FileBase DT3_rLS_rCA1_20150930_804um_576um ElecNo 6 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 0.21 and 0.32 GB. - 8 bytes per element (scalar), 14349150 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.10 and 0.15 GB. - 8 bytes per element (scalar), 6887592 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.03 and 0.04 GB. - 2 bytes per element (data_int), 6887592 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.01 and 0.02 GB. - 1 bytes per element (char), 6887592 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.01 and 0.02 GB. - 1 bytes per element (char), 6887592 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), 28800 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=286983, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.37 and 0.55 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 286983 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 286983 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 12 (92 points): Lose 209.474187 but Gain 2042.166467 Iteration 0F (7.257638 sec): 19 clusters Score: Raw -32351718.845656 + Penalty 36758.996409 = -32314959.849247 nChanged 272048 Deleting Class 19 (99 points): Lose 447.943525 but Gain 2042.166467 Iteration 1F (10.862344 sec): 18 clusters Score: Raw -39332547.039881 + Penalty 34716.829942 = -39297830.209939 nChanged 12644 Deleting Class 10 (202 points): Lose 1072.416515 but Gain 2042.166467 Iteration 2Q (12.248335 sec): 17 clusters Score: Raw -39510594.803543 + Penalty 32674.663475 = -39477920.140068 nChanged 10107 Deleting Class 16 (173 points): Lose 1338.100135 but Gain 2042.166467 Iteration 3Q (13.497942 sec): 16 clusters Score: Raw -39558425.574538 + Penalty 30632.497008 = -39527793.077530 nChanged 9037 Iteration 4Q (14.692826 sec): 16 clusters Score: Raw -39583419.029501 + Penalty 30632.497008 = -39552786.532493 nChanged 7443 Iteration 5Q (15.917444 sec): 16 clusters Score: Raw -39596010.099868 + Penalty 30632.497008 = -39565377.602860 nChanged 5386 Iteration 6Q (17.068401 sec): 16 clusters Score: Raw -39602250.451938 + Penalty 30632.497008 = -39571617.954930 nChanged 3666 Iteration 7Q (18.125737 sec): 16 clusters Score: Raw -39605701.381721 + Penalty 30632.497008 = -39575068.884713 nChanged 2341 Iteration 8Q (19.249014 sec): 16 clusters Score: Raw -39607990.016067 + Penalty 30632.497008 = -39577357.519059 nChanged 1605 Iteration 9Q (20.499248 sec): 16 clusters Score: Raw -39609669.174596 + Penalty 30632.497008 = -39579036.677588 nChanged 1153 Iteration 10Q (21.590391 sec): 16 clusters Score: Raw -39610797.722963 + Penalty 30632.497008 = -39580165.225956 nChanged 813 Iteration 11Q (22.819387 sec): 16 clusters Score: Raw -39611639.322052 + Penalty 30632.497008 = -39581006.825045 nChanged 615 Iteration 12Q (24.029637 sec): 16 clusters Score: Raw -39612509.342508 + Penalty 30632.497008 = -39581876.845500 nChanged 614 Iteration 13Q (25.242595 sec): 16 clusters Score: Raw -39613737.858839 + Penalty 30632.497008 = -39583105.361831 nChanged 807 Iteration 14Q (26.361668 sec): 16 clusters Score: Raw -39615560.890889 + Penalty 30632.497008 = -39584928.393881 nChanged 1013 Iteration 15Q (27.643155 sec): 16 clusters Score: Raw -39617887.360185 + Penalty 30632.497008 = -39587254.863177 nChanged 1094 Iteration 16Q (28.842152 sec): 16 clusters Score: Raw -39620223.739684 + Penalty 30632.497008 = -39589591.242676 nChanged 1057 Iteration 17Q (30.104228 sec): 16 clusters Score: Raw -39622746.170837 + Penalty 30632.497008 = -39592113.673829 nChanged 960 Iteration 18Q (31.280357 sec): 16 clusters Score: Raw -39625562.119177 + Penalty 30632.497008 = -39594929.622169 nChanged 819 Iteration 19Q (32.454673 sec): 16 clusters Score: Raw -39628098.947211 + Penalty 30632.497008 = -39597466.450203 nChanged 587 Writing temp clu file Because OldScore, -39594929.622169, is greater than current (better) Score,-39597466.450203 Compute initial score before splitting: Score: Raw -39628098.947211 + Penalty 30632.497008 = -39597466.450203 Trying to split cluster 1 (814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.564598 sec): 2 clusters Score: Raw -105747.544234 + Penalty 1089.068559 = -104658.475674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.602892 sec): 3 clusters Score: Raw -105655.532786 + Penalty 2178.137119 = -103477.395668 nChanged 258 SP:Iteration 1F (32.651580 sec): 3 clusters Score: Raw -106391.809200 + Penalty 2178.137119 = -104213.672081 nChanged 99 SP:Iteration 2F (32.699336 sec): 3 clusters Score: Raw -106785.852767 + Penalty 2178.137119 = -104607.715649 nChanged 56 SP:Iteration 3F (32.743466 sec): 3 clusters Score: Raw -106956.433092 + Penalty 2178.137119 = -104778.295973 nChanged 24 SP:Iteration 4Q (32.790829 sec): 3 clusters Score: Raw -107024.101121 + Penalty 2178.137119 = -104845.964002 nChanged 12 SP:Iteration 5Q (32.801578 sec): 3 clusters Score: Raw -107069.795332 + Penalty 2178.137119 = -104891.658213 nChanged 6 SP:Iteration 6Q (32.805887 sec): 3 clusters Score: Raw -107084.989596 + Penalty 2178.137119 = -104906.852477 nChanged 3 SP:Iteration 7Q (32.810147 sec): 3 clusters Score: Raw -107090.470583 + Penalty 2178.137119 = -104912.333464 nChanged 2 SP:Iteration 8Q (32.814385 sec): 3 clusters Score: Raw -107092.830424 + Penalty 2178.137119 = -104914.693305 nChanged 2 SP:Iteration 9Q (32.818629 sec): 3 clusters Score: Raw -107095.820557 + Penalty 2178.137119 = -104917.683438 nChanged 1 SP:Iteration 10Q (32.822923 sec): 3 clusters Score: Raw -107096.462994 + Penalty 2178.137119 = -104918.325875 nChanged 0 SP:Iteration 11F (32.827357 sec): 3 clusters Score: Raw -107106.705279 + Penalty 2178.137119 = -104928.568160 nChanged 1 SP:Iteration 12Q (32.831581 sec): 3 clusters Score: Raw -107114.410592 + Penalty 2178.137119 = -104936.273473 nChanged 2 SP:Iteration 13Q (32.835847 sec): 3 clusters Score: Raw -107118.659438 + Penalty 2178.137119 = -104940.522319 nChanged 0 SP:Iteration 14F (32.840372 sec): 3 clusters Score: Raw -107118.659438 + Penalty 2178.137119 = -104940.522319 nChanged 0 Score: Raw -39630033.130894 + Penalty 32674.663475 = -39597358.467419 Splitting cluster 1 changes total score from -39597466.450203 to -39597358.467419 So it's not getting split. Trying to split cluster 2 (240566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.193197 sec): 2 clusters Score: Raw -33896738.095573 + Penalty 2013.496836 = -33894724.598738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.642674 sec): 3 clusters Score: Raw -33737067.608648 + Penalty 4026.993672 = -33733040.614976 nChanged 116985 SP:Iteration 1F (37.078317 sec): 3 clusters Score: Raw -33819712.091244 + Penalty 4026.993672 = -33815685.097572 nChanged 17937 SP:Iteration 2F (37.518032 sec): 3 clusters Score: Raw -33832780.417134 + Penalty 4026.993672 = -33828753.423462 nChanged 21149 SP:Iteration 3F (37.957150 sec): 3 clusters Score: Raw -33847335.743094 + Penalty 4026.993672 = -33843308.749422 nChanged 21195 SP:Iteration 4F (38.397669 sec): 3 clusters Score: Raw -33864482.827300 + Penalty 4026.993672 = -33860455.833629 nChanged 20137 SP:Iteration 5F (38.835185 sec): 3 clusters Score: Raw -33883067.186697 + Penalty 4026.993672 = -33879040.193025 nChanged 17363 SP:Iteration 6F (39.272183 sec): 3 clusters Score: Raw -33900049.451872 + Penalty 4026.993672 = -33896022.458201 nChanged 13000 SP:Iteration 7F (39.698777 sec): 3 clusters Score: Raw -33912406.770025 + Penalty 4026.993672 = -33908379.776353 nChanged 8347 SP:Iteration 8Q (40.133017 sec): 3 clusters Score: Raw -33919574.563559 + Penalty 4026.993672 = -33915547.569888 nChanged 5003 SP:Iteration 9Q (40.548409 sec): 3 clusters Score: Raw -33923433.563293 + Penalty 4026.993672 = -33919406.569621 nChanged 3169 SP:Iteration 10Q (40.947303 sec): 3 clusters Score: Raw -33925645.611100 + Penalty 4026.993672 = -33921618.617428 nChanged 2285 SP:Iteration 11Q (41.348909 sec): 3 clusters Score: Raw -33927262.441699 + Penalty 4026.993672 = -33923235.448027 nChanged 1764 SP:Iteration 12Q (41.737817 sec): 3 clusters Score: Raw -33928714.928253 + Penalty 4026.993672 = -33924687.934581 nChanged 1433 SP:Iteration 13Q (42.112869 sec): 3 clusters Score: Raw -33930257.199031 + Penalty 4026.993672 = -33926230.205359 nChanged 1073 SP:Iteration 14Q (42.474005 sec): 3 clusters Score: Raw -33931549.635886 + Penalty 4026.993672 = -33927522.642214 nChanged 714 SP:Iteration 15Q (42.847584 sec): 3 clusters Score: Raw -33932053.396258 + Penalty 4026.993672 = -33928026.402586 nChanged 437 SP:Iteration 16Q (43.214783 sec): 3 clusters Score: Raw -33932189.026088 + Penalty 4026.993672 = -33928162.032416 nChanged 261 SP:Iteration 17Q (43.556440 sec): 3 clusters Score: Raw -33932231.419785 + Penalty 4026.993672 = -33928204.426114 nChanged 163 SP:Iteration 18Q (43.918201 sec): 3 clusters Score: Raw -33932247.016958 + Penalty 4026.993672 = -33928220.023286 nChanged 82 SP:Iteration 19Q (44.281828 sec): 3 clusters Score: Raw -33932252.558118 + Penalty 4026.993672 = -33928225.564446 nChanged 55 SP:Iteration 20F (44.708521 sec): 3 clusters Score: Raw -33932255.119591 + Penalty 4026.993672 = -33928228.125919 nChanged 34 SP:Iteration 21Q (45.068940 sec): 3 clusters Score: Raw -33932256.378983 + Penalty 4026.993672 = -33928229.385312 nChanged 17 SP:Iteration 22Q (45.420670 sec): 3 clusters Score: Raw -33932257.037895 + Penalty 4026.993672 = -33928230.044223 nChanged 14 SP:Iteration 23Q (45.779890 sec): 3 clusters Score: Raw -33932257.528310 + Penalty 4026.993672 = -33928230.534638 nChanged 8 SP:Iteration 24Q (46.120794 sec): 3 clusters Score: Raw -33932257.786070 + Penalty 4026.993672 = -33928230.792399 nChanged 4 SP:Iteration 25Q (46.473763 sec): 3 clusters Score: Raw -33932257.865246 + Penalty 4026.993672 = -33928230.871574 nChanged 1 SP:Iteration 26Q (46.855933 sec): 3 clusters Score: Raw -33932257.881390 + Penalty 4026.993672 = -33928230.887718 nChanged 1 SP:Iteration 27Q (47.214812 sec): 3 clusters Score: Raw -33932257.926071 + Penalty 4026.993672 = -33928230.932399 nChanged 1 SP:Iteration 28Q (47.574089 sec): 3 clusters Score: Raw -33932257.946894 + Penalty 4026.993672 = -33928230.953222 nChanged 0 SP:Iteration 29F (48.008173 sec): 3 clusters Score: Raw -33932257.946894 + Penalty 4026.993672 = -33928230.953222 nChanged 0 Score: Raw -39664181.867012 + Penalty 32674.663475 = -39631507.203537 Splitting cluster 2 changes total score from -39597466.450203 to -39631507.203537 So it's getting split into cluster 10. Trying to split cluster 3 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.050008 sec): 2 clusters Score: Raw -35229.499513 + Penalty 1015.620977 = -34213.878537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.095328 sec): 3 clusters Score: Raw -35261.801312 + Penalty 2031.241954 = -33230.559358 nChanged 132 SP:Iteration 1F (51.143070 sec): 3 clusters Score: Raw -35606.517284 + Penalty 2031.241954 = -33575.275330 nChanged 61 SP:Iteration 2F (51.194068 sec): 3 clusters Score: Raw -35955.036979 + Penalty 2031.241954 = -33923.795025 nChanged 48 SP:Iteration 3F (51.230073 sec): 3 clusters Score: Raw -36356.405521 + Penalty 2031.241954 = -34325.163567 nChanged 50 SP:Iteration 4F (51.275013 sec): 3 clusters Score: Raw -36851.699304 + Penalty 2031.241954 = -34820.457351 nChanged 38 SP:Iteration 5F (51.324702 sec): 3 clusters Score: Raw -37384.068154 + Penalty 2031.241954 = -35352.826201 nChanged 15 SP:Iteration 6Q (51.371095 sec): 3 clusters Score: Raw -37569.822344 + Penalty 2031.241954 = -35538.580391 nChanged 7 SP:Iteration 7Q (51.410295 sec): 3 clusters Score: Raw -37603.521316 + Penalty 2031.241954 = -35572.279362 nChanged 3 SP:Iteration 8Q (51.456201 sec): 3 clusters Score: Raw -37612.244668 + Penalty 2031.241954 = -35581.002714 nChanged 3 SP:Iteration 9Q (51.515148 sec): 3 clusters Score: Raw -37616.797592 + Penalty 2031.241954 = -35585.555638 nChanged 1 SP:Iteration 10Q (51.557968 sec): 3 clusters Score: Raw -37620.782471 + Penalty 2031.241954 = -35589.540518 nChanged 0 SP:Iteration 11F (51.609037 sec): 3 clusters Score: Raw -37620.782471 + Penalty 2031.241954 = -35589.540518 nChanged 0 Score: Raw -39666573.149970 + Penalty 34716.829942 = -39631856.320028 Splitting cluster 3 changes total score from -39597466.450203 to -39631856.320028 So it's getting split into cluster 12. Trying to split cluster 4 (3249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.795766 sec): 2 clusters Score: Raw -456462.460047 + Penalty 1313.991662 = -455148.468385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.861401 sec): 3 clusters Score: Raw -454908.029616 + Penalty 2627.983324 = -452280.046292 nChanged 1259 SP:Iteration 1F (54.913708 sec): 3 clusters Score: Raw -456320.032718 + Penalty 2627.983324 = -453692.049393 nChanged 465 SP:Iteration 2F (54.952952 sec): 3 clusters Score: Raw -458093.734149 + Penalty 2627.983324 = -455465.750824 nChanged 512 SP:Iteration 3F (55.010482 sec): 3 clusters Score: Raw -459055.829925 + Penalty 2627.983324 = -456427.846601 nChanged 236 SP:Iteration 4F (55.057426 sec): 3 clusters Score: Raw -459352.152825 + Penalty 2627.983324 = -456724.169500 nChanged 111 SP:Iteration 5Q (55.104693 sec): 3 clusters Score: Raw -459464.619534 + Penalty 2627.983324 = -456836.636210 nChanged 62 SP:Iteration 6Q (55.154440 sec): 3 clusters Score: Raw -459518.148463 + Penalty 2627.983324 = -456890.165139 nChanged 39 SP:Iteration 7Q (55.203511 sec): 3 clusters Score: Raw -459540.675355 + Penalty 2627.983324 = -456912.692031 nChanged 26 SP:Iteration 8Q (55.252620 sec): 3 clusters Score: Raw -459557.928868 + Penalty 2627.983324 = -456929.945544 nChanged 34 SP:Iteration 9Q (55.304759 sec): 3 clusters Score: Raw -459578.695500 + Penalty 2627.983324 = -456950.712176 nChanged 31 SP:Iteration 10Q (55.366931 sec): 3 clusters Score: Raw -459599.459886 + Penalty 2627.983324 = -456971.476562 nChanged 35 SP:Iteration 11Q (55.409364 sec): 3 clusters Score: Raw -459623.266105 + Penalty 2627.983324 = -456995.282781 nChanged 30 SP:Iteration 12Q (55.459843 sec): 3 clusters Score: Raw -459641.870734 + Penalty 2627.983324 = -457013.887410 nChanged 31 SP:Iteration 13Q (55.518133 sec): 3 clusters Score: Raw -459661.387717 + Penalty 2627.983324 = -457033.404393 nChanged 33 SP:Iteration 14Q (55.566573 sec): 3 clusters Score: Raw -459683.153210 + Penalty 2627.983324 = -457055.169886 nChanged 43 SP:Iteration 15Q (55.608546 sec): 3 clusters Score: Raw -459710.600628 + Penalty 2627.983324 = -457082.617304 nChanged 42 SP:Iteration 16Q (55.654248 sec): 3 clusters Score: Raw -459737.083299 + Penalty 2627.983324 = -457109.099975 nChanged 43 SP:Iteration 17Q (55.705518 sec): 3 clusters Score: Raw -459765.633688 + Penalty 2627.983324 = -457137.650364 nChanged 47 SP:Iteration 18Q (55.762013 sec): 3 clusters Score: Raw -459799.178074 + Penalty 2627.983324 = -457171.194750 nChanged 56 SP:Iteration 19Q (55.812159 sec): 3 clusters Score: Raw -459839.040714 + Penalty 2627.983324 = -457211.057390 nChanged 49 SP:Iteration 20F (55.867789 sec): 3 clusters Score: Raw -459876.687014 + Penalty 2627.983324 = -457248.703689 nChanged 47 SP:Iteration 21Q (55.905334 sec): 3 clusters Score: Raw -459912.633295 + Penalty 2627.983324 = -457284.649971 nChanged 47 SP:Iteration 22Q (55.953138 sec): 3 clusters Score: Raw -459942.536467 + Penalty 2627.983324 = -457314.553143 nChanged 37 SP:Iteration 23Q (56.012764 sec): 3 clusters Score: Raw -459969.960877 + Penalty 2627.983324 = -457341.977553 nChanged 51 SP:Iteration 24Q (56.067670 sec): 3 clusters Score: Raw -460013.602346 + Penalty 2627.983324 = -457385.619022 nChanged 47 SP:Iteration 25Q (56.120758 sec): 3 clusters Score: Raw -460050.453079 + Penalty 2627.983324 = -457422.469755 nChanged 57 SP:Iteration 26Q (56.172707 sec): 3 clusters Score: Raw -460102.921913 + Penalty 2627.983324 = -457474.938589 nChanged 62 SP:Iteration 27Q (56.224709 sec): 3 clusters Score: Raw -460163.012855 + Penalty 2627.983324 = -457535.029531 nChanged 65 SP:Iteration 28Q (56.264017 sec): 3 clusters Score: Raw -460234.300133 + Penalty 2627.983324 = -457606.316809 nChanged 62 SP:Iteration 29Q (56.314972 sec): 3 clusters Score: Raw -460293.498513 + Penalty 2627.983324 = -457665.515189 nChanged 58 SP:Iteration 30Q (56.368672 sec): 3 clusters Score: Raw -460349.358937 + Penalty 2627.983324 = -457721.375612 nChanged 60 SP:Iteration 31Q (56.413359 sec): 3 clusters Score: Raw -460414.761148 + Penalty 2627.983324 = -457786.777824 nChanged 53 SP:Iteration 32Q (56.463690 sec): 3 clusters Score: Raw -460474.396192 + Penalty 2627.983324 = -457846.412868 nChanged 48 SP:Iteration 33Q (56.513166 sec): 3 clusters Score: Raw -460515.630268 + Penalty 2627.983324 = -457887.646944 nChanged 32 SP:Iteration 34Q (56.555465 sec): 3 clusters Score: Raw -460543.531062 + Penalty 2627.983324 = -457915.547738 nChanged 27 SP:Iteration 35Q (56.600037 sec): 3 clusters Score: Raw -460565.364295 + Penalty 2627.983324 = -457937.380971 nChanged 18 SP:Iteration 36Q (56.649357 sec): 3 clusters Score: Raw -460576.423553 + Penalty 2627.983324 = -457948.440229 nChanged 15 SP:Iteration 37Q (56.693415 sec): 3 clusters Score: Raw -460584.334064 + Penalty 2627.983324 = -457956.350740 nChanged 11 SP:Iteration 38Q (56.736183 sec): 3 clusters Score: Raw -460588.708821 + Penalty 2627.983324 = -457960.725497 nChanged 5 SP:Iteration 39Q (56.799621 sec): 3 clusters Score: Raw -460590.990176 + Penalty 2627.983324 = -457963.006852 nChanged 5 SP:Iteration 40F (56.839415 sec): 3 clusters Score: Raw -460593.901212 + Penalty 2627.983324 = -457965.917888 nChanged 1 SP:Iteration 41Q (56.880241 sec): 3 clusters Score: Raw -460594.169461 + Penalty 2627.983324 = -457966.186137 nChanged 1 SP:Iteration 42Q (56.930191 sec): 3 clusters Score: Raw -460594.599495 + Penalty 2627.983324 = -457966.616171 nChanged 0 SP:Iteration 43F (56.986467 sec): 3 clusters Score: Raw -460594.599495 + Penalty 2627.983324 = -457966.616171 nChanged 0 Score: Raw -39670705.289418 + Penalty 36758.996409 = -39633946.293009 Splitting cluster 4 changes total score from -39597466.450203 to -39633946.293009 So it's getting split into cluster 16. Trying to split cluster 5 (848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.379373 sec): 2 clusters Score: Raw -96506.656257 + Penalty 1095.718103 = -95410.938154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.428631 sec): 3 clusters Score: Raw -96347.124851 + Penalty 2191.436207 = -94155.688644 nChanged 246 SP:Iteration 1F (60.477463 sec): 3 clusters Score: Raw -96669.391932 + Penalty 2191.436207 = -94477.955726 nChanged 81 SP:Iteration 2F (60.519112 sec): 3 clusters Score: Raw -96832.109228 + Penalty 2191.436207 = -94640.673021 nChanged 73 SP:Iteration 3F (60.574510 sec): 3 clusters Score: Raw -96996.391250 + Penalty 2191.436207 = -94804.955043 nChanged 52 SP:Iteration 4F (60.619981 sec): 3 clusters Score: Raw -97142.147078 + Penalty 2191.436207 = -94950.710872 nChanged 45 SP:Iteration 5F (60.667157 sec): 3 clusters Score: Raw -97265.916954 + Penalty 2191.436207 = -95074.480748 nChanged 27 SP:Iteration 6Q (60.712969 sec): 3 clusters Score: Raw -97365.927541 + Penalty 2191.436207 = -95174.491335 nChanged 30 SP:Iteration 7Q (60.759437 sec): 3 clusters Score: Raw -97450.233350 + Penalty 2191.436207 = -95258.797143 nChanged 20 SP:Iteration 8Q (60.804057 sec): 3 clusters Score: Raw -97505.171714 + Penalty 2191.436207 = -95313.735507 nChanged 13 SP:Iteration 9Q (60.844907 sec): 3 clusters Score: Raw -97547.269115 + Penalty 2191.436207 = -95355.832908 nChanged 11 SP:Iteration 10Q (60.892042 sec): 3 clusters Score: Raw -97564.522724 + Penalty 2191.436207 = -95373.086518 nChanged 6 SP:Iteration 11Q (60.933133 sec): 3 clusters Score: Raw -97584.294618 + Penalty 2191.436207 = -95392.858411 nChanged 5 SP:Iteration 12Q (60.976544 sec): 3 clusters Score: Raw -97601.689898 + Penalty 2191.436207 = -95410.253692 nChanged 6 SP:Iteration 13Q (61.021794 sec): 3 clusters Score: Raw -97615.769064 + Penalty 2191.436207 = -95424.332857 nChanged 6 SP:Iteration 14Q (61.065032 sec): 3 clusters Score: Raw -97626.806298 + Penalty 2191.436207 = -95435.370092 nChanged 5 SP:Iteration 15Q (61.115126 sec): 3 clusters Score: Raw -97640.313728 + Penalty 2191.436207 = -95448.877522 nChanged 5 SP:Iteration 16Q (61.156640 sec): 3 clusters Score: Raw -97655.960040 + Penalty 2191.436207 = -95464.523833 nChanged 5 SP:Iteration 17Q (61.197824 sec): 3 clusters Score: Raw -97661.619102 + Penalty 2191.436207 = -95470.182895 nChanged 2 SP:Iteration 18Q (61.246016 sec): 3 clusters Score: Raw -97670.509309 + Penalty 2191.436207 = -95479.073102 nChanged 3 SP:Iteration 19Q (61.305237 sec): 3 clusters Score: Raw -97678.192389 + Penalty 2191.436207 = -95486.756183 nChanged 3 SP:Iteration 20F (61.341939 sec): 3 clusters Score: Raw -97682.875654 + Penalty 2191.436207 = -95491.439447 nChanged 4 SP:Iteration 21Q (61.401492 sec): 3 clusters Score: Raw -97687.510163 + Penalty 2191.436207 = -95496.073956 nChanged 1 SP:Iteration 22Q (61.444888 sec): 3 clusters Score: Raw -97688.647832 + Penalty 2191.436207 = -95497.211625 nChanged 1 SP:Iteration 23Q (61.496400 sec): 3 clusters Score: Raw -97690.082583 + Penalty 2191.436207 = -95498.646377 nChanged 0 SP:Iteration 24F (61.542270 sec): 3 clusters Score: Raw -97690.082583 + Penalty 2191.436207 = -95498.646377 nChanged 0 Score: Raw -39671888.715744 + Penalty 38801.162876 = -39633087.552868 Splitting cluster 5 changes total score from -39597466.450203 to -39633087.552868 So it's getting split into cluster 19. Trying to split cluster 6 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.102000 sec): 2 clusters Score: Raw -22879.799278 + Penalty 906.091729 = -21973.707548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.155471 sec): 3 clusters Score: Raw -23103.379677 + Penalty 1812.183459 = -21291.196218 nChanged 67 SP:Iteration 1F (65.189453 sec): 3 clusters Score: Raw -23319.557977 + Penalty 1812.183459 = -21507.374519 nChanged 20 SP:Iteration 2F (65.231450 sec): 3 clusters Score: Raw -23368.304563 + Penalty 1812.183459 = -21556.121104 nChanged 13 SP:Iteration 3Q (65.274920 sec): 3 clusters Score: Raw -23421.090962 + Penalty 1812.183459 = -21608.907504 nChanged 6 SP:Iteration 4Q (65.322455 sec): 3 clusters Score: Raw -23430.954511 + Penalty 1812.183459 = -21618.771052 nChanged 1 SP:Iteration 5Q (65.365577 sec): 3 clusters Score: Raw -23448.167086 + Penalty 1812.183459 = -21635.983627 nChanged 3 SP:Iteration 6Q (65.413270 sec): 3 clusters Score: Raw -23486.303818 + Penalty 1812.183459 = -21674.120359 nChanged 3 SP:Iteration 7Q (65.458880 sec): 3 clusters Score: Raw -23512.772625 + Penalty 1812.183459 = -21700.589166 nChanged 0 SP:Iteration 8F (65.496341 sec): 3 clusters Score: Raw -23512.772625 + Penalty 1812.183459 = -21700.589166 nChanged 0 Trying to split cluster 7 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.521113 sec): 2 clusters Score: Raw -26684.870097 + Penalty 913.902845 = -25770.967252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.564658 sec): 3 clusters Score: Raw -26874.725303 + Penalty 1827.805690 = -25046.919614 nChanged 74 SP:Iteration 1F (65.607525 sec): 3 clusters Score: Raw -27172.292288 + Penalty 1827.805690 = -25344.486599 nChanged 26 SP:Iteration 2F (65.644394 sec): 3 clusters Score: Raw -27310.065361 + Penalty 1827.805690 = -25482.259672 nChanged 12 SP:Iteration 3Q (65.686809 sec): 3 clusters Score: Raw -27433.873482 + Penalty 1827.805690 = -25606.067792 nChanged 9 SP:Iteration 4Q (65.736898 sec): 3 clusters Score: Raw -27492.594324 + Penalty 1827.805690 = -25664.788634 nChanged 3 SP:Iteration 5Q (65.771452 sec): 3 clusters Score: Raw -27505.440587 + Penalty 1827.805690 = -25677.634897 nChanged 2 SP:Iteration 6Q (65.814231 sec): 3 clusters Score: Raw -27517.940781 + Penalty 1827.805690 = -25690.135092 nChanged 1 SP:Iteration 7Q (65.870658 sec): 3 clusters Score: Raw -27520.098935 + Penalty 1827.805690 = -25692.293246 nChanged 0 SP:Iteration 8F (65.905180 sec): 3 clusters Score: Raw -27520.098935 + Penalty 1827.805690 = -25692.293246 nChanged 0 Trying to split cluster 8 (33075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.983933 sec): 2 clusters Score: Raw -4448764.154029 + Penalty 1691.061611 = -4447073.092418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.082653 sec): 3 clusters Score: Raw -4428178.067096 + Penalty 3382.123221 = -4424795.943874 nChanged 15397 SP:Iteration 1F (66.176332 sec): 3 clusters Score: Raw -4437981.602222 + Penalty 3382.123221 = -4434599.479000 nChanged 2580 SP:Iteration 2F (66.276142 sec): 3 clusters Score: Raw -4440496.684583 + Penalty 3382.123221 = -4437114.561361 nChanged 3228 SP:Iteration 3F (66.386960 sec): 3 clusters Score: Raw -4444090.794034 + Penalty 3382.123221 = -4440708.670813 nChanged 3661 SP:Iteration 4F (66.485023 sec): 3 clusters Score: Raw -4448251.150964 + Penalty 3382.123221 = -4444869.027742 nChanged 3106 SP:Iteration 5F (66.573290 sec): 3 clusters Score: Raw -4451186.399610 + Penalty 3382.123221 = -4447804.276389 nChanged 1980 SP:Iteration 6F (66.673169 sec): 3 clusters Score: Raw -4452772.446210 + Penalty 3382.123221 = -4449390.322988 nChanged 1288 SP:Iteration 7Q (66.765611 sec): 3 clusters Score: Raw -4453607.186212 + Penalty 3382.123221 = -4450225.062990 nChanged 924 SP:Iteration 8Q (66.869952 sec): 3 clusters Score: Raw -4454070.467265 + Penalty 3382.123221 = -4450688.344043 nChanged 671 SP:Iteration 9Q (66.977385 sec): 3 clusters Score: Raw -4454332.426408 + Penalty 3382.123221 = -4450950.303186 nChanged 498 SP:Iteration 10Q (67.077346 sec): 3 clusters Score: Raw -4454478.601377 + Penalty 3382.123221 = -4451096.478155 nChanged 397 SP:Iteration 11Q (67.178491 sec): 3 clusters Score: Raw -4454573.858628 + Penalty 3382.123221 = -4451191.735407 nChanged 300 SP:Iteration 12Q (67.268888 sec): 3 clusters Score: Raw -4454627.578148 + Penalty 3382.123221 = -4451245.454927 nChanged 237 SP:Iteration 13Q (67.375960 sec): 3 clusters Score: Raw -4454663.037377 + Penalty 3382.123221 = -4451280.914156 nChanged 191 SP:Iteration 14Q (67.466211 sec): 3 clusters Score: Raw -4454685.917875 + Penalty 3382.123221 = -4451303.794653 nChanged 166 SP:Iteration 15Q (67.572905 sec): 3 clusters Score: Raw -4454704.190610 + Penalty 3382.123221 = -4451322.067389 nChanged 131 SP:Iteration 16Q (67.682678 sec): 3 clusters Score: Raw -4454716.779458 + Penalty 3382.123221 = -4451334.656236 nChanged 106 SP:Iteration 17Q (67.770993 sec): 3 clusters Score: Raw -4454726.662574 + Penalty 3382.123221 = -4451344.539352 nChanged 87 SP:Iteration 18Q (67.877208 sec): 3 clusters Score: Raw -4454734.489838 + Penalty 3382.123221 = -4451352.366617 nChanged 86 SP:Iteration 19Q (67.977914 sec): 3 clusters Score: Raw -4454740.793432 + Penalty 3382.123221 = -4451358.670211 nChanged 79 SP:Iteration 20F (68.068353 sec): 3 clusters Score: Raw -4454746.717154 + Penalty 3382.123221 = -4451364.593933 nChanged 67 SP:Iteration 21Q (68.177923 sec): 3 clusters Score: Raw -4454751.856043 + Penalty 3382.123221 = -4451369.732822 nChanged 64 SP:Iteration 22Q (68.277845 sec): 3 clusters Score: Raw -4454755.352678 + Penalty 3382.123221 = -4451373.229457 nChanged 48 SP:Iteration 23Q (68.385707 sec): 3 clusters Score: Raw -4454758.189878 + Penalty 3382.123221 = -4451376.066656 nChanged 40 SP:Iteration 24Q (68.486938 sec): 3 clusters Score: Raw -4454760.572460 + Penalty 3382.123221 = -4451378.449238 nChanged 37 SP:Iteration 25Q (68.583620 sec): 3 clusters Score: Raw -4454762.298278 + Penalty 3382.123221 = -4451380.175056 nChanged 25 SP:Iteration 26Q (68.680356 sec): 3 clusters Score: Raw -4454763.319170 + Penalty 3382.123221 = -4451381.195948 nChanged 19 SP:Iteration 27Q (68.776744 sec): 3 clusters Score: Raw -4454764.224020 + Penalty 3382.123221 = -4451382.100799 nChanged 18 SP:Iteration 28Q (68.881630 sec): 3 clusters Score: Raw -4454765.360706 + Penalty 3382.123221 = -4451383.237485 nChanged 23 SP:Iteration 29Q (68.971918 sec): 3 clusters Score: Raw -4454766.556333 + Penalty 3382.123221 = -4451384.433112 nChanged 27 SP:Iteration 30Q (69.080855 sec): 3 clusters Score: Raw -4454768.105843 + Penalty 3382.123221 = -4451385.982622 nChanged 29 SP:Iteration 31Q (69.171549 sec): 3 clusters Score: Raw -4454769.620233 + Penalty 3382.123221 = -4451387.497011 nChanged 29 SP:Iteration 32Q (69.279132 sec): 3 clusters Score: Raw -4454771.383524 + Penalty 3382.123221 = -4451389.260303 nChanged 32 SP:Iteration 33Q (69.385772 sec): 3 clusters Score: Raw -4454772.999923 + Penalty 3382.123221 = -4451390.876701 nChanged 34 SP:Iteration 34Q (69.474037 sec): 3 clusters Score: Raw -4454774.950736 + Penalty 3382.123221 = -4451392.827515 nChanged 25 SP:Iteration 35Q (69.581248 sec): 3 clusters Score: Raw -4454776.081133 + Penalty 3382.123221 = -4451393.957912 nChanged 21 SP:Iteration 36Q (69.684963 sec): 3 clusters Score: Raw -4454777.060091 + Penalty 3382.123221 = -4451394.936869 nChanged 26 SP:Iteration 37Q (69.775656 sec): 3 clusters Score: Raw -4454778.356346 + Penalty 3382.123221 = -4451396.233124 nChanged 29 SP:Iteration 38Q (69.872112 sec): 3 clusters Score: Raw -4454779.841990 + Penalty 3382.123221 = -4451397.718768 nChanged 26 SP:Iteration 39Q (69.977124 sec): 3 clusters Score: Raw -4454781.011241 + Penalty 3382.123221 = -4451398.888020 nChanged 31 SP:Iteration 40F (70.068177 sec): 3 clusters Score: Raw -4454782.706048 + Penalty 3382.123221 = -4451400.582826 nChanged 24 SP:Iteration 41Q (70.166764 sec): 3 clusters Score: Raw -4454783.997646 + Penalty 3382.123221 = -4451401.874425 nChanged 29 SP:Iteration 42Q (70.278835 sec): 3 clusters Score: Raw -4454785.659291 + Penalty 3382.123221 = -4451403.536070 nChanged 26 SP:Iteration 43Q (70.382589 sec): 3 clusters Score: Raw -4454787.031293 + Penalty 3382.123221 = -4451404.908072 nChanged 30 SP:Iteration 44Q (70.481066 sec): 3 clusters Score: Raw -4454788.552103 + Penalty 3382.123221 = -4451406.428881 nChanged 16 SP:Iteration 45Q (70.570244 sec): 3 clusters Score: Raw -4454789.195816 + Penalty 3382.123221 = -4451407.072595 nChanged 17 SP:Iteration 46Q (70.675620 sec): 3 clusters Score: Raw -4454790.164206 + Penalty 3382.123221 = -4451408.040985 nChanged 9 SP:Iteration 47Q (70.780217 sec): 3 clusters Score: Raw -4454790.403047 + Penalty 3382.123221 = -4451408.279826 nChanged 11 SP:Iteration 48Q (70.883440 sec): 3 clusters Score: Raw -4454790.781050 + Penalty 3382.123221 = -4451408.657828 nChanged 13 SP:Iteration 49Q (70.984499 sec): 3 clusters Score: Raw -4454791.185308 + Penalty 3382.123221 = -4451409.062087 nChanged 11 SP:Iteration 50Q (71.085554 sec): 3 clusters Score: Raw -4454791.484936 + Penalty 3382.123221 = -4451409.361714 nChanged 6 SP:Iteration 51Q (71.179361 sec): 3 clusters Score: Raw -4454791.705693 + Penalty 3382.123221 = -4451409.582472 nChanged 6 SP:Iteration 52Q (71.289853 sec): 3 clusters Score: Raw -4454791.858569 + Penalty 3382.123221 = -4451409.735347 nChanged 7 SP:Iteration 53Q (71.394196 sec): 3 clusters Score: Raw -4454792.142185 + Penalty 3382.123221 = -4451410.018964 nChanged 5 SP:Iteration 54Q (71.491152 sec): 3 clusters Score: Raw -4454792.376110 + Penalty 3382.123221 = -4451410.252888 nChanged 4 SP:Iteration 55Q (71.590496 sec): 3 clusters Score: Raw -4454792.512610 + Penalty 3382.123221 = -4451410.389388 nChanged 6 SP:Iteration 56Q (71.680426 sec): 3 clusters Score: Raw -4454792.807012 + Penalty 3382.123221 = -4451410.683791 nChanged 6 SP:Iteration 57Q (71.783446 sec): 3 clusters Score: Raw -4454793.138030 + Penalty 3382.123221 = -4451411.014809 nChanged 13 SP:Iteration 58Q (71.889039 sec): 3 clusters Score: Raw -4454793.837622 + Penalty 3382.123221 = -4451411.714400 nChanged 13 SP:Iteration 59Q (71.989759 sec): 3 clusters Score: Raw -4454794.499056 + Penalty 3382.123221 = -4451412.375835 nChanged 10 SP:Iteration 60F (72.091963 sec): 3 clusters Score: Raw -4454795.044734 + Penalty 3382.123221 = -4451412.921512 nChanged 16 SP:Iteration 61Q (72.191759 sec): 3 clusters Score: Raw -4454795.662788 + Penalty 3382.123221 = -4451413.539567 nChanged 16 SP:Iteration 62Q (72.294147 sec): 3 clusters Score: Raw -4454796.350640 + Penalty 3382.123221 = -4451414.227418 nChanged 16 SP:Iteration 63Q (72.399142 sec): 3 clusters Score: Raw -4454797.020154 + Penalty 3382.123221 = -4451414.896932 nChanged 10 SP:Iteration 64Q (72.500889 sec): 3 clusters Score: Raw -4454797.350805 + Penalty 3382.123221 = -4451415.227584 nChanged 10 SP:Iteration 65Q (72.594757 sec): 3 clusters Score: Raw -4454797.769372 + Penalty 3382.123221 = -4451415.646151 nChanged 12 SP:Iteration 66Q (72.698582 sec): 3 clusters Score: Raw -4454798.385155 + Penalty 3382.123221 = -4451416.261934 nChanged 14 SP:Iteration 67Q (72.795917 sec): 3 clusters Score: Raw -4454799.118435 + Penalty 3382.123221 = -4451416.995214 nChanged 12 SP:Iteration 68Q (72.891413 sec): 3 clusters Score: Raw -4454799.637586 + Penalty 3382.123221 = -4451417.514364 nChanged 13 SP:Iteration 69Q (72.987714 sec): 3 clusters Score: Raw -4454800.233932 + Penalty 3382.123221 = -4451418.110711 nChanged 15 SP:Iteration 70Q (73.088996 sec): 3 clusters Score: Raw -4454801.481730 + Penalty 3382.123221 = -4451419.358508 nChanged 20 SP:Iteration 71Q (73.173479 sec): 3 clusters Score: Raw -4454802.531050 + Penalty 3382.123221 = -4451420.407829 nChanged 10 SP:Iteration 72Q (73.279946 sec): 3 clusters Score: Raw -4454802.945342 + Penalty 3382.123221 = -4451420.822121 nChanged 9 SP:Iteration 73Q (73.379611 sec): 3 clusters Score: Raw -4454803.186909 + Penalty 3382.123221 = -4451421.063688 nChanged 11 SP:Iteration 74Q (73.466623 sec): 3 clusters Score: Raw -4454803.584238 + Penalty 3382.123221 = -4451421.461017 nChanged 14 SP:Iteration 75Q (73.568068 sec): 3 clusters Score: Raw -4454804.209059 + Penalty 3382.123221 = -4451422.085837 nChanged 11 SP:Iteration 76Q (73.675166 sec): 3 clusters Score: Raw -4454804.508879 + Penalty 3382.123221 = -4451422.385657 nChanged 7 SP:Iteration 77Q (73.783988 sec): 3 clusters Score: Raw -4454804.733007 + Penalty 3382.123221 = -4451422.609786 nChanged 8 SP:Iteration 78Q (73.883445 sec): 3 clusters Score: Raw -4454805.188559 + Penalty 3382.123221 = -4451423.065338 nChanged 6 SP:Iteration 79Q (73.968189 sec): 3 clusters Score: Raw -4454805.380257 + Penalty 3382.123221 = -4451423.257035 nChanged 2 SP:Iteration 80F (74.062198 sec): 3 clusters Score: Raw -4454805.430017 + Penalty 3382.123221 = -4451423.306796 nChanged 1 SP:Iteration 81Q (74.160073 sec): 3 clusters Score: Raw -4454805.457793 + Penalty 3382.123221 = -4451423.334571 nChanged 1 SP:Iteration 82Q (74.254816 sec): 3 clusters Score: Raw -4454805.499375 + Penalty 3382.123221 = -4451423.376154 nChanged 1 SP:Iteration 83Q (74.347760 sec): 3 clusters Score: Raw -4454805.511069 + Penalty 3382.123221 = -4451423.387848 nChanged 0 SP:Iteration 84F (74.442373 sec): 3 clusters Score: Raw -4454805.511069 + Penalty 3382.123221 = -4451423.387848 nChanged 0 Score: Raw -39677930.072785 + Penalty 40843.329343 = -39637086.743441 Splitting cluster 8 changes total score from -39597466.450203 to -39637086.743441 So it's getting split into cluster 20. Trying to split cluster 9 (2177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.168982 sec): 2 clusters Score: Raw -268776.755590 + Penalty 1248.926747 = -267527.828843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.216173 sec): 3 clusters Score: Raw -267930.384007 + Penalty 2497.853495 = -265432.530512 nChanged 854 SP:Iteration 1F (78.263722 sec): 3 clusters Score: Raw -268918.667578 + Penalty 2497.853495 = -266420.814083 nChanged 294 SP:Iteration 2F (78.298172 sec): 3 clusters Score: Raw -269466.981352 + Penalty 2497.853495 = -266969.127857 nChanged 217 SP:Iteration 3F (78.360888 sec): 3 clusters Score: Raw -269866.712667 + Penalty 2497.853495 = -267368.859172 nChanged 134 SP:Iteration 4F (78.405679 sec): 3 clusters Score: Raw -270075.182320 + Penalty 2497.853495 = -267577.328825 nChanged 121 SP:Iteration 5F (78.459725 sec): 3 clusters Score: Raw -270326.865231 + Penalty 2497.853495 = -267829.011736 nChanged 100 SP:Iteration 6Q (78.503658 sec): 3 clusters Score: Raw -270578.217323 + Penalty 2497.853495 = -268080.363829 nChanged 99 SP:Iteration 7Q (78.555653 sec): 3 clusters Score: Raw -270894.020095 + Penalty 2497.853495 = -268396.166600 nChanged 96 SP:Iteration 8Q (78.611128 sec): 3 clusters Score: Raw -271150.489134 + Penalty 2497.853495 = -268652.635639 nChanged 65 SP:Iteration 9Q (78.664783 sec): 3 clusters Score: Raw -271334.470255 + Penalty 2497.853495 = -268836.616760 nChanged 54 SP:Iteration 10Q (78.716999 sec): 3 clusters Score: Raw -271461.323810 + Penalty 2497.853495 = -268963.470316 nChanged 41 SP:Iteration 11Q (78.772587 sec): 3 clusters Score: Raw -271517.598503 + Penalty 2497.853495 = -269019.745009 nChanged 22 SP:Iteration 12Q (78.825225 sec): 3 clusters Score: Raw -271538.513672 + Penalty 2497.853495 = -269040.660178 nChanged 11 SP:Iteration 13Q (78.876838 sec): 3 clusters Score: Raw -271551.536541 + Penalty 2497.853495 = -269053.683046 nChanged 8 SP:Iteration 14Q (78.927004 sec): 3 clusters Score: Raw -271560.113754 + Penalty 2497.853495 = -269062.260259 nChanged 7 SP:Iteration 15Q (78.975460 sec): 3 clusters Score: Raw -271564.283803 + Penalty 2497.853495 = -269066.430308 nChanged 5 SP:Iteration 16Q (79.026595 sec): 3 clusters Score: Raw -271567.657785 + Penalty 2497.853495 = -269069.804290 nChanged 3 SP:Iteration 17Q (79.077080 sec): 3 clusters Score: Raw -271568.641827 + Penalty 2497.853495 = -269070.788332 nChanged 1 SP:Iteration 18Q (79.127588 sec): 3 clusters Score: Raw -271570.034381 + Penalty 2497.853495 = -269072.180886 nChanged 1 SP:Iteration 19Q (79.168689 sec): 3 clusters Score: Raw -271570.400548 + Penalty 2497.853495 = -269072.547053 nChanged 1 SP:Iteration 20F (79.227914 sec): 3 clusters Score: Raw -271578.810469 + Penalty 2497.853495 = -269080.956975 nChanged 7 SP:Iteration 21Q (79.280854 sec): 3 clusters Score: Raw -271605.343581 + Penalty 2497.853495 = -269107.490086 nChanged 12 SP:Iteration 22Q (79.332097 sec): 3 clusters Score: Raw -271632.300447 + Penalty 2497.853495 = -269134.446952 nChanged 15 SP:Iteration 23Q (79.381668 sec): 3 clusters Score: Raw -271652.896843 + Penalty 2497.853495 = -269155.043348 nChanged 14 SP:Iteration 24Q (79.421904 sec): 3 clusters Score: Raw -271673.897846 + Penalty 2497.853495 = -269176.044351 nChanged 14 SP:Iteration 25Q (79.482604 sec): 3 clusters Score: Raw -271697.351674 + Penalty 2497.853495 = -269199.498179 nChanged 12 SP:Iteration 26Q (79.531576 sec): 3 clusters Score: Raw -271719.637077 + Penalty 2497.853495 = -269221.783582 nChanged 14 SP:Iteration 27Q (79.582733 sec): 3 clusters Score: Raw -271736.465182 + Penalty 2497.853495 = -269238.611687 nChanged 12 SP:Iteration 28Q (79.629550 sec): 3 clusters Score: Raw -271748.280001 + Penalty 2497.853495 = -269250.426506 nChanged 7 SP:Iteration 29Q (79.673481 sec): 3 clusters Score: Raw -271759.208505 + Penalty 2497.853495 = -269261.355010 nChanged 12 SP:Iteration 30Q (79.729625 sec): 3 clusters Score: Raw -271771.245482 + Penalty 2497.853495 = -269273.391988 nChanged 16 SP:Iteration 31Q (79.776122 sec): 3 clusters Score: Raw -271783.792776 + Penalty 2497.853495 = -269285.939281 nChanged 13 SP:Iteration 32Q (79.825606 sec): 3 clusters Score: Raw -271792.992884 + Penalty 2497.853495 = -269295.139389 nChanged 10 SP:Iteration 33Q (79.873086 sec): 3 clusters Score: Raw -271798.089072 + Penalty 2497.853495 = -269300.235577 nChanged 8 SP:Iteration 34Q (79.927335 sec): 3 clusters Score: Raw -271802.671858 + Penalty 2497.853495 = -269304.818363 nChanged 5 SP:Iteration 35Q (79.986848 sec): 3 clusters Score: Raw -271807.828476 + Penalty 2497.853495 = -269309.974982 nChanged 5 SP:Iteration 36Q (80.028072 sec): 3 clusters Score: Raw -271812.955466 + Penalty 2497.853495 = -269315.101971 nChanged 6 SP:Iteration 37Q (80.078403 sec): 3 clusters Score: Raw -271818.310073 + Penalty 2497.853495 = -269320.456579 nChanged 3 SP:Iteration 38Q (80.144755 sec): 3 clusters Score: Raw -271819.894085 + Penalty 2497.853495 = -269322.040590 nChanged 0 SP:Iteration 39F (80.196950 sec): 3 clusters Score: Raw -271819.894085 + Penalty 2497.853495 = -269322.040590 nChanged 0 Score: Raw -39680973.211280 + Penalty 42885.495811 = -39638087.715469 Splitting cluster 9 changes total score from -39597466.450203 to -39638087.715469 So it's getting split into cluster 21. Trying to split cluster 11 (757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.133010 sec): 2 clusters Score: Raw -70708.061720 + Penalty 1077.271529 = -69630.790191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.176712 sec): 3 clusters Score: Raw -70711.312243 + Penalty 2154.543057 = -68556.769186 nChanged 240 SP:Iteration 1F (84.218038 sec): 3 clusters Score: Raw -71203.218129 + Penalty 2154.543057 = -69048.675072 nChanged 98 SP:Iteration 2F (84.260379 sec): 3 clusters Score: Raw -71579.187647 + Penalty 2154.543057 = -69424.644589 nChanged 65 SP:Iteration 3F (84.296841 sec): 3 clusters Score: Raw -71796.954072 + Penalty 2154.543057 = -69642.411015 nChanged 32 SP:Iteration 4Q (84.341932 sec): 3 clusters Score: Raw -71912.825874 + Penalty 2154.543057 = -69758.282816 nChanged 24 SP:Iteration 5Q (84.380218 sec): 3 clusters Score: Raw -72003.279460 + Penalty 2154.543057 = -69848.736403 nChanged 17 SP:Iteration 6Q (84.428769 sec): 3 clusters Score: Raw -72052.705878 + Penalty 2154.543057 = -69898.162821 nChanged 12 SP:Iteration 7Q (84.461778 sec): 3 clusters Score: Raw -72089.755237 + Penalty 2154.543057 = -69935.212180 nChanged 9 SP:Iteration 8Q (84.509771 sec): 3 clusters Score: Raw -72122.563786 + Penalty 2154.543057 = -69968.020729 nChanged 8 SP:Iteration 9Q (84.546159 sec): 3 clusters Score: Raw -72135.671459 + Penalty 2154.543057 = -69981.128402 nChanged 3 SP:Iteration 10Q (84.596162 sec): 3 clusters Score: Raw -72145.666637 + Penalty 2154.543057 = -69991.123579 nChanged 0 SP:Iteration 11F (84.640300 sec): 3 clusters Score: Raw -72153.818695 + Penalty 2154.543057 = -69999.275638 nChanged 3 SP:Iteration 12Q (84.680544 sec): 3 clusters Score: Raw -72194.796674 + Penalty 2154.543057 = -70040.253616 nChanged 3 SP:Iteration 13Q (84.720645 sec): 3 clusters Score: Raw -72224.053445 + Penalty 2154.543057 = -70069.510388 nChanged 5 SP:Iteration 14Q (84.762860 sec): 3 clusters Score: Raw -72252.073856 + Penalty 2154.543057 = -70097.530799 nChanged 6 SP:Iteration 15Q (84.803714 sec): 3 clusters Score: Raw -72290.255444 + Penalty 2154.543057 = -70135.712386 nChanged 5 SP:Iteration 16Q (84.847439 sec): 3 clusters Score: Raw -72310.056519 + Penalty 2154.543057 = -70155.513461 nChanged 6 SP:Iteration 17Q (84.882179 sec): 3 clusters Score: Raw -72338.926966 + Penalty 2154.543057 = -70184.383909 nChanged 6 SP:Iteration 18Q (84.932636 sec): 3 clusters Score: Raw -72366.498773 + Penalty 2154.543057 = -70211.955715 nChanged 6 SP:Iteration 19Q (84.975600 sec): 3 clusters Score: Raw -72412.130190 + Penalty 2154.543057 = -70257.587133 nChanged 8 SP:Iteration 20F (85.022526 sec): 3 clusters Score: Raw -72450.114650 + Penalty 2154.543057 = -70295.571593 nChanged 6 SP:Iteration 21Q (85.059096 sec): 3 clusters Score: Raw -72470.847176 + Penalty 2154.543057 = -70316.304119 nChanged 2 SP:Iteration 22Q (85.106106 sec): 3 clusters Score: Raw -72477.327508 + Penalty 2154.543057 = -70322.784451 nChanged 0 SP:Iteration 23F (85.146799 sec): 3 clusters Score: Raw -72477.327508 + Penalty 2154.543057 = -70322.784451 nChanged 0 Score: Raw -39682742.477068 + Penalty 44927.662278 = -39637814.814790 Splitting cluster 11 changes total score from -39597466.450203 to -39637814.814790 So it's getting split into cluster 22. Trying to split cluster 13 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.262644 sec): 2 clusters Score: Raw -93769.972332 + Penalty 1068.223027 = -92701.749305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.310465 sec): 3 clusters Score: Raw -93723.377430 + Penalty 2136.446054 = -91586.931375 nChanged 203 SP:Iteration 1F (89.361250 sec): 3 clusters Score: Raw -94206.590435 + Penalty 2136.446054 = -92070.144381 nChanged 80 SP:Iteration 2F (89.408457 sec): 3 clusters Score: Raw -94487.784376 + Penalty 2136.446054 = -92351.338322 nChanged 49 SP:Iteration 3F (89.460751 sec): 3 clusters Score: Raw -94680.302368 + Penalty 2136.446054 = -92543.856314 nChanged 45 SP:Iteration 4F (89.512342 sec): 3 clusters Score: Raw -94824.904210 + Penalty 2136.446054 = -92688.458155 nChanged 31 SP:Iteration 5Q (89.548531 sec): 3 clusters Score: Raw -94958.804925 + Penalty 2136.446054 = -92822.358870 nChanged 33 SP:Iteration 6Q (89.604011 sec): 3 clusters Score: Raw -95071.946742 + Penalty 2136.446054 = -92935.500687 nChanged 23 SP:Iteration 7Q (89.648968 sec): 3 clusters Score: Raw -95134.252382 + Penalty 2136.446054 = -92997.806328 nChanged 19 SP:Iteration 8Q (89.693756 sec): 3 clusters Score: Raw -95206.772884 + Penalty 2136.446054 = -93070.326829 nChanged 17 SP:Iteration 9Q (89.740612 sec): 3 clusters Score: Raw -95253.902153 + Penalty 2136.446054 = -93117.456099 nChanged 15 SP:Iteration 10Q (89.778805 sec): 3 clusters Score: Raw -95295.369609 + Penalty 2136.446054 = -93158.923555 nChanged 4 SP:Iteration 11Q (89.822335 sec): 3 clusters Score: Raw -95308.425198 + Penalty 2136.446054 = -93171.979143 nChanged 2 SP:Iteration 12Q (89.872577 sec): 3 clusters Score: Raw -95334.142576 + Penalty 2136.446054 = -93197.696522 nChanged 6 SP:Iteration 13Q (89.912522 sec): 3 clusters Score: Raw -95353.181738 + Penalty 2136.446054 = -93216.735684 nChanged 2 SP:Iteration 14Q (89.952077 sec): 3 clusters Score: Raw -95354.053156 + Penalty 2136.446054 = -93217.607102 nChanged 0 SP:Iteration 15F (89.999670 sec): 3 clusters Score: Raw -95354.053156 + Penalty 2136.446054 = -93217.607102 nChanged 0 Score: Raw -39684326.557892 + Penalty 46969.828745 = -39637356.729146 Splitting cluster 13 changes total score from -39597466.450203 to -39637356.729146 So it's getting split into cluster 23. Trying to split cluster 14 (442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.236254 sec): 2 clusters Score: Raw -36893.849333 + Penalty 989.837856 = -35904.011478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.284981 sec): 3 clusters Score: Raw -37050.183329 + Penalty 1979.675712 = -35070.507617 nChanged 113 SP:Iteration 1F (94.330818 sec): 3 clusters Score: Raw -37307.086810 + Penalty 1979.675712 = -35327.411098 nChanged 33 SP:Iteration 2F (94.377629 sec): 3 clusters Score: Raw -37428.102045 + Penalty 1979.675712 = -35448.426333 nChanged 20 SP:Iteration 3Q (94.418517 sec): 3 clusters Score: Raw -37498.881634 + Penalty 1979.675712 = -35519.205922 nChanged 10 SP:Iteration 4Q (94.470040 sec): 3 clusters Score: Raw -37569.388122 + Penalty 1979.675712 = -35589.712410 nChanged 9 SP:Iteration 5Q (94.523799 sec): 3 clusters Score: Raw -37633.841504 + Penalty 1979.675712 = -35654.165793 nChanged 10 SP:Iteration 6Q (94.572874 sec): 3 clusters Score: Raw -37692.338007 + Penalty 1979.675712 = -35712.662295 nChanged 13 SP:Iteration 7Q (94.616963 sec): 3 clusters Score: Raw -37733.590583 + Penalty 1979.675712 = -35753.914871 nChanged 11 SP:Iteration 8Q (94.669838 sec): 3 clusters Score: Raw -37761.354825 + Penalty 1979.675712 = -35781.679113 nChanged 12 SP:Iteration 9Q (94.712438 sec): 3 clusters Score: Raw -37794.568755 + Penalty 1979.675712 = -35814.893043 nChanged 7 SP:Iteration 10Q (94.754600 sec): 3 clusters Score: Raw -37830.450689 + Penalty 1979.675712 = -35850.774978 nChanged 5 SP:Iteration 11Q (94.790282 sec): 3 clusters Score: Raw -37847.176914 + Penalty 1979.675712 = -35867.501202 nChanged 6 SP:Iteration 12Q (94.831117 sec): 3 clusters Score: Raw -37864.351592 + Penalty 1979.675712 = -35884.675881 nChanged 7 SP:Iteration 13Q (94.886366 sec): 3 clusters Score: Raw -37884.993629 + Penalty 1979.675712 = -35905.317917 nChanged 1 SP:Iteration 14Q (94.929613 sec): 3 clusters Score: Raw -37885.790985 + Penalty 1979.675712 = -35906.115273 nChanged 2 SP:Iteration 15Q (94.973539 sec): 3 clusters Score: Raw -37887.658951 + Penalty 1979.675712 = -35907.983240 nChanged 1 SP:Iteration 16Q (95.004778 sec): 3 clusters Score: Raw -37888.574795 + Penalty 1979.675712 = -35908.899083 nChanged 0 SP:Iteration 17F (95.055238 sec): 3 clusters Score: Raw -37912.613976 + Penalty 1979.675712 = -35932.938264 nChanged 7 SP:Iteration 18Q (95.107941 sec): 3 clusters Score: Raw -38044.084023 + Penalty 1979.675712 = -36064.408311 nChanged 9 SP:Iteration 19Q (95.154669 sec): 3 clusters Score: Raw -38129.580858 + Penalty 1979.675712 = -36149.905146 nChanged 14 SP:Iteration 20F (95.195557 sec): 3 clusters Score: Raw -38169.405819 + Penalty 1979.675712 = -36189.730107 nChanged 7 SP:Iteration 21Q (95.246737 sec): 3 clusters Score: Raw -38191.770994 + Penalty 1979.675712 = -36212.095283 nChanged 3 SP:Iteration 22Q (95.291838 sec): 3 clusters Score: Raw -38199.948097 + Penalty 1979.675712 = -36220.272385 nChanged 1 SP:Iteration 23Q (95.331611 sec): 3 clusters Score: Raw -38201.962961 + Penalty 1979.675712 = -36222.287249 nChanged 0 SP:Iteration 24F (95.380979 sec): 3 clusters Score: Raw -38201.962961 + Penalty 1979.675712 = -36222.287249 nChanged 0 Score: Raw -39685634.671519 + Penalty 49011.995212 = -39636622.676307 Splitting cluster 14 changes total score from -39597466.450203 to -39636622.676307 So it's getting split into cluster 24. Trying to split cluster 15 (584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (99.843918 sec): 2 clusters Score: Raw -60902.737435 + Penalty 1035.108910 = -59867.628526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (99.892317 sec): 3 clusters Score: Raw -60927.679599 + Penalty 2070.217819 = -58857.461780 nChanged 190 SP:Iteration 1F (99.942051 sec): 3 clusters Score: Raw -61520.489950 + Penalty 2070.217819 = -59450.272130 nChanged 71 SP:Iteration 2F (99.988335 sec): 3 clusters Score: Raw -61787.902228 + Penalty 2070.217819 = -59717.684408 nChanged 28 SP:Iteration 3Q (100.036859 sec): 3 clusters Score: Raw -61917.729607 + Penalty 2070.217819 = -59847.511788 nChanged 21 SP:Iteration 4Q (100.083851 sec): 3 clusters Score: Raw -62054.558249 + Penalty 2070.217819 = -59984.340430 nChanged 15 SP:Iteration 5Q (100.129243 sec): 3 clusters Score: Raw -62119.857670 + Penalty 2070.217819 = -60049.639850 nChanged 11 SP:Iteration 6Q (100.171583 sec): 3 clusters Score: Raw -62145.706695 + Penalty 2070.217819 = -60075.488876 nChanged 3 SP:Iteration 7Q (100.203038 sec): 3 clusters Score: Raw -62150.988990 + Penalty 2070.217819 = -60080.771171 nChanged 1 SP:Iteration 8Q (100.246626 sec): 3 clusters Score: Raw -62153.907013 + Penalty 2070.217819 = -60083.689193 nChanged 0 SP:Iteration 9F (100.289359 sec): 3 clusters Score: Raw -62153.907013 + Penalty 2070.217819 = -60083.689193 nChanged 0 Score: Raw -39686885.841096 + Penalty 51054.161679 = -39635831.679417 Splitting cluster 15 changes total score from -39597466.450203 to -39635831.679417 So it's getting split into cluster 25. Trying to split cluster 17 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.929478 sec): 2 clusters Score: Raw -70587.320768 + Penalty 1037.319828 = -69550.000939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.973572 sec): 3 clusters Score: Raw -70626.072369 + Penalty 2074.639656 = -68551.432713 nChanged 163 SP:Iteration 1F (105.023761 sec): 3 clusters Score: Raw -71148.605402 + Penalty 2074.639656 = -69073.965746 nChanged 83 SP:Iteration 2F (105.073466 sec): 3 clusters Score: Raw -71821.816543 + Penalty 2074.639656 = -69747.176886 nChanged 59 SP:Iteration 3F (105.120368 sec): 3 clusters Score: Raw -72430.687811 + Penalty 2074.639656 = -70356.048155 nChanged 32 SP:Iteration 4F (105.164466 sec): 3 clusters Score: Raw -72641.046266 + Penalty 2074.639656 = -70566.406610 nChanged 20 SP:Iteration 5Q (105.210575 sec): 3 clusters Score: Raw -72737.520156 + Penalty 2074.639656 = -70662.880500 nChanged 9 SP:Iteration 6Q (105.254357 sec): 3 clusters Score: Raw -72768.909279 + Penalty 2074.639656 = -70694.269622 nChanged 6 SP:Iteration 7Q (105.297340 sec): 3 clusters Score: Raw -72784.288643 + Penalty 2074.639656 = -70709.648987 nChanged 1 SP:Iteration 8Q (105.342780 sec): 3 clusters Score: Raw -72786.759110 + Penalty 2074.639656 = -70712.119453 nChanged 0 SP:Iteration 9F (105.389832 sec): 3 clusters Score: Raw -72786.759110 + Penalty 2074.639656 = -70712.119453 nChanged 0 Score: Raw -39689085.279438 + Penalty 53096.328147 = -39635988.951291 Splitting cluster 17 changes total score from -39597466.450203 to -39635988.951291 So it's getting split into cluster 26. Trying to split cluster 18 (914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.187382 sec): 2 clusters Score: Raw -124552.981712 + Penalty 1107.897468 = -123445.084244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.234025 sec): 3 clusters Score: Raw -124425.605572 + Penalty 2215.794936 = -122209.810637 nChanged 325 SP:Iteration 1F (110.281674 sec): 3 clusters Score: Raw -124941.938910 + Penalty 2215.794936 = -122726.143974 nChanged 113 SP:Iteration 2F (110.323136 sec): 3 clusters Score: Raw -125251.085364 + Penalty 2215.794936 = -123035.290428 nChanged 85 SP:Iteration 3F (110.375062 sec): 3 clusters Score: Raw -125492.306099 + Penalty 2215.794936 = -123276.511163 nChanged 85 SP:Iteration 4F (110.417246 sec): 3 clusters Score: Raw -125811.691456 + Penalty 2215.794936 = -123595.896520 nChanged 92 SP:Iteration 5F (110.451501 sec): 3 clusters Score: Raw -126192.704879 + Penalty 2215.794936 = -123976.909943 nChanged 63 SP:Iteration 6F (110.506193 sec): 3 clusters Score: Raw -126500.158008 + Penalty 2215.794936 = -124284.363072 nChanged 27 SP:Iteration 7Q (110.560874 sec): 3 clusters Score: Raw -126625.311266 + Penalty 2215.794936 = -124409.516330 nChanged 19 SP:Iteration 8Q (110.609628 sec): 3 clusters Score: Raw -126710.132087 + Penalty 2215.794936 = -124494.337151 nChanged 12 SP:Iteration 9Q (110.647101 sec): 3 clusters Score: Raw -126748.998985 + Penalty 2215.794936 = -124533.204049 nChanged 8 SP:Iteration 10Q (110.703768 sec): 3 clusters Score: Raw -126770.450526 + Penalty 2215.794936 = -124554.655591 nChanged 3 SP:Iteration 11Q (110.750436 sec): 3 clusters Score: Raw -126776.218593 + Penalty 2215.794936 = -124560.423657 nChanged 4 SP:Iteration 12Q (110.799389 sec): 3 clusters Score: Raw -126785.896270 + Penalty 2215.794936 = -124570.101334 nChanged 1 SP:Iteration 13Q (110.850893 sec): 3 clusters Score: Raw -126788.536790 + Penalty 2215.794936 = -124572.741854 nChanged 1 SP:Iteration 14Q (110.900694 sec): 3 clusters Score: Raw -126790.544682 + Penalty 2215.794936 = -124574.749746 nChanged 1 SP:Iteration 15Q (110.944220 sec): 3 clusters Score: Raw -126791.756565 + Penalty 2215.794936 = -124575.961629 nChanged 0 SP:Iteration 16F (110.995812 sec): 3 clusters Score: Raw -126794.004695 + Penalty 2215.794936 = -124578.209760 nChanged 2 SP:Iteration 17Q (111.032955 sec): 3 clusters Score: Raw -126818.595411 + Penalty 2215.794936 = -124602.800475 nChanged 4 SP:Iteration 18Q (111.093263 sec): 3 clusters Score: Raw -126830.120857 + Penalty 2215.794936 = -124614.325921 nChanged 3 SP:Iteration 19Q (111.133190 sec): 3 clusters Score: Raw -126838.404263 + Penalty 2215.794936 = -124622.609327 nChanged 2 SP:Iteration 20F (111.197156 sec): 3 clusters Score: Raw -126842.307233 + Penalty 2215.794936 = -124626.512297 nChanged 0 Score: Raw -39691374.604958 + Penalty 55138.494614 = -39636236.110345 Splitting cluster 18 changes total score from -39597466.450203 to -39636236.110345 So it's getting split into cluster 27. Deleting Class 24 (215 points): Lose 1353.995233 but Gain 2042.166467 Iteration 20F (121.159166 sec): 27 clusters Score: Raw -39733690.979904 + Penalty 53096.328147 = -39680594.651757 nChanged 11160 Deleting Class 16 (1230 points): Lose 2023.562364 but Gain 2042.166467 Iteration 21Q (123.336633 sec): 26 clusters Score: Raw -39754820.946291 + Penalty 51054.161679 = -39703766.784611 nChanged 6316 Iteration 22Q (125.394614 sec): 26 clusters Score: Raw -39761007.181598 + Penalty 51054.161679 = -39709953.019918 nChanged 3568 Iteration 23Q (127.265572 sec): 26 clusters Score: Raw -39762737.988614 + Penalty 51054.161679 = -39711683.826935 nChanged 2442 Iteration 24Q (129.087214 sec): 26 clusters Score: Raw -39763718.105166 + Penalty 51054.161679 = -39712663.943487 nChanged 1788 Iteration 25Q (130.844217 sec): 26 clusters Score: Raw -39764316.579613 + Penalty 51054.161679 = -39713262.417934 nChanged 1334 Iteration 26Q (132.646136 sec): 26 clusters Score: Raw -39764719.214889 + Penalty 51054.161679 = -39713665.053209 nChanged 1081 Iteration 27Q (134.567637 sec): 26 clusters Score: Raw -39765027.675384 + Penalty 51054.161679 = -39713973.513705 nChanged 849 Iteration 28Q (136.454778 sec): 26 clusters Score: Raw -39765218.205384 + Penalty 51054.161679 = -39714164.043705 nChanged 642 Iteration 29Q (138.343512 sec): 26 clusters Score: Raw -39765372.339202 + Penalty 51054.161679 = -39714318.177523 nChanged 567 Iteration 30Q (140.276775 sec): 26 clusters Score: Raw -39765514.255400 + Penalty 51054.161679 = -39714460.093721 nChanged 473 Iteration 31Q (141.876924 sec): 26 clusters Score: Raw -39765649.672893 + Penalty 51054.161679 = -39714595.511214 nChanged 414 Iteration 32Q (143.609175 sec): 26 clusters Score: Raw -39765776.691369 + Penalty 51054.161679 = -39714722.529689 nChanged 390 Iteration 33Q (145.441106 sec): 26 clusters Score: Raw -39765916.709438 + Penalty 51054.161679 = -39714862.547758 nChanged 411 Iteration 34Q (147.311861 sec): 26 clusters Score: Raw -39766090.161070 + Penalty 51054.161679 = -39715035.999390 nChanged 430 Iteration 35Q (148.969414 sec): 26 clusters Score: Raw -39766240.041640 + Penalty 51054.161679 = -39715185.879961 nChanged 427 Iteration 36Q (150.545701 sec): 26 clusters Score: Raw -39766363.793923 + Penalty 51054.161679 = -39715309.632244 nChanged 409 Iteration 37Q (152.160276 sec): 26 clusters Score: Raw -39766476.809586 + Penalty 51054.161679 = -39715422.647906 nChanged 379 Iteration 38Q (153.854193 sec): 26 clusters Score: Raw -39766587.347307 + Penalty 51054.161679 = -39715533.185627 nChanged 371 Iteration 39Q (155.505783 sec): 26 clusters Score: Raw -39766694.178006 + Penalty 51054.161679 = -39715640.016327 nChanged 360 Iteration 40F (160.149473 sec): 26 clusters Score: Raw -39773381.802276 + Penalty 51054.161679 = -39722327.640597 nChanged 721 Iteration 41Q (161.809633 sec): 26 clusters Score: Raw -39776996.621779 + Penalty 51054.161679 = -39725942.460100 nChanged 712 Iteration 42Q (163.639356 sec): 26 clusters Score: Raw -39777813.718085 + Penalty 51054.161679 = -39726759.556406 nChanged 819 Iteration 43Q (165.395557 sec): 26 clusters Score: Raw -39778602.852325 + Penalty 51054.161679 = -39727548.690646 nChanged 931 Iteration 44Q (167.103543 sec): 26 clusters Score: Raw -39779442.814741 + Penalty 51054.161679 = -39728388.653061 nChanged 1038 Iteration 45Q (169.156574 sec): 26 clusters Score: Raw -39780191.314757 + Penalty 51054.161679 = -39729137.153078 nChanged 1190 Iteration 46Q (171.134334 sec): 26 clusters Score: Raw -39780822.769810 + Penalty 51054.161679 = -39729768.608131 nChanged 1208 Iteration 47Q (172.974473 sec): 26 clusters Score: Raw -39781299.050599 + Penalty 51054.161679 = -39730244.888920 nChanged 1178 Iteration 48Q (174.856840 sec): 26 clusters Score: Raw -39781731.944320 + Penalty 51054.161679 = -39730677.782641 nChanged 1216 Iteration 49Q (176.680517 sec): 26 clusters Score: Raw -39782126.806064 + Penalty 51054.161679 = -39731072.644385 nChanged 1154 Iteration 50Q (178.438124 sec): 26 clusters Score: Raw -39782425.263886 + Penalty 51054.161679 = -39731371.102206 nChanged 1076 Iteration 51Q (180.424914 sec): 26 clusters Score: Raw -39782681.816065 + Penalty 51054.161679 = -39731627.654386 nChanged 1070 Iteration 52Q (182.393687 sec): 26 clusters Score: Raw -39782917.444152 + Penalty 51054.161679 = -39731863.282473 nChanged 1025 Iteration 53Q (184.236969 sec): 26 clusters Score: Raw -39783138.819666 + Penalty 51054.161679 = -39732084.657987 nChanged 942 Iteration 54Q (186.163658 sec): 26 clusters Score: Raw -39783309.655806 + Penalty 51054.161679 = -39732255.494126 nChanged 872 Iteration 55Q (188.212466 sec): 26 clusters Score: Raw -39783459.742404 + Penalty 51054.161679 = -39732405.580725 nChanged 830 Iteration 56Q (190.181532 sec): 26 clusters Score: Raw -39783589.528363 + Penalty 51054.161679 = -39732535.366683 nChanged 761 Iteration 57Q (191.969379 sec): 26 clusters Score: Raw -39783694.381908 + Penalty 51054.161679 = -39732640.220229 nChanged 695 Iteration 58Q (193.973296 sec): 26 clusters Score: Raw -39783794.073358 + Penalty 51054.161679 = -39732739.911679 nChanged 683 Writing temp clu file Because OldScore, -39732640.220229, is greater than current (better) Score,-39732739.911679 Compute initial score before splitting: Score: Raw -39783794.073358 + Penalty 51054.161679 = -39732739.911679 Trying to split cluster 1 (545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (194.084733 sec): 2 clusters Score: Raw -71803.589706 + Penalty 1023.877692 = -70779.712014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (194.128394 sec): 3 clusters Score: Raw -71852.516793 + Penalty 2047.755383 = -69804.761410 nChanged 163 SP:Iteration 1F (194.166715 sec): 3 clusters Score: Raw -72108.804034 + Penalty 2047.755383 = -70061.048650 nChanged 59 SP:Iteration 2F (194.204029 sec): 3 clusters Score: Raw -72266.655973 + Penalty 2047.755383 = -70218.900590 nChanged 42 SP:Iteration 3F (194.252199 sec): 3 clusters Score: Raw -72371.579800 + Penalty 2047.755383 = -70323.824416 nChanged 27 SP:Iteration 4Q (194.291089 sec): 3 clusters Score: Raw -72465.438468 + Penalty 2047.755383 = -70417.683085 nChanged 18 SP:Iteration 5Q (194.340513 sec): 3 clusters Score: Raw -72529.709731 + Penalty 2047.755383 = -70481.954348 nChanged 12 SP:Iteration 6Q (194.382640 sec): 3 clusters Score: Raw -72572.241020 + Penalty 2047.755383 = -70524.485637 nChanged 11 SP:Iteration 7Q (194.430101 sec): 3 clusters Score: Raw -72608.308840 + Penalty 2047.755383 = -70560.553457 nChanged 4 SP:Iteration 8Q (194.478708 sec): 3 clusters Score: Raw -72621.072177 + Penalty 2047.755383 = -70573.316794 nChanged 4 SP:Iteration 9Q (194.526288 sec): 3 clusters Score: Raw -72630.240273 + Penalty 2047.755383 = -70582.484890 nChanged 3 SP:Iteration 10Q (194.578277 sec): 3 clusters Score: Raw -72639.728290 + Penalty 2047.755383 = -70591.972907 nChanged 0 SP:Iteration 11F (194.617561 sec): 3 clusters Score: Raw -72639.728290 + Penalty 2047.755383 = -70591.972907 nChanged 0 Trying to split cluster 2 (203161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (194.910979 sec): 2 clusters Score: Raw -28807901.290792 + Penalty 1986.035033 = -28805915.255759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (195.301037 sec): 3 clusters Score: Raw -28673394.086513 + Penalty 3972.070065 = -28669422.016448 nChanged 98260 SP:Iteration 1F (195.682780 sec): 3 clusters Score: Raw -28732319.734577 + Penalty 3972.070065 = -28728347.664512 nChanged 8148 SP:Iteration 2Q (196.076682 sec): 3 clusters Score: Raw -28735092.413241 + Penalty 3972.070065 = -28731120.343175 nChanged 10581 SP:Iteration 3F (196.447407 sec): 3 clusters Score: Raw -28740053.758498 + Penalty 3972.070065 = -28736081.688433 nChanged 13856 SP:Iteration 4F (196.823609 sec): 3 clusters Score: Raw -28748762.508443 + Penalty 3972.070065 = -28744790.438378 nChanged 16771 SP:Iteration 5F (197.194857 sec): 3 clusters Score: Raw -28762135.806806 + Penalty 3972.070065 = -28758163.736741 nChanged 17429 SP:Iteration 6F (197.573581 sec): 3 clusters Score: Raw -28778351.048956 + Penalty 3972.070065 = -28774378.978890 nChanged 14158 SP:Iteration 7F (197.943302 sec): 3 clusters Score: Raw -28792220.184793 + Penalty 3972.070065 = -28788248.114728 nChanged 8830 SP:Iteration 8Q (198.318858 sec): 3 clusters Score: Raw -28800847.379698 + Penalty 3972.070065 = -28796875.309633 nChanged 4537 SP:Iteration 9Q (198.679036 sec): 3 clusters Score: Raw -28805123.439746 + Penalty 3972.070065 = -28801151.369681 nChanged 2038 SP:Iteration 10Q (199.024666 sec): 3 clusters Score: Raw -28806886.685433 + Penalty 3972.070065 = -28802914.615367 nChanged 848 SP:Iteration 11Q (199.340605 sec): 3 clusters Score: Raw -28807573.145385 + Penalty 3972.070065 = -28803601.075320 nChanged 400 SP:Iteration 12Q (199.649270 sec): 3 clusters Score: Raw -28807866.858344 + Penalty 3972.070065 = -28803894.788279 nChanged 222 SP:Iteration 13Q (199.950076 sec): 3 clusters Score: Raw -28808008.744356 + Penalty 3972.070065 = -28804036.674291 nChanged 123 SP:Iteration 14Q (200.242570 sec): 3 clusters Score: Raw -28808084.698334 + Penalty 3972.070065 = -28804112.628269 nChanged 100 SP:Iteration 15Q (200.548774 sec): 3 clusters Score: Raw -28808156.542371 + Penalty 3972.070065 = -28804184.472306 nChanged 78 SP:Iteration 16Q (200.835977 sec): 3 clusters Score: Raw -28808212.486078 + Penalty 3972.070065 = -28804240.416012 nChanged 58 SP:Iteration 17Q (201.130442 sec): 3 clusters Score: Raw -28808246.396795 + Penalty 3972.070065 = -28804274.326729 nChanged 31 SP:Iteration 18Q (201.438382 sec): 3 clusters Score: Raw -28808264.758221 + Penalty 3972.070065 = -28804292.688155 nChanged 29 SP:Iteration 19Q (201.742249 sec): 3 clusters Score: Raw -28808281.543077 + Penalty 3972.070065 = -28804309.473012 nChanged 30 SP:Iteration 20F (202.113547 sec): 3 clusters Score: Raw -28808297.921466 + Penalty 3972.070065 = -28804325.851401 nChanged 28 SP:Iteration 21Q (202.389159 sec): 3 clusters Score: Raw -28808311.696606 + Penalty 3972.070065 = -28804339.626541 nChanged 23 SP:Iteration 22Q (202.690653 sec): 3 clusters Score: Raw -28808321.149898 + Penalty 3972.070065 = -28804349.079832 nChanged 17 SP:Iteration 23Q (202.999724 sec): 3 clusters Score: Raw -28808328.055440 + Penalty 3972.070065 = -28804355.985375 nChanged 10 SP:Iteration 24Q (203.298421 sec): 3 clusters Score: Raw -28808332.745125 + Penalty 3972.070065 = -28804360.675060 nChanged 10 SP:Iteration 25Q (203.580428 sec): 3 clusters Score: Raw -28808337.711554 + Penalty 3972.070065 = -28804365.641488 nChanged 12 SP:Iteration 26Q (203.870266 sec): 3 clusters Score: Raw -28808342.806717 + Penalty 3972.070065 = -28804370.736652 nChanged 8 SP:Iteration 27Q (204.173700 sec): 3 clusters Score: Raw -28808346.997339 + Penalty 3972.070065 = -28804374.927274 nChanged 6 SP:Iteration 28Q (204.481032 sec): 3 clusters Score: Raw -28808349.628467 + Penalty 3972.070065 = -28804377.558401 nChanged 4 SP:Iteration 29Q (204.765089 sec): 3 clusters Score: Raw -28808351.694072 + Penalty 3972.070065 = -28804379.624007 nChanged 7 SP:Iteration 30Q (205.060618 sec): 3 clusters Score: Raw -28808354.624219 + Penalty 3972.070065 = -28804382.554154 nChanged 3 SP:Iteration 31Q (205.351489 sec): 3 clusters Score: Raw -28808355.705801 + Penalty 3972.070065 = -28804383.635735 nChanged 5 SP:Iteration 32Q (205.645864 sec): 3 clusters Score: Raw -28808357.772841 + Penalty 3972.070065 = -28804385.702776 nChanged 4 SP:Iteration 33Q (205.937408 sec): 3 clusters Score: Raw -28808358.753331 + Penalty 3972.070065 = -28804386.683266 nChanged 4 SP:Iteration 34Q (206.225180 sec): 3 clusters Score: Raw -28808360.293294 + Penalty 3972.070065 = -28804388.223229 nChanged 2 SP:Iteration 35Q (206.524762 sec): 3 clusters Score: Raw -28808360.809346 + Penalty 3972.070065 = -28804388.739280 nChanged 0 SP:Iteration 36F (206.888640 sec): 3 clusters Score: Raw -28808360.809346 + Penalty 3972.070065 = -28804388.739280 nChanged 0 Trying to split cluster 3 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.936845 sec): 2 clusters Score: Raw -22330.802118 + Penalty 955.586610 = -21375.215508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.985473 sec): 3 clusters Score: Raw -22526.585276 + Penalty 1911.173221 = -20615.412056 nChanged 103 SP:Iteration 1F (207.030000 sec): 3 clusters Score: Raw -22909.046278 + Penalty 1911.173221 = -20997.873057 nChanged 36 SP:Iteration 2F (207.084384 sec): 3 clusters Score: Raw -23050.342137 + Penalty 1911.173221 = -21139.168916 nChanged 25 SP:Iteration 3F (207.125443 sec): 3 clusters Score: Raw -23141.523951 + Penalty 1911.173221 = -21230.350731 nChanged 14 SP:Iteration 4Q (207.172669 sec): 3 clusters Score: Raw -23206.298874 + Penalty 1911.173221 = -21295.125653 nChanged 10 SP:Iteration 5Q (207.212661 sec): 3 clusters Score: Raw -23226.287829 + Penalty 1911.173221 = -21315.114608 nChanged 1 SP:Iteration 6Q (207.259289 sec): 3 clusters Score: Raw -23226.817348 + Penalty 1911.173221 = -21315.644127 nChanged 2 SP:Iteration 7Q (207.310027 sec): 3 clusters Score: Raw -23229.616791 + Penalty 1911.173221 = -21318.443570 nChanged 0 SP:Iteration 8F (207.353286 sec): 3 clusters Score: Raw -23229.616791 + Penalty 1911.173221 = -21318.443570 nChanged 0 Trying to split cluster 4 (3187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.378744 sec): 2 clusters Score: Raw -478919.932952 + Penalty 1310.860739 = -477609.072213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.432624 sec): 3 clusters Score: Raw -477381.882839 + Penalty 2621.721477 = -474760.161362 nChanged 1269 SP:Iteration 1F (207.484015 sec): 3 clusters Score: Raw -478177.022064 + Penalty 2621.721477 = -475555.300587 nChanged 261 SP:Iteration 2F (207.530900 sec): 3 clusters Score: Raw -478373.895323 + Penalty 2621.721477 = -475752.173846 nChanged 183 SP:Iteration 3F (207.579893 sec): 3 clusters Score: Raw -478500.355518 + Penalty 2621.721477 = -475878.634041 nChanged 133 SP:Iteration 4Q (207.626573 sec): 3 clusters Score: Raw -478572.222507 + Penalty 2621.721477 = -475950.501030 nChanged 110 SP:Iteration 5Q (207.686841 sec): 3 clusters Score: Raw -478638.217643 + Penalty 2621.721477 = -476016.496165 nChanged 88 SP:Iteration 6Q (207.732793 sec): 3 clusters Score: Raw -478687.165330 + Penalty 2621.721477 = -476065.443853 nChanged 79 SP:Iteration 7Q (207.793472 sec): 3 clusters Score: Raw -478745.562238 + Penalty 2621.721477 = -476123.840761 nChanged 91 SP:Iteration 8Q (207.847983 sec): 3 clusters Score: Raw -478806.481179 + Penalty 2621.721477 = -476184.759702 nChanged 72 SP:Iteration 9Q (207.891296 sec): 3 clusters Score: Raw -478857.929917 + Penalty 2621.721477 = -476236.208440 nChanged 73 SP:Iteration 10Q (207.941472 sec): 3 clusters Score: Raw -478921.155080 + Penalty 2621.721477 = -476299.433603 nChanged 77 SP:Iteration 11Q (207.990538 sec): 3 clusters Score: Raw -478962.473744 + Penalty 2621.721477 = -476340.752266 nChanged 55 SP:Iteration 12Q (208.052622 sec): 3 clusters Score: Raw -478987.037726 + Penalty 2621.721477 = -476365.316249 nChanged 42 SP:Iteration 13Q (208.088929 sec): 3 clusters Score: Raw -479006.767861 + Penalty 2621.721477 = -476385.046384 nChanged 40 SP:Iteration 14Q (208.152434 sec): 3 clusters Score: Raw -479026.501276 + Penalty 2621.721477 = -476404.779799 nChanged 33 SP:Iteration 15Q (208.208277 sec): 3 clusters Score: Raw -479042.091640 + Penalty 2621.721477 = -476420.370162 nChanged 36 SP:Iteration 16Q (208.258967 sec): 3 clusters Score: Raw -479056.985597 + Penalty 2621.721477 = -476435.264120 nChanged 42 SP:Iteration 17Q (208.314334 sec): 3 clusters Score: Raw -479079.037749 + Penalty 2621.721477 = -476457.316272 nChanged 44 SP:Iteration 18Q (208.366842 sec): 3 clusters Score: Raw -479108.461971 + Penalty 2621.721477 = -476486.740494 nChanged 45 SP:Iteration 19Q (208.417434 sec): 3 clusters Score: Raw -479131.826192 + Penalty 2621.721477 = -476510.104715 nChanged 40 SP:Iteration 20F (208.469747 sec): 3 clusters Score: Raw -479149.969729 + Penalty 2621.721477 = -476528.248251 nChanged 31 SP:Iteration 21Q (208.523343 sec): 3 clusters Score: Raw -479167.493666 + Penalty 2621.721477 = -476545.772189 nChanged 32 SP:Iteration 22Q (208.574957 sec): 3 clusters Score: Raw -479188.670391 + Penalty 2621.721477 = -476566.948914 nChanged 30 SP:Iteration 23Q (208.621584 sec): 3 clusters Score: Raw -479208.216632 + Penalty 2621.721477 = -476586.495155 nChanged 28 SP:Iteration 24Q (208.664321 sec): 3 clusters Score: Raw -479225.578538 + Penalty 2621.721477 = -476603.857061 nChanged 30 SP:Iteration 25Q (208.722463 sec): 3 clusters Score: Raw -479241.085105 + Penalty 2621.721477 = -476619.363628 nChanged 27 SP:Iteration 26Q (208.782880 sec): 3 clusters Score: Raw -479255.894281 + Penalty 2621.721477 = -476634.172803 nChanged 24 SP:Iteration 27Q (208.830065 sec): 3 clusters Score: Raw -479266.343108 + Penalty 2621.721477 = -476644.621631 nChanged 24 SP:Iteration 28Q (208.883980 sec): 3 clusters Score: Raw -479277.493220 + Penalty 2621.721477 = -476655.771743 nChanged 24 SP:Iteration 29Q (208.925222 sec): 3 clusters Score: Raw -479293.463478 + Penalty 2621.721477 = -476671.742001 nChanged 31 SP:Iteration 30Q (208.986574 sec): 3 clusters Score: Raw -479324.265170 + Penalty 2621.721477 = -476702.543693 nChanged 34 SP:Iteration 31Q (209.035587 sec): 3 clusters Score: Raw -479355.849794 + Penalty 2621.721477 = -476734.128317 nChanged 32 SP:Iteration 32Q (209.084774 sec): 3 clusters Score: Raw -479382.955006 + Penalty 2621.721477 = -476761.233529 nChanged 25 SP:Iteration 33Q (209.131365 sec): 3 clusters Score: Raw -479399.180860 + Penalty 