395.263944 + Penalty 576.856366 = -1027818.407577 nChanged 4 SP:Iteration 64Q (1975.932491 sec): 3 clusters Score: Raw -1028396.477012 + Penalty 576.856366 = -1027819.620646 nChanged 3 SP:Iteration 65Q (1975.996290 sec): 3 clusters Score: Raw -1028397.076819 + Penalty 576.856366 = -1027820.220453 nChanged 3 SP:Iteration 66Q (1976.074209 sec): 3 clusters Score: Raw -1028397.712642 + Penalty 576.856366 = -1027820.856276 nChanged 5 SP:Iteration 67Q (1976.141327 sec): 3 clusters Score: Raw -1028398.650093 + Penalty 576.856366 = -1027821.793727 nChanged 3 SP:Iteration 68Q (1976.209699 sec): 3 clusters Score: Raw -1028399.135472 + Penalty 576.856366 = -1027822.279105 nChanged 2 SP:Iteration 69Q (1976.279600 sec): 3 clusters Score: Raw -1028399.539783 + Penalty 576.856366 = -1027822.683417 nChanged 3 SP:Iteration 70Q (1976.349640 sec): 3 clusters Score: Raw -1028400.465294 + Penalty 576.856366 = -1027823.608927 nChanged 4 SP:Iteration 71Q (1976.412555 sec): 3 clusters Score: Raw -1028402.179335 + Penalty 576.856366 = -1027825.322969 nChanged 4 SP:Iteration 72Q (1976.485529 sec): 3 clusters Score: Raw -1028404.598471 + Penalty 576.856366 = -1027827.742105 nChanged 5 SP:Iteration 73Q (1976.550029 sec): 3 clusters Score: Raw -1028406.890258 + Penalty 576.856366 = -1027830.033891 nChanged 4 SP:Iteration 74Q (1976.624704 sec): 3 clusters Score: Raw -1028408.114561 + Penalty 576.856366 = -1027831.258194 nChanged 4 SP:Iteration 75Q (1976.698958 sec): 3 clusters Score: Raw -1028408.917899 + Penalty 576.856366 = -1027832.061532 nChanged 1 SP:Iteration 76Q (1976.768122 sec): 3 clusters Score: Raw -1028409.036520 + Penalty 576.856366 = -1027832.180153 nChanged 0 SP:Iteration 77F (1976.841417 sec): 3 clusters Score: Raw -1028409.036520 + Penalty 576.856366 = -1027832.180153 nChanged 0 Trying to split cluster 31 (1196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1976.866847 sec): 2 clusters Score: Raw -35882.793202 + Penalty 194.885293 = -35687.907908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1976.911390 sec): 3 clusters Score: Raw -35218.857316 + Penalty 389.770586 = -34829.086730 nChanged 500 SP:Iteration 1F (1976.952940 sec): 3 clusters Score: Raw -35493.562395 + Penalty 389.770586 = -35103.791809 nChanged 96 SP:Iteration 2F (1976.994483 sec): 3 clusters Score: Raw -35560.651617 + Penalty 389.770586 = -35170.881031 nChanged 83 SP:Iteration 3F (1977.045419 sec): 3 clusters Score: Raw -35627.272827 + Penalty 389.770586 = -35237.502241 nChanged 81 SP:Iteration 4F (1977.086874 sec): 3 clusters Score: Raw -35689.843399 + Penalty 389.770586 = -35300.072813 nChanged 66 SP:Iteration 5F (1977.138857 sec): 3 clusters Score: Raw -35756.757431 + Penalty 389.770586 = -35366.986845 nChanged 68 SP:Iteration 6F (1977.185612 sec): 3 clusters Score: Raw -35842.252148 + Penalty 389.770586 = -35452.481561 nChanged 39 SP:Iteration 7Q (1977.229209 sec): 3 clusters Score: Raw -35883.485301 + Penalty 389.770586 = -35493.714714 nChanged 20 SP:Iteration 8Q (1977.276734 sec): 3 clusters Score: Raw -35899.416852 + Penalty 389.770586 = -35509.646266 nChanged 14 SP:Iteration 9Q (1977.324208 sec): 3 clusters Score: Raw -35914.155592 + Penalty 389.770586 = -35524.385005 nChanged 10 SP:Iteration 10Q (1977.372038 sec): 3 clusters Score: Raw -35923.550958 + Penalty 389.770586 = -35533.780372 nChanged 7 SP:Iteration 11Q (1977.416410 sec): 3 clusters Score: Raw -35934.969901 + Penalty 389.770586 = -35545.199315 nChanged 9 SP:Iteration 12Q (1977.458760 sec): 3 clusters Score: Raw -35943.008384 + Penalty 389.770586 = -35553.237798 nChanged 5 SP:Iteration 13Q (1977.498663 sec): 3 clusters Score: Raw -35945.717232 + Penalty 389.770586 = -35555.946645 nChanged 3 SP:Iteration 14Q (1977.542026 sec): 3 clusters Score: Raw -35947.376651 + Penalty 389.770586 = -35557.606065 nChanged 1 SP:Iteration 15Q (1977.585534 sec): 3 clusters Score: Raw -35950.317651 + Penalty 389.770586 = -35560.547065 nChanged 1 SP:Iteration 16Q (1977.620659 sec): 3 clusters Score: Raw -35952.230585 + Penalty 389.770586 = -35562.459999 nChanged 1 SP:Iteration 17Q (1977.664260 sec): 3 clusters Score: Raw -35953.810589 + Penalty 389.770586 = -35564.040002 nChanged 1 SP:Iteration 18Q (1977.710875 sec): 3 clusters Score: Raw -35954.526582 + Penalty 389.770586 = -35564.755996 nChanged 1 SP:Iteration 19Q (1977.753456 sec): 3 clusters Score: Raw -35955.266763 + Penalty 389.770586 = -35565.496176 nChanged 0 SP:Iteration 20F (1977.806779 sec): 3 clusters Score: Raw -35955.266763 + Penalty 389.770586 = -35565.496176 nChanged 0 Time taken for this iteration:838.039148 seconds. 21->32 Clusters: Score -7165397.699750, best is -7164357.935776 THE BEST YET! Main iterations: 518 (time per iteration =3225.241893 ms) Total iterations: 17099 (time per iteration =97.706024 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 31387837041.000000 (time per metric unit =53.226837ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 282490533369.000000 (time per metric unit=5914.093051ps) That took 1670.675300 seconds.