2621.721477 = -476777.459383 nChanged 25 SP:Iteration 34Q (209.184582 sec): 3 clusters Score: Raw -479412.954650 + Penalty 2621.721477 = -476791.233173 nChanged 25 SP:Iteration 35Q (209.226613 sec): 3 clusters Score: Raw -479424.654267 + Penalty 2621.721477 = -476802.932790 nChanged 13 SP:Iteration 36Q (209.282633 sec): 3 clusters Score: Raw -479429.798547 + Penalty 2621.721477 = -476808.077070 nChanged 12 SP:Iteration 37Q (209.327768 sec): 3 clusters Score: Raw -479434.048780 + Penalty 2621.721477 = -476812.327303 nChanged 11 SP:Iteration 38Q (209.378795 sec): 3 clusters Score: Raw -479437.699947 + Penalty 2621.721477 = -476815.978470 nChanged 7 SP:Iteration 39Q (209.433134 sec): 3 clusters Score: Raw -479439.925850 + Penalty 2621.721477 = -476818.204373 nChanged 10 SP:Iteration 40F (209.486878 sec): 3 clusters Score: Raw -479443.176790 + Penalty 2621.721477 = -476821.455312 nChanged 6 SP:Iteration 41Q (209.528460 sec): 3 clusters Score: Raw -479444.601768 + Penalty 2621.721477 = -476822.880291 nChanged 8 SP:Iteration 42Q (209.579080 sec): 3 clusters Score: Raw -479446.916072 + Penalty 2621.721477 = -476825.194594 nChanged 6 SP:Iteration 43Q (209.628432 sec): 3 clusters Score: Raw -479449.535701 + Penalty 2621.721477 = -476827.814224 nChanged 7 SP:Iteration 44Q (209.677224 sec): 3 clusters Score: Raw -479451.676953 + Penalty 2621.721477 = -476829.955476 nChanged 2 SP:Iteration 45Q (209.728222 sec): 3 clusters Score: Raw -479452.653157 + Penalty 2621.721477 = -476830.931680 nChanged 2 SP:Iteration 46Q (209.780771 sec): 3 clusters Score: Raw -479453.195775 + Penalty 2621.721477 = -476831.474298 nChanged 1 SP:Iteration 47Q (209.838068 sec): 3 clusters Score: Raw -479453.416727 + Penalty 2621.721477 = -476831.695250 nChanged 0 SP:Iteration 48F (209.887563 sec): 3 clusters Score: Raw -479453.416727 + Penalty 2621.721477 = -476831.695250 nChanged 0 Trying to split cluster 5 (1054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (209.902124 sec): 2 clusters Score: Raw -122580.894201 + Penalty 1131.056506 = -121449.837695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (209.955952 sec): 3 clusters Score: Raw -122251.046376 + Penalty 2262.113012 = -119988.933364 nChanged 319 SP:Iteration 1F (210.007187 sec): 3 clusters Score: Raw -122622.171336 + Penalty 2262.113012 = -120360.058324 nChanged 108 SP:Iteration 2F (210.054955 sec): 3 clusters Score: Raw -122833.157544 + Penalty 2262.113012 = -120571.044532 nChanged 80 SP:Iteration 3F (210.102790 sec): 3 clusters Score: Raw -123016.785385 + Penalty 2262.113012 = -120754.672373 nChanged 83 SP:Iteration 4F (210.148899 sec): 3 clusters Score: Raw -123199.736326 + Penalty 2262.113012 = -120937.623314 nChanged 45 SP:Iteration 5Q (210.195158 sec): 3 clusters Score: Raw -123307.014250 + Penalty 2262.113012 = -121044.901238 nChanged 35 SP:Iteration 6Q (210.245928 sec): 3 clusters Score: Raw -123368.338123 + Penalty 2262.113012 = -121106.225111 nChanged 20 SP:Iteration 7Q (210.287790 sec): 3 clusters Score: Raw -123394.012265 + Penalty 2262.113012 = -121131.899253 nChanged 10 SP:Iteration 8Q (210.329220 sec): 3 clusters Score: Raw -123403.930163 + Penalty 2262.113012 = -121141.817151 nChanged 4 SP:Iteration 9Q (210.380183 sec): 3 clusters Score: Raw -123410.591161 + Penalty 2262.113012 = -121148.478149 nChanged 5 SP:Iteration 10Q (210.421111 sec): 3 clusters Score: Raw -123413.454284 + Penalty 2262.113012 = -121151.341272 nChanged 1 SP:Iteration 11Q (210.468716 sec): 3 clusters Score: Raw -123413.912992 + Penalty 2262.113012 = -121151.799980 nChanged 0 SP:Iteration 12F (210.518215 sec): 3 clusters Score: Raw -123413.912992 + Penalty 2262.113012 = -121151.799980 nChanged 0 Trying to split cluster 6 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (210.546807 sec): 2 clusters Score: Raw -22739.177987 + Penalty 927.405418 = -21811.772569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (210.594181 sec): 3 clusters Score: Raw -22990.727105 + Penalty 1854.810836 = -21135.916269 nChanged 88 SP:Iteration 1F (210.640039 sec): 3 clusters Score: Raw -23385.309162 + Penalty 1854.810836 = -21530.498326 nChanged 38 SP:Iteration 2F (210.686599 sec): 3 clusters Score: Raw -23599.597934 + Penalty 1854.810836 = -21744.787098 nChanged 16 SP:Iteration 3F (210.728899 sec): 3 clusters Score: Raw -23711.353910 + Penalty 1854.810836 = -21856.543074 nChanged 13 SP:Iteration 4Q (210.771446 sec): 3 clusters Score: Raw -23800.483813 + Penalty 1854.810836 = -21945.672977 nChanged 12 SP:Iteration 5Q (210.819496 sec): 3 clusters Score: Raw -23878.253978 + Penalty 1854.810836 = -22023.443142 nChanged 8 SP:Iteration 6Q (210.855793 sec): 3 clusters Score: Raw -23901.758280 + Penalty 1854.810836 = -22046.947444 nChanged 0 SP:Iteration 7F (210.899758 sec): 3 clusters Score: Raw -23901.758280 + Penalty 1854.810836 = -22046.947444 nChanged 0 Score: Raw -39785016.568772 + Penalty 53096.328147 = -39731920.240626 Splitting cluster 6 changes total score from -39732739.911679 to -39731920.240626 So it's not getting split. Trying to split cluster 7 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (215.771863 sec): 2 clusters Score: Raw -26239.423060 + Penalty 910.344308 = -25329.078752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (215.814395 sec): 3 clusters Score: Raw -26373.666137 + Penalty 1820.688617 = -24552.977520 nChanged 52 SP:Iteration 1F (215.863869 sec): 3 clusters Score: Raw -26480.806826 + Penalty 1820.688617 = -24660.118210 nChanged 16 SP:Iteration 2F (215.915167 sec): 3 clusters Score: Raw -26527.674889 + Penalty 1820.688617 = -24706.986272 nChanged 15 SP:Iteration 3F (215.957841 sec): 3 clusters Score: Raw -26568.060588 + Penalty 1820.688617 = -24747.371971 nChanged 8 SP:Iteration 4Q (215.997363 sec): 3 clusters Score: Raw -26592.694283 + Penalty 1820.688617 = -24772.005666 nChanged 4 SP:Iteration 5Q (216.035215 sec): 3 clusters Score: Raw -26600.718321 + Penalty 1820.688617 = -24780.029705 nChanged 3 SP:Iteration 6Q (216.079538 sec): 3 clusters Score: Raw -26605.069060 + Penalty 1820.688617 = -24784.380443 nChanged 1 SP:Iteration 7Q (216.131054 sec): 3 clusters Score: Raw -26607.430474 + Penalty 1820.688617 = -24786.741857 nChanged 0 SP:Iteration 8F (216.173594 sec): 3 clusters Score: Raw -26607.430474 + Penalty 1820.688617 = -24786.741857 nChanged 0 Trying to split cluster 8 (19853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.226528 sec): 2 clusters Score: Raw -2722821.758425 + Penalty 1608.117941 = -2721213.640484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.295134 sec): 3 clusters Score: Raw -2710879.792423 + Penalty 3216.235883 = -2707663.556540 nChanged 8984 SP:Iteration 1F (216.371494 sec): 3 clusters Score: Raw -2715824.351636 + Penalty 3216.235883 = -2712608.115753 nChanged 1163 SP:Iteration 2F (216.453193 sec): 3 clusters Score: Raw -2716449.017603 + Penalty 3216.235883 = -2713232.781720 nChanged 1277 SP:Iteration 3F (216.536692 sec): 3 clusters Score: Raw -2717316.955045 + Penalty 3216.235883 = -2714100.719162 nChanged 1432 SP:Iteration 4F (216.603995 sec): 3 clusters Score: Raw -2718553.360843 + Penalty 3216.235883 = -2715337.124961 nChanged 1508 SP:Iteration 5F (216.683660 sec): 3 clusters Score: Raw -2720065.385160 + Penalty 3216.235883 = -2716849.149277 nChanged 1498 SP:Iteration 6F (216.758951 sec): 3 clusters Score: Raw -2721492.114199 + Penalty 3216.235883 = -2718275.878316 nChanged 1307 SP:Iteration 7F (216.847220 sec): 3 clusters Score: Raw -2722789.045624 + Penalty 3216.235883 = -2719572.809742 nChanged 1021 SP:Iteration 8F (216.916459 sec): 3 clusters Score: Raw -2723856.327875 + Penalty 3216.235883 = -2720640.091992 nChanged 705 SP:Iteration 9Q (216.993615 sec): 3 clusters Score: Raw -2724255.825139 + Penalty 3216.235883 = -2721039.589256 nChanged 424 SP:Iteration 10Q (217.084683 sec): 3 clusters Score: Raw -2724402.850543 + Penalty 3216.235883 = -2721186.614660 nChanged 285 SP:Iteration 11Q (217.162531 sec): 3 clusters Score: Raw -2724511.769979 + Penalty 3216.235883 = -2721295.534096 nChanged 213 SP:Iteration 12Q (217.240421 sec): 3 clusters Score: Raw -2724582.360681 + Penalty 3216.235883 = -2721366.124799 nChanged 170 SP:Iteration 13Q (217.306910 sec): 3 clusters Score: Raw -2724631.953303 + Penalty 3216.235883 = -2721415.717420 nChanged 163 SP:Iteration 14Q (217.392876 sec): 3 clusters Score: Raw -2724675.407005 + Penalty 3216.235883 = -2721459.171122 nChanged 159 SP:Iteration 15Q (217.472837 sec): 3 clusters Score: Raw -2724717.855577 + Penalty 3216.235883 = -2721501.619695 nChanged 159 SP:Iteration 16Q (217.553642 sec): 3 clusters Score: Raw -2724761.958823 + Penalty 3216.235883 = -2721545.722940 nChanged 161 SP:Iteration 17Q (217.632046 sec): 3 clusters Score: Raw -2724803.145098 + Penalty 3216.235883 = -2721586.909216 nChanged 155 SP:Iteration 18Q (217.710037 sec): 3 clusters Score: Raw -2724838.103800 + Penalty 3216.235883 = -2721621.867917 nChanged 130 SP:Iteration 19Q (217.789998 sec): 3 clusters Score: Raw -2724864.131699 + Penalty 3216.235883 = -2721647.895816 nChanged 120 SP:Iteration 20F (217.864399 sec): 3 clusters Score: Raw -2724888.645193 + Penalty 3216.235883 = -2721672.409311 nChanged 103 SP:Iteration 21Q (217.945297 sec): 3 clusters Score: Raw -2724909.220859 + Penalty 3216.235883 = -2721692.984976 nChanged 103 SP:Iteration 22Q (218.023887 sec): 3 clusters Score: Raw -2724928.572023 + Penalty 3216.235883 = -2721712.336140 nChanged 94 SP:Iteration 23Q (218.100999 sec): 3 clusters Score: Raw -2724945.537855 + Penalty 3216.235883 = -2721729.301972 nChanged 84 SP:Iteration 24Q (218.177535 sec): 3 clusters Score: Raw -2724959.325285 + Penalty 3216.235883 = -2721743.089403 nChanged 73 SP:Iteration 25Q (218.254424 sec): 3 clusters Score: Raw -2724970.638637 + Penalty 3216.235883 = -2721754.402755 nChanged 70 SP:Iteration 26Q (218.330760 sec): 3 clusters Score: Raw -2724981.064754 + Penalty 3216.235883 = -2721764.828871 nChanged 63 SP:Iteration 27Q (218.408091 sec): 3 clusters Score: Raw -2724989.550658 + Penalty 3216.235883 = -2721773.314775 nChanged 60 SP:Iteration 28Q (218.475546 sec): 3 clusters Score: Raw -2724998.327922 + Penalty 3216.235883 = -2721782.092039 nChanged 61 SP:Iteration 29Q (218.544890 sec): 3 clusters Score: Raw -2725007.586259 + Penalty 3216.235883 = -2721791.350376 nChanged 46 SP:Iteration 30Q (218.633721 sec): 3 clusters Score: Raw -2725013.887612 + Penalty 3216.235883 = -2721797.651729 nChanged 43 SP:Iteration 31Q (218.708478 sec): 3 clusters Score: Raw -2725018.719789 + Penalty 3216.235883 = -2721802.483906 nChanged 41 SP:Iteration 32Q (218.786408 sec): 3 clusters Score: Raw -2725024.088402 + Penalty 3216.235883 = -2721807.852519 nChanged 38 SP:Iteration 33Q (218.862254 sec): 3 clusters Score: Raw -2725029.350420 + Penalty 3216.235883 = -2721813.114538 nChanged 41 SP:Iteration 34Q (218.934100 sec): 3 clusters Score: Raw -2725036.411746 + Penalty 3216.235883 = -2721820.175863 nChanged 38 SP:Iteration 35Q (219.011384 sec): 3 clusters Score: Raw -2725042.131227 + Penalty 3216.235883 = -2721825.895344 nChanged 42 SP:Iteration 36Q (219.086744 sec): 3 clusters Score: Raw -2725047.895813 + Penalty 3216.235883 = -2721831.659930 nChanged 35 SP:Iteration 37Q (219.163384 sec): 3 clusters Score: Raw -2725052.246929 + Penalty 3216.235883 = -2721836.011046 nChanged 30 SP:Iteration 38Q (219.239142 sec): 3 clusters Score: Raw -2725056.452799 + Penalty 3216.235883 = -2721840.216916 nChanged 39 SP:Iteration 39Q (219.313811 sec): 3 clusters Score: Raw -2725060.933871 + Penalty 3216.235883 = -2721844.697988 nChanged 30 SP:Iteration 40F (219.383658 sec): 3 clusters Score: Raw -2725063.792288 + Penalty 3216.235883 = -2721847.556405 nChanged 17 SP:Iteration 41Q (219.466668 sec): 3 clusters Score: Raw -2725065.629840 + Penalty 3216.235883 = -2721849.393957 nChanged 13 SP:Iteration 42Q (219.543325 sec): 3 clusters Score: Raw -2725067.046432 + Penalty 3216.235883 = -2721850.810549 nChanged 10 SP:Iteration 43Q (219.610167 sec): 3 clusters Score: Raw -2725068.015683 + Penalty 3216.235883 = -2721851.779801 nChanged 7 SP:Iteration 44Q (219.689922 sec): 3 clusters Score: Raw -2725068.553404 + Penalty 3216.235883 = -2721852.317521 nChanged 4 SP:Iteration 45Q (219.768491 sec): 3 clusters Score: Raw -2725068.896082 + Penalty 3216.235883 = -2721852.660200 nChanged 5 SP:Iteration 46Q (219.838005 sec): 3 clusters Score: Raw -2725069.330078 + Penalty 3216.235883 = -2721853.094195 nChanged 6 SP:Iteration 47Q (219.901725 sec): 3 clusters Score: Raw -2725069.908058 + Penalty 3216.235883 = -2721853.672175 nChanged 11 SP:Iteration 48Q (219.987314 sec): 3 clusters Score: Raw -2725071.166351 + Penalty 3216.235883 = -2721854.930469 nChanged 9 SP:Iteration 49Q (220.055952 sec): 3 clusters Score: Raw -2725072.608105 + Penalty 3216.235883 = -2721856.372223 nChanged 15 SP:Iteration 50Q (220.138916 sec): 3 clusters Score: Raw -2725074.213395 + Penalty 3216.235883 = -2721857.977513 nChanged 16 SP:Iteration 51Q (220.208306 sec): 3 clusters Score: Raw -2725075.919236 + Penalty 3216.235883 = -2721859.683354 nChanged 12 SP:Iteration 52Q (220.293585 sec): 3 clusters Score: Raw -2725077.295936 + Penalty 3216.235883 = -2721861.060053 nChanged 11 SP:Iteration 53Q (220.361290 sec): 3 clusters Score: Raw -2725078.457106 + Penalty 3216.235883 = -2721862.221224 nChanged 11 SP:Iteration 54Q (220.433642 sec): 3 clusters Score: Raw -2725079.257911 + Penalty 3216.235883 = -2721863.022028 nChanged 4 SP:Iteration 55Q (220.516921 sec): 3 clusters Score: Raw -2725079.630008 + Penalty 3216.235883 = -2721863.394125 nChanged 6 SP:Iteration 56Q (220.590249 sec): 3 clusters Score: Raw -2725080.195017 + Penalty 3216.235883 = -2721863.959134 nChanged 7 SP:Iteration 57Q (220.665634 sec): 3 clusters Score: Raw -2725080.884403 + Penalty 3216.235883 = -2721864.648520 nChanged 8 SP:Iteration 58Q (220.744700 sec): 3 clusters Score: Raw -2725081.702552 + Penalty 3216.235883 = -2721865.466670 nChanged 8 SP:Iteration 59Q (220.812585 sec): 3 clusters Score: Raw -2725082.491784 + Penalty 3216.235883 = -2721866.255901 nChanged 12 SP:Iteration 60F (220.887067 sec): 3 clusters Score: Raw -2725083.548039 + Penalty 3216.235883 = -2721867.312156 nChanged 14 SP:Iteration 61Q (220.964838 sec): 3 clusters Score: Raw -2725084.842828 + Penalty 3216.235883 = -2721868.606945 nChanged 11 SP:Iteration 62Q (221.032084 sec): 3 clusters Score: Raw -2725085.711971 + Penalty 3216.235883 = -2721869.476088 nChanged 5 SP:Iteration 63Q (221.110992 sec): 3 clusters Score: Raw -2725086.206006 + Penalty 3216.235883 = -2721869.970124 nChanged 5 SP:Iteration 64Q (221.185785 sec): 3 clusters Score: Raw -2725086.747641 + Penalty 3216.235883 = -2721870.511759 nChanged 7 SP:Iteration 65Q (221.267994 sec): 3 clusters Score: Raw -2725087.423579 + Penalty 3216.235883 = -2721871.187696 nChanged 6 SP:Iteration 66Q (221.342508 sec): 3 clusters Score: Raw -2725087.889594 + Penalty 3216.235883 = -2721871.653711 nChanged 3 SP:Iteration 67Q (221.405847 sec): 3 clusters Score: Raw -2725088.133466 + Penalty 3216.235883 = -2721871.897584 nChanged 4 SP:Iteration 68Q (221.491820 sec): 3 clusters Score: Raw -2725088.490785 + Penalty 3216.235883 = -2721872.254902 nChanged 3 SP:Iteration 69Q (221.569153 sec): 3 clusters Score: Raw -2725088.769611 + Penalty 3216.235883 = -2721872.533729 nChanged 5 SP:Iteration 70Q (221.641943 sec): 3 clusters Score: Raw -2725089.450822 + Penalty 3216.235883 = -2721873.214940 nChanged 11 SP:Iteration 71Q (221.722132 sec): 3 clusters Score: Raw -2725090.610689 + Penalty 3216.235883 = -2721874.374807 nChanged 7 SP:Iteration 72Q (221.788402 sec): 3 clusters Score: Raw -2725091.122254 + Penalty 3216.235883 = -2721874.886371 nChanged 7 SP:Iteration 73Q (221.868774 sec): 3 clusters Score: Raw -2725091.877959 + Penalty 3216.235883 = -2721875.642076 nChanged 4 SP:Iteration 74Q (221.950382 sec): 3 clusters Score: Raw -2725092.177177 + Penalty 3216.235883 = -2721875.941294 nChanged 5 SP:Iteration 75Q (222.028700 sec): 3 clusters Score: Raw -2725092.896196 + Penalty 3216.235883 = -2721876.660314 nChanged 8 SP:Iteration 76Q (222.095875 sec): 3 clusters Score: Raw -2725093.693683 + Penalty 3216.235883 = -2721877.457801 nChanged 8 SP:Iteration 77Q (222.169813 sec): 3 clusters Score: Raw -2725094.344796 + Penalty 3216.235883 = -2721878.108913 nChanged 1 SP:Iteration 78Q (222.252444 sec): 3 clusters Score: Raw -2725094.433618 + Penalty 3216.235883 = -2721878.197735 nChanged 1 SP:Iteration 79Q (222.322406 sec): 3 clusters Score: Raw -2725094.468897 + Penalty 3216.235883 = -2721878.233015 nChanged 0 SP:Iteration 80F (222.406086 sec): 3 clusters Score: Raw -2725094.468897 + Penalty 3216.235883 = -2721878.233015 nChanged 0 Score: Raw -39786126.698952 + Penalty 53096.328147 = -39733030.370805 Splitting cluster 8 changes total score from -39732739.911679 to -39733030.370805 So it's getting split into cluster 16. Trying to split cluster 9 (1288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (227.233576 sec): 2 clusters Score: Raw -169356.876515 + Penalty 1163.637460 = -168193.239055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (227.291559 sec): 3 clusters Score: Raw -168954.248754 + Penalty 2327.274920 = -166626.973834 nChanged 434 SP:Iteration 1F (227.341941 sec): 3 clusters Score: Raw -169678.922628 + Penalty 2327.274920 = -167351.647708 nChanged 165 SP:Iteration 2F (227.376492 sec): 3 clusters Score: Raw -170131.703662 + Penalty 2327.274920 = -167804.428742 nChanged 115 SP:Iteration 3F (227.424899 sec): 3 clusters Score: Raw -170421.590985 + Penalty 2327.274920 = -168094.316065 nChanged 78 SP:Iteration 4F (227.469106 sec): 3 clusters Score: Raw -170607.323615 + Penalty 2327.274920 = -168280.048696 nChanged 55 SP:Iteration 5Q (227.513948 sec): 3 clusters Score: Raw -170687.421819 + Penalty 2327.274920 = -168360.146899 nChanged 28 SP:Iteration 6Q (227.564105 sec): 3 clusters Score: Raw -170713.546562 + Penalty 2327.274920 = -168386.271642 nChanged 10 SP:Iteration 7Q (227.613188 sec): 3 clusters Score: Raw -170723.643339 + Penalty 2327.274920 = -168396.368419 nChanged 10 SP:Iteration 8Q (227.660405 sec): 3 clusters Score: Raw -170735.264289 + Penalty 2327.274920 = -168407.989369 nChanged 8 SP:Iteration 9Q (227.705720 sec): 3 clusters Score: Raw -170739.034985 + Penalty 2327.274920 = -168411.760065 nChanged 0 SP:Iteration 10F (227.759356 sec): 3 clusters Score: Raw -170739.034985 + Penalty 2327.274920 = -168411.760065 nChanged 0 Score: Raw -39787508.857422 + Penalty 55138.494614 = -39732370.362808 Splitting cluster 9 changes total score from -39732739.911679 to -39732370.362808 So it's not getting split. Trying to split cluster 10 (11382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (232.743918 sec): 2 clusters Score: Raw -1612005.049487 + Penalty 1517.715621 = -1610487.333866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (232.810436 sec): 3 clusters Score: Raw -1605442.529609 + Penalty 3035.431243 = -1602407.098367 nChanged 4948 SP:Iteration 1F (232.874371 sec): 3 clusters Score: Raw -1608092.034065 + Penalty 3035.431243 = -1605056.602823 nChanged 715 SP:Iteration 2F (232.936117 sec): 3 clusters Score: Raw -1608441.033956 + Penalty 3035.431243 = -1605405.602713 nChanged 648 SP:Iteration 3F (232.999827 sec): 3 clusters Score: Raw -1608776.193150 + Penalty 3035.431243 = -1605740.761907 nChanged 595 SP:Iteration 4F (233.065741 sec): 3 clusters Score: Raw -1609065.468617 + Penalty 3035.431243 = -1606030.037374 nChanged 569 SP:Iteration 5Q (233.144519 sec): 3 clusters Score: Raw -1609375.806175 + Penalty 3035.431243 = -1606340.374933 nChanged 554 SP:Iteration 6Q (233.202707 sec): 3 clusters Score: Raw -1609697.394906 + Penalty 3035.431243 = -1606661.963663 nChanged 532 SP:Iteration 7Q (233.267092 sec): 3 clusters Score: Raw -1610036.526494 + Penalty 3035.431243 = -1607001.095252 nChanged 512 SP:Iteration 8Q (233.335240 sec): 3 clusters Score: Raw -1610325.498061 + Penalty 3035.431243 = -1607290.066818 nChanged 452 SP:Iteration 9Q (233.391090 sec): 3 clusters Score: Raw -1610595.884810 + Penalty 3035.431243 = -1607560.453567 nChanged 383 SP:Iteration 10Q (233.451825 sec): 3 clusters Score: Raw -1610812.085643 + Penalty 3035.431243 = -1607776.654400 nChanged 342 SP:Iteration 11Q (233.514281 sec): 3 clusters Score: Raw -1610994.920101 + Penalty 3035.431243 = -1607959.488859 nChanged 283 SP:Iteration 12Q (233.591129 sec): 3 clusters Score: Raw -1611110.817101 + Penalty 3035.431243 = -1608075.385859 nChanged 213 SP:Iteration 13Q (233.656963 sec): 3 clusters Score: Raw -1611192.960489 + Penalty 3035.431243 = -1608157.529246 nChanged 175 SP:Iteration 14Q (233.725904 sec): 3 clusters Score: Raw -1611249.001122 + Penalty 3035.431243 = -1608213.569879 nChanged 140 SP:Iteration 15Q (233.790024 sec): 3 clusters Score: Raw -1611302.712533 + Penalty 3035.431243 = -1608267.281290 nChanged 149 SP:Iteration 16Q (233.853874 sec): 3 clusters Score: Raw -1611359.865830 + Penalty 3035.431243 = -1608324.434588 nChanged 139 SP:Iteration 17Q (233.904411 sec): 3 clusters Score: Raw -1611411.830111 + Penalty 3035.431243 = -1608376.398868 nChanged 131 SP:Iteration 18Q (233.977719 sec): 3 clusters Score: Raw -1611463.014010 + Penalty 3035.431243 = -1608427.582768 nChanged 120 SP:Iteration 19Q (234.041883 sec): 3 clusters Score: Raw -1611508.507942 + Penalty 3035.431243 = -1608473.076699 nChanged 118 SP:Iteration 20F (234.103051 sec): 3 clusters Score: Raw -1611558.387796 + Penalty 3035.431243 = -1608522.956553 nChanged 117 SP:Iteration 21Q (234.173440 sec): 3 clusters Score: Raw -1611615.379297 + Penalty 3035.431243 = -1608579.948055 nChanged 118 SP:Iteration 22Q (234.232994 sec): 3 clusters Score: Raw -1611694.862713 + Penalty 3035.431243 = -1608659.431470 nChanged 121 SP:Iteration 23Q (234.293378 sec): 3 clusters Score: Raw -1611794.484303 + Penalty 3035.431243 = -1608759.053060 nChanged 147 SP:Iteration 24Q (234.355967 sec): 3 clusters Score: Raw -1612041.320854 + Penalty 3035.431243 = -1609005.889611 nChanged 170 SP:Iteration 25Q (234.411106 sec): 3 clusters Score: Raw -1612878.732741 + Penalty 3035.431243 = -1609843.301498 nChanged 247 SP:Iteration 26Q (234.479474 sec): 3 clusters Score: Raw -1613872.355542 + Penalty 3035.431243 = -1610836.924300 nChanged 455 SP:Iteration 27Q (234.536763 sec): 3 clusters Score: Raw -1614374.276301 + Penalty 3035.431243 = -1611338.845059 nChanged 486 SP:Iteration 28Q (234.608603 sec): 3 clusters Score: Raw -1614912.056216 + Penalty 3035.431243 = -1611876.624973 nChanged 564 SP:Iteration 29Q (234.670294 sec): 3 clusters Score: Raw -1615649.520863 + Penalty 3035.431243 = -1612614.089620 nChanged 673 SP:Iteration 30F (234.741434 sec): 3 clusters Score: Raw -1616695.555898 + Penalty 3035.431243 = -1613660.124655 nChanged 711 SP:Iteration 31F (234.805880 sec): 3 clusters Score: Raw -1618024.614637 + Penalty 3035.431243 = -1614989.183395 nChanged 588 SP:Iteration 32F (234.874520 sec): 3 clusters Score: Raw -1619703.298456 + Penalty 3035.431243 = -1616667.867213 nChanged 324 SP:Iteration 33Q (234.940577 sec): 3 clusters Score: Raw -1621382.486516 + Penalty 3035.431243 = -1618347.055274 nChanged 89 SP:Iteration 34Q (234.998009 sec): 3 clusters Score: Raw -1622745.162808 + Penalty 3035.431243 = -1619709.731565 nChanged 25 SP:Iteration 35Q (235.052501 sec): 3 clusters Score: Raw -1623686.942068 + Penalty 3035.431243 = -1620651.510826 nChanged 3 SP:Iteration 36Q (235.107868 sec): 3 clusters Score: Raw -1623710.784066 + Penalty 3035.431243 = -1620675.352823 nChanged 1 SP:Iteration 37Q (235.168882 sec): 3 clusters Score: Raw -1623711.094609 + Penalty 3035.431243 = -1620675.663366 nChanged 0 SP:Iteration 38F (235.241697 sec): 3 clusters Score: Raw -1623711.094609 + Penalty 3035.431243 = -1620675.663366 nChanged 0 Score: Raw -39797832.744074 + Penalty 55138.494614 = -39742694.249460 Splitting cluster 10 changes total score from -39732739.911679 to -39742694.249460 So it's getting split into cluster 24. Trying to split cluster 11 (672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (240.244816 sec): 2 clusters Score: Raw -70935.194411 + Penalty 1057.916980 = -69877.277431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (240.284696 sec): 3 clusters Score: Raw -70872.164770 + Penalty 2115.833961 = -68756.330809 nChanged 196 SP:Iteration 1F (240.336152 sec): 3 clusters Score: Raw -71315.407733 + Penalty 2115.833961 = -69199.573773 nChanged 82 SP:Iteration 2F (240.383733 sec): 3 clusters Score: Raw -71569.396039 + Penalty 2115.833961 = -69453.562078 nChanged 51 SP:Iteration 3F (240.430019 sec): 3 clusters Score: Raw -71782.404866 + Penalty 2115.833961 = -69666.570906 nChanged 47 SP:Iteration 4F (240.482728 sec): 3 clusters Score: Raw -71947.854136 + Penalty 2115.833961 = -69832.020176 nChanged 41 SP:Iteration 5F (240.531861 sec): 3 clusters Score: Raw -72100.688891 + Penalty 2115.833961 = -69984.854930 nChanged 28 SP:Iteration 6Q (240.575341 sec): 3 clusters Score: Raw -72188.505797 + Penalty 2115.833961 = -70072.671837 nChanged 18 SP:Iteration 7Q (240.608808 sec): 3 clusters Score: Raw -72239.993343 + Penalty 2115.833961 = -70124.159383 nChanged 10 SP:Iteration 8Q (240.653032 sec): 3 clusters Score: Raw -72257.216297 + Penalty 2115.833961 = -70141.382337 nChanged 3 SP:Iteration 9Q (240.696906 sec): 3 clusters Score: Raw -72260.847643 + Penalty 2115.833961 = -70145.013682 nChanged 1 SP:Iteration 10Q (240.749972 sec): 3 clusters Score: Raw -72261.335497 + Penalty 2115.833961 = -70145.501536 nChanged 0 SP:Iteration 11F (240.786664 sec): 3 clusters Score: Raw -72261.335497 + Penalty 2115.833961 = -70145.501536 nChanged 0 Score: Raw -39799158.885159 + Penalty 57180.661081 = -39741978.224079 Splitting cluster 11 changes total score from -39732739.911679 to -39741978.224079 So it's getting split into cluster 28. Trying to split cluster 12 (729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (245.984601 sec): 2 clusters Score: Raw -44305.207214 + Penalty 1071.146981 = -43234.060233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (246.028824 sec): 3 clusters Score: Raw -44353.500886 + Penalty 2142.293963 = -42211.206923 nChanged 234 SP:Iteration 1F (246.072258 sec): 3 clusters Score: Raw -45096.760414 + Penalty 2142.293963 = -42954.466451 nChanged 78 SP:Iteration 2F (246.113455 sec): 3 clusters Score: Raw -45454.090366 + Penalty 2142.293963 = -43311.796403 nChanged 46 SP:Iteration 3F (246.154470 sec): 3 clusters Score: Raw -45669.795386 + Penalty 2142.293963 = -43527.501423 nChanged 27 SP:Iteration 4Q (246.206917 sec): 3 clusters Score: Raw -45805.007150 + Penalty 2142.293963 = -43662.713187 nChanged 16 SP:Iteration 5Q (246.245823 sec): 3 clusters Score: Raw -45892.559842 + Penalty 2142.293963 = -43750.265879 nChanged 15 SP:Iteration 6Q (246.289346 sec): 3 clusters Score: Raw -46004.060705 + Penalty 2142.293963 = -43861.766742 nChanged 15 SP:Iteration 7Q (246.331811 sec): 3 clusters Score: Raw -46067.408374 + Penalty 2142.293963 = -43925.114411 nChanged 8 SP:Iteration 8Q (246.387176 sec): 3 clusters Score: Raw -46083.815271 + Penalty 2142.293963 = -43941.521308 nChanged 9 SP:Iteration 9Q (246.427601 sec): 3 clusters Score: Raw -46110.838757 + Penalty 2142.293963 = -43968.544795 nChanged 9 SP:Iteration 10Q (246.470016 sec): 3 clusters Score: Raw -46135.463188 + Penalty 2142.293963 = -43993.169225 nChanged 8 SP:Iteration 11Q (246.511969 sec): 3 clusters Score: Raw -46154.651957 + Penalty 2142.293963 = -44012.357994 nChanged 4 SP:Iteration 12Q (246.552430 sec): 3 clusters Score: Raw -46161.865601 + Penalty 2142.293963 = -44019.571638 nChanged 2 SP:Iteration 13Q (246.596088 sec): 3 clusters Score: Raw -46165.788882 + Penalty 2142.293963 = -44023.494920 nChanged 3 SP:Iteration 14Q (246.639689 sec): 3 clusters Score: Raw -46170.085213 + Penalty 2142.293963 = -44027.791250 nChanged 2 SP:Iteration 15Q (246.687361 sec): 3 clusters Score: Raw -46172.714195 + Penalty 2142.293963 = -44030.420232 nChanged 2 SP:Iteration 16Q (246.734214 sec): 3 clusters Score: Raw -46175.374115 + Penalty 2142.293963 = -44033.080152 nChanged 5 SP:Iteration 17Q (246.771810 sec): 3 clusters Score: Raw -46186.490372 + Penalty 2142.293963 = -44044.196409 nChanged 3 SP:Iteration 18Q (246.823148 sec): 3 clusters Score: Raw -46191.365095 + Penalty 2142.293963 = -44049.071132 nChanged 0 SP:Iteration 19F (246.857305 sec): 3 clusters Score: Raw -46191.365095 + Penalty 2142.293963 = -44049.071132 nChanged 0 Score: Raw -39801045.043040 + Penalty 59222.827548 = -39741822.215492 Splitting cluster 12 changes total score from -39732739.911679 to -39741822.215492 So it's getting split into cluster 29. Trying to split cluster 13 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.237812 sec): 2 clusters Score: Raw -46241.677968 + Penalty 948.156745 = -45293.521223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.278950 sec): 3 clusters Score: Raw -46338.318850 + Penalty 1896.313490 = -44442.005360 nChanged 85 SP:Iteration 1F (252.331835 sec): 3 clusters Score: Raw -46518.958089 + Penalty 1896.313490 = -44622.644599 nChanged 31 SP:Iteration 2F (252.362877 sec): 3 clusters Score: Raw -46612.294463 + Penalty 1896.313490 = -44715.980973 nChanged 16 SP:Iteration 3Q (252.406666 sec): 3 clusters Score: Raw -46669.985481 + Penalty 1896.313490 = -44773.671991 nChanged 8 SP:Iteration 4Q (252.452207 sec): 3 clusters Score: Raw -46696.804718 + Penalty 1896.313490 = -44800.491229 nChanged 8 SP:Iteration 5Q (252.508780 sec): 3 clusters Score: Raw -46719.396209 + Penalty 1896.313490 = -44823.082719 nChanged 8 SP:Iteration 6Q (252.545836 sec): 3 clusters Score: Raw -46739.068414 + Penalty 1896.313490 = -44842.754924 nChanged 2 SP:Iteration 7Q (252.598748 sec): 3 clusters Score: Raw -46740.965225 + Penalty 1896.313490 = -44844.651735 nChanged 0 SP:Iteration 8F (252.636101 sec): 3 clusters Score: Raw -46740.965225 + Penalty 1896.313490 = -44844.651735 nChanged 0 Trying to split cluster 14 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.663940 sec): 2 clusters Score: Raw -36396.795695 + Penalty 979.986355 = -35416.809340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.702934 sec): 3 clusters Score: Raw -36435.652325 + Penalty 1959.972710 = -34475.679615 nChanged 100 SP:Iteration 1F (252.751957 sec): 3 clusters Score: Raw -36729.299508 + Penalty 1959.972710 = -34769.326799 nChanged 30 SP:Iteration 2F (252.804043 sec): 3 clusters Score: Raw -36817.724751 + Penalty 1959.972710 = -34857.752041 nChanged 12 SP:Iteration 3Q (252.847393 sec): 3 clusters Score: Raw -36850.680804 + Penalty 1959.972710 = -34890.708095 nChanged 11 SP:Iteration 4Q (252.889873 sec): 3 clusters Score: Raw -36891.978501 + Penalty 1959.972710 = -34932.005792 nChanged 10 SP:Iteration 5Q (252.944830 sec): 3 clusters Score: Raw -36919.639564 + Penalty 1959.972710 = -34959.666855 nChanged 4 SP:Iteration 6Q (252.984789 sec): 3 clusters Score: Raw -36935.038369 + Penalty 1959.972710 = -34975.065659 nChanged 2 SP:Iteration 7Q (253.034148 sec): 3 clusters Score: Raw -36940.499031 + Penalty 1959.972710 = -34980.526322 nChanged 1 SP:Iteration 8Q (253.075155 sec): 3 clusters Score: Raw -36943.183824 + Penalty 1959.972710 = -34983.211114 nChanged 0 SP:Iteration 9F (253.118187 sec): 3 clusters Score: Raw -36943.183824 + Penalty 1959.972710 = -34983.211114 nChanged 0 Trying to split cluster 15 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.137041 sec): 2 clusters Score: Raw -26591.559148 + Penalty 906.706097 = -25684.853052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.171113 sec): 3 clusters Score: Raw -26807.374649 + Penalty 1813.412193 = -24993.962455 nChanged 58 SP:Iteration 1F (253.212894 sec): 3 clusters Score: Raw -26996.295859 + Penalty 1813.412193 = -25182.883666 nChanged 14 SP:Iteration 2F (253.259062 sec): 3 clusters Score: Raw -27059.610440 + Penalty 1813.412193 = -25246.198246 nChanged 7 SP:Iteration 3Q (253.305886 sec): 3 clusters Score: Raw -27091.040876 + Penalty 1813.412193 = -25277.628683 nChanged 3 SP:Iteration 4Q (253.352688 sec): 3 clusters Score: Raw -27104.951635 + Penalty 1813.412193 = -25291.539442 nChanged 2 SP:Iteration 5Q (253.401366 sec): 3 clusters Score: Raw -27119.409773 + Penalty 1813.412193 = -25305.997580 nChanged 5 SP:Iteration 6Q (253.444127 sec): 3 clusters Score: Raw -27147.457253 + Penalty 1813.412193 = -25334.045059 nChanged 4 SP:Iteration 7Q (253.486362 sec): 3 clusters Score: Raw -27156.256317 + Penalty 1813.412193 = -25342.844124 nChanged 2 SP:Iteration 8Q (253.517405 sec): 3 clusters Score: Raw -27182.216123 + Penalty 1813.412193 = -25368.803930 nChanged 6 SP:Iteration 9Q (253.558888 sec): 3 clusters Score: Raw -27220.794294 + Penalty 1813.412193 = -25407.382101 nChanged 3 SP:Iteration 10Q (253.600974 sec): 3 clusters Score: Raw -27225.681740 + Penalty 1813.412193 = -25412.269546 nChanged 1 SP:Iteration 11Q (253.645417 sec): 3 clusters Score: Raw -27226.667633 + Penalty 1813.412193 = -25413.255439 nChanged 0 SP:Iteration 12F (253.705497 sec): 3 clusters Score: Raw -27226.667633 + Penalty 1813.412193 = -25413.255439 nChanged 0 Trying to split cluster 17 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.730957 sec): 2 clusters Score: Raw -59551.706359 + Penalty 984.607519 = -58567.098839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.773710 sec): 3 clusters Score: Raw -59631.453068 + Penalty 1969.215039 = -57662.238029 nChanged 108 SP:Iteration 1F (253.826890 sec): 3 clusters Score: Raw -59931.987641 + Penalty 1969.215039 = -57962.772603 nChanged 50 SP:Iteration 2F (253.869309 sec): 3 clusters Score: Raw -60076.110708 + Penalty 1969.215039 = -58106.895669 nChanged 25 SP:Iteration 3F (253.919098 sec): 3 clusters Score: Raw -60176.394668 + Penalty 1969.215039 = -58207.179629 nChanged 14 SP:Iteration 4Q (253.965511 sec): 3 clusters Score: Raw -60259.113895 + Penalty 1969.215039 = -58289.898856 nChanged 9 SP:Iteration 5Q (254.005212 sec): 3 clusters Score: Raw -60317.299744 + Penalty 1969.215039 = -58348.084705 nChanged 8 SP:Iteration 6Q (254.042491 sec): 3 clusters Score: Raw -60352.972186 + Penalty 1969.215039 = -58383.757147 nChanged 4 SP:Iteration 7Q (254.091457 sec): 3 clusters Score: Raw -60369.897681 + Penalty 1969.215039 = -58400.682643 nChanged 3 SP:Iteration 8Q (254.125961 sec): 3 clusters Score: Raw -60382.400782 + Penalty 1969.215039 = -58413.185744 nChanged 0 SP:Iteration 9F (254.171207 sec): 3 clusters Score: Raw -60382.400782 + Penalty 1969.215039 = -58413.185744 nChanged 0 Trying to split cluster 18 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (254.191347 sec): 2 clusters Score: Raw -85932.055171 + Penalty 1037.045103 = -84895.010068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (254.239390 sec): 3 clusters Score: Raw -85856.575299 + Penalty 2074.090206 = -83782.485094 nChanged 155 SP:Iteration 1F (254.282885 sec): 3 clusters Score: Raw -86119.841972 + Penalty 2074.090206 = -84045.751766 nChanged 40 SP:Iteration 2F (254.328699 sec): 3 clusters Score: Raw -86250.368485 + Penalty 2074.090206 = -84176.278279 nChanged 42 SP:Iteration 3F (254.365418 sec): 3 clusters Score: Raw -86397.757611 + Penalty 2074.090206 = -84323.667405 nChanged 32 SP:Iteration 4F (254.408712 sec): 3 clusters Score: Raw -86532.255254 + Penalty 2074.090206 = -84458.165049 nChanged 16 SP:Iteration 5Q (254.443323 sec): 3 clusters Score: Raw -86565.930978 + Penalty 2074.090206 = -84491.840772 nChanged 7 SP:Iteration 6Q (254.497341 sec): 3 clusters Score: Raw -86580.455184 + Penalty 2074.090206 = -84506.364978 nChanged 6 SP:Iteration 7Q (254.540320 sec): 3 clusters Score: Raw -86591.018115 + Penalty 2074.090206 = -84516.927910 nChanged 5 SP:Iteration 8Q (254.592098 sec): 3 clusters Score: Raw -86598.094467 + Penalty 2074.090206 = -84524.004261 nChanged 4 SP:Iteration 9Q (254.642627 sec): 3 clusters Score: Raw -86603.107990 + Penalty 2074.090206 = -84529.017785 nChanged 1 SP:Iteration 10Q (254.685251 sec): 3 clusters Score: Raw -86603.780664 + Penalty 2074.090206 = -84529.690459 nChanged 0 SP:Iteration 11F (254.729875 sec): 3 clusters Score: Raw -86603.780664 + Penalty 2074.090206 = -84529.690459 nChanged 0 Trying to split cluster 19 (1084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (254.763580 sec): 2 clusters Score: Raw -141496.403886 + Penalty 1135.617142 = -140360.786744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (254.809385 sec): 3 clusters Score: Raw -141177.287304 + Penalty 2271.234284 = -138906.053020 nChanged 352 SP:Iteration 1F (254.855168 sec): 3 clusters Score: Raw -141456.716546 + Penalty 2271.234284 = -139185.482262 nChanged 79 SP:Iteration 2F (254.893130 sec): 3 clusters Score: Raw -141589.072312 + Penalty 2271.234284 = -139317.838028 nChanged 51 SP:Iteration 3Q (254.947499 sec): 3 clusters Score: Raw -141658.070041 + Penalty 2271.234284 = -139386.835757 nChanged 44 SP:Iteration 4Q (254.990836 sec): 3 clusters Score: Raw -141723.881398 + Penalty 2271.234284 = -139452.647114 nChanged 39 SP:Iteration 5Q (255.040791 sec): 3 clusters Score: Raw -141779.009058 + Penalty 2271.234284 = -139507.774774 nChanged 39 SP:Iteration 6Q (255.088131 sec): 3 clusters Score: Raw -141824.514321 + Penalty 2271.234284 = -139553.280037 nChanged 32 SP:Iteration 7Q (255.136429 sec): 3 clusters Score: Raw -141862.295881 + Penalty 2271.234284 = -139591.061596 nChanged 25 SP:Iteration 8Q (255.178874 sec): 3 clusters Score: Raw -141894.728093 + Penalty 2271.234284 = -139623.493809 nChanged 20 SP:Iteration 9Q (255.222672 sec): 3 clusters Score: Raw -141908.914830 + Penalty 2271.234284 = -139637.680546 nChanged 13 SP:Iteration 10Q (255.266042 sec): 3 clusters Score: Raw -141921.519387 + Penalty 2271.234284 = -139650.285103 nChanged 8 SP:Iteration 11Q (255.314213 sec): 3 clusters Score: Raw -141929.131525 + Penalty 2271.234284 = -139657.897241 nChanged 6 SP:Iteration 12Q (255.358189 sec): 3 clusters Score: Raw -141931.129748 + Penalty 2271.234284 = -139659.895463 nChanged 2 SP:Iteration 13Q (255.401315 sec): 3 clusters Score: Raw -141931.995596 + Penalty 2271.234284 = -139660.761312 nChanged 2 SP:Iteration 14Q (255.438484 sec): 3 clusters Score: Raw -141934.586677 + Penalty 2271.234284 = -139663.352393 nChanged 4 SP:Iteration 15Q (255.485985 sec): 3 clusters Score: Raw -141936.260122 + Penalty 2271.234284 = -139665.025838 nChanged 1 SP:Iteration 16Q (255.540759 sec): 3 clusters Score: Raw -141937.677262 + Penalty 2271.234284 = -139666.442978 nChanged 1 SP:Iteration 17Q (255.584974 sec): 3 clusters Score: Raw -141938.045044 + Penalty 2271.234284 = -139666.810760 nChanged 0 SP:Iteration 18F (255.631843 sec): 3 clusters Score: Raw -141938.045044 + Penalty 2271.234284 = -139666.810760 nChanged 0 Trying to split cluster 20 (30872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.690971 sec): 2 clusters Score: Raw -4282711.341008 + Penalty 1679.860797 = -4281031.480211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.795080 sec): 3 clusters Score: Raw -4263738.678492 + Penalty 3359.721594 = -4260378.956898 nChanged 14174 SP:Iteration 1F (255.882744 sec): 3 clusters Score: Raw -4271712.224488 + Penalty 3359.721594 = -4268352.502895 nChanged 1520 SP:Iteration 2Q (255.986368 sec): 3 clusters Score: Raw -4272286.760900 + Penalty 3359.721594 = -4268927.039307 nChanged 1494 SP:Iteration 3Q (256.080846 sec): 3 clusters Score: Raw -4272930.732810 + Penalty 3359.721594 = -4269571.011216 nChanged 1559 SP:Iteration 4F (256.175796 sec): 3 clusters Score: Raw -4273702.226934 + Penalty 3359.721594 = -4270342.505341 nChanged 1716 SP:Iteration 5F (256.264437 sec): 3 clusters Score: Raw -4274775.633111 + Penalty 3359.721594 = -4271415.911517 nChanged 2010 SP:Iteration 6F (256.364245 sec): 3 clusters Score: Raw -4276346.917590 + Penalty 3359.721594 = -4272987.195997 nChanged 2181 SP:Iteration 7F (256.460943 sec): 3 clusters Score: Raw -4278243.037582 + Penalty 3359.721594 = -4274883.315988 nChanged 2074 SP:Iteration 8F (256.550390 sec): 3 clusters Score: Raw -4279870.855821 + Penalty 3359.721594 = -4276511.134227 nChanged 1546 SP:Iteration 9F (256.650956 sec): 3 clusters Score: Raw -4280767.380193 + Penalty 3359.721594 = -4277407.658599 nChanged 1076 SP:Iteration 10Q (256.745043 sec): 3 clusters Score: Raw -4281265.748996 + Penalty 3359.721594 = -4277906.027402 nChanged 768 SP:Iteration 11Q (256.844171 sec): 3 clusters Score: Raw -4281592.989368 + Penalty 3359.721594 = -4278233.267774 nChanged 588 SP:Iteration 12Q (256.943159 sec): 3 clusters Score: Raw -4281836.477198 + Penalty 3359.721594 = -4278476.755605 nChanged 544 SP:Iteration 13Q (257.035083 sec): 3 clusters Score: Raw -4282043.707874 + Penalty 3359.721594 = -4278683.986281 nChanged 452 SP:Iteration 14Q (257.142291 sec): 3 clusters Score: Raw -4282194.334856 + Penalty 3359.721594 = -4278834.613262 nChanged 417 SP:Iteration 15Q (257.236344 sec): 3 clusters Score: Raw -4282323.852154 + Penalty 3359.721594 = -4278964.130561 nChanged 395 SP:Iteration 16Q (257.336561 sec): 3 clusters Score: Raw -4282442.526658 + Penalty 3359.721594 = -4279082.805065 nChanged 358 SP:Iteration 17Q (257.432925 sec): 3 clusters Score: Raw -4282557.222232 + Penalty 3359.721594 = -4279197.500638 nChanged 353 SP:Iteration 18Q (257.528412 sec): 3 clusters Score: Raw -4282654.195935 + Penalty 3359.721594 = -4279294.474342 nChanged 293 SP:Iteration 19Q (257.619861 sec): 3 clusters Score: Raw -4282723.507000 + Penalty 3359.721594 = -4279363.785407 nChanged 293 SP:Iteration 20F (257.719735 sec): 3 clusters Score: Raw -4282786.977643 + Penalty 3359.721594 = -4279427.256049 nChanged 254 SP:Iteration 21Q (257.802583 sec): 3 clusters Score: Raw -4282842.213957 + Penalty 3359.721594 = -4279482.492363 nChanged 237 SP:Iteration 22Q (257.908790 sec): 3 clusters Score: Raw -4282892.475525 + Penalty 3359.721594 = -4279532.753932 nChanged 235 SP:Iteration 23Q (258.002337 sec): 3 clusters Score: Raw -4282941.649078 + Penalty 3359.721594 = -4279581.927484 nChanged 228 SP:Iteration 24Q (258.092729 sec): 3 clusters Score: Raw -4282990.296437 + Penalty 3359.721594 = -4279630.574844 nChanged 221 SP:Iteration 25Q (258.185924 sec): 3 clusters Score: Raw -4283031.234829 + Penalty 3359.721594 = -4279671.513235 nChanged 207 SP:Iteration 26Q (258.286296 sec): 3 clusters Score: Raw -4283069.765807 + Penalty 3359.721594 = -4279710.044213 nChanged 180 SP:Iteration 27Q (258.383381 sec): 3 clusters Score: Raw -4283109.538346 + Penalty 3359.721594 = -4279749.816752 nChanged 191 SP:Iteration 28Q (258.481324 sec): 3 clusters Score: Raw -4283152.652258 + Penalty 3359.721594 = -4279792.930665 nChanged 189 SP:Iteration 29Q (258.577360 sec): 3 clusters Score: Raw -4283197.603297 + Penalty 3359.721594 = -4279837.881704 nChanged 189 SP:Iteration 30Q (258.672404 sec): 3 clusters Score: Raw -4283244.824084 + Penalty 3359.721594 = -4279885.102491 nChanged 171 SP:Iteration 31Q (258.756329 sec): 3 clusters Score: Raw -4283280.723335 + Penalty 3359.721594 = -4279921.001741 nChanged 152 SP:Iteration 32Q (258.846259 sec): 3 clusters Score: Raw -4283315.739211 + Penalty 3359.721594 = -4279956.017618 nChanged 157 SP:Iteration 33Q (258.942848 sec): 3 clusters Score: Raw -4283342.165514 + Penalty 3359.721594 = -4279982.443921 nChanged 135 SP:Iteration 34Q (259.041580 sec): 3 clusters Score: Raw -4283367.930261 + Penalty 3359.721594 = -4280008.208667 nChanged 148 SP:Iteration 35Q (259.131033 sec): 3 clusters Score: Raw -4283400.359612 + Penalty 3359.721594 = -4280040.638019 nChanged 136 SP:Iteration 36Q (259.227113 sec): 3 clusters Score: Raw -4283428.517355 + Penalty 3359.721594 = -4280068.795761 nChanged 144 SP:Iteration 37Q (259.323949 sec): 3 clusters Score: Raw -4283457.424124 + Penalty 3359.721594 = -4280097.702530 nChanged 125 SP:Iteration 38Q (259.419567 sec): 3 clusters Score: Raw -4283475.265697 + Penalty 3359.721594 = -4280115.544103 nChanged 105 SP:Iteration 39Q (259.526873 sec): 3 clusters Score: Raw -4283489.152428 + Penalty 3359.721594 = -4280129.430835 nChanged 88 SP:Iteration 40F (259.613729 sec): 3 clusters Score: Raw -4283500.933741 + Penalty 3359.721594 = -4280141.212148 nChanged 90 SP:Iteration 41Q (259.720753 sec): 3 clusters Score: Raw -4283512.107667 + Penalty 3359.721594 = -4280152.386074 nChanged 85 SP:Iteration 42Q (259.812584 sec): 3 clusters Score: Raw -4283520.763180 + Penalty 3359.721594 = -4280161.041587 nChanged 73 SP:Iteration 43Q (259.907051 sec): 3 clusters Score: Raw -4283529.225941 + Penalty 3359.721594 = -4280169.504347 nChanged 72 SP:Iteration 44Q (260.002268 sec): 3 clusters Score: Raw -4283535.453833 + Penalty 3359.721594 = -4280175.732239 nChanged 54 SP:Iteration 45Q (260.096906 sec): 3 clusters Score: Raw -4283541.124544 + Penalty 3359.721594 = -4280181.402950 nChanged 64 SP:Iteration 46Q (260.196687 sec): 3 clusters Score: Raw -4283547.340840 + Penalty 3359.721594 = -4280187.619246 nChanged 55 SP:Iteration 47Q (260.288916 sec): 3 clusters Score: Raw -4283552.147178 + Penalty 3359.721594 = -4280192.425585 nChanged 49 SP:Iteration 48Q (260.390033 sec): 3 clusters Score: Raw -4283556.091357 + Penalty 3359.721594 = -4280196.369763 nChanged 42 SP:Iteration 49Q (260.482381 sec): 3 clusters Score: Raw -4283558.688937 + Penalty 3359.721594 = -4280198.967344 nChanged 32 SP:Iteration 50Q (260.584714 sec): 3 clusters Score: Raw -4283560.751402 + Penalty 3359.721594 = -4280201.029808 nChanged 29 SP:Iteration 51Q (260.674849 sec): 3 clusters Score: Raw -4283562.442177 + Penalty 3359.721594 = -4280202.720584 nChanged 30 SP:Iteration 52Q (260.775772 sec): 3 clusters Score: Raw -4283563.962121 + Penalty 3359.721594 = -4280204.240528 nChanged 20 SP:Iteration 53Q (260.874152 sec): 3 clusters Score: Raw -4283564.700129 + Penalty 3359.721594 = -4280204.978536 nChanged 18 SP:Iteration 54Q (260.962461 sec): 3 clusters Score: Raw -4283565.692494 + Penalty 3359.721594 = -4280205.970900 nChanged 16 SP:Iteration 55Q (261.061919 sec): 3 clusters Score: Raw -4283566.616957 + Penalty 3359.721594 = -4280206.895363 nChanged 23 SP:Iteration 56Q (261.147532 sec): 3 clusters Score: Raw -4283568.180839 + Penalty 3359.721594 = -4280208.459245 nChanged 24 SP:Iteration 57Q (261.241257 sec): 3 clusters Score: Raw -4283569.361081 + Penalty 3359.721594 = -4280209.639488 nChanged 16 SP:Iteration 58Q (261.335845 sec): 3 clusters Score: Raw -4283570.176351 + Penalty 3359.721594 = -4280210.454758 nChanged 13 SP:Iteration 59Q (261.438535 sec): 3 clusters Score: Raw -4283570.754551 + Penalty 3359.721594 = -4280211.032958 nChanged 10 SP:Iteration 60F (261.524262 sec): 3 clusters Score: Raw -4283571.243767 + Penalty 3359.721594 = -4280211.522174 nChanged 8 SP:Iteration 61Q (261.630294 sec): 3 clusters Score: Raw -4283571.533877 + Penalty 3359.721594 = -4280211.812283 nChanged 2 SP:Iteration 62Q (261.726720 sec): 3 clusters Score: Raw -4283571.640185 + Penalty 3359.721594 = -4280211.918592 nChanged 2 SP:Iteration 63Q (261.814574 sec): 3 clusters Score: Raw -4283571.716670 + Penalty 3359.721594 = -4280211.995076 nChanged 2 SP:Iteration 64Q (261.907188 sec): 3 clusters Score: Raw -4283571.777928 + Penalty 3359.721594 = -4280212.056335 nChanged 2 SP:Iteration 65Q (262.007715 sec): 3 clusters Score: Raw -4283571.828443 + Penalty 3359.721594 = -4280212.106849 nChanged 2 SP:Iteration 66Q (262.107069 sec): 3 clusters Score: Raw -4283571.858664 + Penalty 3359.721594 = -4280212.137070 nChanged 2 SP:Iteration 67Q (262.199783 sec): 3 clusters Score: Raw -4283571.915146 + Penalty 3359.721594 = -4280212.193552 nChanged 1 SP:Iteration 68Q (262.298783 sec): 3 clusters Score: Raw -4283571.937325 + Penalty 3359.721594 = -4280212.215732 nChanged 0 SP:Iteration 69F (262.390900 sec): 3 clusters Score: Raw -4283571.937325 + Penalty 3359.721594 = -4280212.215732 nChanged 0 Trying to split cluster 21 (7646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (262.421252 sec): 2 clusters Score: Raw -1017978.996281 + Penalty 1453.064911 = -1016525.931370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (262.480999 sec): 3 clusters Score: Raw -1013765.471112 + Penalty 2906.129822 = -1010859.341290 nChanged 3256 SP:Iteration 1F (262.545499 sec): 3 clusters Score: Raw -1015815.183100 + Penalty 2906.129822 = -1012909.053278 nChanged 692 SP:Iteration 2F (262.612116 sec): 3 clusters Score: Raw -1016437.677055 + Penalty 2906.129822 = -1013531.547233 nChanged 672 SP:Iteration 3F (262.672921 sec): 3 clusters Score: Raw -1017070.384818 + Penalty 2906.129822 = -1014164.254996 nChanged 627 SP:Iteration 4F (262.729665 sec): 3 clusters Score: Raw -1017602.258573 + Penalty 2906.129822 = -1014696.128751 nChanged 498 SP:Iteration 5F (262.782871 sec): 3 clusters Score: Raw -1017943.788882 + Penalty 2906.129822 = -1015037.659060 nChanged 354 SP:Iteration 6Q (262.851084 sec): 3 clusters Score: Raw -1018157.248372 + Penalty 2906.129822 = -1015251.118550 nChanged 238 SP:Iteration 7Q (262.898104 sec): 3 clusters Score: Raw -1018273.440153 + Penalty 2906.129822 = -1015367.310331 nChanged 170 SP:Iteration 8Q (262.955493 sec): 3 clusters Score: Raw -1018354.932487 + Penalty 2906.129822 = -1015448.802665 nChanged 133 SP:Iteration 9Q (263.010846 sec): 3 clusters Score: Raw -1018414.137547 + Penalty 2906.129822 = -1015508.007725 nChanged 121 SP:Iteration 10Q (263.065312 sec): 3 clusters Score: Raw -1018465.277377 + Penalty 2906.129822 = -1015559.147555 nChanged 81 SP:Iteration 11Q (263.138022 sec): 3 clusters Score: Raw -1018498.002265 + Penalty 2906.129822 = -1015591.872442 nChanged 73 SP:Iteration 12Q (263.194704 sec): 3 clusters Score: Raw -1018522.243480 + Penalty 2906.129822 = -1015616.113658 nChanged 66 SP:Iteration 13Q (263.253891 sec): 3 clusters Score: Raw -1018541.374212 + Penalty 2906.129822 = -1015635.244390 nChanged 49 SP:Iteration 14Q (263.308097 sec): 3 clusters Score: Raw -1018554.888112 + Penalty 2906.129822 = -1015648.758289 nChanged 40 SP:Iteration 15Q (263.366736 sec): 3 clusters Score: Raw -1018565.239552 + Penalty 2906.129822 = -1015659.109730 nChanged 33 SP:Iteration 16Q (263.423542 sec): 3 clusters Score: Raw -1018573.665266 + Penalty 2906.129822 = -1015667.535444 nChanged 36 SP:Iteration 17Q (263.490733 sec): 3 clusters Score: Raw -1018583.453629 + Penalty 2906.129822 = -1015677.323807 nChanged 25 SP:Iteration 18Q (263.543302 sec): 3 clusters Score: Raw -1018592.757126 + Penalty 2906.129822 = -1015686.627303 nChanged 30 SP:Iteration 19Q (263.603313 sec): 3 clusters Score: Raw -1018602.812509 + Penalty 2906.129822 = -1015696.682687 nChanged 28 SP:Iteration 20F (263.668861 sec): 3 clusters Score: Raw -1018612.288966 + Penalty 2906.129822 = -1015706.159144 nChanged 29 SP:Iteration 21Q (263.718030 sec): 3 clusters Score: Raw -1018619.956522 + Penalty 2906.129822 = -1015713.826700 nChanged 30 SP:Iteration 22Q (263.781384 sec): 3 clusters Score: Raw -1018628.406776 + Penalty 2906.129822 = -1015722.276954 nChanged 31 SP:Iteration 23Q (263.847798 sec): 3 clusters Score: Raw -1018636.365618 + Penalty 2906.129822 = -1015730.235796 nChanged 31 SP:Iteration 24Q (263.894239 sec): 3 clusters Score: Raw -1018644.626958 + Penalty 2906.129822 = -1015738.497136 nChanged 29 SP:Iteration 25Q (263.958169 sec): 3 clusters Score: Raw -1018652.405908 + Penalty 2906.129822 = -1015746.276086 nChanged 22 SP:Iteration 26Q (264.018743 sec): 3 clusters Score: Raw -1018658.631889 + Penalty 2906.129822 = -1015752.502067 nChanged 30 SP:Iteration 27Q (264.070836 sec): 3 clusters Score: Raw -1018666.865123 + Penalty 2906.129822 = -1015760.735301 nChanged 23 SP:Iteration 28Q (264.130741 sec): 3 clusters Score: Raw -1018674.226117 + Penalty 2906.129822 = -1015768.096295 nChanged 24 SP:Iteration 29Q (264.177042 sec): 3 clusters Score: Raw -1018680.680695 + Penalty 2906.129822 = -1015774.550873 nChanged 27 SP:Iteration 30Q (264.232708 sec): 3 clusters Score: Raw -1018686.994983 + Penalty 2906.129822 = -1015780.865161 nChanged 21 SP:Iteration 31Q (264.293489 sec): 3 clusters Score: Raw -1018692.432029 + Penalty 2906.129822 = -1015786.302207 nChanged 14 SP:Iteration 32Q (264.340031 sec): 3 clusters Score: Raw -1018695.286658 + Penalty 2906.129822 = -1015789.156836 nChanged 11 SP:Iteration 33Q (264.406506 sec): 3 clusters Score: Raw -1018698.535254 + Penalty 2906.129822 = -1015792.405432 nChanged 14 SP:Iteration 34Q (264.461076 sec): 3 clusters Score: Raw -1018702.321425 + Penalty 2906.129822 = -1015796.191603 nChanged 14 SP:Iteration 35Q (264.519549 sec): 3 clusters Score: Raw -1018707.212531 + Penalty 2906.129822 = -1015801.082709 nChanged 16 SP:Iteration 36Q (264.573937 sec): 3 clusters Score: Raw -1018711.888954 + Penalty 2906.129822 = -1015805.759132 nChanged 10 SP:Iteration 37Q (264.632351 sec): 3 clusters Score: Raw -1018715.027276 + Penalty 2906.129822 = -1015808.897454 nChanged 8 SP:Iteration 38Q (264.687422 sec): 3 clusters Score: Raw -1018717.387432 + Penalty 2906.129822 = -1015811.257610 nChanged 11 SP:Iteration 39Q (264.756510 sec): 3 clusters Score: Raw -1018720.537840 + Penalty 2906.129822 = -1015814.408018 nChanged 9 SP:Iteration 40F (264.812572 sec): 3 clusters Score: Raw -1018722.948685 + Penalty 2906.129822 = -1015816.818862 nChanged 8 SP:Iteration 41Q (264.864849 sec): 3 clusters Score: Raw -1018725.202121 + Penalty 2906.129822 = -1015819.072299 nChanged 9 SP:Iteration 42Q (264.923528 sec): 3 clusters Score: Raw -1018728.766060 + Penalty 2906.129822 = -1015822.636238 nChanged 14 SP:Iteration 43Q (264.987614 sec): 3 clusters Score: Raw -1018733.983755 + Penalty 2906.129822 = -1015827.853933 nChanged 12 SP:Iteration 44Q (265.047676 sec): 3 clusters Score: Raw -1018738.221078 + Penalty 2906.129822 = -1015832.091256 nChanged 12 SP:Iteration 45Q (265.105826 sec): 3 clusters Score: Raw -1018742.660740 + Penalty 2906.129822 = -1015836.530918 nChanged 10 SP:Iteration 46Q (265.151765 sec): 3 clusters Score: Raw -1018746.096739 + Penalty 2906.129822 = -1015839.966917 nChanged 8 SP:Iteration 47Q (265.219443 sec): 3 clusters Score: Raw -1018748.976750 + Penalty 2906.129822 = -1015842.846928 nChanged 9 SP:Iteration 48Q (265.262720 sec): 3 clusters Score: Raw -1018751.132438 + Penalty 2906.129822 = -1015845.002616 nChanged 6 SP:Iteration 49Q (265.332608 sec): 3 clusters Score: Raw -1018752.714384 + Penalty 2906.129822 = -1015846.584562 nChanged 5 SP:Iteration 50Q (265.389912 sec): 3 clusters Score: Raw -1018754.464420 + Penalty 2906.129822 = -1015848.334598 nChanged 10 SP:Iteration 51Q (265.450172 sec): 3 clusters Score: Raw -1018757.122084 + Penalty 2906.129822 = -1015850.992262 nChanged 7 SP:Iteration 52Q (265.508929 sec): 3 clusters Score: Raw -1018758.695700 + Penalty 2906.129822 = -1015852.565878 nChanged 5 SP:Iteration 53Q (265.558528 sec): 3 clusters Score: Raw -1018760.495690 + Penalty 2906.129822 = -1015854.365868 nChanged 6 SP:Iteration 54Q (265.622837 sec): 3 clusters Score: Raw -1018762.294314 + Penalty 2906.129822 = -1015856.164492 nChanged 9 SP:Iteration 55Q (265.673352 sec): 3 clusters Score: Raw -1018765.162451 + Penalty 2906.129822 = -1015859.032629 nChanged 10 SP:Iteration 56Q (265.732186 sec): 3 clusters Score: Raw -1018768.138550 + Penalty 2906.129822 = -1015862.008728 nChanged 6 SP:Iteration 57Q (265.792868 sec): 3 clusters Score: Raw -1018769.597546 + Penalty 2906.129822 = -1015863.467724 nChanged 2 SP:Iteration 58Q (265.852209 sec): 3 clusters Score: Raw -1018770.158077 + Penalty 2906.129822 = -1015864.028255 nChanged 4 SP:Iteration 59Q (265.912139 sec): 3 clusters Score: Raw -1018771.012309 + Penalty 2906.129822 = -1015864.882487 nChanged 7 SP:Iteration 60F (265.973538 sec): 3 clusters Score: Raw -1018773.223732 + Penalty 2906.129822 = -1015867.093910 nChanged 6 SP:Iteration 61Q (266.033129 sec): 3 clusters Score: Raw -1018775.095323 + Penalty 2906.129822 = -1015868.965501 nChanged 5 SP:Iteration 62Q (266.091180 sec): 3 clusters Score: Raw -1018778.515759 + Penalty 2906.129822 = -1015872.385937 nChanged 8 SP:Iteration 63Q (266.150078 sec): 3 clusters Score: Raw -1018782.343702 + Penalty 2906.129822 = -1015876.213879 nChanged 3 SP:Iteration 64Q (266.198186 sec): 3 clusters Score: Raw -1018783.274331 + Penalty 2906.129822 = -1015877.144509 nChanged 2 SP:Iteration 65Q (266.259000 sec): 3 clusters Score: Raw -1018784.208933 + Penalty 2906.129822 = -1015878.079111 nChanged 2 SP:Iteration 66Q (266.317274 sec): 3 clusters Score: Raw -1018784.480091 + Penalty 2906.129822 = -1015878.350268 nChanged 1 SP:Iteration 67Q (266.375910 sec): 3 clusters Score: Raw -1018784.754284 + Penalty 2906.129822 = -1015878.624462 nChanged 2 SP:Iteration 68Q (266.430716 sec): 3 clusters Score: Raw -1018785.177403 + Penalty 2906.129822 = -1015879.047581 nChanged 1 SP:Iteration 69Q (266.488927 sec): 3 clusters Score: Raw -1018785.321912 + Penalty 2906.129822 = -1015879.192090 nChanged 0 SP:Iteration 70F (266.548670 sec): 3 clusters Score: Raw -1018785.321912 + Penalty 2906.129822 = -1015879.192090 nChanged 0 Trying to split cluster 22 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (266.565215 sec): 2 clusters Score: Raw -43959.786585 + Penalty 1014.677121 = -42945.109464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (266.613268 sec): 3 clusters Score: Raw -44003.650370 + Penalty 2029.354243 = -41974.296127 nChanged 149 SP:Iteration 1F (266.656079 sec): 3 clusters Score: Raw -44443.204678 + Penalty 2029.354243 = -42413.850435 nChanged 58 SP:Iteration 2F (266.704130 sec): 3 clusters Score: Raw -44646.728975 + Penalty 2029.354243 = -42617.374732 nChanged 34 SP:Iteration 3F (266.747251 sec): 3 clusters Score: Raw -44816.915619 + Penalty 2029.354243 = -42787.561377 nChanged 20 SP:Iteration 4Q (266.798726 sec): 3 clusters Score: Raw -44936.242552 + Penalty 2029.354243 = -42906.888309 nChanged 14 SP:Iteration 5Q (266.848736 sec): 3 clusters Score: Raw -45047.755118 + Penalty 2029.354243 = -43018.400875 nChanged 11 SP:Iteration 6Q (266.889870 sec): 3 clusters Score: Raw -45091.029384 + Penalty 2029.354243 = -43061.675141 nChanged 12 SP:Iteration 7Q (266.933101 sec): 3 clusters Score: Raw -45152.056177 + Penalty 2029.354243 = -43122.701934 nChanged 7 SP:Iteration 8Q (266.965454 sec): 3 clusters Score: Raw -45173.302920 + Penalty 2029.354243 = -43143.948678 nChanged 4 SP:Iteration 9Q (267.008756 sec): 3 clusters Score: Raw -45182.696584 + Penalty 2029.354243 = -43153.342341 nChanged 3 SP:Iteration 10Q (267.052231 sec): 3 clusters Score: Raw -45190.906913 + Penalty 2029.354243 = -43161.552670 nChanged 3 SP:Iteration 11Q (267.091937 sec): 3 clusters Score: Raw -45195.124834 + Penalty 2029.354243 = -43165.770591 nChanged 1 SP:Iteration 12Q (267.138602 sec): 3 clusters Score: Raw -45195.833885 + Penalty 2029.354243 = -43166.479642 nChanged 0 SP:Iteration 13F (267.177581 sec): 3 clusters Score: Raw -45195.833885 + Penalty 2029.354243 = -43166.479642 nChanged 0 Score: Raw -39802281.090340 + Penalty 61264.994015 = -39741016.096325 Splitting cluster 22 changes total score from -39732739.911679 to -39741016.096325 So it's getting split into cluster 30. Trying to split cluster 23 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (272.745162 sec): 2 clusters Score: Raw -64866.625629 + Penalty 1004.588797 = -63862.036831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (272.779608 sec): 3 clusters Score: Raw -64844.710826 + Penalty 2009.177595 = -62835.533232 nChanged 101 SP:Iteration 1F (272.836028 sec): 3 clusters Score: Raw -64993.931619 + Penalty 2009.177595 = -62984.754024 nChanged 36 SP:Iteration 2F (272.883944 sec): 3 clusters Score: Raw -65080.703383 + Penalty 2009.177595 = -63071.525789 nChanged 23 SP:Iteration 3Q (272.934458 sec): 3 clusters Score: Raw -65135.911972 + Penalty 2009.177595 = -63126.734377 nChanged 21 SP:Iteration 4Q (272.980858 sec): 3 clusters Score: Raw -65191.130820 + Penalty 2009.177595 = -63181.953225 nChanged 14 SP:Iteration 5Q (273.031098 sec): 3 clusters Score: Raw -65210.542982 + Penalty 2009.177595 = -63201.365388 nChanged 10 SP:Iteration 6Q (273.067278 sec): 3 clusters Score: Raw -65232.340806 + Penalty 2009.177595 = -63223.163211 nChanged 5 SP:Iteration 7Q (273.107498 sec): 3 clusters Score: Raw -65244.149336 + Penalty 2009.177595 = -63234.971741 nChanged 5 SP:Iteration 8Q (273.154908 sec): 3 clusters Score: Raw -65251.328698 + Penalty 2009.177595 = -63242.151103 nChanged 2 SP:Iteration 9Q (273.195879 sec): 3 clusters Score: Raw -65257.599117 + Penalty 2009.177595 = -63248.421523 nChanged 3 SP:Iteration 10Q (273.242298 sec): 3 clusters Score: Raw -65263.418854 + Penalty 2009.177595 = -63254.241259 nChanged 4 SP:Iteration 11Q (273.281292 sec): 3 clusters Score: Raw -65269.915787 + Penalty 2009.177595 = -63260.738193 nChanged 1 SP:Iteration 12Q (273.329207 sec): 3 clusters Score: Raw -65270.660590 + Penalty 2009.177595 = -63261.482995 nChanged 0 SP:Iteration 13F (273.367077 sec): 3 clusters Score: Raw -65270.660590 + Penalty 2009.177595 = -63261.482995 nChanged 0 Trying to split cluster 25 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (273.398128 sec): 2 clusters Score: Raw -55027.962700 + Penalty 1007.912022 = -54020.050678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (273.438487 sec): 3 clusters Score: Raw -55018.659218 + Penalty 2015.824043 = -53002.835175 nChanged 118 SP:Iteration 1F (273.487200 sec): 3 clusters Score: Raw -55244.927234 + Penalty 2015.824043 = -53229.103190 nChanged 39 SP:Iteration 2F (273.527617 sec): 3 clusters Score: Raw -55362.171293 + Penalty 2015.824043 = -53346.347250 nChanged 24 SP:Iteration 3Q (273.574161 sec): 3 clusters Score: Raw -55444.240926 + Penalty 2015.824043 = -53428.416883 nChanged 26 SP:Iteration 4F (273.629466 sec): 3 clusters Score: Raw -55493.747673 + Penalty 2015.824043 = -53477.923630 nChanged 11 SP:Iteration 5Q (273.662978 sec): 3 clusters Score: Raw -55515.443542 + Penalty 2015.824043 = -53499.619499 nChanged 4 SP:Iteration 6Q (273.711250 sec): 3 clusters Score: Raw -55524.627061 + Penalty 2015.824043 = -53508.803018 nChanged 8 SP:Iteration 7Q (273.756033 sec): 3 clusters Score: Raw -55536.436481 + Penalty 2015.824043 = -53520.612438 nChanged 6 SP:Iteration 8Q (273.799017 sec): 3 clusters Score: Raw -55571.535056 + Penalty 2015.824043 = -53555.711013 nChanged 8 SP:Iteration 9Q (273.842615 sec): 3 clusters Score: Raw -55594.951345 + Penalty 2015.824043 = -53579.127302 nChanged 9 SP:Iteration 10Q (273.880101 sec): 3 clusters Score: Raw -55615.868709 + Penalty 2015.824043 = -53600.044666 nChanged 8 SP:Iteration 11Q (273.923774 sec): 3 clusters Score: Raw -55629.618399 + Penalty 2015.824043 = -53613.794356 nChanged 9 SP:Iteration 12Q (273.963138 sec): 3 clusters Score: Raw -55646.108585 + Penalty 2015.824043 = -53630.284542 nChanged 3 SP:Iteration 13Q (273.999519 sec): 3 clusters Score: Raw -55651.063329 + Penalty 2015.824043 = -53635.239286 nChanged 1 SP:Iteration 14Q (274.046082 sec): 3 clusters Score: Raw -55652.648118 + Penalty 2015.824043 = -53636.824075 nChanged 1 SP:Iteration 15Q (274.091796 sec): 3 clusters Score: Raw -55658.829401 + Penalty 2015.824043 = -53643.005358 nChanged 3 SP:Iteration 16Q (274.131145 sec): 3 clusters Score: Raw -55664.136710 + Penalty 2015.824043 = -53648.312667 nChanged 0 SP:Iteration 17F (274.175760 sec): 3 clusters Score: Raw -55664.136710 + Penalty 2015.824043 = -53648.312667 nChanged 0 Trying to split cluster 26 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (274.200136 sec): 2 clusters Score: Raw -38516.010738 + Penalty 949.575968 = -37566.434771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (274.242919 sec): 3 clusters Score: Raw -38625.406786 + Penalty 1899.151936 = -36726.254850 nChanged 98 SP:Iteration 1F (274.275737 sec): 3 clusters Score: Raw -38914.954218 + Penalty 1899.151936 = -37015.802282 nChanged 30 SP:Iteration 2F (274.331078 sec): 3 clusters Score: Raw -39018.017128 + Penalty 1899.151936 = -37118.865192 nChanged 13 SP:Iteration 3Q (274.366947 sec): 3 clusters Score: Raw -39051.991318 + Penalty 1899.151936 = -37152.839383 nChanged 11 SP:Iteration 4Q (274.413562 sec): 3 clusters Score: Raw -39076.380345 + Penalty 1899.151936 = -37177.228409 nChanged 11 SP:Iteration 5Q (274.454663 sec): 3 clusters Score: Raw -39134.004951 + Penalty 1899.151936 = -37234.853015 nChanged 9 SP:Iteration 6Q (274.489180 sec): 3 clusters Score: Raw -39161.771411 + Penalty 1899.151936 = -37262.619475 nChanged 5 SP:Iteration 7Q (274.532377 sec): 3 clusters Score: Raw -39167.046276 + Penalty 1899.151936 = -37267.894340 nChanged 3 SP:Iteration 8Q (274.571181 sec): 3 clusters Score: Raw -39168.869427 + Penalty 1899.151936 = -37269.717491 nChanged 6 SP:Iteration 9Q (274.616097 sec): 3 clusters Score: Raw -39179.693149 + Penalty 1899.151936 = -37280.541213 nChanged 2 SP:Iteration 10Q (274.660083 sec): 3 clusters Score: Raw -39185.764558 + Penalty 1899.151936 = -37286.612623 nChanged 2 SP:Iteration 11Q (274.700107 sec): 3 clusters Score: Raw -39212.399252 + Penalty 1899.151936 = -37313.247316 nChanged 4 SP:Iteration 12Q (274.749616 sec): 3 clusters Score: Raw -39232.369830 + Penalty 1899.151936 = -37333.217894 nChanged 4 SP:Iteration 13Q (274.792354 sec): 3 clusters Score: Raw -39266.500535 + Penalty 1899.151936 = -37367.348599 nChanged 2 SP:Iteration 14Q (274.836520 sec): 3 clusters Score: Raw -39271.967723 + Penalty 1899.151936 = -37372.815788 nChanged 2 SP:Iteration 15Q (274.871442 sec): 3 clusters Score: Raw -39287.862481 + Penalty 1899.151936 = -37388.710546 nChanged 2 SP:Iteration 16Q (274.923003 sec): 3 clusters Score: Raw -39302.645063 + Penalty 1899.151936 = -37403.493127 nChanged 1 SP:Iteration 17Q (274.955179 sec): 3 clusters Score: Raw -39303.554090 + Penalty 1899.151936 = -37404.402154 nChanged 0 SP:Iteration 18F (275.000084 sec): 3 clusters Score: Raw -39303.873233 + Penalty 1899.151936 = -37404.721298 nChanged 1 SP:Iteration 19Q (275.045166 sec): 3 clusters Score: Raw -39334.788259 + Penalty 1899.151936 = -37435.636324 nChanged 1 SP:Iteration 20F (275.085781 sec): 3 clusters Score: Raw -39335.167145 + Penalty 1899.151936 = -37436.015210 nChanged 0 Trying to split cluster 27 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (275.108745 sec): 2 clusters Score: Raw -50377.396210 + Penalty 966.555686 = -49410.840525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (275.144473 sec): 3 clusters Score: Raw -50426.441136 + Penalty 1933.111371 = -48493.329765 nChanged 90 SP:Iteration 1F (275.190864 sec): 3 clusters Score: Raw -50582.326386 + Penalty 1933.111371 = -48649.215014 nChanged 42 SP:Iteration 2F (275.234229 sec): 3 clusters Score: Raw -50722.842845 + Penalty 1933.111371 = -48789.731473 nChanged 19 SP:Iteration 3Q (275.270284 sec): 3 clusters Score: Raw -50779.216187 + Penalty 1933.111371 = -48846.104816 nChanged 15 SP:Iteration 4Q (275.315949 sec): 3 clusters Score: Raw -50839.640849 + Penalty 1933.111371 = -48906.529477 nChanged 8 SP:Iteration 5Q (275.360345 sec): 3 clusters Score: Raw -50870.177167 + Penalty 1933.111371 = -48937.065796 nChanged 3 SP:Iteration 6Q (275.400223 sec): 3 clusters Score: Raw -50886.547922 + Penalty 1933.111371 = -48953.436551 nChanged 2 SP:Iteration 7Q (275.426514 sec): 3 clusters Score: Raw -50893.457757 + Penalty 1933.111371 = -48960.346386 nChanged 4 SP:Iteration 8Q (275.478587 sec): 3 clusters Score: Raw -50904.060476 + Penalty 1933.111371 = -48970.949104 nChanged 2 SP:Iteration 9Q (275.510962 sec): 3 clusters Score: Raw -50912.464135 + Penalty 1933.111371 = -48979.352763 nChanged 1 SP:Iteration 10Q (275.554360 sec): 3 clusters Score: Raw -50919.652279 + Penalty 1933.111371 = -48986.540907 nChanged 2 SP:Iteration 11Q (275.598683 sec): 3 clusters Score: Raw -50929.630531 + Penalty 1933.111371 = -48996.519160 nChanged 1 SP:Iteration 12Q (275.639688 sec): 3 clusters Score: Raw -50942.331592 + Penalty 1933.111371 = -49009.220220 nChanged 3 SP:Iteration 13Q (275.683997 sec): 3 clusters Score: Raw -50968.271521 + Penalty 1933.111371 = -49035.160149 nChanged 3 SP:Iteration 14Q (275.724191 sec): 3 clusters Score: Raw -50979.218774 + Penalty 1933.111371 = -49046.107402 nChanged 1 SP:Iteration 15Q (275.762757 sec): 3 clusters Score: Raw -50982.350509 + Penalty 1933.111371 = -49049.239138 nChanged 2 SP:Iteration 16Q (275.814345 sec): 3 clusters Score: Raw -50986.267267 + Penalty 1933.111371 = -49053.155895 nChanged 1 SP:Iteration 17Q (275.851231 sec): 3 clusters Score: Raw -50988.011914 + Penalty 1933.111371 = -49054.900542 nChanged 0 SP:Iteration 18F (275.897222 sec): 3 clusters Score: Raw -50988.011914 + Penalty 1933.111371 = -49054.900542 nChanged 0 Deleting Class 30 (251 points): Lose 1673.809056 but Gain 2042.166467 Iteration 59Q (278.231679 sec): 30 clusters Score: Raw -39803526.818524 + Penalty 59222.827548 = -39744303.990976 nChanged 3369 Iteration 60F (283.598244 sec): 30 clusters Score: Raw -39809611.454742 + Penalty 59222.827548 = -39750388.627194 nChanged 3766 Iteration 61Q (285.835060 sec): 30 clusters Score: Raw -39813126.396905 + Penalty 59222.827548 = -39753903.569357 nChanged 2903 Iteration 62Q (288.039111 sec): 30 clusters Score: Raw -39814523.883534 + Penalty 59222.827548 = -39755301.055986 nChanged 2716 Iteration 63Q (290.248919 sec): 30 clusters Score: Raw -39815586.532754 + Penalty 59222.827548 = -39756363.705206 nChanged 2732 Iteration 64Q (292.293875 sec): 30 clusters Score: Raw -39816623.960969 + Penalty 59222.827548 = -39757401.133421 nChanged 2857 Iteration 65Q (294.536624 sec): 30 clusters Score: Raw -39817718.636697 + Penalty 59222.827548 = -39758495.809148 nChanged 3297 Iteration 66Q (296.477943 sec): 30 clusters Score: Raw -39819060.755040 + Penalty 59222.827548 = -39759837.927491 nChanged 3885 Iteration 67Q (298.502754 sec): 30 clusters Score: Raw -39820690.237040 + Penalty 59222.827548 = -39761467.409492 nChanged 4448 Iteration 68Q (300.684618 sec): 30 clusters Score: Raw -39822666.821439 + Penalty 59222.827548 = -39763443.993890 nChanged 5325 Iteration 69Q (302.874322 sec): 30 clusters Score: Raw -39825265.348692 + Penalty 59222.827548 = -39766042.521144 nChanged 6389 Iteration 70Q (304.968705 sec): 30 clusters Score: Raw -39828589.288445 + Penalty 59222.827548 = -39769366.460896 nChanged 7425 Iteration 71Q (307.175648 sec): 30 clusters Score: Raw -39832658.256847 + Penalty 59222.827548 = -39773435.429299 nChanged 8192 Iteration 72Q (309.381498 sec): 30 clusters Score: Raw -39836915.273706 + Penalty 59222.827548 = -39777692.446158 nChanged 8248 Iteration 73Q (311.668628 sec): 30 clusters Score: Raw -39840911.659678 + Penalty 59222.827548 = -39781688.832130 nChanged 7847 Iteration 74Q (314.020287 sec): 30 clusters Score: Raw -39844328.059229 + Penalty 59222.827548 = -39785105.231680 nChanged 6858 Iteration 75Q (316.344341 sec): 30 clusters Score: Raw -39847012.709844 + Penalty 59222.827548 = -39787789.882296 nChanged 5824 Iteration 76Q (318.640546 sec): 30 clusters Score: Raw -39849124.457802 + Penalty 59222.827548 = -39789901.630254 nChanged 4903 Iteration 77Q (320.988682 sec): 30 clusters Score: Raw -39850765.786909 + Penalty 59222.827548 = -39791542.959360 nChanged 4152 Iteration 78Q (323.068401 sec): 30 clusters Score: Raw -39852082.681107 + Penalty 59222.827548 = -39792859.853559 nChanged 3506 Iteration 79Q (325.184871 sec): 30 clusters Score: Raw -39853169.654693 + Penalty 59222.827548 = -39793946.827145 nChanged 3129 Iteration 80F (330.545526 sec): 30 clusters Score: Raw -39867560.694498 + Penalty 59222.827548 = -39808337.866950 nChanged 19012 Iteration 81F (335.897932 sec): 30 clusters Score: Raw -39885612.622034 + Penalty 59222.827548 = -39826389.794486 nChanged 18340 Iteration 82F (341.255750 sec): 30 clusters Score: Raw -39898581.946136 + Penalty 59222.827548 = -39839359.118588 nChanged 15941 Iteration 83F (346.612009 sec): 30 clusters Score: Raw -39908624.775223 + Penalty 59222.827548 = -39849401.947675 nChanged 14027 Iteration 84Q (348.743594 sec): 30 clusters Score: Raw -39916824.823729 + Penalty 59222.827548 = -39857601.996181 nChanged 12232 Iteration 85Q (350.903961 sec): 30 clusters Score: Raw -39923961.646919 + Penalty 59222.827548 = -39864738.819371 nChanged 11176 Iteration 86Q (353.150856 sec): 30 clusters Score: Raw -39930457.261310 + Penalty 59222.827548 = -39871234.433762 nChanged 10322 Iteration 87Q (355.454889 sec): 30 clusters Score: Raw -39936626.570479 + Penalty 59222.827548 = -39877403.742931 nChanged 9597 Iteration 88Q (357.812407 sec): 30 clusters Score: Raw -39942163.164928 + Penalty 59222.827548 = -39882940.337380 nChanged 8824 Iteration 89Q (359.994134 sec): 30 clusters Score: Raw -39946753.251013 + Penalty 59222.827548 = -39887530.423464 nChanged 7836 Iteration 90Q (362.229264 sec): 30 clusters Score: Raw -39950345.815021 + Penalty 59222.827548 = -39891122.987473 nChanged 6931 Iteration 91Q (364.439309 sec): 30 clusters Score: Raw -39953191.247727 + Penalty 59222.827548 = -39893968.420179 nChanged 5756 Iteration 92Q (366.753779 sec): 30 clusters Score: Raw -39955245.037046 + Penalty 59222.827548 = -39896022.209498 nChanged 4717 Iteration 93Q (368.920207 sec): 30 clusters Score: Raw -39956627.563855 + Penalty 59222.827548 = -39897404.736307 nChanged 3616 Iteration 94Q (371.035561 sec): 30 clusters Score: Raw -39957493.675942 + Penalty 59222.827548 = -39898270.848394 nChanged 2765 Iteration 95Q (373.222536 sec): 30 clusters Score: Raw -39958064.533494 + Penalty 59222.827548 = -39898841.705946 nChanged 2141 Iteration 96Q (375.269874 sec): 30 clusters Score: Raw -39958450.424197 + Penalty 59222.827548 = -39899227.596649 nChanged 1653 Iteration 97Q (377.446502 sec): 30 clusters Score: Raw -39958718.100921 + Penalty 59222.827548 = -39899495.273373 nChanged 1424 Iteration 98Q (379.506073 sec): 30 clusters Score: Raw -39958949.742481 + Penalty 59222.827548 = -39899726.914933 nChanged 1191 Writing temp clu file Because OldScore, -39899495.273373, is greater than current (better) Score,-39899726.914933 Compute initial score before splitting: Score: Raw -39958949.742481 + Penalty 59222.827548 = -39899726.914933 Trying to split cluster 1 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.630905 sec): 2 clusters Score: Raw -71590.043588 + Penalty 1023.280264 = -70566.763323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.681775 sec): 3 clusters Score: Raw -71618.871677 + Penalty 2046.560529 = -69572.311149 nChanged 146 SP:Iteration 1F (379.723617 sec): 3 clusters Score: Raw -71824.039169 + Penalty 2046.560529 = -69777.478640 nChanged 54 SP:Iteration 2F (379.763000 sec): 3 clusters Score: Raw -71951.900770 + Penalty 2046.560529 = -69905.340242 nChanged 49 SP:Iteration 3F (379.800595 sec): 3 clusters Score: Raw -72070.895872 + Penalty 2046.560529 = -70024.335343 nChanged 36 SP:Iteration 4F (379.853706 sec): 3 clusters Score: Raw -72133.332602 + Penalty 2046.560529 = -70086.772073 nChanged 14 SP:Iteration 5Q (379.898192 sec): 3 clusters Score: Raw -72178.442200 + Penalty 2046.560529 = -70131.881671 nChanged 14 SP:Iteration 6Q (379.942743 sec): 3 clusters Score: Raw -72233.755793 + Penalty 2046.560529 = -70187.195264 nChanged 13 SP:Iteration 7Q (379.983633 sec): 3 clusters Score: Raw -72288.782260 + Penalty 2046.560529 = -70242.221731 nChanged 8 SP:Iteration 8Q (380.023671 sec): 3 clusters Score: Raw -72325.582453 + Penalty 2046.560529 = -70279.021924 nChanged 6 SP:Iteration 9Q (380.063969 sec): 3 clusters Score: Raw -72343.459106 + Penalty 2046.560529 = -70296.898577 nChanged 3 SP:Iteration 10Q (380.113838 sec): 3 clusters Score: Raw -72355.430236 + Penalty 2046.560529 = -70308.869707 nChanged 1 SP:Iteration 11Q (380.150252 sec): 3 clusters Score: Raw -72358.235233 + Penalty 2046.560529 = -70311.674704 nChanged 2 SP:Iteration 12Q (380.192553 sec): 3 clusters Score: Raw -72367.963139 + Penalty 2046.560529 = -70321.402610 nChanged 4 SP:Iteration 13Q (380.233998 sec): 3 clusters Score: Raw -72405.912061 + Penalty 2046.560529 = -70359.351532 nChanged 9 SP:Iteration 14Q (380.281319 sec): 3 clusters Score: Raw -72437.585989 + Penalty 2046.560529 = -70391.025460 nChanged 5 SP:Iteration 15Q (380.322360 sec): 3 clusters Score: Raw -72460.796333 + Penalty 2046.560529 = -70414.235804 nChanged 4 SP:Iteration 16Q (380.358233 sec): 3 clusters Score: Raw -72475.036327 + Penalty 2046.560529 = -70428.475798 nChanged 5 SP:Iteration 17Q (380.404707 sec): 3 clusters Score: Raw -72487.537422 + Penalty 2046.560529 = -70440.976893 nChanged 3 SP:Iteration 18Q (380.458710 sec): 3 clusters Score: Raw -72495.501613 + Penalty 2046.560529 = -70448.941084 nChanged 2 SP:Iteration 19Q (380.505357 sec): 3 clusters Score: Raw -72504.037398 + Penalty 2046.560529 = -70457.476869 nChanged 0 SP:Iteration 20F (380.562153 sec): 3 clusters Score: Raw -72505.815766 + Penalty 2046.560529 = -70459.255237 nChanged 1 SP:Iteration 21Q (380.605704 sec): 3 clusters Score: Raw -72513.560071 + Penalty 2046.560529 = -70466.999542 nChanged 3 SP:Iteration 22Q (380.661382 sec): 3 clusters Score: Raw -72519.198587 + Penalty 2046.560529 = -70472.638058 nChanged 3 SP:Iteration 23Q (380.712251 sec): 3 clusters Score: Raw -72525.935585 + Penalty 2046.560529 = -70479.375056 nChanged 2 SP:Iteration 24Q (380.749008 sec): 3 clusters Score: Raw -72529.772533 + Penalty 2046.560529 = -70483.212004 nChanged 1 SP:Iteration 25Q (380.805814 sec): 3 clusters Score: Raw -72535.653982 + Penalty 2046.560529 = -70489.093453 nChanged 0 SP:Iteration 26F (380.858773 sec): 3 clusters Score: Raw -72535.653982 + Penalty 2046.560529 = -70489.093453 nChanged 0 Trying to split cluster 2 (19570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (380.915496 sec): 2 clusters Score: Raw -2737874.132574 + Penalty 1605.784872 = -2736268.347701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (380.997997 sec): 3 clusters Score: Raw -2726231.367273 + Penalty 3211.569745 = -2723019.797528 nChanged 8717 SP:Iteration 1F (381.077787 sec): 3 clusters Score: Raw -2731115.333654 + Penalty 3211.569745 = -2727903.763910 nChanged 1267 SP:Iteration 2F (381.156387 sec): 3 clusters Score: Raw -2731785.174331 + Penalty 3211.569745 = -2728573.604587 nChanged 1280 SP:Iteration 3F (381.231834 sec): 3 clusters Score: Raw -2732572.425387 + Penalty 3211.569745 = -2729360.855642 nChanged 1277 SP:Iteration 4F (381.309069 sec): 3 clusters Score: Raw -2733459.656643 + Penalty 3211.569745 = -2730248.086899 nChanged 1293 SP:Iteration 5F (381.389526 sec): 3 clusters Score: Raw -2734522.617635 + Penalty 3211.569745 = -2731311.047890 nChanged 1332 SP:Iteration 6F (381.460142 sec): 3 clusters Score: Raw -2735774.019674 + Penalty 3211.569745 = -2732562.449929 nChanged 1240 SP:Iteration 7F (381.548345 sec): 3 clusters Score: Raw -2737124.772957 + Penalty 3211.569745 = -2733913.203213 nChanged 1019 SP:Iteration 8F (381.626490 sec): 3 clusters Score: Raw -2738676.811292 + Penalty 3211.569745 = -2735465.241548 nChanged 747 SP:Iteration 9Q (381.705064 sec): 3 clusters Score: Raw -2740608.626871 + Penalty 3211.569745 = -2737397.057126 nChanged 485 SP:Iteration 10Q (381.770168 sec): 3 clusters Score: Raw -2741225.286029 + Penalty 3211.569745 = -2738013.716284 nChanged 349 SP:Iteration 11Q (381.853560 sec): 3 clusters Score: Raw -2741393.608037 + Penalty 3211.569745 = -2738182.038293 nChanged 251 SP:Iteration 12Q (381.926109 sec): 3 clusters Score: Raw -2741509.070627 + Penalty 3211.569745 = -2738297.500882 nChanged 210 SP:Iteration 13Q (382.003567 sec): 3 clusters Score: Raw -2741606.589011 + Penalty 3211.569745 = -2738395.019267 nChanged 200 SP:Iteration 14Q (382.081640 sec): 3 clusters Score: Raw -2741698.803936 + Penalty 3211.569745 = -2738487.234192 nChanged 201 SP:Iteration 15Q (382.156305 sec): 3 clusters Score: Raw -2741819.134297 + Penalty 3211.569745 = -2738607.564553 nChanged 252 SP:Iteration 16Q (382.228939 sec): 3 clusters Score: Raw -2742031.162980 + Penalty 3211.569745 = -2738819.593236 nChanged 255 SP:Iteration 17Q (382.300369 sec): 3 clusters Score: Raw -2742210.597681 + Penalty 3211.569745 = -2738999.027937 nChanged 225 SP:Iteration 18Q (382.367424 sec): 3 clusters Score: Raw -2742308.909021 + Penalty 3211.569745 = -2739097.339276 nChanged 177 SP:Iteration 19Q (382.433129 sec): 3 clusters Score: Raw -2742374.808314 + Penalty 3211.569745 = -2739163.238569 nChanged 137 SP:Iteration 20F (382.523545 sec): 3 clusters Score: Raw -2742446.726091 + Penalty 3211.569745 = -2739235.156347 nChanged 162 SP:Iteration 21Q (382.591919 sec): 3 clusters Score: Raw -2742525.783020 + Penalty 3211.569745 = -2739314.213275 nChanged 151 SP:Iteration 22Q (382.667630 sec): 3 clusters Score: Raw -2742589.419000 + Penalty 3211.569745 = -2739377.849255 nChanged 129 SP:Iteration 23Q (382.736125 sec): 3 clusters Score: Raw -2742640.979914 + Penalty 3211.569745 = -2739429.410170 nChanged 109 SP:Iteration 24Q (382.820685 sec): 3 clusters Score: Raw -2742677.780995 + Penalty 3211.569745 = -2739466.211250 nChanged 96 SP:Iteration 25Q (382.897190 sec): 3 clusters Score: Raw -2742703.273391 + Penalty 3211.569745 = -2739491.703647 nChanged 84 SP:Iteration 26Q (382.972506 sec): 3 clusters Score: Raw -2742724.359822 + Penalty 3211.569745 = -2739512.790077 nChanged 82 SP:Iteration 27Q (383.036457 sec): 3 clusters Score: Raw -2742742.607657 + Penalty 3211.569745 = -2739531.037912 nChanged 59 SP:Iteration 28Q (383.114972 sec): 3 clusters Score: Raw -2742753.966740 + Penalty 3211.569745 = -2739542.396995 nChanged 56 SP:Iteration 29Q (383.181065 sec): 3 clusters Score: Raw -2742763.117318 + Penalty 3211.569745 = -2739551.547573 nChanged 40 SP:Iteration 30Q (383.258068 sec): 3 clusters Score: Raw -2742770.402755 + Penalty 3211.569745 = -2739558.833010 nChanged 40 SP:Iteration 31Q (383.339403 sec): 3 clusters Score: Raw -2742775.707402 + Penalty 3211.569745 = -2739564.137657 nChanged 26 SP:Iteration 32Q (383.415134 sec): 3 clusters Score: Raw -2742779.117207 + Penalty 3211.569745 = -2739567.547462 nChanged 24 SP:Iteration 33Q (383.484751 sec): 3 clusters Score: Raw -2742782.440331 + Penalty 3211.569745 = -2739570.870586 nChanged 22 SP:Iteration 34Q (383.548851 sec): 3 clusters Score: Raw -2742786.088486 + Penalty 3211.569745 = -2739574.518741 nChanged 26 SP:Iteration 35Q (383.630734 sec): 3 clusters Score: Raw -2742790.266244 + Penalty 3211.569745 = -2739578.696500 nChanged 22 SP:Iteration 36Q (383.701278 sec): 3 clusters Score: Raw -2742793.832636 + Penalty 3211.569745 = -2739582.262891 nChanged 26 SP:Iteration 37Q (383.758990 sec): 3 clusters Score: Raw -2742799.842258 + Penalty 3211.569745 = -2739588.272513 nChanged 34 SP:Iteration 38Q (383.841909 sec): 3 clusters Score: Raw -2742805.509961 + Penalty 3211.569745 = -2739593.940217 nChanged 28 SP:Iteration 39Q (383.913977 sec): 3 clusters Score: Raw -2742809.546809 + Penalty 3211.569745 = -2739597.977065 nChanged 21 SP:Iteration 40F (383.989437 sec): 3 clusters Score: Raw -2742813.185604 + Penalty 3211.569745 = -2739601.615860 nChanged 18 SP:Iteration 41Q (384.067588 sec): 3 clusters Score: Raw -2742816.978160 + Penalty 3211.569745 = -2739605.408416 nChanged 27 SP:Iteration 42Q (384.141548 sec): 3 clusters Score: Raw -2742822.357254 + Penalty 3211.569745 = -2739610.787510 nChanged 28 SP:Iteration 43Q (384.212325 sec): 3 clusters Score: Raw -2742828.286702 + Penalty 3211.569745 = -2739616.716957 nChanged 27 SP:Iteration 44Q (384.288321 sec): 3 clusters Score: Raw -2742833.807829 + Penalty 3211.569745 = -2739622.238085 nChanged 31 SP:Iteration 45Q (384.363431 sec): 3 clusters Score: Raw -2742840.589887 + Penalty 3211.569745 = -2739629.020142 nChanged 28 SP:Iteration 46Q (384.437827 sec): 3 clusters Score: Raw -2742846.089171 + Penalty 3211.569745 = -2739634.519426 nChanged 31 SP:Iteration 47Q (384.514862 sec): 3 clusters Score: Raw -2742853.196033 + Penalty 3211.569745 = -2739641.626288 nChanged 39 SP:Iteration 48Q (384.592041 sec): 3 clusters Score: Raw -2742862.920966 + Penalty 3211.569745 = -2739651.351221 nChanged 28 SP:Iteration 49Q (384.669562 sec): 3 clusters Score: Raw -2742868.993492 + Penalty 3211.569745 = -2739657.423747 nChanged 27 SP:Iteration 50Q (384.744287 sec): 3 clusters Score: Raw -2742874.897137 + Penalty 3211.569745 = -2739663.327392 nChanged 28 SP:Iteration 51Q (384.820558 sec): 3 clusters Score: Raw -2742883.161692 + Penalty 3211.569745 = -2739671.591947 nChanged 30 SP:Iteration 52Q (384.892911 sec): 3 clusters Score: Raw -2742894.006924 + Penalty 3211.569745 = -2739682.437180 nChanged 38 SP:Iteration 53Q (384.966722 sec): 3 clusters Score: Raw -2742908.940126 + Penalty 3211.569745 = -2739697.370382 nChanged 42 SP:Iteration 54Q (385.048646 sec): 3 clusters Score: Raw -2742926.250679 + Penalty 3211.569745 = -2739714.680934 nChanged 54 SP:Iteration 55Q (385.125771 sec): 3 clusters Score: Raw -2742944.386547 + Penalty 3211.569745 = -2739732.816802 nChanged 43 SP:Iteration 56Q (385.193726 sec): 3 clusters Score: Raw -2742956.835949 + Penalty 3211.569745 = -2739745.266204 nChanged 28 SP:Iteration 57Q (385.272463 sec): 3 clusters Score: Raw -2742962.569794 + Penalty 3211.569745 = -2739751.000049 nChanged 22 SP:Iteration 58Q (385.336942 sec): 3 clusters Score: Raw -2742967.763068 + Penalty 3211.569745 = -2739756.193324 nChanged 22 SP:Iteration 59Q (385.409337 sec): 3 clusters Score: Raw -2742973.587720 + Penalty 3211.569745 = -2739762.017975 nChanged 19 SP:Iteration 60F (385.498672 sec): 3 clusters Score: Raw -2742977.372409 + Penalty 3211.569745 = -2739765.802664 nChanged 20 SP:Iteration 61Q (385.571710 sec): 3 clusters Score: Raw -2742980.316168 + Penalty 3211.569745 = -2739768.746423 nChanged 20 SP:Iteration 62Q (385.647660 sec): 3 clusters Score: Raw -2742982.235701 + Penalty 3211.569745 = -2739770.665957 nChanged 10 SP:Iteration 63Q (385.709060 sec): 3 clusters Score: Raw -2742983.497136 + Penalty 3211.569745 = -2739771.927392 nChanged 11 SP:Iteration 64Q (385.792084 sec): 3 clusters Score: Raw -2742984.696703 + Penalty 3211.569745 = -2739773.126958 nChanged 8 SP:Iteration 65Q (385.866138 sec): 3 clusters Score: Raw -2742985.731253 + Penalty 3211.569745 = -2739774.161508 nChanged 7 SP:Iteration 66Q (385.942324 sec): 3 clusters Score: Raw -2742986.327964 + Penalty 3211.569745 = -2739774.758219 nChanged 1 SP:Iteration 67Q (386.006752 sec): 3 clusters Score: Raw -2742986.378890 + Penalty 3211.569745 = -2739774.809146 nChanged 0 SP:Iteration 68F (386.092692 sec): 3 clusters Score: Raw -2742986.378890 + Penalty 3211.569745 = -2739774.809146 nChanged 0 Score: Raw -39964137.461477 + Penalty 61264.994015 = -39902872.467462 Splitting cluster 2 changes total score from -39899726.914933 to -39902872.467462 So it's getting split into cluster 30. Trying to split cluster 3 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (391.640534 sec): 2 clusters Score: Raw -18384.999606 + Penalty 929.017001 = -17455.982604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (391.685870 sec): 3 clusters Score: Raw -18685.287259 + Penalty 1858.034003 = -16827.253256 nChanged 87 SP:Iteration 1F (391.723467 sec): 3 clusters Score: Raw -19052.931305 + Penalty 1858.034003 = -17194.897302 nChanged 21 SP:Iteration 2F (391.775274 sec): 3 clusters Score: Raw -19221.753729 + Penalty 1858.034003 = -17363.719726 nChanged 12 SP:Iteration 3Q (391.826038 sec): 3 clusters Score: Raw -19337.895631 + Penalty 1858.034003 = -17479.861628 nChanged 6 SP:Iteration 4Q (391.872293 sec): 3 clusters Score: Raw -19426.215335 + Penalty 1858.034003 = -17568.181332 nChanged 5 SP:Iteration 5Q (391.915162 sec): 3 clusters Score: Raw -19444.855663 + Penalty 1858.034003 = -17586.821660 nChanged 2 SP:Iteration 6Q (391.963269 sec): 3 clusters Score: Raw -19447.676097 + Penalty 1858.034003 = -17589.642094 nChanged 0 SP:Iteration 7F (392.005129 sec): 3 clusters Score: Raw -19447.676097 + Penalty 1858.034003 = -17589.642094 nChanged 0 Score: Raw -39965200.137969 + Penalty 63307.160482 = -39901892.977486 Splitting cluster 3 changes total score from -39899726.914933 to -39901892.977486 So it's getting split into cluster 31. Trying to split cluster 4 (3305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (397.816843 sec): 2 clusters Score: Raw -495829.119036 + Penalty 1316.768660 = -494512.350376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (397.858693 sec): 3 clusters Score: Raw -494218.261614 + Penalty 2633.537319 = -491584.724294 nChanged 1276 SP:Iteration 1F (397.907440 sec): 3 clusters Score: Raw -494953.331967 + Penalty 2633.537319 = -492319.794648 nChanged 262 SP:Iteration 2F (397.969707 sec): 3 clusters Score: Raw -495135.989852 + Penalty 2633.537319 = -492502.452532 nChanged 175 SP:Iteration 3F (398.012965 sec): 3 clusters Score: Raw -495246.838270 + Penalty 2633.537319 = -492613.300950 nChanged 150 SP:Iteration 4Q (398.078736 sec): 3 clusters Score: Raw -495357.368772 + Penalty 2633.537319 = -492723.831453 nChanged 152 SP:Iteration 5Q (398.124593 sec): 3 clusters Score: Raw -495465.273673 + Penalty 2633.537319 = -492831.736354 nChanged 130 SP:Iteration 6Q (398.172988 sec): 3 clusters Score: Raw -495558.460596 + Penalty 2633.537319 = -492924.923277 nChanged 118 SP:Iteration 7Q (398.215248 sec): 3 clusters Score: Raw -495636.403315 + Penalty 2633.537319 = -493002.865996 nChanged 84 SP:Iteration 8Q (398.276337 sec): 3 clusters Score: Raw -495701.525456 + Penalty 2633.537319 = -493067.988137 nChanged 83 SP:Iteration 9Q (398.321100 sec): 3 clusters Score: Raw -495769.625183 + Penalty 2633.537319 = -493136.087863 nChanged 78 SP:Iteration 10Q (398.377133 sec): 3 clusters Score: Raw -495826.005771 + Penalty 2633.537319 = -493192.468451 nChanged 61 SP:Iteration 11Q (398.418552 sec): 3 clusters Score: Raw -495857.386510 + Penalty 2633.537319 = -493223.849191 nChanged 52 SP:Iteration 12Q (398.470081 sec): 3 clusters Score: Raw -495885.688469 + Penalty 2633.537319 = -493252.151150 nChanged 49 SP:Iteration 13Q (398.524454 sec): 3 clusters Score: Raw -495911.019075 + Penalty 2633.537319 = -493277.481756 nChanged 35 SP:Iteration 14Q (398.579966 sec): 3 clusters Score: Raw -495925.659090 + Penalty 2633.537319 = -493292.121770 nChanged 21 SP:Iteration 15Q (398.624912 sec): 3 clusters Score: Raw -495937.471093 + Penalty 2633.537319 = -493303.933774 nChanged 24 SP:Iteration 16Q (398.681530 sec): 3 clusters Score: Raw -495949.852862 + Penalty 2633.537319 = -493316.315543 nChanged 24 SP:Iteration 17Q (398.736440 sec): 3 clusters Score: Raw -495963.031969 + Penalty 2633.537319 = -493329.494649 nChanged 21 SP:Iteration 18Q (398.791636 sec): 3 clusters Score: Raw -495972.240892 + Penalty 2633.537319 = -493338.703572 nChanged 16 SP:Iteration 19Q (398.843541 sec): 3 clusters Score: Raw -495978.787418 + Penalty 2633.537319 = -493345.250099 nChanged 19 SP:Iteration 20F (398.902401 sec): 3 clusters Score: Raw -495990.475335 + Penalty 2633.537319 = -493356.938016 nChanged 31 SP:Iteration 21Q (398.957283 sec): 3 clusters Score: Raw -496008.523342 + Penalty 2633.537319 = -493374.986023 nChanged 23 SP:Iteration 22Q (399.001542 sec): 3 clusters Score: Raw -496021.124372 + Penalty 2633.537319 = -493387.587053 nChanged 24 SP:Iteration 23Q (399.039319 sec): 3 clusters Score: Raw -496034.306140 + Penalty 2633.537319 = -493400.768820 nChanged 21 SP:Iteration 24Q (399.092875 sec): 3 clusters Score: Raw -496043.562115 + Penalty 2633.537319 = -493410.024796 nChanged 22 SP:Iteration 25Q (399.131867 sec): 3 clusters Score: Raw -496053.169705 + Penalty 2633.537319 = -493419.632385 nChanged 17 SP:Iteration 26Q (399.182895 sec): 3 clusters Score: Raw -496062.002805 + Penalty 2633.537319 = -493428.465485 nChanged 19 SP:Iteration 27Q (399.238575 sec): 3 clusters Score: Raw -496071.356174 + Penalty 2633.537319 = -493437.818855 nChanged 19 SP:Iteration 28Q (399.293909 sec): 3 clusters Score: Raw -496079.478748 + Penalty 2633.537319 = -493445.941428 nChanged 15 SP:Iteration 29Q (399.347544 sec): 3 clusters Score: Raw -496087.620771 + Penalty 2633.537319 = -493454.083451 nChanged 24 SP:Iteration 30Q (399.394691 sec): 3 clusters Score: Raw -496103.544576 + Penalty 2633.537319 = -493470.007256 nChanged 25 SP:Iteration 31Q (399.457834 sec): 3 clusters Score: Raw -496123.396379 + Penalty 2633.537319 = -493489.859059 nChanged 26 SP:Iteration 32Q (399.510022 sec): 3 clusters Score: Raw -496145.980185 + Penalty 2633.537319 = -493512.442866 nChanged 33 SP:Iteration 33Q (399.559738 sec): 3 clusters Score: Raw -496172.096652 + Penalty 2633.537319 = -493538.559333 nChanged 33 SP:Iteration 34Q (399.604758 sec): 3 clusters Score: Raw -496208.549340 + Penalty 2633.537319 = -493575.012020 nChanged 45 SP:Iteration 35Q (399.652737 sec): 3 clusters Score: Raw -496248.994630 + Penalty 2633.537319 = -493615.457310 nChanged 38 SP:Iteration 36Q (399.709177 sec): 3 clusters Score: Raw -496272.459815 + Penalty 2633.537319 = -493638.922496 nChanged 32 SP:Iteration 37Q (399.757516 sec): 3 clusters Score: Raw -496290.215731 + Penalty 2633.537319 = -493656.678411 nChanged 22 SP:Iteration 38Q (399.806240 sec): 3 clusters Score: Raw -496304.525409 + Penalty 2633.537319 = -493670.988089 nChanged 23 SP:Iteration 39Q (399.853241 sec): 3 clusters Score: Raw -496316.518996 + Penalty 2633.537319 = -493682.981676 nChanged 18 SP:Iteration 40F (399.899832 sec): 3 clusters Score: Raw -496326.092906 + Penalty 2633.537319 = -493692.555586 nChanged 19 SP:Iteration 41Q (399.936322 sec): 3 clusters Score: Raw -496337.573155 + Penalty 2633.537319 = -493704.035835 nChanged 13 SP:Iteration 42Q (399.993381 sec): 3 clusters Score: Raw -496343.008134 + Penalty 2633.537319 = -493709.470814 nChanged 15 SP:Iteration 43Q (400.041772 sec): 3 clusters Score: Raw -496351.749942 + Penalty 2633.537319 = -493718.212623 nChanged 14 SP:Iteration 44Q (400.089750 sec): 3 clusters Score: Raw -496361.900481 + Penalty 2633.537319 = -493728.363162 nChanged 18 SP:Iteration 45Q (400.126185 sec): 3 clusters Score: Raw -496376.303624 + Penalty 2633.537319 = -493742.766305 nChanged 18 SP:Iteration 46Q (400.173979 sec): 3 clusters Score: Raw -496388.349903 + Penalty 2633.537319 = -493754.812584 nChanged 19 SP:Iteration 47Q (400.227902 sec): 3 clusters Score: Raw -496402.831738 + Penalty 2633.537319 = -493769.294418 nChanged 19 SP:Iteration 48Q (400.289135 sec): 3 clusters Score: Raw -496419.997392 + Penalty 2633.537319 = -493786.460072 nChanged 19 SP:Iteration 49Q (400.334581 sec): 3 clusters Score: Raw -496449.246354 + Penalty 2633.537319 = -493815.709035 nChanged 36 SP:Iteration 50Q (400.391587 sec): 3 clusters Score: Raw -496578.702514 + Penalty 2633.537319 = -493945.165195 nChanged 48 SP:Iteration 51Q (400.447324 sec): 3 clusters Score: Raw -496959.461541 + Penalty 2633.537319 = -494325.924221 nChanged 49 SP:Iteration 52Q (400.499353 sec): 3 clusters Score: Raw -497230.607238 + Penalty 2633.537319 = -494597.069919 nChanged 49 SP:Iteration 53Q (400.542654 sec): 3 clusters Score: Raw -497303.386707 + Penalty 2633.537319 = -494669.849388 nChanged 42 SP:Iteration 54Q (400.593289 sec): 3 clusters Score: Raw -497333.319956 + Penalty 2633.537319 = -494699.782636 nChanged 26 SP:Iteration 55Q (400.640900 sec): 3 clusters Score: Raw -497354.849001 + Penalty 2633.537319 = -494721.311681 nChanged 31 SP:Iteration 56Q (400.690214 sec): 3 clusters Score: Raw -497378.645053 + Penalty 2633.537319 = -494745.107734 nChanged 25 SP:Iteration 57Q (400.727937 sec): 3 clusters Score: Raw -497395.795936 + Penalty 2633.537319 = -494762.258617 nChanged 20 SP:Iteration 58Q (400.784404 sec): 3 clusters Score: Raw -497409.127935 + Penalty 2633.537319 = -494775.590615 nChanged 19 SP:Iteration 59Q (400.829740 sec): 3 clusters Score: Raw -497423.412233 + Penalty 2633.537319 = -494789.874914 nChanged 21 SP:Iteration 60F (400.879052 sec): 3 clusters Score: Raw -497443.016210 + Penalty 2633.537319 = -494809.478890 nChanged 25 SP:Iteration 61Q (400.927473 sec): 3 clusters Score: Raw -497466.394648 + Penalty 2633.537319 = -494832.857328 nChanged 26 SP:Iteration 62Q (400.968362 sec): 3 clusters Score: Raw -497489.550311 + Penalty 2633.537319 = -494856.012992 nChanged 30 SP:Iteration 63Q (401.013813 sec): 3 clusters Score: Raw -497510.914970 + Penalty 2633.537319 = -494877.377651 nChanged 28 SP:Iteration 64Q (401.062656 sec): 3 clusters Score: Raw -497533.887187 + Penalty 2633.537319 = -494900.349868 nChanged 39 SP:Iteration 65Q (401.113806 sec): 3 clusters Score: Raw -497567.926356 + Penalty 2633.537319 = -494934.389036 nChanged 34 SP:Iteration 66Q (401.159970 sec): 3 clusters Score: Raw -497602.284648 + Penalty 2633.537319 = -494968.747329 nChanged 37 SP:Iteration 67Q (401.209355 sec): 3 clusters Score: Raw -497640.893761 + Penalty 2633.537319 = -495007.356441 nChanged 42 SP:Iteration 68Q (401.260549 sec): 3 clusters Score: Raw -497698.980713 + Penalty 2633.537319 = -495065.443393 nChanged 44 SP:Iteration 69Q (401.312701 sec): 3 clusters Score: Raw -497742.441354 + Penalty 2633.537319 = -495108.904034 nChanged 30 SP:Iteration 70Q (401.367588 sec): 3 clusters Score: Raw -497768.041732 + Penalty 2633.537319 = -495134.504412 nChanged 18 SP:Iteration 71Q (401.432144 sec): 3 clusters Score: Raw -497788.457547 + Penalty 2633.537319 = -495154.920227 nChanged 12 SP:Iteration 72Q (401.482080 sec): 3 clusters Score: Raw -497801.799327 + Penalty 2633.537319 = -495168.262007 nChanged 10 SP:Iteration 73Q (401.539575 sec): 3 clusters Score: Raw -497807.659113 + Penalty 2633.537319 = -495174.121794 nChanged 5 SP:Iteration 74Q (401.590446 sec): 3 clusters Score: Raw -497810.167181 + Penalty 2633.537319 = -495176.629862 nChanged 3 SP:Iteration 75Q (401.635560 sec): 3 clusters Score: Raw -497815.333062 + Penalty 2633.537319 = -495181.795743 nChanged 3 SP:Iteration 76Q (401.680991 sec): 3 clusters Score: Raw -497817.230901 + Penalty 2633.537319 = -495183.693581 nChanged 2 SP:Iteration 77Q (401.734685 sec): 3 clusters Score: Raw -497817.935728 + Penalty 2633.537319 = -495184.398409 nChanged 0 SP:Iteration 78F (401.792699 sec): 3 clusters Score: Raw -497881.062831 + Penalty 2633.537319 = -495247.525511 nChanged 60 SP:Iteration 79Q (401.843155 sec): 3 clusters Score: Raw -498068.993561 + Penalty 2633.537319 = -495435.456241 nChanged 74 SP:Iteration 80F (401.889313 sec): 3 clusters Score: Raw -498390.050548 + Penalty 2633.537319 = -495756.513229 nChanged 41 SP:Iteration 81Q (401.954394 sec): 3 clusters Score: Raw -498686.546498 + Penalty 2633.537319 = -496053.009179 nChanged 11 SP:Iteration 82Q (402.001853 sec): 3 clusters Score: Raw -498995.660986 + Penalty 2633.537319 = -496362.123667 nChanged 7 SP:Iteration 83Q (402.050952 sec): 3 clusters Score: Raw -499222.624695 + Penalty 2633.537319 = -496589.087375 nChanged 0 SP:Iteration 84F (402.103177 sec): 3 clusters Score: Raw -499222.624695 + Penalty 2633.537319 = -496589.087375 nChanged 0 Score: Raw -39968593.643628 + Penalty 65349.326950 = -39903244.316678 Splitting cluster 4 changes total score from -39899726.914933 to -39903244.316678 So it's getting split into cluster 32. Trying to split cluster 5 (1570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.053180 sec): 2 clusters Score: Raw -198621.100628 + Penalty 1195.810021 = -197425.290607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.102727 sec): 3 clusters Score: Raw -198067.035091 + Penalty 2391.620042 = -195675.415049 nChanged 517 SP:Iteration 1F (408.151311 sec): 3 clusters Score: Raw -198667.733470 + Penalty 2391.620042 = -196276.113428 nChanged 177 SP:Iteration 2F (408.199712 sec): 3 clusters Score: Raw -198941.682031 + Penalty 2391.620042 = -196550.061989 nChanged 121 SP:Iteration 3F (408.246851 sec): 3 clusters Score: Raw -199121.167677 + Penalty 2391.620042 = -196729.547635 nChanged 84 SP:Iteration 4F (408.300344 sec): 3 clusters Score: Raw -199259.403088 + Penalty 2391.620042 = -196867.783046 nChanged 60 SP:Iteration 5Q (408.350090 sec): 3 clusters Score: Raw -199346.837975 + Penalty 2391.620042 = -196955.217933 nChanged 48 SP:Iteration 6Q (408.396228 sec): 3 clusters Score: Raw -199433.326834 + Penalty 2391.620042 = -197041.706792 nChanged 51 SP:Iteration 7Q (408.442236 sec): 3 clusters Score: Raw -199530.284070 + Penalty 2391.620042 = -197138.664028 nChanged 39 SP:Iteration 8Q (408.483145 sec): 3 clusters Score: Raw -199616.255053 + Penalty 2391.620042 = -197224.635011 nChanged 29 SP:Iteration 9Q (408.541765 sec): 3 clusters Score: Raw -199663.640820 + Penalty 2391.620042 = -197272.020778 nChanged 22 SP:Iteration 10Q (408.590973 sec): 3 clusters Score: Raw -199681.962740 + Penalty 2391.620042 = -197290.342698 nChanged 15 SP:Iteration 11Q (408.638488 sec): 3 clusters Score: Raw -199693.583288 + Penalty 2391.620042 = -197301.963246 nChanged 12 SP:Iteration 12Q (408.682884 sec): 3 clusters Score: Raw -199705.585218 + Penalty 2391.620042 = -197313.965176 nChanged 7 SP:Iteration 13Q (408.723287 sec): 3 clusters Score: Raw -199709.202797 + Penalty 2391.620042 = -197317.582755 nChanged 4 SP:Iteration 14Q (408.785157 sec): 3 clusters Score: Raw -199713.635377 + Penalty 2391.620042 = -197322.015335 nChanged 5 SP:Iteration 15Q (408.830818 sec): 3 clusters Score: Raw -199721.025486 + Penalty 2391.620042 = -197329.405444 nChanged 6 SP:Iteration 16Q (408.872621 sec): 3 clusters Score: Raw -199728.415564 + Penalty 2391.620042 = -197336.795522 nChanged 6 SP:Iteration 17Q (408.930651 sec): 3 clusters Score: Raw -199732.911692 + Penalty 2391.620042 = -197341.291650 nChanged 7 SP:Iteration 18Q (408.977383 sec): 3 clusters Score: Raw -199738.979307 + Penalty 2391.620042 = -197347.359265 nChanged 5 SP:Iteration 19Q (409.020461 sec): 3 clusters Score: Raw -199742.932976 + Penalty 2391.620042 = -197351.312934 nChanged 4 SP:Iteration 20F (409.075941 sec): 3 clusters Score: Raw -199746.806771 + Penalty 2391.620042 = -197355.186729 nChanged 4 SP:Iteration 21Q (409.123522 sec): 3 clusters Score: Raw -199749.611256 + Penalty 2391.620042 = -197357.991214 nChanged 0 SP:Iteration 22F (409.169259 sec): 3 clusters Score: Raw -199749.611256 + Penalty 2391.620042 = -197357.991214 nChanged 0 Trying to split cluster 6 (309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (409.192328 sec): 2 clusters Score: Raw -21444.910212 + Penalty 931.667957 = -20513.242255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (409.232509 sec): 3 clusters Score: Raw -21690.443491 + Penalty 1863.335915 = -19827.107576 nChanged 94 SP:Iteration 1F (409.278157 sec): 3 clusters Score: Raw -22274.992676 + Penalty 1863.335915 = -20411.656761 nChanged 30 SP:Iteration 2F (409.310884 sec): 3 clusters Score: Raw -22634.261073 + Penalty 1863.335915 = -20770.925158 nChanged 26 SP:Iteration 3F (409.363301 sec): 3 clusters Score: Raw -22841.078918 + Penalty 1863.335915 = -20977.743003 nChanged 17 SP:Iteration 4F (409.397481 sec): 3 clusters Score: Raw -22950.464933 + Penalty 1863.335915 = -21087.129018 nChanged 11 SP:Iteration 5Q (409.447629 sec): 3 clusters Score: Raw -23094.099237 + Penalty 1863.335915 = -21230.763322 nChanged 7 SP:Iteration 6Q (409.483739 sec): 3 clusters Score: Raw -23163.287224 + Penalty 1863.335915 = -21299.951309 nChanged 4 SP:Iteration 7Q (409.530170 sec): 3 clusters Score: Raw -23165.590656 + Penalty 1863.335915 = -21302.254741 nChanged 0 SP:Iteration 8F (409.571140 sec): 3 clusters Score: Raw -23165.590656 + Penalty 1863.335915 = -21302.254741 nChanged 0 Score: Raw -39970314.324071 + Penalty 67391.493417 = -39902922.830655 Splitting cluster 6 changes total score from -39899726.914933 to -39902922.830655 So it's getting split into cluster 33. Trying to split cluster 7 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (415.903876 sec): 2 clusters Score: Raw -25830.836125 + Penalty 906.706097 = -24924.130029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (415.957164 sec): 3 clusters Score: Raw -26054.749827 + Penalty 1813.412193 = -24241.337633 nChanged 53 SP:Iteration 1F (416.003068 sec): 3 clusters Score: Raw -26220.809762 + Penalty 1813.412193 = -24407.397569 nChanged 16 SP:Iteration 2F (416.041950 sec): 3 clusters Score: Raw -26292.073737 + Penalty 1813.412193 = -24478.661543 nChanged 6 SP:Iteration 3Q (416.085810 sec): 3 clusters Score: Raw -26305.960106 + Penalty 1813.412193 = -24492.547913 nChanged 1 SP:Iteration 4Q (416.133116 sec): 3 clusters Score: Raw -26308.813734 + Penalty 1813.412193 = -24495.401541 nChanged 0 SP:Iteration 5F (416.179111 sec): 3 clusters Score: Raw -26308.813734 + Penalty 1813.412193 = -24495.401541 nChanged 0 Trying to split cluster 8 (5575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (416.203697 sec): 2 clusters Score: Raw -749143.774504 + Penalty 1401.732734 = -747742.041770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (416.256770 sec): 3 clusters Score: Raw -746184.896199 + Penalty 2803.465469 = -743381.430731 nChanged 2256 SP:Iteration 1F (416.318978 sec): 3 clusters Score: Raw -747463.811811 + Penalty 2803.465469 = -744660.346342 nChanged 441 SP:Iteration 2F (416.376254 sec): 3 clusters Score: Raw -747733.060671 + Penalty 2803.465469 = -744929.595203 nChanged 361 SP:Iteration 3F (416.437011 sec): 3 clusters Score: Raw -747932.983556 + Penalty 2803.465469 = -745129.518087 nChanged 282 SP:Iteration 4F (416.492922 sec): 3 clusters Score: Raw -748079.118643 + Penalty 2803.465469 = -745275.653174 nChanged 228 SP:Iteration 5Q (416.538643 sec): 3 clusters Score: Raw -748188.129295 + Penalty 2803.465469 = -745384.663826 nChanged 189 SP:Iteration 6Q (416.603514 sec): 3 clusters Score: Raw -748279.981557 + Penalty 2803.465469 = -745476.516089 nChanged 152 SP:Iteration 7Q (416.650418 sec): 3 clusters Score: Raw -748351.033030 + Penalty 2803.465469 = -745547.567561 nChanged 147 SP:Iteration 8Q (416.711292 sec): 3 clusters Score: Raw -748416.976626 + Penalty 2803.465469 = -745613.511157 nChanged 145 SP:Iteration 9Q (416.763756 sec): 3 clusters Score: Raw -748474.514020 + Penalty 2803.465469 = -745671.048552 nChanged 141 SP:Iteration 10Q (416.819094 sec): 3 clusters Score: Raw -748541.115835 + Penalty 2803.465469 = -745737.650366 nChanged 118 SP:Iteration 11Q (416.874100 sec): 3 clusters Score: Raw -748609.061655 + Penalty 2803.465469 = -745805.596186 nChanged 127 SP:Iteration 12Q (416.918262 sec): 3 clusters Score: Raw -748671.006729 + Penalty 2803.465469 = -745867.541260 nChanged 132 SP:Iteration 13Q (416.977938 sec): 3 clusters Score: Raw -748737.419889 + Penalty 2803.465469 = -745933.954420 nChanged 130 SP:Iteration 14Q (417.032658 sec): 3 clusters Score: Raw -748806.126334 + Penalty 2803.465469 = -746002.660865 nChanged 142 SP:Iteration 15Q (417.085755 sec): 3 clusters Score: Raw -748879.433124 + Penalty 2803.465469 = -746075.967655 nChanged 159 SP:Iteration 16Q (417.136222 sec): 3 clusters Score: Raw -748956.887439 + Penalty 2803.465469 = -746153.421970 nChanged 123 SP:Iteration 17Q (417.187936 sec): 3 clusters Score: Raw -749016.650952 + Penalty 2803.465469 = -746213.185483 nChanged 134 SP:Iteration 18Q (417.242085 sec): 3 clusters Score: Raw -749083.048188 + Penalty 2803.465469 = -746279.582720 nChanged 117 SP:Iteration 19Q (417.305069 sec): 3 clusters Score: Raw -749137.909407 + Penalty 2803.465469 = -746334.443938 nChanged 107 SP:Iteration 20F (417.346745 sec): 3 clusters Score: Raw -749181.192406 + Penalty 2803.465469 = -746377.726938 nChanged 103 SP:Iteration 21Q (417.398174 sec): 3 clusters Score: Raw -749223.044060 + Penalty 2803.465469 = -746419.578591 nChanged 91 SP:Iteration 22Q (417.459473 sec): 3 clusters Score: Raw -749262.295067 + Penalty 2803.465469 = -746458.829599 nChanged 101 SP:Iteration 23Q (417.505413 sec): 3 clusters Score: Raw -749300.807624 + Penalty 2803.465469 = -746497.342155 nChanged 82 SP:Iteration 24Q (417.573545 sec): 3 clusters Score: Raw -749329.907956 + Penalty 2803.465469 = -746526.442487 nChanged 76 SP:Iteration 25Q (417.615907 sec): 3 clusters Score: Raw -749357.777131 + Penalty 2803.465469 = -746554.311662 nChanged 66 SP:Iteration 26Q (417.669295 sec): 3 clusters Score: Raw -749383.018561 + Penalty 2803.465469 = -746579.553092 nChanged 70 SP:Iteration 27Q (417.722024 sec): 3 clusters Score: Raw -749404.771453 + Penalty 2803.465469 = -746601.305984 nChanged 49 SP:Iteration 28Q (417.785346 sec): 3 clusters Score: Raw -749420.341374 + Penalty 2803.465469 = -746616.875905 nChanged 43 SP:Iteration 29Q (417.840683 sec): 3 clusters Score: Raw -749430.776514 + Penalty 2803.465469 = -746627.311045 nChanged 33 SP:Iteration 30Q (417.893110 sec): 3 clusters Score: Raw -749438.520578 + Penalty 2803.465469 = -746635.055109 nChanged 31 SP:Iteration 31Q (417.949944 sec): 3 clusters Score: Raw -749446.497322 + Penalty 2803.465469 = -746643.031853 nChanged 32 SP:Iteration 32Q (418.000298 sec): 3 clusters Score: Raw -749455.775454 + Penalty 2803.465469 = -746652.309985 nChanged 22 SP:Iteration 33Q (418.059633 sec): 3 clusters Score: Raw -749461.459141 + Penalty 2803.465469 = -746657.993672 nChanged 21 SP:Iteration 34Q (418.115644 sec): 3 clusters Score: Raw -749466.722629 + Penalty 2803.465469 = -746663.257160 nChanged 18 SP:Iteration 35Q (418.166094 sec): 3 clusters Score: Raw -749471.327683 + Penalty 2803.465469 = -746667.862214 nChanged 20 SP:Iteration 36Q (418.222069 sec): 3 clusters Score: Raw -749477.550459 + Penalty 2803.465469 = -746674.084990 nChanged 21 SP:Iteration 37Q (418.266813 sec): 3 clusters Score: Raw -749481.570802 + Penalty 2803.465469 = -746678.105333 nChanged 18 SP:Iteration 38Q (418.337032 sec): 3 clusters Score: Raw -749485.913094 + Penalty 2803.465469 = -746682.447625 nChanged 19 SP:Iteration 39Q (418.380862 sec): 3 clusters Score: Raw -749490.483156 + Penalty 2803.465469 = -746687.017687 nChanged 16 SP:Iteration 40F (418.430675 sec): 3 clusters Score: Raw -749494.074517 + Penalty 2803.465469 = -746690.609048 nChanged 9 SP:Iteration 41Q (418.490927 sec): 3 clusters Score: Raw -749496.123630 + Penalty 2803.465469 = -746692.658161 nChanged 8 SP:Iteration 42Q (418.536796 sec): 3 clusters Score: Raw -749497.192614 + Penalty 2803.465469 = -746693.727145 nChanged 5 SP:Iteration 43Q (418.592704 sec): 3 clusters Score: Raw -749498.191507 + Penalty 2803.465469 = -746694.726039 nChanged 5 SP:Iteration 44Q (418.652040 sec): 3 clusters Score: Raw -749498.849336 + Penalty 2803.465469 = -746695.383867 nChanged 2 SP:Iteration 45Q (418.693142 sec): 3 clusters Score: Raw -749499.160118 + Penalty 2803.465469 = -746695.694649 nChanged 1 SP:Iteration 46Q (418.746040 sec): 3 clusters Score: Raw -749499.354647 + Penalty 2803.465469 = -746695.889179 nChanged 0 SP:Iteration 47F (418.813288 sec): 3 clusters Score: Raw -749499.354647 + Penalty 2803.465469 = -746695.889179 nChanged 0 Trying to split cluster 9 (9947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (418.849519 sec): 2 clusters Score: Raw -1405742.625572 + Penalty 1495.816770 = -1404246.808802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (418.911840 sec): 3 clusters Score: Raw -1400099.093433 + Penalty 2991.633540 = -1397107.459893 nChanged 4300 SP:Iteration 1F (418.976838 sec): 3 clusters Score: Raw -1402417.909929 + Penalty 2991.633540 = -1399426.276389 nChanged 643 SP:Iteration 2F (419.037090 sec): 3 clusters Score: Raw -1402731.725120 + Penalty 2991.633540 = -1399740.091580 nChanged 587 SP:Iteration 3F (419.103656 sec): 3 clusters Score: Raw -1403020.941639 + Penalty 2991.633540 = -1400029.308099 nChanged 523 SP:Iteration 4F (419.167605 sec): 3 clusters Score: Raw -1403306.652964 + Penalty 2991.633540 = -1400315.019424 nChanged 564 SP:Iteration 5F (419.227773 sec): 3 clusters Score: Raw -1403679.754381 + Penalty 2991.633540 = -1400688.120841 nChanged 600 SP:Iteration 6F (419.280753 sec): 3 clusters Score: Raw -1404151.058806 + Penalty 2991.633540 = -1401159.425266 nChanged 542 SP:Iteration 7F (419.340285 sec): 3 clusters Score: Raw -1404571.144102 + Penalty 2991.633540 = -1401579.510562 nChanged 470 SP:Iteration 8Q (419.403076 sec): 3 clusters Score: Raw -1404933.793110 + Penalty 2991.633540 = -1401942.159570 nChanged 395 SP:Iteration 9Q (419.466881 sec): 3 clusters Score: Raw -1405221.149855 + Penalty 2991.633540 = -1402229.516315 nChanged 276 SP:Iteration 10Q (419.537787 sec): 3 clusters Score: Raw -1405404.945051 + Penalty 2991.633540 = -1402413.311511 nChanged 195 SP:Iteration 11Q (419.589301 sec): 3 clusters Score: Raw -1405536.861794 + Penalty 2991.633540 = -1402545.228254 nChanged 156 SP:Iteration 12Q (419.651684 sec): 3 clusters Score: Raw -1405634.594916 + Penalty 2991.633540 = -1402642.961376 nChanged 120 SP:Iteration 13Q (419.717140 sec): 3 clusters Score: Raw -1405708.863672 + Penalty 2991.633540 = -1402717.230132 nChanged 96 SP:Iteration 14Q (419.785414 sec): 3 clusters Score: Raw -1405779.459573 + Penalty 2991.633540 = -1402787.826033 nChanged 81 SP:Iteration 15Q (419.849537 sec): 3 clusters Score: Raw -1405832.580001 + Penalty 2991.633540 = -1402840.946461 nChanged 68 SP:Iteration 16Q (419.912255 sec): 3 clusters Score: Raw -1405874.202181 + Penalty 2991.633540 = -1402882.568641 nChanged 47 SP:Iteration 17Q (419.974376 sec): 3 clusters Score: Raw -1405907.041184 + Penalty 2991.633540 = -1402915.407644 nChanged 37 SP:Iteration 18Q (420.033962 sec): 3 clusters Score: Raw -1405930.011642 + Penalty 2991.633540 = -1402938.378102 nChanged 31 SP:Iteration 19Q (420.095596 sec): 3 clusters Score: Raw -1405949.700237 + Penalty 2991.633540 = -1402958.066697 nChanged 34 SP:Iteration 20F (420.155371 sec): 3 clusters Score: Raw -1405969.530029 + Penalty 2991.633540 = -1402977.896489 nChanged 34 SP:Iteration 21Q (420.216693 sec): 3 clusters Score: Raw -1405991.460944 + Penalty 2991.633540 = -1402999.827404 nChanged 23 SP:Iteration 22Q (420.268590 sec): 3 clusters Score: Raw -1406006.758804 + Penalty 2991.633540 = -1403015.125264 nChanged 17 SP:Iteration 23Q (420.341199 sec): 3 clusters Score: Raw -1406020.356910 + Penalty 2991.633540 = -1403028.723370 nChanged 19 SP:Iteration 24Q (420.395138 sec): 3 clusters Score: Raw -1406032.525343 + Penalty 2991.633540 = -1403040.891803 nChanged 15 SP:Iteration 25Q (420.454680 sec): 3 clusters Score: Raw -1406044.704404 + Penalty 2991.633540 = -1403053.070864 nChanged 12 SP:Iteration 26Q (420.519159 sec): 3 clusters Score: Raw -1406050.971334 + Penalty 2991.633540 = -1403059.337794 nChanged 8 SP:Iteration 27Q (420.578529 sec): 3 clusters Score: Raw -1406055.120713 + Penalty 2991.633540 = -1403063.487173 nChanged 11 SP:Iteration 28Q (420.651247 sec): 3 clusters Score: Raw -1406059.597438 + Penalty 2991.633540 = -1403067.963898 nChanged 5 SP:Iteration 29Q (420.715716 sec): 3 clusters Score: Raw -1406062.859489 + Penalty 2991.633540 = -1403071.225948 nChanged 3 SP:Iteration 30Q (420.767561 sec): 3 clusters Score: Raw -1406064.333089 + Penalty 2991.633540 = -1403072.699549 nChanged 4 SP:Iteration 31Q (420.841107 sec): 3 clusters Score: Raw -1406066.495578 + Penalty 2991.633540 = -1403074.862038 nChanged 2 SP:Iteration 32Q (420.904316 sec): 3 clusters Score: Raw -1406067.227797 + Penalty 2991.633540 = -1403075.594257 nChanged 1 SP:Iteration 33Q (420.962503 sec): 3 clusters Score: Raw -1406067.353080 + Penalty 2991.633540 = -1403075.719540 nChanged 1 SP:Iteration 34Q (421.015852 sec): 3 clusters Score: Raw -1406067.527235 + Penalty 2991.633540 = -1403075.893695 nChanged 0 SP:Iteration 35F (421.085900 sec): 3 clusters Score: Raw -1406067.527235 + Penalty 2991.633540 = -1403075.893695 nChanged 0 Trying to split cluster 10 (107700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (421.250916 sec): 2 clusters Score: Raw -15503338.316222 + Penalty 1882.904540 = -15501455.411682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (421.470769 sec): 3 clusters Score: Raw -15432969.623286 + Penalty 3765.809081 = -15429203.814206 nChanged 51694 SP:Iteration 1F (421.691804 sec): 3 clusters Score: Raw -15464171.493914 + Penalty 3765.809081 = -15460405.684833 nChanged 4916 SP:Iteration 2Q (421.909919 sec): 3 clusters Score: Raw -15466234.109777 + Penalty 3765.809081 = -15462468.300697 nChanged 5822 SP:Iteration 3F (422.117856 sec): 3 clusters Score: Raw -15469203.670575 + Penalty 3765.809081 = -15465437.861495 nChanged 6691 SP:Iteration 4F (422.342891 sec): 3 clusters Score: Raw -15472803.138275 + Penalty 3765.809081 = -15469037.329195 nChanged 6967 SP:Iteration 5F (422.556038 sec): 3 clusters Score: Raw -15476632.260169 + Penalty 3765.809081 = -15472866.451088 nChanged 6726 SP:Iteration 6F (422.777950 sec): 3 clusters Score: Raw -15480397.334810 + Penalty 3765.809081 = -15476631.525730 nChanged 6210 SP:Iteration 7F (422.994833 sec): 3 clusters Score: Raw -15484081.693398 + Penalty 3765.809081 = -15480315.884317 nChanged 5612 SP:Iteration 8F (423.210272 sec): 3 clusters Score: Raw -15487913.334023 + Penalty 3765.809081 = -15484147.524943 nChanged 5155 SP:Iteration 9Q (423.437362 sec): 3 clusters Score: Raw -15492382.367053 + Penalty 3765.809081 = -15488616.557972 nChanged 4577 SP:Iteration 10Q (423.657055 sec): 3 clusters Score: Raw -15497201.685441 + Penalty 3765.809081 = -15493435.876361 nChanged 3455 SP:Iteration 11Q (423.870662 sec): 3 clusters Score: Raw -15501031.486831 + Penalty 3765.809081 = -15497265.677750 nChanged 2432 SP:Iteration 12Q (424.084375 sec): 3 clusters Score: Raw -15503233.483571 + Penalty 3765.809081 = -15499467.674491 nChanged 1730 SP:Iteration 13Q (424.275081 sec): 3 clusters Score: Raw -15504597.384262 + Penalty 3765.809081 = -15500831.575182 nChanged 1363 SP:Iteration 14Q (424.471325 sec): 3 clusters Score: Raw -15505533.103311 + Penalty 3765.809081 = -15501767.294231 nChanged 1108 SP:Iteration 15Q (424.656777 sec): 3 clusters Score: Raw -15506153.701090 + Penalty 3765.809081 = -15502387.892009 nChanged 890 SP:Iteration 16Q (424.853253 sec): 3 clusters Score: Raw -15506558.137866 + Penalty 3765.809081 = -15502792.328785 nChanged 731 SP:Iteration 17Q (425.029159 sec): 3 clusters Score: Raw -15506818.682826 + Penalty 3765.809081 = -15503052.873745 nChanged 568 SP:Iteration 18Q (425.224572 sec): 3 clusters Score: Raw -15506979.616484 + Penalty 3765.809081 = -15503213.807404 nChanged 426 SP:Iteration 19Q (425.399801 sec): 3 clusters Score: Raw -15507075.247044 + Penalty 3765.809081 = -15503309.437963 nChanged 352 SP:Iteration 20F (425.628893 sec): 3 clusters Score: Raw -15507146.149007 + Penalty 3765.809081 = -15503380.339927 nChanged 278 SP:Iteration 21Q (425.812711 sec): 3 clusters Score: Raw -15507192.984799 + Penalty 3765.809081 = -15503427.175719 nChanged 219 SP:Iteration 22Q (425.996762 sec): 3 clusters Score: Raw -15507222.516400 + Penalty 3765.809081 = -15503456.707319 nChanged 172 SP:Iteration 23Q (426.184081 sec): 3 clusters Score: Raw -15507244.622441 + Penalty 3765.809081 = -15503478.813360 nChanged 163 SP:Iteration 24Q (426.373812 sec): 3 clusters Score: Raw -15507269.222553 + Penalty 3765.809081 = -15503503.413473 nChanged 184 SP:Iteration 25Q (426.575519 sec): 3 clusters Score: Raw -15507301.623152 + Penalty 3765.809081 = -15503535.814071 nChanged 198 SP:Iteration 26Q (426.758922 sec): 3 clusters Score: Raw -15507333.352667 + Penalty 3765.809081 = -15503567.543586 nChanged 172 SP:Iteration 27Q (426.948134 sec): 3 clusters Score: Raw -15507357.851748 + Penalty 3765.809081 = -15503592.042668 nChanged 167 SP:Iteration 28Q (427.132886 sec): 3 clusters Score: Raw -15507380.915039 + Penalty 3765.809081 = -15503615.105959 nChanged 160 SP:Iteration 29Q (427.321833 sec): 3 clusters Score: Raw -15507403.587821 + Penalty 3765.809081 = -15503637.778741 nChanged 159 SP:Iteration 30Q (427.509962 sec): 3 clusters Score: Raw -15507425.274074 + Penalty 3765.809081 = -15503659.464994 nChanged 151 SP:Iteration 31Q (427.696429 sec): 3 clusters Score: Raw -15507451.077601 + Penalty 3765.809081 = -15503685.268521 nChanged 161 SP:Iteration 32Q (427.877388 sec): 3 clusters Score: Raw -15507480.281485 + Penalty 3765.809081 = -15503714.472404 nChanged 152 SP:Iteration 33Q (428.055341 sec): 3 clusters Score: Raw -15507502.473880 + Penalty 3765.809081 = -15503736.664800 nChanged 130 SP:Iteration 34Q (428.239887 sec): 3 clusters Score: Raw -15507521.383521 + Penalty 3765.809081 = -15503755.574440 nChanged 136 SP:Iteration 35Q (428.423948 sec): 3 clusters Score: Raw -15507541.650669 + Penalty 3765.809081 = -15503775.841588 nChanged 127 SP:Iteration 36Q (428.604102 sec): 3 clusters Score: Raw -15507558.642365 + Penalty 3765.809081 = -15503792.833285 nChanged 117 SP:Iteration 37Q (428.789211 sec): 3 clusters Score: Raw -15507573.589870 + Penalty 3765.809081 = -15503807.780790 nChanged 106 SP:Iteration 38Q (428.973586 sec): 3 clusters Score: Raw -15507586.050591 + Penalty 3765.809081 = -15503820.241510 nChanged 119 SP:Iteration 39Q (429.162088 sec): 3 clusters Score: Raw -15507600.704730 + Penalty 3765.809081 = -15503834.895649 nChanged 96 SP:Iteration 40F (429.385636 sec): 3 clusters Score: Raw -15507612.956639 + Penalty 3765.809081 = -15503847.147559 nChanged 93 SP:Iteration 41Q (429.569131 sec): 3 clusters Score: Raw -15507626.447260 + Penalty 3765.809081 = -15503860.638179 nChanged 92 SP:Iteration 42Q (429.745359 sec): 3 clusters Score: Raw -15507638.825586 + Penalty 3765.809081 = -15503873.016505 nChanged 84 SP:Iteration 43Q (429.940736 sec): 3 clusters Score: Raw -15507650.532708 + Penalty 3765.809081 = -15503884.723627 nChanged 99 SP:Iteration 44Q (430.125366 sec): 3 clusters Score: Raw -15507664.383563 + Penalty 3765.809081 = -15503898.574482 nChanged 73 SP:Iteration 45Q (430.305046 sec): 3 clusters Score: Raw -15507672.794864 + Penalty 3765.809081 = -15503906.985783 nChanged 70 SP:Iteration 46Q (430.484510 sec): 3 clusters Score: Raw -15507680.470341 + Penalty 3765.809081 = -15503914.661261 nChanged 68 SP:Iteration 47Q (430.659880 sec): 3 clusters Score: Raw -15507687.301271 + Penalty 3765.809081 = -15503921.492190 nChanged 60 SP:Iteration 48Q (430.840698 sec): 3 clusters Score: Raw -15507692.609230 + Penalty 3765.809081 = -15503926.800149 nChanged 48 SP:Iteration 49Q (431.021580 sec): 3 clusters Score: Raw -15507697.002598 + Penalty 3765.809081 = -15503931.193518 nChanged 47 SP:Iteration 50Q (431.213510 sec): 3 clusters Score: Raw -15507700.640204 + Penalty 3765.809081 = -15503934.831123 nChanged 37 SP:Iteration 51Q (431.399406 sec): 3 clusters Score: Raw -15507703.115404 + Penalty 3765.809081 = -15503937.306323 nChanged 30 SP:Iteration 52Q (431.577493 sec): 3 clusters Score: Raw -15507705.470756 + Penalty 3765.809081 = -15503939.661675 nChanged 35 SP:Iteration 53Q (431.758276 sec): 3 clusters Score: Raw -15507707.879348 + Penalty 3765.809081 = -15503942.070268 nChanged 31 SP:Iteration 54Q (431.935528 sec): 3 clusters Score: Raw -15507710.141708 + Penalty 3765.809081 = -15503944.332628 nChanged 31 SP:Iteration 55Q (432.117198 sec): 3 clusters Score: Raw -15507712.331943 + Penalty 3765.809081 = -15503946.522862 nChanged 32 SP:Iteration 56Q (432.299104 sec): 3 clusters Score: Raw -15507714.686932 + Penalty 3765.809081 = -15503948.877851 nChanged 29 SP:Iteration 57Q (432.494035 sec): 3 clusters Score: Raw -15507716.753786 + Penalty 3765.809081 = -15503950.944705 nChanged 35 SP:Iteration 58Q (432.670374 sec): 3 clusters Score: Raw -15507719.369169 + Penalty 3765.809081 = -15503953.560088 nChanged 32 SP:Iteration 59Q (432.843758 sec): 3 clusters Score: Raw -15507721.524088 + Penalty 3765.809081 = -15503955.715007 nChanged 19 SP:Iteration 60F (433.065029 sec): 3 clusters Score: Raw -15507722.624292 + Penalty 3765.809081 = -15503956.815212 nChanged 19 SP:Iteration 61Q (433.250710 sec): 3 clusters Score: Raw -15507723.667347 + Penalty 3765.809081 = -15503957.858267 nChanged 15 SP:Iteration 62Q (433.426713 sec): 3 clusters Score: Raw -15507724.436207 + Penalty 3765.809081 = -15503958.627126 nChanged 12 SP:Iteration 63Q (433.606843 sec): 3 clusters Score: Raw -15507724.906325 + Penalty 3765.809081 = -15503959.097245 nChanged 11 SP:Iteration 64Q (433.793111 sec): 3 clusters Score: Raw -15507725.462327 + Penalty 3765.809081 = -15503959.653246 nChanged 12 SP:Iteration 65Q (433.972078 sec): 3 clusters Score: Raw -15507726.202526 + Penalty 3765.809081 = -15503960.393445 nChanged 13 SP:Iteration 66Q (434.153883 sec): 3 clusters Score: Raw -15507727.071476 + Penalty 3765.809081 = -15503961.262396 nChanged 13 SP:Iteration 67Q (434.338854 sec): 3 clusters Score: Raw -15507727.643313 + Penalty 3765.809081 = -15503961.834232 nChanged 8 SP:Iteration 68Q (434.517823 sec): 3 clusters Score: Raw -15507728.080238 + Penalty 3765.809081 = -15503962.271158 nChanged 13 SP:Iteration 69Q (434.704126 sec): 3 clusters Score: Raw -15507728.758274 + Penalty 3765.809081 = -15503962.949193 nChanged 9 SP:Iteration 70Q (434.862741 sec): 3 clusters Score: Raw -15507729.179544 + Penalty 3765.809081 = -15503963.370464 nChanged 8 SP:Iteration 71Q (435.047693 sec): 3 clusters Score: Raw -15507729.539818 + Penalty 3765.809081 = -15503963.730738 nChanged 5 SP:Iteration 72Q (435.227368 sec): 3 clusters Score: Raw -15507729.747671 + Penalty 3765.809081 = -15503963.938590 nChanged 4 SP:Iteration 73Q (435.403581 sec): 3 clusters Score: Raw -15507729.880945 + Penalty 3765.809081 = -15503964.071864 nChanged 4 SP:Iteration 74Q (435.585985 sec): 3 clusters Score: Raw -15507730.030646 + Penalty 3765.809081 = -15503964.221566 nChanged 5 SP:Iteration 75Q (435.753033 sec): 3 clusters Score: Raw -15507730.224461 + Penalty 3765.809081 = -15503964.415381 nChanged 2 SP:Iteration 76Q (435.932340 sec): 3 clusters Score: Raw -15507730.263799 + Penalty 3765.809081 = -15503964.454718 nChanged 1 SP:Iteration 77Q (436.113215 sec): 3 clusters Score: Raw -15507730.275281 + Penalty 3765.809081 = -15503964.466201 nChanged 0 SP:Iteration 78F (436.331146 sec): 3 clusters Score: Raw -15507730.275281 + Penalty 3765.809081 = -15503964.466201 nChanged 0 Score: Raw -39974706.283130 + Penalty 69433.659884 = -39905272.623246 Splitting cluster 10 changes total score from -39899726.914933 to -39905272.623246 So it's getting split into cluster 34. Trying to split cluster 11 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (442.596123 sec): 2 clusters Score: Raw -38488.575992 + Penalty 946.244958 = -37542.331034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (442.642344 sec): 3 clusters Score: Raw -38575.931667 + Penalty 1892.489916 = -36683.441751 nChanged 71 SP:Iteration 1F (442.677230 sec): 3 clusters Score: Raw -38759.865888 + Penalty 1892.489916 = -36867.375972 nChanged 18 SP:Iteration 2F (442.732297 sec): 3 clusters Score: Raw -38812.784841 + Penalty 1892.489916 = -36920.294925 nChanged 6 SP:Iteration 3Q (442.774848 sec): 3 clusters Score: Raw -38820.877094 + Penalty 1892.489916 = -36928.387178 nChanged 6 SP:Iteration 4Q (442.821071 sec): 3 clusters Score: Raw -38837.952984 + Penalty 1892.489916 = -36945.463068 nChanged 2 SP:Iteration 5Q (442.875244 sec): 3 clusters Score: Raw -38840.481496 + Penalty 1892.489916 = -36947.991580 nChanged 3 SP:Iteration 6Q (442.908592 sec): 3 clusters Score: Raw -38848.887598 + Penalty 1892.489916 = -36956.397682 nChanged 3 SP:Iteration 7Q (442.961514 sec): 3 clusters Score: Raw -38860.286946 + Penalty 1892.489916 = -36967.797030 nChanged 1 SP:Iteration 8Q (443.003361 sec): 3 clusters Score: Raw -38863.182372 + Penalty 1892.489916 = -36970.692456 nChanged 0 SP:Iteration 9F (443.045922 sec): 3 clusters Score: Raw -38863.182372 + Penalty 1892.489916 = -36970.692456 nChanged 0 Trying to split cluster 12 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (443.065110 sec): 2 clusters Score: Raw -45927.208719 + Penalty 1049.479971 = -44877.728748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (443.117764 sec): 3 clusters Score: Raw -45867.054537 + Penalty 2098.959942 = -43768.094595 nChanged 184 SP:Iteration 1F (443.155368 sec): 3 clusters Score: Raw -46202.082090 + Penalty 2098.959942 = -44103.122148 nChanged 83 SP:Iteration 2F (443.206112 sec): 3 clusters Score: Raw -46425.063583 + Penalty 2098.959942 = -44326.103641 nChanged 49 SP:Iteration 3F (443.256635 sec): 3 clusters Score: Raw -46599.448636 + Penalty 2098.959942 = -44500.488694 nChanged 21 SP:Iteration 4Q (443.295094 sec): 3 clusters Score: Raw -46687.087708 + Penalty 2098.959942 = -44588.127766 nChanged 15 SP:Iteration 5Q (443.337213 sec): 3 clusters Score: Raw -46750.611474 + Penalty 2098.959942 = -44651.651532 nChanged 13 SP:Iteration 6Q (443.380305 sec): 3 clusters Score: Raw -46800.904054 + Penalty 2098.959942 = -44701.944112 nChanged 11 SP:Iteration 7Q (443.423591 sec): 3 clusters Score: Raw -46860.510658 + Penalty 2098.959942 = -44761.550716 nChanged 9 SP:Iteration 8Q (443.479548 sec): 3 clusters Score: Raw -46893.100282 + Penalty 2098.959942 = -44794.140340 nChanged 6 SP:Iteration 9Q (443.526489 sec): 3 clusters Score: Raw -46914.091983 + Penalty 2098.959942 = -44815.132041 nChanged 4 SP:Iteration 10Q (443.567368 sec): 3 clusters Score: Raw -46924.090444 + Penalty 2098.959942 = -44825.130502 nChanged 4 SP:Iteration 11Q (443.619724 sec): 3 clusters Score: Raw -46936.218208 + Penalty 2098.959942 = -44837.258266 nChanged 2 SP:Iteration 12Q (443.664820 sec): 3 clusters Score: Raw -46938.873489 + Penalty 2098.959942 = -44839.913546 nChanged 1 SP:Iteration 13Q (443.716096 sec): 3 clusters Score: Raw -46941.081993 + Penalty 2098.959942 = -44842.122051 nChanged 1 SP:Iteration 14Q (443.759330 sec): 3 clusters Score: Raw -46942.242481 + Penalty 2098.959942 = -44843.282539 nChanged 1 SP:Iteration 15Q (443.805644 sec): 3 clusters Score: Raw -46943.276019 + Penalty 2098.959942 = -44844.316077 nChanged 0 SP:Iteration 16F (443.851690 sec): 3 clusters Score: Raw -46943.276019 + Penalty 2098.959942 = -44844.316077 nChanged 0 Trying to split cluster 13 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (443.871427 sec): 2 clusters Score: Raw -46683.846840 + Penalty 949.575968 = -45734.270872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (443.922561 sec): 3 clusters Score: Raw -46739.012928 + Penalty 1899.151936 = -44839.860992 nChanged 89 SP:Iteration 1F (443.970039 sec): 3 clusters Score: Raw -46880.150195 + Penalty 1899.151936 = -44980.998260 nChanged 28 SP:Iteration 2F (444.016304 sec): 3 clusters Score: Raw -46978.977999 + Penalty 1899.151936 = -45079.826063 nChanged 32 SP:Iteration 3F (444.057536 sec): 3 clusters Score: Raw -47063.259997 + Penalty 1899.151936 = -45164.108061 nChanged 14 SP:Iteration 4Q (444.111703 sec): 3 clusters Score: Raw -47098.313710 + Penalty 1899.151936 = -45199.161775 nChanged 9 SP:Iteration 5Q (444.152039 sec): 3 clusters Score: Raw -47149.241197 + Penalty 1899.151936 = -45250.089261 nChanged 9 SP:Iteration 6Q (444.189891 sec): 3 clusters Score: Raw -47193.072410 + Penalty 1899.151936 = -45293.920474 nChanged 3 SP:Iteration 7Q (444.232650 sec): 3 clusters Score: Raw -47198.731614 + Penalty 1899.151936 = -45299.579678 nChanged 3 SP:Iteration 8Q (444.273463 sec): 3 clusters Score: Raw -47204.177292 + Penalty 1899.151936 = -45305.025356 nChanged 1 SP:Iteration 9Q (444.314620 sec): 3 clusters Score: Raw -47207.372376 + Penalty 1899.151936 = -45308.220440 nChanged 1 SP:Iteration 10Q (444.353989 sec): 3 clusters Score: Raw -47213.031674 + Penalty 1899.151936 = -45313.879738 nChanged 1 SP:Iteration 11Q (444.397204 sec): 3 clusters Score: Raw -47224.230223 + Penalty 1899.151936 = -45325.078287 nChanged 2 SP:Iteration 12Q (444.430926 sec): 3 clusters Score: Raw -47240.904049 + Penalty 1899.151936 = -45341.752114 nChanged 1 SP:Iteration 13Q (444.483013 sec): 3 clusters Score: Raw -47254.051226 + Penalty 1899.151936 = -45354.899290 nChanged 1 SP:Iteration 14Q (444.513600 sec): 3 clusters Score: Raw -47258.616191 + Penalty 1899.151936 = -45359.464256 nChanged 0 SP:Iteration 15F (444.560276 sec): 3 clusters Score: Raw -47258.616191 + Penalty 1899.151936 = -45359.464256 nChanged 0 Trying to split cluster 14 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (444.592149 sec): 2 clusters Score: Raw -41367.578197 + Penalty 1011.168644 = -40356.409554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (444.636122 sec): 3 clusters Score: Raw -41363.161386 + Penalty 2022.337287 = -39340.824099 nChanged 134 SP:Iteration 1F (444.686936 sec): 3 clusters Score: Raw -41571.079610 + Penalty 2022.337287 = -39548.742323 nChanged 33 SP:Iteration 2F (444.735027 sec): 3 clusters Score: Raw -41638.770672 + Penalty 2022.337287 = -39616.433385 nChanged 24 SP:Iteration 3Q (444.772123 sec): 3 clusters Score: Raw -41722.872845 + Penalty 2022.337287 = -39700.535558 nChanged 22 SP:Iteration 4Q (444.817409 sec): 3 clusters Score: Raw -41760.290836 + Penalty 2022.337287 = -39737.953548 nChanged 13 SP:Iteration 5Q (444.861748 sec): 3 clusters Score: Raw -41806.821628 + Penalty 2022.337287 = -39784.484341 nChanged 11 SP:Iteration 6Q (444.908061 sec): 3 clusters Score: Raw -41829.051461 + Penalty 2022.337287 = -39806.714174 nChanged 6 SP:Iteration 7Q (444.955365 sec): 3 clusters Score: Raw -41841.335589 + Penalty 2022.337287 = -39818.998302 nChanged 3 SP:Iteration 8Q (445.000871 sec): 3 clusters Score: Raw -41843.734656 + Penalty 2022.337287 = -39821.397369 nChanged 2 SP:Iteration 9Q (445.047731 sec): 3 clusters Score: Raw -41845.332864 + Penalty 2022.337287 = -39822.995577 nChanged 3 SP:Iteration 10Q (445.096171 sec): 3 clusters Score: Raw -41852.782720 + Penalty 2022.337287 = -39830.445432 nChanged 6 SP:Iteration 11Q (445.129787 sec): 3 clusters Score: Raw -41878.887404 + Penalty 2022.337287 = -39856.550116 nChanged 7 SP:Iteration 12Q (445.182845 sec): 3 clusters Score: Raw -41899.110092 + Penalty 2022.337287 = -39876.772805 nChanged 5 SP:Iteration 13Q (445.224383 sec): 3 clusters Score: Raw -41903.447339 + Penalty 2022.337287 = -39881.110052 nChanged 2 SP:Iteration 14Q (445.274115 sec): 3 clusters Score: Raw -41906.926885 + Penalty 2022.337287 = -39884.589598 nChanged 1 SP:Iteration 15Q (445.328854 sec): 3 clusters Score: Raw -41919.084508 + Penalty 2022.337287 = -39896.747221 nChanged 5 SP:Iteration 16Q (445.365238 sec): 3 clusters Score: Raw -41939.277283 + Penalty 2022.337287 = -39916.939995 nChanged 2 SP:Iteration 17Q (445.412117 sec): 3 clusters Score: Raw -41943.951334 + Penalty 2022.337287 = -39921.614047 nChanged 3 SP:Iteration 18Q (445.466775 sec): 3 clusters Score: Raw -41953.108455 + Penalty 2022.337287 = -39930.771167 nChanged 2 SP:Iteration 19Q (445.512680 sec): 3 clusters Score: Raw -41963.609936 + Penalty 2022.337287 = -39941.272649 nChanged 2 SP:Iteration 20F (445.552214 sec): 3 clusters Score: Raw -41975.010273 + Penalty 2022.337287 = -39952.672986 nChanged 4 SP:Iteration 21Q (445.607145 sec): 3 clusters Score: Raw -41998.798641 + Penalty 2022.337287 = -39976.461354 nChanged 5 SP:Iteration 22Q (445.644889 sec): 3 clusters Score: Raw -42011.789628 + Penalty 2022.337287 = -39989.452341 nChanged 5 SP:Iteration 23Q (445.686969 sec): 3 clusters Score: Raw -42026.957306 + Penalty 2022.337287 = -40004.620019 nChanged 3 SP:Iteration 24Q (445.740080 sec): 3 clusters Score: Raw -42031.957259 + Penalty 2022.337287 = -40009.619972 nChanged 1 SP:Iteration 25Q (445.789797 sec): 3 clusters Score: Raw -42035.434501 + Penalty 2022.337287 = -40013.097214 nChanged 0 SP:Iteration 26F (445.836465 sec): 3 clusters Score: Raw -42035.434501 + Penalty 2022.337287 = -40013.097214 nChanged 0 Trying to split cluster 15 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (445.856768 sec): 2 clusters Score: Raw -28135.311938 + Penalty 917.958314 = -27217.353624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (445.904302 sec): 3 clusters Score: Raw -28278.213364 + Penalty 1835.916627 = -26442.296736 nChanged 67 SP:Iteration 1F (445.953399 sec): 3 clusters Score: Raw -28466.600228 + Penalty 1835.916627 = -26630.683601 nChanged 25 SP:Iteration 2F (446.005859 sec): 3 clusters Score: Raw -28633.079283 + Penalty 1835.916627 = -26797.162655 nChanged 17 SP:Iteration 3F (446.056843 sec): 3 clusters Score: Raw -28707.577763 + Penalty 1835.916627 = -26871.661135 nChanged 5 SP:Iteration 4Q (446.098287 sec): 3 clusters Score: Raw -28754.598935 + Penalty 1835.916627 = -26918.682308 nChanged 3 SP:Iteration 5Q (446.152591 sec): 3 clusters Score: Raw -28787.385089 + Penalty 1835.916627 = -26951.468462 nChanged 5 SP:Iteration 6Q (446.197761 sec): 3 clusters Score: Raw -28805.539926 + Penalty 1835.916627 = -26969.623299 nChanged 2 SP:Iteration 7Q (446.252996 sec): 3 clusters Score: Raw -28824.511831 + Penalty 1835.916627 = -26988.595204 nChanged 2 SP:Iteration 8Q (446.287079 sec): 3 clusters Score: Raw -28829.113591 + Penalty 1835.916627 = -26993.196964 nChanged 0 SP:Iteration 9F (446.345738 sec): 3 clusters Score: Raw -28829.113591 + Penalty 1835.916627 = -26993.196964 nChanged 0 Trying to split cluster 16 (6988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (446.377656 sec): 2 clusters Score: Raw -994047.232065 + Penalty 1438.441822 = -992608.790244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (446.434958 sec): 3 clusters Score: Raw -990311.736121 + Penalty 2876.883643 = -987434.852478 nChanged 2926 SP:Iteration 1F (446.497890 sec): 3 clusters Score: Raw -991984.151130 + Penalty 2876.883643 = -989107.267487 nChanged 501 SP:Iteration 2F (446.545671 sec): 3 clusters Score: Raw -992331.259676 + Penalty 2876.883643 = -989454.376033 nChanged 461 SP:Iteration 3F (446.614318 sec): 3 clusters Score: Raw -992730.019348 + Penalty 2876.883643 = -989853.135705 nChanged 459 SP:Iteration 4F (446.675151 sec): 3 clusters Score: Raw -993153.956861 + Penalty 2876.883643 = -990277.073218 nChanged 434 SP:Iteration 5F (446.724819 sec): 3 clusters Score: Raw -993524.522798 + Penalty 2876.883643 = -990647.639155 nChanged 411 SP:Iteration 6F (446.778655 sec): 3 clusters Score: Raw -993841.206448 + Penalty 2876.883643 = -990964.322805 nChanged 329 SP:Iteration 7Q (446.839865 sec): 3 clusters Score: Raw -994066.471617 + Penalty 2876.883643 = -991189.587974 nChanged 267 SP:Iteration 8Q (446.902757 sec): 3 clusters Score: Raw -994243.493180 + Penalty 2876.883643 = -991366.609537 nChanged 203 SP:Iteration 9Q (446.958647 sec): 3 clusters Score: Raw -994373.487999 + Penalty 2876.883643 = -991496.604356 nChanged 150 SP:Iteration 10Q (447.014011 sec): 3 clusters Score: Raw -994451.162590 + Penalty 2876.883643 = -991574.278947 nChanged 122 SP:Iteration 11Q (447.077856 sec): 3 clusters Score: Raw -994508.285886 + Penalty 2876.883643 = -991631.402243 nChanged 92 SP:Iteration 12Q (447.126470 sec): 3 clusters Score: Raw -994546.447108 + Penalty 2876.883643 = -991669.563464 nChanged 77 SP:Iteration 13Q (447.185476 sec): 3 clusters Score: Raw -994585.380965 + Penalty 2876.883643 = -991708.497322 nChanged 56 SP:Iteration 14Q (447.255075 sec): 3 clusters Score: Raw -994608.295069 + Penalty 2876.883643 = -991731.411426 nChanged 51 SP:Iteration 15Q (447.307159 sec): 3 clusters Score: Raw -994623.577455 + Penalty 2876.883643 = -991746.693811 nChanged 31 SP:Iteration 16Q (447.367801 sec): 3 clusters Score: Raw -994630.375896 + Penalty 2876.883643 = -991753.492253 nChanged 21 SP:Iteration 17Q (447.437151 sec): 3 clusters Score: Raw -994635.753085 + Penalty 2876.883643 = -991758.869442 nChanged 11 SP:Iteration 18Q (447.480230 sec): 3 clusters Score: Raw -994637.637856 + Penalty 2876.883643 = -991760.754213 nChanged 11 SP:Iteration 19Q (447.536013 sec): 3 clusters Score: Raw -994639.371079 + Penalty 2876.883643 = -991762.487436 nChanged 8 SP:Iteration 20F (447.605806 sec): 3 clusters Score: Raw -994641.156599 + Penalty 2876.883643 = -991764.272956 nChanged 7 SP:Iteration 21Q (447.663809 sec): 3 clusters Score: Raw -994642.527771 + Penalty 2876.883643 = -991765.644128 nChanged 4 SP:Iteration 22Q (447.720713 sec): 3 clusters Score: Raw -994643.020131 + Penalty 2876.883643 = -991766.136488 nChanged 2 SP:Iteration 23Q (447.768295 sec): 3 clusters Score: Raw -994643.365670 + Penalty 2876.883643 = -991766.482027 nChanged 4 SP:Iteration 24Q (447.823129 sec): 3 clusters Score: Raw -994643.889488 + Penalty 2876.883643 = -991767.005845 nChanged 3 SP:Iteration 25Q (447.875260 sec): 3 clusters Score: Raw -994644.435870 + Penalty 2876.883643 = -991767.552227 nChanged 3 SP:Iteration 26Q (447.936931 sec): 3 clusters Score: Raw -994644.725770 + Penalty 2876.883643 = -991767.842127 nChanged 1 SP:Iteration 27Q (447.993882 sec): 3 clusters Score: Raw -994645.146817 + Penalty 2876.883643 = -991768.263174 nChanged 2 SP:Iteration 28Q (448.054524 sec): 3 clusters Score: Raw -994645.446922 + Penalty 2876.883643 = -991768.563279 nChanged 3 SP:Iteration 29Q (448.113196 sec): 3 clusters Score: Raw -994645.827667 + Penalty 2876.883643 = -991768.944024 nChanged 5 SP:Iteration 30Q (448.168380 sec): 3 clusters Score: Raw -994646.710933 + Penalty 2876.883643 = -991769.827290 nChanged 6 SP:Iteration 31Q (448.227871 sec): 3 clusters Score: Raw -994647.955749 + Penalty 2876.883643 = -991771.072105 nChanged 5 SP:Iteration 32Q (448.275891 sec): 3 clusters Score: Raw -994649.344361 + Penalty 2876.883643 = -991772.460717 nChanged 3 SP:Iteration 33Q (448.338158 sec): 3 clusters Score: Raw -994649.935757 + Penalty 2876.883643 = -991773.052114 nChanged 3 SP:Iteration 34Q (448.398618 sec): 3 clusters Score: Raw -994650.604958 + Penalty 2876.883643 = -991773.721315 nChanged 2 SP:Iteration 35Q (448.455677 sec): 3 clusters Score: Raw -994650.786259 + Penalty 2876.883643 = -991773.902615 nChanged 0 SP:Iteration 36F (448.505246 sec): 3 clusters Score: Raw -994650.786259 + Penalty 2876.883643 = -991773.902615 nChanged 0 Trying to split cluster 17 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (448.537542 sec): 2 clusters Score: Raw -60125.189208 + Penalty 986.119158 = -59139.070050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (448.586206 sec): 3 clusters Score: Raw -60134.026003 + Penalty 1972.238316 = -58161.787686 nChanged 108 SP:Iteration 1F (448.630300 sec): 3 clusters Score: Raw -60395.263321 + Penalty 1972.238316 = -58423.025004 nChanged 47 SP:Iteration 2F (448.671216 sec): 3 clusters Score: Raw -60556.742072 + Penalty 1972.238316 = -58584.503756 nChanged 28 SP:Iteration 3F (448.713667 sec): 3 clusters Score: Raw -60677.451460 + Penalty 1972.238316 = -58705.213143 nChanged 19 SP:Iteration 4Q (448.749458 sec): 3 clusters Score: Raw -60763.736927 + Penalty 1972.238316 = -58791.498611 nChanged 10 SP:Iteration 5Q (448.795899 sec): 3 clusters Score: Raw -60804.463685 + Penalty 1972.238316 = -58832.225369 nChanged 9 SP:Iteration 6Q (448.835479 sec): 3 clusters Score: Raw -60878.118299 + Penalty 1972.238316 = -58905.879982 nChanged 11 SP:Iteration 7Q (448.877049 sec): 3 clusters Score: Raw -60946.870423 + Penalty 1972.238316 = -58974.632107 nChanged 8 SP:Iteration 8Q (448.923375 sec): 3 clusters Score: Raw -61005.654849 + Penalty 1972.238316 = -59033.416533 nChanged 6 SP:Iteration 9Q (448.965194 sec): 3 clusters Score: Raw -61049.784794 + Penalty 1972.238316 = -59077.546478 nChanged 4 SP:Iteration 10Q (449.023073 sec): 3 clusters Score: Raw -61082.206589 + Penalty 1972.238316 = -59109.968273 nChanged 3 SP:Iteration 11Q (449.064855 sec): 3 clusters Score: Raw -61088.178011 + Penalty 1972.238316 = -59115.939695 nChanged 1 SP:Iteration 12Q (449.114474 sec): 3 clusters Score: Raw -61090.414880 + Penalty 1972.238316 = -59118.176563 nChanged 1 SP:Iteration 13Q (449.151708 sec): 3 clusters Score: Raw -61099.990444 + Penalty 1972.238316 = -59127.752128 nChanged 1 SP:Iteration 14Q (449.203243 sec): 3 clusters Score: Raw -61104.006876 + Penalty 1972.238316 = -59131.768560 nChanged 1 SP:Iteration 15Q (449.251756 sec): 3 clusters Score: Raw -61105.888537 + Penalty 1972.238316 = -59133.650220 nChanged 0 SP:Iteration 16F (449.297018 sec): 3 clusters Score: Raw -61105.888537 + Penalty 1972.238316 = -59133.650220 nChanged 0 Trying to split cluster 18 (617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (449.324855 sec): 2 clusters Score: Raw -89645.825673 + Penalty 1044.041216 = -88601.784457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (449.370701 sec): 3 clusters Score: Raw -89555.444668 + Penalty 2088.082433 = -87467.362235 nChanged 164 SP:Iteration 1F (449.407444 sec): 3 clusters Score: Raw -89823.244341 + Penalty 2088.082433 = -87735.161909 nChanged 56 SP:Iteration 2F (449.453768 sec): 3 clusters Score: Raw -89993.820781 + Penalty 2088.082433 = -87905.738348 nChanged 52 SP:Iteration 3F (449.502868 sec): 3 clusters Score: Raw -90143.051625 + Penalty 2088.082433 = -88054.969192 nChanged 29 SP:Iteration 4Q (449.546012 sec): 3 clusters Score: Raw -90222.385772 + Penalty 2088.082433 = -88134.303339 nChanged 16 SP:Iteration 5Q (449.592973 sec): 3 clusters Score: Raw -90257.170239 + Penalty 2088.082433 = -88169.087806 nChanged 8 SP:Iteration 6Q (449.629304 sec): 3 clusters Score: Raw -90293.209610 + Penalty 2088.082433 = -88205.127177 nChanged 12 SP:Iteration 7Q (449.676512 sec): 3 clusters Score: Raw -90334.406963 + Penalty 2088.082433 = -88246.324531 nChanged 9 SP:Iteration 8Q (449.723469 sec): 3 clusters Score: Raw -90376.661696 + Penalty 2088.082433 = -88288.579263 nChanged 10 SP:Iteration 9Q (449.763316 sec): 3 clusters Score: Raw -90412.681595 + Penalty 2088.082433 = -88324.599162 nChanged 8 SP:Iteration 10Q (449.811580 sec): 3 clusters Score: Raw -90431.066957 + Penalty 2088.082433 = -88342.984524 nChanged 6 SP:Iteration 11Q (449.845008 sec): 3 clusters Score: Raw -90447.583610 + Penalty 2088.082433 = -88359.501177 nChanged 3 SP:Iteration 12Q (449.887932 sec): 3 clusters Score: Raw -90467.540845 + Penalty 2088.082433 = -88379.458412 nChanged 5 SP:Iteration 13Q (449.929993 sec): 3 clusters Score: Raw -90486.329955 + Penalty 2088.082433 = -88398.247522 nChanged 3 SP:Iteration 14Q (449.976365 sec): 3 clusters Score: Raw -90492.058399 + Penalty 2088.082433 = -88403.975967 nChanged 4 SP:Iteration 15Q (450.027329 sec): 3 clusters Score: Raw -90509.133370 + Penalty 2088.082433 = -88421.050937 nChanged 2 SP:Iteration 16Q (450.066224 sec): 3 clusters Score: Raw -90521.940660 + Penalty 2088.082433 = -88433.858227 nChanged 4 SP:Iteration 17Q (450.116331 sec): 3 clusters Score: Raw -90543.095938 + Penalty 2088.082433 = -88455.013505 nChanged 5 SP:Iteration 18Q (450.152740 sec): 3 clusters Score: Raw -90555.828587 + Penalty 2088.082433 = -88467.746154 nChanged 4 SP:Iteration 19Q (450.197206 sec): 3 clusters Score: Raw -90560.960979 + Penalty 2088.082433 = -88472.878547 nChanged 0 SP:Iteration 20F (450.244818 sec): 3 clusters Score: Raw -90563.409836 + Penalty 2088.082433 = -88475.327403 nChanged 2 SP:Iteration 21Q (450.290264 sec): 3 clusters Score: Raw -90569.228007 + Penalty 2088.082433 = -88481.145574 nChanged 0 SP:Iteration 22F (450.329171 sec): 3 clusters Score: Raw -90569.228007 + Penalty 2088.082433 = -88481.145574 nChanged 0 Trying to split cluster 19 (1171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (450.347468 sec): 2 clusters Score: Raw -152905.494646 + Penalty 1148.162172 = -151757.332475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (450.402796 sec): 3 clusters Score: Raw -152534.701563 + Penalty 2296.324343 = -150238.377220 nChanged 386 SP:Iteration 1F (450.436948 sec): 3 clusters Score: Raw -152901.795044 + Penalty 2296.324343 = -150605.470700 nChanged 106 SP:Iteration 2F (450.482514 sec): 3 clusters Score: Raw -153031.943009 + Penalty 2296.324343 = -150735.618666 nChanged 60 SP:Iteration 3F (450.540319 sec): 3 clusters Score: Raw -153124.005681 + Penalty 2296.324343 = -150827.681338 nChanged 62 SP:Iteration 4F (450.586672 sec): 3 clusters Score: Raw -153214.918623 + Penalty 2296.324343 = -150918.594280 nChanged 50 SP:Iteration 5Q (450.621989 sec): 3 clusters Score: Raw -153306.989921 + Penalty 2296.324343 = -151010.665578 nChanged 36 SP:Iteration 6Q (450.670618 sec): 3 clusters Score: Raw -153360.921235 + Penalty 2296.324343 = -151064.596891 nChanged 24 SP:Iteration 7Q (450.708987 sec): 3 clusters Score: Raw -153393.598299 + Penalty 2296.324343 = -151097.273956 nChanged 17 SP:Iteration 8Q (450.753788 sec): 3 clusters Score: Raw -153414.612457 + Penalty 2296.324343 = -151118.288114 nChanged 14 SP:Iteration 9Q (450.803171 sec): 3 clusters Score: Raw -153442.860280 + Penalty 2296.324343 = -151146.535936 nChanged 18 SP:Iteration 10Q (450.850911 sec): 3 clusters Score: Raw -153465.573937 + Penalty 2296.324343 = -151169.249593 nChanged 10 SP:Iteration 11Q (450.895771 sec): 3 clusters Score: Raw -153474.638431 + Penalty 2296.324343 = -151178.314088 nChanged 10 SP:Iteration 12Q (450.939565 sec): 3 clusters Score: Raw -153487.608329 + Penalty 2296.324343 = -151191.283986 nChanged 7 SP:Iteration 13Q (450.976607 sec): 3 clusters Score: Raw -153491.251010 + Penalty 2296.324343 = -151194.926666 nChanged 5 SP:Iteration 14Q (451.023037 sec): 3 clusters Score: Raw -153495.812448 + Penalty 2296.324343 = -151199.488104 nChanged 5 SP:Iteration 15Q (451.066186 sec): 3 clusters Score: Raw -153503.577545 + Penalty 2296.324343 = -151207.253202 nChanged 7 SP:Iteration 16Q (451.103772 sec): 3 clusters Score: Raw -153512.350107 + Penalty 2296.324343 = -151216.025764 nChanged 3 SP:Iteration 17Q (451.151498 sec): 3 clusters Score: Raw -153514.258455 + Penalty 2296.324343 = -151217.934112 nChanged 1 SP:Iteration 18Q (451.189368 sec): 3 clusters Score: Raw -153515.152674 + Penalty 2296.324343 = -151218.828331 nChanged 1 SP:Iteration 19Q (451.235058 sec): 3 clusters Score: Raw -153515.968694 + Penalty 2296.324343 = -151219.644350 nChanged 0 SP:Iteration 20F (451.290316 sec): 3 clusters Score: Raw -153515.968694 + Penalty 2296.324343 = -151219.644350 nChanged 0 Trying to split cluster 20 (46188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (451.377066 sec): 2 clusters Score: Raw -6477400.165738 + Penalty 1745.327237 = -6475654.838501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (451.497298 sec): 3 clusters Score: Raw -6448131.322330 + Penalty 3490.654473 = -6444640.667856 nChanged 21826 SP:Iteration 1F (451.609292 sec): 3 clusters Score: Raw -6460754.948275 + Penalty 3490.654473 = -6457264.293802 nChanged 2072 SP:Iteration 2Q (451.726780 sec): 3 clusters Score: Raw -6461522.830019 + Penalty 3490.654473 = -6458032.175545 nChanged 2162 SP:Iteration 3Q (451.850456 sec): 3 clusters Score: Raw -6462418.919125 + Penalty 3490.654473 = -6458928.264652 nChanged 2195 SP:Iteration 4Q (451.981247 sec): 3 clusters Score: Raw -6463538.284743 + Penalty 3490.654473 = -6460047.630270 nChanged 2394 SP:Iteration 5F (452.099299 sec): 3 clusters Score: Raw -6464867.173400 + Penalty 3490.654473 = -6461376.518926 nChanged 2545 SP:Iteration 6F (452.224869 sec): 3 clusters Score: Raw -6466551.288878 + Penalty 3490.654473 = -6463060.634404 nChanged 2750 SP:Iteration 7F (452.349883 sec): 3 clusters Score: Raw -6468552.604870 + Penalty 3490.654473 = -6465061.950396 nChanged 2927 SP:Iteration 8F (452.468774 sec): 3 clusters Score: Raw -6470811.413678 + Penalty 3490.654473 = -6467320.759205 nChanged 2685 SP:Iteration 9F (452.587238 sec): 3 clusters Score: Raw -6472913.705717 + Penalty 3490.654473 = -6469423.051243 nChanged 2172 SP:Iteration 10Q (452.697243 sec): 3 clusters Score: Raw -6474578.094911 + Penalty 3490.654473 = -6471087.440437 nChanged 1591 SP:Iteration 11Q (452.812981 sec): 3 clusters Score: Raw -6475772.180256 + Penalty 3490.654473 = -6472281.525782 nChanged 1058 SP:Iteration 12Q (452.928121 sec): 3 clusters Score: Raw -6476575.790003 + Penalty 3490.654473 = -6473085.135530 nChanged 650 SP:Iteration 13Q (453.031792 sec): 3 clusters Score: Raw -6477066.078185 + Penalty 3490.654473 = -6473575.423712 nChanged 376 SP:Iteration 14Q (453.141204 sec): 3 clusters Score: Raw -6477352.379066 + Penalty 3490.654473 = -6473861.724592 nChanged 227 SP:Iteration 15Q (453.247352 sec): 3 clusters Score: Raw -6477512.692617 + Penalty 3490.654473 = -6474022.038143 nChanged 135 SP:Iteration 16Q (453.354976 sec): 3 clusters Score: Raw -6477596.345978 + Penalty 3490.654473 = -6474105.691504 nChanged 97 SP:Iteration 17Q (453.449117 sec): 3 clusters Score: Raw -6477648.146990 + Penalty 3490.654473 = -6474157.492516 nChanged 59 SP:Iteration 18Q (453.556000 sec): 3 clusters Score: Raw -6477678.401747 + Penalty 3490.654473 = -6474187.747274 nChanged 47 SP:Iteration 19Q (453.652823 sec): 3 clusters Score: Raw -6477707.470426 + Penalty 3490.654473 = -6474216.815953 nChanged 45 SP:Iteration 20F (453.774237 sec): 3 clusters Score: Raw -6477731.820708 + Penalty 3490.654473 = -6474241.166234 nChanged 41 SP:Iteration 21Q (453.877856 sec): 3 clusters Score: Raw -6477755.816563 + Penalty 3490.654473 = -6474265.162090 nChanged 33 SP:Iteration 22Q (453.989573 sec): 3 clusters Score: Raw -6477771.174755 + Penalty 3490.654473 = -6474280.520281 nChanged 34 SP:Iteration 23Q (454.091135 sec): 3 clusters Score: Raw -6477786.271203 + Penalty 3490.654473 = -6474295.616730 nChanged 21 SP:Iteration 24Q (454.196586 sec): 3 clusters Score: Raw -6477793.555081 + Penalty 3490.654473 = -6474302.900608 nChanged 12 SP:Iteration 25Q (454.292485 sec): 3 clusters Score: Raw -6477798.311631 + Penalty 3490.654473 = -6474307.657158 nChanged 8 SP:Iteration 26Q (454.398877 sec): 3 clusters Score: Raw -6477801.457179 + Penalty 3490.654473 = -6474310.802705 nChanged 8 SP:Iteration 27Q (454.508896 sec): 3 clusters Score: Raw -6477804.364654 + Penalty 3490.654473 = -6474313.710181 nChanged 9 SP:Iteration 28Q (454.614155 sec): 3 clusters Score: Raw -6477809.013870 + Penalty 3490.654473 = -6474318.359397 nChanged 12 SP:Iteration 29Q (454.716816 sec): 3 clusters Score: Raw -6477813.854222 + Penalty 3490.654473 = -6474323.199749 nChanged 7 SP:Iteration 30Q (454.833009 sec): 3 clusters Score: Raw -6477816.633371 + Penalty 3490.654473 = -6474325.978898 nChanged 6 SP:Iteration 31Q (454.935646 sec): 3 clusters Score: Raw -6477818.940300 + Penalty 3490.654473 = -6474328.285827 nChanged 5 SP:Iteration 32Q (455.053133 sec): 3 clusters Score: Raw -6477820.956875 + Penalty 3490.654473 = -6474330.302402 nChanged 5 SP:Iteration 33Q (455.163131 sec): 3 clusters Score: Raw -6477823.113285 + Penalty 3490.654473 = -6474332.458812 nChanged 5 SP:Iteration 34Q (455.270955 sec): 3 clusters Score: Raw -6477824.791641 + Penalty 3490.654473 = -6474334.137168 nChanged 3 SP:Iteration 35Q (455.377759 sec): 3 clusters Score: Raw -6477826.301364 + Penalty 3490.654473 = -6474335.646891 nChanged 5 SP:Iteration 36Q (455.480481 sec): 3 clusters Score: Raw -6477829.705693 + Penalty 3490.654473 = -6474339.051219 nChanged 2 SP:Iteration 37Q (455.573297 sec): 3 clusters Score: Raw -6477830.706306 + Penalty 3490.654473 = -6474340.051833 nChanged 4 SP:Iteration 38Q (455.685102 sec): 3 clusters Score: Raw -6477832.996319 + Penalty 3490.654473 = -6474342.341846 nChanged 5 SP:Iteration 39Q (455.787497 sec): 3 clusters Score: Raw -6477835.597901 + Penalty 3490.654473 = -6474344.943428 nChanged 4 SP:Iteration 40F (455.904920 sec): 3 clusters Score: Raw -6477838.117073 + Penalty 3490.654473 = -6474347.462599 nChanged 2 SP:Iteration 41Q (455.997769 sec): 3 clusters Score: Raw -6477838.908474 + Penalty 3490.654473 = -6474348.254000 nChanged 3 SP:Iteration 42Q (456.105715 sec): 3 clusters Score: Raw -6477840.223924 + Penalty 3490.654473 = -6474349.569451 nChanged 3 SP:Iteration 43Q (456.208762 sec): 3 clusters Score: Raw -6477841.602703 + Penalty 3490.654473 = -6474350.948229 nChanged 3 SP:Iteration 44Q (456.310776 sec): 3 clusters Score: Raw -6477842.339508 + Penalty 3490.654473 = -6474351.685034 nChanged 4 SP:Iteration 45Q (456.415101 sec): 3 clusters Score: Raw -6477843.586064 + Penalty 3490.654473 = -6474352.931591 nChanged 1 SP:Iteration 46Q (456.524513 sec): 3 clusters Score: Raw -6477844.164488 + Penalty 3490.654473 = -6474353.510014 nChanged 2 SP:Iteration 47Q (456.623917 sec): 3 clusters Score: Raw -6477844.955135 + Penalty 3490.654473 = -6474354.300661 nChanged 1 SP:Iteration 48Q (456.719035 sec): 3 clusters Score: Raw -6477845.194861 + Penalty 3490.654473 = -6474354.540387 nChanged 0 SP:Iteration 49F (456.838001 sec): 3 clusters Score: Raw -6477845.194861 + Penalty 3490.654473 = -6474354.540387 nChanged 0 Trying to split cluster 21 (15796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (456.891087 sec): 2 clusters Score: Raw -2137282.777207 + Penalty 1570.970704 = -2135711.806504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (456.966897 sec): 3 clusters Score: Raw -2127902.945731 + Penalty 3141.941407 = -2124761.004324 nChanged 7106 SP:Iteration 1F (457.036730 sec): 3 clusters Score: Raw -2131779.287032 + Penalty 3141.941407 = -2128637.345625 nChanged 894 SP:Iteration 2F (457.109991 sec): 3 clusters Score: Raw -2132194.564440 + Penalty 3141.941407 = -2129052.623032 nChanged 916 SP:Iteration 3F (457.183982 sec): 3 clusters Score: Raw -2132725.687254 + Penalty 3141.941407 = -2129583.745847 nChanged 978 SP:Iteration 4F (457.245528 sec): 3 clusters Score: Raw -2133455.439298 + Penalty 3141.941407 = -2130313.497890 nChanged 1133 SP:Iteration 5F (457.316694 sec): 3 clusters Score: Raw -2134378.873818 + Penalty 3141.941407 = -2131236.932410 nChanged 1202 SP:Iteration 6F (457.392628 sec): 3 clusters Score: Raw -2135352.691359 + Penalty 3141.941407 = -2132210.749952 nChanged 1140 SP:Iteration 7F (457.471208 sec): 3 clusters Score: Raw -2136199.161986 + Penalty 3141.941407 = -2133057.220578 nChanged 990 SP:Iteration 8F (457.529052 sec): 3 clusters Score: Raw -2136931.214524 + Penalty 3141.941407 = -2133789.273117 nChanged 772 SP:Iteration 9Q (457.605908 sec): 3 clusters Score: Raw -2137437.856180 + Penalty 3141.941407 = -2134295.914773 nChanged 595 SP:Iteration 10Q (457.676515 sec): 3 clusters Score: Raw -2137815.666626 + Penalty 3141.941407 = -2134673.725219 nChanged 458 SP:Iteration 11Q (457.750045 sec): 3 clusters Score: Raw -2138059.151650 + Penalty 3141.941407 = -2134917.210242 nChanged 337 SP:Iteration 12Q (457.832637 sec): 3 clusters Score: Raw -2138230.211217 + Penalty 3141.941407 = -2135088.269810 nChanged 275 SP:Iteration 13Q (457.906800 sec): 3 clusters Score: Raw -2138359.783785 + Penalty 3141.941407 = -2135217.842378 nChanged 237 SP:Iteration 14Q (457.968135 sec): 3 clusters Score: Raw -2138464.815136 + Penalty 3141.941407 = -2135322.873729 nChanged 212 SP:Iteration 15Q (458.041782 sec): 3 clusters Score: Raw -2138553.641655 + Penalty 3141.941407 = -2135411.700248 nChanged 175 SP:Iteration 16Q (458.119439 sec): 3 clusters Score: Raw -2138631.002630 + Penalty 3141.941407 = -2135489.061223 nChanged 144 SP:Iteration 17Q (458.180239 sec): 3 clusters Score: Raw -2138691.132477 + Penalty 3141.941407 = -2135549.191070 nChanged 122 SP:Iteration 18Q (458.255412 sec): 3 clusters Score: Raw -2138758.215653 + Penalty 3141.941407 = -2135616.274246 nChanged 104 SP:Iteration 19Q (458.323461 sec): 3 clusters Score: Raw -2138815.801125 + Penalty 3141.941407 = -2135673.859718 nChanged 98 SP:Iteration 20F (458.393116 sec): 3 clusters Score: Raw -2138852.160002 + Penalty 3141.941407 = -2135710.218595 nChanged 61 SP:Iteration 21Q (458.460699 sec): 3 clusters Score: Raw -2138871.581680 + Penalty 3141.941407 = -2135729.640272 nChanged 58 SP:Iteration 22Q (458.546874 sec): 3 clusters Score: Raw -2138886.362494 + Penalty 3141.941407 = -2135744.421086 nChanged 47 SP:Iteration 23Q (458.620278 sec): 3 clusters Score: Raw -2138896.143476 + Penalty 3141.941407 = -2135754.202068 nChanged 45 SP:Iteration 24Q (458.692981 sec): 3 clusters Score: Raw -2138903.734752 + Penalty 3141.941407 = -2135761.793344 nChanged 27 SP:Iteration 25Q (458.761395 sec): 3 clusters Score: Raw -2138908.748604 + Penalty 3141.941407 = -2135766.807197 nChanged 22 SP:Iteration 26Q (458.821282 sec): 3 clusters Score: Raw -2138912.497998 + Penalty 3141.941407 = -2135770.556590 nChanged 20 SP:Iteration 27Q (458.892197 sec): 3 clusters Score: Raw -2138915.365376 + Penalty 3141.941407 = -2135773.423969 nChanged 10 SP:Iteration 28Q (458.956573 sec): 3 clusters Score: Raw -2138916.621830 + Penalty 3141.941407 = -2135774.680422 nChanged 8 SP:Iteration 29Q (459.029304 sec): 3 clusters Score: Raw -2138918.383564 + Penalty 3141.941407 = -2135776.442157 nChanged 10 SP:Iteration 30Q (459.104925 sec): 3 clusters Score: Raw -2138919.852082 + Penalty 3141.941407 = -2135777.910675 nChanged 16 SP:Iteration 31Q (459.176837 sec): 3 clusters Score: Raw -2138922.026521 + Penalty 3141.941407 = -2135780.085113 nChanged 18 SP:Iteration 32Q (459.249224 sec): 3 clusters Score: Raw -2138924.829018 + Penalty 3141.941407 = -2135782.887611 nChanged 23 SP:Iteration 33Q (459.317531 sec): 3 clusters Score: Raw -2138928.027630 + Penalty 3141.941407 = -2135786.086222 nChanged 18 SP:Iteration 34Q (459.383290 sec): 3 clusters Score: Raw -2138930.240407 + Penalty 3141.941407 = -2135788.299000 nChanged 18 SP:Iteration 35Q (459.456937 sec): 3 clusters Score: Raw -2138933.735497 + Penalty 3141.941407 = -2135791.794089 nChanged 21 SP:Iteration 36Q (459.521136 sec): 3 clusters Score: Raw -2138937.484903 + Penalty 3141.941407 = -2135795.543496 nChanged 19 SP:Iteration 37Q (459.591237 sec): 3 clusters Score: Raw -2138940.884406 + Penalty 3141.941407 = -2135798.942999 nChanged 18 SP:Iteration 38Q (459.658185 sec): 3 clusters Score: Raw -2138944.633656 + Penalty 3141.941407 = -2135802.692248 nChanged 14 SP:Iteration 39Q (459.730169 sec): 3 clusters Score: Raw -2138946.894380 + Penalty 3141.941407 = -2135804.952973 nChanged 15 SP:Iteration 40F (459.797779 sec): 3 clusters Score: Raw -2138949.721588 + Penalty 3141.941407 = -2135807.780181 nChanged 17 SP:Iteration 41Q (459.881113 sec): 3 clusters Score: Raw -2138952.556972 + Penalty 3141.941407 = -2135810.615565 nChanged 13 SP:Iteration 42Q (459.948087 sec): 3 clusters Score: Raw -2138954.630053 + Penalty 3141.941407 = -2135812.688645 nChanged 11 SP:Iteration 43Q (460.018339 sec): 3 clusters Score: Raw -2138956.220927 + Penalty 3141.941407 = -2135814.279520 nChanged 13 SP:Iteration 44Q (460.076718 sec): 3 clusters Score: Raw -2138957.837800 + Penalty 3141.941407 = -2135815.896393 nChanged 9 SP:Iteration 45Q (460.148184 sec): 3 clusters Score: Raw -2138958.952539 + Penalty 3141.941407 = -2135817.011132 nChanged 11 SP:Iteration 46Q (460.216833 sec): 3 clusters Score: Raw -2138960.348659 + Penalty 3141.941407 = -2135818.407252 nChanged 6 SP:Iteration 47Q (460.291025 sec): 3 clusters Score: Raw -2138960.873961 + Penalty 3141.941407 = -2135818.932554 nChanged 1 SP:Iteration 48Q (460.360500 sec): 3 clusters Score: Raw -2138960.906538 + Penalty 3141.941407 = -2135818.965131 nChanged 1 SP:Iteration 49Q (460.426388 sec): 3 clusters Score: Raw -2138960.996888 + Penalty 3141.941407 = -2135819.055480 nChanged 1 SP:Iteration 50Q (460.497046 sec): 3 clusters Score: Raw -2138961.084308 + Penalty 3141.941407 = -2135819.142901 nChanged 2 SP:Iteration 51Q (460.565828 sec): 3 clusters Score: Raw -2138961.369031 + Penalty 3141.941407 = -2135819.427624 nChanged 3 SP:Iteration 52Q (460.646296 sec): 3 clusters Score: Raw -2138961.716658 + Penalty 3141.941407 = -2135819.775251 nChanged 2 SP:Iteration 53Q (460.709205 sec): 3 clusters Score: Raw -2138961.946477 + Penalty 3141.941407 = -2135820.005070 nChanged 3 SP:Iteration 54Q (460.786682 sec): 3 clusters Score: Raw -2138962.174806 + Penalty 3141.941407 = -2135820.233399 nChanged 0 SP:Iteration 55F (460.847496 sec): 3 clusters Score: Raw -2138962.174806 + Penalty 3141.941407 = -2135820.233399 nChanged 0 Score: Raw -39976385.680729 + Penalty 71475.826351 = -39904909.854378 Splitting cluster 21 changes total score from -39899726.914933 to -39904909.854378 So it's getting split into cluster 35. Trying to split cluster 22 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (467.402075 sec): 2 clusters Score: Raw -29359.645039 + Penalty 939.370821 = -28420.274218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (467.446404 sec): 3 clusters Score: Raw -29410.906996 + Penalty 1878.741643 = -27532.165353 nChanged 77 SP:Iteration 1F (467.492513 sec): 3 clusters Score: Raw -29592.920679 + Penalty 1878.741643 = -27714.179036 nChanged 24 SP:Iteration 2F (467.531121 sec): 3 clusters Score: Raw -29656.954458 + Penalty 1878.741643 = -27778.212816 nChanged 13 SP:Iteration 3Q (467.584621 sec): 3 clusters Score: Raw -29706.784702 + Penalty 1878.741643 = -27828.043059 nChanged 10 SP:Iteration 4Q (467.624874 sec): 3 clusters Score: Raw -29753.275364 + Penalty 1878.741643 = -27874.533722 nChanged 5 SP:Iteration 5Q (467.677032 sec): 3 clusters Score: Raw -29769.622640 + Penalty 1878.741643 = -27890.880997 nChanged 1 SP:Iteration 6Q (467.722123 sec): 3 clusters Score: Raw -29770.091658 + Penalty 1878.741643 = -27891.350015 nChanged 0 SP:Iteration 7F (467.763555 sec): 3 clusters Score: Raw -29770.091658 + Penalty 1878.741643 = -27891.350015 nChanged 0 Trying to split cluster 23 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (467.798926 sec): 2 clusters Score: Raw -64287.392267 + Penalty 1003.578431 = -63283.813836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (467.838351 sec): 3 clusters Score: Raw -64243.064616 + Penalty 2007.156863 = -62235.907753 nChanged 127 SP:Iteration 1F (467.888029 sec): 3 clusters Score: Raw -64439.070311 + Penalty 2007.156863 = -62431.913449 nChanged 29 SP:Iteration 2F (467.935261 sec): 3 clusters Score: Raw -64493.931199 + Penalty 2007.156863 = -62486.774336 nChanged 12 SP:Iteration 3Q (467.978346 sec): 3 clusters Score: Raw -64528.467965 + Penalty 2007.156863 = -62521.311102 nChanged 5 SP:Iteration 4Q (468.026532 sec): 3 clusters Score: Raw -64536.722468 + Penalty 2007.156863 = -62529.565605 nChanged 6 SP:Iteration 5Q (468.082414 sec): 3 clusters Score: Raw -64543.904451 + Penalty 2007.156863 = -62536.747588 nChanged 7 SP:Iteration 6Q (468.131148 sec): 3 clusters Score: Raw -64557.403843 + Penalty 2007.156863 = -62550.246980 nChanged 7 SP:Iteration 7Q (468.171172 sec): 3 clusters Score: Raw -64566.485557 + Penalty 2007.156863 = -62559.328694 nChanged 4 SP:Iteration 8Q (468.211685 sec): 3 clusters Score: Raw -64571.929673 + Penalty 2007.156863 = -62564.772811 nChanged 4 SP:Iteration 9Q (468.256813 sec): 3 clusters Score: Raw -64576.736326 + Penalty 2007.156863 = -62569.579463 nChanged 6 SP:Iteration 10Q (468.303162 sec): 3 clusters Score: Raw -64587.271296 + Penalty 2007.156863 = -62580.114433 nChanged 6 SP:Iteration 11Q (468.344712 sec): 3 clusters Score: Raw -64598.510505 + Penalty 2007.156863 = -62591.353642 nChanged 6 SP:Iteration 12Q (468.394987 sec): 3 clusters Score: Raw -64606.695710 + Penalty 2007.156863 = -62599.538848 nChanged 2 SP:Iteration 13Q (468.441489 sec): 3 clusters Score: Raw -64610.978741 + Penalty 2007.156863 = -62603.821878 nChanged 2 SP:Iteration 14Q (468.488091 sec): 3 clusters Score: Raw -64618.701818 + Penalty 2007.156863 = -62611.544955 nChanged 2 SP:Iteration 15Q (468.533203 sec): 3 clusters Score: Raw -64620.903164 + Penalty 2007.156863 = -62613.746301 nChanged 0 SP:Iteration 16F (468.581425 sec): 3 clusters Score: Raw -64620.903164 + Penalty 2007.156863 = -62613.746301 nChanged 0 Trying to split cluster 24 (61096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (468.689030 sec): 2 clusters Score: Raw -8803855.770106 + Penalty 1790.782772 = -8802064.987334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (468.836089 sec): 3 clusters Score: Raw -8764848.485882 + Penalty 3581.565545 = -8761266.920337 nChanged 28913 SP:Iteration 1F (468.983063 sec): 3 clusters Score: Raw -8783022.575442 + Penalty 3581.565545 = -8779441.009898 nChanged 4207 SP:Iteration 2F (469.119357 sec): 3 clusters Score: Raw -8786441.875351 + Penalty 3581.565545 = -8782860.309806 nChanged 5458 SP:Iteration 3F (469.278964 sec): 3 clusters Score: Raw -8792433.990570 + Penalty 3581.565545 = -8788852.425025 nChanged 6024 SP:Iteration 4F (469.425434 sec): 3 clusters Score: Raw -8799474.083227 + Penalty 3581.565545 = -8795892.517682 nChanged 5127 SP:Iteration 5F (469.573688 sec): 3 clusters Score: Raw -8804380.719927 + Penalty 3581.565545 = -8800799.154382 nChanged 3462 SP:Iteration 6F (469.721437 sec): 3 clusters Score: Raw -8806567.352402 + Penalty 3581.565545 = -8802985.786857 nChanged 2110 SP:Iteration 7Q (469.867731 sec): 3 clusters Score: Raw -8807410.739184 + Penalty 3581.565545 = -8803829.173639 nChanged 1209 SP:Iteration 8Q (470.009934 sec): 3 clusters Score: Raw -8807723.965285 + Penalty 3581.565545 = -8804142.399740 nChanged 710 SP:Iteration 9Q (470.152759 sec): 3 clusters Score: Raw -8807846.102390 + Penalty 3581.565545 = -8804264.536845 nChanged 484 SP:Iteration 10Q (470.296108 sec): 3 clusters Score: Raw -8807903.874062 + Penalty 3581.565545 = -8804322.308517 nChanged 309 SP:Iteration 11Q (470.442116 sec): 3 clusters Score: Raw -8807928.564826 + Penalty 3581.565545 = -8804346.999281 nChanged 198 SP:Iteration 12Q (470.569896 sec): 3 clusters Score: Raw -8807941.032603 + Penalty 3581.565545 = -8804359.467058 nChanged 136 SP:Iteration 13Q (470.723154 sec): 3 clusters Score: Raw -8807947.920462 + Penalty 3581.565545 = -8804366.354917 nChanged 99 SP:Iteration 14Q (470.860758 sec): 3 clusters Score: Raw -8807951.852284 + Penalty 3581.565545 = -8804370.286739 nChanged 69 SP:Iteration 15Q (470.997538 sec): 3 clusters Score: Raw -8807954.291403 + Penalty 3581.565545 = -8804372.725858 nChanged 55 SP:Iteration 16Q (471.152431 sec): 3 clusters Score: Raw -8807956.048924 + Penalty 3581.565545 = -8804374.483379 nChanged 48 SP:Iteration 17Q (471.299527 sec): 3 clusters Score: Raw -8807957.446502 + Penalty 3581.565545 = -8804375.880957 nChanged 29 SP:Iteration 18Q (471.444680 sec): 3 clusters Score: Raw -8807958.159879 + Penalty 3581.565545 = -8804376.594334 nChanged 23 SP:Iteration 19Q (471.575910 sec): 3 clusters Score: Raw -8807958.854992 + Penalty 3581.565545 = -8804377.289447 nChanged 26 SP:Iteration 20F (471.734984 sec): 3 clusters Score: Raw -8807959.448730 + Penalty 3581.565545 = -8804377.883185 nChanged 23 SP:Iteration 21Q (471.874261 sec): 3 clusters Score: Raw -8807959.887811 + Penalty 3581.565545 = -8804378.322266 nChanged 17 SP:Iteration 22Q (472.022116 sec): 3 clusters Score: Raw -8807960.189153 + Penalty 3581.565545 = -8804378.623608 nChanged 15 SP:Iteration 23Q (472.161603 sec): 3 clusters Score: Raw -8807960.525562 + Penalty 3581.565545 = -8804378.960017 nChanged 16 SP:Iteration 24Q (472.302221 sec): 3 clusters Score: Raw -8807960.802990 + Penalty 3581.565545 = -8804379.237445 nChanged 8 SP:Iteration 25Q (472.438282 sec): 3 clusters Score: Raw -8807960.916722 + Penalty 3581.565545 = -8804379.351177 nChanged 4 SP:Iteration 26Q (472.586588 sec): 3 clusters Score: Raw -8807960.989183 + Penalty 3581.565545 = -8804379.423638 nChanged 4 SP:Iteration 27Q (472.727872 sec): 3 clusters Score: Raw -8807961.046381 + Penalty 3581.565545 = -8804379.480837 nChanged 2 SP:Iteration 28Q (472.875603 sec): 3 clusters Score: Raw -8807961.069861 + Penalty 3581.565545 = -8804379.504316 nChanged 1 SP:Iteration 29Q (473.016724 sec): 3 clusters Score: Raw -8807961.081233 + Penalty 3581.565545 = -8804379.515688 nChanged 2 SP:Iteration 30Q (473.155986 sec): 3 clusters Score: Raw -8807961.097189 + Penalty 3581.565545 = -8804379.531645 nChanged 3 SP:Iteration 31Q (473.310066 sec): 3 clusters Score: Raw -8807961.136332 + Penalty 3581.565545 = -8804379.570787 nChanged 2 SP:Iteration 32Q (473.451216 sec): 3 clusters Score: Raw -8807961.173410 + Penalty 3581.565545 = -8804379.607865 nChanged 3 SP:Iteration 33Q (473.597675 sec): 3 clusters Score: Raw -8807961.227087 + Penalty 3581.565545 = -8804379.661543 nChanged 0 SP:Iteration 34F (473.745615 sec): 3 clusters Score: Raw -8807961.227087 + Penalty 3581.565545 = -8804379.661543 nChanged 0 Score: Raw -39980491.137710 + Penalty 73517.992818 = -39906973.144892 Splitting cluster 24 changes total score from -39899726.914933 to -39906973.144892 So it's getting split into cluster 36. Trying to split cluster 25 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (480.400853 sec): 2 clusters Score: Raw -60482.375758 + Penalty 1023.579253 = -59458.796505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (480.443752 sec): 3 clusters Score: Raw -60464.913640 + Penalty 2047.158505 = -58417.755135 nChanged 140 SP:Iteration 1F (480.479616 sec): 3 clusters Score: Raw -60721.025493 + Penalty 2047.158505 = -58673.866988 nChanged 49 SP:Iteration 2F (480.532517 sec): 3 clusters Score: Raw -60832.959328 + Penalty 2047.158505 = -58785.800823 nChanged 31 SP:Iteration 3F (480.572601 sec): 3 clusters Score: Raw -60883.409361 + Penalty 2047.158505 = -58836.250856 nChanged 22 SP:Iteration 4Q (480.617519 sec): 3 clusters Score: Raw -60910.075813 + Penalty 2047.158505 = -58862.917308 nChanged 12 SP:Iteration 5Q (480.662458 sec): 3 clusters Score: Raw -60923.571795 + Penalty 2047.158505 = -58876.413290 nChanged 8 SP:Iteration 6Q (480.699557 sec): 3 clusters Score: Raw -60932.477163 + Penalty 2047.158505 = -58885.318658 nChanged 6 SP:Iteration 7Q (480.746952 sec): 3 clusters Score: Raw -60937.259340 + Penalty 2047.158505 = -58890.100834 nChanged 4 SP:Iteration 8Q (480.798260 sec): 3 clusters Score: Raw -60945.315022 + Penalty 2047.158505 = -58898.156517 nChanged 3 SP:Iteration 9Q (480.838115 sec): 3 clusters Score: Raw -60948.229895 + Penalty 2047.158505 = -58901.071390 nChanged 3 SP:Iteration 10Q (480.884013 sec): 3 clusters Score: Raw -60955.122625 + Penalty 2047.158505 = -58907.964120 nChanged 2 SP:Iteration 11Q (480.932462 sec): 3 clusters Score: Raw -60959.706553 + Penalty 2047.158505 = -58912.548048 nChanged 3 SP:Iteration 12Q (480.978365 sec): 3 clusters Score: Raw -60975.698376 + Penalty 2047.158505 = -58928.539871 nChanged 7 SP:Iteration 13Q (481.029546 sec): 3 clusters Score: Raw -60983.425866 + Penalty 2047.158505 = -58936.267361 nChanged 4 SP:Iteration 14Q (481.076181 sec): 3 clusters Score: Raw -61000.070794 + Penalty 2047.158505 = -58952.912289 nChanged 4 SP:Iteration 15Q (481.120035 sec): 3 clusters Score: Raw -61016.015025 + Penalty 2047.158505 = -58968.856519 nChanged 8 SP:Iteration 16Q (481.168968 sec): 3 clusters Score: Raw -61028.688015 + Penalty 2047.158505 = -58981.529510 nChanged 7 SP:Iteration 17Q (481.219993 sec): 3 clusters Score: Raw -61043.031160 + Penalty 2047.158505 = -58995.872654 nChanged 7 SP:Iteration 18Q (481.255067 sec): 3 clusters Score: Raw -61054.053473 + Penalty 2047.158505 = -59006.894968 nChanged 3 SP:Iteration 19Q (481.309534 sec): 3 clusters Score: Raw -61056.804440 + Penalty 2047.158505 = -59009.645935 nChanged 0 SP:Iteration 20F (481.352077 sec): 3 clusters Score: Raw -61056.804440 + Penalty 2047.158505 = -59009.645935 nChanged 0 Trying to split cluster 26 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (481.372128 sec): 2 clusters Score: Raw -39628.724849 + Penalty 955.132065 = -38673.592785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (481.406263 sec): 3 clusters Score: Raw -39709.420548 + Penalty 1910.264129 = -37799.156419 nChanged 91 SP:Iteration 1F (481.453800 sec): 3 clusters Score: Raw -39924.206488 + Penalty 1910.264129 = -38013.942359 nChanged 25 SP:Iteration 2F (481.495649 sec): 3 clusters Score: Raw -40028.437822 + Penalty 1910.264129 = -38118.173693 nChanged 17 SP:Iteration 3Q (481.572103 sec): 3 clusters Score: Raw -40154.453731 + Penalty 1910.264129 = -38244.189601 nChanged 14 SP:Iteration 4Q (481.625165 sec): 3 clusters Score: Raw -40214.370400 + Penalty 1910.264129 = -38304.106271 nChanged 8 SP:Iteration 5Q (481.659957 sec): 3 clusters Score: Raw -40230.932696 + Penalty 1910.264129 = -38320.668567 nChanged 4 SP:Iteration 6Q (481.700098 sec): 3 clusters Score: Raw -40257.193472 + Penalty 1910.264129 = -38346.929343 nChanged 4 SP:Iteration 7Q (481.744233 sec): 3 clusters Score: Raw -40294.960806 + Penalty 1910.264129 = -38384.696677 nChanged 2 SP:Iteration 8Q (481.787616 sec): 3 clusters Score: Raw -40304.616253 + Penalty 1910.264129 = -38394.352124 nChanged 2 SP:Iteration 9Q (481.830907 sec): 3 clusters Score: Raw -40308.563870 + Penalty 1910.264129 = -38398.299741 nChanged 4 SP:Iteration 10Q (481.877690 sec): 3 clusters Score: Raw -40326.205110 + Penalty 1910.264129 = -38415.940981 nChanged 3 SP:Iteration 11Q (481.924686 sec): 3 clusters Score: Raw -40338.561656 + Penalty 1910.264129 = -38428.297526 nChanged 3 SP:Iteration 12Q (481.963894 sec): 3 clusters Score: Raw -40370.261366 + Penalty 1910.264129 = -38459.997237 nChanged 2 SP:Iteration 13Q (482.018387 sec): 3 clusters Score: Raw -40406.344210 + Penalty 1910.264129 = -38496.080081 nChanged 4 SP:Iteration 14Q (482.067381 sec): 3 clusters Score: Raw -40450.902757 + Penalty 1910.264129 = -38540.638628 nChanged 3 SP:Iteration 15Q (482.114224 sec): 3 clusters Score: Raw -40468.967099 + Penalty 1910.264129 = -38558.702970 nChanged 1 SP:Iteration 16Q (482.162509 sec): 3 clusters Score: Raw -40469.731780 + Penalty 1910.264129 = -38559.467651 nChanged 0 SP:Iteration 17F (482.207502 sec): 3 clusters Score: Raw -40469.731780 + Penalty 1910.264129 = -38559.467651 nChanged 0 Trying to split cluster 27 (387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (482.238060 sec): 2 clusters Score: Raw -50887.215802 + Penalty 968.244013 = -49918.971789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (482.277584 sec): 3 clusters Score: Raw -50927.224826 + Penalty 1936.488025 = -48990.736800 nChanged 100 SP:Iteration 1F (482.328796 sec): 3 clusters Score: Raw -51117.424474 + Penalty 1936.488025 = -49180.936448 nChanged 37 SP:Iteration 2F (482.372335 sec): 3 clusters Score: Raw -51218.079478 + Penalty 1936.488025 = -49281.591453 nChanged 20 SP:Iteration 3F (482.419240 sec): 3 clusters Score: Raw -51259.158225 + Penalty 1936.488025 = -49322.670199 nChanged 6 SP:Iteration 4Q (482.468160 sec): 3 clusters Score: Raw -51270.979795 + Penalty 1936.488025 = -49334.491769 nChanged 6 SP:Iteration 5Q (482.511805 sec): 3 clusters Score: Raw -51280.333361 + Penalty 1936.488025 = -49343.845336 nChanged 1 SP:Iteration 6Q (482.562045 sec): 3 clusters Score: Raw -51281.294853 + Penalty 1936.488025 = -49344.806828 nChanged 2 SP:Iteration 7Q (482.602162 sec): 3 clusters Score: Raw -51283.726374 + Penalty 1936.488025 = -49347.238349 nChanged 1 SP:Iteration 8Q (482.649674 sec): 3 clusters Score: Raw -51289.537550 + Penalty 1936.488025 = -49353.049525 nChanged 2 SP:Iteration 9Q (482.696650 sec): 3 clusters Score: Raw -51304.642881 + Penalty 1936.488025 = -49368.154856 nChanged 3 SP:Iteration 10Q (482.748700 sec): 3 clusters Score: Raw -51330.836930 + Penalty 1936.488025 = -49394.348904 nChanged 8 SP:Iteration 11Q (482.796922 sec): 3 clusters Score: Raw -51363.481949 + Penalty 1936.488025 = -49426.993923 nChanged 2 SP:Iteration 12Q (482.847414 sec): 3 clusters Score: Raw -51366.051689 + Penalty 1936.488025 = -49429.563663 nChanged 0 SP:Iteration 13F (482.891466 sec): 3 clusters Score: Raw -51366.051689 + Penalty 1936.488025 = -49429.563663 nChanged 0 Trying to split cluster 28 (926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (482.915921 sec): 2 clusters Score: Raw -99771.132725 + Penalty 1110.017063 = -98661.115662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (482.966540 sec): 3 clusters Score: Raw -99562.542595 + Penalty 2220.034126 = -97342.508469 nChanged 295 SP:Iteration 1F (483.012846 sec): 3 clusters Score: Raw -99989.136792 + Penalty 2220.034126 = -97769.102666 nChanged 96 SP:Iteration 2F (483.061674 sec): 3 clusters Score: Raw -100149.915761 + Penalty 2220.034126 = -97929.881635 nChanged 55 SP:Iteration 3F (483.115480 sec): 3 clusters Score: Raw -100237.322634 + Penalty 2220.034126 = -98017.288508 nChanged 38 SP:Iteration 4Q (483.165841 sec): 3 clusters Score: Raw -100315.867943 + Penalty 2220.034126 = -98095.833817 nChanged 28 SP:Iteration 5Q (483.207083 sec): 3 clusters Score: Raw -100356.934872 + Penalty 2220.034126 = -98136.900745 nChanged 26 SP:Iteration 6Q (483.254678 sec): 3 clusters Score: Raw -100374.203078 + Penalty 2220.034126 = -98154.168952 nChanged 7 SP:Iteration 7Q (483.300528 sec): 3 clusters Score: Raw -100378.599331 + Penalty 2220.034126 = -98158.565205 nChanged 4 SP:Iteration 8Q (483.342823 sec): 3 clusters Score: Raw -100380.458234 + Penalty 2220.034126 = -98160.424107 nChanged 0 SP:Iteration 9F (483.390277 sec): 3 clusters Score: Raw -100380.458234 + Penalty 2220.034126 = -98160.424107 nChanged 0 Trying to split cluster 29 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (483.419940 sec): 2 clusters Score: Raw -16444.085879 + Penalty 955.132065 = -15488.953814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (483.458637 sec): 3 clusters Score: Raw -16632.406860 + Penalty 1910.264129 = -14722.142731 nChanged 123 SP:Iteration 1F (483.500536 sec): 3 clusters Score: Raw -16869.593413 + Penalty 1910.264129 = -14959.329284 nChanged 32 SP:Iteration 2F (483.541536 sec): 3 clusters Score: Raw -16947.976291 + Penalty 1910.264129 = -15037.712162 nChanged 20 SP:Iteration 3F (483.589480 sec): 3 clusters Score: Raw -17013.181927 + Penalty 1910.264129 = -15102.917798 nChanged 11 SP:Iteration 4Q (483.637313 sec): 3 clusters Score: Raw -17060.490461 + Penalty 1910.264129 = -15150.226332 nChanged 5 SP:Iteration 5Q (483.679264 sec): 3 clusters Score: Raw -17077.719151 + Penalty 1910.264129 = -15167.455022 nChanged 0 SP:Iteration 6F (483.719659 sec): 3 clusters Score: Raw -17077.719151 + Penalty 1910.264129 = -15167.455022 nChanged 0 Iteration 99Q (488.435095 sec): 37 clusters Score: Raw -39987860.973848 + Penalty 73517.992818 = -39914342.981029 nChanged 6680 Iteration 100F (495.075082 sec): 37 clusters Score: Raw -39994781.244403 + Penalty 73517.992818 = -39921263.251584 nChanged 5267 Iteration 101Q (497.883484 sec): 37 clusters Score: Raw -39997139.808997 + Penalty 73517.992818 = -39923621.816178 nChanged 3184 Iteration 102Q (500.408660 sec): 37 clusters Score: Raw -39998145.684682 + Penalty 73517.992818 = -39924627.691864 nChanged 2338 Iteration 103Q (502.853946 sec): 37 clusters Score: Raw -39998717.531788 + Penalty 73517.992818 = -39925199.538970 nChanged 1915 Iteration 104Q (505.507839 sec): 37 clusters Score: Raw -39999145.670141 + Penalty 73517.992818 = -39925627.677322 nChanged 1609 Iteration 105Q (508.255261 sec): 37 clusters Score: Raw -39999453.991625 + Penalty 73517.992818 = -39925935.998807 nChanged 1309 Iteration 106Q (510.735012 sec): 37 clusters Score: Raw -39999683.987002 + Penalty 73517.992818 = -39926165.994184 nChanged 1189 Iteration 107Q (513.218172 sec): 37 clusters Score: Raw -39999882.326938 + Penalty 73517.992818 = -39926364.334120 nChanged 1154 Iteration 108Q (515.760752 sec): 37 clusters Score: Raw -40000067.699614 + Penalty 73517.992818 = -39926549.706796 nChanged 1049 Iteration 109Q (518.454698 sec): 37 clusters Score: Raw -40000220.633177 + Penalty 73517.992818 = -39926702.640358 nChanged 975 Iteration 110Q (521.164787 sec): 37 clusters Score: Raw -40000352.482709 + Penalty 73517.992818 = -39926834.489891 nChanged 842 Iteration 111Q (523.972103 sec): 37 clusters Score: Raw -40000455.874731 + Penalty 73517.992818 = -39926937.881913 nChanged 759 Iteration 112Q (526.539334 sec): 37 clusters Score: Raw -40000555.681854 + Penalty 73517.992818 = -39927037.689036 nChanged 833 Iteration 113Q (529.102669 sec): 37 clusters Score: Raw -40000661.557793 + Penalty 73517.992818 = -39927143.564975 nChanged 782 Iteration 114Q (531.565523 sec): 37 clusters Score: Raw -40000752.415770 + Penalty 73517.992818 = -39927234.422951 nChanged 759 Iteration 115Q (534.106665 sec): 37 clusters Score: Raw -40000838.933602 + Penalty 73517.992818 = -39927320.940783 nChanged 757 Iteration 116Q (536.514428 sec): 37 clusters Score: Raw -40000921.333564 + Penalty 73517.992818 = -39927403.340746 nChanged 714 Iteration 117Q (539.198925 sec): 37 clusters Score: Raw -40000987.533072 + Penalty 73517.992818 = -39927469.540254 nChanged 706 Iteration 118Q (541.662909 sec): 37 clusters Score: Raw -40001055.148477 + Penalty 73517.992818 = -39927537.155659 nChanged 671 Iteration 119Q (544.392907 sec): 37 clusters Score: Raw -40001118.430023 + Penalty 73517.992818 = -39927600.437204 nChanged 618 Iteration 120F (550.993771 sec): 37 clusters Score: Raw -40001187.478483 + Penalty 73517.992818 = -39927669.485665 nChanged 584 Iteration 121Q (553.328004 sec): 37 clusters Score: Raw -40001284.614243 + Penalty 73517.992818 = -39927766.621424 nChanged 557 Iteration 122Q (555.810142 sec): 37 clusters Score: Raw -40001346.304205 + Penalty 73517.992818 = -39927828.311387 nChanged 575 Iteration 123Q (558.361778 sec): 37 clusters Score: Raw -40001396.691818 + Penalty 73517.992818 = -39927878.699000 nChanged 596 Iteration 124Q (560.720084 sec): 37 clusters Score: Raw -40001443.684103 + Penalty 73517.992818 = -39927925.691285 nChanged 572 Iteration 125Q (563.131129 sec): 37 clusters Score: Raw -40001485.831704 + Penalty 73517.992818 = -39927967.838885 nChanged 495 Iteration 126Q (565.453456 sec): 37 clusters Score: Raw -40001516.216649 + Penalty 73517.992818 = -39927998.223831 nChanged 467 Iteration 127Q (567.914840 sec): 37 clusters Score: Raw -40001546.130746 + Penalty 73517.992818 = -39928028.137927 nChanged 442 Iteration 128Q (570.400761 sec): 37 clusters Score: Raw -40001574.915920 + Penalty 73517.992818 = -39928056.923102 nChanged 447 Iteration 129Q (573.035569 sec): 37 clusters Score: Raw -40001605.124082 + Penalty 73517.992818 = -39928087.131264 nChanged 437 Iteration 130Q (575.670632 sec): 37 clusters Score: Raw -40001633.456214 + Penalty 73517.992818 = -39928115.463396 nChanged 420 Iteration 131Q (577.902704 sec): 37 clusters Score: Raw -40001658.868477 + Penalty 73517.992818 = -39928140.875659 nChanged 419 Iteration 132Q (580.333640 sec): 37 clusters Score: Raw -40001684.763244 + Penalty 73517.992818 = -39928166.770425 nChanged 425 Iteration 133Q (582.856582 sec): 37 clusters Score: Raw -40001712.224572 + Penalty 73517.992818 = -39928194.231754 nChanged 370 Iteration 134Q (585.196564 sec): 37 clusters Score: Raw -40001731.287359 + Penalty 73517.992818 = -39928213.294541 nChanged 340 Iteration 135Q (587.453834 sec): 37 clusters Score: Raw -40001748.144627 + Penalty 73517.992818 = -39928230.151809 nChanged 324 Iteration 136Q (589.696797 sec): 37 clusters Score: Raw -40001763.441582 + Penalty 73517.992818 = -39928245.448763 nChanged 312 Iteration 137Q (592.062036 sec): 37 clusters Score: Raw -40001779.837003 + Penalty 73517.992818 = -39928261.844185 nChanged 301 Iteration 138Q (594.383435 sec): 37 clusters Score: Raw -40001794.822984 + Penalty 73517.992818 = -39928276.830165 nChanged 290 Writing temp clu file Because OldScore, -39928261.844185, is greater than current (better) Score,-39928276.830165 Compute initial score before splitting: Score: Raw -40001794.822984 + Penalty 73517.992818 = -39928276.830165 Trying to split cluster 1 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (594.486605 sec): 2 clusters Score: Raw -71992.227786 + Penalty 1024.175584 = -70968.052202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (594.542602 sec): 3 clusters Score: Raw -71971.153992 + Penalty 2048.351167 = -69922.802825 nChanged 163 SP:Iteration 1F (594.585939 sec): 3 clusters Score: Raw -72244.253276 + Penalty 2048.351167 = -70195.902109 nChanged 56 SP:Iteration 2F (594.628162 sec): 3 clusters Score: Raw -72349.510274 + Penalty 2048.351167 = -70301.159106 nChanged 28 SP:Iteration 3F (594.671771 sec): 3 clusters Score: Raw -72410.608137 + Penalty 2048.351167 = -70362.256970 nChanged 25 SP:Iteration 4Q (594.716783 sec): 3 clusters Score: Raw -72494.583080 + Penalty 2048.351167 = -70446.231913 nChanged 23 SP:Iteration 5Q (594.762988 sec): 3 clusters Score: Raw -72567.562031 + Penalty 2048.351167 = -70519.210863 nChanged 14 SP:Iteration 6Q (594.807450 sec): 3 clusters Score: Raw -72623.888083 + Penalty 2048.351167 = -70575.536916 nChanged 7 SP:Iteration 7Q (594.855210 sec): 3 clusters Score: Raw -72658.585601 + Penalty 2048.351167 = -70610.234434 nChanged 3 SP:Iteration 8Q (594.905265 sec): 3 clusters Score: Raw -72665.300041 + Penalty 2048.351167 = -70616.948874 nChanged 1 SP:Iteration 9Q (594.956107 sec): 3 clusters Score: Raw -72672.261813 + Penalty 2048.351167 = -70623.910646 nChanged 3 SP:Iteration 10Q (594.994812 sec): 3 clusters Score: Raw -72696.408158 + Penalty 2048.351167 = -70648.056991 nChanged 3 SP:Iteration 11Q (595.048720 sec): 3 clusters Score: Raw -72705.215643 + Penalty 2048.351167 = -70656.864476 nChanged 2 SP:Iteration 12Q (595.096683 sec): 3 clusters Score: Raw -72718.835263 + Penalty 2048.351167 = -70670.484096 nChanged 5 SP:Iteration 13Q (595.138066 sec): 3 clusters Score: Raw -72736.765307 + Penalty 2048.351167 = -70688.414140 nChanged 5 SP:Iteration 14Q (595.192283 sec): 3 clusters Score: Raw -72756.925070 + Penalty 2048.351167 = -70708.573903 nChanged 2 SP:Iteration 15Q (595.236548 sec): 3 clusters Score: Raw -72770.660980 + Penalty 2048.351167 = -70722.309813 nChanged 4 SP:Iteration 16Q (595.283668 sec): 3 clusters Score: Raw -72786.314517 + Penalty 2048.351167 = -70737.963349 nChanged 2 SP:Iteration 17Q (595.332424 sec): 3 clusters Score: Raw -72796.806365 + Penalty 2048.351167 = -70748.455198 nChanged 2 SP:Iteration 18Q (595.374447 sec): 3 clusters Score: Raw -72816.815670 + Penalty 2048.351167 = -70768.464502 nChanged 2 SP:Iteration 19Q (595.419583 sec): 3 clusters Score: Raw -72824.302318 + Penalty 2048.351167 = -70775.951151 nChanged 3 SP:Iteration 20F (595.470090 sec): 3 clusters Score: Raw -72835.344576 + Penalty 2048.351167 = -70786.993409 nChanged 0 Trying to split cluster 2 (5458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (595.508604 sec): 2 clusters Score: Raw -765762.660825 + Penalty 1398.286126 = -764364.374699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (595.552503 sec): 3 clusters Score: Raw -762863.304375 + Penalty 2796.572253 = -760066.732122 nChanged 2251 SP:Iteration 1F (595.613800 sec): 3 clusters Score: Raw -764196.748884 + Penalty 2796.572253 = -761400.176631 nChanged 433 SP:Iteration 2F (595.669498 sec): 3 clusters Score: Raw -764542.975236 + Penalty 2796.572253 = -761746.402983 nChanged 411 SP:Iteration 3F (595.714644 sec): 3 clusters Score: Raw -764861.110509 + Penalty 2796.572253 = -762064.538256 nChanged 358 SP:Iteration 4F (595.768778 sec): 3 clusters Score: Raw -765120.348819 + Penalty 2796.572253 = -762323.776566 nChanged 298 SP:Iteration 5F (595.820100 sec): 3 clusters Score: Raw -765343.740657 + Penalty 2796.572253 = -762547.168404 nChanged 276 SP:Iteration 6F (595.872325 sec): 3 clusters Score: Raw -765535.370755 + Penalty 2796.572253 = -762738.798502 nChanged 241 SP:Iteration 7Q (595.931185 sec): 3 clusters Score: Raw -765699.079164 + Penalty 2796.572253 = -762902.506911 nChanged 206 SP:Iteration 8Q (595.976835 sec): 3 clusters Score: Raw -765818.346085 + Penalty 2796.572253 = -763021.773832 nChanged 155 SP:Iteration 9Q (596.029721 sec): 3 clusters Score: Raw -765907.174437 + Penalty 2796.572253 = -763110.602184 nChanged 118 SP:Iteration 10Q (596.092594 sec): 3 clusters Score: Raw -765962.240401 + Penalty 2796.572253 = -763165.668148 nChanged 95 SP:Iteration 11Q (596.151250 sec): 3 clusters Score: Raw -765997.823330 + Penalty 2796.572253 = -763201.251077 nChanged 72 SP:Iteration 12Q (596.204387 sec): 3 clusters Score: Raw -766022.965763 + Penalty 2796.572253 = -763226.393510 nChanged 65 SP:Iteration 13Q (596.263266 sec): 3 clusters Score: Raw -766045.075581 + Penalty 2796.572253 = -763248.503328 nChanged 58 SP:Iteration 14Q (596.309144 sec): 3 clusters Score: Raw -766063.099912 + Penalty 2796.572253 = -763266.527659 nChanged 50 SP:Iteration 15Q (596.372473 sec): 3 clusters Score: Raw -766079.515695 + Penalty 2796.572253 = -763282.943442 nChanged 39 SP:Iteration 16Q (596.424071 sec): 3 clusters Score: Raw -766089.993116 + Penalty 2796.572253 = -763293.420863 nChanged 31 SP:Iteration 17Q (596.479447 sec): 3 clusters Score: Raw -766097.079851 + Penalty 2796.572253 = -763300.507598 nChanged 24 SP:Iteration 18Q (596.529806 sec): 3 clusters Score: Raw -766101.720047 + Penalty 2796.572253 = -763305.147794 nChanged 21 SP:Iteration 19Q (596.587836 sec): 3 clusters Score: Raw -766106.215908 + Penalty 2796.572253 = -763309.643655 nChanged 20 SP:Iteration 20F (596.642576 sec): 3 clusters Score: Raw -766110.102519 + Penalty 2796.572253 = -763313.530266 nChanged 18 SP:Iteration 21Q (596.702318 sec): 3 clusters Score: Raw -766114.148642 + Penalty 2796.572253 = -763317.576389 nChanged 16 SP:Iteration 22Q (596.745774 sec): 3 clusters Score: Raw -766117.924338 + Penalty 2796.572253 = -763321.352085 nChanged 17 SP:Iteration 23Q (596.807643 sec): 3 clusters Score: Raw -766121.916832 + Penalty 2796.572253 = -763325.344580 nChanged 16 SP:Iteration 24Q (596.866780 sec): 3 clusters Score: Raw -766125.159372 + Penalty 2796.572253 = -763328.587119 nChanged 16 SP:Iteration 25Q (596.924862 sec): 3 clusters Score: Raw -766128.395281 + Penalty 2796.572253 = -763331.823028 nChanged 13 SP:Iteration 26Q (596.979811 sec): 3 clusters Score: Raw -766130.863063 + Penalty 2796.572253 = -763334.290810 nChanged 16 SP:Iteration 27Q (597.034711 sec): 3 clusters Score: Raw -766133.965659 + Penalty 2796.572253 = -763337.393406 nChanged 15 SP:Iteration 28Q (597.085479 sec): 3 clusters Score: Raw -766136.699969 + Penalty 2796.572253 = -763340.127716 nChanged 14 SP:Iteration 29Q (597.144264 sec): 3 clusters Score: Raw -766139.757155 + Penalty 2796.572253 = -763343.184902 nChanged 16 SP:Iteration 30Q (597.193787 sec): 3 clusters Score: Raw -766142.497854 + Penalty 2796.572253 = -763345.925601 nChanged 12 SP:Iteration 31Q (597.251978 sec): 3 clusters Score: Raw -766144.444900 + Penalty 2796.572253 = -763347.872647 nChanged 9 SP:Iteration 32Q (597.310446 sec): 3 clusters Score: Raw -766145.808950 + Penalty 2796.572253 = -763349.236697 nChanged 14 SP:Iteration 33Q (597.375309 sec): 3 clusters Score: Raw -766149.277228 + Penalty 2796.572253 = -763352.704975 nChanged 16 SP:Iteration 34Q (597.434338 sec): 3 clusters Score: Raw -766152.742226 + Penalty 2796.572253 = -763356.169974 nChanged 15 SP:Iteration 35Q (597.477087 sec): 3 clusters Score: Raw -766155.936723 + Penalty 2796.572253 = -763359.364470 nChanged 8 SP:Iteration 36Q (597.542817 sec): 3 clusters Score: Raw -766157.552762 + Penalty 2796.572253 = -763360.980509 nChanged 11 SP:Iteration 37Q (597.590250 sec): 3 clusters Score: Raw -766160.166837 + Penalty 2796.572253 = -763363.594584 nChanged 19 SP:Iteration 38Q (597.650145 sec): 3 clusters Score: Raw -766163.379566 + Penalty 2796.572253 = -763366.807313 nChanged 15 SP:Iteration 39Q (597.702595 sec): 3 clusters Score: Raw -766165.740328 + Penalty 2796.572253 = -763369.168075 nChanged 12 SP:Iteration 40F (597.745988 sec): 3 clusters Score: Raw -766167.765141 + Penalty 2796.572253 = -763371.192888 nChanged 15 SP:Iteration 41Q (597.812370 sec): 3 clusters Score: Raw -766170.002127 + Penalty 2796.572253 = -763373.429874 nChanged 11 SP:Iteration 42Q (597.860779 sec): 3 clusters Score: Raw -766171.580318 + Penalty 2796.572253 = -763375.008065 nChanged 8 SP:Iteration 43Q (597.923968 sec): 3 clusters Score: Raw -766172.783376 + Penalty 2796.572253 = -763376.211123 nChanged 4 SP:Iteration 44Q (597.982746 sec): 3 clusters Score: Raw -766173.180228 + Penalty 2796.572253 = -763376.607975 nChanged 4 SP:Iteration 45Q (598.028703 sec): 3 clusters Score: Raw -766173.782193 + Penalty 2796.572253 = -763377.209940 nChanged 4 SP:Iteration 46Q (598.099140 sec): 3 clusters Score: Raw -766174.527821 + Penalty 2796.572253 = -763377.955568 nChanged 3 SP:Iteration 47Q (598.144323 sec): 3 clusters Score: Raw -766175.123833 + Penalty 2796.572253 = -763378.551580 nChanged 4 SP:Iteration 48Q (598.213059 sec): 3 clusters Score: Raw -766175.764627 + Penalty 2796.572253 = -763379.192374 nChanged 3 SP:Iteration 49Q (598.268838 sec): 3 clusters Score: Raw -766176.564712 + Penalty 2796.572253 = -763379.992459 nChanged 7 SP:Iteration 50Q (598.316153 sec): 3 clusters Score: Raw -766177.443323 + Penalty 2796.572253 = -763380.871070 nChanged 5 SP:Iteration 51Q (598.383333 sec): 3 clusters Score: Raw -766178.264224 + Penalty 2796.572253 = -763381.691971 nChanged 7 SP:Iteration 52Q (598.442796 sec): 3 clusters Score: Raw -766179.499929 + Penalty 2796.572253 = -763382.927676 nChanged 3 SP:Iteration 53Q (598.497093 sec): 3 clusters Score: Raw -766180.050441 + Penalty 2796.572253 = -763383.478188 nChanged 2 SP:Iteration 54Q (598.556543 sec): 3 clusters Score: Raw -766180.433866 + Penalty 2796.572253 = -763383.861613 nChanged 6 SP:Iteration 55Q (598.604322 sec): 3 clusters Score: Raw -766181.184826 + Penalty 2796.572253 = -763384.612573 nChanged 4 SP:Iteration 56Q (598.672534 sec): 3 clusters Score: Raw -766181.808945 + Penalty 2796.572253 = -763385.236692 nChanged 6 SP:Iteration 57Q (598.729328 sec): 3 clusters Score: Raw -766183.490436 + Penalty 2796.572253 = -763386.918183 nChanged 10 SP:Iteration 58Q (598.782156 sec): 3 clusters Score: Raw -766185.414371 + Penalty 2796.572253 = -763388.842119 nChanged 8 SP:Iteration 59Q (598.831653 sec): 3 clusters Score: Raw -766187.087934 + Penalty 2796.572253 = -763390.515682 nChanged 11 SP:Iteration 60F (598.889025 sec): 3 clusters Score: Raw -766188.555615 + Penalty 2796.572253 = -763391.983363 nChanged 5 SP:Iteration 61Q (598.948507 sec): 3 clusters Score: Raw -766189.102697 + Penalty 2796.572253 = -763392.530445 nChanged 4 SP:Iteration 62Q (599.013880 sec): 3 clusters Score: Raw -766189.449368 + Penalty 2796.572253 = -763392.877115 nChanged 4 SP:Iteration 63Q (599.066914 sec): 3 clusters Score: Raw -766190.006871 + Penalty 2796.572253 = -763393.434618 nChanged 3 SP:Iteration 64Q (599.109865 sec): 3 clusters Score: Raw -766190.343952 + Penalty 2796.572253 = -763393.771699 nChanged 4 SP:Iteration 65Q (599.171400 sec): 3 clusters Score: Raw -766190.787735 + Penalty 2796.572253 = -763394.215482 nChanged 3 SP:Iteration 66Q (599.226276 sec): 3 clusters Score: Raw -766191.034950 + Penalty 2796.572253 = -763394.462698 nChanged 1 SP:Iteration 67Q (599.267968 sec): 3 clusters Score: Raw -766191.114657 + Penalty 2796.572253 = -763394.542405 nChanged 0 SP:Iteration 68F (599.331822 sec): 3 clusters Score: Raw -766191.114657 + Penalty 2796.572253 = -763394.542405 nChanged 0 Trying to split cluster 3 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (599.348298 sec): 2 clusters Score: Raw -15579.576743 + Penalty 878.665413 = -14700.911330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (599.396639 sec): 3 clusters Score: Raw -15717.813189 + Penalty 1757.330826 = -13960.482363 nChanged 59 SP:Iteration 1F (599.448027 sec): 3 clusters Score: Raw -16003.944933 + Penalty 1757.330826 = -14246.614107 nChanged 30 SP:Iteration 2F (599.493745 sec): 3 clusters Score: Raw -16133.967804 + Penalty 1757.330826 = -14376.636979 nChanged 10 SP:Iteration 3Q (599.541189 sec): 3 clusters Score: Raw -16334.473472 + Penalty 1757.330826 = -14577.142646 nChanged 7 SP:Iteration 4Q (599.590169 sec): 3 clusters Score: Raw -16375.318464 + Penalty 1757.330826 = -14617.987639 nChanged 6 SP:Iteration 5Q (599.641064 sec): 3 clusters Score: Raw -16441.164257 + Penalty 1757.330826 = -14683.833431 nChanged 3 SP:Iteration 6Q (599.684435 sec): 3 clusters Score: Raw -16477.018507 + Penalty 1757.330826 = -14719.687681 nChanged 1 SP:Iteration 7Q (599.729570 sec): 3 clusters Score: Raw -16479.403283 + Penalty 1757.330826 = -14722.072458 nChanged 2 SP:Iteration 8Q (599.778952 sec): 3 clusters Score: Raw -16495.008326 + Penalty 1757.330826 = -14737.677500 nChanged 0 SP:Iteration 9F (599.830184 sec): 3 clusters Score: Raw -16502.431930 + Penalty 1757.330826 = -14745.101105 nChanged 2 SP:Iteration 10Q (599.879400 sec): 3 clusters Score: Raw -16668.544765 + Penalty 1757.330826 = -14911.213939 nChanged 4 SP:Iteration 11Q (599.927579 sec): 3 clusters Score: Raw -16728.485553 + Penalty 1757.330826 = -14971.154728 nChanged 3 SP:Iteration 12Q (599.977900 sec): 3 clusters Score: Raw -16762.243126 + Penalty 1757.330826 = -15004.912300 nChanged 2 SP:Iteration 13Q (600.021970 sec): 3 clusters Score: Raw -16779.574719 + Penalty 1757.330826 = -15022.243893 nChanged 1 SP:Iteration 14Q (600.066481 sec): 3 clusters Score: Raw -16809.057412 + Penalty 1757.330826 = -15051.726586 nChanged 0 SP:Iteration 15F (600.108204 sec): 3 clusters Score: Raw -16809.786451 + Penalty 1757.330826 = -15052.455626 nChanged 1 SP:Iteration 16Q (600.151755 sec): 3 clusters Score: Raw -16831.074839 + Penalty 1757.330826 = -15073.744013 nChanged 0 SP:Iteration 17F (600.193295 sec): 3 clusters Score: Raw -16831.074839 + Penalty 1757.330826 = -15073.744013 nChanged 0 Score: Raw -40003056.538486 + Penalty 75560.159285 = -39927496.379200 Splitting cluster 3 changes total score from -39928276.830165 to -39927496.379200 So it's not getting split. Trying to split cluster 4 (1741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (607.048931 sec): 2 clusters Score: Raw -264267.023235 + Penalty 1212.609928 = -263054.413307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (607.101374 sec): 3 clusters Score: Raw -263546.772615 + Penalty 2425.219855 = -261121.552760 nChanged 613 SP:Iteration 1F (607.141352 sec): 3 clusters Score: Raw -264046.618967 + Penalty 2425.219855 = -261621.399112 nChanged 147 SP:Iteration 2F (607.198754 sec): 3 clusters Score: Raw -264205.182257 + Penalty 2425.219855 = -261779.962401 nChanged 98 SP:Iteration 3F (607.248146 sec): 3 clusters Score: Raw -264312.739362 + Penalty 2425.219855 = -261887.519507 nChanged 71 SP:Iteration 4Q (607.286579 sec): 3 clusters Score: Raw -264385.194704 + Penalty 2425.219855 = -261959.974848 nChanged 64 SP:Iteration 5Q (607.333061 sec): 3 clusters Score: Raw -264441.482160 + Penalty 2425.219855 = -262016.262305 nChanged 51 SP:Iteration 6Q (607.390435 sec): 3 clusters Score: Raw -264489.145576 + Penalty 2425.219855 = -262063.925720 nChanged 45 SP:Iteration 7Q (607.438289 sec): 3 clusters Score: Raw -264533.630902 + Penalty 2425.219855 = -262108.411047 nChanged 46 SP:Iteration 8Q (607.478587 sec): 3 clusters Score: Raw -264585.702596 + Penalty 2425.219855 = -262160.482740 nChanged 46 SP:Iteration 9Q (607.529050 sec): 3 clusters Score: Raw -264626.822210 + Penalty 2425.219855 = -262201.602355 nChanged 33 SP:Iteration 10Q (607.584974 sec): 3 clusters Score: Raw -264659.411073 + Penalty 2425.219855 = -262234.191217 nChanged 34 SP:Iteration 11Q (607.625128 sec): 3 clusters Score: Raw -264689.520188 + Penalty 2425.219855 = -262264.300333 nChanged 28 SP:Iteration 12Q (607.672084 sec): 3 clusters Score: Raw -264711.778605 + Penalty 2425.219855 = -262286.558749 nChanged 23 SP:Iteration 13Q (607.725714 sec): 3 clusters Score: Raw -264726.078046 + Penalty 2425.219855 = -262300.858190 nChanged 15 SP:Iteration 14Q (607.776693 sec): 3 clusters Score: Raw -264735.187027 + Penalty 2425.219855 = -262309.967171 nChanged 12 SP:Iteration 15Q (607.821214 sec): 3 clusters Score: Raw -264742.835418 + Penalty 2425.219855 = -262317.615562 nChanged 11 SP:Iteration 16Q (607.875089 sec): 3 clusters Score: Raw -264750.656554 + Penalty 2425.219855 = -262325.436699 nChanged 11 SP:Iteration 17Q (607.928969 sec): 3 clusters Score: Raw -264756.396775 + Penalty 2425.219855 = -262331.176919 nChanged 3 SP:Iteration 18Q (607.979294 sec): 3 clusters Score: Raw -264758.691496 + Penalty 2425.219855 = -262333.471641 nChanged 7 SP:Iteration 19Q (608.017770 sec): 3 clusters Score: Raw -264762.374319 + Penalty 2425.219855 = -262337.154464 nChanged 9 SP:Iteration 20F (608.067630 sec): 3 clusters Score: Raw -264767.650780 + Penalty 2425.219855 = -262342.430924 nChanged 5 SP:Iteration 21Q (608.106843 sec): 3 clusters Score: Raw -264772.023808 + Penalty 2425.219855 = -262346.803952 nChanged 7 SP:Iteration 22Q (608.160320 sec): 3 clusters Score: Raw -264775.968182 + Penalty 2425.219855 = -262350.748327 nChanged 4 SP:Iteration 23Q (608.207468 sec): 3 clusters Score: Raw -264778.193106 + Penalty 2425.219855 = -262352.973250 nChanged 3 SP:Iteration 24Q (608.267996 sec): 3 clusters Score: Raw -264780.324935 + Penalty 2425.219855 = -262355.105079 nChanged 2 SP:Iteration 25Q (608.320574 sec): 3 clusters Score: Raw -264781.753302 + Penalty 2425.219855 = -262356.533446 nChanged 2 SP:Iteration 26Q (608.365981 sec): 3 clusters Score: Raw -264783.368372 + Penalty 2425.219855 = -262358.148516 nChanged 2 SP:Iteration 27Q (608.415795 sec): 3 clusters Score: Raw -264784.271687 + Penalty 2425.219855 = -262359.051831 nChanged 1 SP:Iteration 28Q (608.462619 sec): 3 clusters Score: Raw -264784.870839 + Penalty 2425.219855 = -262359.650983 nChanged 2 SP:Iteration 29Q (608.506655 sec): 3 clusters Score: Raw -264785.542680 + Penalty 2425.219855 = -262360.322824 nChanged 0 SP:Iteration 30F (608.564297 sec): 3 clusters Score: Raw -264785.542680 + Penalty 2425.219855 = -262360.322824 nChanged 0 Trying to split cluster 5 (1495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (608.579823 sec): 2 clusters Score: Raw -192099.176999 + Penalty 1187.855741 = -190911.321258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (608.632625 sec): 3 clusters Score: Raw -191583.162012 + Penalty 2375.711483 = -189207.450529 nChanged 541 SP:Iteration 1F (608.673477 sec): 3 clusters Score: Raw -192076.435021 + Penalty 2375.711483 = -189700.723538 nChanged 156 SP:Iteration 2F (608.730415 sec): 3 clusters Score: Raw -192321.789904 + Penalty 2375.711483 = -189946.078421 nChanged 127 SP:Iteration 3F (608.767784 sec): 3 clusters Score: Raw -192553.261324 + Penalty 2375.711483 = -190177.549842 nChanged 107 SP:Iteration 4F (608.814222 sec): 3 clusters Score: Raw -192764.991060 + Penalty 2375.711483 = -190389.279577 nChanged 85 SP:Iteration 5F (608.860185 sec): 3 clusters Score: Raw -192926.908207 + Penalty 2375.711483 = -190551.196724 nChanged 72 SP:Iteration 6Q (608.913551 sec): 3 clusters Score: Raw -193088.028520 + Penalty 2375.711483 = -190712.317037 nChanged 76 SP:Iteration 7F (608.945317 sec): 3 clusters Score: Raw -193272.831249 + Penalty 2375.711483 = -190897.119766 nChanged 55 SP:Iteration 8Q (608.992711 sec): 3 clusters Score: Raw -193419.848193 + Penalty 2375.711483 = -191044.136711 nChanged 50 SP:Iteration 9Q (609.051330 sec): 3 clusters Score: Raw -193552.289425 + Penalty 2375.711483 = -191176.577943 nChanged 39 SP:Iteration 10Q (609.093544 sec): 3 clusters Score: Raw -193638.300120 + Penalty 2375.711483 = -191262.588637 nChanged 26 SP:Iteration 11Q (609.136931 sec): 3 clusters Score: Raw -193672.794653 + Penalty 2375.711483 = -191297.083170 nChanged 19 SP:Iteration 12Q (609.185446 sec): 3 clusters Score: Raw -193696.105433 + Penalty 2375.711483 = -191320.393950 nChanged 10 SP:Iteration 13Q (609.227022 sec): 3 clusters Score: Raw -193717.079003 + Penalty 2375.711483 = -191341.367520 nChanged 13 SP:Iteration 14Q (609.277428 sec): 3 clusters Score: Raw -193736.213920 + Penalty 2375.711483 = -191360.502437 nChanged 6 SP:Iteration 15Q (609.319506 sec): 3 clusters Score: Raw -193744.113502 + Penalty 2375.711483 = -191368.402020 nChanged 6 SP:Iteration 16Q (609.365637 sec): 3 clusters Score: Raw -193752.890750 + Penalty 2375.711483 = -191377.179267 nChanged 6 SP:Iteration 17Q (609.409522 sec): 3 clusters Score: Raw -193760.843228 + Penalty 2375.711483 = -191385.131745 nChanged 6 SP:Iteration 18Q (609.455842 sec): 3 clusters Score: Raw -193766.801713 + Penalty 2375.711483 = -191391.090230 nChanged 5 SP:Iteration 19Q (609.518285 sec): 3 clusters Score: Raw -193772.114615 + Penalty 2375.711483 = -191396.403132 nChanged 7 SP:Iteration 20F (609.563548 sec): 3 clusters Score: Raw -193783.395386 + Penalty 2375.711483 = -191407.683903 nChanged 4 SP:Iteration 21Q (609.613980 sec): 3 clusters Score: Raw -193787.929668 + Penalty 2375.711483 = -191412.218186 nChanged 1 SP:Iteration 22Q (609.667903 sec): 3 clusters Score: Raw -193788.148114 + Penalty 2375.711483 = -191412.436631 nChanged 0 SP:Iteration 23F (609.720966 sec): 3 clusters Score: Raw -193788.148114 + Penalty 2375.711483 = -191412.436631 nChanged 0 Score: Raw -40003494.011504 + Penalty 75560.159285 = -39927933.852219 Splitting cluster 5 changes total score from -39928276.830165 to -39927933.852219 So it's not getting split. Trying to split cluster 6 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (616.551461 sec): 2 clusters Score: Raw -15610.644985 + Penalty 864.989122 = -14745.655864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (616.605320 sec): 3 clusters Score: Raw -15918.303899 + Penalty 1729.978243 = -14188.325655 nChanged 43 SP:Iteration 1F (616.644693 sec): 3 clusters Score: Raw -16111.260332 + Penalty 1729.978243 = -14381.282089 nChanged 17 SP:Iteration 2F (616.682227 sec): 3 clusters Score: Raw -16220.354654 + Penalty 1729.978243 = -14490.376411 nChanged 11 SP:Iteration 3F (616.729339 sec): 3 clusters Score: Raw -16261.837706 + Penalty 1729.978243 = -14531.859463 nChanged 4 SP:Iteration 4Q (616.770973 sec): 3 clusters Score: Raw -16279.192153 + Penalty 1729.978243 = -14549.213910 nChanged 5 SP:Iteration 5Q (616.817346 sec): 3 clusters Score: Raw -16302.420825 + Penalty 1729.978243 = -14572.442581 nChanged 3 SP:Iteration 6Q (616.856046 sec): 3 clusters Score: Raw -16308.775401 + Penalty 1729.978243 = -14578.797158 nChanged 1 SP:Iteration 7Q (616.897986 sec): 3 clusters Score: Raw -16309.675654 + Penalty 1729.978243 = -14579.697411 nChanged 1 SP:Iteration 8Q (616.939479 sec): 3 clusters Score: Raw -16310.266049 + Penalty 1729.978243 = -14580.287806 nChanged 1 SP:Iteration 9Q (616.981157 sec): 3 clusters Score: Raw -16311.810409 + Penalty 1729.978243 = -14581.832166 nChanged 2 SP:Iteration 10Q (617.023209 sec): 3 clusters Score: Raw -16315.695745 + Penalty 1729.978243 = -14585.717502 nChanged 0 SP:Iteration 11F (617.057541 sec): 3 clusters Score: Raw -16315.695745 + Penalty 1729.978243 = -14585.717502 nChanged 0 Trying to split cluster 7 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (617.076852 sec): 2 clusters Score: Raw -25943.718179 + Penalty 907.318150 = -25036.400029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (617.122060 sec): 3 clusters Score: Raw -26103.275523 + Penalty 1814.636300 = -24288.639222 nChanged 53 SP:Iteration 1F (617.167689 sec): 3 clusters Score: Raw -26288.452880 + Penalty 1814.636300 = -24473.816579 nChanged 11 SP:Iteration 2Q (617.206793 sec): 3 clusters Score: Raw -26311.891051 + Penalty 1814.636300 = -24497.254750 nChanged 4 SP:Iteration 3Q (617.256366 sec): 3 clusters Score: Raw -26316.875907 + Penalty 1814.636300 = -24502.239607 nChanged 1 SP:Iteration 4Q (617.309857 sec): 3 clusters Score: Raw -26319.317251 + Penalty 1814.636300 = -24504.680951 nChanged 0 SP:Iteration 5F (617.341186 sec): 3 clusters Score: Raw -26319.317251 + Penalty 1814.636300 = -24504.680951 nChanged 0 Trying to split cluster 8 (3231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (617.376748 sec): 2 clusters Score: Raw -432606.249182 + Penalty 1313.088882 = -431293.160300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (617.431582 sec): 3 clusters Score: Raw -431088.828497 + Penalty 2626.177764 = -428462.650733 nChanged 1221 SP:Iteration 1F (617.487334 sec): 3 clusters Score: Raw -431845.278420 + Penalty 2626.177764 = -429219.100656 nChanged 242 SP:Iteration 2F (617.539898 sec): 3 clusters Score: Raw -432010.296340 + Penalty 2626.177764 = -429384.118576 nChanged 175 SP:Iteration 3F (617.582095 sec): 3 clusters Score: Raw -432119.977751 + Penalty 2626.177764 = -429493.799987 nChanged 142 SP:Iteration 4Q (617.635888 sec): 3 clusters Score: Raw -432202.917617 + Penalty 2626.177764 = -429576.739853 nChanged 116 SP:Iteration 5Q (617.692589 sec): 3 clusters Score: Raw -432284.793709 + Penalty 2626.177764 = -429658.615945 nChanged 108 SP:Iteration 6Q (617.738998 sec): 3 clusters Score: Raw -432378.330736 + Penalty 2626.177764 = -429752.152972 nChanged 115 SP:Iteration 7Q (617.786231 sec): 3 clusters Score: Raw -432518.903357 + Penalty 2626.177764 = -429892.725593 nChanged 113 SP:Iteration 8Q (617.844117 sec): 3 clusters Score: Raw -432658.366679 + Penalty 2626.177764 = -430032.188915 nChanged 118 SP:Iteration 9Q (617.901166 sec): 3 clusters Score: Raw -432759.857653 + Penalty 2626.177764 = -430133.679889 nChanged 104 SP:Iteration 10Q (617.952881 sec): 3 clusters Score: Raw -432820.504830 + Penalty 2626.177764 = -430194.327066 nChanged 69 SP:Iteration 11Q (617.993973 sec): 3 clusters Score: Raw -432859.671757 + Penalty 2626.177764 = -430233.493993 nChanged 55 SP:Iteration 12Q (618.058242 sec): 3 clusters Score: Raw -432895.044575 + Penalty 2626.177764 = -430268.866811 nChanged 64 SP:Iteration 13Q (618.107994 sec): 3 clusters Score: Raw -432924.233247 + Penalty 2626.177764 = -430298.055483 nChanged 37 SP:Iteration 14Q (618.149301 sec): 3 clusters Score: Raw -432943.591784 + Penalty 2626.177764 = -430317.414020 nChanged 34 SP:Iteration 15Q (618.215453 sec): 3 clusters Score: Raw -432959.372913 + Penalty 2626.177764 = -430333.195149 nChanged 34 SP:Iteration 16Q (618.256846 sec): 3 clusters Score: Raw -432973.993505 + Penalty 2626.177764 = -430347.815741 nChanged 24 SP:Iteration 17Q (618.317009 sec): 3 clusters Score: Raw -432984.234785 + Penalty 2626.177764 = -430358.057021 nChanged 16 SP:Iteration 18Q (618.374514 sec): 3 clusters Score: Raw -432990.700460 + Penalty 2626.177764 = -430364.522696 nChanged 16 SP:Iteration 19Q (618.426365 sec): 3 clusters Score: Raw -432995.801842 + Penalty 2626.177764 = -430369.624078 nChanged 10 SP:Iteration 20F (618.480653 sec): 3 clusters Score: Raw -432999.225408 + Penalty 2626.177764 = -430373.047644 nChanged 11 SP:Iteration 21Q (618.526280 sec): 3 clusters Score: Raw -433002.376334 + Penalty 2626.177764 = -430376.198570 nChanged 12 SP:Iteration 22Q (618.572566 sec): 3 clusters Score: Raw -433007.779072 + Penalty 2626.177764 = -430381.601308 nChanged 12 SP:Iteration 23Q (618.616470 sec): 3 clusters Score: Raw -433014.083413 + Penalty 2626.177764 = -430387.905649 nChanged 20 SP:Iteration 24Q (618.665484 sec): 3 clusters Score: Raw -433026.338958 + Penalty 2626.177764 = -430400.161194 nChanged 29 SP:Iteration 25Q (618.717306 sec): 3 clusters Score: Raw -433040.285685 + Penalty 2626.177764 = -430414.107921 nChanged 28 SP:Iteration 26Q (618.768608 sec): 3 clusters Score: Raw -433056.367031 + Penalty 2626.177764 = -430430.189267 nChanged 25 SP:Iteration 27Q (618.824263 sec): 3 clusters Score: Raw -433074.758178 + Penalty 2626.177764 = -430448.580414 nChanged 36 SP:Iteration 28Q (618.876505 sec): 3 clusters Score: Raw -433105.287549 + Penalty 2626.177764 = -430479.109785 nChanged 37 SP:Iteration 29Q (618.919757 sec): 3 clusters Score: Raw -433132.205581 + Penalty 2626.177764 = -430506.027817 nChanged 29 SP:Iteration 30Q (618.982232 sec): 3 clusters Score: Raw -433153.258356 + Penalty 2626.177764 = -430527.080592 nChanged 18 SP:Iteration 31Q (619.023433 sec): 3 clusters Score: Raw -433163.659131 + Penalty 2626.177764 = -430537.481367 nChanged 14 SP:Iteration 32Q (619.087500 sec): 3 clusters Score: Raw -433172.031638 + Penalty 2626.177764 = -430545.853874 nChanged 13 SP:Iteration 33Q (619.137237 sec): 3 clusters Score: Raw -433178.998553 + Penalty 2626.177764 = -430552.820790 nChanged 14 SP:Iteration 34Q (619.180217 sec): 3 clusters Score: Raw -433185.159929 + Penalty 2626.177764 = -430558.982165 nChanged 10 SP:Iteration 35Q (619.221329 sec): 3 clusters Score: Raw -433192.324443 + Penalty 2626.177764 = -430566.146679 nChanged 14 SP:Iteration 36Q (619.268064 sec): 3 clusters Score: Raw -433202.521685 + Penalty 2626.177764 = -430576.343922 nChanged 21 SP:Iteration 37Q (619.322817 sec): 3 clusters Score: Raw -433215.189713 + Penalty 2626.177764 = -430589.011949 nChanged 25 SP:Iteration 38Q (619.371484 sec): 3 clusters Score: Raw -433233.445831 + Penalty 2626.177764 = -430607.268067 nChanged 20 SP:Iteration 39Q (619.419923 sec): 3 clusters Score: Raw -433245.571683 + Penalty 2626.177764 = -430619.393920 nChanged 20 SP:Iteration 40F (619.466685 sec): 3 clusters Score: Raw -433264.536904 + Penalty 2626.177764 = -430638.359140 nChanged 19 SP:Iteration 41Q (619.507525 sec): 3 clusters Score: Raw -433283.905891 + Penalty 2626.177764 = -430657.728127 nChanged 17 SP:Iteration 42Q (619.560329 sec): 3 clusters Score: Raw -433298.395756 + Penalty 2626.177764 = -430672.217992 nChanged 12 SP:Iteration 43Q (619.610886 sec): 3 clusters Score: Raw -433302.727628 + Penalty 2626.177764 = -430676.549864 nChanged 12 SP:Iteration 44Q (619.665600 sec): 3 clusters Score: Raw -433307.798425 + Penalty 2626.177764 = -430681.620661 nChanged 8 SP:Iteration 45Q (619.713822 sec): 3 clusters Score: Raw -433311.381569 + Penalty 2626.177764 = -430685.203805 nChanged 4 SP:Iteration 46Q (619.758397 sec): 3 clusters Score: Raw -433313.057445 + Penalty 2626.177764 = -430686.879681 nChanged 3 SP:Iteration 47Q (619.814284 sec): 3 clusters Score: Raw -433314.084375 + Penalty 2626.177764 = -430687.906611 nChanged 2 SP:Iteration 48Q (619.862404 sec): 3 clusters Score: Raw -433314.645830 + Penalty 2626.177764 = -430688.468066 nChanged 0 SP:Iteration 49F (619.907251 sec): 3 clusters Score: Raw -433314.645830 + Penalty 2626.177764 = -430688.468066 nChanged 0 Trying to split cluster 9 (9180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (619.950572 sec): 2 clusters Score: Raw -1296731.345107 + Penalty 1482.777154 = -1295248.567953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (619.999299 sec): 3 clusters Score: Raw -1291540.229013 + Penalty 2965.554307 = -1288574.674706 nChanged 3921 SP:Iteration 1F (620.063949 sec): 3 clusters Score: Raw -1293663.390614 + Penalty 2965.554307 = -1290697.836306 nChanged 578 SP:Iteration 2F (620.115193 sec): 3 clusters Score: Raw -1293919.328874 + Penalty 2965.554307 = -1290953.774567 nChanged 491 SP:Iteration 3F (620.182997 sec): 3 clusters Score: Raw -1294106.951432 + Penalty 2965.554307 = -1291141.397125 nChanged 393 SP:Iteration 4Q (620.245771 sec): 3 clusters Score: Raw -1294258.354678 + Penalty 2965.554307 = -1291292.800370 nChanged 341 SP:Iteration 5Q (620.294621 sec): 3 clusters Score: Raw -1294390.784679 + Penalty 2965.554307 = -1291425.230372 nChanged 322 SP:Iteration 6Q (620.362982 sec): 3 clusters Score: Raw -1294516.066713 + Penalty 2965.554307 = -1291550.512405 nChanged 270 SP:Iteration 7Q (620.425059 sec): 3 clusters Score: Raw -1294631.064951 + Penalty 2965.554307 = -1291665.510644 nChanged 278 SP:Iteration 8Q (620.491064 sec): 3 clusters Score: Raw -1294748.183558 + Penalty 2965.554307 = -1291782.629250 nChanged 285 SP:Iteration 9Q (620.556019 sec): 3 clusters Score: Raw -1294866.888189 + Penalty 2965.554307 = -1291901.333882 nChanged 263 SP:Iteration 10Q (620.610192 sec): 3 clusters Score: Raw -1294989.879025 + Penalty 2965.554307 = -1292024.324718 nChanged 266 SP:Iteration 11Q (620.676154 sec): 3 clusters Score: Raw -1295138.803821 + Penalty 2965.554307 = -1292173.249514 nChanged 299 SP:Iteration 12Q (620.745248 sec): 3 clusters Score: Raw -1295326.383571 + Penalty 2965.554307 = -1292360.829264 nChanged 320 SP:Iteration 13Q (620.793891 sec): 3 clusters Score: Raw -1295527.396254 + Penalty 2965.554307 = -1292561.841947 nChanged 290 SP:Iteration 14Q (620.853168 sec): 3 clusters Score: Raw -1295728.050028 + Penalty 2965.554307 = -1292762.495721 nChanged 294 SP:Iteration 15Q (620.923677 sec): 3 clusters Score: Raw -1295996.712288 + Penalty 2965.554307 = -1293031.157980 nChanged 324 SP:Iteration 16Q (620.978709 sec): 3 clusters Score: Raw -1296583.124539 + Penalty 2965.554307 = -1293617.570231 nChanged 333 SP:Iteration 17Q (621.036782 sec): 3 clusters Score: Raw -1298194.157750 + Penalty 2965.554307 = -1295228.603443 nChanged 439 SP:Iteration 18Q (621.100177 sec): 3 clusters Score: Raw -1299213.118237 + Penalty 2965.554307 = -1296247.563929 nChanged 562 SP:Iteration 19F (621.166628 sec): 3 clusters Score: Raw -1300080.109403 + Penalty 2965.554307 = -1297114.555096 nChanged 560 SP:Iteration 20F (621.228579 sec): 3 clusters Score: Raw -1301089.512737 + Penalty 2965.554307 = -1298123.958430 nChanged 472 SP:Iteration 21F (621.279492 sec): 3 clusters Score: Raw -1302123.637331 + Penalty 2965.554307 = -1299158.083024 nChanged 239 SP:Iteration 22Q (621.353662 sec): 3 clusters Score: Raw -1302781.525694 + Penalty 2965.554307 = -1299815.971387 nChanged 79 SP:Iteration 23Q (621.401454 sec): 3 clusters Score: Raw -1303089.946010 + Penalty 2965.554307 = -1300124.391703 nChanged 54 SP:Iteration 24Q (621.464114 sec): 3 clusters Score: Raw -1303428.982780 + Penalty 2965.554307 = -1300463.428473 nChanged 32 SP:Iteration 25Q (621.520942 sec): 3 clusters Score: Raw -1303714.498837 + Penalty 2965.554307 = -1300748.944530 nChanged 19 SP:Iteration 26Q (621.579570 sec): 3 clusters Score: Raw -1304074.141510 + Penalty 2965.554307 = -1301108.587203 nChanged 16 SP:Iteration 27Q (621.652341 sec): 3 clusters Score: Raw -1304485.240709 + Penalty 2965.554307 = -1301519.686402 nChanged 4 SP:Iteration 28Q (621.710267 sec): 3 clusters Score: Raw -1304629.702630 + Penalty 2965.554307 = -1301664.148323 nChanged 3 SP:Iteration 29Q (621.755012 sec): 3 clusters Score: Raw -1304901.042373 + Penalty 2965.554307 = -1301935.488066 nChanged 2 SP:Iteration 30Q (621.819012 sec): 3 clusters Score: Raw -1304922.296788 + Penalty 2965.554307 = -1301956.742481 nChanged 0 SP:Iteration 31F (621.883873 sec): 3 clusters Score: Raw -1304926.942861 + Penalty 2965.554307 = -1301961.388554 nChanged 1 SP:Iteration 32Q (621.940251 sec): 3 clusters Score: Raw -1304927.248528 + Penalty 2965.554307 = -1301961.694221 nChanged 0 SP:Iteration 33F (622.005411 sec): 3 clusters Score: Raw -1304927.248528 + Penalty 2965.554307 = -1301961.694221 nChanged 0 Score: Raw -40010000.943811 + Penalty 75560.159285 = -39934440.784525 Splitting cluster 9 changes total score from -39928276.830165 to -39934440.784525 So it's getting split into cluster 37. Trying to split cluster 10 (8265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (628.878753 sec): 2 clusters Score: Raw -1199792.977414 + Penalty 1465.715064 = -1198327.262350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (628.939502 sec): 3 clusters Score: Raw -1195223.021280 + Penalty 2931.430128 = -1192291.591152 nChanged 3467 SP:Iteration 1F (628.997408 sec): 3 clusters Score: Raw -1197131.904061 + Penalty 2931.430128 = -1194200.473933 nChanged 574 SP:Iteration 2F (629.047140 sec): 3 clusters Score: Raw -1197389.880596 + Penalty 2931.430128 = -1194458.450468 nChanged 420 SP:Iteration 3F (629.116133 sec): 3 clusters Score: Raw -1197552.042727 + Penalty 2931.430128 = -1194620.612599 nChanged 326 SP:Iteration 4Q (629.171003 sec): 3 clusters Score: Raw -1197688.955266 + Penalty 2931.430128 = -1194757.525138 nChanged 303 SP:Iteration 5Q (629.223915 sec): 3 clusters Score: Raw -1197811.512907 + Penalty 2931.430128 = -1194880.082778 nChanged 269 SP:Iteration 6Q (629.294543 sec): 3 clusters Score: Raw -1197942.046839 + Penalty 2931.430128 = -1195010.616711 nChanged 284 SP:Iteration 7Q (629.347740 sec): 3 clusters Score: Raw -1198076.899473 + Penalty 2931.430128 = -1195145.469345 nChanged 275 SP:Iteration 8Q (629.419299 sec): 3 clusters Score: Raw -1198228.395137 + Penalty 2931.430128 = -1195296.965009 nChanged 284 SP:Iteration 9Q (629.466183 sec): 3 clusters Score: Raw -1198404.414919 + Penalty 2931.430128 = -1195472.984791 nChanged 343 SP:Iteration 10Q (629.538607 sec): 3 clusters Score: Raw -1198632.393375 + Penalty 2931.430128 = -1195700.963246 nChanged 358 SP:Iteration 11Q (629.585761 sec): 3 clusters Score: Raw -1198884.444086 + Penalty 2931.430128 = -1195953.013957 nChanged 324 SP:Iteration 12Q (629.648717 sec): 3 clusters Score: Raw -1199081.287402 + Penalty 2931.430128 = -1196149.857273 nChanged 258 SP:Iteration 13Q (629.703648 sec): 3 clusters Score: Raw -1199207.516655 + Penalty 2931.430128 = -1196276.086526 nChanged 186 SP:Iteration 14Q (629.755965 sec): 3 clusters Score: Raw -1199285.108712 + Penalty 2931.430128 = -1196353.678583 nChanged 140 SP:Iteration 15Q (629.817790 sec): 3 clusters Score: Raw -1199342.124406 + Penalty 2931.430128 = -1196410.694278 nChanged 120 SP:Iteration 16Q (629.873242 sec): 3 clusters Score: Raw -1199395.136139 + Penalty 2931.430128 = -1196463.706010 nChanged 113 SP:Iteration 17Q (629.923015 sec): 3 clusters Score: Raw -1199437.457307 + Penalty 2931.430128 = -1196506.027179 nChanged 106 SP:Iteration 18Q (629.985920 sec): 3 clusters Score: Raw -1199482.723150 + Penalty 2931.430128 = -1196551.293022 nChanged 112 SP:Iteration 19Q (630.048467 sec): 3 clusters Score: Raw -1199524.302237 + Penalty 2931.430128 = -1196592.872109 nChanged 90 SP:Iteration 20F (630.102540 sec): 3 clusters Score: Raw -1199552.911987 + Penalty 2931.430128 = -1196621.481858 nChanged 87 SP:Iteration 21Q (630.153885 sec): 3 clusters Score: Raw -1199584.050161 + Penalty 2931.430128 = -1196652.620033 nChanged 89 SP:Iteration 22Q (630.213521 sec): 3 clusters Score: Raw -1199614.977070 + Penalty 2931.430128 = -1196683.546942 nChanged 78 SP:Iteration 23Q (630.282621 sec): 3 clusters Score: Raw -1199643.165948 + Penalty 2931.430128 = -1196711.735819 nChanged 74 SP:Iteration 24Q (630.345937 sec): 3 clusters Score: Raw -1199670.562674 + Penalty 2931.430128 = -1196739.132546 nChanged 69 SP:Iteration 25Q (630.404606 sec): 3 clusters Score: Raw -1199701.046133 + Penalty 2931.430128 = -1196769.616004 nChanged 74 SP:Iteration 26Q (630.464807 sec): 3 clusters Score: Raw -1199732.346461 + Penalty 2931.430128 = -1196800.916333 nChanged 80 SP:Iteration 27Q (630.509362 sec): 3 clusters Score: Raw -1199759.775910 + Penalty 2931.430128 = -1196828.345782 nChanged 66 SP:Iteration 28Q (630.575891 sec): 3 clusters Score: Raw -1199786.011632 + Penalty 2931.430128 = -1196854.581504 nChanged 77 SP:Iteration 29Q (630.634524 sec): 3 clusters Score: Raw -1199816.310442 + Penalty 2931.430128 = -1196884.880314 nChanged 68 SP:Iteration 30Q (630.695159 sec): 3 clusters Score: Raw -1199846.770751 + Penalty 2931.430128 = -1196915.340623 nChanged 75 SP:Iteration 31Q (630.754195 sec): 3 clusters Score: Raw -1199880.287030 + Penalty 2931.430128 = -1196948.856902 nChanged 67 SP:Iteration 32Q (630.816103 sec): 3 clusters Score: Raw -1199905.278215 + Penalty 2931.430128 = -1196973.848087 nChanged 57 SP:Iteration 33Q (630.875763 sec): 3 clusters Score: Raw -1199927.656240 + Penalty 2931.430128 = -1196996.226112 nChanged 48 SP:Iteration 34Q (630.932164 sec): 3 clusters Score: Raw -1199946.317335 + Penalty 2931.430128 = -1197014.887206 nChanged 40 SP:Iteration 35Q (630.995028 sec): 3 clusters Score: Raw -1199959.904697 + Penalty 2931.430128 = -1197028.474569 nChanged 37 SP:Iteration 36Q (631.045632 sec): 3 clusters Score: Raw -1199971.312394 + Penalty 2931.430128 = -1197039.882265 nChanged 37 SP:Iteration 37Q (631.099159 sec): 3 clusters Score: Raw -1199986.965349 + Penalty 2931.430128 = -1197055.535221 nChanged 47 SP:Iteration 38Q (631.167666 sec): 3 clusters Score: Raw -1200008.976321 + Penalty 2931.430128 = -1197077.546193 nChanged 60 SP:Iteration 39Q (631.225049 sec): 3 clusters Score: Raw -1200037.273341 + Penalty 2931.430128 = -1197105.843212 nChanged 43 SP:Iteration 40F (631.288644 sec): 3 clusters Score: Raw -1200056.157593 + Penalty 2931.430128 = -1197124.727465 nChanged 40 SP:Iteration 41Q (631.341533 sec): 3 clusters Score: Raw -1200071.456688 + Penalty 2931.430128 = -1197140.026560 nChanged 37 SP:Iteration 42Q (631.402453 sec): 3 clusters Score: Raw -1200088.350568 + Penalty 2931.430128 = -1197156.920440 nChanged 36 SP:Iteration 43Q (631.466260 sec): 3 clusters Score: Raw -1200107.064644 + Penalty 2931.430128 = -1197175.634515 nChanged 37 SP:Iteration 44Q (631.529125 sec): 3 clusters Score: Raw -1200122.568217 + Penalty 2931.430128 = -1197191.138089 nChanged 26 SP:Iteration 45Q (631.581170 sec): 3 clusters Score: Raw -1200136.194947 + Penalty 2931.430128 = -1197204.764819 nChanged 23 SP:Iteration 46Q (631.635862 sec): 3 clusters Score: Raw -1200143.560661 + Penalty 2931.430128 = -1197212.130533 nChanged 17 SP:Iteration 47Q (631.689844 sec): 3 clusters Score: Raw -1200150.501345 + Penalty 2931.430128 = -1197219.071216 nChanged 15 SP:Iteration 48Q (631.755113 sec): 3 clusters Score: Raw -1200157.624446 + Penalty 2931.430128 = -1197226.194318 nChanged 10 SP:Iteration 49Q (631.805672 sec): 3 clusters Score: Raw -1200163.276028 + Penalty 2931.430128 = -1197231.845900 nChanged 12 SP:Iteration 50Q (631.859663 sec): 3 clusters Score: Raw -1200167.965836 + Penalty 2931.430128 = -1197236.535708 nChanged 12 SP:Iteration 51Q (631.928069 sec): 3 clusters Score: Raw -1200171.124476 + Penalty 2931.430128 = -1197239.694348 nChanged 9 SP:Iteration 52Q (631.982437 sec): 3 clusters Score: Raw -1200173.747261 + Penalty 2931.430128 = -1197242.317133 nChanged 9 SP:Iteration 53Q (632.039203 sec): 3 clusters Score: Raw -1200175.753512 + Penalty 2931.430128 = -1197244.323384 nChanged 5 SP:Iteration 54Q (632.098212 sec): 3 clusters Score: Raw -1200177.309552 + Penalty 2931.430128 = -1197245.879424 nChanged 7 SP:Iteration 55Q (632.157404 sec): 3 clusters Score: Raw -1200179.039162 + Penalty 2931.430128 = -1197247.609033 nChanged 7 SP:Iteration 56Q (632.203546 sec): 3 clusters Score: Raw -1200181.108524 + Penalty 2931.430128 = -1197249.678395 nChanged 4 SP:Iteration 57Q (632.260425 sec): 3 clusters Score: Raw -1200182.364658 + Penalty 2931.430128 = -1197250.934529 nChanged 4 SP:Iteration 58Q (632.313869 sec): 3 clusters Score: Raw -1200183.695814 + Penalty 2931.430128 = -1197252.265686 nChanged 4 SP:Iteration 59Q (632.378379 sec): 3 clusters Score: Raw -1200184.671017 + Penalty 2931.430128 = -1197253.240888 nChanged 4 SP:Iteration 60F (632.441275 sec): 3 clusters Score: Raw -1200185.501246 + Penalty 2931.430128 = -1197254.071117 nChanged 4 SP:Iteration 61Q (632.496261 sec): 3 clusters Score: Raw -1200186.561372 + Penalty 2931.430128 = -1197255.131244 nChanged 2 SP:Iteration 62Q (632.553078 sec): 3 clusters Score: Raw -1200187.083329 + Penalty 2931.430128 = -1197255.653200 nChanged 1 SP:Iteration 63Q (632.612855 sec): 3 clusters Score: Raw -1200187.504385 + Penalty 2931.430128 = -1197256.074257 nChanged 0 SP:Iteration 64F (632.667303 sec): 3 clusters Score: Raw -1200187.504385 + Penalty 2931.430128 = -1197256.074257 nChanged 0 Trying to split cluster 11 (321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (632.696851 sec): 2 clusters Score: Raw -36388.945262 + Penalty 937.859183 = -35451.086080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (632.732731 sec): 3 clusters Score: Raw -36476.313468 + Penalty 1875.718365 = -34600.595103 nChanged 73 SP:Iteration 1F (632.783425 sec): 3 clusters Score: Raw -36643.023009 + Penalty 1875.718365 = -34767.304644 nChanged 28 SP:Iteration 2F (632.834916 sec): 3 clusters Score: Raw -36762.007748 + Penalty 1875.718365 = -34886.289383 nChanged 13 SP:Iteration 3Q (632.877208 sec): 3 clusters Score: Raw -36833.134541 + Penalty 1875.718365 = -34957.416176 nChanged 5 SP:Iteration 4Q (632.915738 sec): 3 clusters Score: Raw -36869.138624 + Penalty 1875.718365 = -34993.420259 nChanged 6 SP:Iteration 5Q (632.959226 sec): 3 clusters Score: Raw -36895.720132 + Penalty 1875.718365 = -35020.001767 nChanged 5 SP:Iteration 6Q (633.009912 sec): 3 clusters Score: Raw -36916.298239 + Penalty 1875.718365 = -35040.579874 nChanged 4 SP:Iteration 7Q (633.042182 sec): 3 clusters Score: Raw -36930.911313 + Penalty 1875.718365 = -35055.192948 nChanged 4 SP:Iteration 8Q (633.089674 sec): 3 clusters Score: Raw -36949.581275 + Penalty 1875.718365 = -35073.862910 nChanged 3 SP:Iteration 9Q (633.139320 sec): 3 clusters Score: Raw -36961.556915 + Penalty 1875.718365 = -35085.838550 nChanged 0 SP:Iteration 10F (633.179809 sec): 3 clusters Score: Raw -36961.556915 + Penalty 1875.718365 = -35085.838550 nChanged 0 Trying to split cluster 12 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (633.203860 sec): 2 clusters Score: Raw -46350.827908 + Penalty 1050.748518 = -45300.079391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (633.249850 sec): 3 clusters Score: Raw -46289.683507 + Penalty 2101.497035 = -44188.186472 nChanged 198 SP:Iteration 1F (633.296084 sec): 3 clusters Score: Raw -46558.515128 + Penalty 2101.497035 = -44457.018093 nChanged 64 SP:Iteration 2F (633.345823 sec): 3 clusters Score: Raw -46675.014280 + Penalty 2101.497035 = -44573.517244 nChanged 41 SP:Iteration 3F (633.394534 sec): 3 clusters Score: Raw -46787.762646 + Penalty 2101.497035 = -44686.265610 nChanged 30 SP:Iteration 4Q (633.444569 sec): 3 clusters Score: Raw -46849.197577 + Penalty 2101.497035 = -44747.700541 nChanged 23 SP:Iteration 5Q (633.492003 sec): 3 clusters Score: Raw -46914.196900 + Penalty 2101.497035 = -44812.699864 nChanged 24 SP:Iteration 6Q (633.530063 sec): 3 clusters Score: Raw -46967.537543 + Penalty 2101.497035 = -44866.040508 nChanged 13 SP:Iteration 7Q (633.578471 sec): 3 clusters Score: Raw -47004.644910 + Penalty 2101.497035 = -44903.147875 nChanged 9 SP:Iteration 8Q (633.615765 sec): 3 clusters Score: Raw -47062.085474 + Penalty 2101.497035 = -44960.588439 nChanged 15 SP:Iteration 9Q (633.660436 sec): 3 clusters Score: Raw -47160.648357 + Penalty 2101.497035 = -45059.151321 nChanged 10 SP:Iteration 10Q (633.707642 sec): 3 clusters Score: Raw -47215.081772 + Penalty 2101.497035 = -45113.584737 nChanged 10 SP:Iteration 11Q (633.744019 sec): 3 clusters Score: Raw -47259.073049 + Penalty 2101.497035 = -45157.576013 nChanged 10 SP:Iteration 12Q (633.791900 sec): 3 clusters Score: Raw -47296.541028 + Penalty 2101.497035 = -45195.043993 nChanged 10 SP:Iteration 13Q (633.839697 sec): 3 clusters Score: Raw -47331.979716 + Penalty 2101.497035 = -45230.482680 nChanged 6 SP:Iteration 14Q (633.872941 sec): 3 clusters Score: Raw -47354.075546 + Penalty 2101.497035 = -45252.578510 nChanged 11 SP:Iteration 15Q (633.925089 sec): 3 clusters Score: Raw -47397.215864 + Penalty 2101.497035 = -45295.718828 nChanged 9 SP:Iteration 16Q (633.957837 sec): 3 clusters Score: Raw -47428.043924 + Penalty 2101.497035 = -45326.546889 nChanged 6 SP:Iteration 17Q (634.007645 sec): 3 clusters Score: Raw -47443.602617 + Penalty 2101.497035 = -45342.105581 nChanged 4 SP:Iteration 18Q (634.051326 sec): 3 clusters Score: Raw -47452.559794 + Penalty 2101.497035 = -45351.062759 nChanged 4 SP:Iteration 19Q (634.087031 sec): 3 clusters Score: Raw -47460.417461 + Penalty 2101.497035 = -45358.920425 nChanged 3 SP:Iteration 20F (634.129988 sec): 3 clusters Score: Raw -47464.863373 + Penalty 2101.497035 = -45363.366338 nChanged 1 SP:Iteration 21Q (634.173989 sec): 3 clusters Score: Raw -47467.045257 + Penalty 2101.497035 = -45365.548221 nChanged 1 SP:Iteration 22Q (634.218943 sec): 3 clusters Score: Raw -47469.377519 + Penalty 2101.497035 = -45367.880484 nChanged 2 SP:Iteration 23Q (634.266116 sec): 3 clusters Score: Raw -47473.004521 + Penalty 2101.497035 = -45371.507485 nChanged 2 SP:Iteration 24Q (634.298262 sec): 3 clusters Score: Raw -47476.750496 + Penalty 2101.497035 = -45375.253460 nChanged 1 SP:Iteration 25Q (634.343759 sec): 3 clusters Score: Raw -47478.469106 + Penalty 2101.497035 = -45376.972071 nChanged 0 SP:Iteration 26F (634.386874 sec): 3 clusters Score: Raw -47478.469106 + Penalty 2101.497035 = -45376.972071 nChanged 0 Score: Raw -40011128.585009 + Penalty 77602.325753 = -39933526.259256 Splitting cluster 12 changes total score from -39928276.830165 to -39933526.259256 So it's getting split into cluster 38. Trying to split cluster 13 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (641.425655 sec): 2 clusters Score: Raw -46422.165959 + Penalty 948.631198 = -45473.534762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (641.463644 sec): 3 clusters Score: Raw -46512.131670 + Penalty 1897.262395 = -44614.869275 nChanged 76 SP:Iteration 1F (641.519242 sec): 3 clusters Score: Raw -46664.902433 + Penalty 1897.262395 = -44767.640038 nChanged 24 SP:Iteration 2F (641.562890 sec): 3 clusters Score: Raw -46741.379905 + Penalty 1897.262395 = -44844.117510 nChanged 19 SP:Iteration 3F (641.599531 sec): 3 clusters Score: Raw -46783.386001 + Penalty 1897.262395 = -44886.123606 nChanged 13 SP:Iteration 4Q (641.639649 sec): 3 clusters Score: Raw -46803.264945 + Penalty 1897.262395 = -44906.002550 nChanged 6 SP:Iteration 5Q (641.688798 sec): 3 clusters Score: Raw -46817.687374 + Penalty 1897.262395 = -44920.424978 nChanged 6 SP:Iteration 6Q (641.734254 sec): 3 clusters Score: Raw -46828.758999 + Penalty 1897.262395 = -44931.496603 nChanged 2 SP:Iteration 7Q (641.781366 sec): 3 clusters Score: Raw -46832.589587 + Penalty 1897.262395 = -44935.327192 nChanged 3 SP:Iteration 8Q (641.826681 sec): 3 clusters Score: Raw -46834.560678 + Penalty 1897.262395 = -44937.298283 nChanged 2 SP:Iteration 9Q (641.878787 sec): 3 clusters Score: Raw -46845.942447 + Penalty 1897.262395 = -44948.680052 nChanged 5 SP:Iteration 10Q (641.921441 sec): 3 clusters Score: Raw -46873.059893 + Penalty 1897.262395 = -44975.797498 nChanged 3 SP:Iteration 11Q (641.966963 sec): 3 clusters Score: Raw -46876.871458 + Penalty 1897.262395 = -44979.609063 nChanged 3 SP:Iteration 12Q (642.008783 sec): 3 clusters Score: Raw -46879.095315 + Penalty 1897.262395 = -44981.832919 nChanged 2 SP:Iteration 13Q (642.051229 sec): 3 clusters Score: Raw -46881.117943 + Penalty 1897.262395 = -44983.855548 nChanged 2 SP:Iteration 14Q (642.093422 sec): 3 clusters Score: Raw -46892.376568 + Penalty 1897.262395 = -44995.114172 nChanged 3 SP:Iteration 15Q (642.138461 sec): 3 clusters Score: Raw -46897.285882 + Penalty 1897.262395 = -45000.023487 nChanged 1 SP:Iteration 16Q (642.190921 sec): 3 clusters Score: Raw -46899.585338 + Penalty 1897.262395 = -45002.322943 nChanged 0 SP:Iteration 17F (642.233404 sec): 3 clusters Score: Raw -46899.585338 + Penalty 1897.262395 = -45002.322943 nChanged 0 Trying to split cluster 14 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (642.246617 sec): 2 clusters Score: Raw -40136.868823 + Penalty 1006.258905 = -39130.609918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (642.293430 sec): 3 clusters Score: Raw -40188.939106 + Penalty 2012.517809 = -38176.421297 nChanged 119 SP:Iteration 1F (642.331904 sec): 3 clusters Score: Raw -40540.844360 + Penalty 2012.517809 = -38528.326551 nChanged 53 SP:Iteration 2F (642.376016 sec): 3 clusters Score: Raw -40713.159632 + Penalty 2012.517809 = -38700.641823 nChanged 15 SP:Iteration 3Q (642.423331 sec): 3 clusters Score: Raw -40763.130021 + Penalty 2012.517809 = -38750.612212 nChanged 12 SP:Iteration 4Q (642.465180 sec): 3 clusters Score: Raw -40801.464722 + Penalty 2012.517809 = -38788.946913 nChanged 7 SP:Iteration 5Q (642.499104 sec): 3 clusters Score: Raw -40824.086106 + Penalty 2012.517809 = -38811.568297 nChanged 4 SP:Iteration 6Q (642.550470 sec): 3 clusters Score: Raw -40846.225281 + Penalty 2012.517809 = -38833.707471 nChanged 4 SP:Iteration 7Q (642.595059 sec): 3 clusters Score: Raw -40855.961998 + Penalty 2012.517809 = -38843.444189 nChanged 2 SP:Iteration 8Q (642.626766 sec): 3 clusters Score: Raw -40860.304163 + Penalty 2012.517809 = -38847.786354 nChanged 1 SP:Iteration 9Q (642.670332 sec): 3 clusters Score: Raw -40868.461473 + Penalty 2012.517809 = -38855.943664 nChanged 2 SP:Iteration 10Q (642.716319 sec): 3 clusters Score: Raw -40876.741465 + Penalty 2012.517809 = -38864.223656 nChanged 2 SP:Iteration 11Q (642.764166 sec): 3 clusters Score: Raw -40884.163098 + Penalty 2012.517809 = -38871.645289 nChanged 0 SP:Iteration 12F (642.802091 sec): 3 clusters Score: Raw -40884.163098 + Penalty 2012.517809 = -38871.645289 nChanged 0 Trying to split cluster 15 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (642.830275 sec): 2 clusters Score: Raw -28057.157717 + Penalty 917.385121 = -27139.772596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (642.868642 sec): 3 clusters Score: Raw -28174.486664 + Penalty 1834.770242 = -26339.716422 nChanged 61 SP:Iteration 1F (642.910279 sec): 3 clusters Score: Raw -28369.926699 + Penalty 1834.770242 = -26535.156457 nChanged 11 SP:Iteration 2Q (642.954680 sec): 3 clusters Score: Raw -28416.489641 + Penalty 1834.770242 = -26581.719399 nChanged 7 SP:Iteration 3Q (642.996466 sec): 3 clusters Score: Raw -28438.700235 + Penalty 1834.770242 = -26603.929993 nChanged 7 SP:Iteration 4Q (643.053172 sec): 3 clusters Score: Raw -28456.362697 + Penalty 1834.770242 = -26621.592456 nChanged 3 SP:Iteration 5Q (643.096263 sec): 3 clusters Score: Raw -28487.400909 + Penalty 1834.770242 = -26652.630667 nChanged 4 SP:Iteration 6Q (643.136262 sec): 3 clusters Score: Raw -28504.393215 + Penalty 1834.770242 = -26669.622973 nChanged 3 SP:Iteration 7Q (643.181017 sec): 3 clusters Score: Raw -28519.300194 + Penalty 1834.770242 = -26684.529952 nChanged 3 SP:Iteration 8Q (643.232068 sec): 3 clusters Score: Raw -28534.607043 + Penalty 1834.770242 = -26699.836801 nChanged 2 SP:Iteration 9Q (643.276291 sec): 3 clusters Score: Raw -28578.466634 + Penalty 1834.770242 = -26743.696392 nChanged 1 SP:Iteration 10Q (643.318430 sec): 3 clusters Score: Raw -28589.174624 + Penalty 1834.770242 = -26754.404382 nChanged 1 SP:Iteration 11Q (643.362183 sec): 3 clusters Score: Raw -28590.964665 + Penalty 1834.770242 = -26756.194423 nChanged 2 SP:Iteration 12Q (643.403028 sec): 3 clusters Score: Raw -28598.685563 + Penalty 1834.770242 = -26763.915321 nChanged 1 SP:Iteration 13Q (643.451453 sec): 3 clusters Score: Raw -28604.964844 + Penalty 1834.770242 = -26770.194602 nChanged 0 SP:Iteration 14F (643.497576 sec): 3 clusters Score: Raw -28605.996368 + Penalty 1834.770242 = -26771.226127 nChanged 1 SP:Iteration 15Q (643.538984 sec): 3 clusters Score: Raw -28612.393759 + Penalty 1834.770242 = -26777.623517 nChanged 2 SP:Iteration 16Q (643.583901 sec): 3 clusters Score: Raw -28624.347749 + Penalty 1834.770242 = -26789.577508 nChanged 1 SP:Iteration 17Q (643.636347 sec): 3 clusters Score: Raw -28632.255186 + Penalty 1834.770242 = -26797.484944 nChanged 3 SP:Iteration 18Q (643.685515 sec): 3 clusters Score: Raw -28663.419021 + Penalty 1834.770242 = -26828.648779 nChanged 2 SP:Iteration 19Q (643.727579 sec): 3 clusters Score: Raw -28679.797878 + Penalty 1834.770242 = -26845.027636 nChanged 1 SP:Iteration 20F (643.767173 sec): 3 clusters Score: Raw -28680.918642 + Penalty 1834.770242 = -26846.148400 nChanged 0 Trying to split cluster 16 (9423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (643.817357 sec): 2 clusters Score: Raw -1349940.685822 + Penalty 1487.022678 = -1348453.663144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (643.882089 sec): 3 clusters Score: Raw -1344659.272182 + Penalty 2974.045356 = -1341685.226826 nChanged 4119 SP:Iteration 1F (643.942000 sec): 3 clusters Score: Raw -1346745.472526 + Penalty 2974.045356 = -1343771.427169 nChanged 518 SP:Iteration 2F (644.002676 sec): 3 clusters Score: Raw -1346925.843207 + Penalty 2974.045356 = -1343951.797851 nChanged 402 SP:Iteration 3Q (644.068522 sec): 3 clusters Score: Raw -1347065.728675 + Penalty 2974.045356 = -1344091.683319 nChanged 363 SP:Iteration 4Q (644.131087 sec): 3 clusters Score: Raw -1347205.785829 + Penalty 2974.045356 = -1344231.740473 nChanged 343 SP:Iteration 5Q (644.193557 sec): 3 clusters Score: Raw -1347354.943557 + Penalty 2974.045356 = -1344380.898201 nChanged 388 SP:Iteration 6Q (644.247017 sec): 3 clusters Score: Raw -1347540.984969 + Penalty 2974.045356 = -1344566.939613 nChanged 398 SP:Iteration 7Q (644.323808 sec): 3 clusters Score: Raw -1347768.153141 + Penalty 2974.045356 = -1344794.107785 nChanged 491 SP:Iteration 8F (644.381478 sec): 3 clusters Score: Raw -1348120.979850 + Penalty 2974.045356 = -1345146.934494 nChanged 573 SP:Iteration 9F (644.440462 sec): 3 clusters Score: Raw -1348597.669017 + Penalty 2974.045356 = -1345623.623661 nChanged 614 SP:Iteration 10F (644.501333 sec): 3 clusters Score: Raw -1349125.034325 + Penalty 2974.045356 = -1346150.988969 nChanged 554 SP:Iteration 11F (644.567776 sec): 3 clusters Score: Raw -1349589.342011 + Penalty 2974.045356 = -1346615.296655 nChanged 445 SP:Iteration 12Q (644.624281 sec): 3 clusters Score: Raw -1349971.420812 + Penalty 2974.045356 = -1346997.375456 nChanged 365 SP:Iteration 13Q (644.691683 sec): 3 clusters Score: Raw -1350262.804421 + Penalty 2974.045356 = -1347288.759065 nChanged 263 SP:Iteration 14Q (644.750653 sec): 3 clusters Score: Raw -1350443.692202 + Penalty 2974.045356 = -1347469.646846 nChanged 183 SP:Iteration 15Q (644.814419 sec): 3 clusters Score: Raw -1350549.653340 + Penalty 2974.045356 = -1347575.607984 nChanged 116 SP:Iteration 16Q (644.879432 sec): 3 clusters Score: Raw -1350602.475845 + Penalty 2974.045356 = -1347628.430489 nChanged 79 SP:Iteration 17Q (644.935275 sec): 3 clusters Score: Raw -1350626.970837 + Penalty 2974.045356 = -1347652.925480 nChanged 57 SP:Iteration 18Q (645.010771 sec): 3 clusters Score: Raw -1350644.623066 + Penalty 2974.045356 = -1347670.577710 nChanged 41 SP:Iteration 19Q (645.064538 sec): 3 clusters Score: Raw -1350656.216468 + Penalty 2974.045356 = -1347682.171112 nChanged 34 SP:Iteration 20F (645.133154 sec): 3 clusters Score: Raw -1350663.896086 + Penalty 2974.045356 = -1347689.850730 nChanged 27 SP:Iteration 21Q (645.183161 sec): 3 clusters Score: Raw -1350669.167001 + Penalty 2974.045356 = -1347695.121645 nChanged 23 SP:Iteration 22Q (645.243201 sec): 3 clusters Score: Raw -1350674.197753 + Penalty 2974.045356 = -1347700.152397 nChanged 18 SP:Iteration 23Q (645.309876 sec): 3 clusters Score: Raw -1350679.221554 + Penalty 2974.045356 = -1347705.176198 nChanged 25 SP:Iteration 24Q (645.370413 sec): 3 clusters Score: Raw -1350683.371477 + Penalty 2974.045356 = -1347709.326120 nChanged 14 SP:Iteration 25Q (645.419787 sec): 3 clusters Score: Raw -1350685.801264 + Penalty 2974.045356 = -1347711.755908 nChanged 12 SP:Iteration 26Q (645.482246 sec): 3 clusters Score: Raw -1350687.859260 + Penalty 2974.045356 = -1347713.813904 nChanged 12 SP:Iteration 27Q (645.544797 sec): 3 clusters Score: Raw -1350689.187058 + Penalty 2974.045356 = -1347715.141701 nChanged 6 SP:Iteration 28Q (645.595521 sec): 3 clusters Score: Raw -1350690.151281 + Penalty 2974.045356 = -1347716.105925 nChanged 8 SP:Iteration 29Q (645.666264 sec): 3 clusters Score: Raw -1350691.480742 + Penalty 2974.045356 = -1347717.435386 nChanged 6 SP:Iteration 30Q (645.721337 sec): 3 clusters Score: Raw -1350691.997313 + Penalty 2974.045356 = -1347717.951957 nChanged 3 SP:Iteration 31Q (645.776432 sec): 3 clusters Score: Raw -1350692.274947 + Penalty 2974.045356 = -1347718.229591 nChanged 2 SP:Iteration 32Q (645.845873 sec): 3 clusters Score: Raw -1350692.721362 + Penalty 2974.045356 = -1347718.676006 nChanged 4 SP:Iteration 33Q (645.901731 sec): 3 clusters Score: Raw -1350693.337583 + Penalty 2974.045356 = -1347719.292226 nChanged 3 SP:Iteration 34Q (645.954952 sec): 3 clusters Score: Raw -1350693.538778 + Penalty 2974.045356 = -1347719.493421 nChanged 1 SP:Iteration 35Q (646.007889 sec): 3 clusters Score: Raw -1350693.608028 + Penalty 2974.045356 = -1347719.562672 nChanged 2 SP:Iteration 36Q (646.074538 sec): 3 clusters Score: Raw -1350693.753321 + Penalty 2974.045356 = -1347719.707965 nChanged 1 SP:Iteration 37Q (646.123304 sec): 3 clusters Score: Raw -1350693.893932 + Penalty 2974.045356 = -1347719.848576 nChanged 0 SP:Iteration 38F (646.195841 sec): 3 clusters Score: Raw -1350693.893932 + Penalty 2974.045356 = -1347719.848576 nChanged 0 Trying to split cluster 17 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (646.221461 sec): 2 clusters Score: Raw -60264.114422 + Penalty 986.494881 = -59277.619541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (646.266789 sec): 3 clusters Score: Raw -60296.214119 + Penalty 1972.989762 = -58323.224358 nChanged 113 SP:Iteration 1F (646.313183 sec): 3 clusters Score: Raw -60480.082010 + Penalty 1972.989762 = -58507.092249 nChanged 32 SP:Iteration 2F (646.358380 sec): 3 clusters Score: Raw -60556.549384 + Penalty 1972.989762 = -58583.559622 nChanged 20 SP:Iteration 3Q (646.412286 sec): 3 clusters Score: Raw -60630.478012 + Penalty 1972.989762 = -58657.488250 nChanged 25 SP:Iteration 4F (646.446222 sec): 3 clusters Score: Raw -60706.118091 + Penalty 1972.989762 = -58733.128329 nChanged 20 SP:Iteration 5Q (646.502788 sec): 3 clusters Score: Raw -60790.734195 + Penalty 1972.989762 = -58817.744433 nChanged 17 SP:Iteration 6Q (646.551053 sec): 3 clusters Score: Raw -60835.992818 + Penalty 1972.989762 = -58863.003056 nChanged 9 SP:Iteration 7Q (646.593139 sec): 3 clusters Score: Raw -60856.962313 + Penalty 1972.989762 = -58883.972551 nChanged 6 SP:Iteration 8Q (646.646974 sec): 3 clusters Score: Raw -60865.522017 + Penalty 1972.989762 = -58892.532255 nChanged 3 SP:Iteration 9Q (646.692676 sec): 3 clusters Score: Raw -60873.642893 + Penalty 1972.989762 = -58900.653131 nChanged 2 SP:Iteration 10Q (646.730858 sec): 3 clusters Score: Raw -60881.928187 + Penalty 1972.989762 = -58908.938426 nChanged 0 SP:Iteration 11F (646.785657 sec): 3 clusters Score: Raw -60881.928187 + Penalty 1972.989762 = -58908.938426 nChanged 0 Trying to split cluster 18 (613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (646.807572 sec): 2 clusters Score: Raw -89063.716163 + Penalty 1042.984302 = -88020.731861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (646.865705 sec): 3 clusters Score: Raw -88961.509196 + Penalty 2085.968604 = -86875.540591 nChanged 157 SP:Iteration 1F (646.911098 sec): 3 clusters Score: Raw -89176.367169 + Penalty 2085.968604 = -87090.398565 nChanged 47 SP:Iteration 2F (646.960125 sec): 3 clusters Score: Raw -89271.754225 + Penalty 2085.968604 = -87185.785621 nChanged 31 SP:Iteration 3F (647.004117 sec): 3 clusters Score: Raw -89364.586595 + Penalty 2085.968604 = -87278.617991 nChanged 26 SP:Iteration 4Q (647.044546 sec): 3 clusters Score: Raw -89436.167610 + Penalty 2085.968604 = -87350.199006 nChanged 17 SP:Iteration 5Q (647.088946 sec): 3 clusters Score: Raw -89477.365682 + Penalty 2085.968604 = -87391.397078 nChanged 17 SP:Iteration 6Q (647.130318 sec): 3 clusters Score: Raw -89503.473225 + Penalty 2085.968604 = -87417.504620 nChanged 12 SP:Iteration 7Q (647.176067 sec): 3 clusters Score: Raw -89543.825562 + Penalty 2085.968604 = -87457.856958 nChanged 9 SP:Iteration 8Q (647.217011 sec): 3 clusters Score: Raw -89560.790068 + Penalty 2085.968604 = -87474.821464 nChanged 3 SP:Iteration 9Q (647.263290 sec): 3 clusters Score: Raw -89566.520189 + Penalty 2085.968604 = -87480.551585 nChanged 5 SP:Iteration 10Q (647.309753 sec): 3 clusters Score: Raw -89578.175505 + Penalty 2085.968604 = -87492.206901 nChanged 5 SP:Iteration 11Q (647.347044 sec): 3 clusters Score: Raw -89582.389036 + Penalty 2085.968604 = -87496.420432 nChanged 3 SP:Iteration 12Q (647.395618 sec): 3 clusters Score: Raw -89584.593422 + Penalty 2085.968604 = -87498.624818 nChanged 4 SP:Iteration 13Q (647.440863 sec): 3 clusters Score: Raw -89588.990471 + Penalty 2085.968604 = -87503.021867 nChanged 2 SP:Iteration 14Q (647.475570 sec): 3 clusters Score: Raw -89590.169080 + Penalty 2085.968604 = -87504.200476 nChanged 2 SP:Iteration 15Q (647.519871 sec): 3 clusters Score: Raw -89593.342614 + Penalty 2085.968604 = -87507.374010 nChanged 4 SP:Iteration 16Q (647.561519 sec): 3 clusters Score: Raw -89599.667767 + Penalty 2085.968604 = -87513.699163 nChanged 1 SP:Iteration 17Q (647.597060 sec): 3 clusters Score: Raw -89600.597401 + Penalty 2085.968604 = -87514.628797 nChanged 0 SP:Iteration 18F (647.643589 sec): 3 clusters Score: Raw -89601.372464 + Penalty 2085.968604 = -87515.403860 nChanged 1 SP:Iteration 19Q (647.692339 sec): 3 clusters Score: Raw -89609.471472 + Penalty 2085.968604 = -87523.502868 nChanged 2 SP:Iteration 20F (647.723255 sec): 3 clusters Score: Raw -89616.276294 + Penalty 2085.968604 = -87530.307690 nChanged 3 SP:Iteration 21Q (647.772004 sec): 3 clusters Score: Raw -89621.958593 + Penalty 2085.968604 = -87535.989989 nChanged 4 SP:Iteration 22Q (647.819422 sec): 3 clusters Score: Raw -89640.045415 + Penalty 2085.968604 = -87554.076811 nChanged 4 SP:Iteration 23Q (647.858327 sec): 3 clusters Score: Raw -89650.727409 + Penalty 2085.968604 = -87564.758805 nChanged 4 SP:Iteration 24Q (647.903528 sec): 3 clusters Score: Raw -89665.750081 + Penalty 2085.968604 = -87579.781477 nChanged 9 SP:Iteration 25Q (647.945099 sec): 3 clusters Score: Raw -89679.122992 + Penalty 2085.968604 = -87593.154388 nChanged 7 SP:Iteration 26Q (647.986314 sec): 3 clusters Score: Raw -89699.435784 + Penalty 2085.968604 = -87613.467179 nChanged 3 SP:Iteration 27Q (648.031823 sec): 3 clusters Score: Raw -89704.364738 + Penalty 2085.968604 = -87618.396133 nChanged 2 SP:Iteration 28Q (648.066813 sec): 3 clusters Score: Raw -89707.256132 + Penalty 2085.968604 = -87621.287528 nChanged 2 SP:Iteration 29Q (648.106579 sec): 3 clusters Score: Raw -89710.630351 + Penalty 2085.968604 = -87624.661747 nChanged 0 SP:Iteration 30F (648.149375 sec): 3 clusters Score: Raw -89710.630351 + Penalty 2085.968604 = -87624.661747 nChanged 0 Trying to split cluster 19 (1140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (648.173685 sec): 2 clusters Score: Raw -148317.814073 + Penalty 1143.802325 = -147174.011748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (648.219279 sec): 3 clusters Score: Raw -147966.834634 + Penalty 2287.604651 = -145679.229983 nChanged 376 SP:Iteration 1F (648.262136 sec): 3 clusters Score: Raw -148323.934900 + Penalty 2287.604651 = -146036.330249 nChanged 107 SP:Iteration 2F (648.304814 sec): 3 clusters Score: Raw -148469.313886 + Penalty 2287.604651 = -146181.709235 nChanged 72 SP:Iteration 3F (648.362530 sec): 3 clusters Score: Raw -148569.486618 + Penalty 2287.604651 = -146281.881967 nChanged 47 SP:Iteration 4Q (648.397760 sec): 3 clusters Score: Raw -148621.050784 + Penalty 2287.604651 = -146333.446133 nChanged 30 SP:Iteration 5Q (648.451760 sec): 3 clusters Score: Raw -148669.286700 + Penalty 2287.604651 = -146381.682049 nChanged 36 SP:Iteration 6Q (648.502480 sec): 3 clusters Score: Raw -148713.162834 + Penalty 2287.604651 = -146425.558183 nChanged 27 SP:Iteration 7Q (648.539464 sec): 3 clusters Score: Raw -148745.771053 + Penalty 2287.604651 = -146458.166402 nChanged 21 SP:Iteration 8Q (648.588817 sec): 3 clusters Score: Raw -148767.004929 + Penalty 2287.604651 = -146479.400278 nChanged 16 SP:Iteration 9Q (648.633246 sec): 3 clusters Score: Raw -148796.179546 + Penalty 2287.604651 = -146508.574895 nChanged 9 SP:Iteration 10Q (648.677657 sec): 3 clusters Score: Raw -148807.747983 + Penalty 2287.604651 = -146520.143332 nChanged 7 SP:Iteration 11Q (648.724163 sec): 3 clusters Score: Raw -148814.427174 + Penalty 2287.604651 = -146526.822523 nChanged 10 SP:Iteration 12Q (648.776028 sec): 3 clusters Score: Raw -148824.276119 + Penalty 2287.604651 = -146536.671468 nChanged 10 SP:Iteration 13Q (648.813745 sec): 3 clusters Score: Raw -148834.756605 + Penalty 2287.604651 = -146547.151954 nChanged 4 SP:Iteration 14Q (648.864649 sec): 3 clusters Score: Raw -148839.391433 + Penalty 2287.604651 = -146551.786782 nChanged 7 SP:Iteration 15Q (648.905788 sec): 3 clusters Score: Raw -148847.737519 + Penalty 2287.604651 = -146560.132868 nChanged 6 SP:Iteration 16Q (648.952693 sec): 3 clusters Score: Raw -148852.427914 + Penalty 2287.604651 = -146564.823264 nChanged 5 SP:Iteration 17Q (649.007645 sec): 3 clusters Score: Raw -148854.900595 + Penalty 2287.604651 = -146567.295944 nChanged 4 SP:Iteration 18Q (649.049901 sec): 3 clusters Score: Raw -148860.083487 + Penalty 2287.604651 = -146572.478836 nChanged 8 SP:Iteration 19Q (649.097878 sec): 3 clusters Score: Raw -148866.301859 + Penalty 2287.604651 = -146578.697208 nChanged 5 SP:Iteration 20F (649.148447 sec): 3 clusters Score: Raw -148868.787697 + Penalty 2287.604651 = -146581.183047 nChanged 3 SP:Iteration 21Q (649.198555 sec): 3 clusters Score: Raw -148870.153874 + Penalty 2287.604651 = -146582.549223 nChanged 0 SP:Iteration 22F (649.238657 sec): 3 clusters Score: Raw -148870.153874 + Penalty 2287.604651 = -146582.549223 nChanged 0 Trying to split cluster 20 (38355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (649.320784 sec): 2 clusters Score: Raw -5395872.390853 + Penalty 1715.129029 = -5394157.261824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (649.430654 sec): 3 clusters Score: Raw -5372134.679634 + Penalty 3430.258057 = -5368704.421577 nChanged 17650 SP:Iteration 1F (649.536424 sec): 3 clusters Score: Raw -5381973.404286 + Penalty 3430.258057 = -5378543.146228 nChanged 1762 SP:Iteration 2Q (649.651868 sec): 3 clusters Score: Raw -5382554.717667 + Penalty 3430.258057 = -5379124.459610 nChanged 1723 SP:Iteration 3Q (649.755196 sec): 3 clusters Score: Raw -5383125.963824 + Penalty 3430.258057 = -5379695.705767 nChanged 1714 SP:Iteration 4Q (649.862943 sec): 3 clusters Score: Raw -5383725.392050 + Penalty 3430.258057 = -5380295.133992 nChanged 1723 SP:Iteration 5Q (649.978848 sec): 3 clusters Score: Raw -5384386.187720 + Penalty 3430.258057 = -5380955.929663 nChanged 1840 SP:Iteration 6Q (650.088936 sec): 3 clusters Score: Raw -5385192.837512 + Penalty 3430.258057 = -5381762.579455 nChanged 1984 SP:Iteration 7F (650.193942 sec): 3 clusters Score: Raw -5386233.060149 + Penalty 3430.258057 = -5382802.802091 nChanged 2090 SP:Iteration 8F (650.296533 sec): 3 clusters Score: Raw -5387553.900966 + Penalty 3430.258057 = -5384123.642909 nChanged 2105 SP:Iteration 9F (650.410282 sec): 3 clusters Score: Raw -5389120.049220 + Penalty 3430.258057 = -5385689.791163 nChanged 1965 SP:Iteration 10F (650.511236 sec): 3 clusters Score: Raw -5390662.497222 + Penalty 3430.258057 = -5387232.239165 nChanged 1667 SP:Iteration 11Q (650.622932 sec): 3 clusters Score: Raw -5391968.653297 + Penalty 3430.258057 = -5388538.395240 nChanged 1312 SP:Iteration 12Q (650.736749 sec): 3 clusters Score: Raw -5392966.533565 + Penalty 3430.258057 = -5389536.275508 nChanged 1018 SP:Iteration 13Q (650.840114 sec): 3 clusters Score: Raw -5393667.734864 + Penalty 3430.258057 = -5390237.476807 nChanged 782 SP:Iteration 14Q (650.948723 sec): 3 clusters Score: Raw -5394122.063462 + Penalty 3430.258057 = -5390691.805405 nChanged 643 SP:Iteration 15Q (651.051208 sec): 3 clusters Score: Raw -5394480.676943 + Penalty 3430.258057 = -5391050.418885 nChanged 552 SP:Iteration 16Q (651.151618 sec): 3 clusters Score: Raw -5394783.836385 + Penalty 3430.258057 = -5391353.578327 nChanged 497 SP:Iteration 17Q (651.241816 sec): 3 clusters Score: Raw -5395058.019553 + Penalty 3430.258057 = -5391627.761496 nChanged 430 SP:Iteration 18Q (651.342219 sec): 3 clusters Score: Raw -5395280.024242 + Penalty 3430.258057 = -5391849.766185 nChanged 336 SP:Iteration 19Q (651.430289 sec): 3 clusters Score: Raw -5395459.896342 + Penalty 3430.258057 = -5392029.638285 nChanged 282 SP:Iteration 20F (651.543877 sec): 3 clusters Score: Raw -5395624.473793 + Penalty 3430.258057 = -5392194.215736 nChanged 223 SP:Iteration 21Q (651.639653 sec): 3 clusters Score: Raw -5395763.281706 + Penalty 3430.258057 = -5392333.023649 nChanged 158 SP:Iteration 22Q (651.734231 sec): 3 clusters Score: Raw -5395845.420418 + Penalty 3430.258057 = -5392415.162361 nChanged 118 SP:Iteration 23Q (651.826232 sec): 3 clusters Score: Raw -5395898.346254 + Penalty 3430.258057 = -5392468.088196 nChanged 92 SP:Iteration 24Q (651.923841 sec): 3 clusters Score: Raw -5395939.641723 + Penalty 3430.258057 = -5392509.383666 nChanged 73 SP:Iteration 25Q (652.016511 sec): 3 clusters Score: Raw -5395975.690500 + Penalty 3430.258057 = -5392545.432442 nChanged 68 SP:Iteration 26Q (652.113854 sec): 3 clusters Score: Raw -5396010.398409 + Penalty 3430.258057 = -5392580.140352 nChanged 61 SP:Iteration 27Q (652.209462 sec): 3 clusters Score: Raw -5396035.984776 + Penalty 3430.258057 = -5392605.726719 nChanged 63 SP:Iteration 28Q (652.306374 sec): 3 clusters Score: Raw -5396065.899624 + Penalty 3430.258057 = -5392635.641567 nChanged 41 SP:Iteration 29Q (652.398904 sec): 3 clusters Score: Raw -5396086.600329 + Penalty 3430.258057 = -5392656.342271 nChanged 30 SP:Iteration 30Q (652.492248 sec): 3 clusters Score: Raw -5396099.004922 + Penalty 3430.258057 = -5392668.746865 nChanged 27 SP:Iteration 31Q (652.584569 sec): 3 clusters Score: Raw -5396109.285113 + Penalty 3430.258057 = -5392679.027056 nChanged 25 SP:Iteration 32Q (652.673978 sec): 3 clusters Score: Raw -5396120.326837 + Penalty 3430.258057 = -5392690.068780 nChanged 18 SP:Iteration 33Q (652.767840 sec): 3 clusters Score: Raw -5396127.967427 + Penalty 3430.258057 = -5392697.709370 nChanged 24 SP:Iteration 34Q (652.855721 sec): 3 clusters Score: Raw -5396140.698391 + Penalty 3430.258057 = -5392710.440334 nChanged 12 SP:Iteration 35Q (652.934490 sec): 3 clusters Score: Raw -5396146.094913 + Penalty 3430.258057 = -5392715.836855 nChanged 10 SP:Iteration 36Q (653.038606 sec): 3 clusters Score: Raw -5396148.568371 + Penalty 3430.258057 = -5392718.310314 nChanged 7 SP:Iteration 37Q (653.129243 sec): 3 clusters Score: Raw -5396150.806079 + Penalty 3430.258057 = -5392720.548022 nChanged 6 SP:Iteration 38Q (653.215595 sec): 3 clusters Score: Raw -5396153.770113 + Penalty 3430.258057 = -5392723.512056 nChanged 5 SP:Iteration 39Q (653.310839 sec): 3 clusters Score: Raw -5396156.958172 + Penalty 3430.258057 = -5392726.700114 nChanged 10 SP:Iteration 40F (653.418070 sec): 3 clusters Score: Raw -5396162.255620 + Penalty 3430.258057 = -5392731.997563 nChanged 12 SP:Iteration 41Q (653.505019 sec): 3 clusters Score: Raw -5396169.946510 + Penalty 3430.258057 = -5392739.688453 nChanged 14 SP:Iteration 42Q (653.609293 sec): 3 clusters Score: Raw -5396177.566897 + Penalty 3430.258057 = -5392747.308840 nChanged 15 SP:Iteration 43Q (653.704055 sec): 3 clusters Score: Raw -5396186.693389 + Penalty 3430.258057 = -5392756.435332 nChanged 14 SP:Iteration 44Q (653.796595 sec): 3 clusters Score: Raw -5396194.038177 + Penalty 3430.258057 = -5392763.780120 nChanged 9 SP:Iteration 45Q (653.891812 sec): 3 clusters Score: Raw -5396198.565734 + Penalty 3430.258057 = -5392768.307677 nChanged 9 SP:Iteration 46Q (653.972507 sec): 3 clusters Score: Raw -5396201.558721 + Penalty 3430.258057 = -5392771.300664 nChanged 3 SP:Iteration 47Q (654.065032 sec): 3 clusters Score: Raw -5396202.563944 + Penalty 3430.258057 = -5392772.305887 nChanged 0 SP:Iteration 48F (654.183470 sec): 3 clusters Score: Raw -5396202.563944 + Penalty 3430.258057 = -5392772.305887 nChanged 0 Trying to split cluster 21 (20659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (654.234600 sec): 2 clusters Score: Raw -2829935.394659 + Penalty 1614.584780 = -2828320.809879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.310679 sec): 3 clusters Score: Raw -2817497.382776 + Penalty 3229.169560 = -2814268.213216 nChanged 9361 SP:Iteration 1F (654.395936 sec): 3 clusters Score: Raw -2822793.643344 + Penalty 3229.169560 = -2819564.473784 nChanged 1221 SP:Iteration 2F (654.465401 sec): 3 clusters Score: Raw -2823279.244414 + Penalty 3229.169560 = -2820050.074854 nChanged 1078 SP:Iteration 3F (654.557341 sec): 3 clusters Score: Raw -2823728.563958 + Penalty 3229.169560 = -2820499.394398 nChanged 984 SP:Iteration 4Q (654.627583 sec): 3 clusters Score: Raw -2824161.741156 + Penalty 3229.169560 = -2820932.571595 nChanged 960 SP:Iteration 5Q (654.723028 sec): 3 clusters Score: Raw -2824607.164185 + Penalty 3229.169560 = -2821377.994625 nChanged 968 SP:Iteration 6Q (654.807619 sec): 3 clusters Score: Raw -2825098.824490 + Penalty 3229.169560 = -2821869.654930 nChanged 992 SP:Iteration 7Q (654.889411 sec): 3 clusters Score: Raw -2825637.518870 + Penalty 3229.169560 = -2822408.349310 nChanged 973 SP:Iteration 8Q (654.973148 sec): 3 clusters Score: Raw -2826191.316545 + Penalty 3229.169560 = -2822962.146985 nChanged 958 SP:Iteration 9Q (655.046532 sec): 3 clusters Score: Raw -2826777.351075 + Penalty 3229.169560 = -2823548.181514 nChanged 923 SP:Iteration 10Q (655.132659 sec): 3 clusters Score: Raw -2827312.449180 + Penalty 3229.169560 = -2824083.279620 nChanged 777 SP:Iteration 11Q (655.209410 sec): 3 clusters Score: Raw -2827732.589716 + Penalty 3229.169560 = -2824503.420156 nChanged 624 SP:Iteration 12Q (655.284632 sec): 3 clusters Score: Raw -2827982.850914 + Penalty 3229.169560 = -2824753.681354 nChanged 445 SP:Iteration 13Q (655.361833 sec): 3 clusters Score: Raw -2828119.258440 + Penalty 3229.169560 = -2824890.088880 nChanged 346 SP:Iteration 14Q (655.443522 sec): 3 clusters Score: Raw -2828210.050160 + Penalty 3229.169560 = -2824980.880600 nChanged 268 SP:Iteration 15Q (655.528034 sec): 3 clusters Score: Raw -2828284.542112 + Penalty 3229.169560 = -2825055.372552 nChanged 228 SP:Iteration 16Q (655.604417 sec): 3 clusters Score: Raw -2828340.766746 + Penalty 3229.169560 = -2825111.597186 nChanged 222 SP:Iteration 17Q (655.689512 sec): 3 clusters Score: Raw -2828393.086447 + Penalty 3229.169560 = -2825163.916887 nChanged 183 SP:Iteration 18Q (655.758360 sec): 3 clusters Score: Raw -2828431.267038 + Penalty 3229.169560 = -2825202.097478 nChanged 161 SP:Iteration 19Q (655.848445 sec): 3 clusters Score: Raw -2828460.875425 + Penalty 3229.169560 = -2825231.705865 nChanged 138 SP:Iteration 20F (655.929921 sec): 3 clusters Score: Raw -2828485.469240 + Penalty 3229.169560 = -2825256.299680 nChanged 145 SP:Iteration 21Q (656.006677 sec): 3 clusters Score: Raw -2828513.502031 + Penalty 3229.169560 = -2825284.332471 nChanged 132 SP:Iteration 22Q (656.079628 sec): 3 clusters Score: Raw -2828537.040810 + Penalty 3229.169560 = -2825307.871250 nChanged 123 SP:Iteration 23Q (656.170631 sec): 3 clusters Score: Raw -2828559.964623 + Penalty 3229.169560 = -2825330.795062 nChanged 131 SP:Iteration 24Q (656.241629 sec): 3 clusters Score: Raw -2828585.662320 + Penalty 3229.169560 = -2825356.492760 nChanged 127 SP:Iteration 25Q (656.329801 sec): 3 clusters Score: Raw -2828608.727361 + Penalty 3229.169560 = -2825379.557801 nChanged 139 SP:Iteration 26Q (656.405830 sec): 3 clusters Score: Raw -2828634.661109 + Penalty 3229.169560 = -2825405.491549 nChanged 127 SP:Iteration 27Q (656.491930 sec): 3 clusters Score: Raw -2828655.537898 + Penalty 3229.169560 = -2825426.368338 nChanged 120 SP:Iteration 28Q (656.571054 sec): 3 clusters Score: Raw -2828674.500690 + Penalty 3229.169560 = -2825445.331130 nChanged 102 SP:Iteration 29Q (656.654937 sec): 3 clusters Score: Raw -2828689.260379 + Penalty 3229.169560 = -2825460.090819 nChanged 103 SP:Iteration 30Q (656.731469 sec): 3 clusters Score: Raw -2828703.249745 + Penalty 3229.169560 = -2825474.080185 nChanged 107 SP:Iteration 31Q (656.807975 sec): 3 clusters Score: Raw -2828717.826883 + Penalty 3229.169560 = -2825488.657323 nChanged 92 SP:Iteration 32Q (656.887095 sec): 3 clusters Score: Raw -2828728.445429 + Penalty 3229.169560 = -2825499.275869 nChanged 77 SP:Iteration 33Q (656.965384 sec): 3 clusters Score: Raw -2828737.211427 + Penalty 3229.169560 = -2825508.041866 nChanged 65 SP:Iteration 34Q (657.040519 sec): 3 clusters Score: Raw -2828743.941739 + Penalty 3229.169560 = -2825514.772179 nChanged 64 SP:Iteration 35Q (657.123007 sec): 3 clusters Score: Raw -2828749.649605 + Penalty 3229.169560 = -2825520.480045 nChanged 47 SP:Iteration 36Q (657.193726 sec): 3 clusters Score: Raw -2828753.901155 + Penalty 3229.169560 = -2825524.731595 nChanged 48 SP:Iteration 37Q (657.288343 sec): 3 clusters Score: Raw -2828757.960474 + Penalty 3229.169560 = -2825528.790914 nChanged 45 SP:Iteration 38Q (657.370789 sec): 3 clusters Score: Raw -2828763.029257 + Penalty 3229.169560 = -2825533.859697 nChanged 48 SP:Iteration 39Q (657.454867 sec): 3 clusters Score: Raw -2828769.155172 + Penalty 3229.169560 = -2825539.985612 nChanged 60 SP:Iteration 40F (657.536175 sec): 3 clusters Score: Raw -2828775.563149 + Penalty 3229.169560 = -2825546.393589 nChanged 71 SP:Iteration 41Q (657.612718 sec): 3 clusters Score: Raw -2828783.604040 + Penalty 3229.169560 = -2825554.434480 nChanged 61 SP:Iteration 42Q (657.697539 sec): 3 clusters Score: Raw -2828790.271685 + Penalty 3229.169560 = -2825561.102124 nChanged 58 SP:Iteration 43Q (657.776978 sec): 3 clusters Score: Raw -2828796.713858 + Penalty 3229.169560 = -2825567.544298 nChanged 67 SP:Iteration 44Q (657.851714 sec): 3 clusters Score: Raw -2828804.479357 + Penalty 3229.169560 = -2825575.309797 nChanged 87 SP:Iteration 45Q (657.929598 sec): 3 clusters Score: Raw -2828817.273682 + Penalty 3229.169560 = -2825588.104122 nChanged 101 SP:Iteration 46Q (658.010342 sec): 3 clusters Score: Raw -2828834.531109 + Penalty 3229.169560 = -2825605.361549 nChanged 100 SP:Iteration 47Q (658.092170 sec): 3 clusters Score: Raw -2828851.035107 + Penalty 3229.169560 = -2825621.865547 nChanged 113 SP:Iteration 48Q (658.174222 sec): 3 clusters Score: Raw -2828868.956170 + Penalty 3229.169560 = -2825639.786609 nChanged 115 SP:Iteration 49Q (658.245247 sec): 3 clusters Score: Raw -2828888.308845 + Penalty 3229.169560 = -2825659.139285 nChanged 127 SP:Iteration 50Q (658.329235 sec): 3 clusters Score: Raw -2828908.017835 + Penalty 3229.169560 = -2825678.848275 nChanged 119 SP:Iteration 51Q (658.408679 sec): 3 clusters Score: Raw -2828928.347772 + Penalty 3229.169560 = -2825699.178212 nChanged 118 SP:Iteration 52Q (658.489200 sec): 3 clusters Score: Raw -2828949.103773 + Penalty 3229.169560 = -2825719.934213 nChanged 121 SP:Iteration 53Q (658.567978 sec): 3 clusters Score: Raw -2828972.763059 + Penalty 3229.169560 = -2825743.593499 nChanged 134 SP:Iteration 54Q (658.645049 sec): 3 clusters Score: Raw -2828998.060809 + Penalty 3229.169560 = -2825768.891249 nChanged 132 SP:Iteration 55Q (658.726017 sec): 3 clusters Score: Raw -2829021.347219 + Penalty 3229.169560 = -2825792.177659 nChanged 108 SP:Iteration 56Q (658.805133 sec): 3 clusters Score: Raw -2829037.928065 + Penalty 3229.169560 = -2825808.758505 nChanged 95 SP:Iteration 57Q (658.872468 sec): 3 clusters Score: Raw -2829050.918718 + Penalty 3229.169560 = -2825821.749158 nChanged 93 SP:Iteration 58Q (658.955003 sec): 3 clusters Score: Raw -2829062.384243 + Penalty 3229.169560 = -2825833.214683 nChanged 91 SP:Iteration 59Q (659.044488 sec): 3 clusters Score: Raw -2829074.239250 + Penalty 3229.169560 = -2825845.069690 nChanged 84 SP:Iteration 60F (659.124323 sec): 3 clusters Score: Raw -2829085.833618 + Penalty 3229.169560 = -2825856.664058 nChanged 90 SP:Iteration 61Q (659.204496 sec): 3 clusters Score: Raw -2829098.196701 + Penalty 3229.169560 = -2825869.027140 nChanged 99 SP:Iteration 62Q (659.278550 sec): 3 clusters Score: Raw -2829111.424302 + Penalty 3229.169560 = -2825882.254742 nChanged 82 SP:Iteration 63Q (659.361009 sec): 3 clusters Score: Raw -2829122.534538 + Penalty 3229.169560 = -2825893.364978 nChanged 80 SP:Iteration 64Q (659.425969 sec): 3 clusters Score: Raw -2829134.054415 + Penalty 3229.169560 = -2825904.884855 nChanged 88 SP:Iteration 65Q (659.509548 sec): 3 clusters Score: Raw -2829147.569448 + Penalty 3229.169560 = -2825918.399888 nChanged 85 SP:Iteration 66Q (659.600594 sec): 3 clusters Score: Raw -2829159.544964 + Penalty 3229.169560 = -2825930.375404 nChanged 79 SP:Iteration 67Q (659.679061 sec): 3 clusters Score: Raw -2829172.187098 + Penalty 3229.169560 = -2825943.017538 nChanged 81 SP:Iteration 68Q (659.757921 sec): 3 clusters Score: Raw -2829185.715755 + Penalty 3229.169560 = -2825956.546195 nChanged 92 SP:Iteration 69Q (659.835895 sec): 3 clusters Score: Raw -2829200.475949 + Penalty 3229.169560 = -2825971.306389 nChanged 84 SP:Iteration 70Q (659.901284 sec): 3 clusters Score: Raw -2829212.975374 + Penalty 3229.169560 = -2825983.805814 nChanged 71 SP:Iteration 71Q (659.988996 sec): 3 clusters Score: Raw -2829221.403919 + Penalty 3229.169560 = -2825992.234359 nChanged 80 SP:Iteration 72Q (660.068538 sec): 3 clusters Score: Raw -2829231.417915 + Penalty 3229.169560 = -2826002.248355 nChanged 74 SP:Iteration 73Q (660.149093 sec): 3 clusters Score: Raw -2829244.538283 + Penalty 3229.169560 = -2826015.368722 nChanged 90 SP:Iteration 74Q (660.225434 sec): 3 clusters Score: Raw -2829260.648598 + Penalty 3229.169560 = -2826031.479038 nChanged 82 SP:Iteration 75Q (660.299668 sec): 3 clusters Score: Raw -2829274.930038 + Penalty 3229.169560 = -2826045.760478 nChanged 72 SP:Iteration 76Q (660.382659 sec): 3 clusters Score: Raw -2829286.485212 + Penalty 3229.169560 = -2826057.315652 nChanged 73 SP:Iteration 77Q (660.459166 sec): 3 clusters Score: Raw -2829298.188758 + Penalty 3229.169560 = -2826069.019198 nChanged 82 SP:Iteration 78Q (660.536398 sec): 3 clusters Score: Raw -2829313.520947 + Penalty 3229.169560 = -2826084.351387 nChanged 84 SP:Iteration 79Q (660.616000 sec): 3 clusters Score: Raw -2829327.448531 + Penalty 3229.169560 = -2826098.278971 nChanged 75 SP:Iteration 80F (660.698123 sec): 3 clusters Score: Raw -2829338.703787 + Penalty 3229.169560 = -2826109.534227 nChanged 73 SP:Iteration 81Q (660.776327 sec): 3 clusters Score: Raw -2829349.491501 + Penalty 3229.169560 = -2826120.321940 nChanged 73 SP:Iteration 82Q (660.855241 sec): 3 clusters Score: Raw -2829361.887822 + Penalty 3229.169560 = -2826132.718262 nChanged 80 SP:Iteration 83Q (660.925523 sec): 3 clusters Score: Raw -2829377.799083 + Penalty 3229.169560 = -2826148.629523 nChanged 87 SP:Iteration 84Q (661.017255 sec): 3 clusters Score: Raw -2829394.469952 + Penalty 3229.169560 = -2826165.300392 nChanged 90 SP:Iteration 85Q (661.091140 sec): 3 clusters Score: Raw -2829411.705822 + Penalty 3229.169560 = -2826182.536262 nChanged 76 SP:Iteration 86Q (661.159462 sec): 3 clusters Score: Raw -2829425.817211 + Penalty 3229.169560 = -2826196.647651 nChanged 73 SP:Iteration 87Q (661.247126 sec): 3 clusters Score: Raw -2829440.974137 + Penalty 3229.169560 = -2826211.804576 nChanged 71 SP:Iteration 88Q (661.324532 sec): 3 clusters Score: Raw -2829454.030050 + Penalty 3229.169560 = -2826224.860490 nChanged 65 SP:Iteration 89Q (661.391220 sec): 3 clusters Score: Raw -2829464.052002 + Penalty 3229.169560 = -2826234.882442 nChanged 61 SP:Iteration 90Q (661.477888 sec): 3 clusters Score: Raw -2829473.264755 + Penalty 3229.169560 = -2826244.095195 nChanged 54 SP:Iteration 91Q (661.548195 sec): 3 clusters Score: Raw -2829482.100300 + Penalty 3229.169560 = -2826252.930740 nChanged 64 SP:Iteration 92Q (661.622866 sec): 3 clusters Score: Raw -2829495.753156 + Penalty 3229.169560 = -2826266.583596 nChanged 79 SP:Iteration 93Q (661.705654 sec): 3 clusters Score: Raw -2829515.056558 + Penalty 3229.169560 = -2826285.886998 nChanged 107 SP:Iteration 94Q (661.785730 sec): 3 clusters Score: Raw -2829543.552966 + Penalty 3229.169560 = -2826314.383405 nChanged 115 SP:Iteration 95Q (661.865717 sec): 3 clusters Score: Raw -2829580.692319 + Penalty 3229.169560 = -2826351.522759 nChanged 125 SP:Iteration 96Q (661.945187 sec): 3 clusters Score: Raw -2829617.505630 + Penalty 3229.169560 = -2826388.336070 nChanged 134 SP:Iteration 97Q (662.021824 sec): 3 clusters Score: Raw -2829659.523504 + Penalty 3229.169560 = -2826430.353944 nChanged 140 SP:Iteration 98Q (662.089983 sec): 3 clusters Score: Raw -2829697.667178 + Penalty 3229.169560 = -2826468.497618 nChanged 121 SP:Iteration 99Q (662.167455 sec): 3 clusters Score: Raw -2829736.472577 + Penalty 3229.169560 = -2826507.303017 nChanged 139 SP:Iteration 100F (662.254392 sec): 3 clusters Score: Raw -2829779.206692 + Penalty 3229.169560 = -2826550.037132 nChanged 143 SP:Iteration 101Q (662.332433 sec): 3 clusters Score: Raw -2829824.323835 + Penalty 3229.169560 = -2826595.154275 nChanged 112 SP:Iteration 102Q (662.412061 sec): 3 clusters Score: Raw -2829863.481226 + Penalty 3229.169560 = -2826634.311666 nChanged 106 SP:Iteration 103Q (662.493656 sec): 3 clusters Score: Raw -2829905.973386 + Penalty 3229.169560 = -2826676.803826 nChanged 117 SP:Iteration 104Q (662.572370 sec): 3 clusters Score: Raw -2829955.233853 + Penalty 3229.169560 = -2826726.064293 nChanged 116 SP:Iteration 105Q (662.650098 sec): 3 clusters Score: Raw -2829998.737914 + Penalty 3229.169560 = -2826769.568354 nChanged 134 SP:Iteration 106Q (662.727873 sec): 3 clusters Score: Raw -2830051.984717 + Penalty 3229.169560 = -2826822.815157 nChanged 127 SP:Iteration 107Q (662.797957 sec): 3 clusters Score: Raw -2830098.767164 + Penalty 3229.169560 = -2826869.597603 nChanged 99 SP:Iteration 108Q (662.874298 sec): 3 clusters Score: Raw -2830131.344222 + Penalty 3229.169560 = -2826902.174662 nChanged 85 SP:Iteration 109Q (662.954366 sec): 3 clusters Score: Raw -2830152.945181 + Penalty 3229.169560 = -2826923.775621 nChanged 66 SP:Iteration 110Q (663.022731 sec): 3 clusters Score: Raw -2830173.078230 + Penalty 3229.169560 = -2826943.908670 nChanged 65 SP:Iteration 111Q (663.094282 sec): 3 clusters Score: Raw -2830190.472119 + Penalty 3229.169560 = -2826961.302559 nChanged 61 SP:Iteration 112Q (663.164741 sec): 3 clusters Score: Raw -2830204.825850 + Penalty 3229.169560 = -2826975.656290 nChanged 51 SP:Iteration 113Q (663.235364 sec): 3 clusters Score: Raw -2830215.971307 + Penalty 3229.169560 = -2826986.801747 nChanged 40 SP:Iteration 114Q (663.316143 sec): 3 clusters Score: Raw -2830225.181835 + Penalty 3229.169560 = -2826996.012275 nChanged 46 SP:Iteration 115Q (663.384679 sec): 3 clusters Score: Raw -2830235.206064 + Penalty 3229.169560 = -2827006.036504 nChanged 43 SP:Iteration 116Q (663.464364 sec): 3 clusters Score: Raw -2830245.932425 + Penalty 3229.169560 = -2827016.762865 nChanged 41 SP:Iteration 117Q (663.540158 sec): 3 clusters Score: Raw -2830255.921018 + Penalty 3229.169560 = -2827026.751458 nChanged 42 SP:Iteration 118Q (663.600204 sec): 3 clusters Score: Raw -2830263.559552 + Penalty 3229.169560 = -2827034.389992 nChanged 24 SP:Iteration 119Q (663.685283 sec): 3 clusters Score: Raw -2830268.135039 + Penalty 3229.169560 = -2827038.965479 nChanged 33 SP:Iteration 120F (663.758656 sec): 3 clusters Score: Raw -2830275.002734 + Penalty 3229.169560 = -2827045.833174 nChanged 26 SP:Iteration 121Q (663.829903 sec): 3 clusters Score: Raw -2830281.414664 + Penalty 3229.169560 = -2827052.245104 nChanged 26 SP:Iteration 122Q (663.909862 sec): 3 clusters Score: Raw -2830287.101873 + Penalty 3229.169560 = -2827057.932312 nChanged 32 SP:Iteration 123Q (663.984934 sec): 3 clusters Score: Raw -2830295.677575 + Penalty 3229.169560 = -2827066.508015 nChanged 24 SP:Iteration 124Q (664.058657 sec): 3 clusters Score: Raw -2830300.906770 + Penalty 3229.169560 = -2827071.737210 nChanged 13 SP:Iteration 125Q (664.135880 sec): 3 clusters Score: Raw -2830304.106794 + Penalty 3229.169560 = -2827074.937233 nChanged 18 SP:Iteration 126Q (664.208688 sec): 3 clusters Score: Raw -2830307.754534 + Penalty 3229.169560 = -2827078.584974 nChanged 15 SP:Iteration 127Q (664.282462 sec): 3 clusters Score: Raw -2830310.332885 + Penalty 3229.169560 = -2827081.163325 nChanged 12 SP:Iteration 128Q (664.353728 sec): 3 clusters Score: Raw -2830312.513242 + Penalty 3229.169560 = -2827083.343681 nChanged 14 SP:Iteration 129Q (664.419777 sec): 3 clusters Score: Raw -2830315.075356 + Penalty 3229.169560 = -2827085.905796 nChanged 11 SP:Iteration 130Q (664.499803 sec): 3 clusters Score: Raw -2830316.891801 + Penalty 3229.169560 = -2827087.722240 nChanged 8 SP:Iteration 131Q (664.584865 sec): 3 clusters Score: Raw -2830317.928348 + Penalty 3229.169560 = -2827088.758788 nChanged 7 SP:Iteration 132Q (664.648597 sec): 3 clusters Score: Raw -2830318.996270 + Penalty 3229.169560 = -2827089.826710 nChanged 9 SP:Iteration 133Q (664.727669 sec): 3 clusters Score: Raw -2830320.706343 + Penalty 3229.169560 = -2827091.536783 nChanged 9 SP:Iteration 134Q (664.805279 sec): 3 clusters Score: Raw -2830322.544333 + Penalty 3229.169560 = -2827093.374773 nChanged 7 SP:Iteration 135Q (664.870740 sec): 3 clusters Score: Raw -2830323.607277 + Penalty 3229.169560 = -2827094.437717 nChanged 9 SP:Iteration 136Q (664.945796 sec): 3 clusters Score: Raw -2830325.152855 + Penalty 3229.169560 = -2827095.983295 nChanged 10 SP:Iteration 137Q (665.030801 sec): 3 clusters Score: Raw -2830326.868167 + Penalty 3229.169560 = -2827097.698607 nChanged 10 SP:Iteration 138Q (665.106794 sec): 3 clusters Score: Raw -2830329.875020 + Penalty 3229.169560 = -2827100.705460 nChanged 6 SP:Iteration 139Q (665.172707 sec): 3 clusters Score: Raw -2830331.863631 + Penalty 3229.169560 = -2827102.694071 nChanged 12 SP:Iteration 140F (665.264398 sec): 3 clusters Score: Raw -2830334.655160 + Penalty 3229.169560 = -2827105.485600 nChanged 13 SP:Iteration 141Q (665.334966 sec): 3 clusters Score: Raw -2830336.839713 + Penalty 3229.169560 = -2827107.670153 nChanged 8 SP:Iteration 142Q (665.396085 sec): 3 clusters Score: Raw -2830337.991175 + Penalty 3229.169560 = -2827108.821614 nChanged 5 SP:Iteration 143Q (665.466476 sec): 3 clusters Score: Raw -2830339.198830 + Penalty 3229.169560 = -2827110.029270 nChanged 7 SP:Iteration 144Q (665.549545 sec): 3 clusters Score: Raw -2830340.811508 + Penalty 3229.169560 = -2827111.641948 nChanged 9 SP:Iteration 145Q (665.622768 sec): 3 clusters Score: Raw -2830342.715157 + Penalty 3229.169560 = -2827113.545597 nChanged 9 SP:Iteration 146Q (665.699422 sec): 3 clusters Score: Raw -2830344.658448 + Penalty 3229.169560 = -2827115.488888 nChanged 5 SP:Iteration 147Q (665.774878 sec): 3 clusters Score: Raw -2830345.726042 + Penalty 3229.169560 = -2827116.556482 nChanged 1 SP:Iteration 148Q (665.851564 sec): 3 clusters Score: Raw -2830346.167653 + Penalty 3229.169560 = -2827116.998093 nChanged 7 SP:Iteration 149Q (665.926010 sec): 3 clusters Score: Raw -2830347.889931 + Penalty 3229.169560 = -2827118.720370 nChanged 7 SP:Iteration 150Q (665.999736 sec): 3 clusters Score: Raw -2830349.258743 + Penalty 3229.169560 = -2827120.089183 nChanged 6 SP:Iteration 151Q (666.063657 sec): 3 clusters Score: Raw -2830350.682433 + Penalty 3229.169560 = -2827121.512873 nChanged 9 SP:Iteration 152Q (666.146945 sec): 3 clusters Score: Raw -2830352.150886 + Penalty 3229.169560 = -2827122.981326 nChanged 6 SP:Iteration 153Q (666.219122 sec): 3 clusters Score: Raw -2830353.261716 + Penalty 3229.169560 = -2827124.092156 nChanged 8 SP:Iteration 154Q (666.296163 sec): 3 clusters Score: Raw -2830354.507966 + Penalty 3229.169560 = -2827125.338406 nChanged 9 SP:Iteration 155Q (666.374017 sec): 3 clusters Score: Raw -2830356.008936 + Penalty 3229.169560 = -2827126.839376 nChanged 9 SP:Iteration 156Q (666.445069 sec): 3 clusters Score: Raw -2830358.087570 + Penalty 3229.169560 = -2827128.918010 nChanged 6 SP:Iteration 157Q (666.520854 sec): 3 clusters Score: Raw -2830359.080280 + Penalty 3229.169560 = -2827129.910720 nChanged 4 SP:Iteration 158Q (666.591851 sec): 3 clusters Score: Raw -2830359.928050 + Penalty 3229.169560 = -2827130.758490 nChanged 7 SP:Iteration 159Q (666.678112 sec): 3 clusters Score: Raw -2830361.387857 + Penalty 3229.169560 = -2827132.218297 nChanged 6 SP:Iteration 160F (666.761401 sec): 3 clusters Score: Raw -2830362.371714 + Penalty 3229.169560 = -2827133.202154 nChanged 6 SP:Iteration 161Q (666.832867 sec): 3 clusters Score: Raw -2830363.779596 + Penalty 3229.169560 = -2827134.610036 nChanged 4 SP:Iteration 162Q (666.904723 sec): 3 clusters Score: Raw -2830364.492989 + Penalty 3229.169560 = -2827135.323429 nChanged 5 SP:Iteration 163Q (666.989229 sec): 3 clusters Score: Raw -2830365.522054 + Penalty 3229.169560 = -2827136.352494 nChanged 7 SP:Iteration 164Q (667.063128 sec): 3 clusters Score: Raw -2830366.828672 + Penalty 3229.169560 = -2827137.659112 nChanged 6 SP:Iteration 165Q (667.138188 sec): 3 clusters Score: Raw -2830368.242038 + Penalty 3229.169560 = -2827139.072478 nChanged 3 SP:Iteration 166Q (667.211931 sec): 3 clusters Score: Raw -2830369.121531 + Penalty 3229.169560 = -2827139.951971 nChanged 5 SP:Iteration 167Q (667.283104 sec): 3 clusters Score: Raw -2830370.235628 + Penalty 3229.169560 = -2827141.066067 nChanged 4 SP:Iteration 168Q (667.354492 sec): 3 clusters Score: Raw -2830370.789611 + Penalty 3229.169560 = -2827141.620051 nChanged 1 SP:Iteration 169Q (667.433604 sec): 3 clusters Score: Raw -2830370.929340 + Penalty 3229.169560 = -2827141.759780 nChanged 0 SP:Iteration 170F (667.513222 sec): 3 clusters Score: Raw -2830370.929340 + Penalty 3229.169560 = -2827141.759780 nChanged 0 Trying to split cluster 22 (330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (667.529585 sec): 2 clusters Score: Raw -29895.537347 + Penalty 942.352556 = -28953.184790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (667.572182 sec): 3 clusters Score: Raw -29918.494376 + Penalty 1884.705113 = -28033.789263 nChanged 72 SP:Iteration 1F (667.630182 sec): 3 clusters Score: Raw -30054.810498 + Penalty 1884.705113 = -28170.105385 nChanged 28 SP:Iteration 2F (667.680580 sec): 3 clusters Score: Raw -30148.542555 + Penalty 1884.705113 = -28263.837442 nChanged 22 SP:Iteration 3F (667.724587 sec): 3 clusters Score: Raw -30228.644339 + Penalty 1884.705113 = -28343.939226 nChanged 16 SP:Iteration 4Q (667.771099 sec): 3 clusters Score: Raw -30285.480630 + Penalty 1884.705113 = -28400.775517 nChanged 6 SP:Iteration 5Q (667.813700 sec): 3 clusters Score: Raw -30310.945055 + Penalty 1884.705113 = -28426.239942 nChanged 4 SP:Iteration 6Q (667.863917 sec): 3 clusters Score: Raw -30325.495354 + Penalty 1884.705113 = -28440.790241 nChanged 2 SP:Iteration 7Q (667.912622 sec): 3 clusters Score: Raw -30331.264314 + Penalty 1884.705113 = -28446.559201 nChanged 0 SP:Iteration 8F (667.965126 sec): 3 clusters Score: Raw -30331.264314 + Penalty 1884.705113 = -28446.559201 nChanged 0 Trying to split cluster 23 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (667.992769 sec): 2 clusters Score: Raw -66052.308895 + Penalty 1008.240636 = -65044.068259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (668.031244 sec): 3 clusters Score: Raw -65984.035424 + Penalty 2016.481273 = -63967.554151 nChanged 118 SP:Iteration 1F (668.069164 sec): 3 clusters Score: Raw -66144.352161 + Penalty 2016.481273 = -64127.870888 nChanged 39 SP:Iteration 2F (668.114568 sec): 3 clusters Score: Raw -66209.160086 + Penalty 2016.481273 = -64192.678813 nChanged 15 SP:Iteration 3Q (668.161412 sec): 3 clusters Score: Raw -66243.779020 + Penalty 2016.481273 = -64227.297747 nChanged 10 SP:Iteration 4Q (668.208419 sec): 3 clusters Score: Raw -66262.131120 + Penalty 2016.481273 = -64245.649847 nChanged 3 SP:Iteration 5Q (668.252603 sec): 3 clusters Score: Raw -66266.908338 + Penalty 2016.481273 = -64250.427066 nChanged 3 SP:Iteration 6Q (668.311633 sec): 3 clusters Score: Raw -66275.139438 + Penalty 2016.481273 = -64258.658165 nChanged 4 SP:Iteration 7Q (668.348806 sec): 3 clusters Score: Raw -66282.751669 + Penalty 2016.481273 = -64266.270396 nChanged 5 SP:Iteration 8Q (668.396834 sec): 3 clusters Score: Raw -66295.753690 + Penalty 2016.481273 = -64279.272417 nChanged 2 SP:Iteration 9Q (668.447763 sec): 3 clusters Score: Raw -66297.263596 + Penalty 2016.481273 = -64280.782323 nChanged 0 SP:Iteration 10F (668.489148 sec): 3 clusters Score: Raw -66297.263596 + Penalty 2016.481273 = -64280.782323 nChanged 0 Trying to split cluster 24 (30794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (668.558447 sec): 2 clusters Score: Raw -4415347.727551 + Penalty 1679.449711 = -4413668.277840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (668.650906 sec): 3 clusters Score: Raw -4396354.887509 + Penalty 3358.899422 = -4392995.988087 nChanged 14163 SP:Iteration 1F (668.751715 sec): 3 clusters Score: Raw -4404353.568488 + Penalty 3358.899422 = -4400994.669066 nChanged 1415 SP:Iteration 2Q (668.846197 sec): 3 clusters Score: Raw -4404844.820271 + Penalty 3358.899422 = -4401485.920849 nChanged 1400 SP:Iteration 3Q (668.943864 sec): 3 clusters Score: Raw -4405398.821997 + Penalty 3358.899422 = -4402039.922575 nChanged 1513 SP:Iteration 4Q (669.040676 sec): 3 clusters Score: Raw -4406144.957943 + Penalty 3358.899422 = -4402786.058521 nChanged 1684 SP:Iteration 5F (669.142027 sec): 3 clusters Score: Raw -4407226.005560 + Penalty 3358.899422 = -4403867.106138 nChanged 1887 SP:Iteration 6F (669.224454 sec): 3 clusters Score: Raw -4408631.025753 + Penalty 3358.899422 = -4405272.126331 nChanged 1921 SP:Iteration 7F (669.319864 sec): 3 clusters Score: Raw -4410207.222799 + Penalty 3358.899422 = -4406848.323377 nChanged 1823 SP:Iteration 8F (669.417828 sec): 3 clusters Score: Raw -4411805.695351 + Penalty 3358.899422 = -4408446.795928 nChanged 1524 SP:Iteration 9Q (669.522240 sec): 3 clusters Score: Raw -4413159.930929 + Penalty 3358.899422 = -4409801.031507 nChanged 1165 SP:Iteration 10Q (669.608731 sec): 3 clusters Score: Raw -4414282.365558 + Penalty 3358.899422 = -4410923.466136 nChanged 922 SP:Iteration 11Q (669.699809 sec): 3 clusters Score: Raw -4415209.647820 + Penalty 3358.899422 = -4411850.748398 nChanged 719 SP:Iteration 12Q (669.803934 sec): 3 clusters Score: Raw -4415878.528337 + Penalty 3358.899422 = -4412519.628915 nChanged 588 SP:Iteration 13Q (669.895585 sec): 3 clusters Score: Raw -4416362.500867 + Penalty 3358.899422 = -4413003.601445 nChanged 534 SP:Iteration 14Q (669.983594 sec): 3 clusters Score: Raw -4416764.495218 + Penalty 3358.899422 = -4413405.595796 nChanged 484 SP:Iteration 15Q (670.060670 sec): 3 clusters Score: Raw -4417081.592880 + Penalty 3358.899422 = -4413722.693457 nChanged 398 SP:Iteration 16Q (670.157232 sec): 3 clusters Score: Raw -4417334.207393 + Penalty 3358.899422 = -4413975.307971 nChanged 357 SP:Iteration 17Q (670.247930 sec): 3 clusters Score: Raw -4417532.077444 + Penalty 3358.899422 = -4414173.178022 nChanged 325 SP:Iteration 18Q (670.334222 sec): 3 clusters Score: Raw -4417689.756410 + Penalty 3358.899422 = -4414330.856988 nChanged 260 SP:Iteration 19Q (670.424316 sec): 3 clusters Score: Raw -4417793.745941 + Penalty 3358.899422 = -4414434.846519 nChanged 221 SP:Iteration 20F (670.519499 sec): 3 clusters Score: Raw -4417891.807960 + Penalty 3358.899422 = -4414532.908538 nChanged 187 SP:Iteration 21Q (670.605181 sec): 3 clusters Score: Raw -4417957.956686 + Penalty 3358.899422 = -4414599.057264 nChanged 174 SP:Iteration 22Q (670.685133 sec): 3 clusters Score: Raw -4418003.592051 + Penalty 3358.899422 = -4414644.692629 nChanged 130 SP:Iteration 23Q (670.774161 sec): 3 clusters Score: Raw -4418033.048972 + Penalty 3358.899422 = -4414674.149550 nChanged 131 SP:Iteration 24Q (670.860529 sec): 3 clusters Score: Raw -4418060.473786 + Penalty 3358.899422 = -4414701.574364 nChanged 97 SP:Iteration 25Q (670.959103 sec): 3 clusters Score: Raw -4418076.449524 + Penalty 3358.899422 = -4414717.550102 nChanged 73 SP:Iteration 26Q (671.044658 sec): 3 clusters Score: Raw -4418086.510248 + Penalty 3358.899422 = -4414727.610826 nChanged 50 SP:Iteration 27Q (671.137632 sec): 3 clusters Score: Raw -4418094.266229 + Penalty 3358.899422 = -4414735.366807 nChanged 45 SP:Iteration 28Q (671.223951 sec): 3 clusters Score: Raw -4418100.676134 + Penalty 3358.899422 = -4414741.776712 nChanged 40 SP:Iteration 29Q (671.315102 sec): 3 clusters Score: Raw -4418105.190816 + Penalty 3358.899422 = -4414746.291394 nChanged 33 SP:Iteration 30Q (671.403212 sec): 3 clusters Score: Raw -4418108.299928 + Penalty 3358.899422 = -4414749.400506 nChanged 31 SP:Iteration 31Q (671.494518 sec): 3 clusters Score: Raw -4418111.030984 + Penalty 3358.899422 = -4414752.131562 nChanged 27 SP:Iteration 32Q (671.578590 sec): 3 clusters Score: Raw -4418112.810817 + Penalty 3358.899422 = -4414753.911395 nChanged 15 SP:Iteration 33Q (671.664245 sec): 3 clusters Score: Raw -4418113.940618 + Penalty 3358.899422 = -4414755.041196 nChanged 16 SP:Iteration 34Q (671.752665 sec): 3 clusters Score: Raw -4418115.221826 + Penalty 3358.899422 = -4414756.322403 nChanged 20 SP:Iteration 35Q (671.844163 sec): 3 clusters Score: Raw -4418117.176142 + Penalty 3358.899422 = -4414758.276719 nChanged 20 SP:Iteration 36Q (671.938505 sec): 3 clusters Score: Raw -4418118.532964 + Penalty 3358.899422 = -4414759.633542 nChanged 15 SP:Iteration 37Q (672.014769 sec): 3 clusters Score: Raw -4418119.755788 + Penalty 3358.899422 = -4414760.856366 nChanged 17 SP:Iteration 38Q (672.101016 sec): 3 clusters Score: Raw -4418121.150911 + Penalty 3358.899422 = -4414762.251489 nChanged 18 SP:Iteration 39Q (672.195956 sec): 3 clusters Score: Raw -4418122.541405 + Penalty 3358.899422 = -4414763.641983 nChanged 17 SP:Iteration 40F (672.284274 sec): 3 clusters Score: Raw -4418123.570627 + Penalty 3358.899422 = -4414764.671205 nChanged 16 SP:Iteration 41Q (672.373208 sec): 3 clusters Score: Raw -4418124.751141 + Penalty 3358.899422 = -4414765.851719 nChanged 18 SP:Iteration 42Q (672.475419 sec): 3 clusters Score: Raw -4418126.116533 + Penalty 3358.899422 = -4414767.217111 nChanged 18 SP:Iteration 43Q (672.566271 sec): 3 clusters Score: Raw -4418127.396622 + Penalty 3358.899422 = -4414768.497200 nChanged 18 SP:Iteration 44Q (672.648709 sec): 3 clusters Score: Raw -4418128.915627 + Penalty 3358.899422 = -4414770.016205 nChanged 15 SP:Iteration 45Q (672.741339 sec): 3 clusters Score: Raw -4418129.896459 + Penalty 3358.899422 = -4414770.997037 nChanged 12 SP:Iteration 46Q (672.816686 sec): 3 clusters Score: Raw -4418130.911209 + Penalty 3358.899422 = -4414772.011787 nChanged 15 SP:Iteration 47Q (672.904190 sec): 3 clusters Score: Raw -4418132.407459 + Penalty 3358.899422 = -4414773.508037 nChanged 19 SP:Iteration 48Q (672.994481 sec): 3 clusters Score: Raw -4418133.833471 + Penalty 3358.899422 = -4414774.934049 nChanged 12 SP:Iteration 49Q (673.082108 sec): 3 clusters Score: Raw -4418135.013880 + Penalty 3358.899422 = -4414776.114458 nChanged 9 SP:Iteration 50Q (673.167650 sec): 3 clusters Score: Raw -4418135.605882 + Penalty 3358.899422 = -4414776.706460 nChanged 7 SP:Iteration 51Q (673.266955 sec): 3 clusters Score: Raw -4418136.049891 + Penalty 3358.899422 = -4414777.150469 nChanged 10 SP:Iteration 52Q (673.359814 sec): 3 clusters Score: Raw -4418136.800943 + Penalty 3358.899422 = -4414777.901521 nChanged 11 SP:Iteration 53Q (673.453306 sec): 3 clusters Score: Raw -4418137.572687 + Penalty 3358.899422 = -4414778.673265 nChanged 8 SP:Iteration 54Q (673.538132 sec): 3 clusters Score: Raw -4418137.891534 + Penalty 3358.899422 = -4414778.992112 nChanged 6 SP:Iteration 55Q (673.630679 sec): 3 clusters Score: Raw -4418138.187233 + Penalty 3358.899422 = -4414779.287811 nChanged 3 SP:Iteration 56Q (673.713424 sec): 3 clusters Score: Raw -4418138.278947 + Penalty 3358.899422 = -4414779.379525 nChanged 2 SP:Iteration 57Q (673.806004 sec): 3 clusters Score: Raw -4418138.346914 + Penalty 3358.899422 = -4414779.447492 nChanged 1 SP:Iteration 58Q (673.895110 sec): 3 clusters Score: Raw -4418138.401571 + Penalty 3358.899422 = -4414779.502149 nChanged 3 SP:Iteration 59Q (673.976171 sec): 3 clusters Score: Raw -4418138.601875 + Penalty 3358.899422 = -4414779.702453 nChanged 3 SP:Iteration 60F (674.074745 sec): 3 clusters Score: Raw -4418138.777109 + Penalty 3358.899422 = -4414779.877687 nChanged 1 SP:Iteration 61Q (674.169653 sec): 3 clusters Score: Raw -4418138.796319 + Penalty 3358.899422 = -4414779.896897 nChanged 0 SP:Iteration 62F (674.260492 sec): 3 clusters Score: Raw -4418138.796319 + Penalty 3358.899422 = -4414779.896897 nChanged 0 Score: Raw -40013919.653777 + Penalty 79644.492220 = -39934275.161557 Splitting cluster 24 changes total score from -39928276.830165 to -39934275.161557 So it's getting split into cluster 39. Trying to split cluster 25 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (681.422145 sec): 2 clusters Score: Raw -59964.379637 + Penalty 1022.379985 = -58941.999652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (681.464846 sec): 3 clusters Score: Raw -59951.832983 + Penalty 2044.759970 = -57907.073012 nChanged 146 SP:Iteration 1F (681.502810 sec): 3 clusters Score: Raw -60195.186215 + Penalty 2044.759970 = -58150.426245 nChanged 46 SP:Iteration 2F (681.555294 sec): 3 clusters Score: Raw -60276.420164 + Penalty 2044.759970 = -58231.660194 nChanged 18 SP:Iteration 3Q (681.597407 sec): 3 clusters Score: Raw -60320.096356 + Penalty 2044.759970 = -58275.336386 nChanged 9 SP:Iteration 4Q (681.647790 sec): 3 clusters Score: Raw -60344.550709 + Penalty 2044.759970 = -58299.790739 nChanged 9 SP:Iteration 5Q (681.688555 sec): 3 clusters Score: Raw -60362.285575 + Penalty 2044.759970 = -58317.525605 nChanged 9 SP:Iteration 6Q (681.732263 sec): 3 clusters Score: Raw -60384.822194 + Penalty 2044.759970 = -58340.062224 nChanged 12 SP:Iteration 7Q (681.775996 sec): 3 clusters Score: Raw -60412.091475 + Penalty 2044.759970 = -58367.331504 nChanged 5 SP:Iteration 8Q (681.809035 sec): 3 clusters Score: Raw -60428.732238 + Penalty 2044.759970 = -58383.972268 nChanged 2 SP:Iteration 9Q (681.857635 sec): 3 clusters Score: Raw -60436.022880 + Penalty 2044.759970 = -58391.262910 nChanged 2 SP:Iteration 10Q (681.897554 sec): 3 clusters Score: Raw -60437.368540 + Penalty 2044.759970 = -58392.608569 nChanged 0 SP:Iteration 11F (681.944227 sec): 3 clusters Score: Raw -60437.368540 + Penalty 2044.759970 = -58392.608569 nChanged 0 Trying to split cluster 26 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (681.963046 sec): 2 clusters Score: Raw -39530.383998 + Penalty 954.676244 = -38575.707755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (682.011211 sec): 3 clusters Score: Raw -39613.125302 + Penalty 1909.352488 = -37703.772814 nChanged 91 SP:Iteration 1F (682.056066 sec): 3 clusters Score: Raw -39869.396262 + Penalty 1909.352488 = -37960.043775 nChanged 38 SP:Iteration 2F (682.098205 sec): 3 clusters Score: Raw -40001.014352 + Penalty 1909.352488 = -38091.661864 nChanged 17 SP:Iteration 3Q (682.136349 sec): 3 clusters Score: Raw -40107.426740 + Penalty 1909.352488 = -38198.074252 nChanged 7 SP:Iteration 4Q (682.176025 sec): 3 clusters Score: Raw -40131.428194 + Penalty 1909.352488 = -38222.075706 nChanged 2 SP:Iteration 5Q (682.218533 sec): 3 clusters Score: Raw -40137.509470 + Penalty 1909.352488 = -38228.156983 nChanged 1 SP:Iteration 6Q (682.263191 sec): 3 clusters Score: Raw -40138.803417 + Penalty 1909.352488 = -38229.450930 nChanged 0 SP:Iteration 7F (682.299038 sec): 3 clusters Score: Raw -40138.803417 + Penalty 1909.352488 = -38229.450930 nChanged 0 Trying to split cluster 27 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (682.328417 sec): 2 clusters Score: Raw -50643.664773 + Penalty 967.402042 = -49676.262731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (682.366483 sec): 3 clusters Score: Raw -50721.825384 + Penalty 1934.804084 = -48787.021301 nChanged 109 SP:Iteration 1F (682.415360 sec): 3 clusters Score: Raw -50978.218090 + Penalty 1934.804084 = -49043.414007 nChanged 38 SP:Iteration 2F (682.452527 sec): 3 clusters Score: Raw -51090.198606 + Penalty 1934.804084 = -49155.394523 nChanged 17 SP:Iteration 3Q (682.492935 sec): 3 clusters Score: Raw -51155.524534 + Penalty 1934.804084 = -49220.720451 nChanged 10 SP:Iteration 4Q (682.525745 sec): 3 clusters Score: Raw -51174.023268 + Penalty 1934.804084 = -49239.219185 nChanged 1 SP:Iteration 5Q (682.568410 sec): 3 clusters Score: Raw -51174.600254 + Penalty 1934.804084 = -49239.796170 nChanged 0 SP:Iteration 6F (682.615178 sec): 3 clusters Score: Raw -51174.600254 + Penalty 1934.804084 = -49239.796170 nChanged 0 Trying to split cluster 28 (1023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (682.631833 sec): 2 clusters Score: Raw -111831.314586 + Penalty 1126.205399 = -110705.109186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (682.675192 sec): 3 clusters Score: Raw -111546.405759 + Penalty 2252.410799 = -109293.994960 nChanged 355 SP:Iteration 1F (682.724910 sec): 3 clusters Score: Raw -112036.683154 + Penalty 2252.410799 = -109784.272355 nChanged 129 SP:Iteration 2F (682.766685 sec): 3 clusters Score: Raw -112297.083519 + Penalty 2252.410799 = -110044.672720 nChanged 76 SP:Iteration 3F (682.821394 sec): 3 clusters Score: Raw -112465.518067 + Penalty 2252.410799 = -110213.107268 nChanged 51 SP:Iteration 4Q (682.863393 sec): 3 clusters Score: Raw -112580.406177 + Penalty 2252.410799 = -110327.995378 nChanged 33 SP:Iteration 5Q (682.908763 sec): 3 clusters Score: Raw -112638.361441 + Penalty 2252.410799 = -110385.950642 nChanged 23 SP:Iteration 6Q (682.956808 sec): 3 clusters Score: Raw -112667.792643 + Penalty 2252.410799 = -110415.381845 nChanged 18 SP:Iteration 7Q (683.000983 sec): 3 clusters Score: Raw -112690.311616 + Penalty 2252.410799 = -110437.900817 nChanged 4 SP:Iteration 8Q (683.049492 sec): 3 clusters Score: Raw -112693.215535 + Penalty 2252.410799 = -110440.804736 nChanged 1 SP:Iteration 9Q (683.100500 sec): 3 clusters Score: Raw -112693.658074 + Penalty 2252.410799 = -110441.247275 nChanged 2 SP:Iteration 10Q (683.140280 sec): 3 clusters Score: Raw -112695.313692 + Penalty 2252.410799 = -110442.902893 nChanged 1 SP:Iteration 11Q (683.186794 sec): 3 clusters Score: Raw -112697.152205 + Penalty 2252.410799 = -110444.741406 nChanged 1 SP:Iteration 12Q (683.223813 sec): 3 clusters Score: Raw -112697.578662 + Penalty 2252.410799 = -110445.167864 nChanged 0 SP:Iteration 13F (683.268094 sec): 3 clusters Score: Raw -112697.578662 + Penalty 2252.410799 = -110445.167864 nChanged 0 Trying to split cluster 29 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (683.284651 sec): 2 clusters Score: Raw -16462.808648 + Penalty 955.586610 = -15507.222038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (683.337522 sec): 3 clusters Score: Raw -16651.775555 + Penalty 1911.173221 = -14740.602335 nChanged 82 SP:Iteration 1F (683.378656 sec): 3 clusters Score: Raw -16912.548388 + Penalty 1911.173221 = -15001.375167 nChanged 24 SP:Iteration 2F (683.420088 sec): 3 clusters Score: Raw -17051.327174 + Penalty 1911.173221 = -15140.153953 nChanged 20 SP:Iteration 3F (683.462672 sec): 3 clusters Score: Raw -17148.271756 + Penalty 1911.173221 = -15237.098535 nChanged 9 SP:Iteration 4Q (683.502199 sec): 3 clusters Score: Raw -17222.021435 + Penalty 1911.173221 = -15310.848215 nChanged 17 SP:Iteration 5Q (683.551507 sec): 3 clusters Score: Raw -17299.263649 + Penalty 1911.173221 = -15388.090429 nChanged 11 SP:Iteration 6Q (683.598025 sec): 3 clusters Score: Raw -17413.794097 + Penalty 1911.173221 = -15502.620876 nChanged 14 SP:Iteration 7Q (683.642473 sec): 3 clusters Score: Raw -17457.846594 + Penalty 1911.173221 = -15546.673373 nChanged 10 SP:Iteration 8Q (683.682393 sec): 3 clusters Score: Raw -17481.852753 + Penalty 1911.173221 = -15570.679532 nChanged 5 SP:Iteration 9Q (683.721150 sec): 3 clusters Score: Raw -17488.914639 + Penalty 1911.173221 = -15577.741418 nChanged 4 SP:Iteration 10Q (683.766894 sec): 3 clusters Score: Raw -17502.725826 + Penalty 1911.173221 = -15591.552606 nChanged 5 SP:Iteration 11Q (683.813925 sec): 3 clusters Score: Raw -17520.104471 + Penalty 1911.173221 = -15608.931251 nChanged 4 SP:Iteration 12Q (683.856658 sec): 3 clusters Score: Raw -17539.241769 + Penalty 1911.173221 = -15628.068548 nChanged 2 SP:Iteration 13Q (683.903819 sec): 3 clusters Score: Raw -17545.124391 + Penalty 1911.173221 = -15633.951170 nChanged 2 SP:Iteration 14Q (683.945430 sec): 3 clusters Score: Raw -17549.267314 + Penalty 1911.173221 = -15638.094094 nChanged 2 SP:Iteration 15Q (683.989551 sec): 3 clusters Score: Raw -17550.300753 + Penalty 1911.173221 = -15639.127533 nChanged 0 SP:Iteration 16F (684.022994 sec): 3 clusters Score: Raw -17550.300753 + Penalty 1911.173221 = -15639.127533 nChanged 0 Score: Raw -40015007.145882 + Penalty 81686.658687 = -39933320.487195 Splitting cluster 29 changes total score from -39928276.830165 to -39933320.487195 So it's getting split into cluster 40. Trying to split cluster 30 (13649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (691.411803 sec): 2 clusters Score: Raw -1930851.821310 + Penalty 1547.231000 = -1929304.590310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (691.484670 sec): 3 clusters Score: Raw -1922913.029314 + Penalty 3094.462000 = -1919818.567314 nChanged 6012 SP:Iteration 1F (691.550685 sec): 3 clusters Score: Raw -1926240.510930 + Penalty 3094.462000 = -1923146.048930 nChanged 761 SP:Iteration 2F (691.618172 sec): 3 clusters Score: Raw -1926536.052242 + Penalty 3094.462000 = -1923441.590242 nChanged 624 SP:Iteration 3Q (691.689915 sec): 3 clusters Score: Raw -1926765.399460 + Penalty 3094.462000 = -1923670.937460 nChanged 553 SP:Iteration 4Q (691.760000 sec): 3 clusters Score: Raw -1926988.634551 + Penalty 3094.462000 = -1923894.172551 nChanged 558 SP:Iteration 5Q (691.827398 sec): 3 clusters Score: Raw -1927216.409159 + Penalty 3094.462000 = -1924121.947159 nChanged 551 SP:Iteration 6Q (691.890132 sec): 3 clusters Score: Raw -1927467.416154 + Penalty 3094.462000 = -1924372.954154 nChanged 585 SP:Iteration 7Q (691.957224 sec): 3 clusters Score: Raw -1927778.998611 + Penalty 3094.462000 = -1924684.536611 nChanged 646 SP:Iteration 8Q (692.032015 sec): 3 clusters Score: Raw -1928170.721820 + Penalty 3094.462000 = -1925076.259820 nChanged 654 SP:Iteration 9Q (692.086215 sec): 3 clusters Score: Raw -1928600.948835 + Penalty 3094.462000 = -1925506.486836 nChanged 658 SP:Iteration 10Q (692.153648 sec): 3 clusters Score: Raw -1929039.392268 + Penalty 3094.462000 = -1925944.930268 nChanged 576 SP:Iteration 11Q (692.217649 sec): 3 clusters Score: Raw -1929418.272874 + Penalty 3094.462000 = -1926323.810874 nChanged 514 SP:Iteration 12Q (692.296749 sec): 3 clusters Score: Raw -1929687.654758 + Penalty 3094.462000 = -1926593.192758 nChanged 405 SP:Iteration 13Q (692.355039 sec): 3 clusters Score: Raw -1929857.167547 + Penalty 3094.462000 = -1926762.705547 nChanged 297 SP:Iteration 14Q (692.433626 sec): 3 clusters Score: Raw -1929970.942921 + Penalty 3094.462000 = -1926876.480922 nChanged 247 SP:Iteration 15Q (692.493980 sec): 3 clusters Score: Raw -1930052.137645 + Penalty 3094.462000 = -1926957.675645 nChanged 215 SP:Iteration 16Q (692.557057 sec): 3 clusters Score: Raw -1930111.015239 + Penalty 3094.462000 = -1927016.553239 nChanged 181 SP:Iteration 17Q (692.632793 sec): 3 clusters Score: Raw -1930160.818740 + Penalty 3094.462000 = -1927066.356740 nChanged 152 SP:Iteration 18Q (692.700833 sec): 3 clusters Score: Raw -1930206.206467 + Penalty 3094.462000 = -1927111.744467 nChanged 146 SP:Iteration 19Q (692.767637 sec): 3 clusters Score: Raw -1930244.931827 + Penalty 3094.462000 = -1927150.469828 nChanged 133 SP:Iteration 20F (692.837542 sec): 3 clusters Score: Raw -1930279.279393 + Penalty 3094.462000 = -1927184.817393 nChanged 132 SP:Iteration 21Q (692.901970 sec): 3 clusters Score: Raw -1930308.495852 + Penalty 3094.462000 = -1927214.033852 nChanged 109 SP:Iteration 22Q (692.977747 sec): 3 clusters Score: Raw -1930331.989758 + Penalty 3094.462000 = -1927237.527758 nChanged 109 SP:Iteration 23Q (693.049858 sec): 3 clusters Score: Raw -1930358.362750 + Penalty 3094.462000 = -1927263.900751 nChanged 120 SP:Iteration 24Q (693.121361 sec): 3 clusters Score: Raw -1930386.730888 + Penalty 3094.462000 = -1927292.268888 nChanged 102 SP:Iteration 25Q (693.188500 sec): 3 clusters Score: Raw -1930411.461473 + Penalty 3094.462000 = -1927316.999473 nChanged 109 SP:Iteration 26Q (693.257039 sec): 3 clusters Score: Raw -1930440.037049 + Penalty 3094.462000 = -1927345.575050 nChanged 99 SP:Iteration 27Q (693.326775 sec): 3 clusters Score: Raw -1930459.847669 + Penalty 3094.462000 = -1927365.385669 nChanged 80 SP:Iteration 28Q (693.393683 sec): 3 clusters Score: Raw -1930477.087619 + Penalty 3094.462000 = -1927382.625619 nChanged 93 SP:Iteration 29Q (693.459660 sec): 3 clusters Score: Raw -1930499.122029 + Penalty 3094.462000 = -1927404.660029 nChanged 84 SP:Iteration 30Q (693.518471 sec): 3 clusters Score: Raw -1930516.666074 + Penalty 3094.462000 = -1927422.204075 nChanged 82 SP:Iteration 31Q (693.583145 sec): 3 clusters Score: Raw -1930533.837579 + Penalty 3094.462000 = -1927439.375579 nChanged 80 SP:Iteration 32Q (693.643047 sec): 3 clusters Score: Raw -1930552.542273 + Penalty 3094.462000 = -1927458.080273 nChanged 87 SP:Iteration 33Q (693.724865 sec): 3 clusters Score: Raw -1930572.888349 + Penalty 3094.462000 = -1927478.426349 nChanged 75 SP:Iteration 34Q (693.783423 sec): 3 clusters Score: Raw -1930590.171097 + Penalty 3094.462000 = -1927495.709097 nChanged 68 SP:Iteration 35Q (693.847759 sec): 3 clusters Score: Raw -1930606.927048 + Penalty 3094.462000 = -1927512.465049 nChanged 71 SP:Iteration 36Q (693.912308 sec): 3 clusters Score: Raw -1930627.588920 + Penalty 3094.462000 = -1927533.126920 nChanged 78 SP:Iteration 37Q (693.985004 sec): 3 clusters Score: Raw -1930648.416240 + Penalty 3094.462000 = -1927553.954240 nChanged 71 SP:Iteration 38Q (694.059033 sec): 3 clusters Score: Raw -1930669.098800 + Penalty 3094.462000 = -1927574.636800 nChanged 78 SP:Iteration 39Q (694.128953 sec): 3 clusters Score: Raw -1930690.143762 + Penalty 3094.462000 = -1927595.681762 nChanged 76 SP:Iteration 40F (694.195554 sec): 3 clusters Score: Raw -1930715.560324 + Penalty 3094.462000 = -1927621.098324 nChanged 84 SP:Iteration 41Q (694.258348 sec): 3 clusters Score: Raw -1930747.680468 + Penalty 3094.462000 = -1927653.218469 nChanged 97 SP:Iteration 42Q (694.328480 sec): 3 clusters Score: Raw -1930778.398209 + Penalty 3094.462000 = -1927683.936209 nChanged 89 SP:Iteration 43Q (694.405643 sec): 3 clusters Score: Raw -1930810.368589 + Penalty 3094.462000 = -1927715.906589 nChanged 75 SP:Iteration 44Q (694.472542 sec): 3 clusters Score: Raw -1930834.276226 + Penalty 3094.462000 = -1927739.814226 nChanged 76 SP:Iteration 45Q (694.544560 sec): 3 clusters Score: Raw -1930851.312017 + Penalty 3094.462000 = -1927756.850017 nChanged 56 SP:Iteration 46Q (694.610045 sec): 3 clusters Score: Raw -1930862.694076 + Penalty 3094.462000 = -1927768.232076 nChanged 64 SP:Iteration 47Q (694.678014 sec): 3 clusters Score: Raw -1930875.534727 + Penalty 3094.462000 = -1927781.072728 nChanged 44 SP:Iteration 48Q (694.747843 sec): 3 clusters Score: Raw -1930883.223824 + Penalty 3094.462000 = -1927788.761824 nChanged 37 SP:Iteration 49Q (694.816209 sec): 3 clusters Score: Raw -1930889.256907 + Penalty 3094.462000 = -1927794.794908 nChanged 32 SP:Iteration 50Q (694.882167 sec): 3 clusters Score: Raw -1930893.917440 + Penalty 3094.462000 = -1927799.455440 nChanged 33 SP:Iteration 51Q (694.946705 sec): 3 clusters Score: Raw -1930899.714010 + Penalty 3094.462000 = -1927805.252010 nChanged 30 SP:Iteration 52Q (695.010899 sec): 3 clusters Score: Raw -1930903.436640 + Penalty 3094.462000 = -1927808.974640 nChanged 21 SP:Iteration 53Q (695.089860 sec): 3 clusters Score: Raw -1930906.471703 + Penalty 3094.462000 = -1927812.009703 nChanged 26 SP:Iteration 54Q (695.164162 sec): 3 clusters Score: Raw -1930910.934108 + Penalty 3094.462000 = -1927816.472108 nChanged 29 SP:Iteration 55Q (695.232562 sec): 3 clusters Score: Raw -1930914.908414 + Penalty 3094.462000 = -1927820.446414 nChanged 23 SP:Iteration 56Q (695.291910 sec): 3 clusters Score: Raw -1930917.865339 + Penalty 3094.462000 = -1927823.403339 nChanged 21 SP:Iteration 57Q (695.359167 sec): 3 clusters Score: Raw -1930920.229643 + Penalty 3094.462000 = -1927825.767643 nChanged 17 SP:Iteration 58Q (695.423224 sec): 3 clusters Score: Raw -1930922.121115 + Penalty 3094.462000 = -1927827.659115 nChanged 13 SP:Iteration 59Q (695.500821 sec): 3 clusters Score: Raw -1930923.381733 + Penalty 3094.462000 = -1927828.919733 nChanged 12 SP:Iteration 60F (695.566574 sec): 3 clusters Score: Raw -1930924.605370 + Penalty 3094.462000 = -1927830.143370 nChanged 13 SP:Iteration 61Q (695.638923 sec): 3 clusters Score: Raw -1930925.964456 + Penalty 3094.462000 = -1927831.502456 nChanged 11 SP:Iteration 62Q (695.705023 sec): 3 clusters Score: Raw -1930927.187336 + Penalty 3094.462000 = -1927832.725336 nChanged 15 SP:Iteration 63Q (695.758163 sec): 3 clusters Score: Raw -1930928.695354 + Penalty 3094.462000 = -1927834.233354 nChanged 12 SP:Iteration 64Q (695.824042 sec): 3 clusters Score: Raw -1930930.314383 + Penalty 3094.462000 = -1927835.852383 nChanged 16 SP:Iteration 65Q (695.890119 sec): 3 clusters Score: Raw -1930932.357520 + Penalty 3094.462000 = -1927837.895520 nChanged 19 SP:Iteration 66Q (695.956619 sec): 3 clusters Score: Raw -1930934.219671 + Penalty 3094.462000 = -1927839.757671 nChanged 16 SP:Iteration 67Q (696.033387 sec): 3 clusters Score: Raw -1930935.801163 + Penalty 3094.462000 = -1927841.339164 nChanged 14 SP:Iteration 68Q (696.104175 sec): 3 clusters Score: Raw -1930937.100160 + Penalty 3094.462000 = -1927842.638160 nChanged 11 SP:Iteration 69Q (696.175180 sec): 3 clusters Score: Raw -1930938.174169 + Penalty 3094.462000 = -1927843.712169 nChanged 14 SP:Iteration 70Q (696.242965 sec): 3 clusters Score: Raw -1930939.818446 + Penalty 3094.462000 = -1927845.356446 nChanged 19 SP:Iteration 71Q (696.304360 sec): 3 clusters Score: Raw -1930941.603847 + Penalty 3094.462000 = -1927847.141847 nChanged 10 SP:Iteration 72Q (696.359226 sec): 3 clusters Score: Raw -1930942.348267 + Penalty 3094.462000 = -1927847.886268 nChanged 7 SP:Iteration 73Q (696.430462 sec): 3 clusters Score: Raw -1930943.035457 + Penalty 3094.462000 = -1927848.573457 nChanged 6 SP:Iteration 74Q (696.498600 sec): 3 clusters Score: Raw -1930943.783058 + Penalty 3094.462000 = -1927849.321058 nChanged 10 SP:Iteration 75Q (696.566871 sec): 3 clusters Score: Raw -1930944.910878 + Penalty 3094.462000 = -1927850.448878 nChanged 7 SP:Iteration 76Q (696.641591 sec): 3 clusters Score: Raw -1930945.538606 + Penalty 3094.462000 = -1927851.076606 nChanged 6 SP:Iteration 77Q (696.715472 sec): 3 clusters Score: Raw -1930946.004145 + Penalty 3094.462000 = -1927851.542145 nChanged 7 SP:Iteration 78Q (696.780967 sec): 3 clusters Score: Raw -1930946.620422 + Penalty 3094.462000 = -1927852.158423 nChanged 10 SP:Iteration 79Q (696.851996 sec): 3 clusters Score: Raw -1930947.734111 + Penalty 3094.462000 = -1927853.272111 nChanged 12 SP:Iteration 80F (696.918812 sec): 3 clusters Score: Raw -1930948.891686 + Penalty 3094.462000 = -1927854.429686 nChanged 6 SP:Iteration 81Q (696.986999 sec): 3 clusters Score: Raw -1930949.638624 + Penalty 3094.462000 = -1927855.176624 nChanged 7 SP:Iteration 82Q (697.046662 sec): 3 clusters Score: Raw -1930950.401667 + Penalty 3094.462000 = -1927855.939668 nChanged 6 SP:Iteration 83Q (697.120317 sec): 3 clusters Score: Raw -1930951.027139 + Penalty 3094.462000 = -1927856.565140 nChanged 6 SP:Iteration 84Q (697.190926 sec): 3 clusters Score: Raw -1930951.626166 + Penalty 3094.462000 = -1927857.164167 nChanged 8 SP:Iteration 85Q (697.244977 sec): 3 clusters Score: Raw -1930952.455152 + Penalty 3094.462000 = -1927857.993152 nChanged 7 SP:Iteration 86Q (697.318822 sec): 3 clusters Score: Raw -1930952.973367 + Penalty 3094.462000 = -1927858.511367 nChanged 11 SP:Iteration 87Q (697.388108 sec): 3 clusters Score: Raw -1930954.018547 + Penalty 3094.462000 = -1927859.556547 nChanged 11 SP:Iteration 88Q (697.445408 sec): 3 clusters Score: Raw -1930955.425110 + Penalty 3094.462000 = -1927860.963110 nChanged 12 SP:Iteration 89Q (697.515832 sec): 3 clusters Score: Raw -1930957.247252 + Penalty 3094.462000 = -1927862.785252 nChanged 13 SP:Iteration 90Q (697.596522 sec): 3 clusters Score: Raw -1930959.072584 + Penalty 3094.462000 = -1927864.610584 nChanged 16 SP:Iteration 91Q (697.661460 sec): 3 clusters Score: Raw -1930961.163721 + Penalty 3094.462000 = -1927866.701721 nChanged 9 SP:Iteration 92Q (697.715113 sec): 3 clusters Score: Raw -1930962.065093 + Penalty 3094.462000 = -1927867.603093 nChanged 8 SP:Iteration 93Q (697.779477 sec): 3 clusters Score: Raw -1930962.610360 + Penalty 3094.462000 = -1927868.148360 nChanged 5 SP:Iteration 94Q (697.843525 sec): 3 clusters Score: Raw -1930963.071791 + Penalty 3094.462000 = -1927868.609791 nChanged 6 SP:Iteration 95Q (697.911723 sec): 3 clusters Score: Raw -1930963.835324 + Penalty 3094.462000 = -1927869.373324 nChanged 6 SP:Iteration 96Q (697.976627 sec): 3 clusters Score: Raw -1930964.319319 + Penalty 3094.462000 = -1927869.857319 nChanged 4 SP:Iteration 97Q (698.044490 sec): 3 clusters Score: Raw -1930964.653737 + Penalty 3094.462000 = -1927870.191737 nChanged 5 SP:Iteration 98Q (698.115933 sec): 3 clusters Score: Raw -1930964.996673 + Penalty 3094.462000 = -1927870.534673 nChanged 3 SP:Iteration 99Q (698.174676 sec): 3 clusters Score: Raw -1930965.192168 + Penalty 3094.462000 = -1927870.730168 nChanged 3 SP:Iteration 100F (698.250716 sec): 3 clusters Score: Raw -1930965.453174 + Penalty 3094.462000 = -1927870.991174 nChanged 3 SP:Iteration 101Q (698.319514 sec): 3 clusters Score: Raw -1930965.669372 + Penalty 3094.462000 = -1927871.207372 nChanged 0 SP:Iteration 102F (698.391767 sec): 3 clusters Score: Raw -1930965.669372 + Penalty 3094.462000 = -1927871.207372 nChanged 0 Trying to split cluster 31 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (698.417011 sec): 2 clusters Score: Raw -5828.895756 + Penalty 762.344031 = -5066.551725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (698.452972 sec): 3 clusters Score: Raw -6100.719747 + Penalty 1524.688062 = -4576.031685 nChanged 18 SP:Iteration 1F (698.502266 sec): 3 clusters Score: Raw -6189.038170 + Penalty 1524.688062 = -4664.350108 nChanged 2 SP:Iteration 2Q (698.553912 sec): 3 clusters Score: Raw -6190.457641 + Penalty 1524.688062 = -4665.769580 nChanged 0 SP:Iteration 3F (698.599881 sec): 3 clusters Score: Raw -6190.457641 + Penalty 1524.688062 = -4665.769580 nChanged 0 Trying to split cluster 32 (2025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (698.625753 sec): 2 clusters Score: Raw -305944.664666 + Penalty 1237.165309 = -304707.499357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (698.666555 sec): 3 clusters Score: Raw -305045.443194 + Penalty 2474.330618 = -302571.112576 nChanged 721 SP:Iteration 1F (698.719857 sec): 3 clusters Score: Raw -305518.778914 + Penalty 2474.330618 = -303044.448296 nChanged 168 SP:Iteration 2F (698.764228 sec): 3 clusters Score: Raw -305648.201201 + Penalty 2474.330618 = -303173.870583 nChanged 109 SP:Iteration 3F (698.807054 sec): 3 clusters Score: Raw -305736.843151 + Penalty 2474.330618 = -303262.512533 nChanged 88 SP:Iteration 4Q (698.848028 sec): 3 clusters Score: Raw -305814.786121 + Penalty 2474.330618 = -303340.455502 nChanged 79 SP:Iteration 5Q (698.894131 sec): 3 clusters Score: Raw -305871.808426 + Penalty 2474.330618 = -303397.477808 nChanged 62 SP:Iteration 6Q (698.940392 sec): 3 clusters Score: Raw -305924.505019 + Penalty 2474.330618 = -303450.174400 nChanged 77 SP:Iteration 7Q (698.985118 sec): 3 clusters Score: Raw -305973.772510 + Penalty 2474.330618 = -303499.441892 nChanged 46 SP:Iteration 8Q (699.033856 sec): 3 clusters Score: Raw -306013.670472 + Penalty 2474.330618 = -303539.339853 nChanged 55 SP:Iteration 9Q (699.080457 sec): 3 clusters Score: Raw -306059.581295 + Penalty 2474.330618 = -303585.250676 nChanged 45 SP:Iteration 10Q (699.117263 sec): 3 clusters Score: Raw -306104.145382 + Penalty 2474.330618 = -303629.814764 nChanged 50 SP:Iteration 11Q (699.169810 sec): 3 clusters Score: Raw -306141.200706 + Penalty 2474.330618 = -303666.870088 nChanged 49 SP:Iteration 12Q (699.210838 sec): 3 clusters Score: Raw -306177.897198 + Penalty 2474.330618 = -303703.566580 nChanged 41 SP:Iteration 13Q (699.261826 sec): 3 clusters Score: Raw -306213.049620 + Penalty 2474.330618 = -303738.719001 nChanged 50 SP:Iteration 14Q (699.313178 sec): 3 clusters Score: Raw -306257.394125 + Penalty 2474.330618 = -303783.063507 nChanged 47 SP:Iteration 15Q (699.354096 sec): 3 clusters Score: Raw -306298.097504 + Penalty 2474.330618 = -303823.766885 nChanged 41 SP:Iteration 16Q (699.398720 sec): 3 clusters Score: Raw -306329.031805 + Penalty 2474.330618 = -303854.701187 nChanged 37 SP:Iteration 17Q (699.455106 sec): 3 clusters Score: Raw -306363.508067 + Penalty 2474.330618 = -303889.177448 nChanged 44 SP:Iteration 18Q (699.501189 sec): 3 clusters Score: Raw -306399.284218 + Penalty 2474.330618 = -303924.953599 nChanged 42 SP:Iteration 19Q (699.546389 sec): 3 clusters Score: Raw -306439.162500 + Penalty 2474.330618 = -303964.831882 nChanged 32 SP:Iteration 20F (699.588623 sec): 3 clusters Score: Raw -306463.970476 + Penalty 2474.330618 = -303989.639858 nChanged 23 SP:Iteration 21Q (699.641295 sec): 3 clusters Score: Raw -306477.697818 + Penalty 2474.330618 = -304003.367199 nChanged 22 SP:Iteration 22Q (699.688017 sec): 3 clusters Score: Raw -306492.941215 + Penalty 2474.330618 = -304018.610597 nChanged 13 SP:Iteration 23Q (699.724737 sec): 3 clusters Score: Raw -306500.060541 + Penalty 2474.330618 = -304025.729923 nChanged 10 SP:Iteration 24Q (699.784790 sec): 3 clusters Score: Raw -306504.164922 + Penalty 2474.330618 = -304029.834304 nChanged 7 SP:Iteration 25Q (699.829651 sec): 3 clusters Score: Raw -306509.925508 + Penalty 2474.330618 = -304035.594889 nChanged 12 SP:Iteration 26Q (699.882297 sec): 3 clusters Score: Raw -306521.928698 + Penalty 2474.330618 = -304047.598079 nChanged 20 SP:Iteration 27Q (699.924756 sec): 3 clusters Score: Raw -306548.502039 + Penalty 2474.330618 = -304074.171420 nChanged 25 SP:Iteration 28Q (699.969749 sec): 3 clusters Score: Raw -306567.734466 + Penalty 2474.330618 = -304093.403847 nChanged 22 SP:Iteration 29Q (700.019115 sec): 3 clusters Score: Raw -306593.531182 + Penalty 2474.330618 = -304119.200563 nChanged 23 SP:Iteration 30Q (700.066296 sec): 3 clusters Score: Raw -306615.794939 + Penalty 2474.330618 = -304141.464320 nChanged 18 SP:Iteration 31Q (700.121745 sec): 3 clusters Score: Raw -306636.487058 + Penalty 2474.330618 = -304162.156439 nChanged 19 SP:Iteration 32Q (700.176929 sec): 3 clusters Score: Raw -306651.435383 + Penalty 2474.330618 = -304177.104765 nChanged 16 SP:Iteration 33Q (700.217184 sec): 3 clusters Score: Raw -306663.065372 + Penalty 2474.330618 = -304188.734754 nChanged 14 SP:Iteration 34Q (700.266669 sec): 3 clusters Score: Raw -306672.552297 + Penalty 2474.330618 = -304198.221678 nChanged 14 SP:Iteration 35Q (700.320317 sec): 3 clusters Score: Raw -306683.473503 + Penalty 2474.330618 = -304209.142885 nChanged 9 SP:Iteration 36Q (700.370663 sec): 3 clusters Score: Raw -306687.810263 + Penalty 2474.330618 = -304213.479644 nChanged 2 SP:Iteration 37Q (700.428713 sec): 3 clusters Score: Raw -306689.751853 + Penalty 2474.330618 = -304215.421235 nChanged 4 SP:Iteration 38Q (700.470719 sec): 3 clusters Score: Raw -306693.686397 + Penalty 2474.330618 = -304219.355778 nChanged 3 SP:Iteration 39Q (700.520200 sec): 3 clusters Score: Raw -306695.266376 + Penalty 2474.330618 = -304220.935758 nChanged 3 SP:Iteration 40F (700.581439 sec): 3 clusters Score: Raw -306697.316030 + Penalty 2474.330618 = -304222.985411 nChanged 5 SP:Iteration 41Q (700.626803 sec): 3 clusters Score: Raw -306702.145042 + Penalty 2474.330618 = -304227.814424 nChanged 2 SP:Iteration 42Q (700.673163 sec): 3 clusters Score: Raw -306703.044768 + Penalty 2474.330618 = -304228.714150 nChanged 1 SP:Iteration 43Q (700.731612 sec): 3 clusters Score: Raw -306703.397399 + Penalty 2474.330618 = -304229.066781 nChanged 1 SP:Iteration 44Q (700.782420 sec): 3 clusters Score: Raw -306703.634923 + Penalty 2474.330618 = -304229.304304 nChanged 0 SP:Iteration 45F (700.823348 sec): 3 clusters Score: Raw -306703.634923 + Penalty 2474.330618 = -304229.304304 nChanged 0 Trying to split cluster 33 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (700.848291 sec): 2 clusters Score: Raw -9024.578707 + Penalty 779.315964 = -8245.262744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (700.898808 sec): 3 clusters Score: Raw -9447.527983 + Penalty 1558.631927 = -7888.896056 nChanged 18 SP:Iteration 1F (700.944024 sec): 3 clusters Score: Raw -9579.977952 + Penalty 1558.631927 = -8021.346025 nChanged 9 SP:Iteration 2F (700.999001 sec): 3 clusters Score: Raw -9640.061394 + Penalty 1558.631927 = -8081.429466 nChanged 4 SP:Iteration 3Q (701.049211 sec): 3 clusters Score: Raw -9660.481332 + Penalty 1558.631927 = -8101.849405 nChanged 2 SP:Iteration 4Q (701.097835 sec): 3 clusters Score: Raw -9671.381682 + Penalty 1558.631927 = -8112.749755 nChanged 2 SP:Iteration 5Q (701.132051 sec): 3 clusters Score: Raw -9695.157340 + Penalty 1558.631927 = -8136.525413 nChanged 0 SP:Iteration 6F (701.182552 sec): 3 clusters Score: Raw -9695.157340 + Penalty 1558.631927 = -8136.525413 nChanged 0 Trying to split cluster 34 (95879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (701.330117 sec): 2 clusters Score: Raw -13832689.434919 + Penalty 1864.011867 = -13830825.423052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (701.512992 sec): 3 clusters Score: Raw -13770596.298312 + Penalty 3728.023734 = -13766868.274578 nChanged 45693 SP:Iteration 1F (701.715684 sec): 3 clusters Score: Raw -13798672.114868 + Penalty 3728.023734 = -13794944.091133 nChanged 4771 SP:Iteration 2Q (701.913646 sec): 3 clusters Score: Raw -13800815.342342 + Penalty 3728.023734 = -13797087.318608 nChanged 5264 SP:Iteration 3F (702.110571 sec): 3 clusters Score: Raw -13803783.409540 + Penalty 3728.023734 = -13800055.385806 nChanged 5962 SP:Iteration 4F (702.316296 sec): 3 clusters Score: Raw -13807654.328947 + Penalty 3728.023734 = -13803926.305213 nChanged 6249 SP:Iteration 5F (702.505904 sec): 3 clusters Score: Raw -13811813.537003 + Penalty 3728.023734 = -13808085.513269 nChanged 5836 SP:Iteration 6F (702.707877 sec): 3 clusters Score: Raw -13815505.366287 + Penalty 3728.023734 = -13811777.342553 nChanged 4949 SP:Iteration 7F (702.904280 sec): 3 clusters Score: Raw -13818142.056144 + Penalty 3728.023734 = -13814414.032410 nChanged 3737 SP:Iteration 8Q (703.108003 sec): 3 clusters Score: Raw -13819583.377444 + Penalty 3728.023734 = -13815855.353710 nChanged 2474 SP:Iteration 9Q (703.303362 sec): 3 clusters Score: Raw -13820247.403222 + Penalty 3728.023734 = -13816519.379488 nChanged 1588 SP:Iteration 10Q (703.506814 sec): 3 clusters Score: Raw -13820607.225774 + Penalty 3728.023734 = -13816879.202040 nChanged 1196 SP:Iteration 11Q (703.706822 sec): 3 clusters Score: Raw -13820882.515469 + Penalty 3728.023734 = -13817154.491735 nChanged 1059 SP:Iteration 12Q (703.899179 sec): 3 clusters Score: Raw -13821117.642885 + Penalty 3728.023734 = -13817389.619151 nChanged 1006 SP:Iteration 13Q (704.107446 sec): 3 clusters Score: Raw -13821325.436308 + Penalty 3728.023734 = -13817597.412574 nChanged 963 SP:Iteration 14Q (704.302261 sec): 3 clusters Score: Raw -13821523.672943 + Penalty 3728.023734 = -13817795.649208 nChanged 957 SP:Iteration 15Q (704.491173 sec): 3 clusters Score: Raw -13821722.438901 + Penalty 3728.023734 = -13817994.415167 nChanged 963 SP:Iteration 16Q (704.694807 sec): 3 clusters Score: Raw -13821921.964169 + Penalty 3728.023734 = -13818193.940435 nChanged 1034 SP:Iteration 17Q (704.894423 sec): 3 clusters Score: Raw -13822146.148323 + Penalty 3728.023734 = -13818418.124589 nChanged 1029 SP:Iteration 18Q (705.088002 sec): 3 clusters Score: Raw -13822358.217300 + Penalty 3728.023734 = -13818630.193566 nChanged 1001 SP:Iteration 19Q (705.274672 sec): 3 clusters Score: Raw -13822583.900990 + Penalty 3728.023734 = -13818855.877256 nChanged 1061 SP:Iteration 20F (705.483679 sec): 3 clusters Score: Raw -13822839.577490 + Penalty 3728.023734 = -13819111.553755 nChanged 1157 SP:Iteration 21Q (705.680993 sec): 3 clusters Score: Raw -13823126.366238 + Penalty 3728.023734 = -13819398.342503 nChanged 1232 SP:Iteration 22Q (705.878467 sec): 3 clusters Score: Raw -13823442.928605 + Penalty 3728.023734 = -13819714.904871 nChanged 1275 SP:Iteration 23Q (706.078458 sec): 3 clusters Score: Raw -13823783.728042 + Penalty 3728.023734 = -13820055.704308 nChanged 1316 SP:Iteration 24Q (706.272091 sec): 3 clusters Score: Raw -13824140.879503 + Penalty 3728.023734 = -13820412.855769 nChanged 1341 SP:Iteration 25Q (706.471272 sec): 3 clusters Score: Raw -13824503.958167 + Penalty 3728.023734 = -13820775.934433 nChanged 1389 SP:Iteration 26Q (706.668765 sec): 3 clusters Score: Raw -13824896.419524 + Penalty 3728.023734 = -13821168.395790 nChanged 1426 SP:Iteration 27Q (706.866389 sec): 3 clusters Score: Raw -13825322.453209 + Penalty 3728.023734 = -13821594.429475 nChanged 1433 SP:Iteration 28Q (707.050073 sec): 3 clusters Score: Raw -13825757.545466 + Penalty 3728.023734 = -13822029.521732 nChanged 1433 SP:Iteration 29Q (707.244344 sec): 3 clusters Score: Raw -13826205.522470 + Penalty 3728.023734 = -13822477.498736 nChanged 1419 SP:Iteration 30Q (707.431055 sec): 3 clusters Score: Raw -13826664.134647 + Penalty 3728.023734 = -13822936.110913 nChanged 1429 SP:Iteration 31Q (707.619120 sec): 3 clusters Score: Raw -13827138.616593 + Penalty 3728.023734 = -13823410.592859 nChanged 1359 SP:Iteration 32Q (707.802378 sec): 3 clusters Score: Raw -13827594.928666 + Penalty 3728.023734 = -13823866.904931 nChanged 1337 SP:Iteration 33Q (707.979210 sec): 3 clusters Score: Raw -13828071.301467 + Penalty 3728.023734 = -13824343.277733 nChanged 1334 SP:Iteration 34Q (708.163730 sec): 3 clusters Score: Raw -13828557.721156 + Penalty 3728.023734 = -13824829.697422 nChanged 1313 SP:Iteration 35Q (708.340277 sec): 3 clusters Score: Raw -13829061.870151 + Penalty 3728.023734 = -13825333.846417 nChanged 1301 SP:Iteration 36Q (708.517308 sec): 3 clusters Score: Raw -13829577.584717 + Penalty 3728.023734 = -13825849.560983 nChanged 1221 SP:Iteration 37Q (708.688796 sec): 3 clusters Score: Raw -13830087.581798 + Penalty 3728.023734 = -13826359.558064 nChanged 1122 SP:Iteration 38Q (708.855582 sec): 3 clusters Score: Raw -13830585.690661 + Penalty 3728.023734 = -13826857.666926 nChanged 1101 SP:Iteration 39Q (709.031763 sec): 3 clusters Score: Raw -13831112.722501 + Penalty 3728.023734 = -13827384.698767 nChanged 924 SP:Iteration 40F (709.238660 sec): 3 clusters Score: Raw -13831560.804108 + Penalty 3728.023734 = -13827832.780373 nChanged 828 SP:Iteration 41Q (709.410252 sec): 3 clusters Score: Raw -13831988.796743 + Penalty 3728.023734 = -13828260.773009 nChanged 728 SP:Iteration 42Q (709.585170 sec): 3 clusters Score: Raw -13832400.484292 + Penalty 3728.023734 = -13828672.460558 nChanged 626 SP:Iteration 43Q (709.753463 sec): 3 clusters Score: Raw -13832777.300716 + Penalty 3728.023734 = -13829049.276982 nChanged 573 SP:Iteration 44Q (709.932635 sec): 3 clusters Score: Raw -13833161.437647 + Penalty 3728.023734 = -13829433.413913 nChanged 461 SP:Iteration 45Q (710.095826 sec): 3 clusters Score: Raw -13833500.197995 + Penalty 3728.023734 = -13829772.174261 nChanged 359 SP:Iteration 46Q (710.259944 sec): 3 clusters Score: Raw -13833814.769671 + Penalty 3728.023734 = -13830086.745937 nChanged 328 SP:Iteration 47Q (710.437766 sec): 3 clusters Score: Raw -13834167.990530 + Penalty 3728.023734 = -13830439.966796 nChanged 335 SP:Iteration 48Q (710.602388 sec): 3 clusters Score: Raw -13834514.978644 + Penalty 3728.023734 = -13830786.954910 nChanged 318 SP:Iteration 49Q (710.751917 sec): 3 clusters Score: Raw -13834823.244041 + Penalty 3728.023734 = -13831095.220307 nChanged 312 SP:Iteration 50Q (710.911014 sec): 3 clusters Score: Raw -13835056.145102 + Penalty 3728.023734 = -13831328.121367 nChanged 278 SP:Iteration 51Q (711.065428 sec): 3 clusters Score: Raw -13835208.214569 + Penalty 3728.023734 = -13831480.190835 nChanged 196 SP:Iteration 52Q (711.235975 sec): 3 clusters Score: Raw -13835281.661123 + Penalty 3728.023734 = -13831553.637389 nChanged 147 SP:Iteration 53Q (711.398607 sec): 3 clusters Score: Raw -13835324.177941 + Penalty 3728.023734 = -13831596.154207 nChanged 86 SP:Iteration 54Q (711.565095 sec): 3 clusters Score: Raw -13835344.689247 + Penalty 3728.023734 = -13831616.665513 nChanged 65 SP:Iteration 55Q (711.726871 sec): 3 clusters Score: Raw -13835353.919710 + Penalty 3728.023734 = -13831625.895976 nChanged 39 SP:Iteration 56Q (711.884704 sec): 3 clusters Score: Raw -13835358.411219 + Penalty 3728.023734 = -13831630.387485 nChanged 22 SP:Iteration 57Q (712.047767 sec): 3 clusters Score: Raw -13835360.811544 + Penalty 3728.023734 = -13831632.787810 nChanged 12 SP:Iteration 58Q (712.215511 sec): 3 clusters Score: Raw -13835362.023491 + Penalty 3728.023734 = -13831633.999757 nChanged 11 SP:Iteration 59Q (712.377118 sec): 3 clusters Score: Raw -13835362.737995 + Penalty 3728.023734 = -13831634.714261 nChanged 3 SP:Iteration 60F (712.570441 sec): 3 clusters Score: Raw -13835561.093888 + Penalty 3728.023734 = -13831833.070153 nChanged 168 SP:Iteration 61Q (712.735082 sec): 3 clusters Score: Raw -13835713.030596 + Penalty 3728.023734 = -13831985.006862 nChanged 192 SP:Iteration 62Q (712.899237 sec): 3 clusters Score: Raw -13835821.051496 + Penalty 3728.023734 = -13832093.027762 nChanged 186 SP:Iteration 63Q (713.075569 sec): 3 clusters Score: Raw -13835889.120235 + Penalty 3728.023734 = -13832161.096501 nChanged 174 SP:Iteration 64Q (713.229938 sec): 3 clusters Score: Raw -13835944.890586 + Penalty 3728.023734 = -13832216.866852 nChanged 149 SP:Iteration 65Q (713.393445 sec): 3 clusters Score: Raw -13835987.268659 + Penalty 3728.023734 = -13832259.244925 nChanged 130 SP:Iteration 66Q (713.565398 sec): 3 clusters Score: Raw -13836024.252281 + Penalty 3728.023734 = -13832296.228547 nChanged 142 SP:Iteration 67Q (713.714287 sec): 3 clusters Score: Raw -13836060.278864 + Penalty 3728.023734 = -13832332.255130 nChanged 118 SP:Iteration 68Q (713.887308 sec): 3 clusters Score: Raw -13836081.497980 + Penalty 3728.023734 = -13832353.474246 nChanged 89 SP:Iteration 69Q (714.049438 sec): 3 clusters Score: Raw -13836096.798717 + Penalty 3728.023734 = -13832368.774983 nChanged 77 SP:Iteration 70Q (714.204698 sec): 3 clusters Score: Raw -13836109.120811 + Penalty 3728.023734 = -13832381.097077 nChanged 74 SP:Iteration 71Q (714.363727 sec): 3 clusters Score: Raw -13836118.451512 + Penalty 3728.023734 = -13832390.427777 nChanged 57 SP:Iteration 72Q (714.536619 sec): 3 clusters Score: Raw -13836125.021592 + Penalty 3728.023734 = -13832396.997858 nChanged 44 SP:Iteration 73Q (714.690689 sec): 3 clusters Score: Raw -13836130.013630 + Penalty 3728.023734 = -13832401.989896 nChanged 38 SP:Iteration 74Q (714.856034 sec): 3 clusters Score: Raw -13836134.028034 + Penalty 3728.023734 = -13832406.004300 nChanged 33 SP:Iteration 75Q (715.015992 sec): 3 clusters Score: Raw -13836137.699820 + Penalty 3728.023734 = -13832409.676086 nChanged 34 SP:Iteration 76Q (715.178426 sec): 3 clusters Score: Raw -13836141.548020 + Penalty 3728.023734 = -13832413.524286 nChanged 33 SP:Iteration 77Q (715.345996 sec): 3 clusters Score: Raw -13836144.829153 + Penalty 3728.023734 = -13832416.805419 nChanged 35 SP:Iteration 78Q (715.500087 sec): 3 clusters Score: Raw -13836148.577081 + Penalty 3728.023734 = -13832420.553347 nChanged 40 SP:Iteration 79Q (715.674842 sec): 3 clusters Score: Raw -13836152.429959 + Penalty 3728.023734 = -13832424.406224 nChanged 33 SP:Iteration 80F (715.871290 sec): 3 clusters Score: Raw -13836163.009796 + Penalty 3728.023734 = -13832434.986062 nChanged 30 SP:Iteration 81Q (716.021973 sec): 3 clusters Score: Raw -13836167.335623 + Penalty 3728.023734 = -13832439.311889 nChanged 27 SP:Iteration 82Q (716.193405 sec): 3 clusters Score: Raw -13836169.561463 + Penalty 3728.023734 = -13832441.537729 nChanged 24 SP:Iteration 83Q (716.361298 sec): 3 clusters Score: Raw -13836171.326376 + Penalty 3728.023734 = -13832443.302642 nChanged 25 SP:Iteration 84Q (716.533772 sec): 3 clusters Score: Raw -13836173.523814 + Penalty 3728.023734 = -13832445.500080 nChanged 20 SP:Iteration 85Q (716.705492 sec): 3 clusters Score: Raw -13836175.021057 + Penalty 3728.023734 = -13832446.997323 nChanged 17 SP:Iteration 86Q (716.881179 sec): 3 clusters Score: Raw -13836176.053340 + Penalty 3728.023734 = -13832448.029606 nChanged 16 SP:Iteration 87Q (717.042777 sec): 3 clusters Score: Raw -13836177.278080 + Penalty 3728.023734 = -13832449.254346 nChanged 12 SP:Iteration 88Q (717.206300 sec): 3 clusters Score: Raw -13836178.030424 + Penalty 3728.023734 = -13832450.006690 nChanged 12 SP:Iteration 89Q (717.369842 sec): 3 clusters Score: Raw -13836179.126040 + Penalty 3728.023734 = -13832451.102306 nChanged 15 SP:Iteration 90Q (717.527465 sec): 3 clusters Score: Raw -13836180.347605 + Penalty 3728.023734 = -13832452.323871 nChanged 11 SP:Iteration 91Q (717.694126 sec): 3 clusters Score: Raw -13836181.527189 + Penalty 3728.023734 = -13832453.503454 nChanged 13 SP:Iteration 92Q (717.854859 sec): 3 clusters Score: Raw -13836182.281268 + Penalty 3728.023734 = -13832454.257534 nChanged 8 SP:Iteration 93Q (718.013617 sec): 3 clusters Score: Raw -13836182.715639 + Penalty 3728.023734 = -13832454.691905 nChanged 7 SP:Iteration 94Q (718.187279 sec): 3 clusters Score: Raw -13836183.088753 + Penalty 3728.023734 = -13832455.065019 nChanged 9 SP:Iteration 95Q (718.358111 sec): 3 clusters Score: Raw -13836183.482318 + Penalty 3728.023734 = -13832455.458583 nChanged 5 SP:Iteration 96Q (718.522772 sec): 3 clusters Score: Raw -13836183.736921 + Penalty 3728.023734 = -13832455.713187 nChanged 7 SP:Iteration 97Q (718.685234 sec): 3 clusters Score: Raw -13836184.476410 + Penalty 3728.023734 = -13832456.452676 nChanged 15 SP:Iteration 98Q (718.853059 sec): 3 clusters Score: Raw -13836185.596642 + Penalty 3728.023734 = -13832457.572908 nChanged 13 SP:Iteration 99Q (719.012005 sec): 3 clusters Score: Raw -13836186.331242 + Penalty 3728.023734 = -13832458.307508 nChanged 9 SP:Iteration 100F (719.207996 sec): 3 clusters Score: Raw -13836187.091875 + Penalty 3728.023734 = -13832459.068141 nChanged 8 SP:Iteration 101Q (719.384720 sec): 3 clusters Score: Raw -13836187.690333 + Penalty 3728.023734 = -13832459.666599 nChanged 13 SP:Iteration 102Q (719.548036 sec): 3 clusters Score: Raw -13836188.778789 + Penalty 3728.023734 = -13832460.755055 nChanged 15 SP:Iteration 103Q (719.722870 sec): 3 clusters Score: Raw -13836189.682117 + Penalty 3728.023734 = -13832461.658383 nChanged 11 SP:Iteration 104Q (719.877735 sec): 3 clusters Score: Raw -13836190.599730 + Penalty 3728.023734 = -13832462.575996 nChanged 8 SP:Iteration 105Q (720.052215 sec): 3 clusters Score: Raw -13836191.047687 + Penalty 3728.023734 = -13832463.023953 nChanged 7 SP:Iteration 106Q (720.220062 sec): 3 clusters Score: Raw -13836191.396086 + Penalty 3728.023734 = -13832463.372352 nChanged 5 SP:Iteration 107Q (720.388256 sec): 3 clusters Score: Raw -13836191.618033 + Penalty 3728.023734 = -13832463.594299 nChanged 2 SP:Iteration 108Q (720.563269 sec): 3 clusters Score: Raw -13836191.717252 + Penalty 3728.023734 = -13832463.693518 nChanged 0 SP:Iteration 109F (720.772236 sec): 3 clusters Score: Raw -13836191.717252 + Penalty 3728.023734 = -13832463.693518 nChanged 0 Score: Raw -40018509.428216 + Penalty 83728.825154 = -39934780.603061 Splitting cluster 34 changes total score from -39928276.830165 to -39934780.603061 So it's getting split into cluster 41. Trying to split cluster 35 (2997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (728.332763 sec): 2 clusters Score: Raw -398876.958053 + Penalty 1300.872148 = -397576.085905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (728.375826 sec): 3 clusters Score: Raw -397457.027126 + Penalty 2601.744297 = -394855.282829 nChanged 1159 SP:Iteration 1F (728.425842 sec): 3 clusters Score: Raw -398165.913587 + Penalty 2601.744297 = -395564.169290 nChanged 225 SP:Iteration 2F (728.473454 sec): 3 clusters Score: Raw -398329.422446 + Penalty 2601.744297 = -395727.678149 nChanged 183 SP:Iteration 3F (728.530294 sec): 3 clusters Score: Raw -398458.805446 + Penalty 2601.744297 = -395857.061149 nChanged 136 SP:Iteration 4Q (728.580717 sec): 3 clusters Score: Raw -398541.102031 + Penalty 2601.744297 = -395939.357734 nChanged 100 SP:Iteration 5Q (728.628194 sec): 3 clusters Score: Raw -398601.391995 + Penalty 2601.744297 = -395999.647698 nChanged 99 SP:Iteration 6Q (728.673937 sec): 3 clusters Score: Raw -398668.795174 + Penalty 2601.744297 = -396067.050877 nChanged 89 SP:Iteration 7Q (728.714121 sec): 3 clusters Score: Raw -398721.383649 + Penalty 2601.744297 = -396119.639352 nChanged 83 SP:Iteration 8Q (728.773448 sec): 3 clusters Score: Raw -398777.045188 + Penalty 2601.744297 = -396175.300891 nChanged 96 SP:Iteration 9Q (728.819346 sec): 3 clusters Score: Raw -398832.606138 + Penalty 2601.744297 = -396230.861841 nChanged 89 SP:Iteration 10Q (728.861069 sec): 3 clusters Score: Raw -398881.670920 + Penalty 2601.744297 = -396279.926623 nChanged 80 SP:Iteration 11Q (728.910480 sec): 3 clusters Score: Raw -398931.736094 + Penalty 2601.744297 = -396329.991797 nChanged 73 SP:Iteration 12Q (728.959453 sec): 3 clusters Score: Raw -398982.837662 + Penalty 2601.744297 = -396381.093365 nChanged 72 SP:Iteration 13Q (729.009420 sec): 3 clusters Score: Raw -399026.933424 + Penalty 2601.744297 = -396425.189127 nChanged 52 SP:Iteration 14Q (729.058585 sec): 3 clusters Score: Raw -399049.810015 + Penalty 2601.744297 = -396448.065718 nChanged 34 SP:Iteration 15Q (729.098716 sec): 3 clusters Score: Raw -399067.532776 + Penalty 2601.744297 = -396465.788479 nChanged 33 SP:Iteration 16Q (729.154957 sec): 3 clusters Score: Raw -399085.791990 + Penalty 2601.744297 = -396484.047694 nChanged 33 SP:Iteration 17Q (729.197262 sec): 3 clusters Score: Raw -399102.027470 + Penalty 2601.744297 = -396500.283173 nChanged 25 SP:Iteration 18Q (729.255772 sec): 3 clusters Score: Raw -399112.147224 + Penalty 2601.744297 = -396510.402927 nChanged 18 SP:Iteration 19Q (729.305414 sec): 3 clusters Score: Raw -399120.239004 + Penalty 2601.744297 = -396518.494707 nChanged 16 SP:Iteration 20F (729.352875 sec): 3 clusters Score: Raw -399128.102355 + Penalty 2601.744297 = -396526.358058 nChanged 17 SP:Iteration 21Q (729.392293 sec): 3 clusters Score: Raw -399135.985498 + Penalty 2601.744297 = -396534.241201 nChanged 15 SP:Iteration 22Q (729.442351 sec): 3 clusters Score: Raw -399141.997369 + Penalty 2601.744297 = -396540.253072 nChanged 10 SP:Iteration 23Q (729.493138 sec): 3 clusters Score: Raw -399145.885742 + Penalty 2601.744297 = -396544.141445 nChanged 8 SP:Iteration 24Q (729.537247 sec): 3 clusters Score: Raw -399148.922640 + Penalty 2601.744297 = -396547.178343 nChanged 11 SP:Iteration 25Q (729.590100 sec): 3 clusters Score: Raw -399153.534838 + Penalty 2601.744297 = -396551.790541 nChanged 8 SP:Iteration 26Q (729.632362 sec): 3 clusters Score: Raw -399155.212960 + Penalty 2601.744297 = -396553.468663 nChanged 3 SP:Iteration 27Q (729.684801 sec): 3 clusters Score: Raw -399156.240470 + Penalty 2601.744297 = -396554.496174 nChanged 1 SP:Iteration 28Q (729.728347 sec): 3 clusters Score: Raw -399156.457802 + Penalty 2601.744297 = -396554.713505 nChanged 0 SP:Iteration 29F (729.776740 sec): 3 clusters Score: Raw -399156.457802 + Penalty 2601.744297 = -396554.713505 nChanged 0 Trying to split cluster 36 (34510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (729.856202 sec): 2 clusters Score: Raw -5026634.203929 + Penalty 1697.963218 = -5024936.240712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (729.955498 sec): 3 clusters Score: Raw -5005258.033799 + Penalty 3395.926435 = -5001862.107364 nChanged 16001 SP:Iteration 1F (730.050451 sec): 3 clusters Score: Raw -5014084.027251 + Penalty 3395.926435 = -5010688.100816 nChanged 1629 SP:Iteration 2Q (730.168508 sec): 3 clusters Score: Raw -5014755.934104 + Penalty 3395.926435 = -5011360.007669 nChanged 1790 SP:Iteration 3F (730.258392 sec): 3 clusters Score: Raw -5015597.304299 + Penalty 3395.926435 = -5012201.377864 nChanged 1897 SP:Iteration 4F (730.367803 sec): 3 clusters Score: Raw -5016593.189424 + Penalty 3395.926435 = -5013197.262989 nChanged 1966 SP:Iteration 5F (730.462039 sec): 3 clusters Score: Raw -5017710.450784 + Penalty 3395.926435 = -5014314.524349 nChanged 2029 SP:Iteration 6F (730.575610 sec): 3 clusters Score: Raw -5019004.940853 + Penalty 3395.926435 = -5015609.014418 nChanged 2069 SP:Iteration 7F (730.675558 sec): 3 clusters Score: Raw -5020407.805235 + Penalty 3395.926435 = -5017011.878799 nChanged 1976 SP:Iteration 8F (730.771993 sec): 3 clusters Score: Raw -5021807.499244 + Penalty 3395.926435 = -5018411.572809 nChanged 1711 SP:Iteration 9Q (730.882626 sec): 3 clusters Score: Raw -5023035.533611 + Penalty 3395.926435 = -5019639.607176 nChanged 1381 SP:Iteration 10Q (730.973952 sec): 3 clusters Score: Raw -5023954.173964 + Penalty 3395.926435 = -5020558.247529 nChanged 1029 SP:Iteration 11Q (731.082125 sec): 3 clusters Score: Raw -5024478.544906 + Penalty 3395.926435 = -5021082.618471 nChanged 727 SP:Iteration 12Q (731.181152 sec): 3 clusters Score: Raw -5024806.243521 + Penalty 3395.926435 = -5021410.317086 nChanged 578 SP:Iteration 13Q (731.267417 sec): 3 clusters Score: Raw -5025050.013686 + Penalty 3395.926435 = -5021654.087250 nChanged 515 SP:Iteration 14Q (731.376311 sec): 3 clusters Score: Raw -5025256.679879 + Penalty 3395.926435 = -5021860.753444 nChanged 463 SP:Iteration 15Q (731.472489 sec): 3 clusters Score: Raw -5025449.606427 + Penalty 3395.926435 = -5022053.679992 nChanged 434 SP:Iteration 16Q (731.571858 sec): 3 clusters Score: Raw -5025625.550271 + Penalty 3395.926435 = -5022229.623836 nChanged 387 SP:Iteration 17Q (731.666239 sec): 3 clusters Score: Raw -5025777.947360 + Penalty 3395.926435 = -5022382.020924 nChanged 363 SP:Iteration 18Q (731.767662 sec): 3 clusters Score: Raw -5025915.131661 + Penalty 3395.926435 = -5022519.205226 nChanged 298 SP:Iteration 19Q (731.861405 sec): 3 clusters Score: Raw -5026019.532198 + Penalty 3395.926435 = -5022623.605763 nChanged 266 SP:Iteration 20F (731.962410 sec): 3 clusters Score: Raw -5026115.815607 + Penalty 3395.926435 = -5022719.889172 nChanged 245 SP:Iteration 21Q (732.043177 sec): 3 clusters Score: Raw -5026212.320971 + Penalty 3395.926435 = -5022816.394535 nChanged 223 SP:Iteration 22Q (732.144075 sec): 3 clusters Score: Raw -5026296.120601 + Penalty 3395.926435 = -5022900.194166 nChanged 196 SP:Iteration 23Q (732.236751 sec): 3 clusters Score: Raw -5026360.450759 + Penalty 3395.926435 = -5022964.524323 nChanged 167 SP:Iteration 24Q (732.330598 sec): 3 clusters Score: Raw -5026419.159622 + Penalty 3395.926435 = -5023023.233187 nChanged 170 SP:Iteration 25Q (732.425817 sec): 3 clusters Score: Raw -5026479.574558 + Penalty 3395.926435 = -5023083.648123 nChanged 150 SP:Iteration 26Q (732.520195 sec): 3 clusters Score: Raw -5026534.139035 + Penalty 3395.926435 = -5023138.212600 nChanged 148 SP:Iteration 27Q (732.611591 sec): 3 clusters Score: Raw -5026592.002720 + Penalty 3395.926435 = -5023196.076285 nChanged 133 SP:Iteration 28Q (732.707440 sec): 3 clusters Score: Raw -5026638.412250 + Penalty 3395.926435 = -5023242.485815 nChanged 97 SP:Iteration 29Q (732.800923 sec): 3 clusters Score: Raw -5026671.129691 + Penalty 3395.926435 = -5023275.203256 nChanged 92 SP:Iteration 30Q (732.896960 sec): 3 clusters Score: Raw -5026699.439108 + Penalty 3395.926435 = -5023303.512673 nChanged 76 SP:Iteration 31Q (732.989959 sec): 3 clusters Score: Raw -5026729.234266 + Penalty 3395.926435 = -5023333.307831 nChanged 73 SP:Iteration 32Q (733.079482 sec): 3 clusters Score: Raw -5026754.825690 + Penalty 3395.926435 = -5023358.899255 nChanged 64 SP:Iteration 33Q (733.158142 sec): 3 clusters Score: Raw -5026775.713103 + Penalty 3395.926435 = -5023379.786668 nChanged 49 SP:Iteration 34Q (733.261578 sec): 3 clusters Score: Raw -5026790.033662 + Penalty 3395.926435 = -5023394.107227 nChanged 41 SP:Iteration 35Q (733.348949 sec): 3 clusters Score: Raw -5026801.275108 + Penalty 3395.926435 = -5023405.348673 nChanged 30 SP:Iteration 36Q (733.440256 sec): 3 clusters Score: Raw -5026809.784747 + Penalty 3395.926435 = -5023413.858312 nChanged 26 SP:Iteration 37Q (733.524901 sec): 3 clusters Score: Raw -5026816.948391 + Penalty 3395.926435 = -5023421.021956 nChanged 23 SP:Iteration 38Q (733.619267 sec): 3 clusters Score: Raw -5026823.112428 + Penalty 3395.926435 = -5023427.185993 nChanged 21 SP:Iteration 39Q (733.707315 sec): 3 clusters Score: Raw -5026828.859263 + Penalty 3395.926435 = -5023432.932828 nChanged 19 SP:Iteration 40F (733.804356 sec): 3 clusters Score: Raw -5026833.834613 + Penalty 3395.926435 = -5023437.908178 nChanged 24 SP:Iteration 41Q (733.900259 sec): 3 clusters Score: Raw -5026841.343544 + Penalty 3395.926435 = -5023445.417109 nChanged 23 SP:Iteration 42Q (733.995086 sec): 3 clusters Score: Raw -5026847.703131 + Penalty 3395.926435 = -5023451.776696 nChanged 25 SP:Iteration 43Q (734.086758 sec): 3 clusters Score: Raw -5026855.937151 + Penalty 3395.926435 = -5023460.010716 nChanged 25 SP:Iteration 44Q (734.181042 sec): 3 clusters Score: Raw -5026863.978162 + Penalty 3395.926435 = -5023468.051727 nChanged 25 SP:Iteration 45Q (734.274990 sec): 3 clusters Score: Raw -5026872.307381 + Penalty 3395.926435 = -5023476.380946 nChanged 19 SP:Iteration 46Q (734.365434 sec): 3 clusters Score: Raw -5026877.535786 + Penalty 3395.926435 = -5023481.609351 nChanged 18 SP:Iteration 47Q (734.448264 sec): 3 clusters Score: Raw -5026881.501797 + Penalty 3395.926435 = -5023485.575362 nChanged 16 SP:Iteration 48Q (734.543816 sec): 3 clusters Score: Raw -5026886.612002 + Penalty 3395.926435 = -5023490.685567 nChanged 13 SP:Iteration 49Q (734.629399 sec): 3 clusters Score: Raw -5026891.152180 + Penalty 3395.926435 = -5023495.225745 nChanged 15 SP:Iteration 50Q (734.720863 sec): 3 clusters Score: Raw -5026898.139563 + Penalty 3395.926435 = -5023502.213128 nChanged 19 SP:Iteration 51Q (734.813154 sec): 3 clusters Score: Raw -5026905.416365 + Penalty 3395.926435 = -5023509.489930 nChanged 14 SP:Iteration 52Q (734.903717 sec): 3 clusters Score: Raw -5026909.625909 + Penalty 3395.926435 = -5023513.699474 nChanged 11 SP:Iteration 53Q (734.994723 sec): 3 clusters Score: Raw -5026912.314280 + Penalty 3395.926435 = -5023516.387845 nChanged 7 SP:Iteration 54Q (735.088192 sec): 3 clusters Score: Raw -5026915.428620 + Penalty 3395.926435 = -5023519.502185 nChanged 11 SP:Iteration 55Q (735.168487 sec): 3 clusters Score: Raw -5026920.261938 + Penalty 3395.926435 = -5023524.335503 nChanged 11 SP:Iteration 56Q (735.254083 sec): 3 clusters Score: Raw -5026924.241709 + Penalty 3395.926435 = -5023528.315274 nChanged 11 SP:Iteration 57Q (735.359898 sec): 3 clusters Score: Raw -5026927.817081 + Penalty 3395.926435 = -5023531.890646 nChanged 10 SP:Iteration 58Q (735.455105 sec): 3 clusters Score: Raw -5026931.007172 + Penalty 3395.926435 = -5023535.080736 nChanged 8 SP:Iteration 59Q (735.544985 sec): 3 clusters Score: Raw -5026932.966158 + Penalty 3395.926435 = -5023537.039723 nChanged 5 SP:Iteration 60F (735.649529 sec): 3 clusters Score: Raw -5026934.075495 + Penalty 3395.926435 = -5023538.149059 nChanged 0 Iteration 139Q (740.556241 sec): 42 clusters Score: Raw -40022204.062009 + Penalty 83728.825154 = -39938475.236855 nChanged 4442 Iteration 140F (748.026407 sec): 42 clusters Score: Raw -40025635.336209 + Penalty 83728.825154 = -39941906.511054 nChanged 3944 Iteration 141Q (750.796247 sec): 42 clusters Score: Raw -40027524.599322 + Penalty 83728.825154 = -39943795.774168 nChanged 2628 Iteration 142Q (753.614913 sec): 42 clusters Score: Raw -40028615.399707 + Penalty 83728.825154 = -39944886.574553 nChanged 2029 Iteration 143Q (756.224917 sec): 42 clusters Score: Raw -40029207.643874 + Penalty 83728.825154 = -39945478.818720 nChanged 1654 Iteration 144Q (759.030076 sec): 42 clusters Score: Raw -40029546.114805 + Penalty 83728.825154 = -39945817.289651 nChanged 1292 Iteration 145Q (761.822871 sec): 42 clusters Score: Raw -40029777.559398 + Penalty 83728.825154 = -39946048.734243 nChanged 1079 Iteration 146Q (764.717159 sec): 42 clusters Score: Raw -40029929.090290 + Penalty 83728.825154 = -39946200.265135 nChanged 910 Iteration 147Q (767.365132 sec): 42 clusters Score: Raw -40030038.821323 + Penalty 83728.825154 = -39946309.996169 nChanged 769 Iteration 148Q (770.033275 sec): 42 clusters Score: Raw -40030132.648201 + Penalty 83728.825154 = -39946403.823047 nChanged 702 Iteration 149Q (772.778404 sec): 42 clusters Score: Raw -40030204.263739 + Penalty 83728.825154 = -39946475.438584 nChanged 603 Iteration 150Q (775.806617 sec): 42 clusters Score: Raw -40030265.051349 + Penalty 83728.825154 = -39946536.226194 nChanged 548 Iteration 151Q (778.794880 sec): 42 clusters Score: Raw -40030324.504875 + Penalty 83728.825154 = -39946595.679721 nChanged 467 Iteration 152Q (781.466875 sec): 42 clusters Score: Raw -40030374.042161 + Penalty 83728.825154 = -39946645.217007 nChanged 433 Iteration 153Q (784.449354 sec): 42 clusters Score: Raw -40030426.931816 + Penalty 83728.825154 = -39946698.106662 nChanged 405 Iteration 154Q (787.364391 sec): 42 clusters Score: Raw -40030470.930454 + Penalty 83728.825154 = -39946742.105299 nChanged 414 Iteration 155Q (790.177882 sec): 42 clusters Score: Raw -40030513.456146 + Penalty 83728.825154 = -39946784.630992 nChanged 440 Iteration 156Q (792.891244 sec): 42 clusters Score: Raw -40030549.037045 + Penalty 83728.825154 = -39946820.211891 nChanged 409 Iteration 157Q (795.531415 sec): 42 clusters Score: Raw -40030584.675733 + Penalty 83728.825154 = -39946855.850578 nChanged 397 Iteration 158Q (798.515046 sec): 42 clusters Score: Raw -40030612.864226 + Penalty 83728.825154 = -39946884.039072 nChanged 377 Iteration 159Q (801.442373 sec): 42 clusters Score: Raw -40030639.380250 + Penalty 83728.825154 = -39946910.555096 nChanged 368 Iteration 160F (808.966216 sec): 42 clusters Score: Raw -40030767.131614 + Penalty 83728.825154 = -39947038.306459 nChanged 393 Iteration 161Q (811.916053 sec): 42 clusters Score: Raw -40031039.500179 + Penalty 83728.825154 = -39947310.675025 nChanged 410 Iteration 162Q (814.606242 sec): 42 clusters Score: Raw -40031166.918183 + Penalty 83728.825154 = -39947438.093029 nChanged 344 Iteration 163Q (817.583127 sec): 42 clusters Score: Raw -40031241.265695 + Penalty 83728.825154 = -39947512.440541 nChanged 311 Iteration 164Q (820.646789 sec): 42 clusters Score: Raw -40031337.152510 + Penalty 83728.825154 = -39947608.327355 nChanged 276 Iteration 165Q (823.631602 sec): 42 clusters Score: Raw -40031362.264536 + Penalty 83728.825154 = -39947633.439382 nChanged 276 Iteration 166Q (826.473915 sec): 42 clusters Score: Raw -40031385.620411 + Penalty 83728.825154 = -39947656.795257 nChanged 235 Iteration 167Q (829.231500 sec): 42 clusters Score: Raw -40031431.189922 + Penalty 83728.825154 = -39947702.364768 nChanged 202 Iteration 168Q (831.915748 sec): 42 clusters Score: Raw -40031470.004861 + Penalty 83728.825154 = -39947741.179707 nChanged 194 Iteration 169Q (834.940385 sec): 42 clusters Score: Raw -40031482.101613 + Penalty 83728.825154 = -39947753.276459 nChanged 206 Iteration 170Q (837.667180 sec): 42 clusters Score: Raw -40031493.958602 + Penalty 83728.825154 = -39947765.133448 nChanged 187 Iteration 171Q (840.381099 sec): 42 clusters Score: Raw -40031502.170028 + Penalty 83728.825154 = -39947773.344874 nChanged 183 Iteration 172Q (843.324140 sec): 42 clusters Score: Raw -40031510.869362 + Penalty 83728.825154 = -39947782.044207 nChanged 184 Iteration 173Q (846.235823 sec): 42 clusters Score: Raw -40031518.291082 + Penalty 83728.825154 = -39947789.465928 nChanged 175 Iteration 174Q (849.321096 sec): 42 clusters Score: Raw -40031524.900572 + Penalty 83728.825154 = -39947796.075418 nChanged 158 Iteration 175Q (851.922756 sec): 42 clusters Score: Raw -40031531.427842 + Penalty 83728.825154 = -39947802.602688 nChanged 150 Iteration 176Q (854.846489 sec): 42 clusters Score: Raw -40031536.755884 + Penalty 83728.825154 = -39947807.930730 nChanged 123 Iteration 177Q (857.578243 sec): 42 clusters Score: Raw -40031540.707279 + Penalty 83728.825154 = -39947811.882125 nChanged 99 Iteration 178Q (860.584491 sec): 42 clusters Score: Raw -40031543.737111 + Penalty 83728.825154 = -39947814.911957 nChanged 110 Writing temp clu file Because OldScore, -39947811.882125, is greater than current (better) Score,-39947814.911957 Compute initial score before splitting: Score: Raw -40031543.737111 + Penalty 83728.825154 = -39947814.911957 Trying to split cluster 1 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (860.697609 sec): 2 clusters Score: Raw -72023.499930 + Penalty 1024.175584 = -70999.324346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (860.745832 sec): 3 clusters Score: Raw -72003.531344 + Penalty 2048.351167 = -69955.180176 nChanged 146 SP:Iteration 1F (860.783278 sec): 3 clusters Score: Raw -72286.302204 + Penalty 2048.351167 = -70237.951037 nChanged 62 SP:Iteration 2F (860.838552 sec): 3 clusters Score: Raw -72483.969155 + Penalty 2048.351167 = -70435.617988 nChanged 43 SP:Iteration 3F (860.889480 sec): 3 clusters Score: Raw -72661.143034 + Penalty 2048.351167 = -70612.791867 nChanged 24 SP:Iteration 4Q (860.938829 sec): 3 clusters Score: Raw -72747.959515 + Penalty 2048.351167 = -70699.608348 nChanged 17 SP:Iteration 5Q (860.994064 sec): 3 clusters Score: Raw -72830.349437 + Penalty 2048.351167 = -70781.998270 nChanged 16 SP:Iteration 6Q (861.040880 sec): 3 clusters Score: Raw -72898.508193 + Penalty 2048.351167 = -70850.157026 nChanged 7 SP:Iteration 7Q (861.083773 sec): 3 clusters Score: Raw -72919.499163 + Penalty 2048.351167 = -70871.147996 nChanged 3 SP:Iteration 8Q (861.134244 sec): 3 clusters Score: Raw -72925.006363 + Penalty 2048.351167 = -70876.655195 nChanged 3 SP:Iteration 9Q (861.175462 sec): 3 clusters Score: Raw -72936.855617 + Penalty 2048.351167 = -70888.504450 nChanged 2 SP:Iteration 10Q (861.226663 sec): 3 clusters Score: Raw -72941.731796 + Penalty 2048.351167 = -70893.380629 nChanged 2 SP:Iteration 11Q (861.264696 sec): 3 clusters Score: Raw -72951.199581 + Penalty 2048.351167 = -70902.848414 nChanged 2 SP:Iteration 12Q (861.309124 sec): 3 clusters Score: Raw -72955.907225 + Penalty 2048.351167 = -70907.556058 nChanged 2 SP:Iteration 13Q (861.359029 sec): 3 clusters Score: Raw -72962.609653 + Penalty 2048.351167 = -70914.258485 nChanged 0 SP:Iteration 14F (861.397438 sec): 3 clusters Score: Raw -72963.723280 + Penalty 2048.351167 = -70915.372113 nChanged 1 SP:Iteration 15Q (861.444803 sec): 3 clusters Score: Raw -72971.524193 + Penalty 2048.351167 = -70923.173026 nChanged 1 SP:Iteration 16Q (861.490035 sec): 3 clusters Score: Raw -72973.168166 + Penalty 2048.351167 = -70924.816999 nChanged 0 SP:Iteration 17F (861.532205 sec): 3 clusters Score: Raw -72973.168166 + Penalty 2048.351167 = -70924.816999 nChanged 0 Trying to split cluster 2 (5616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (861.566266 sec): 2 clusters Score: Raw -787601.574707 + Penalty 1402.923429 = -786198.651278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (861.621946 sec): 3 clusters Score: Raw -784627.789769 + Penalty 2805.846857 = -781821.942912 nChanged 2330 SP:Iteration 1F (861.678071 sec): 3 clusters Score: Raw -786022.059498 + Penalty 2805.846857 = -783216.212641 nChanged 430 SP:Iteration 2F (861.723110 sec): 3 clusters Score: Raw -786310.021056 + Penalty 2805.846857 = -783504.174199 nChanged 362 SP:Iteration 3F (861.775287 sec): 3 clusters Score: Raw -786573.273828 + Penalty 2805.846857 = -783767.426970 nChanged 320 SP:Iteration 4F (861.846233 sec): 3 clusters Score: Raw -786847.323849 + Penalty 2805.846857 = -784041.476992 nChanged 341 SP:Iteration 5F (861.888591 sec): 3 clusters Score: Raw -787171.886060 + Penalty 2805.846857 = -784366.039202 nChanged 302 SP:Iteration 6F (861.954779 sec): 3 clusters Score: Raw -787402.039917 + Penalty 2805.846857 = -784596.193059 nChanged 257 SP:Iteration 7Q (862.010034 sec): 3 clusters Score: Raw -787567.829281 + Penalty 2805.846857 = -784761.982423 nChanged 167 SP:Iteration 8Q (862.058597 sec): 3 clusters Score: Raw -787643.136883 + Penalty 2805.846857 = -784837.290026 nChanged 127 SP:Iteration 9Q (862.123225 sec): 3 clusters Score: Raw -787693.926476 + Penalty 2805.846857 = -784888.079619 nChanged 100 SP:Iteration 10Q (862.172773 sec): 3 clusters Score: Raw -787730.143947 + Penalty 2805.846857 = -784924.297090 nChanged 80 SP:Iteration 11Q (862.222981 sec): 3 clusters Score: Raw -787757.095382 + Penalty 2805.846857 = -784951.248525 nChanged 72 SP:Iteration 12Q (862.282575 sec): 3 clusters Score: Raw -787781.196361 + Penalty 2805.846857 = -784975.349504 nChanged 78 SP:Iteration 13Q (862.341135 sec): 3 clusters Score: Raw -787809.303674 + Penalty 2805.846857 = -785003.456817 nChanged 78 SP:Iteration 14Q (862.396058 sec): 3 clusters Score: Raw -787837.558182 + Penalty 2805.846857 = -785031.711325 nChanged 60 SP:Iteration 15Q (862.453544 sec): 3 clusters Score: Raw -787856.427026 + Penalty 2805.846857 = -785050.580169 nChanged 47 SP:Iteration 16Q (862.507165 sec): 3 clusters Score: Raw -787867.319358 + Penalty 2805.846857 = -785061.472500 nChanged 43 SP:Iteration 17Q (862.556629 sec): 3 clusters Score: Raw -787875.509332 + Penalty 2805.846857 = -785069.662475 nChanged 43 SP:Iteration 18Q (862.611220 sec): 3 clusters Score: Raw -787888.538570 + Penalty 2805.846857 = -785082.691713 nChanged 36 SP:Iteration 19Q (862.679620 sec): 3 clusters Score: Raw -787900.384303 + Penalty 2805.846857 = -785094.537446 nChanged 41 SP:Iteration 20F (862.736258 sec): 3 clusters Score: Raw -787912.067248 + Penalty 2805.846857 = -785106.220391 nChanged 39 SP:Iteration 21Q (862.797669 sec): 3 clusters Score: Raw -787923.169947 + Penalty 2805.846857 = -785117.323090 nChanged 45 SP:Iteration 22Q (862.839301 sec): 3 clusters Score: Raw -787937.474227 + Penalty 2805.846857 = -785131.627370 nChanged 44 SP:Iteration 23Q (862.892589 sec): 3 clusters Score: Raw -787949.790711 + Penalty 2805.846857 = -785143.943853 nChanged 35 SP:Iteration 24Q (862.947075 sec): 3 clusters Score: Raw -787960.033718 + Penalty 2805.846857 = -785154.186861 nChanged 36 SP:Iteration 25Q (863.009006 sec): 3 clusters Score: Raw -787971.762861 + Penalty 2805.846857 = -785165.916004 nChanged 36 SP:Iteration 26Q (863.055594 sec): 3 clusters Score: Raw -787982.016048 + Penalty 2805.846857 = -785176.169190 nChanged 29 SP:Iteration 27Q (863.120108 sec): 3 clusters Score: Raw -787990.216913 + Penalty 2805.846857 = -785184.370056 nChanged 32 SP:Iteration 28Q (863.177512 sec): 3 clusters Score: Raw -787998.986326 + Penalty 2805.846857 = -785193.139469 nChanged 27 SP:Iteration 29Q (863.222341 sec): 3 clusters Score: Raw -788007.567586 + Penalty 2805.846857 = -785201.720729 nChanged 25 SP:Iteration 30Q (863.281609 sec): 3 clusters Score: Raw -788015.479047 + Penalty 2805.846857 = -785209.632190 nChanged 22 SP:Iteration 31Q (863.337206 sec): 3 clusters Score: Raw -788021.845889 + Penalty 2805.846857 = -785215.999031 nChanged 19 SP:Iteration 32Q (863.386847 sec): 3 clusters Score: Raw -788025.364086 + Penalty 2805.846857 = -785219.517228 nChanged 17 SP:Iteration 33Q (863.451305 sec): 3 clusters Score: Raw -788028.970491 + Penalty 2805.846857 = -785223.123634 nChanged 16 SP:Iteration 34Q (863.497061 sec): 3 clusters Score: Raw -788032.120811 + Penalty 2805.846857 = -785226.273954 nChanged 17 SP:Iteration 35Q (863.556944 sec): 3 clusters Score: Raw -788035.446702 + Penalty 2805.846857 = -785229.599844 nChanged 10 SP:Iteration 36Q (863.617021 sec): 3 clusters Score: Raw -788037.190147 + Penalty 2805.846857 = -785231.343290 nChanged 8 SP:Iteration 37Q (863.668974 sec): 3 clusters Score: Raw -788038.518587 + Penalty 2805.846857 = -785232.671730 nChanged 7 SP:Iteration 38Q (863.723813 sec): 3 clusters Score: Raw -788039.995029 + Penalty 2805.846857 = -785234.148172 nChanged 9 SP:Iteration 39Q (863.770594 sec): 3 clusters Score: Raw -788042.232721 + Penalty 2805.846857 = -785236.385864 nChanged 9 SP:Iteration 40F (863.836069 sec): 3 clusters Score: Raw -788044.314207 + Penalty 2805.846857 = -785238.467350 nChanged 8 SP:Iteration 41Q (863.885753 sec): 3 clusters Score: Raw -788045.922722 + Penalty 2805.846857 = -785240.075864 nChanged 11 SP:Iteration 42Q (863.943044 sec): 3 clusters Score: Raw -788049.599057 + Penalty 2805.846857 = -785243.752200 nChanged 12 SP:Iteration 43Q (863.988649 sec): 3 clusters Score: Raw -788052.597769 + Penalty 2805.846857 = -785246.750911 nChanged 11 SP:Iteration 44Q (864.053313 sec): 3 clusters Score: Raw -788055.737140 + Penalty 2805.846857 = -785249.890282 nChanged 12 SP:Iteration 45Q (864.111923 sec): 3 clusters Score: Raw -788058.077733 + Penalty 2805.846857 = -785252.230876 nChanged 7 SP:Iteration 46Q (864.171436 sec): 3 clusters Score: Raw -788059.115011 + Penalty 2805.846857 = -785253.268154 nChanged 4 SP:Iteration 47Q (864.227558 sec): 3 clusters Score: Raw -788059.733758 + Penalty 2805.846857 = -785253.886900 nChanged 5 SP:Iteration 48Q (864.276351 sec): 3 clusters Score: Raw -788060.341616 + Penalty 2805.846857 = -785254.494758 nChanged 5 SP:Iteration 49Q (864.345391 sec): 3 clusters Score: Raw -788061.633693 + Penalty 2805.846857 = -785255.786836 nChanged 9 SP:Iteration 50Q (864.389747 sec): 3 clusters Score: Raw -788064.282027 + Penalty 2805.846857 = -785258.435170 nChanged 11 SP:Iteration 51Q (864.440634 sec): 3 clusters Score: Raw -788067.375006 + Penalty 2805.846857 = -785261.528149 nChanged 13 SP:Iteration 52Q (864.498159 sec): 3 clusters Score: Raw -788070.669545 + Penalty 2805.846857 = -785264.822688 nChanged 11 SP:Iteration 53Q (864.549437 sec): 3 clusters Score: Raw -788073.125338 + Penalty 2805.846857 = -785267.278480 nChanged 15 SP:Iteration 54Q (864.602444 sec): 3 clusters Score: Raw -788076.111993 + Penalty 2805.846857 = -785270.265136 nChanged 13 SP:Iteration 55Q (864.656162 sec): 3 clusters Score: Raw -788080.865380 + Penalty 2805.846857 = -785275.018523 nChanged 18 SP:Iteration 56Q (864.706220 sec): 3 clusters Score: Raw -788085.244607 + Penalty 2805.846857 = -785279.397750 nChanged 16 SP:Iteration 57Q (864.769485 sec): 3 clusters Score: Raw -788091.493874 + Penalty 2805.846857 = -785285.647017 nChanged 21 SP:Iteration 58Q (864.826405 sec): 3 clusters Score: Raw -788101.131342 + Penalty 2805.846857 = -785295.284485 nChanged 24 SP:Iteration 59Q (864.868929 sec): 3 clusters Score: Raw -788111.457210 + Penalty 2805.846857 = -785305.610353 nChanged 28 SP:Iteration 60F (864.920778 sec): 3 clusters Score: Raw -788125.320973 + Penalty 2805.846857 = -785319.474115 nChanged 35 SP:Iteration 61Q (864.971009 sec): 3 clusters Score: Raw -788137.530340 + Penalty 2805.846857 = -785331.683483 nChanged 29 SP:Iteration 62Q (865.041378 sec): 3 clusters Score: Raw -788150.688393 + Penalty 2805.846857 = -785344.841535 nChanged 32 SP:Iteration 63Q (865.098859 sec): 3 clusters Score: Raw -788165.897036 + Penalty 2805.846857 = -785360.050179 nChanged 15 SP:Iteration 64Q (865.158645 sec): 3 clusters Score: Raw -788170.115465 + Penalty 2805.846857 = -785364.268607 nChanged 17 SP:Iteration 65Q (865.208590 sec): 3 clusters Score: Raw -788176.647390 + Penalty 2805.846857 = -785370.800533 nChanged 12 SP:Iteration 66Q (865.273445 sec): 3 clusters Score: Raw -788179.749388 + Penalty 2805.846857 = -785373.902531 nChanged 7 SP:Iteration 67Q (865.322690 sec): 3 clusters Score: Raw -788181.333186 + Penalty 2805.846857 = -785375.486328 nChanged 2 SP:Iteration 68Q (865.378813 sec): 3 clusters Score: Raw -788181.604383 + Penalty 2805.846857 = -785375.757525 nChanged 2 SP:Iteration 69Q (865.443601 sec): 3 clusters Score: Raw -788182.290051 + Penalty 2805.846857 = -785376.443193 nChanged 3 SP:Iteration 70Q (865.490346 sec): 3 clusters Score: Raw -788183.424337 + Penalty 2805.846857 = -785377.577480 nChanged 3 SP:Iteration 71Q (865.540075 sec): 3 clusters Score: Raw -788184.092216 + Penalty 2805.846857 = -785378.245358 nChanged 2 SP:Iteration 72Q (865.607873 sec): 3 clusters Score: Raw -788184.742108 + Penalty 2805.846857 = -785378.895251 nChanged 4 SP:Iteration 73Q (865.665328 sec): 3 clusters Score: Raw -788185.442110 + Penalty 2805.846857 = -785379.595253 nChanged 5 SP:Iteration 74Q (865.721220 sec): 3 clusters Score: Raw -788187.047788 + Penalty 2805.846857 = -785381.200931 nChanged 3 SP:Iteration 75Q (865.778422 sec): 3 clusters Score: Raw -788187.660282 + Penalty 2805.846857 = -785381.813425 nChanged 4 SP:Iteration 76Q (865.833110 sec): 3 clusters Score: Raw -788188.973870 + Penalty 2805.846857 = -785383.127012 nChanged 5 SP:Iteration 77Q (865.889393 sec): 3 clusters Score: Raw -788190.651929 + Penalty 2805.846857 = -785384.805071 nChanged 7 SP:Iteration 78Q (865.933636 sec): 3 clusters Score: Raw -788192.344987 + Penalty 2805.846857 = -785386.498130 nChanged 3 SP:Iteration 79Q (865.983574 sec): 3 clusters Score: Raw -788192.923157 + Penalty 2805.846857 = -785387.076300 nChanged 1 SP:Iteration 80F (866.041364 sec): 3 clusters Score: Raw -788193.001122 + Penalty 2805.846857 = -785387.154264 nChanged 1 SP:Iteration 81Q (866.089699 sec): 3 clusters Score: Raw -788193.119098 + Penalty 2805.846857 = -785387.272241 nChanged 2 SP:Iteration 82Q (866.148339 sec): 3 clusters Score: Raw -788193.708432 + Penalty 2805.846857 = -785387.861574 nChanged 0 SP:Iteration 83F (866.199830 sec): 3 clusters Score: Raw -788193.708432 + Penalty 2805.846857 = -785387.861574 nChanged 0 Trying to split cluster 3 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (866.232141 sec): 2 clusters Score: Raw -15578.755592 + Penalty 873.482741 = -14705.272851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (866.280177 sec): 3 clusters Score: Raw -15844.582366 + Penalty 1746.965482 = -14097.616884 nChanged 45 SP:Iteration 1F (866.320208 sec): 3 clusters Score: Raw -16079.653003 + Penalty 1746.965482 = -14332.687521 nChanged 11 SP:Iteration 2F (866.374265 sec): 3 clusters Score: Raw -16218.558264 + Penalty 1746.965482 = -14471.592782 nChanged 3 SP:Iteration 3Q (866.423585 sec): 3 clusters Score: Raw -16240.097412 + Penalty 1746.965482 = -14493.131930 nChanged 6 SP:Iteration 4Q (866.462755 sec): 3 clusters Score: Raw -16289.978261 + Penalty 1746.965482 = -14543.012778 nChanged 1 SP:Iteration 5Q (866.515180 sec): 3 clusters Score: Raw -16292.965805 + Penalty 1746.965482 = -14546.000322 nChanged 2 SP:Iteration 6Q (866.555787 sec): 3 clusters Score: Raw -16313.677190 + Penalty 1746.965482 = -14566.711707 nChanged 1 SP:Iteration 7Q (866.598491 sec): 3 clusters Score: Raw -16328.269511 + Penalty 1746.965482 = -14581.304029 nChanged 1 SP:Iteration 8Q (866.646247 sec): 3 clusters Score: Raw -16333.925839 + Penalty 1746.965482 = -14586.960356 nChanged 1 SP:Iteration 9Q (866.692804 sec): 3 clusters Score: Raw -16340.208074 + Penalty 1746.965482 = -14593.242592 nChanged 0 SP:Iteration 10F (866.737655 sec): 3 clusters Score: Raw -16347.667958 + Penalty 1746.965482 = -14600.702475 nChanged 2 SP:Iteration 11Q (866.792844 sec): 3 clusters Score: Raw -16391.123412 + Penalty 1746.965482 = -14644.157929 nChanged 5 SP:Iteration 12Q (866.840648 sec): 3 clusters Score: Raw -16450.717305 + Penalty 1746.965482 = -14703.751823 nChanged 0 SP:Iteration 13F (866.873058 sec): 3 clusters Score: Raw -16450.717305 + Penalty 1746.965482 = -14703.751823 nChanged 0 Trying to split cluster 4 (1617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (866.911297 sec): 2 clusters Score: Raw -246002.834930 + Penalty 1200.603277 = -244802.231653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (866.958092 sec): 3 clusters Score: Raw -245378.341946 + Penalty 2401.206554 = -242977.135392 nChanged 534 SP:Iteration 1F (867.003724 sec): 3 clusters Score: Raw -245738.127562 + Penalty 2401.206554 = -243336.921008 nChanged 109 SP:Iteration 2F (867.055331 sec): 3 clusters Score: Raw -245818.037591 + Penalty 2401.206554 = -243416.831037 nChanged 67 SP:Iteration 3Q (867.095835 sec): 3 clusters Score: Raw -245880.730449 + Penalty 2401.206554 = -243479.523895 nChanged 64 SP:Iteration 4Q (867.148278 sec): 3 clusters Score: Raw -245928.818964 + Penalty 2401.206554 = -243527.612410 nChanged 37 SP:Iteration 5Q (867.192117 sec): 3 clusters Score: Raw -245952.836117 + Penalty 2401.206554 = -243551.629562 nChanged 28 SP:Iteration 6Q (867.243167 sec): 3 clusters Score: Raw -245973.933349 + Penalty 2401.206554 = -243572.726794 nChanged 27 SP:Iteration 7Q (867.295840 sec): 3 clusters Score: Raw -245991.937012 + Penalty 2401.206554 = -243590.730457 nChanged 23 SP:Iteration 8Q (867.339980 sec): 3 clusters Score: Raw -246007.445341 + Penalty 2401.206554 = -243606.238786 nChanged 15 SP:Iteration 9Q (867.390496 sec): 3 clusters Score: Raw -246017.728240 + Penalty 2401.206554 = -243616.521686 nChanged 14 SP:Iteration 10Q (867.443036 sec): 3 clusters Score: Raw -246030.423086 + Penalty 2401.206554 = -243629.216532 nChanged 17 SP:Iteration 11Q (867.495978 sec): 3 clusters Score: Raw -246044.556634 + Penalty 2401.206554 = -243643.350080 nChanged 20 SP:Iteration 12Q (867.539095 sec): 3 clusters Score: Raw -246056.910984 + Penalty 2401.206554 = -243655.704429 nChanged 9 SP:Iteration 13Q (867.589184 sec): 3 clusters Score: Raw -246064.198125 + Penalty 2401.206554 = -243662.991571 nChanged 8 SP:Iteration 14Q (867.642202 sec): 3 clusters Score: Raw -246066.728999 + Penalty 2401.206554 = -243665.522445 nChanged 4 SP:Iteration 15Q (867.693647 sec): 3 clusters Score: Raw -246067.575802 + Penalty 2401.206554 = -243666.369248 nChanged 0 SP:Iteration 16F (867.738179 sec): 3 clusters Score: Raw -246067.575802 + Penalty 2401.206554 = -243666.369248 nChanged 0 Trying to split cluster 5 (1517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (867.771083 sec): 2 clusters Score: Raw -199638.726602 + Penalty 1190.229622 = -198448.496980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (867.815625 sec): 3 clusters Score: Raw -199090.886786 + Penalty 2380.459243 = -196710.427542 nChanged 537 SP:Iteration 1F (867.873960 sec): 3 clusters Score: Raw -199534.973308 + Penalty 2380.459243 = -197154.514065 nChanged 127 SP:Iteration 2F (867.912179 sec): 3 clusters Score: Raw -199674.246809 + Penalty 2380.459243 = -197293.787566 nChanged 103 SP:Iteration 3F (867.960618 sec): 3 clusters Score: Raw -199829.480556 + Penalty 2380.459243 = -197449.021313 nChanged 94 SP:Iteration 4F (868.008223 sec): 3 clusters Score: Raw -199960.488759 + Penalty 2380.459243 = -197580.029516 nChanged 77 SP:Iteration 5F (868.054953 sec): 3 clusters Score: Raw -200071.536443 + Penalty 2380.459243 = -197691.077200 nChanged 75 SP:Iteration 6Q (868.100029 sec): 3 clusters Score: Raw -200203.162783 + Penalty 2380.459243 = -197822.703539 nChanged 77 SP:Iteration 7F (868.143722 sec): 3 clusters Score: Raw -200315.187354 + Penalty 2380.459243 = -197934.728110 nChanged 76 SP:Iteration 8F (868.192530 sec): 3 clusters Score: Raw -200476.916667 + Penalty 2380.459243 = -198096.457424 nChanged 80 SP:Iteration 9F (868.245199 sec): 3 clusters Score: Raw -200694.965272 + Penalty 2380.459243 = -198314.506029 nChanged 78 SP:Iteration 10F (868.294268 sec): 3 clusters Score: Raw -200903.925603 + Penalty 2380.459243 = -198523.466360 nChanged 71 SP:Iteration 11Q (868.340692 sec): 3 clusters Score: Raw -201055.295039 + Penalty 2380.459243 = -198674.835796 nChanged 52 SP:Iteration 12Q (868.394790 sec): 3 clusters Score: Raw -201136.509320 + Penalty 2380.459243 = -198756.050077 nChanged 29 SP:Iteration 13Q (868.445375 sec): 3 clusters Score: Raw -201163.298596 + Penalty 2380.459243 = -198782.839353 nChanged 7 SP:Iteration 14Q (868.483915 sec): 3 clusters Score: Raw -201167.555196 + Penalty 2380.459243 = -198787.095953 nChanged 2 SP:Iteration 15Q (868.528426 sec): 3 clusters Score: Raw -201168.382666 + Penalty 2380.459243 = -198787.923423 nChanged 1 SP:Iteration 16Q (868.577200 sec): 3 clusters Score: Raw -201168.651277 + Penalty 2380.459243 = -198788.192034 nChanged 0 SP:Iteration 17F (868.634122 sec): 3 clusters Score: Raw -201168.651277 + Penalty 2380.459243 = -198788.192034 nChanged 0 Score: Raw -40033076.473588 + Penalty 85770.991621 = -39947305.481967 Splitting cluster 5 changes total score from -39947814.911957 to -39947305.481967 So it's not getting split. Trying to split cluster 6 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (876.387478 sec): 2 clusters Score: Raw -14878.420514 + Penalty 856.862428 = -14021.558086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (876.431100 sec): 3 clusters Score: Raw -15199.711893 + Penalty 1713.724857 = -13485.987037 nChanged 44 SP:Iteration 1F (876.476637 sec): 3 clusters Score: Raw -15377.916191 + Penalty 1713.724857 = -13664.191334 nChanged 11 SP:Iteration 2F (876.520433 sec): 3 clusters Score: Raw -15455.619799 + Penalty 1713.724857 = -13741.894942 nChanged 5 SP:Iteration 3Q (876.569929 sec): 3 clusters Score: Raw -15474.867943 + Penalty 1713.724857 = -13761.143087 nChanged 1 SP:Iteration 4Q (876.604756 sec): 3 clusters Score: Raw -15489.999877 + Penalty 1713.724857 = -13776.275020 nChanged 3 SP:Iteration 5Q (876.657527 sec): 3 clusters Score: Raw -15549.003628 + Penalty 1713.724857 = -13835.278772 nChanged 8 SP:Iteration 6Q (876.703245 sec): 3 clusters Score: Raw -15564.472280 + Penalty 1713.724857 = -13850.747424 nChanged 7 SP:Iteration 7Q (876.740344 sec): 3 clusters Score: Raw -15572.021220 + Penalty 1713.724857 = -13858.296363 nChanged 3 SP:Iteration 8Q (876.795975 sec): 3 clusters Score: Raw -15574.954460 + Penalty 1713.724857 = -13861.229604 nChanged 2 SP:Iteration 9Q (876.838120 sec): 3 clusters Score: Raw -15576.489272 + Penalty 1713.724857 = -13862.764415 nChanged 0 SP:Iteration 10F (876.870440 sec): 3 clusters Score: Raw -15576.489272 + Penalty 1713.724857 = -13862.764415 nChanged 0 Trying to split cluster 7 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (876.901055 sec): 2 clusters Score: Raw -26257.154206 + Penalty 909.140599 = -25348.013607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (876.950796 sec): 3 clusters Score: Raw -26417.349658 + Penalty 1818.281198 = -24599.068460 nChanged 54 SP:Iteration 1F (876.998390 sec): 3 clusters Score: Raw -26625.731819 + Penalty 1818.281198 = -24807.450621 nChanged 23 SP:Iteration 2F (877.038745 sec): 3 clusters Score: Raw -26765.328416 + Penalty 1818.281198 = -24947.047218 nChanged 10 SP:Iteration 3Q (877.084087 sec): 3 clusters Score: Raw -26866.949765 + Penalty 1818.281198 = -25048.668567 nChanged 5 SP:Iteration 4Q (877.125884 sec): 3 clusters Score: Raw -26883.504036 + Penalty 1818.281198 = -25065.222837 nChanged 2 SP:Iteration 5Q (877.179900 sec): 3 clusters Score: Raw -26887.897014 + Penalty 1818.281198 = -25069.615815 nChanged 1 SP:Iteration 6Q (877.226000 sec): 3 clusters Score: Raw -26890.076690 + Penalty 1818.281198 = -25071.795492 nChanged 0 SP:Iteration 7F (877.274688 sec): 3 clusters Score: Raw -26890.076690 + Penalty 1818.281198 = -25071.795492 nChanged 0 Trying to split cluster 8 (3264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (877.308443 sec): 2 clusters Score: Raw -437112.066829 + Penalty 1314.740166 = -435797.326663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (877.357854 sec): 3 clusters Score: Raw -435574.488630 + Penalty 2629.480333 = -432945.008297 nChanged 1241 SP:Iteration 1F (877.404302 sec): 3 clusters Score: Raw -436255.645131 + Penalty 2629.480333 = -433626.164798 nChanged 264 SP:Iteration 2F (877.446102 sec): 3 clusters Score: Raw -436458.098935 + Penalty 2629.480333 = -433828.618602 nChanged 199 SP:Iteration 3F (877.508804 sec): 3 clusters Score: Raw -436657.983443 + Penalty 2629.480333 = -434028.503110 nChanged 177 SP:Iteration 4F (877.560054 sec): 3 clusters Score: Raw -436859.846698 + Penalty 2629.480333 = -434230.366365 nChanged 170 SP:Iteration 5F (877.611783 sec): 3 clusters Score: Raw -437006.500224 + Penalty 2629.480333 = -434377.019891 nChanged 153 SP:Iteration 6Q (877.663904 sec): 3 clusters Score: Raw -437123.622674 + Penalty 2629.480333 = -434494.142342 nChanged 141 SP:Iteration 7Q (877.718043 sec): 3 clusters Score: Raw -437235.304993 + Penalty 2629.480333 = -434605.824660 nChanged 138 SP:Iteration 8Q (877.768470 sec): 3 clusters Score: Raw -437344.059379 + Penalty 2629.480333 = -434714.579046 nChanged 119 SP:Iteration 9Q (877.814134 sec): 3 clusters Score: Raw -437427.575952 + Penalty 2629.480333 = -434798.095619 nChanged 102 SP:Iteration 10Q (877.863268 sec): 3 clusters Score: Raw -437486.174430 + Penalty 2629.480333 = -434856.694097 nChanged 81 SP:Iteration 11Q (877.912512 sec): 3 clusters Score: Raw -437530.818732 + Penalty 2629.480333 = -434901.338400 nChanged 69 SP:Iteration 12Q (877.952164 sec): 3 clusters Score: Raw -437568.478694 + Penalty 2629.480333 = -434938.998361 nChanged 62 SP:Iteration 13Q (877.999241 sec): 3 clusters Score: Raw -437620.582199 + Penalty 2629.480333 = -434991.101866 nChanged 60 SP:Iteration 14Q (878.052363 sec): 3 clusters Score: Raw -437668.020258 + Penalty 2629.480333 = -435038.539925 nChanged 62 SP:Iteration 15Q (878.095430 sec): 3 clusters Score: Raw -437709.211710 + Penalty 2629.480333 = -435079.731378 nChanged 46 SP:Iteration 16Q (878.141494 sec): 3 clusters Score: Raw -437741.449151 + Penalty 2629.480333 = -435111.968818 nChanged 45 SP:Iteration 17Q (878.191141 sec): 3 clusters Score: Raw -437773.796458 + Penalty 2629.480333 = -435144.316125 nChanged 26 SP:Iteration 18Q (878.235593 sec): 3 clusters Score: Raw -437791.546849 + Penalty 2629.480333 = -435162.066516 nChanged 28 SP:Iteration 19Q (878.283710 sec): 3 clusters Score: Raw -437818.593427 + Penalty 2629.480333 = -435189.113094 nChanged 32 SP:Iteration 20F (878.336090 sec): 3 clusters Score: Raw -437856.609447 + Penalty 2629.480333 = -435227.129114 nChanged 33 SP:Iteration 21Q (878.388638 sec): 3 clusters Score: Raw -437885.698168 + Penalty 2629.480333 = -435256.217835 nChanged 26 SP:Iteration 22Q (878.432816 sec): 3 clusters Score: Raw -437898.223441 + Penalty 2629.480333 = -435268.743108 nChanged 22 SP:Iteration 23Q (878.480126 sec): 3 clusters Score: Raw -437908.844084 + Penalty 2629.480333 = -435279.363752 nChanged 17 SP:Iteration 24Q (878.523073 sec): 3 clusters Score: Raw -437917.940947 + Penalty 2629.480333 = -435288.460614 nChanged 10 SP:Iteration 25Q (878.571915 sec): 3 clusters Score: Raw -437923.666138 + Penalty 2629.480333 = -435294.185805 nChanged 9 SP:Iteration 26Q (878.627216 sec): 3 clusters Score: Raw -437927.392975 + Penalty 2629.480333 = -435297.912642 nChanged 8 SP:Iteration 27Q (878.675113 sec): 3 clusters Score: Raw -437930.711657 + Penalty 2629.480333 = -435301.231324 nChanged 6 SP:Iteration 28Q (878.717343 sec): 3 clusters Score: Raw -437934.840776 + Penalty 2629.480333 = -435305.360443 nChanged 10 SP:Iteration 29Q (878.764885 sec): 3 clusters Score: Raw -437938.680597 + Penalty 2629.480333 = -435309.200264 nChanged 6 SP:Iteration 30Q (878.819666 sec): 3 clusters Score: Raw -437940.970044 + Penalty 2629.480333 = -435311.489711 nChanged 3 SP:Iteration 31Q (878.861365 sec): 3 clusters Score: Raw -437942.015824 + Penalty 2629.480333 = -435312.535491 nChanged 3 SP:Iteration 32Q (878.910495 sec): 3 clusters Score: Raw -437944.172803 + Penalty 2629.480333 = -435314.692470 nChanged 4 SP:Iteration 33Q (878.957733 sec): 3 clusters Score: Raw -437945.914733 + Penalty 2629.480333 = -435316.434400 nChanged 0 SP:Iteration 34F (879.011599 sec): 3 clusters Score: Raw -437945.914733 + Penalty 2629.480333 = -435316.434400 nChanged 0 Trying to split cluster 9 (5715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (879.050307 sec): 2 clusters Score: Raw -818483.051690 + Penalty 1405.763056 = -817077.288634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (879.099546 sec): 3 clusters Score: Raw -815499.725822 + Penalty 2811.526112 = -812688.199710 nChanged 2288 SP:Iteration 1F (879.145597 sec): 3 clusters Score: Raw -816890.102703 + Penalty 2811.526112 = -814078.576591 nChanged 517 SP:Iteration 2F (879.201804 sec): 3 clusters Score: Raw -817299.783585 + Penalty 2811.526112 = -814488.257472 nChanged 453 SP:Iteration 3F (879.255320 sec): 3 clusters Score: Raw -817690.027433 + Penalty 2811.526112 = -814878.501321 nChanged 380 SP:Iteration 4F (879.314375 sec): 3 clusters Score: Raw -817995.253928 + Penalty 2811.526112 = -815183.727816 nChanged 293 SP:Iteration 5F (879.371175 sec): 3 clusters Score: Raw -818221.827465 + Penalty 2811.526112 = -815410.301353 nChanged 214 SP:Iteration 6Q (879.420571 sec): 3 clusters Score: Raw -818379.066826 + Penalty 2811.526112 = -815567.540714 nChanged 161 SP:Iteration 7Q (879.482383 sec): 3 clusters Score: Raw -818487.939630 + Penalty 2811.526112 = -815676.413518 nChanged 119 SP:Iteration 8Q (879.536966 sec): 3 clusters Score: Raw -818555.527122 + Penalty 2811.526112 = -815744.001009 nChanged 89 SP:Iteration 9Q (879.590707 sec): 3 clusters Score: Raw -818606.351950 + Penalty 2811.526112 = -815794.825837 nChanged 61 SP:Iteration 10Q (879.651952 sec): 3 clusters Score: Raw -818634.488002 + Penalty 2811.526112 = -815822.961890 nChanged 48 SP:Iteration 11Q (879.702339 sec): 3 clusters Score: Raw -818659.894106 + Penalty 2811.526112 = -815848.367993 nChanged 33 SP:Iteration 12Q (879.763557 sec): 3 clusters Score: Raw -818678.882421 + Penalty 2811.526112 = -815867.356309 nChanged 38 SP:Iteration 13Q (879.817055 sec): 3 clusters Score: Raw -818695.614740 + Penalty 2811.526112 = -815884.088628 nChanged 32 SP:Iteration 14Q (879.864227 sec): 3 clusters Score: Raw -818712.911318 + Penalty 2811.526112 = -815901.385206 nChanged 30 SP:Iteration 15Q (879.914669 sec): 3 clusters Score: Raw -818729.116384 + Penalty 2811.526112 = -815917.590272 nChanged 27 SP:Iteration 16Q (879.980024 sec): 3 clusters Score: Raw -818742.204231 + Penalty 2811.526112 = -815930.678118 nChanged 24 SP:Iteration 17Q (880.036420 sec): 3 clusters Score: Raw -818758.742904 + Penalty 2811.526112 = -815947.216792 nChanged 25 SP:Iteration 18Q (880.087138 sec): 3 clusters Score: Raw -818770.886084 + Penalty 2811.526112 = -815959.359971 nChanged 14 SP:Iteration 19Q (880.145329 sec): 3 clusters Score: Raw -818777.363346 + Penalty 2811.526112 = -815965.837234 nChanged 13 SP:Iteration 20F (880.198565 sec): 3 clusters Score: Raw -818785.492108 + Penalty 2811.526112 = -815973.965996 nChanged 17 SP:Iteration 21Q (880.259775 sec): 3 clusters Score: Raw -818796.690867 + Penalty 2811.526112 = -815985.164755 nChanged 14 SP:Iteration 22Q (880.313151 sec): 3 clusters Score: Raw -818803.042057 + Penalty 2811.526112 = -815991.515945 nChanged 13 SP:Iteration 23Q (880.369072 sec): 3 clusters Score: Raw -818809.807748 + Penalty 2811.526112 = -815998.281635 nChanged 13 SP:Iteration 24Q (880.425303 sec): 3 clusters Score: Raw -818815.478494 + Penalty 2811.526112 = -816003.952382 nChanged 12 SP:Iteration 25Q (880.481573 sec): 3 clusters Score: Raw -818820.866616 + Penalty 2811.526112 = -816009.340504 nChanged 10 SP:Iteration 26Q (880.533158 sec): 3 clusters Score: Raw -818825.910681 + Penalty 2811.526112 = -816014.384569 nChanged 10 SP:Iteration 27Q (880.592100 sec): 3 clusters Score: Raw -818831.090758 + Penalty 2811.526112 = -816019.564646 nChanged 4 SP:Iteration 28Q (880.648998 sec): 3 clusters Score: Raw -818832.725943 + Penalty 2811.526112 = -816021.199830 nChanged 0 SP:Iteration 29F (880.703710 sec): 3 clusters Score: Raw -818832.725943 + Penalty 2811.526112 = -816021.199830 nChanged 0 Trying to split cluster 10 (9875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (880.741435 sec): 2 clusters Score: Raw -1432733.112534 + Penalty 1494.636258 = -1431238.476276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (880.803466 sec): 3 clusters Score: Raw -1427154.435237 + Penalty 2989.272517 = -1424165.162720 nChanged 4260 SP:Iteration 1F (880.853014 sec): 3 clusters Score: Raw -1429456.259243 + Penalty 2989.272517 = -1426466.986726 nChanged 643 SP:Iteration 2F (880.921088 sec): 3 clusters Score: Raw -1429763.340987 + Penalty 2989.272517 = -1426774.068471 nChanged 550 SP:Iteration 3F (880.974902 sec): 3 clusters Score: Raw -1430027.100554 + Penalty 2989.272517 = -1427037.828038 nChanged 494 SP:Iteration 4F (881.038392 sec): 3 clusters Score: Raw -1430279.933151 + Penalty 2989.272517 = -1427290.660634 nChanged 493 SP:Iteration 5Q (881.104378 sec): 3 clusters Score: Raw -1430581.710898 + Penalty 2989.272517 = -1427592.438382 nChanged 548 SP:Iteration 6F (881.163309 sec): 3 clusters Score: Raw -1430955.577959 + Penalty 2989.272517 = -1427966.305442 nChanged 523 SP:Iteration 7F (881.234209 sec): 3 clusters Score: Raw -1431333.418578 + Penalty 2989.272517 = -1428344.146062 nChanged 477 SP:Iteration 8Q (881.286221 sec): 3 clusters Score: Raw -1431700.231509 + Penalty 2989.272517 = -1428710.958992 nChanged 399 SP:Iteration 9Q (881.348069 sec): 3 clusters Score: Raw -1432004.234794 + Penalty 2989.272517 = -1429014.962278 nChanged 340 SP:Iteration 10Q (881.419976 sec): 3 clusters Score: Raw -1432254.751991 + Penalty 2989.272517 = -1429265.479474 nChanged 262 SP:Iteration 11Q (881.473955 sec): 3 clusters Score: Raw -1432425.107184 + Penalty 2989.272517 = -1429435.834668 nChanged 204 SP:Iteration 12Q (881.538579 sec): 3 clusters Score: Raw -1432554.684439 + Penalty 2989.272517 = -1429565.411923 nChanged 160 SP:Iteration 13Q (881.601637 sec): 3 clusters Score: Raw -1432649.919630 + Penalty 2989.272517 = -1429660.647114 nChanged 119 SP:Iteration 14Q (881.659057 sec): 3 clusters Score: Raw -1432727.665266 + Penalty 2989.272517 = -1429738.392749 nChanged 105 SP:Iteration 15Q (881.723793 sec): 3 clusters Score: Raw -1432789.744179 + Penalty 2989.272517 = -1429800.471662 nChanged 103 SP:Iteration 16Q (881.786704 sec): 3 clusters Score: Raw -1432856.330468 + Penalty 2989.272517 = -1429867.057951 nChanged 88 SP:Iteration 17Q (881.850999 sec): 3 clusters Score: Raw -1432908.689746 + Penalty 2989.272517 = -1429919.417230 nChanged 62 SP:Iteration 18Q (881.913659 sec): 3 clusters Score: Raw -1432941.919040 + Penalty 2989.272517 = -1429952.646523 nChanged 51 SP:Iteration 19Q (881.973167 sec): 3 clusters Score: Raw -1432966.583470 + Penalty 2989.272517 = -1429977.310953 nChanged 40 SP:Iteration 20F (882.022837 sec): 3 clusters Score: Raw -1432988.339673 + Penalty 2989.272517 = -1429999.067157 nChanged 38 SP:Iteration 21Q (882.091885 sec): 3 clusters Score: Raw -1433006.208288 + Penalty 2989.272517 = -1430016.935771 nChanged 30 SP:Iteration 22Q (882.151861 sec): 3 clusters Score: Raw -1433017.280313 + Penalty 2989.272517 = -1430028.007797 nChanged 25 SP:Iteration 23Q (882.215423 sec): 3 clusters Score: Raw -1433026.531941 + Penalty 2989.272517 = -1430037.259425 nChanged 15 SP:Iteration 24Q (882.274392 sec): 3 clusters Score: Raw -1433032.175850 + Penalty 2989.272517 = -1430042.903334 nChanged 14 SP:Iteration 25Q (882.324461 sec): 3 clusters Score: Raw -1433037.342996 + Penalty 2989.272517 = -1430048.070479 nChanged 14 SP:Iteration 26Q (882.390721 sec): 3 clusters Score: Raw -1433042.085295 + Penalty 2989.272517 = -1430052.812778 nChanged 9 SP:Iteration 27Q (882.440758 sec): 3 clusters Score: Raw -1433044.444078 + Penalty 2989.272517 = -1430055.171561 nChanged 10 SP:Iteration 28Q (882.510966 sec): 3 clusters Score: Raw -1433049.705403 + Penalty 2989.272517 = -1430060.432886 nChanged 17 SP:Iteration 29Q (882.559571 sec): 3 clusters Score: Raw -1433057.753014 + Penalty 2989.272517 = -1430068.480497 nChanged 12 SP:Iteration 30Q (882.629003 sec): 3 clusters Score: Raw -1433061.161146 + Penalty 2989.272517 = -1430071.888629 nChanged 7 SP:Iteration 31Q (882.689242 sec): 3 clusters Score: Raw -1433063.207744 + Penalty 2989.272517 = -1430073.935228 nChanged 7 SP:Iteration 32Q (882.748120 sec): 3 clusters Score: Raw -1433065.527358 + Penalty 2989.272517 = -1430076.254841 nChanged 7 SP:Iteration 33Q (882.797534 sec): 3 clusters Score: Raw -1433069.089100 + Penalty 2989.272517 = -1430079.816583 nChanged 11 SP:Iteration 34Q (882.853921 sec): 3 clusters Score: Raw -1433074.302863 + Penalty 2989.272517 = -1430085.030346 nChanged 6 SP:Iteration 35Q (882.912516 sec): 3 clusters Score: Raw -1433076.188990 + Penalty 2989.272517 = -1430086.916473 nChanged 4 SP:Iteration 36Q (882.974321 sec): 3 clusters Score: Raw -1433077.954344 + Penalty 2989.272517 = -1430088.681827 nChanged 5 SP:Iteration 37Q (883.048037 sec): 3 clusters Score: Raw -1433080.462882 + Penalty 2989.272517 = -1430091.190366 nChanged 5 SP:Iteration 38Q (883.098000 sec): 3 clusters Score: Raw -1433083.386614 + Penalty 2989.272517 = -1430094.114097 nChanged 6 SP:Iteration 39Q (883.160485 sec): 3 clusters Score: Raw -1433086.194946 + Penalty 2989.272517 = -1430096.922430 nChanged 6 SP:Iteration 40F (883.230835 sec): 3 clusters Score: Raw -1433088.415272 + Penalty 2989.272517 = -1430099.142756 nChanged 8 SP:Iteration 41Q (883.280693 sec): 3 clusters Score: Raw -1433092.691740 + Penalty 2989.272517 = -1430103.419223 nChanged 6 SP:Iteration 42Q (883.343088 sec): 3 clusters Score: Raw -1433095.229137 + Penalty 2989.272517 = -1430105.956621 nChanged 3 SP:Iteration 43Q (883.407986 sec): 3 clusters Score: Raw -1433096.412237 + Penalty 2989.272517 = -1430107.139720 nChanged 2 SP:Iteration 44Q (883.457110 sec): 3 clusters Score: Raw -1433097.083838 + Penalty 2989.272517 = -1430107.811321 nChanged 2 SP:Iteration 45Q (883.518923 sec): 3 clusters Score: Raw -1433097.659734 + Penalty 2989.272517 = -1430108.387217 nChanged 1 SP:Iteration 46Q (883.580577 sec): 3 clusters Score: Raw -1433097.897062 + Penalty 2989.272517 = -1430108.624545 nChanged 1 SP:Iteration 47Q (883.640660 sec): 3 clusters Score: Raw -1433098.411342 + Penalty 2989.272517 = -1430109.138825 nChanged 0 SP:Iteration 48F (883.709066 sec): 3 clusters Score: Raw -1433098.411342 + Penalty 2989.272517 = -1430109.138825 nChanged 0 Trying to split cluster 11 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (883.732534 sec): 2 clusters Score: Raw -36857.207157 + Penalty 939.370821 = -35917.836335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (883.777153 sec): 3 clusters Score: Raw -36883.551675 + Penalty 1878.741643 = -35004.810032 nChanged 65 SP:Iteration 1F (883.825393 sec): 3 clusters Score: Raw -37012.113540 + Penalty 1878.741643 = -35133.371898 nChanged 19 SP:Iteration 2F (883.871964 sec): 3 clusters Score: Raw -37052.980606 + Penalty 1878.741643 = -35174.238963 nChanged 11 SP:Iteration 3Q (883.918446 sec): 3 clusters Score: Raw -37076.380910 + Penalty 1878.741643 = -35197.639268 nChanged 7 SP:Iteration 4Q (883.962421 sec): 3 clusters Score: Raw -37110.722745 + Penalty 1878.741643 = -35231.981102 nChanged 10 SP:Iteration 5Q (883.996985 sec): 3 clusters Score: Raw -37138.005223 + Penalty 1878.741643 = -35259.263580 nChanged 4 SP:Iteration 6Q (884.048298 sec): 3 clusters Score: Raw -37155.818974 + Penalty 1878.741643 = -35277.077331 nChanged 5 SP:Iteration 7Q (884.083867 sec): 3 clusters Score: Raw -37174.728839 + Penalty 1878.741643 = -35295.987197 nChanged 3 SP:Iteration 8Q (884.123521 sec): 3 clusters Score: Raw -37180.905301 + Penalty 1878.741643 = -35302.163659 nChanged 3 SP:Iteration 9Q (884.170235 sec): 3 clusters Score: Raw -37192.338548 + Penalty 1878.741643 = -35313.596905 nChanged 3 SP:Iteration 10Q (884.208550 sec): 3 clusters Score: Raw -37203.879956 + Penalty 1878.741643 = -35325.138314 nChanged 2 SP:Iteration 11Q (884.247481 sec): 3 clusters Score: Raw -37214.211883 + Penalty 1878.741643 = -35335.470241 nChanged 2 SP:Iteration 12Q (884.295476 sec): 3 clusters Score: Raw -37217.866733 + Penalty 1878.741643 = -35339.125090 nChanged 0 SP:Iteration 13F (884.339459 sec): 3 clusters Score: Raw -37217.866733 + Penalty 1878.741643 = -35339.125090 nChanged 0 Trying to split cluster 12 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (884.355498 sec): 2 clusters Score: Raw -32461.856681 + Penalty 970.744062 = -31491.112619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (884.407248 sec): 3 clusters Score: Raw -32488.523365 + Penalty 1941.488124 = -30547.035241 nChanged 85 SP:Iteration 1F (884.446073 sec): 3 clusters Score: Raw -32621.776889 + Penalty 1941.488124 = -30680.288765 nChanged 25 SP:Iteration 2F (884.492566 sec): 3 clusters Score: Raw -32656.515651 + Penalty 1941.488124 = -30715.027528 nChanged 14 SP:Iteration 3Q (884.525078 sec): 3 clusters Score: Raw -32685.575759 + Penalty 1941.488124 = -30744.087635 nChanged 8 SP:Iteration 4Q (884.567708 sec): 3 clusters Score: Raw -32711.663834 + Penalty 1941.488124 = -30770.175710 nChanged 9 SP:Iteration 5Q (884.611521 sec): 3 clusters Score: Raw -32728.670782 + Penalty 1941.488124 = -30787.182658 nChanged 8 SP:Iteration 6Q (884.660500 sec): 3 clusters Score: Raw -32742.425007 + Penalty 1941.488124 = -30800.936884 nChanged 6 SP:Iteration 7Q (884.703368 sec): 3 clusters Score: Raw -32749.092071 + Penalty 1941.488124 = -30807.603947 nChanged 3 SP:Iteration 8Q (884.736102 sec): 3 clusters Score: Raw -32755.142773 + Penalty 1941.488124 = -30813.654650 nChanged 2 SP:Iteration 9Q (884.782212 sec): 3 clusters Score: Raw -32761.636842 + Penalty 1941.488124 = -30820.148718 nChanged 3 SP:Iteration 10Q (884.828867 sec): 3 clusters Score: Raw -32768.236351 + Penalty 1941.488124 = -30826.748227 nChanged 4 SP:Iteration 11Q (884.871911 sec): 3 clusters Score: Raw -32773.581362 + Penalty 1941.488124 = -30832.093239 nChanged 7 SP:Iteration 12Q (884.913494 sec): 3 clusters Score: Raw -32805.899031 + Penalty 1941.488124 = -30864.410907 nChanged 5 SP:Iteration 13Q (884.949819 sec): 3 clusters Score: Raw -32818.868596 + Penalty 1941.488124 = -30877.380472 nChanged 6 SP:Iteration 14Q (884.991131 sec): 3 clusters Score: Raw -32837.170634 + Penalty 1941.488124 = -30895.682510 nChanged 2 SP:Iteration 15Q (885.034569 sec): 3 clusters Score: Raw -32851.932277 + Penalty 1941.488124 = -30910.444153 nChanged 2 SP:Iteration 16Q (885.079991 sec): 3 clusters Score: Raw -32861.838292 + Penalty 1941.488124 = -30920.350168 nChanged 3 SP:Iteration 17Q (885.127725 sec): 3 clusters Score: Raw -32874.366004 + Penalty 1941.488124 = -30932.877880 nChanged 3 SP:Iteration 18Q (885.171610 sec): 3 clusters Score: Raw -32882.954008 + Penalty 1941.488124 = -30941.465884 nChanged 2 SP:Iteration 19Q (885.211589 sec): 3 clusters Score: Raw -32888.721746 + Penalty 1941.488124 = -30947.233623 nChanged 2 SP:Iteration 20F (885.253043 sec): 3 clusters Score: Raw -32898.871398 + Penalty 1941.488124 = -30957.383274 nChanged 3 SP:Iteration 21Q (885.311764 sec): 3 clusters Score: Raw -32914.364837 + Penalty 1941.488124 = -30972.876713 nChanged 5 SP:Iteration 22Q (885.348665 sec): 3 clusters Score: Raw -32932.447746 + Penalty 1941.488124 = -30990.959622 nChanged 5 SP:Iteration 23Q (885.401450 sec): 3 clusters Score: Raw -32950.607089 + Penalty 1941.488124 = -31009.118965 nChanged 3 SP:Iteration 24Q (885.446648 sec): 3 clusters Score: Raw -32957.242728 + Penalty 1941.488124 = -31015.754604 nChanged 2 SP:Iteration 25Q (885.496217 sec): 3 clusters Score: Raw -32960.450228 + Penalty 1941.488124 = -31018.962104 nChanged 1 SP:Iteration 26Q (885.542509 sec): 3 clusters Score: Raw -32963.004212 + Penalty 1941.488124 = -31021.516088 nChanged 0 SP:Iteration 27F (885.592089 sec): 3 clusters Score: Raw -32963.004212 + Penalty 1941.488124 = -31021.516088 nChanged 0 Trying to split cluster 13 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (885.611491 sec): 2 clusters Score: Raw -47548.454996 + Penalty 952.377761 = -46596.077235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (885.655245 sec): 3 clusters Score: Raw -47570.279487 + Penalty 1904.755523 = -45665.523965 nChanged 89 SP:Iteration 1F (885.703085 sec): 3 clusters Score: Raw -47730.009212 + Penalty 1904.755523 = -45825.253689 nChanged 27 SP:Iteration 2F (885.742994 sec): 3 clusters Score: Raw -47803.548444 + Penalty 1904.755523 = -45898.792921 nChanged 17 SP:Iteration 3Q (885.787219 sec): 3 clusters Score: Raw -47853.878726 + Penalty 1904.755523 = -45949.123203 nChanged 20 SP:Iteration 4F (885.833540 sec): 3 clusters Score: Raw -47925.220173 + Penalty 1904.755523 = -46020.464651 nChanged 15 SP:Iteration 5Q (885.866583 sec): 3 clusters Score: Raw -47980.808179 + Penalty 1904.755523 = -46076.052656 nChanged 8 SP:Iteration 6Q (885.918431 sec): 3 clusters Score: Raw -48008.314485 + Penalty 1904.755523 = -46103.558962 nChanged 2 SP:Iteration 7Q (885.958555 sec): 3 clusters Score: Raw -48011.025159 + Penalty 1904.755523 = -46106.269636 nChanged 2 SP:Iteration 8Q (886.003385 sec): 3 clusters Score: Raw -48016.046750 + Penalty 1904.755523 = -46111.291227 nChanged 1 SP:Iteration 9Q (886.046492 sec): 3 clusters Score: Raw -48018.032452 + Penalty 1904.755523 = -46113.276929 nChanged 0 SP:Iteration 10F (886.089090 sec): 3 clusters Score: Raw -48018.032452 + Penalty 1904.755523 = -46113.276929 nChanged 0 Trying to split cluster 14 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (886.109140 sec): 2 clusters Score: Raw -38642.786706 + Penalty 999.819063 = -37642.967644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (886.145068 sec): 3 clusters Score: Raw -38697.194273 + Penalty 1999.638126 = -36697.556147 nChanged 107 SP:Iteration 1F (886.195475 sec): 3 clusters Score: Raw -38845.175017 + Penalty 1999.638126 = -36845.536891 nChanged 35 SP:Iteration 2F (886.245281 sec): 3 clusters Score: Raw -38939.726640 + Penalty 1999.638126 = -36940.088514 nChanged 18 SP:Iteration 3Q (886.301634 sec): 3 clusters Score: Raw -38970.907107 + Penalty 1999.638126 = -36971.268981 nChanged 11 SP:Iteration 4Q (886.347857 sec): 3 clusters Score: Raw -38995.557023 + Penalty 1999.638126 = -36995.918897 nChanged 11 SP:Iteration 5Q (886.386566 sec): 3 clusters Score: Raw -39042.483192 + Penalty 1999.638126 = -37042.845066 nChanged 10 SP:Iteration 6Q (886.438393 sec): 3 clusters Score: Raw -39082.879125 + Penalty 1999.638126 = -37083.240999 nChanged 7 SP:Iteration 7Q (886.466563 sec): 3 clusters Score: Raw -39111.070030 + Penalty 1999.638126 = -37111.431904 nChanged 7 SP:Iteration 8Q (886.519440 sec): 3 clusters Score: Raw -39141.789054 + Penalty 1999.638126 = -37142.150928 nChanged 7 SP:Iteration 9Q (886.567504 sec): 3 clusters Score: Raw -39169.934913 + Penalty 1999.638126 = -37170.296787 nChanged 5 SP:Iteration 10Q (886.613604 sec): 3 clusters Score: Raw -39184.327985 + Penalty 1999.638126 = -37184.689859 nChanged 2 SP:Iteration 11Q (886.666587 sec): 3 clusters Score: Raw -39196.654882 + Penalty 1999.638126 = -37197.016757 nChanged 1 SP:Iteration 12Q (886.704197 sec): 3 clusters Score: Raw -39197.365851 + Penalty 1999.638126 = -37197.727725 nChanged 1 SP:Iteration 13Q (886.757987 sec): 3 clusters Score: Raw -39210.158900 + Penalty 1999.638126 = -37210.520774 nChanged 3 SP:Iteration 14Q (886.802624 sec): 3 clusters Score: Raw -39218.866101 + Penalty 1999.638126 = -37219.227975 nChanged 0 SP:Iteration 15F (886.845116 sec): 3 clusters Score: Raw -39228.909147 + Penalty 1999.638126 = -37229.271021 nChanged 2 SP:Iteration 16Q (886.899794 sec): 3 clusters Score: Raw -39257.897668 + Penalty 1999.638126 = -37258.259542 nChanged 6 SP:Iteration 17Q (886.951232 sec): 3 clusters Score: Raw -39292.156552 + Penalty 1999.638126 = -37292.518426 nChanged 8 SP:Iteration 18Q (886.994045 sec): 3 clusters Score: Raw -39314.262822 + Penalty 1999.638126 = -37314.624696 nChanged 9 SP:Iteration 19Q (887.043655 sec): 3 clusters Score: Raw -39356.607491 + Penalty 1999.638126 = -37356.969365 nChanged 7 SP:Iteration 20F (887.085213 sec): 3 clusters Score: Raw -39385.140862 + Penalty 1999.638126 = -37385.502737 nChanged 5 SP:Iteration 21Q (887.144678 sec): 3 clusters Score: Raw -39406.206530 + Penalty 1999.638126 = -37406.568404 nChanged 4 SP:Iteration 22Q (887.192353 sec): 3 clusters Score: Raw -39414.480708 + Penalty 1999.638126 = -37414.842582 nChanged 3 SP:Iteration 23Q (887.232604 sec): 3 clusters Score: Raw -39421.110105 + Penalty 1999.638126 = -37421.471979 nChanged 1 SP:Iteration 24Q (887.279244 sec): 3 clusters Score: Raw -39423.179662 + Penalty 1999.638126 = -37423.541536 nChanged 1 SP:Iteration 25Q (887.323438 sec): 3 clusters Score: Raw -39424.730399 + Penalty 1999.638126 = -37425.092274 nChanged 0 SP:Iteration 26F (887.382856 sec): 3 clusters Score: Raw -39424.730399 + Penalty 1999.638126 = -37425.092274 nChanged 0 Trying to split cluster 15 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (887.401944 sec): 2 clusters Score: Raw -28057.157717 + Penalty 917.385121 = -27139.772596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (887.444115 sec): 3 clusters Score: Raw -28141.434004 + Penalty 1834.770242 = -26306.663762 nChanged 64 SP:Iteration 1F (887.488367 sec): 3 clusters Score: Raw -28298.058877 + Penalty 1834.770242 = -26463.288635 nChanged 16 SP:Iteration 2F (887.533375 sec): 3 clusters Score: Raw -28331.173230 + Penalty 1834.770242 = -26496.402988 nChanged 12 SP:Iteration 3Q (887.579354 sec): 3 clusters Score: Raw -28361.470813 + Penalty 1834.770242 = -26526.700572 nChanged 6 SP:Iteration 4Q (887.618568 sec): 3 clusters Score: Raw -28378.176666 + Penalty 1834.770242 = -26543.406425 nChanged 5 SP:Iteration 5Q (887.659127 sec): 3 clusters Score: Raw -28403.134420 + Penalty 1834.770242 = -26568.364178 nChanged 6 SP:Iteration 6Q (887.703527 sec): 3 clusters Score: Raw -28439.349955 + Penalty 1834.770242 = -26604.579713 nChanged 5 SP:Iteration 7Q (887.750663 sec): 3 clusters Score: Raw -28471.423900 + Penalty 1834.770242 = -26636.653659 nChanged 6 SP:Iteration 8Q (887.798470 sec): 3 clusters Score: Raw -28520.519250 + Penalty 1834.770242 = -26685.749008 nChanged 4 SP:Iteration 9Q (887.838633 sec): 3 clusters Score: Raw -28537.631738 + Penalty 1834.770242 = -26702.861496 nChanged 4 SP:Iteration 10Q (887.880497 sec): 3 clusters Score: Raw -28570.049410 + Penalty 1834.770242 = -26735.279168 nChanged 2 SP:Iteration 11Q (887.926569 sec): 3 clusters Score: Raw -28579.830267 + Penalty 1834.770242 = -26745.060026 nChanged 0 SP:Iteration 12F (887.972969 sec): 3 clusters Score: Raw -28579.830267 + Penalty 1834.770242 = -26745.060026 nChanged 0 Trying to split cluster 16 (8266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (888.005379 sec): 2 clusters Score: Raw -1183663.169294 + Penalty 1465.734724 = -1182197.434570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (888.070649 sec): 3 clusters Score: Raw -1179146.956034 + Penalty 2931.469448 = -1176215.486585 nChanged 3490 SP:Iteration 1F (888.131318 sec): 3 clusters Score: Raw -1181067.019063 + Penalty 2931.469448 = -1178135.549614 nChanged 516 SP:Iteration 2F (888.183370 sec): 3 clusters Score: Raw -1181314.294623 + Penalty 2931.469448 = -1178382.825175 nChanged 427 SP:Iteration 3F (888.247793 sec): 3 clusters Score: Raw -1181548.276559 + Penalty 2931.469448 = -1178616.807110 nChanged 387 SP:Iteration 4Q (888.303519 sec): 3 clusters Score: Raw -1181801.600284 + Penalty 2931.469448 = -1178870.130835 nChanged 380 SP:Iteration 5Q (888.376855 sec): 3 clusters Score: Raw -1182050.764551 + Penalty 2931.469448 = -1179119.295102 nChanged 369 SP:Iteration 6Q (888.424369 sec): 3 clusters Score: Raw -1182327.068606 + Penalty 2931.469448 = -1179395.599158 nChanged 370 SP:Iteration 7Q (888.489900 sec): 3 clusters Score: Raw -1182634.015861 + Penalty 2931.469448 = -1179702.546413 nChanged 365 SP:Iteration 8Q (888.549816 sec): 3 clusters Score: Raw -1182921.619921 + Penalty 2931.469448 = -1179990.150472 nChanged 315 SP:Iteration 9Q (888.609568 sec): 3 clusters Score: Raw -1183164.158856 + Penalty 2931.469448 = -1180232.689408 nChanged 311 SP:Iteration 10Q (888.668296 sec): 3 clusters Score: Raw -1183350.725793 + Penalty 2931.469448 = -1180419.256345 nChanged 247 SP:Iteration 11Q (888.716613 sec): 3 clusters Score: Raw -1183476.544956 + Penalty 2931.469448 = -1180545.075508 nChanged 181 SP:Iteration 12Q (888.783203 sec): 3 clusters Score: Raw -1183547.437142 + Penalty 2931.469448 = -1180615.967693 nChanged 127 SP:Iteration 13Q (888.830894 sec): 3 clusters Score: Raw -1183597.370915 + Penalty 2931.469448 = -1180665.901467 nChanged 119 SP:Iteration 14Q (888.890492 sec): 3 clusters Score: Raw -1183632.379765 + Penalty 2931.469448 = -1180700.910317 nChanged 83 SP:Iteration 15Q (888.956253 sec): 3 clusters Score: Raw -1183658.253505 + Penalty 2931.469448 = -1180726.784057 nChanged 79 SP:Iteration 16Q (889.014260 sec): 3 clusters Score: Raw -1183681.454426 + Penalty 2931.469448 = -1180749.984977 nChanged 72 SP:Iteration 17Q (889.075961 sec): 3 clusters Score: Raw -1183701.813005 + Penalty 2931.469448 = -1180770.343556 nChanged 64 SP:Iteration 18Q (889.122965 sec): 3 clusters Score: Raw -1183720.357295 + Penalty 2931.469448 = -1180788.887846 nChanged 61 SP:Iteration 19Q (889.178658 sec): 3 clusters Score: Raw -1183735.939489 + Penalty 2931.469448 = -1180804.470040 nChanged 48 SP:Iteration 20F (889.236712 sec): 3 clusters Score: Raw -1183749.189064 + Penalty 2931.469448 = -1180817.719615 nChanged 40 SP:Iteration 21Q (889.306452 sec): 3 clusters Score: Raw -1183760.955139 + Penalty 2931.469448 = -1180829.485690 nChanged 41 SP:Iteration 22Q (889.361478 sec): 3 clusters Score: Raw -1183775.773004 + Penalty 2931.469448 = -1180844.303555 nChanged 42 SP:Iteration 23Q (889.418824 sec): 3 clusters Score: Raw -1183789.093582 + Penalty 2931.469448 = -1180857.624134 nChanged 41 SP:Iteration 24Q (889.477135 sec): 3 clusters Score: Raw -1183799.734047 + Penalty 2931.469448 = -1180868.264598 nChanged 37 SP:Iteration 25Q (889.534974 sec): 3 clusters Score: Raw -1183808.581795 + Penalty 2931.469448 = -1180877.112347 nChanged 28 SP:Iteration 26Q (889.599759 sec): 3 clusters Score: Raw -1183815.239741 + Penalty 2931.469448 = -1180883.770293 nChanged 23 SP:Iteration 27Q (889.658853 sec): 3 clusters Score: Raw -1183820.249702 + Penalty 2931.469448 = -1180888.780253 nChanged 25 SP:Iteration 28Q (889.715918 sec): 3 clusters Score: Raw -1183826.288873 + Penalty 2931.469448 = -1180894.819425 nChanged 28 SP:Iteration 29Q (889.774973 sec): 3 clusters Score: Raw -1183832.404582 + Penalty 2931.469448 = -1180900.935134 nChanged 14 SP:Iteration 30Q (889.824929 sec): 3 clusters Score: Raw -1183834.788909 + Penalty 2931.469448 = -1180903.319461 nChanged 14 SP:Iteration 31Q (889.889493 sec): 3 clusters Score: Raw -1183836.693150 + Penalty 2931.469448 = -1180905.223701 nChanged 5 SP:Iteration 32Q (889.953786 sec): 3 clusters Score: Raw -1183837.161786 + Penalty 2931.469448 = -1180905.692337 nChanged 5 SP:Iteration 33Q (890.012708 sec): 3 clusters Score: Raw -1183837.917550 + Penalty 2931.469448 = -1180906.448101 nChanged 6 SP:Iteration 34Q (890.060571 sec): 3 clusters Score: Raw -1183839.443954 + Penalty 2931.469448 = -1180907.974506 nChanged 11 SP:Iteration 35Q (890.130619 sec): 3 clusters Score: Raw -1183841.634555 + Penalty 2931.469448 = -1180910.165107 nChanged 16 SP:Iteration 36Q (890.173062 sec): 3 clusters Score: Raw -1183844.837189 + Penalty 2931.469448 = -1180913.367741 nChanged 14 SP:Iteration 37Q (890.229740 sec): 3 clusters Score: Raw -1183848.068187 + Penalty 2931.469448 = -1180916.598739 nChanged 9 SP:Iteration 38Q (890.285658 sec): 3 clusters Score: Raw -1183849.642277 + Penalty 2931.469448 = -1180918.172828 nChanged 4 SP:Iteration 39Q (890.346854 sec): 3 clusters Score: Raw -1183850.620091 + Penalty 2931.469448 = -1180919.150643 nChanged 8 SP:Iteration 40F (890.408411 sec): 3 clusters Score: Raw -1183852.053120 + Penalty 2931.469448 = -1180920.583672 nChanged 6 SP:Iteration 41Q (890.467101 sec): 3 clusters Score: Raw -1183853.077451 + Penalty 2931.469448 = -1180921.608002 nChanged 6 SP:Iteration 42Q (890.526791 sec): 3 clusters Score: Raw -1183854.493185 + Penalty 2931.469448 = -1180923.023736 nChanged 9 SP:Iteration 43Q (890.588418 sec): 3 clusters Score: Raw -1183856.738722 + Penalty 2931.469448 = -1180925.269273 nChanged 11 SP:Iteration 44Q (890.646776 sec): 3 clusters Score: Raw -1183858.982140 + Penalty 2931.469448 = -1180927.512692 nChanged 9 SP:Iteration 45Q (890.707669 sec): 3 clusters Score: Raw -1183860.902909 + Penalty 2931.469448 = -1180929.433461 nChanged 10 SP:Iteration 46Q (890.773616 sec): 3 clusters Score: Raw -1183862.755575 + Penalty 2931.469448 = -1180931.286126 nChanged 11 SP:Iteration 47Q (890.823343 sec): 3 clusters Score: Raw -1183864.327593 + Penalty 2931.469448 = -1180932.858145 nChanged 8 SP:Iteration 48Q (890.893139 sec): 3 clusters Score: Raw -1183865.515299 + Penalty 2931.469448 = -1180934.045851 nChanged 6 SP:Iteration 49Q (890.946098 sec): 3 clusters Score: Raw -1183866.638279 + Penalty 2931.469448 = -1180935.168831 nChanged 9 SP:Iteration 50Q (891.011932 sec): 3 clusters Score: Raw -1183868.028914 + Penalty 2931.469448 = -1180936.559466 nChanged 4 SP:Iteration 51Q (891.061604 sec): 3 clusters Score: Raw -1183868.705286 + Penalty 2931.469448 = -1180937.235837 nChanged 5 SP:Iteration 52Q (891.136074 sec): 3 clusters Score: Raw -1183869.336347 + Penalty 2931.469448 = -1180937.866899 nChanged 3 SP:Iteration 53Q (891.196249 sec): 3 clusters Score: Raw -1183869.605066 + Penalty 2931.469448 = -1180938.135618 nChanged 1 SP:Iteration 54Q (891.257660 sec): 3 clusters Score: Raw -1183869.662564 + Penalty 2931.469448 = -1180938.193115 nChanged 0 SP:Iteration 55F (891.308442 sec): 3 clusters Score: Raw -1183869.662564 + Penalty 2931.469448 = -1180938.193115 nChanged 0 Trying to split cluster 17 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (891.333044 sec): 2 clusters Score: Raw -60264.188657 + Penalty 986.494881 = -59277.693776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (891.382854 sec): 3 clusters Score: Raw -60313.725106 + Penalty 1972.989762 = -58340.735344 nChanged 108 SP:Iteration 1F (891.432569 sec): 3 clusters Score: Raw -60627.439963 + Penalty 1972.989762 = -58654.450201 nChanged 54 SP:Iteration 2F (891.483853 sec): 3 clusters Score: Raw -60785.965921 + Penalty 1972.989762 = -58812.976159 nChanged 20 SP:Iteration 3Q (891.528436 sec): 3 clusters Score: Raw -60870.632023 + Penalty 1972.989762 = -58897.642261 nChanged 15 SP:Iteration 4Q (891.586213 sec): 3 clusters Score: Raw -60922.486495 + Penalty 1972.989762 = -58949.496733 nChanged 11 SP:Iteration 5Q (891.618803 sec): 3 clusters Score: Raw -60959.746641 + Penalty 1972.989762 = -58986.756879 nChanged 4 SP:Iteration 6Q (891.669103 sec): 3 clusters Score: Raw -60976.140811 + Penalty 1972.989762 = -59003.151050 nChanged 6 SP:Iteration 7Q (891.703918 sec): 3 clusters Score: Raw -60987.346581 + Penalty 1972.989762 = -59014.356820 nChanged 3 SP:Iteration 8Q (891.750719 sec): 3 clusters Score: Raw -60994.978761 + Penalty 1972.989762 = -59021.988999 nChanged 1 SP:Iteration 9Q (891.791908 sec): 3 clusters Score: Raw -60997.549946 + Penalty 1972.989762 = -59024.560184 nChanged 3 SP:Iteration 10Q (891.835136 sec): 3 clusters Score: Raw -61004.422078 + Penalty 1972.989762 = -59031.432317 nChanged 1 SP:Iteration 11Q (891.874492 sec): 3 clusters Score: Raw -61006.912187 + Penalty 1972.989762 = -59033.922426 nChanged 0 SP:Iteration 12F (891.922467 sec): 3 clusters Score: Raw -61006.912187 + Penalty 1972.989762 = -59033.922426 nChanged 0 Trying to split cluster 18 (616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (891.945806 sec): 2 clusters Score: Raw -89500.118682 + Penalty 1043.777632 = -88456.341050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (891.983260 sec): 3 clusters Score: Raw -89409.995597 + Penalty 2087.555263 = -87322.440334 nChanged 167 SP:Iteration 1F (892.032400 sec): 3 clusters Score: Raw -89652.051361 + Penalty 2087.555263 = -87564.496098 nChanged 43 SP:Iteration 2F (892.076741 sec): 3 clusters Score: Raw -89716.166569 + Penalty 2087.555263 = -87628.611306 nChanged 30 SP:Iteration 3Q (892.111184 sec): 3 clusters Score: Raw -89788.262942 + Penalty 2087.555263 = -87700.707679 nChanged 20 SP:Iteration 4Q (892.158018 sec): 3 clusters Score: Raw -89828.427822 + Penalty 2087.555263 = -87740.872558 nChanged 16 SP:Iteration 5Q (892.207517 sec): 3 clusters Score: Raw -89856.860362 + Penalty 2087.555263 = -87769.305098 nChanged 11 SP:Iteration 6Q (892.256104 sec): 3 clusters Score: Raw -89885.947285 + Penalty 2087.555263 = -87798.392022 nChanged 15 SP:Iteration 7Q (892.298560 sec): 3 clusters Score: Raw -89915.766231 + Penalty 2087.555263 = -87828.210968 nChanged 10 SP:Iteration 8Q (892.352908 sec): 3 clusters Score: Raw -89938.344145 + Penalty 2087.555263 = -87850.788882 nChanged 9 SP:Iteration 9Q (892.398181 sec): 3 clusters Score: Raw -89968.122442 + Penalty 2087.555263 = -87880.567178 nChanged 6 SP:Iteration 10Q (892.441332 sec): 3 clusters Score: Raw -89983.243784 + Penalty 2087.555263 = -87895.688521 nChanged 8 SP:Iteration 11Q (892.479531 sec): 3 clusters Score: Raw -90010.063710 + Penalty 2087.555263 = -87922.508447 nChanged 10 SP:Iteration 12Q (892.527642 sec): 3 clusters Score: Raw -90031.902867 + Penalty 2087.555263 = -87944.347604 nChanged 11 SP:Iteration 13Q (892.571225 sec): 3 clusters Score: Raw -90061.265990 + Penalty 2087.555263 = -87973.710727 nChanged 12 SP:Iteration 14Q (892.612012 sec): 3 clusters Score: Raw -90091.544302 + Penalty 2087.555263 = -88003.989039 nChanged 11 SP:Iteration 15Q (892.656902 sec): 3 clusters Score: Raw -90108.862122 + Penalty 2087.555263 = -88021.306859 nChanged 2 SP:Iteration 16Q (892.689149 sec): 3 clusters Score: Raw -90109.934935 + Penalty 2087.555263 = -88022.379671 nChanged 1 SP:Iteration 17Q (892.736374 sec): 3 clusters Score: Raw -90111.593507 + Penalty 2087.555263 = -88024.038244 nChanged 0 SP:Iteration 18F (892.775691 sec): 3 clusters Score: Raw -90111.642604 + Penalty 2087.555263 = -88024.087340 nChanged 1 SP:Iteration 19Q (892.828640 sec): 3 clusters Score: Raw -90112.520500 + Penalty 2087.555263 = -88024.965237 nChanged 1 SP:Iteration 20F (892.867268 sec): 3 clusters Score: Raw -90114.631790 + Penalty 2087.555263 = -88027.076526 nChanged 1 SP:Iteration 21Q (892.913380 sec): 3 clusters Score: Raw -90116.316754 + Penalty 2087.555263 = -88028.761491 nChanged 1 SP:Iteration 22Q (892.956098 sec): 3 clusters Score: Raw -90117.370118 + Penalty 2087.555263 = -88029.814855 nChanged 1 SP:Iteration 23Q (893.000682 sec): 3 clusters Score: Raw -90119.347397 + Penalty 2087.555263 = -88031.792134 nChanged 1 SP:Iteration 24Q (893.043171 sec): 3 clusters Score: Raw -90119.839582 + Penalty 2087.555263 = -88032.284318 nChanged 0 SP:Iteration 25F (893.088088 sec): 3 clusters Score: Raw -90119.839582 + Penalty 2087.555263 = -88032.284318 nChanged 0 Trying to split cluster 19 (1108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (893.117980 sec): 2 clusters Score: Raw -143634.960331 + Penalty 1139.175678 = -142495.784652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (893.165300 sec): 3 clusters Score: Raw -143281.289834 + Penalty 2278.351357 = -141002.938477 nChanged 343 SP:Iteration 1F (893.207115 sec): 3 clusters Score: Raw -143597.916119 + Penalty 2278.351357 = -141319.564762 nChanged 86 SP:Iteration 2F (893.252711 sec): 3 clusters Score: Raw -143701.787706 + Penalty 2278.351357 = -141423.436350 nChanged 62 SP:Iteration 3F (893.296477 sec): 3 clusters Score: Raw -143779.646655 + Penalty 2278.351357 = -141501.295299 nChanged 38 SP:Iteration 4Q (893.340918 sec): 3 clusters Score: Raw -143822.909913 + Penalty 2278.351357 = -141544.558557 nChanged 30 SP:Iteration 5Q (893.380397 sec): 3 clusters Score: Raw -143859.173239 + Penalty 2278.351357 = -141580.821882 nChanged 21 SP:Iteration 6Q (893.430711 sec): 3 clusters Score: Raw -143881.335776 + Penalty 2278.351357 = -141602.984419 nChanged 14 SP:Iteration 7Q (893.479707 sec): 3 clusters Score: Raw -143899.472931 + Penalty 2278.351357 = -141621.121574 nChanged 15 SP:Iteration 8Q (893.528070 sec): 3 clusters Score: Raw -143916.461177 + Penalty 2278.351357 = -141638.109820 nChanged 13 SP:Iteration 9Q (893.568670 sec): 3 clusters Score: Raw -143930.260374 + Penalty 2278.351357 = -141651.909017 nChanged 10 SP:Iteration 10Q (893.614533 sec): 3 clusters Score: Raw -143936.489785 + Penalty 2278.351357 = -141658.138428 nChanged 5 SP:Iteration 11Q (893.659022 sec): 3 clusters Score: Raw -143941.625263 + Penalty 2278.351357 = -141663.273906 nChanged 7 SP:Iteration 12Q (893.707848 sec): 3 clusters Score: Raw -143951.546277 + Penalty 2278.351357 = -141673.194920 nChanged 6 SP:Iteration 13Q (893.755348 sec): 3 clusters Score: Raw -143959.819912 + Penalty 2278.351357 = -141681.468555 nChanged 10 SP:Iteration 14Q (893.803865 sec): 3 clusters Score: Raw -143971.883992 + Penalty 2278.351357 = -141693.532635 nChanged 10 SP:Iteration 15Q (893.850282 sec): 3 clusters Score: Raw -143982.867535 + Penalty 2278.351357 = -141704.516178 nChanged 9 SP:Iteration 16Q (893.893809 sec): 3 clusters Score: Raw -143994.892411 + Penalty 2278.351357 = -141716.541054 nChanged 9 SP:Iteration 17Q (893.942422 sec): 3 clusters Score: Raw -144000.529397 + Penalty 2278.351357 = -141722.178040 nChanged 7 SP:Iteration 18Q (893.990101 sec): 3 clusters Score: Raw -144006.265959 + Penalty 2278.351357 = -141727.914602 nChanged 4 SP:Iteration 19Q (894.033623 sec): 3 clusters Score: Raw -144011.765093 + Penalty 2278.351357 = -141733.413737 nChanged 3 SP:Iteration 20F (894.073340 sec): 3 clusters Score: Raw -144017.834617 + Penalty 2278.351357 = -141739.483260 nChanged 4 SP:Iteration 21Q (894.126087 sec): 3 clusters Score: Raw -144022.426191 + Penalty 2278.351357 = -141744.074834 nChanged 6 SP:Iteration 22Q (894.175928 sec): 3 clusters Score: Raw -144032.897043 + Penalty 2278.351357 = -141754.545686 nChanged 6 SP:Iteration 23Q (894.222641 sec): 3 clusters Score: Raw -144042.647041 + Penalty 2278.351357 = -141764.295684 nChanged 7 SP:Iteration 24Q (894.262158 sec): 3 clusters Score: Raw -144049.752385 + Penalty 2278.351357 = -141771.401028 nChanged 6 SP:Iteration 25Q (894.299645 sec): 3 clusters Score: Raw -144054.147839 + Penalty 2278.351357 = -141775.796482 nChanged 3 SP:Iteration 26Q (894.351215 sec): 3 clusters Score: Raw -144056.662687 + Penalty 2278.351357 = -141778.311331 nChanged 3 SP:Iteration 27Q (894.400538 sec): 3 clusters Score: Raw -144060.188871 + Penalty 2278.351357 = -141781.837514 nChanged 3 SP:Iteration 28Q (894.443767 sec): 3 clusters Score: Raw -144063.415811 + Penalty 2278.351357 = -141785.064454 nChanged 3 SP:Iteration 29Q (894.497319 sec): 3 clusters Score: Raw -144065.312972 + Penalty 2278.351357 = -141786.961615 nChanged 1 SP:Iteration 30Q (894.536469 sec): 3 clusters Score: Raw -144065.839313 + Penalty 2278.351357 = -141787.487957 nChanged 0 SP:Iteration 31F (894.584542 sec): 3 clusters Score: Raw -144065.839313 + Penalty 2278.351357 = -141787.487957 nChanged 0 Trying to split cluster 20 (37264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (894.672125 sec): 2 clusters Score: Raw -5253003.029716 + Penalty 1710.439736 = -5251292.589980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (894.770713 sec): 3 clusters Score: Raw -5229647.673092 + Penalty 3420.879472 = -5226226.793620 nChanged 17359 SP:Iteration 1F (894.881571 sec): 3 clusters Score: Raw -5239915.488269 + Penalty 3420.879472 = -5236494.608796 nChanged 1735 SP:Iteration 2Q (894.997756 sec): 3 clusters Score: Raw -5240546.983685 + Penalty 3420.879472 = -5237126.104213 nChanged 1733 SP:Iteration 3Q (895.108133 sec): 3 clusters Score: Raw -5241292.482647 + Penalty 3420.879472 = -5237871.603175 nChanged 1874 SP:Iteration 4F (895.218138 sec): 3 clusters Score: Raw -5242168.419917 + Penalty 3420.879472 = -5238747.540444 nChanged 2022 SP:Iteration 5F (895.325155 sec): 3 clusters Score: Raw -5243337.533263 + Penalty 3420.879472 = -5239916.653791 nChanged 2201 SP:Iteration 6F (895.426259 sec): 3 clusters Score: Raw -5244814.469162 + Penalty 3420.879472 = -5241393.589690 nChanged 2261 SP:Iteration 7F (895.528639 sec): 3 clusters Score: Raw -5246410.402470 + Penalty 3420.879472 = -5242989.522998 nChanged 2096 SP:Iteration 8F (895.624987 sec): 3 clusters Score: Raw -5247804.276706 + Penalty 3420.879472 = -5244383.397234 nChanged 1730 SP:Iteration 9Q (895.737547 sec): 3 clusters Score: Raw -5248786.810576 + Penalty 3420.879472 = -5245365.931104 nChanged 1273 SP:Iteration 10Q (895.849739 sec): 3 clusters Score: Raw -5249325.187899 + Penalty 3420.879472 = -5245904.308426 nChanged 845 SP:Iteration 11Q (895.949140 sec): 3 clusters Score: Raw -5249587.124362 + Penalty 3420.879472 = -5246166.244890 nChanged 594 SP:Iteration 12Q (896.061976 sec): 3 clusters Score: Raw -5249751.129414 + Penalty 3420.879472 = -5246330.249941 nChanged 493 SP:Iteration 13Q (896.167200 sec): 3 clusters Score: Raw -5249885.056654 + Penalty 3420.879472 = -5246464.177182 nChanged 455 SP:Iteration 14Q (896.272431 sec): 3 clusters Score: Raw -5250011.188883 + Penalty 3420.879472 = -5246590.309410 nChanged 435 SP:Iteration 15Q (896.379951 sec): 3 clusters Score: Raw -5250134.137079 + Penalty 3420.879472 = -5246713.257607 nChanged 437 SP:Iteration 16Q (896.472708 sec): 3 clusters Score: Raw -5250256.779623 + Penalty 3420.879472 = -5246835.900151 nChanged 422 SP:Iteration 17Q (896.577646 sec): 3 clusters Score: Raw -5250378.552050 + Penalty 3420.879472 = -5246957.672577 nChanged 423 SP:Iteration 18Q (896.674037 sec): 3 clusters Score: Raw -5250514.454401 + Penalty 3420.879472 = -5247093.574929 nChanged 420 SP:Iteration 19Q (896.766659 sec): 3 clusters Score: Raw -5250651.028994 + Penalty 3420.879472 = -5247230.149522 nChanged 422 SP:Iteration 20F (896.878915 sec): 3 clusters Score: Raw -5250794.597715 + Penalty 3420.879472 = -5247373.718243 nChanged 422 SP:Iteration 21Q (896.983761 sec): 3 clusters Score: Raw -5250952.170543 + Penalty 3420.879472 = -5247531.291071 nChanged 433 SP:Iteration 22Q (897.078671 sec): 3 clusters Score: Raw -5251124.434701 + Penalty 3420.879472 = -5247703.555229 nChanged 433 SP:Iteration 23Q (897.175890 sec): 3 clusters Score: Raw -5251309.499864 + Penalty 3420.879472 = -5247888.620391 nChanged 427 SP:Iteration 24Q (897.284736 sec): 3 clusters Score: Raw -5251487.903744 + Penalty 3420.879472 = -5248067.024272 nChanged 429 SP:Iteration 25Q (897.390156 sec): 3 clusters Score: Raw -5251661.652486 + Penalty 3420.879472 = -5248240.773013 nChanged 405 SP:Iteration 26Q (897.484664 sec): 3 clusters Score: Raw -5251829.430792 + Penalty 3420.879472 = -5248408.551320 nChanged 383 SP:Iteration 27Q (897.591738 sec): 3 clusters Score: Raw -5251990.386314 + Penalty 3420.879472 = -5248569.506842 nChanged 353 SP:Iteration 28Q (897.690400 sec): 3 clusters Score: Raw -5252138.720554 + Penalty 3420.879472 = -5248717.841082 nChanged 302 SP:Iteration 29Q (897.791199 sec): 3 clusters Score: Raw -5252256.809670 + Penalty 3420.879472 = -5248835.930198 nChanged 291 SP:Iteration 30Q (897.889700 sec): 3 clusters Score: Raw -5252371.816338 + Penalty 3420.879472 = -5248950.936865 nChanged 266 SP:Iteration 31Q (897.984560 sec): 3 clusters Score: Raw -5252476.719897 + Penalty 3420.879472 = -5249055.840425 nChanged 235 SP:Iteration 32Q (898.077070 sec): 3 clusters Score: Raw -5252576.429187 + Penalty 3420.879472 = -5249155.549714 nChanged 240 SP:Iteration 33Q (898.171312 sec): 3 clusters Score: Raw -5252679.685957 + Penalty 3420.879472 = -5249258.806484 nChanged 205 SP:Iteration 34Q (898.265676 sec): 3 clusters Score: Raw -5252765.130582 + Penalty 3420.879472 = -5249344.251109 nChanged 187 SP:Iteration 35Q (898.357922 sec): 3 clusters Score: Raw -5252843.505870 + Penalty 3420.879472 = -5249422.626398 nChanged 170 SP:Iteration 36Q (898.458727 sec): 3 clusters Score: Raw -5252917.706438 + Penalty 3420.879472 = -5249496.826966 nChanged 139 SP:Iteration 37Q (898.552754 sec): 3 clusters Score: Raw -5252979.585907 + Penalty 3420.879472 = -5249558.706434 nChanged 142 SP:Iteration 38Q (898.651421 sec): 3 clusters Score: Raw -5253038.210217 + Penalty 3420.879472 = -5249617.330744 nChanged 123 SP:Iteration 39Q (898.743704 sec): 3 clusters Score: Raw -5253094.871673 + Penalty 3420.879472 = -5249673.992201 nChanged 106 SP:Iteration 40F (898.846418 sec): 3 clusters Score: Raw -5253141.255905 + Penalty 3420.879472 = -5249720.376433 nChanged 105 SP:Iteration 41Q (898.945845 sec): 3 clusters Score: Raw -5253188.400394 + Penalty 3420.879472 = -5249767.520922 nChanged 89 SP:Iteration 42Q (899.027322 sec): 3 clusters Score: Raw -5253226.353642 + Penalty 3420.879472 = -5249805.474169 nChanged 68 SP:Iteration 43Q (899.127405 sec): 3 clusters Score: Raw -5253255.083708 + Penalty 3420.879472 = -5249834.204235 nChanged 46 SP:Iteration 44Q (899.205817 sec): 3 clusters Score: Raw -5253272.542137 + Penalty 3420.879472 = -5249851.662665 nChanged 41 SP:Iteration 45Q (899.306619 sec): 3 clusters Score: Raw -5253289.401760 + Penalty 3420.879472 = -5249868.522288 nChanged 32 SP:Iteration 46Q (899.391389 sec): 3 clusters Score: Raw -5253301.341909 + Penalty 3420.879472 = -5249880.462436 nChanged 30 SP:Iteration 47Q (899.483294 sec): 3 clusters Score: Raw -5253311.773132 + Penalty 3420.879472 = -5249890.893660 nChanged 20 SP:Iteration 48Q (899.583190 sec): 3 clusters Score: Raw -5253318.085847 + Penalty 3420.879472 = -5249897.206374 nChanged 18 SP:Iteration 49Q (899.677055 sec): 3 clusters Score: Raw -5253326.086162 + Penalty 3420.879472 = -5249905.206689 nChanged 30 SP:Iteration 50Q (899.774316 sec): 3 clusters Score: Raw -5253337.163660 + Penalty 3420.879472 = -5249916.284187 nChanged 16 SP:Iteration 51Q (899.868782 sec): 3 clusters Score: Raw -5253342.994469 + Penalty 3420.879472 = -5249922.114996 nChanged 14 SP:Iteration 52Q (899.957596 sec): 3 clusters Score: Raw -5253348.745350 + Penalty 3420.879472 = -5249927.865877 nChanged 10 SP:Iteration 53Q (900.054823 sec): 3 clusters Score: Raw -5253351.501966 + Penalty 3420.879472 = -5249930.622494 nChanged 11 SP:Iteration 54Q (900.152877 sec): 3 clusters Score: Raw -5253355.166971 + Penalty 3420.879472 = -5249934.287498 nChanged 8 SP:Iteration 55Q (900.246466 sec): 3 clusters Score: Raw -5253357.965108 + Penalty 3420.879472 = -5249937.085635 nChanged 12 SP:Iteration 56Q (900.336113 sec): 3 clusters Score: Raw -5253361.321220 + Penalty 3420.879472 = -5249940.441747 nChanged 8 SP:Iteration 57Q (900.430187 sec): 3 clusters Score: Raw -5253364.588462 + Penalty 3420.879472 = -5249943.708989 nChanged 9 SP:Iteration 58Q (900.520967 sec): 3 clusters Score: Raw -5253368.199263 + Penalty 3420.879472 = -5249947.319791 nChanged 7 SP:Iteration 59Q (900.620301 sec): 3 clusters Score: Raw -5253369.908190 + Penalty 3420.879472 = -5249949.028718 nChanged 6 SP:Iteration 60F (900.725817 sec): 3 clusters Score: Raw -5253372.141443 + Penalty 3420.879472 = -5249951.261971 nChanged 4 SP:Iteration 61Q (900.820391 sec): 3 clusters Score: Raw -5253373.921969 + Penalty 3420.879472 = -5249953.042496 nChanged 7 SP:Iteration 62Q (900.911121 sec): 3 clusters Score: Raw -5253376.149389 + Penalty 3420.879472 = -5249955.269916 nChanged 4 SP:Iteration 63Q (901.007224 sec): 3 clusters Score: Raw -5253377.369755 + Penalty 3420.879472 = -5249956.490283 nChanged 1 SP:Iteration 64Q (901.101515 sec): 3 clusters Score: Raw -5253377.694733 + Penalty 3420.879472 = -5249956.815260 nChanged 2 SP:Iteration 65Q (901.190918 sec): 3 clusters Score: Raw -5253378.395558 + Penalty 3420.879472 = -5249957.516085 nChanged 1 SP:Iteration 66Q (901.284166 sec): 3 clusters Score: Raw -5253378.914082 + Penalty 3420.879472 = -5249958.034609 nChanged 3 SP:Iteration 67Q (901.382020 sec): 3 clusters Score: Raw -5253379.223263 + Penalty 3420.879472 = -5249958.343791 nChanged 1 SP:Iteration 68Q (901.461672 sec): 3 clusters Score: Raw -5253379.559336 + Penalty 3420.879472 = -5249958.679864 nChanged 2 SP:Iteration 69Q (901.550891 sec): 3 clusters Score: Raw -5253379.872463 + Penalty 3420.879472 = -5249958.992991 nChanged 1 SP:Iteration 70Q (901.640364 sec): 3 clusters Score: Raw -5253380.207915 + Penalty 3420.879472 = -5249959.328442 nChanged 1 SP:Iteration 71Q (901.742486 sec): 3 clusters Score: Raw -5253380.584150 + Penalty 3420.879472 = -5249959.704677 nChanged 0 SP:Iteration 72F (901.852525 sec): 3 clusters Score: Raw -5253380.584150 + Penalty 3420.879472 = -5249959.704677 nChanged 0 Trying to split cluster 21 (22421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (901.906747 sec): 2 clusters Score: Raw -3074952.179838 + Penalty 1627.884911 = -3073324.294927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (901.990595 sec): 3 clusters Score: Raw -3061393.739451 + Penalty 3255.769822 = -3058137.969629 nChanged 10111 SP:Iteration 1F (902.074398 sec): 3 clusters Score: Raw -3066917.036541 + Penalty 3255.769822 = -3063661.266718 nChanged 1186 SP:Iteration 2F (902.157327 sec): 3 clusters Score: Raw -3067361.670275 + Penalty 3255.769822 = -3064105.900453 nChanged 1077 SP:Iteration 3Q (902.233243 sec): 3 clusters Score: Raw -3067801.271014 + Penalty 3255.769822 = -3064545.501192 nChanged 1109 SP:Iteration 4Q (902.310015 sec): 3 clusters Score: Raw -3068326.553745 + Penalty 3255.769822 = -3065070.783923 nChanged 1144 SP:Iteration 5F (902.396095 sec): 3 clusters Score: Raw -3068960.869198 + Penalty 3255.769822 = -3065705.099376 nChanged 1125 SP:Iteration 6F (902.479652 sec): 3 clusters Score: Raw -3069714.750774 + Penalty 3255.769822 = -3066458.980952 nChanged 1163 SP:Iteration 7F (902.557103 sec): 3 clusters Score: Raw -3070592.620095 + Penalty 3255.769822 = -3067336.850273 nChanged 1167 SP:Iteration 8F (902.644754 sec): 3 clusters Score: Raw -3071498.356043 + Penalty 3255.769822 = -3068242.586221 nChanged 1065 SP:Iteration 9Q (902.728136 sec): 3 clusters Score: Raw -3072253.742656 + Penalty 3255.769822 = -3068997.972834 nChanged 878 SP:Iteration 10Q (902.817270 sec): 3 clusters Score: Raw -3072772.762644 + Penalty 3255.769822 = -3069516.992821 nChanged 728 SP:Iteration 11Q (902.899241 sec): 3 clusters Score: Raw -3073166.850820 + Penalty 3255.769822 = -3069911.080998 nChanged 600 SP:Iteration 12Q (902.973120 sec): 3 clusters Score: Raw -3073473.049648 + Penalty 3255.769822 = -3070217.279826 nChanged 526 SP:Iteration 13Q (903.058552 sec): 3 clusters Score: Raw -3073742.922175 + Penalty 3255.769822 = -3070487.152353 nChanged 475 SP:Iteration 14Q (903.133769 sec): 3 clusters Score: Raw -3073995.577219 + Penalty 3255.769822 = -3070739.807397 nChanged 408 SP:Iteration 15Q (903.206320 sec): 3 clusters Score: Raw -3074211.900074 + Penalty 3255.769822 = -3070956.130252 nChanged 343 SP:Iteration 16Q (903.291768 sec): 3 clusters Score: Raw -3074400.863465 + Penalty 3255.769822 = -3071145.093643 nChanged 300 SP:Iteration 17Q (903.369293 sec): 3 clusters Score: Raw -3074576.535383 + Penalty 3255.769822 = -3071320.765561 nChanged 260 SP:Iteration 18Q (903.448155 sec): 3 clusters Score: Raw -3074718.877817 + Penalty 3255.769822 = -3071463.107995 nChanged 177 SP:Iteration 19Q (903.525112 sec): 3 clusters Score: Raw -3074808.525246 + Penalty 3255.769822 = -3071552.755424 nChanged 134 SP:Iteration 20F (903.611789 sec): 3 clusters Score: Raw -3074884.806593 + Penalty 3255.769822 = -3071629.036771 nChanged 101 SP:Iteration 21Q (903.691609 sec): 3 clusters Score: Raw -3074941.353276 + Penalty 3255.769822 = -3071685.583453 nChanged 86 SP:Iteration 22Q (903.769817 sec): 3 clusters Score: Raw -3074992.027017 + Penalty 3255.769822 = -3071736.257195 nChanged 73 SP:Iteration 23Q (903.848344 sec): 3 clusters Score: Raw -3075035.272146 + Penalty 3255.769822 = -3071779.502324 nChanged 67 SP:Iteration 24Q (903.924304 sec): 3 clusters Score: Raw -3075079.587919 + Penalty 3255.769822 = -3071823.818097 nChanged 46 SP:Iteration 25Q (904.000625 sec): 3 clusters Score: Raw -3075110.932098 + Penalty 3255.769822 = -3071855.162276 nChanged 42 SP:Iteration 26Q (904.079362 sec): 3 clusters Score: Raw -3075135.638517 + Penalty 3255.769822 = -3071879.868695 nChanged 21 SP:Iteration 27Q (904.154571 sec): 3 clusters Score: Raw -3075148.559693 + Penalty 3255.769822 = -3071892.789871 nChanged 19 SP:Iteration 28Q (904.233720 sec): 3 clusters Score: Raw -3075159.863129 + Penalty 3255.769822 = -3071904.093307 nChanged 17 SP:Iteration 29Q (904.289206 sec): 3 clusters Score: Raw -3075169.574298 + Penalty 3255.769822 = -3071913.804476 nChanged 17 SP:Iteration 30Q (904.364930 sec): 3 clusters Score: Raw -3075180.500607 + Penalty 3255.769822 = -3071924.730785 nChanged 13 SP:Iteration 31Q (904.435164 sec): 3 clusters Score: Raw -3075187.924775 + Penalty 3255.769822 = -3071932.154953 nChanged 12 SP:Iteration 32Q (904.522802 sec): 3 clusters Score: Raw -3075193.234092 + Penalty 3255.769822 = -3071937.464270 nChanged 7 SP:Iteration 33Q (904.595114 sec): 3 clusters Score: Raw -3075197.138510 + Penalty 3255.769822 = -3071941.368688 nChanged 13 SP:Iteration 34Q (904.674831 sec): 3 clusters Score: Raw -3075203.073473 + Penalty 3255.769822 = -3071947.303651 nChanged 10 SP:Iteration 35Q (904.747249 sec): 3 clusters Score: Raw -3075209.117787 + Penalty 3255.769822 = -3071953.347965 nChanged 9 SP:Iteration 36Q (904.819924 sec): 3 clusters Score: Raw -3075214.070665 + Penalty 3255.769822 = -3071958.300843 nChanged 7 SP:Iteration 37Q (904.896533 sec): 3 clusters Score: Raw -3075216.800337 + Penalty 3255.769822 = -3071961.030515 nChanged 6 SP:Iteration 38Q (904.968688 sec): 3 clusters Score: Raw -3075220.379995 + Penalty 3255.769822 = -3071964.610173 nChanged 3 SP:Iteration 39Q (905.050153 sec): 3 clusters Score: Raw -3075222.431701 + Penalty 3255.769822 = -3071966.661879 nChanged 2 SP:Iteration 40F (905.137914 sec): 3 clusters Score: Raw -3075223.241211 + Penalty 3255.769822 = -3071967.471389 nChanged 0 Trying to split cluster 22 (330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (905.164314 sec): 2 clusters Score: Raw -29933.314459 + Penalty 942.352556 = -28990.961903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (905.207698 sec): 3 clusters Score: Raw -30024.715556 + Penalty 1884.705113 = -28140.010444 nChanged 85 SP:Iteration 1F (905.260927 sec): 3 clusters Score: Raw -30311.655452 + Penalty 1884.705113 = -28426.950339 nChanged 40 SP:Iteration 2F (905.308570 sec): 3 clusters Score: Raw -30436.205411 + Penalty 1884.705113 = -28551.500298 nChanged 21 SP:Iteration 3F (905.358561 sec): 3 clusters Score: Raw -30519.682674 + Penalty 1884.705113 = -28634.977561 nChanged 9 SP:Iteration 4Q (905.394714 sec): 3 clusters Score: Raw -30552.590856 + Penalty 1884.705113 = -28667.885744 nChanged 5 SP:Iteration 5Q (905.451563 sec): 3 clusters Score: Raw -30576.337368 + Penalty 1884.705113 = -28691.632255 nChanged 3 SP:Iteration 6Q (905.496190 sec): 3 clusters Score: Raw -30585.768155 + Penalty 1884.705113 = -28701.063042 nChanged 1 SP:Iteration 7Q (905.531536 sec): 3 clusters Score: Raw -30587.163755 + Penalty 1884.705113 = -28702.458642 nChanged 3 SP:Iteration 8Q (905.582346 sec): 3 clusters Score: Raw -30592.577224 + Penalty 1884.705113 = -28707.872112 nChanged 1 SP:Iteration 9Q (905.623282 sec): 3 clusters Score: Raw -30599.720262 + Penalty 1884.705113 = -28715.015149 nChanged 0 SP:Iteration 10F (905.669218 sec): 3 clusters Score: Raw -30599.720262 + Penalty 1884.705113 = -28715.015149 nChanged 0 Trying to split cluster 23 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (905.695132 sec): 2 clusters Score: Raw -66557.516269 + Penalty 1009.548491 = -65547.967778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (905.739669 sec): 3 clusters Score: Raw -66509.238897 + Penalty 2019.096981 = -64490.141916 nChanged 108 SP:Iteration 1F (905.797821 sec): 3 clusters Score: Raw -66709.639805 + Penalty 2019.096981 = -64690.542824 nChanged 43 SP:Iteration 2F (905.832240 sec): 3 clusters Score: Raw -66810.337666 + Penalty 2019.096981 = -64791.240685 nChanged 27 SP:Iteration 3F (905.889563 sec): 3 clusters Score: Raw -66864.195782 + Penalty 2019.096981 = -64845.098800 nChanged 11 SP:Iteration 4Q (905.929026 sec): 3 clusters Score: Raw -66886.257422 + Penalty 2019.096981 = -64867.160441 nChanged 9 SP:Iteration 5Q (905.968246 sec): 3 clusters Score: Raw -66909.066552 + Penalty 2019.096981 = -64889.969571 nChanged 8 SP:Iteration 6Q (906.017629 sec): 3 clusters Score: Raw -66942.633087 + Penalty 2019.096981 = -64923.536106 nChanged 13 SP:Iteration 7Q (906.061115 sec): 3 clusters Score: Raw -66986.774496 + Penalty 2019.096981 = -64967.677514 nChanged 7 SP:Iteration 8Q (906.092486 sec): 3 clusters Score: Raw -66999.493072 + Penalty 2019.096981 = -64980.396090 nChanged 4 SP:Iteration 9Q (906.139181 sec): 3 clusters Score: Raw -67007.124446 + Penalty 2019.096981 = -64988.027465 nChanged 6 SP:Iteration 10Q (906.180200 sec): 3 clusters Score: Raw -67024.845273 + Penalty 2019.096981 = -65005.748291 nChanged 7 SP:Iteration 11Q (906.226363 sec): 3 clusters Score: Raw -67038.184089 + Penalty 2019.096981 = -65019.087107 nChanged 7 SP:Iteration 12Q (906.267696 sec): 3 clusters Score: Raw -67049.037029 + Penalty 2019.096981 = -65029.940048 nChanged 1 SP:Iteration 13Q (906.307454 sec): 3 clusters Score: Raw -67049.899600 + Penalty 2019.096981 = -65030.802618 nChanged 1 SP:Iteration 14Q (906.347280 sec): 3 clusters Score: Raw -67050.519965 + Penalty 2019.096981 = -65031.422984 nChanged 1 SP:Iteration 15Q (906.383774 sec): 3 clusters Score: Raw -67053.166477 + Penalty 2019.096981 = -65034.069496 nChanged 0 SP:Iteration 16F (906.427990 sec): 3 clusters Score: Raw -67053.166477 + Penalty 2019.096981 = -65034.069496 nChanged 0 Trying to split cluster 24 (6823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (906.463744 sec): 2 clusters Score: Raw -991681.570193 + Penalty 1434.558862 = -990247.011331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (906.524470 sec): 3 clusters Score: Raw -988007.699369 + Penalty 2869.117724 = -985138.581644 nChanged 2838 SP:Iteration 1F (906.571706 sec): 3 clusters Score: Raw -989616.724895 + Penalty 2869.117724 = -986747.607170 nChanged 436 SP:Iteration 2F (906.641237 sec): 3 clusters Score: Raw -989829.979620 + Penalty 2869.117724 = -986960.861895 nChanged 348 SP:Iteration 3F (906.700904 sec): 3 clusters Score: Raw -989993.068165 + Penalty 2869.117724 = -987123.950441 nChanged 281 SP:Iteration 4Q (906.750531 sec): 3 clusters Score: Raw -990123.157155 + Penalty 2869.117724 = -987254.039431 nChanged 242 SP:Iteration 5Q (906.814632 sec): 3 clusters Score: Raw -990228.758044 + Penalty 2869.117724 = -987359.640319 nChanged 223 SP:Iteration 6Q (906.874247 sec): 3 clusters Score: Raw -990310.044684 + Penalty 2869.117724 = -987440.926959 nChanged 185 SP:Iteration 7Q (906.929694 sec): 3 clusters Score: Raw -990383.506696 + Penalty 2869.117724 = -987514.388972 nChanged 167 SP:Iteration 8Q (906.988692 sec): 3 clusters Score: Raw -990461.903251 + Penalty 2869.117724 = -987592.785527 nChanged 212 SP:Iteration 9Q (907.048477 sec): 3 clusters Score: Raw -990571.591578 + Penalty 2869.117724 = -987702.473854 nChanged 218 SP:Iteration 10Q (907.105549 sec): 3 clusters Score: Raw -990679.761918 + Penalty 2869.117724 = -987810.644194 nChanged 202 SP:Iteration 11Q (907.158613 sec): 3 clusters Score: Raw -990784.018401 + Penalty 2869.117724 = -987914.900677 nChanged 199 SP:Iteration 12Q (907.205859 sec): 3 clusters Score: Raw -990894.502653 + Penalty 2869.117724 = -988025.384929 nChanged 199 SP:Iteration 13Q (907.269852 sec): 3 clusters Score: Raw -990994.172819 + Penalty 2869.117724 = -988125.055095 nChanged 189 SP:Iteration 14Q (907.335320 sec): 3 clusters Score: Raw -991111.001779 + Penalty 2869.117724 = -988241.884054 nChanged 170 SP:Iteration 15Q (907.391416 sec): 3 clusters Score: Raw -991215.845918 + Penalty 2869.117724 = -988346.728194 nChanged 166 SP:Iteration 16Q (907.441470 sec): 3 clusters Score: Raw -991313.118440 + Penalty 2869.117724 = -988444.000716 nChanged 136 SP:Iteration 17Q (907.506904 sec): 3 clusters Score: Raw -991371.220929 + Penalty 2869.117724 = -988502.103205 nChanged 102 SP:Iteration 18Q (907.570994 sec): 3 clusters Score: Raw -991416.700413 + Penalty 2869.117724 = -988547.582689 nChanged 81 SP:Iteration 19Q (907.632647 sec): 3 clusters Score: Raw -991446.357064 + Penalty 2869.117724 = -988577.239339 nChanged 59 SP:Iteration 20F (907.686511 sec): 3 clusters Score: Raw -991469.129789 + Penalty 2869.117724 = -988600.012065 nChanged 54 SP:Iteration 21Q (907.746046 sec): 3 clusters Score: Raw -991487.166031 + Penalty 2869.117724 = -988618.048307 nChanged 40 SP:Iteration 22Q (907.814297 sec): 3 clusters Score: Raw -991499.209833 + Penalty 2869.117724 = -988630.092108 nChanged 38 SP:Iteration 23Q (907.859873 sec): 3 clusters Score: Raw -991508.812518 + Penalty 2869.117724 = -988639.694794 nChanged 35 SP:Iteration 24Q (907.929268 sec): 3 clusters Score: Raw -991518.568023 + Penalty 2869.117724 = -988649.450299 nChanged 44 SP:Iteration 25Q (907.985158 sec): 3 clusters Score: Raw -991532.431559 + Penalty 2869.117724 = -988663.313835 nChanged 34 SP:Iteration 26Q (908.034296 sec): 3 clusters Score: Raw -991542.469499 + Penalty 2869.117724 = -988673.351775 nChanged 26 SP:Iteration 27Q (908.093632 sec): 3 clusters Score: Raw -991547.990694 + Penalty 2869.117724 = -988678.872969 nChanged 22 SP:Iteration 28Q (908.136972 sec): 3 clusters Score: Raw -991553.109624 + Penalty 2869.117724 = -988683.991899 nChanged 22 SP:Iteration 29Q (908.190075 sec): 3 clusters Score: Raw -991558.339356 + Penalty 2869.117724 = -988689.221632 nChanged 23 SP:Iteration 30Q (908.252316 sec): 3 clusters Score: Raw -991565.310031 + Penalty 2869.117724 = -988696.192307 nChanged 31 SP:Iteration 31Q (908.311849 sec): 3 clusters Score: Raw -991573.943711 + Penalty 2869.117724 = -988704.825986 nChanged 34 SP:Iteration 32Q (908.371219 sec): 3 clusters Score: Raw -991585.129946 + Penalty 2869.117724 = -988716.012222 nChanged 32 SP:Iteration 33Q (908.425093 sec): 3 clusters Score: Raw -991593.394809 + Penalty 2869.117724 = -988724.277084 nChanged 20 SP:Iteration 34Q (908.475460 sec): 3 clusters Score: Raw -991598.777383 + Penalty 2869.117724 = -988729.659659 nChanged 29 SP:Iteration 35Q (908.541442 sec): 3 clusters Score: Raw -991605.950853 + Penalty 2869.117724 = -988736.833128 nChanged 24 SP:Iteration 36Q (908.602834 sec): 3 clusters Score: Raw -991611.021783 + Penalty 2869.117724 = -988741.904058 nChanged 19 SP:Iteration 37Q (908.649020 sec): 3 clusters Score: Raw -991615.203958 + Penalty 2869.117724 = -988746.086233 nChanged 16 SP:Iteration 38Q (908.703539 sec): 3 clusters Score: Raw -991619.961643 + Penalty 2869.117724 = -988750.843919 nChanged 21 SP:Iteration 39Q (908.766013 sec): 3 clusters Score: Raw -991626.459595 + Penalty 2869.117724 = -988757.341871 nChanged 22 SP:Iteration 40F (908.821600 sec): 3 clusters Score: Raw -991632.624135 + Penalty 2869.117724 = -988763.506411 nChanged 20 SP:Iteration 41Q (908.873628 sec): 3 clusters Score: Raw -991638.758195 + Penalty 2869.117724 = -988769.640470 nChanged 16 SP:Iteration 42Q (908.934064 sec): 3 clusters Score: Raw -991642.812456 + Penalty 2869.117724 = -988773.694731 nChanged 16 SP:Iteration 43Q (908.990508 sec): 3 clusters Score: Raw -991647.257861 + Penalty 2869.117724 = -988778.140137 nChanged 21 SP:Iteration 44Q (909.040254 sec): 3 clusters Score: Raw -991652.953747 + Penalty 2869.117724 = -988783.836023 nChanged 24 SP:Iteration 45Q (909.094748 sec): 3 clusters Score: Raw -991659.827203 + Penalty 2869.117724 = -988790.709478 nChanged 19 SP:Iteration 46Q (909.155695 sec): 3 clusters Score: Raw -991665.630886 + Penalty 2869.117724 = -988796.513161 nChanged 22 SP:Iteration 47Q (909.196652 sec): 3 clusters Score: Raw -991672.240369 + Penalty 2869.117724 = -988803.122645 nChanged 23 SP:Iteration 48Q (909.253330 sec): 3 clusters Score: Raw -991680.411532 + Penalty 2869.117724 = -988811.293808 nChanged 32 SP:Iteration 49Q (909.316716 sec): 3 clusters Score: Raw -991691.580962 + Penalty 2869.117724 = -988822.463237 nChanged 39 SP:Iteration 50Q (909.362568 sec): 3 clusters Score: Raw -991705.974454 + Penalty 2869.117724 = -988836.856729 nChanged 29 SP:Iteration 51Q (909.433231 sec): 3 clusters Score: Raw -991717.917026 + Penalty 2869.117724 = -988848.799302 nChanged 32 SP:Iteration 52Q (909.492999 sec): 3 clusters Score: Raw -991729.648596 + Penalty 2869.117724 = -988860.530871 nChanged 39 SP:Iteration 53Q (909.545381 sec): 3 clusters Score: Raw -991742.471744 + Penalty 2869.117724 = -988873.354019 nChanged 34 SP:Iteration 54Q (909.593983 sec): 3 clusters Score: Raw -991757.683513 + Penalty 2869.117724 = -988888.565788 nChanged 45 SP:Iteration 55Q (909.651700 sec): 3 clusters Score: Raw -991777.980381 + Penalty 2869.117724 = -988908.862656 nChanged 37 SP:Iteration 56Q (909.703345 sec): 3 clusters Score: Raw -991795.029832 + Penalty 2869.117724 = -988925.912107 nChanged 40 SP:Iteration 57Q (909.760125 sec): 3 clusters Score: Raw -991812.677911 + Penalty 2869.117724 = -988943.560187 nChanged 35 SP:Iteration 58Q (909.811902 sec): 3 clusters Score: Raw -991825.333839 + Penalty 2869.117724 = -988956.216115 nChanged 32 SP:Iteration 59Q (909.868751 sec): 3 clusters Score: Raw -991838.291679 + Penalty 2869.117724 = -988969.173955 nChanged 23 SP:Iteration 60F (909.932964 sec): 3 clusters Score: Raw -991847.519913 + Penalty 2869.117724 = -988978.402188 nChanged 20 SP:Iteration 61Q (909.986657 sec): 3 clusters Score: Raw -991855.122592 + Penalty 2869.117724 = -988986.004867 nChanged 15 SP:Iteration 62Q (910.050838 sec): 3 clusters Score: Raw -991859.868013 + Penalty 2869.117724 = -988990.750288 nChanged 15 SP:Iteration 63Q (910.106530 sec): 3 clusters Score: Raw -991865.280868 + Penalty 2869.117724 = -988996.163144 nChanged 24 SP:Iteration 64Q (910.156448 sec): 3 clusters Score: Raw -991873.103564 + Penalty 2869.117724 = -989003.985840 nChanged 16 SP:Iteration 65Q (910.212074 sec): 3 clusters Score: Raw -991877.409868 + Penalty 2869.117724 = -989008.292143 nChanged 13 SP:Iteration 66Q (910.274291 sec): 3 clusters Score: Raw -991882.499202 + Penalty 2869.117724 = -989013.381477 nChanged 15 SP:Iteration 67Q (910.331966 sec): 3 clusters Score: Raw -991887.897492 + Penalty 2869.117724 = -989018.779768 nChanged 14 SP:Iteration 68Q (910.394039 sec): 3 clusters Score: Raw -991892.864797 + Penalty 2869.117724 = -989023.747073 nChanged 13 SP:Iteration 69Q (910.448820 sec): 3 clusters Score: Raw -991898.706139 + Penalty 2869.117724 = -989029.588414 nChanged 9 SP:Iteration 70Q (910.502518 sec): 3 clusters Score: Raw -991902.421990 + Penalty 2869.117724 = -989033.304266 nChanged 11 SP:Iteration 71Q (910.562422 sec): 3 clusters Score: Raw -991906.883051 + Penalty 2869.117724 = -989037.765326 nChanged 14 SP:Iteration 72Q (910.619451 sec): 3 clusters Score: Raw -991914.472069 + Penalty 2869.117724 = -989045.354344 nChanged 12 SP:Iteration 73Q (910.677971 sec): 3 clusters Score: Raw -991919.741743 + Penalty 2869.117724 = -989050.624019 nChanged 14 SP:Iteration 74Q (910.733139 sec): 3 clusters Score: Raw -991923.896276 + Penalty 2869.117724 = -989054.778551 nChanged 10 SP:Iteration 75Q (910.788187 sec): 3 clusters Score: Raw -991927.339896 + Penalty 2869.117724 = -989058.222171 nChanged 9 SP:Iteration 76Q (910.847226 sec): 3 clusters Score: Raw -991930.877343 + Penalty 2869.117724 = -989061.759618 nChanged 10 SP:Iteration 77Q (910.891145 sec): 3 clusters Score: Raw -991933.145880 + Penalty 2869.117724 = -989064.028155 nChanged 4 SP:Iteration 78Q (910.956364 sec): 3 clusters Score: Raw -991934.083120 + Penalty 2869.117724 = -989064.965396 nChanged 2 SP:Iteration 79Q (911.012781 sec): 3 clusters Score: Raw -991934.468766 + Penalty 2869.117724 = -989065.351041 nChanged 2 SP:Iteration 80F (911.067725 sec): 3 clusters Score: Raw -991935.047148 + Penalty 2869.117724 = -989065.929423 nChanged 0 Trying to split cluster 25 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (911.093399 sec): 2 clusters Score: Raw -59370.533329 + Penalty 1020.868346 = -58349.664982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (911.142810 sec): 3 clusters Score: Raw -59351.429379 + Penalty 2041.736693 = -57309.692687 nChanged 139 SP:Iteration 1F (911.184712 sec): 3 clusters Score: Raw -59556.969143 + Penalty 2041.736693 = -57515.232450 nChanged 35 SP:Iteration 2F (911.229976 sec): 3 clusters Score: Raw -59621.247640 + Penalty 2041.736693 = -57579.510948 nChanged 31 SP:Iteration 3F (911.275387 sec): 3 clusters Score: Raw -59668.827348 + Penalty 2041.736693 = -57627.090655 nChanged 15 SP:Iteration 4Q (911.319659 sec): 3 clusters Score: Raw -59695.165030 + Penalty 2041.736693 = -57653.428338 nChanged 2 SP:Iteration 5Q (911.367920 sec): 3 clusters Score: Raw -59696.511661 + Penalty 2041.736693 = -57654.774969 nChanged 2 SP:Iteration 6Q (911.408943 sec): 3 clusters Score: Raw -59699.635894 + Penalty 2041.736693 = -57657.899202 nChanged 3 SP:Iteration 7Q (911.452427 sec): 3 clusters Score: Raw -59708.504298 + Penalty 2041.736693 = -57666.767606 nChanged 3 SP:Iteration 8Q (911.493405 sec): 3 clusters Score: Raw -59712.045060 + Penalty 2041.736693 = -57670.308368 nChanged 2 SP:Iteration 9Q (911.538072 sec): 3 clusters Score: Raw -59715.327980 + Penalty 2041.736693 = -57673.591288 nChanged 1 SP:Iteration 10Q (911.578721 sec): 3 clusters Score: Raw -59716.015684 + Penalty 2041.736693 = -57674.278992 nChanged 0 SP:Iteration 11F (911.612018 sec): 3 clusters Score: Raw -59716.015684 + Penalty 2041.736693 = -57674.278992 nChanged 0 Trying to split cluster 26 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (911.631774 sec): 2 clusters Score: Raw -39298.779507 + Penalty 953.760748 = -38345.018759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (911.677911 sec): 3 clusters Score: Raw -39375.366534 + Penalty 1907.521497 = -37467.845037 nChanged 76 SP:Iteration 1F (911.722503 sec): 3 clusters Score: Raw -39565.557410 + Penalty 1907.521497 = -37658.035914 nChanged 31 SP:Iteration 2F (911.769088 sec): 3 clusters Score: Raw -39652.619410 + Penalty 1907.521497 = -37745.097913 nChanged 19 SP:Iteration 3F (911.804986 sec): 3 clusters Score: Raw -39771.966399 + Penalty 1907.521497 = -37864.444902 nChanged 20 SP:Iteration 4F (911.851479 sec): 3 clusters Score: Raw -39912.218876 + Penalty 1907.521497 = -38004.697379 nChanged 13 SP:Iteration 5Q (911.887751 sec): 3 clusters Score: Raw -39986.559761 + Penalty 1907.521497 = -38079.038265 nChanged 6 SP:Iteration 6Q (911.934227 sec): 3 clusters Score: Raw -40017.156753 + Penalty 1907.521497 = -38109.635257 nChanged 3 SP:Iteration 7Q (911.971445 sec): 3 clusters Score: Raw -40034.183638 + Penalty 1907.521497 = -38126.662141 nChanged 3 SP:Iteration 8Q (912.018330 sec): 3 clusters Score: Raw -40045.957419 + Penalty 1907.521497 = -38138.435922 nChanged 0 SP:Iteration 9F (912.054016 sec): 3 clusters Score: Raw -40045.957419 + Penalty 1907.521497 = -38138.435922 nChanged 0 Trying to split cluster 27 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (912.076799 sec): 2 clusters Score: Raw -50791.548112 + Penalty 967.823573 = -49823.724539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (912.123882 sec): 3 clusters Score: Raw -50866.783292 + Penalty 1935.647145 = -48931.136146 nChanged 99 SP:Iteration 1F (912.162752 sec): 3 clusters Score: Raw -51077.485013 + Penalty 1935.647145 = -49141.837868 nChanged 41 SP:Iteration 2F (912.210315 sec): 3 clusters Score: Raw -51221.304821 + Penalty 1935.647145 = -49285.657676 nChanged 25 SP:Iteration 3F (912.258419 sec): 3 clusters Score: Raw -51313.241262 + Penalty 1935.647145 = -49377.594117 nChanged 9 SP:Iteration 4Q (912.303458 sec): 3 clusters Score: Raw -51342.460331 + Penalty 1935.647145 = -49406.813186 nChanged 5 SP:Iteration 5Q (912.344807 sec): 3 clusters Score: Raw -51352.967673 + Penalty 1935.647145 = -49417.320528 nChanged 2 SP:Iteration 6Q (912.380478 sec): 3 clusters Score: Raw -51356.906816 + Penalty 1935.647145 = -49421.259671 nChanged 1 SP:Iteration 7Q (912.423422 sec): 3 clusters Score: Raw -51358.610366 + Penalty 1935.647145 = -49422.963221 nChanged 1 SP:Iteration 8Q (912.464593 sec): 3 clusters Score: Raw -51361.372664 + Penalty 1935.647145 = -49425.725519 nChanged 0 SP:Iteration 9F (912.507772 sec): 3 clusters Score: Raw -51361.372664 + Penalty 1935.647145 = -49425.725519 nChanged 0 Trying to split cluster 28 (1170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (912.530735 sec): 2 clusters Score: Raw -130958.198927 + Penalty 1148.023342 = -129810.175585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (912.573233 sec): 3 clusters Score: Raw -130601.097573 + Penalty 2296.046684 = -128305.050889 nChanged 387 SP:Iteration 1F (912.624467 sec): 3 clusters Score: Raw -131095.165076 + Penalty 2296.046684 = -128799.118392 nChanged 149 SP:Iteration 2F (912.677742 sec): 3 clusters Score: Raw -131329.232871 + Penalty 2296.046684 = -129033.186187 nChanged 86 SP:Iteration 3F (912.730889 sec): 3 clusters Score: Raw -131482.677044 + Penalty 2296.046684 = -129186.630360 nChanged 56 SP:Iteration 4Q (912.775138 sec): 3 clusters Score: Raw -131590.478762 + Penalty 2296.046684 = -129294.432078 nChanged 48 SP:Iteration 5Q (912.815639 sec): 3 clusters Score: Raw -131691.110796 + Penalty 2296.046684 = -129395.064112 nChanged 31 SP:Iteration 6Q (912.864154 sec): 3 clusters Score: Raw -131764.089384 + Penalty 2296.046684 = -129468.042700 nChanged 26 SP:Iteration 7Q (912.908772 sec): 3 clusters Score: Raw -131812.745936 + Penalty 2296.046684 = -129516.699252 nChanged 25 SP:Iteration 8Q (912.951844 sec): 3 clusters Score: Raw -131859.565615 + Penalty 2296.046684 = -129563.518931 nChanged 24 SP:Iteration 9Q (913.002179 sec): 3 clusters Score: Raw -131898.002437 + Penalty 2296.046684 = -129601.955753 nChanged 15 SP:Iteration 10Q (913.053025 sec): 3 clusters Score: Raw -131917.384259 + Penalty 2296.046684 = -129621.337575 nChanged 16 SP:Iteration 11Q (913.102341 sec): 3 clusters Score: Raw -131937.511617 + Penalty 2296.046684 = -129641.464933 nChanged 10 SP:Iteration 12Q (913.153099 sec): 3 clusters Score: Raw -131951.171444 + Penalty 2296.046684 = -129655.124760 nChanged 8 SP:Iteration 13Q (913.201975 sec): 3 clusters Score: Raw -131957.435580 + Penalty 2296.046684 = -129661.388896 nChanged 4 SP:Iteration 14Q (913.253226 sec): 3 clusters Score: Raw -131961.225192 + Penalty 2296.046684 = -129665.178508 nChanged 4 SP:Iteration 15Q (913.299316 sec): 3 clusters Score: Raw -131964.882234 + Penalty 2296.046684 = -129668.835550 nChanged 1 SP:Iteration 16Q (913.350731 sec): 3 clusters Score: Raw -131965.375163 + Penalty 2296.046684 = -129669.328479 nChanged 0 SP:Iteration 17F (913.402048 sec): 3 clusters Score: Raw -131966.553790 + Penalty 2296.046684 = -129670.507106 nChanged 1 SP:Iteration 18Q (913.452948 sec): 3 clusters Score: Raw -131971.473215 + Penalty 2296.046684 = -129675.426531 nChanged 2 SP:Iteration 19Q (913.508675 sec): 3 clusters Score: Raw -131973.885351 + Penalty 2296.046684 = -129677.838667 nChanged 5 SP:Iteration 20F (913.548569 sec): 3 clusters Score: Raw -131980.452306 + Penalty 2296.046684 = -129684.405622 nChanged 4 SP:Iteration 21Q (913.605477 sec): 3 clusters Score: Raw -131984.752100 + Penalty 2296.046684 = -129688.705416 nChanged 4 SP:Iteration 22Q (913.645102 sec): 3 clusters Score: Raw -131989.686478 + Penalty 2296.046684 = -129693.639794 nChanged 6 SP:Iteration 23Q (913.700227 sec): 3 clusters Score: Raw -131996.715223 + Penalty 2296.046684 = -129700.668539 nChanged 5 SP:Iteration 24Q (913.754443 sec): 3 clusters Score: Raw -132001.296485 + Penalty 2296.046684 = -129705.249801 nChanged 5 SP:Iteration 25Q (913.789295 sec): 3 clusters Score: Raw -132006.431615 + Penalty 2296.046684 = -129710.384931 nChanged 4 SP:Iteration 26Q (913.837808 sec): 3 clusters Score: Raw -132010.659999 + Penalty 2296.046684 = -129714.613315 nChanged 6 SP:Iteration 27Q (913.893119 sec): 3 clusters Score: Raw -132015.738968 + Penalty 2296.046684 = -129719.692284 nChanged 2 SP:Iteration 28Q (913.937806 sec): 3 clusters Score: Raw -132017.117611 + Penalty 2296.046684 = -129721.070927 nChanged 0 SP:Iteration 29F (913.993036 sec): 3 clusters Score: Raw -132017.117611 + Penalty 2296.046684 = -129721.070927 nChanged 0 Trying to split cluster 29 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (914.007129 sec): 2 clusters Score: Raw -7660.171008 + Penalty 831.673995 = -6828.497014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (914.056747 sec): 3 clusters Score: Raw -7837.021284 + Penalty 1663.347989 = -6173.673295 nChanged 19 SP:Iteration 1F (914.104177 sec): 3 clusters Score: Raw -7900.632658 + Penalty 1663.347989 = -6237.284669 nChanged 5 SP:Iteration 2Q (914.146609 sec): 3 clusters Score: Raw -7912.508072 + Penalty 1663.347989 = -6249.160083 nChanged 3 SP:Iteration 3Q (914.185985 sec): 3 clusters Score: Raw -7926.574902 + Penalty 1663.347989 = -6263.226912 nChanged 2 SP:Iteration 4Q (914.240987 sec): 3 clusters Score: Raw -7936.212490 + Penalty 1663.347989 = -6272.864501 nChanged 0 SP:Iteration 5F (914.281328 sec): 3 clusters Score: Raw -7936.212490 + Penalty 1663.347989 = -6272.864501 nChanged 0 Trying to split cluster 30 (13894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (914.330732 sec): 2 clusters Score: Raw -1968247.480555 + Penalty 1550.122010 = -1966697.358545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (914.394253 sec): 3 clusters Score: Raw -1960088.782881 + Penalty 3100.244021 = -1956988.538861 nChanged 6168 SP:Iteration 1F (914.467758 sec): 3 clusters Score: Raw -1963411.868009 + Penalty 3100.244021 = -1960311.623988 nChanged 804 SP:Iteration 2F (914.538151 sec): 3 clusters Score: Raw -1963726.665544 + Penalty 3100.244021 = -1960626.421524 nChanged 695 SP:Iteration 3F (914.620095 sec): 3 clusters Score: Raw -1963997.866913 + Penalty 3100.244021 = -1960897.622893 nChanged 594 SP:Iteration 4Q (914.691062 sec): 3 clusters Score: Raw -1964244.012207 + Penalty 3100.244021 = -1961143.768186 nChanged 586 SP:Iteration 5Q (914.764373 sec): 3 clusters Score: Raw -1964511.408056 + Penalty 3100.244021 = -1961411.164035 nChanged 614 SP:Iteration 6Q (914.835385 sec): 3 clusters Score: Raw -1964822.544714 + Penalty 3100.244021 = -1961722.300693 nChanged 650 SP:Iteration 7Q (914.896408 sec): 3 clusters Score: Raw -1965204.974793 + Penalty 3100.244021 = -1962104.730772 nChanged 689 SP:Iteration 8Q (914.969507 sec): 3 clusters Score: Raw -1965650.912216 + Penalty 3100.244021 = -1962550.668195 nChanged 693 SP:Iteration 9Q (915.042653 sec): 3 clusters Score: Raw -1966137.244837 + Penalty 3100.244021 = -1963037.000817 nChanged 608 SP:Iteration 10Q (915.109607 sec): 3 clusters Score: Raw -1966587.113629 + Penalty 3100.244021 = -1963486.869609 nChanged 527 SP:Iteration 11Q (915.169165 sec): 3 clusters Score: Raw -1967031.674846 + Penalty 3100.244021 = -1963931.430825 nChanged 449 SP:Iteration 12Q (915.238736 sec): 3 clusters Score: Raw -1967400.733903 + Penalty 3100.244021 = -1964300.489883 nChanged 359 SP:Iteration 13Q (915.306603 sec): 3 clusters Score: Raw -1967690.168871 + Penalty 3100.244021 = -1964589.924850 nChanged 258 SP:Iteration 14Q (915.374480 sec): 3 clusters Score: Raw -1967897.888888 + Penalty 3100.244021 = -1964797.644867 nChanged 206 SP:Iteration 15Q (915.455056 sec): 3 clusters Score: Raw -1968072.006981 + Penalty 3100.244021 = -1964971.762961 nChanged 168 SP:Iteration 16Q (915.521576 sec): 3 clusters Score: Raw -1968218.242649 + Penalty 3100.244021 = -1965117.998629 nChanged 119 SP:Iteration 17Q (915.584656 sec): 3 clusters Score: Raw -1968313.648238 + Penalty 3100.244021 = -1965213.404217 nChanged 74 SP:Iteration 18Q (915.646069 sec): 3 clusters Score: Raw -1968364.000787 + Penalty 3100.244021 = -1965263.756766 nChanged 62 SP:Iteration 19Q (915.714223 sec): 3 clusters Score: Raw -1968405.745225 + Penalty 3100.244021 = -1965305.501204 nChanged 51 SP:Iteration 20F (915.790394 sec): 3 clusters Score: Raw -1968445.519710 + Penalty 3100.244021 = -1965345.275689 nChanged 43 SP:Iteration 21Q (915.856364 sec): 3 clusters Score: Raw -1968473.986863 + Penalty 3100.244021 = -1965373.742843 nChanged 37 SP:Iteration 22Q (915.917656 sec): 3 clusters Score: Raw -1968493.001489 + Penalty 3100.244021 = -1965392.757468 nChanged 29 SP:Iteration 23Q (915.984026 sec): 3 clusters Score: Raw -1968510.543866 + Penalty 3100.244021 = -1965410.299846 nChanged 20 SP:Iteration 24Q (916.041721 sec): 3 clusters Score: Raw -1968523.091659 + Penalty 3100.244021 = -1965422.847639 nChanged 25 SP:Iteration 25Q (916.116369 sec): 3 clusters Score: Raw -1968535.527939 + Penalty 3100.244021 = -1965435.283919 nChanged 24 SP:Iteration 26Q (916.182916 sec): 3 clusters Score: Raw -1968546.341153 + Penalty 3100.244021 = -1965446.097132 nChanged 19 SP:Iteration 27Q (916.250245 sec): 3 clusters Score: Raw -1968557.888356 + Penalty 3100.244021 = -1965457.644335 nChanged 15 SP:Iteration 28Q (916.319309 sec): 3 clusters Score: Raw -1968564.581218 + Penalty 3100.244021 = -1965464.337197 nChanged 6 SP:Iteration 29Q (916.386973 sec): 3 clusters Score: Raw -1968567.521428 + Penalty 3100.244021 = -1965467.277407 nChanged 6 SP:Iteration 30Q (916.451080 sec): 3 clusters Score: Raw -1968570.352702 + Penalty 3100.244021 = -1965470.108681 nChanged 4 SP:Iteration 31Q (916.516742 sec): 3 clusters Score: Raw -1968572.411997 + Penalty 3100.244021 = -1965472.167977 nChanged 7 SP:Iteration 32Q (916.583491 sec): 3 clusters Score: Raw -1968576.069626 + Penalty 3100.244021 = -1965475.825605 nChanged 9 SP:Iteration 33Q (916.648540 sec): 3 clusters Score: Raw -1968579.648459 + Penalty 3100.244021 = -1965479.404438 nChanged 12 SP:Iteration 34Q (916.712253 sec): 3 clusters Score: Raw -1968584.178021 + Penalty 3100.244021 = -1965483.934001 nChanged 4 SP:Iteration 35Q (916.775102 sec): 3 clusters Score: Raw -1968585.424714 + Penalty 3100.244021 = -1965485.180693 nChanged 4 SP:Iteration 36Q (916.841975 sec): 3 clusters Score: Raw -1968587.142271 + Penalty 3100.244021 = -1965486.898250 nChanged 1 SP:Iteration 37Q (916.906675 sec): 3 clusters Score: Raw -1968587.684810 + Penalty 3100.244021 = -1965487.440789 nChanged 1 SP:Iteration 38Q (916.977121 sec): 3 clusters Score: Raw -1968587.896286 + Penalty 3100.244021 = -1965487.652266 nChanged 0 SP:Iteration 39F (917.036844 sec): 3 clusters Score: Raw -1968587.896286 + Penalty 3100.244021 = -1965487.652266 nChanged 0 Trying to split cluster 31 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (917.070923 sec): 2 clusters Score: Raw -5621.754210 + Penalty 756.268557 = -4865.485653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (917.113414 sec): 3 clusters Score: Raw -5879.546874 + Penalty 1512.537114 = -4367.009760 nChanged 13 SP:Iteration 1F (917.163947 sec): 3 clusters Score: Raw -5946.421397 + Penalty 1512.537114 = -4433.884283 nChanged 2 SP:Iteration 2Q (917.206187 sec): 3 clusters Score: Raw -5963.550294 + Penalty 1512.537114 = -4451.013181 nChanged 0 SP:Iteration 3F (917.248270 sec): 3 clusters Score: Raw -5963.550294 + Penalty 1512.537114 = -4451.013181 nChanged 0 Trying to split cluster 32 (1710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (917.273921 sec): 2 clusters Score: Raw -259711.360203 + Penalty 1209.690406 = -258501.669797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (917.325159 sec): 3 clusters Score: Raw -259005.182202 + Penalty 2419.380811 = -256585.801391 nChanged 589 SP:Iteration 1F (917.378484 sec): 3 clusters Score: Raw -259417.209744 + Penalty 2419.380811 = -256997.828933 nChanged 149 SP:Iteration 2F (917.425738 sec): 3 clusters Score: Raw -259542.218790 + Penalty 2419.380811 = -257122.837979 nChanged 71 SP:Iteration 3Q (917.467893 sec): 3 clusters Score: Raw -259600.644132 + Penalty 2419.380811 = -257181.263320 nChanged 60 SP:Iteration 4Q (917.522107 sec): 3 clusters Score: Raw -259647.883160 + Penalty 2419.380811 = -257228.502348 nChanged 50 SP:Iteration 5Q (917.564317 sec): 3 clusters Score: Raw -259689.780352 + Penalty 2419.380811 = -257270.399541 nChanged 51 SP:Iteration 6Q (917.617489 sec): 3 clusters Score: Raw -259721.792032 + Penalty 2419.380811 = -257302.411221 nChanged 39 SP:Iteration 7Q (917.658690 sec): 3 clusters Score: Raw -259754.019357 + Penalty 2419.380811 = -257334.638546 nChanged 42 SP:Iteration 8Q (917.723379 sec): 3 clusters Score: Raw -259783.111845 + Penalty 2419.380811 = -257363.731034 nChanged 35 SP:Iteration 9Q (917.774702 sec): 3 clusters Score: Raw -259803.448658 + Penalty 2419.380811 = -257384.067847 nChanged 18 SP:Iteration 10Q (917.818298 sec): 3 clusters Score: Raw -259814.172260 + Penalty 2419.380811 = -257394.791449 nChanged 14 SP:Iteration 11Q (917.871918 sec): 3 clusters Score: Raw -259824.141215 + Penalty 2419.380811 = -257404.760404 nChanged 14 SP:Iteration 12Q (917.917885 sec): 3 clusters Score: Raw -259833.681777 + Penalty 2419.380811 = -257414.300966 nChanged 19 SP:Iteration 13Q (917.962395 sec): 3 clusters Score: Raw -259844.292971 + Penalty 2419.380811 = -257424.912160 nChanged 12 SP:Iteration 14Q (918.019689 sec): 3 clusters Score: Raw -259852.114255 + Penalty 2419.380811 = -257432.733444 nChanged 16 SP:Iteration 15Q (918.066621 sec): 3 clusters Score: Raw -259862.961295 + Penalty 2419.380811 = -257443.580484 nChanged 20 SP:Iteration 16Q (918.117737 sec): 3 clusters Score: Raw -259875.675990 + Penalty 2419.380811 = -257456.295179 nChanged 9 SP:Iteration 17Q (918.165575 sec): 3 clusters Score: Raw -259882.262806 + Penalty 2419.380811 = -257462.881995 nChanged 14 SP:Iteration 18Q (918.200175 sec): 3 clusters Score: Raw -259892.223132 + Penalty 2419.380811 = -257472.842320 nChanged 21 SP:Iteration 19Q (918.249365 sec): 3 clusters Score: Raw -259908.733662 + Penalty 2419.380811 = -257489.352851 nChanged 18 SP:Iteration 20F (918.290196 sec): 3 clusters Score: Raw -259920.810493 + Penalty 2419.380811 = -257501.429682 nChanged 16 SP:Iteration 21Q (918.341905 sec): 3 clusters Score: Raw -259928.245137 + Penalty 2419.380811 = -257508.864326 nChanged 10 SP:Iteration 22Q (918.393248 sec): 3 clusters Score: Raw -259934.327642 + Penalty 2419.380811 = -257514.946831 nChanged 10 SP:Iteration 23Q (918.457298 sec): 3 clusters Score: Raw -259940.858422 + Penalty 2419.380811 = -257521.477611 nChanged 9 SP:Iteration 24Q (918.499688 sec): 3 clusters Score: Raw -259945.288789 + Penalty 2419.380811 = -257525.907978 nChanged 5 SP:Iteration 25Q (918.545242 sec): 3 clusters Score: Raw -259947.436332 + Penalty 2419.380811 = -257528.055521 nChanged 2 SP:Iteration 26Q (918.602859 sec): 3 clusters Score: Raw -259948.394733 + Penalty 2419.380811 = -257529.013922 nChanged 2 SP:Iteration 27Q (918.656299 sec): 3 clusters Score: Raw -259949.081488 + Penalty 2419.380811 = -257529.700677 nChanged 2 SP:Iteration 28Q (918.705558 sec): 3 clusters Score: Raw -259949.680187 + Penalty 2419.380811 = -257530.299376 nChanged 0 SP:Iteration 29F (918.755364 sec): 3 clusters Score: Raw -259949.680187 + Penalty 2419.380811 = -257530.299376 nChanged 0 Trying to split cluster 33 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (918.775253 sec): 2 clusters Score: Raw -9784.622944 + Penalty 789.719516 = -8994.903428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (918.824295 sec): 3 clusters Score: Raw -10183.173903 + Penalty 1579.439031 = -8603.734872 nChanged 18 SP:Iteration 1F (918.876858 sec): 3 clusters Score: Raw -10254.844381 + Penalty 1579.439031 = -8675.405350 nChanged 5 SP:Iteration 2Q (918.926495 sec): 3 clusters Score: Raw -10278.769995 + Penalty 1579.439031 = -8699.330964 nChanged 1 SP:Iteration 3Q (918.974454 sec): 3 clusters Score: Raw -10285.630819 + Penalty 1579.439031 = -8706.191788 nChanged 0 SP:Iteration 4F (919.023869 sec): 3 clusters Score: Raw -10285.630819 + Penalty 1579.439031 = -8706.191788 nChanged 0 Trying to split cluster 34 (9953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (919.063688 sec): 2 clusters Score: Raw -1443931.604587 + Penalty 1495.914760 = -1442435.689827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (919.127475 sec): 3 clusters Score: Raw -1438235.903657 + Penalty 2991.829520 = -1435244.074137 nChanged 4300 SP:Iteration 1F (919.182307 sec): 3 clusters Score: Raw -1440498.569576 + Penalty 2991.829520 = -1437506.740056 nChanged 653 SP:Iteration 2F (919.242681 sec): 3 clusters Score: Raw -1440822.022526 + Penalty 2991.829520 = -1437830.193006 nChanged 591 SP:Iteration 3F (919.310217 sec): 3 clusters Score: Raw -1441100.811874 + Penalty 2991.829520 = -1438108.982354 nChanged 486 SP:Iteration 4Q (919.371943 sec): 3 clusters Score: Raw -1441341.707809 + Penalty 2991.829520 = -1438349.878289 nChanged 503 SP:Iteration 5F (919.428228 sec): 3 clusters Score: Raw -1441611.412752 + Penalty 2991.829520 = -1438619.583233 nChanged 523 SP:Iteration 6F (919.498565 sec): 3 clusters Score: Raw -1441935.660397 + Penalty 2991.829520 = -1438943.830877 nChanged 559 SP:Iteration 7F (919.552581 sec): 3 clusters Score: Raw -1442325.377574 + Penalty 2991.829520 = -1439333.548054 nChanged 566 SP:Iteration 8F (919.616741 sec): 3 clusters Score: Raw -1442771.286975 + Penalty 2991.829520 = -1439779.457455 nChanged 527 SP:Iteration 9F (919.692144 sec): 3 clusters Score: Raw -1443235.637264 + Penalty 2991.829520 = -1440243.807744 nChanged 427 SP:Iteration 10Q (919.740245 sec): 3 clusters Score: Raw -1443599.595014 + Penalty 2991.829520 = -1440607.765494 nChanged 319 SP:Iteration 11Q (919.805261 sec): 3 clusters Score: Raw -1443845.079287 + Penalty 2991.829520 = -1440853.249767 nChanged 224 SP:Iteration 12Q (919.878376 sec): 3 clusters Score: Raw -1443991.363413 + Penalty 2991.829520 = -1440999.533893 nChanged 158 SP:Iteration 13Q (919.947730 sec): 3 clusters Score: Raw -1444070.757314 + Penalty 2991.829520 = -1441078.927794 nChanged 92 SP:Iteration 14Q (920.000974 sec): 3 clusters Score: Raw -1444117.053791 + Penalty 2991.829520 = -1441125.224271 nChanged 75 SP:Iteration 15Q (920.068951 sec): 3 clusters Score: Raw -1444150.285886 + Penalty 2991.829520 = -1441158.456366 nChanged 71 SP:Iteration 16Q (920.129137 sec): 3 clusters Score: Raw -1444185.499101 + Penalty 2991.829520 = -1441193.669581 nChanged 71 SP:Iteration 17Q (920.182210 sec): 3 clusters Score: Raw -1444222.078587 + Penalty 2991.829520 = -1441230.249067 nChanged 62 SP:Iteration 18Q (920.250207 sec): 3 clusters Score: Raw -1444253.455151 + Penalty 2991.829520 = -1441261.625631 nChanged 41 SP:Iteration 19Q (920.300594 sec): 3 clusters Score: Raw -1444270.631225 + Penalty 2991.829520 = -1441278.801705 nChanged 36 SP:Iteration 20F (920.367189 sec): 3 clusters Score: Raw -1444282.969530 + Penalty 2991.829520 = -1441291.140010 nChanged 32 SP:Iteration 21Q (920.427147 sec): 3 clusters Score: Raw -1444296.899710 + Penalty 2991.829520 = -1441305.070190 nChanged 30 SP:Iteration 22Q (920.490849 sec): 3 clusters Score: Raw -1444307.311841 + Penalty 2991.829520 = -1441315.482321 nChanged 18 SP:Iteration 23Q (920.542083 sec): 3 clusters Score: Raw -1444312.631740 + Penalty 2991.829520 = -1441320.802220 nChanged 22 SP:Iteration 24Q (920.601573 sec): 3 clusters Score: Raw -1444320.441678 + Penalty 2991.829520 = -1441328.612158 nChanged 18 SP:Iteration 25Q (920.661463 sec): 3 clusters Score: Raw -1444326.291249 + Penalty 2991.829520 = -1441334.461729 nChanged 14 SP:Iteration 26Q (920.732332 sec): 3 clusters Score: Raw -1444330.055227 + Penalty 2991.829520 = -1441338.225707 nChanged 11 SP:Iteration 27Q (920.782387 sec): 3 clusters Score: Raw -1444332.740186 + Penalty 2991.829520 = -1441340.910666 nChanged 10 SP:Iteration 28Q (920.851603 sec): 3 clusters Score: Raw -1444335.271878 + Penalty 2991.829520 = -1441343.442358 nChanged 4 SP:Iteration 29Q (920.907393 sec): 3 clusters Score: Raw -1444336.233182 + Penalty 2991.829520 = -1441344.403662 nChanged 3 SP:Iteration 30Q (920.959289 sec): 3 clusters Score: Raw -1444336.883191 + Penalty 2991.829520 = -1441345.053671 nChanged 2 SP:Iteration 31Q (921.016482 sec): 3 clusters Score: Raw -1444337.248624 + Penalty 2991.829520 = -1441345.419104 nChanged 2 SP:Iteration 32Q (921.069555 sec): 3 clusters Score: Raw -1444337.464320 + Penalty 2991.829520 = -1441345.634800 nChanged 0 SP:Iteration 33F (921.134524 sec): 3 clusters Score: Raw -1444337.464320 + Penalty 2991.829520 = -1441345.634800 nChanged 0 Trying to split cluster 35 (3396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (921.171819 sec): 2 clusters Score: Raw -451933.214842 + Penalty 1321.182451 = -450612.032390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (921.214510 sec): 3 clusters Score: Raw -450303.487461 + Penalty 2642.364903 = -447661.122558 nChanged 1301 SP:Iteration 1F (921.268375 sec): 3 clusters Score: Raw -451066.650809 + Penalty 2642.364903 = -448424.285907 nChanged 319 SP:Iteration 2F (921.312650 sec): 3 clusters Score: Raw -451280.691364 + Penalty 2642.364903 = -448638.326461 nChanged 181 SP:Iteration 3F (921.365404 sec): 3 clusters Score: Raw -451412.870115 + Penalty 2642.364903 = -448770.505212 nChanged 164 SP:Iteration 4Q (921.414339 sec): 3 clusters Score: Raw -451515.949193 + Penalty 2642.364903 = -448873.584290 nChanged 132 SP:Iteration 5Q (921.451562 sec): 3 clusters Score: Raw -451583.089341 + Penalty 2642.364903 = -448940.724438 nChanged 97 SP:Iteration 6Q (921.499601 sec): 3 clusters Score: Raw -451631.624277 + Penalty 2642.364903 = -448989.259375 nChanged 93 SP:Iteration 7Q (921.549316 sec): 3 clusters Score: Raw -451681.908706 + Penalty 2642.364903 = -449039.543803 nChanged 73 SP:Iteration 8Q (921.603031 sec): 3 clusters Score: Raw -451724.533215 + Penalty 2642.364903 = -449082.168312 nChanged 78 SP:Iteration 9Q (921.655350 sec): 3 clusters Score: Raw -451767.004698 + Penalty 2642.364903 = -449124.639795 nChanged 74 SP:Iteration 10Q (921.712783 sec): 3 clusters Score: Raw -451800.874927 + Penalty 2642.364903 = -449158.510024 nChanged 57 SP:Iteration 11Q (921.766615 sec): 3 clusters Score: Raw -451827.596365 + Penalty 2642.364903 = -449185.231462 nChanged 63 SP:Iteration 12Q (921.808385 sec): 3 clusters Score: Raw -451861.389480 + Penalty 2642.364903 = -449219.024577 nChanged 62 SP:Iteration 13Q (921.865775 sec): 3 clusters Score: Raw -451898.640013 + Penalty 2642.364903 = -449256.275110 nChanged 53 SP:Iteration 14Q (921.912460 sec): 3 clusters Score: Raw -451923.714938 + Penalty 2642.364903 = -449281.350035 nChanged 50 SP:Iteration 15Q (921.960418 sec): 3 clusters Score: Raw -451946.375055 + Penalty 2642.364903 = -449304.010153 nChanged 50 SP:Iteration 16Q (922.008011 sec): 3 clusters Score: Raw -451969.828988 + Penalty 2642.364903 = -449327.464085 nChanged 52 SP:Iteration 17Q (922.056171 sec): 3 clusters Score: Raw -452001.388337 + Penalty 2642.364903 = -449359.023434 nChanged 49 SP:Iteration 18Q (922.111283 sec): 3 clusters Score: Raw -452029.154145 + Penalty 2642.364903 = -449386.789242 nChanged 53 SP:Iteration 19Q (922.151862 sec): 3 clusters Score: Raw -452064.161573 + Penalty 2642.364903 = -449421.796670 nChanged 56 SP:Iteration 20F (922.217339 sec): 3 clusters Score: Raw -452101.424231 + Penalty 2642.364903 = -449459.059328 nChanged 46 SP:Iteration 21Q (922.269528 sec): 3 clusters Score: Raw -452128.162667 + Penalty 2642.364903 = -449485.797764 nChanged 33 SP:Iteration 22Q (922.308959 sec): 3 clusters Score: Raw -452143.523893 + Penalty 2642.364903 = -449501.158990 nChanged 27 SP:Iteration 23Q (922.370226 sec): 3 clusters Score: Raw -452157.910761 + Penalty 2642.364903 = -449515.545858 nChanged 27 SP:Iteration 24Q (922.416811 sec): 3 clusters Score: Raw -452171.547391 + Penalty 2642.364903 = -449529.182488 nChanged 30 SP:Iteration 25Q (922.470377 sec): 3 clusters Score: Raw -452182.890473 + Penalty 2642.364903 = -449540.525570 nChanged 22 SP:Iteration 26Q (922.521426 sec): 3 clusters Score: Raw -452191.304471 + Penalty 2642.364903 = -449548.939568 nChanged 23 SP:Iteration 27Q (922.574772 sec): 3 clusters Score: Raw -452202.615313 + Penalty 2642.364903 = -449560.250410 nChanged 20 SP:Iteration 28Q (922.619262 sec): 3 clusters Score: Raw -452210.727499 + Penalty 2642.364903 = -449568.362596 nChanged 13 SP:Iteration 29Q (922.682455 sec): 3 clusters Score: Raw -452215.128914 + Penalty 2642.364903 = -449572.764011 nChanged 12 SP:Iteration 30Q (922.732282 sec): 3 clusters Score: Raw -452220.037906 + Penalty 2642.364903 = -449577.673003 nChanged 12 SP:Iteration 31Q (922.781113 sec): 3 clusters Score: Raw -452224.062302 + Penalty 2642.364903 = -449581.697399 nChanged 4 SP:Iteration 32Q (922.836128 sec): 3 clusters Score: Raw -452224.819497 + Penalty 2642.364903 = -449582.454594 nChanged 3 SP:Iteration 33Q (922.885185 sec): 3 clusters Score: Raw -452225.679285 + Penalty 2642.364903 = -449583.314382 nChanged 6 SP:Iteration 34Q (922.934076 sec): 3 clusters Score: Raw -452228.000429 + Penalty 2642.364903 = -449585.635526 nChanged 9 SP:Iteration 35Q (922.974615 sec): 3 clusters Score: Raw -452231.162981 + Penalty 2642.364903 = -449588.798078 nChanged 3 SP:Iteration 36Q (923.031187 sec): 3 clusters Score: Raw -452231.923071 + Penalty 2642.364903 = -449589.558168 nChanged 2 SP:Iteration 37Q (923.079795 sec): 3 clusters Score: Raw -452232.460718 + Penalty 2642.364903 = -449590.095815 nChanged 1 SP:Iteration 38Q (923.132602 sec): 3 clusters Score: Raw -452233.137492 + Penalty 2642.364903 = -449590.772589 nChanged 1 SP:Iteration 39Q (923.191735 sec): 3 clusters Score: Raw -452233.362177 + Penalty 2642.364903 = -449590.997274 nChanged 1 SP:Iteration 40F (923.246177 sec): 3 clusters Score: Raw -452233.745698 + Penalty 2642.364903 = -449591.380796 nChanged 2 SP:Iteration 41Q (923.295580 sec): 3 clusters Score: Raw -452234.148604 + Penalty 2642.364903 = -449591.783701 nChanged 1 SP:Iteration 42Q (923.351967 sec): 3 clusters Score: Raw -452234.451979 + Penalty 2642.364903 = -449592.087077 nChanged 2 SP:Iteration 43Q (923.401569 sec): 3 clusters Score: Raw -452235.699293 + Penalty 2642.364903 = -449593.334390 nChanged 3 SP:Iteration 44Q (923.462854 sec): 3 clusters Score: Raw -452237.107237 + Penalty 2642.364903 = -449594.742335 nChanged 2 SP:Iteration 45Q (923.503315 sec): 3 clusters Score: Raw -452237.934310 + Penalty 2642.364903 = -449595.569407 nChanged 1 SP:Iteration 46Q (923.552311 sec): 3 clusters Score: Raw -452238.191868 + Penalty 2642.364903 = -449595.826965 nChanged 0 SP:Iteration 47F (923.601204 sec): 3 clusters Score: Raw -452238.191868 + Penalty 2642.364903 = -449595.826965 nChanged 0 Trying to split cluster 36 (35395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (923.682638 sec): 2 clusters Score: Raw -5155352.742030 + Penalty 1702.077950 = -5153650.664080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (923.790088 sec): 3 clusters Score: Raw -5133465.588550 + Penalty 3404.155900 = -5130061.432650 nChanged 16299 SP:Iteration 1F (923.886375 sec): 3 clusters Score: Raw -5142790.569768 + Penalty 3404.155900 = -5139386.413868 nChanged 1744 SP:Iteration 2Q (924.008800 sec): 3 clusters Score: Raw -5143492.793185 + Penalty 3404.155900 = -5140088.637285 nChanged 1817 SP:Iteration 3F (924.118186 sec): 3 clusters Score: Raw -5144391.399914 + Penalty 3404.155900 = -5140987.244014 nChanged 2029 SP:Iteration 4F (924.226015 sec): 3 clusters Score: Raw -5145548.657769 + Penalty 3404.155900 = -5142144.501869 nChanged 2139 SP:Iteration 5F (924.335384 sec): 3 clusters Score: Raw -5147082.729793 + Penalty 3404.155900 = -5143678.573893 nChanged 2202 SP:Iteration 6F (924.441482 sec): 3 clusters Score: Raw -5148790.428813 + Penalty 3404.155900 = -5145386.272913 nChanged 1979 SP:Iteration 7F (924.549181 sec): 3 clusters Score: Raw -5150316.309999 + Penalty 3404.155900 = -5146912.154099 nChanged 1657 SP:Iteration 8Q (924.651407 sec): 3 clusters Score: Raw -5151409.235749 + Penalty 3404.155900 = -5148005.079849 nChanged 1263 SP:Iteration 9Q (924.741871 sec): 3 clusters Score: Raw -5152060.865186 + Penalty 3404.155900 = -5148656.709286 nChanged 904 SP:Iteration 10Q (924.853323 sec): 3 clusters Score: Raw -5152460.056362 + Penalty 3404.155900 = -5149055.900462 nChanged 670 SP:Iteration 11Q (924.944480 sec): 3 clusters Score: Raw -5152739.503053 + Penalty 3404.155900 = -5149335.347153 nChanged 577 SP:Iteration 12Q (925.045700 sec): 3 clusters Score: Raw -5152973.009315 + Penalty 3404.155900 = -5149568.853415 nChanged 547 SP:Iteration 13Q (925.160904 sec): 3 clusters Score: Raw -5153197.010494 + Penalty 3404.155900 = -5149792.854594 nChanged 525 SP:Iteration 14Q (925.261779 sec): 3 clusters Score: Raw -5153413.476028 + Penalty 3404.155900 = -5150009.320128 nChanged 516 SP:Iteration 15Q (925.350427 sec): 3 clusters Score: Raw -5153620.506381 + Penalty 3404.155900 = -5150216.350481 nChanged 489 SP:Iteration 16Q (925.446766 sec): 3 clusters Score: Raw -5153807.720769 + Penalty 3404.155900 = -5150403.564869 nChanged 454 SP:Iteration 17Q (925.549042 sec): 3 clusters Score: Raw -5153983.357031 + Penalty 3404.155900 = -5150579.201131 nChanged 425 SP:Iteration 18Q (925.658283 sec): 3 clusters Score: Raw -5154141.599216 + Penalty 3404.155900 = -5150737.443316 nChanged 406 SP:Iteration 19Q (925.755639 sec): 3 clusters Score: Raw -5154288.270713 + Penalty 3404.155900 = -5150884.114813 nChanged 376 SP:Iteration 20F (925.855096 sec): 3 clusters Score: Raw -5154422.475083 + Penalty 3404.155900 = -5151018.319183 nChanged 338 SP:Iteration 21Q (925.944074 sec): 3 clusters Score: Raw -5154536.287446 + Penalty 3404.155900 = -5151132.131546 nChanged 284 SP:Iteration 22Q (926.037033 sec): 3 clusters Score: Raw -5154622.205314 + Penalty 3404.155900 = -5151218.049414 nChanged 264 SP:Iteration 23Q (926.145042 sec): 3 clusters Score: Raw -5154696.322962 + Penalty 3404.155900 = -5151292.167062 nChanged 254 SP:Iteration 24Q (926.232178 sec): 3 clusters Score: Raw -5154768.003673 + Penalty 3404.155900 = -5151363.847773 nChanged 230 SP:Iteration 25Q (926.335479 sec): 3 clusters Score: Raw -5154835.348557 + Penalty 3404.155900 = -5151431.192657 nChanged 205 SP:Iteration 26Q (926.436367 sec): 3 clusters Score: Raw -5154893.427220 + Penalty 3404.155900 = -5151489.271320 nChanged 180 SP:Iteration 27Q (926.535331 sec): 3 clusters Score: Raw -5154939.169931 + Penalty 3404.155900 = -5151535.014031 nChanged 176 SP:Iteration 28Q (926.628751 sec): 3 clusters Score: Raw -5154982.598578 + Penalty 3404.155900 = -5151578.442678 nChanged 178 SP:Iteration 29Q (926.722433 sec): 3 clusters Score: Raw -5155030.806004 + Penalty 3404.155900 = -5151626.650104 nChanged 157 SP:Iteration 30Q (926.827024 sec): 3 clusters Score: Raw -5155073.259146 + Penalty 3404.155900 = -5151669.103246 nChanged 140 SP:Iteration 31Q (926.919321 sec): 3 clusters Score: Raw -5155111.342489 + Penalty 3404.155900 = -5151707.186589 nChanged 139 SP:Iteration 32Q (927.019113 sec): 3 clusters Score: Raw -5155148.800550 + Penalty 3404.155900 = -5151744.644650 nChanged 137 SP:Iteration 33Q (927.112336 sec): 3 clusters Score: Raw -5155192.999417 + Penalty 3404.155900 = -5151788.843517 nChanged 127 SP:Iteration 34Q (927.197212 sec): 3 clusters Score: Raw -5155233.100338 + Penalty 3404.155900 = -5151828.944438 nChanged 116 SP:Iteration 35Q (927.301147 sec): 3 clusters Score: Raw -5155266.529466 + Penalty 3404.155900 = -5151862.373566 nChanged 106 SP:Iteration 36Q (927.391467 sec): 3 clusters Score: Raw -5155299.773158 + Penalty 3404.155900 = -5151895.617258 nChanged 108 SP:Iteration 37Q (927.485002 sec): 3 clusters Score: Raw -5155330.121289 + Penalty 3404.155900 = -5151925.965389 nChanged 96 SP:Iteration 38Q (927.575861 sec): 3 clusters Score: Raw -5155357.128189 + Penalty 3404.155900 = -5151952.972289 nChanged 75 SP:Iteration 39Q (927.664877 sec): 3 clusters Score: Raw -5155381.291530 + Penalty 3404.155900 = -5151977.135630 nChanged 71 SP:Iteration 40F (927.777812 sec): 3 clusters Score: Raw -5155406.022670 + Penalty 3404.155900 = -5152001.866770 nChanged 63 SP:Iteration 41Q (927.863542 sec): 3 clusters Score: Raw -5155424.304808 + Penalty 3404.155900 = -5152020.148908 nChanged 63 SP:Iteration 42Q (927.953706 sec): 3 clusters Score: Raw -5155442.513669 + Penalty 3404.155900 = -5152038.357769 nChanged 54 SP:Iteration 43Q (928.053613 sec): 3 clusters Score: Raw -5155459.758271 + Penalty 3404.155900 = -5152055.602371 nChanged 50 SP:Iteration 44Q (928.152048 sec): 3 clusters Score: Raw -5155472.898868 + Penalty 3404.155900 = -5152068.742968 nChanged 41 SP:Iteration 45Q (928.255289 sec): 3 clusters Score: Raw -5155483.924246 + Penalty 3404.155900 = -5152079.768346 nChanged 37 SP:Iteration 46Q (928.351432 sec): 3 clusters Score: Raw -5155491.876230 + Penalty 3404.155900 = -5152087.720330 nChanged 26 SP:Iteration 47Q (928.443877 sec): 3 clusters Score: Raw -5155497.610568 + Penalty 3404.155900 = -5152093.454668 nChanged 29 SP:Iteration 48Q (928.537084 sec): 3 clusters Score: Raw -5155504.662637 + Penalty 3404.155900 = -5152100.506737 nChanged 31 SP:Iteration 49Q (928.629432 sec): 3 clusters Score: Raw -5155514.254286 + Penalty 3404.155900 = -5152110.098386 nChanged 36 SP:Iteration 50Q (928.726641 sec): 3 clusters Score: Raw -5155524.792626 + Penalty 3404.155900 = -5152120.636726 nChanged 34 SP:Iteration 51Q (928.820511 sec): 3 clusters Score: Raw -5155533.477739 + Penalty 3404.155900 = -5152129.321839 nChanged 35 SP:Iteration 52Q (928.911612 sec): 3 clusters Score: Raw -5155542.520631 + Penalty 3404.155900 = -5152138.364731 nChanged 33 SP:Iteration 53Q (928.997717 sec): 3 clusters Score: Raw -5155555.270137 + Penalty 3404.155900 = -5152151.114237 nChanged 41 SP:Iteration 54Q (929.085061 sec): 3 clusters Score: Raw -5155570.339258 + Penalty 3404.155900 = -5152166.183358 nChanged 31 SP:Iteration 55Q (929.180822 sec): 3 clusters Score: Raw -5155580.274918 + Penalty 3404.155900 = -5152176.119018 nChanged 23 SP:Iteration 56Q (929.269207 sec): 3 clusters Score: Raw -5155587.831095 + Penalty 3404.155900 = -5152183.675195 nChanged 33 SP:Iteration 57Q (929.351995 sec): 3 clusters Score: Raw -5155599.047726 + Penalty 3404.155900 = -5152194.891826 nChanged 26 SP:Iteration 58Q (929.455025 sec): 3 clusters Score: Raw -5155609.862579 + Penalty 3404.155900 = -5152205.706679 nChanged 31 SP:Iteration 59Q (929.547060 sec): 3 clusters Score: Raw -5155625.479754 + Penalty 3404.155900 = -5152221.323854 nChanged 35 SP:Iteration 60F (929.646958 sec): 3 clusters Score: Raw -5155638.969051 + Penalty 3404.155900 = -5152234.813151 nChanged 37 SP:Iteration 61Q (929.740574 sec): 3 clusters Score: Raw -5155651.486854 + Penalty 3404.155900 = -5152247.330954 nChanged 32 SP:Iteration 62Q (929.819671 sec): 3 clusters Score: Raw -5155662.437521 + Penalty 3404.155900 = -5152258.281621 nChanged 21 SP:Iteration 63Q (929.922304 sec): 3 clusters Score: Raw -5155669.783928 + Penalty 3404.155900 = -5152265.628028 nChanged 19 SP:Iteration 64Q (930.012956 sec): 3 clusters Score: Raw -5155677.126114 + Penalty 3404.155900 = -5152272.970214 nChanged 19 SP:Iteration 65Q (930.102276 sec): 3 clusters Score: Raw -5155683.026781 + Penalty 3404.155900 = -5152278.870881 nChanged 26 SP:Iteration 66Q (930.183522 sec): 3 clusters Score: Raw -5155693.480879 + Penalty 3404.155900 = -5152289.324979 nChanged 20 SP:Iteration 67Q (930.287813 sec): 3 clusters Score: Raw -5155701.241542 + Penalty 3404.155900 = -5152297.085642 nChanged 14 SP:Iteration 68Q (930.384852 sec): 3 clusters Score: Raw -5155705.981724 + Penalty 3404.155900 = -5152301.825824 nChanged 14 SP:Iteration 69Q (930.467739 sec): 3 clusters Score: Raw -5155711.141565 + Penalty 3404.155900 = -5152306.985665 nChanged 14 SP:Iteration 70Q (930.558781 sec): 3 clusters Score: Raw -5155715.668078 + Penalty 3404.155900 = -5152311.512178 nChanged 11 SP:Iteration 71Q (930.658537 sec): 3 clusters Score: Raw -5155718.551900 + Penalty 3404.155900 = -5152314.396000 nChanged 6 SP:Iteration 72Q (930.751717 sec): 3 clusters Score: Raw -5155720.771732 + Penalty 3404.155900 = -5152316.615832 nChanged 5 SP:Iteration 73Q (930.841746 sec): 3 clusters Score: Raw -5155721.876609 + Penalty 3404.155900 = -5152317.720709 nChanged 1 SP:Iteration 74Q (930.928435 sec): 3 clusters Score: Raw -5155722.329133 + Penalty 3404.155900 = -5152318.173233 nChanged 4 SP:Iteration 75Q (931.018484 sec): 3 clusters Score: Raw -5155723.653045 + Penalty 3404.155900 = -5152319.497145 nChanged 7 SP:Iteration 76Q (931.109760 sec): 3 clusters Score: Raw -5155726.134280 + Penalty 3404.155900 = -5152321.978380 nChanged 4 SP:Iteration 77Q (931.198699 sec): 3 clusters Score: Raw -5155727.349767 + Penalty 3404.155900 = -5152323.193867 nChanged 4 SP:Iteration 78Q (931.284324 sec): 3 clusters Score: Raw -5155729.561681 + Penalty 3404.155900 = -5152325.405781 nChanged 5 SP:Iteration 79Q (931.370572 sec): 3 clusters Score: Raw -5155731.267043 + Penalty 3404.155900 = -5152327.111143 nChanged 6 SP:Iteration 80F (931.477345 sec): 3 clusters Score: Raw -5155733.479338 + Penalty 3404.155900 = -5152329.323438 nChanged 7 SP:Iteration 81Q (931.565090 sec): 3 clusters Score: Raw -5155735.574472 + Penalty 3404.155900 = -5152331.418572 nChanged 7 SP:Iteration 82Q (931.649556 sec): 3 clusters Score: Raw -5155737.258202 + Penalty 3404.155900 = -5152333.102302 nChanged 2 SP:Iteration 83Q (931.740586 sec): 3 clusters Score: Raw -5155737.794997 + Penalty 3404.155900 = -5152333.639097 nChanged 2 SP:Iteration 84Q (931.835039 sec): 3 clusters Score: Raw -5155738.470270 + Penalty 3404.155900 = -5152334.314370 nChanged 2 SP:Iteration 85Q (931.928963 sec): 3 clusters Score: Raw -5155739.156554 + Penalty 3404.155900 = -5152335.000654 nChanged 3 SP:Iteration 86Q (932.026851 sec): 3 clusters Score: Raw -5155739.869186 + Penalty 3404.155900 = -5152335.713286 nChanged 2 SP:Iteration 87Q (932.120208 sec): 3 clusters Score: Raw -5155740.459132 + Penalty 3404.155900 = -5152336.303232 nChanged 2 SP:Iteration 88Q (932.208989 sec): 3 clusters Score: Raw -5155740.866720 + Penalty 3404.155900 = -5152336.710820 nChanged 3 SP:Iteration 89Q (932.300073 sec): 3 clusters Score: Raw -5155741.539320 + Penalty 3404.155900 = -5152337.383420 nChanged 2 SP:Iteration 90Q (932.393121 sec): 3 clusters Score: Raw -5155741.834211 + Penalty 3404.155900 = -5152337.678311 nChanged 1 SP:Iteration 91Q (932.487491 sec): 3 clusters Score: Raw -5155742.036316 + Penalty 3404.155900 = -5152337.880416 nChanged 0 SP:Iteration 92F (932.589977 sec): 3 clusters Score: Raw -5155742.036316 + Penalty 3404.155900 = -5152337.880416 nChanged 0 Trying to split cluster 37 (5384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (932.621765 sec): 2 clusters Score: Raw -774272.907907 + Penalty 1396.067867 = -772876.840040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (932.678957 sec): 3 clusters Score: Raw -771487.282507 + Penalty 2792.135733 = -768695.146774 nChanged 2190 SP:Iteration 1F (932.735638 sec): 3 clusters Score: Raw -772774.080057 + Penalty 2792.135733 = -769981.944323 nChanged 387 SP:Iteration 2F (932.782032 sec): 3 clusters Score: Raw -773010.819238 + Penalty 2792.135733 = -770218.683505 nChanged 314 SP:Iteration 3F (932.837781 sec): 3 clusters Score: Raw -773217.166604 + Penalty 2792.135733 = -770425.030871 nChanged 299 SP:Iteration 4F (932.894912 sec): 3 clusters Score: Raw -773432.273794 + Penalty 2792.135733 = -770640.138060 nChanged 318 SP:Iteration 5F (932.960637 sec): 3 clusters Score: Raw -773679.767898 + Penalty 2792.135733 = -770887.632165 nChanged 310 SP:Iteration 6F (933.007453 sec): 3 clusters Score: Raw -773943.952985 + Penalty 2792.135733 = -771151.817252 nChanged 268 SP:Iteration 7Q (933.072297 sec): 3 clusters Score: Raw -774138.544128 + Penalty 2792.135733 = -771346.408395 nChanged 214 SP:Iteration 8Q (933.131605 sec): 3 clusters Score: Raw -774280.807075 + Penalty 2792.135733 = -771488.671342 nChanged 166 SP:Iteration 9Q (933.184604 sec): 3 clusters Score: Raw -774385.438238 + Penalty 2792.135733 = -771593.302505 nChanged 137 SP:Iteration 10Q (933.228782 sec): 3 clusters Score: Raw -774453.388311 + Penalty 2792.135733 = -771661.252577 nChanged 91 SP:Iteration 11Q (933.293160 sec): 3 clusters Score: Raw -774495.029218 + Penalty 2792.135733 = -771702.893485 nChanged 64 SP:Iteration 12Q (933.340507 sec): 3 clusters Score: Raw -774519.815837 + Penalty 2792.135733 = -771727.680104 nChanged 47 SP:Iteration 13Q (933.406623 sec): 3 clusters Score: Raw -774538.017282 + Penalty 2792.135733 = -771745.881549 nChanged 47 SP:Iteration 14Q (933.462295 sec): 3 clusters Score: Raw -774554.813746 + Penalty 2792.135733 = -771762.678013 nChanged 36 SP:Iteration 15Q (933.508050 sec): 3 clusters Score: Raw -774565.799244 + Penalty 2792.135733 = -771773.663511 nChanged 25 SP:Iteration 16Q (933.560639 sec): 3 clusters Score: Raw -774574.057001 + Penalty 2792.135733 = -771781.921268 nChanged 29 SP:Iteration 17Q (933.613739 sec): 3 clusters Score: Raw -774585.242694 + Penalty 2792.135733 = -771793.106961 nChanged 29 SP:Iteration 18Q (933.668621 sec): 3 clusters Score: Raw -774594.234486 + Penalty 2792.135733 = -771802.098753 nChanged 28 SP:Iteration 19Q (933.736895 sec): 3 clusters Score: Raw -774601.700475 + Penalty 2792.135733 = -771809.564742 nChanged 21 SP:Iteration 20F (933.790344 sec): 3 clusters Score: Raw -774607.572446 + Penalty 2792.135733 = -771815.436713 nChanged 14 SP:Iteration 21Q (933.843415 sec): 3 clusters Score: Raw -774611.655836 + Penalty 2792.135733 = -771819.520103 nChanged 10 SP:Iteration 22Q (933.897113 sec): 3 clusters Score: Raw -774614.265510 + Penalty 2792.135733 = -771822.129777 nChanged 6 SP:Iteration 23Q (933.956040 sec): 3 clusters Score: Raw -774615.470436 + Penalty 2792.135733 = -771823.334703 nChanged 5 SP:Iteration 24Q (934.012504 sec): 3 clusters Score: Raw -774616.762357 + Penalty 2792.135733 = -771824.626624 nChanged 7 SP:Iteration 25Q (934.060613 sec): 3 clusters Score: Raw -774618.118380 + Penalty 2792.135733 = -771825.982647 nChanged 3 SP:Iteration 26Q (934.114542 sec): 3 clusters Score: Raw -774618.616437 + Penalty 2792.135733 = -771826.480703 nChanged 1 SP:Iteration 27Q (934.160889 sec): 3 clusters Score: Raw -774618.873918 + Penalty 2792.135733 = -771826.738184 nChanged 1 SP:Iteration 28Q (934.217577 sec): 3 clusters Score: Raw -774618.975653 + Penalty 2792.135733 = -771826.839920 nChanged 0 SP:Iteration 29F (934.271438 sec): 3 clusters Score: Raw -774618.975653 + Penalty 2792.135733 = -771826.839920 nChanged 0 Trying to split cluster 38 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (934.296727 sec): 2 clusters Score: Raw -25783.327652 + Penalty 969.498845 = -24813.828807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (934.347358 sec): 3 clusters Score: Raw -25804.290219 + Penalty 1938.997690 = -23865.292529 nChanged 95 SP:Iteration 1F (934.391439 sec): 3 clusters Score: Raw -26007.339180 + Penalty 1938.997690 = -24068.341490 nChanged 25 SP:Iteration 2F (934.445070 sec): 3 clusters Score: Raw -26097.892309 + Penalty 1938.997690 = -24158.894619 nChanged 22 SP:Iteration 3F (934.488418 sec): 3 clusters Score: Raw -26156.416456 + Penalty 1938.997690 = -24217.418766 nChanged 11 SP:Iteration 4Q (934.536555 sec): 3 clusters Score: Raw -26187.433760 + Penalty 1938.997690 = -24248.436070 nChanged 7 SP:Iteration 5Q (934.575024 sec): 3 clusters Score: Raw -26199.001612 + Penalty 1938.997690 = -24260.003921 nChanged 5 SP:Iteration 6Q (934.627108 sec): 3 clusters Score: Raw -26218.242937 + Penalty 1938.997690 = -24279.245247 nChanged 5 SP:Iteration 7Q (934.666092 sec): 3 clusters Score: Raw -26228.251780 + Penalty 1938.997690 = -24289.254090 nChanged 2 SP:Iteration 8Q (934.713574 sec): 3 clusters Score: Raw -26232.811151 + Penalty 1938.997690 = -24293.813461 nChanged 0 SP:Iteration 9F (934.759272 sec): 3 clusters Score: Raw -26232.811151 + Penalty 1938.997690 = -24293.813461 nChanged 0 Trying to split cluster 39 (22149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (934.819316 sec): 2 clusters Score: Raw -3182925.777913 + Penalty 1625.901490 = -3181299.876424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (934.903546 sec): 3 clusters Score: Raw -3169644.455537 + Penalty 3251.802979 = -3166392.652558 nChanged 10044 SP:Iteration 1F (934.980223 sec): 3 clusters Score: Raw -3175526.295124 + Penalty 3251.802979 = -3172274.492145 nChanged 1374 SP:Iteration 2F (935.051320 sec): 3 clusters Score: Raw -3176345.424453 + Penalty 3251.802979 = -3173093.621474 nChanged 1493 SP:Iteration 3F (935.138117 sec): 3 clusters Score: Raw -3177450.907749 + Penalty 3251.802979 = -3174199.104770 nChanged 1637 SP:Iteration 4F (935.214070 sec): 3 clusters Score: Raw -3178757.423957 + Penalty 3251.802979 = -3175505.620978 nChanged 1557 SP:Iteration 5F (935.303749 sec): 3 clusters Score: Raw -3180035.641098 + Penalty 3251.802979 = -3176783.838119 nChanged 1373 SP:Iteration 6F (935.390751 sec): 3 clusters Score: Raw -3180989.553915 + Penalty 3251.802979 = -3177737.750936 nChanged 999 SP:Iteration 7Q (935.467676 sec): 3 clusters Score: Raw -3181535.701105 + Penalty 3251.802979 = -3178283.898126 nChanged 760 SP:Iteration 8Q (935.556004 sec): 3 clusters Score: Raw -3181845.550286 + Penalty 3251.802979 = -3178593.747307 nChanged 545 SP:Iteration 9Q (935.640868 sec): 3 clusters Score: Raw -3182039.278174 + Penalty 3251.802979 = -3178787.475195 nChanged 430 SP:Iteration 10Q (935.724331 sec): 3 clusters Score: Raw -3182158.293099 + Penalty 3251.802979 = -3178906.490120 nChanged 313 SP:Iteration 11Q (935.806146 sec): 3 clusters Score: Raw -3182230.306846 + Penalty 3251.802979 = -3178978.503867 nChanged 229 SP:Iteration 12Q (935.876328 sec): 3 clusters Score: Raw -3182273.788269 + Penalty 3251.802979 = -3179021.985290 nChanged 184 SP:Iteration 13Q (935.958268 sec): 3 clusters Score: Raw -3182306.332617 + Penalty 3251.802979 = -3179054.529638 nChanged 153 SP:Iteration 14Q (936.043601 sec): 3 clusters Score: Raw -3182335.476145 + Penalty 3251.802979 = -3179083.673166 nChanged 152 SP:Iteration 15Q (936.128197 sec): 3 clusters Score: Raw -3182363.808442 + Penalty 3251.802979 = -3179112.005463 nChanged 137 SP:Iteration 16Q (936.225022 sec): 3 clusters Score: Raw -3182387.705215 + Penalty 3251.802979 = -3179135.902236 nChanged 147 SP:Iteration 17Q (936.303377 sec): 3 clusters Score: Raw -3182418.726570 + Penalty 3251.802979 = -3179166.923591 nChanged 139 SP:Iteration 18Q (936.381512 sec): 3 clusters Score: Raw -3182445.249545 + Penalty 3251.802979 = -3179193.446566 nChanged 139 SP:Iteration 19Q (936.452854 sec): 3 clusters Score: Raw -3182470.243875 + Penalty 3251.802979 = -3179218.440896 nChanged 135 SP:Iteration 20F (936.547949 sec): 3 clusters Score: Raw -3182497.062147 + Penalty 3251.802979 = -3179245.259168 nChanged 132 SP:Iteration 21Q (936.613772 sec): 3 clusters Score: Raw -3182526.444161 + Penalty 3251.802979 = -3179274.641182 nChanged 147 SP:Iteration 22Q (936.698977 sec): 3 clusters Score: Raw -3182564.944669 + Penalty 3251.802979 = -3179313.141690 nChanged 182 SP:Iteration 23Q (936.778110 sec): 3 clusters Score: Raw -3182610.010997 + Penalty 3251.802979 = -3179358.208018 nChanged 185 SP:Iteration 24Q (936.868241 sec): 3 clusters Score: Raw -3182652.157567 + Penalty 3251.802979 = -3179400.354588 nChanged 171 SP:Iteration 25Q (936.946408 sec): 3 clusters Score: Raw -3182689.869347 + Penalty 3251.802979 = -3179438.066368 nChanged 168 SP:Iteration 26Q (937.026798 sec): 3 clusters Score: Raw -3182726.133166 + Penalty 3251.802979 = -3179474.330187 nChanged 167 SP:Iteration 27Q (937.112734 sec): 3 clusters Score: Raw -3182761.850906 + Penalty 3251.802979 = -3179510.047927 nChanged 159 SP:Iteration 28Q (937.187946 sec): 3 clusters Score: Raw -3182795.917214 + Penalty 3251.802979 = -3179544.114235 nChanged 168 SP:Iteration 29Q (937.265159 sec): 3 clusters Score: Raw -3182831.294665 + Penalty 3251.802979 = -3179579.491686 nChanged 156 SP:Iteration 30Q (937.351146 sec): 3 clusters Score: Raw -3182861.949546 + Penalty 3251.802979 = -3179610.146567 nChanged 161 SP:Iteration 31Q (937.440834 sec): 3 clusters Score: Raw -3182891.501808 + Penalty 3251.802979 = -3179639.698829 nChanged 164 SP:Iteration 32Q (937.524753 sec): 3 clusters Score: Raw -3182921.952559 + Penalty 3251.802979 = -3179670.149580 nChanged 150 SP:Iteration 33Q (937.607256 sec): 3 clusters Score: Raw -3182949.619753 + Penalty 3251.802979 = -3179697.816774 nChanged 142 SP:Iteration 34Q (937.686385 sec): 3 clusters Score: Raw -3182977.319424 + Penalty 3251.802979 = -3179725.516444 nChanged 128 SP:Iteration 35Q (937.766954 sec): 3 clusters Score: Raw -3182998.099255 + Penalty 3251.802979 = -3179746.296276 nChanged 118 SP:Iteration 36Q (937.841515 sec): 3 clusters Score: Raw -3183019.095558 + Penalty 3251.802979 = -3179767.292579 nChanged 116 SP:Iteration 37Q (937.926023 sec): 3 clusters Score: Raw -3183040.489093 + Penalty 3251.802979 = -3179788.686114 nChanged 107 SP:Iteration 38Q (938.014381 sec): 3 clusters Score: Raw -3183057.581770 + Penalty 3251.802979 = -3179805.778791 nChanged 83 SP:Iteration 39Q (938.091442 sec): 3 clusters Score: Raw -3183068.683285 + Penalty 3251.802979 = -3179816.880306 nChanged 82 SP:Iteration 40F (938.177819 sec): 3 clusters Score: Raw -3183081.224243 + Penalty 3251.802979 = -3179829.421264 nChanged 83 SP:Iteration 41Q (938.258703 sec): 3 clusters Score: Raw -3183094.385816 + Penalty 3251.802979 = -3179842.582837 nChanged 82 SP:Iteration 42Q (938.344625 sec): 3 clusters Score: Raw -3183104.988021 + Penalty 3251.802979 = -3179853.185041 nChanged 68 SP:Iteration 43Q (938.424247 sec): 3 clusters Score: Raw -3183113.244932 + Penalty 3251.802979 = -3179861.441953 nChanged 69 SP:Iteration 44Q (938.500101 sec): 3 clusters Score: Raw -3183120.723494 + Penalty 3251.802979 = -3179868.920515 nChanged 59 SP:Iteration 45Q (938.595756 sec): 3 clusters Score: Raw -3183128.106260 + Penalty 3251.802979 = -3179876.303281 nChanged 57 SP:Iteration 46Q (938.671750 sec): 3 clusters Score: Raw -3183135.123435 + Penalty 3251.802979 = -3179883.320456 nChanged 53 SP:Iteration 47Q (938.754354 sec): 3 clusters Score: Raw -3183141.410361 + Penalty 3251.802979 = -3179889.607382 nChanged 48 SP:Iteration 48Q (938.844559 sec): 3 clusters Score: Raw -3183146.472113 + Penalty 3251.802979 = -3179894.669134 nChanged 48 SP:Iteration 49Q (938.922496 sec): 3 clusters Score: Raw -3183152.429401 + Penalty 3251.802979 = -3179900.626422 nChanged 56 SP:Iteration 50Q (939.003393 sec): 3 clusters Score: Raw -3183159.302105 + Penalty 3251.802979 = -3179907.499126 nChanged 57 SP:Iteration 51Q (939.083960 sec): 3 clusters Score: Raw -3183164.836127 + Penalty 3251.802979 = -3179913.033148 nChanged 49 SP:Iteration 52Q (939.151998 sec): 3 clusters Score: Raw -3183170.328709 + Penalty 3251.802979 = -3179918.525730 nChanged 61 SP:Iteration 53Q (939.245107 sec): 3 clusters Score: Raw -3183177.980964 + Penalty 3251.802979 = -3179926.177985 nChanged 58 SP:Iteration 54Q (939.315831 sec): 3 clusters Score: Raw -3183184.659558 + Penalty 3251.802979 = -3179932.856579 nChanged 59 SP:Iteration 55Q (939.405772 sec): 3 clusters Score: Raw -3183191.809306 + Penalty 3251.802979 = -3179940.006327 nChanged 60 SP:Iteration 56Q (939.474116 sec): 3 clusters Score: Raw -3183198.518901 + Penalty 3251.802979 = -3179946.715922 nChanged 63 SP:Iteration 57Q (939.565441 sec): 3 clusters Score: Raw -3183205.450924 + Penalty 3251.802979 = -3179953.647945 nChanged 57 SP:Iteration 58Q (939.635030 sec): 3 clusters Score: Raw -3183211.724977 + Penalty 3251.802979 = -3179959.921998 nChanged 64 SP:Iteration 59Q (939.731985 sec): 3 clusters Score: Raw -3183218.848042 + Penalty 3251.802979 = -3179967.045063 nChanged 65 SP:Iteration 60F (939.816652 sec): 3 clusters Score: Raw -3183227.940315 + Penalty 3251.802979 = -3179976.137336 nChanged 73 SP:Iteration 61Q (939.899376 sec): 3 clusters Score: Raw -3183238.061513 + Penalty 3251.802979 = -3179986.258534 nChanged 84 SP:Iteration 62Q (939.978466 sec): 3 clusters Score: Raw -3183248.741983 + Penalty 3251.802979 = -3179996.939004 nChanged 78 SP:Iteration 63Q (940.059632 sec): 3 clusters Score: Raw -3183257.438904 + Penalty 3251.802979 = -3180005.635925 nChanged 65 SP:Iteration 64Q (940.142102 sec): 3 clusters Score: Raw -3183263.541047 + Penalty 3251.802979 = -3180011.738068 nChanged 46 SP:Iteration 65Q (940.220292 sec): 3 clusters Score: Raw -3183268.551358 + Penalty 3251.802979 = -3180016.748379 nChanged 47 SP:Iteration 66Q (940.293156 sec): 3 clusters Score: Raw -3183274.368417 + Penalty 3251.802979 = -3180022.565438 nChanged 62 SP:Iteration 67Q (940.371011 sec): 3 clusters Score: Raw -3183281.976051 + Penalty 3251.802979 = -3180030.173072 nChanged 41 SP:Iteration 68Q (940.466250 sec): 3 clusters Score: Raw -3183286.436887 + Penalty 3251.802979 = -3180034.633908 nChanged 41 SP:Iteration 69Q (940.543858 sec): 3 clusters Score: Raw -3183290.002609 + Penalty 3251.802979 = -3180038.199630 nChanged 33 SP:Iteration 70Q (940.617571 sec): 3 clusters Score: Raw -3183293.445150 + Penalty 3251.802979 = -3180041.642171 nChanged 40 SP:Iteration 71Q (940.700795 sec): 3 clusters Score: Raw -3183296.993959 + Penalty 3251.802979 = -3180045.190980 nChanged 43 SP:Iteration 72Q (940.774592 sec): 3 clusters Score: Raw -3183301.137760 + Penalty 3251.802979 = -3180049.334781 nChanged 36 SP:Iteration 73Q (940.864609 sec): 3 clusters Score: Raw -3183304.015934 + Penalty 3251.802979 = -3180052.212955 nChanged 30 SP:Iteration 74Q (940.947066 sec): 3 clusters Score: Raw -3183306.286974 + Penalty 3251.802979 = -3180054.483995 nChanged 31 SP:Iteration 75Q (941.016814 sec): 3 clusters Score: Raw -3183308.323795 + Penalty 3251.802979 = -3180056.520816 nChanged 22 SP:Iteration 76Q (941.103659 sec): 3 clusters Score: Raw -3183309.859393 + Penalty 3251.802979 = -3180058.056414 nChanged 27 SP:Iteration 77Q (941.187302 sec): 3 clusters Score: Raw -3183311.630077 + Penalty 3251.802979 = -3180059.827098 nChanged 28 SP:Iteration 78Q (941.268773 sec): 3 clusters Score: Raw -3183313.724667 + Penalty 3251.802979 = -3180061.921688 nChanged 23 SP:Iteration 79Q (941.351073 sec): 3 clusters Score: Raw -3183315.113321 + Penalty 3251.802979 = -3180063.310342 nChanged 21 SP:Iteration 80F (941.427046 sec): 3 clusters Score: Raw -3183316.650289 + Penalty 3251.802979 = -3180064.847310 nChanged 20 SP:Iteration 81Q (941.505476 sec): 3 clusters Score: Raw -3183317.745723 + Penalty 3251.802979 = -3180065.942744 nChanged 11 SP:Iteration 82Q (941.593100 sec): 3 clusters Score: Raw -3183318.327241 + Penalty 3251.802979 = -3180066.524262 nChanged 13 SP:Iteration 83Q (941.677887 sec): 3 clusters Score: Raw -3183319.126117 + Penalty 3251.802979 = -3180067.323138 nChanged 12 SP:Iteration 84Q (941.759390 sec): 3 clusters Score: Raw -3183319.711191 + Penalty 3251.802979 = -3180067.908212 nChanged 9 SP:Iteration 85Q (941.827956 sec): 3 clusters Score: Raw -3183320.106080 + Penalty 3251.802979 = -3180068.303101 nChanged 9 SP:Iteration 86Q (941.915276 sec): 3 clusters Score: Raw -3183320.591352 + Penalty 3251.802979 = -3180068.788373 nChanged 8 SP:Iteration 87Q (941.998310 sec): 3 clusters Score: Raw -3183321.241156 + Penalty 3251.802979 = -3180069.438177 nChanged 10 SP:Iteration 88Q (942.082463 sec): 3 clusters Score: Raw -3183321.835695 + Penalty 3251.802979 = -3180070.032716 nChanged 12 SP:Iteration 89Q (942.150928 sec): 3 clusters Score: Raw -3183322.423424 + Penalty 3251.802979 = -3180070.620445 nChanged 7 SP:Iteration 90Q (942.236306 sec): 3 clusters Score: Raw -3183322.837128 + Penalty 3251.802979 = -3180071.034149 nChanged 5 SP:Iteration 91Q (942.323866 sec): 3 clusters Score: Raw -3183323.019833 + Penalty 3251.802979 = -3180071.216854 nChanged 5 SP:Iteration 92Q (942.409917 sec): 3 clusters Score: Raw -3183323.236588 + Penalty 3251.802979 = -3180071.433609 nChanged 6 SP:Iteration 93Q (942.483383 sec): 3 clusters Score: Raw -3183323.620325 + Penalty 3251.802979 = -3180071.817346 nChanged 10 SP:Iteration 94Q (942.557820 sec): 3 clusters Score: Raw -3183324.373443 + Penalty 3251.802979 = -3180072.570464 nChanged 9 SP:Iteration 95Q (942.629108 sec): 3 clusters Score: Raw -3183325.101457 + Penalty 3251.802979 = -3180073.298478 nChanged 15 SP:Iteration 96Q (942.718604 sec): 3 clusters Score: Raw -3183326.374790 + Penalty 3251.802979 = -3180074.571811 nChanged 23 SP:Iteration 97Q (942.803358 sec): 3 clusters Score: Raw -3183328.098103 + Penalty 3251.802979 = -3180076.295124 nChanged 18 SP:Iteration 98Q (942.885433 sec): 3 clusters Score: Raw -3183329.392278 + Penalty 3251.802979 = -3180077.589298 nChanged 14 SP:Iteration 99Q (942.967261 sec): 3 clusters Score: Raw -3183330.455154 + Penalty 3251.802979 = -3180078.652175 nChanged 19 SP:Iteration 100F (943.049346 sec): 3 clusters Score: Raw -3183331.722710 + Penalty 3251.802979 = -3180079.919731 nChanged 19 SP:Iteration 101Q (943.129392 sec): 3 clusters Score: Raw -3183332.580706 + Penalty 3251.802979 = -3180080.777727 nChanged 16 SP:Iteration 102Q (943.198213 sec): 3 clusters Score: Raw -3183333.330482 + Penalty 3251.802979 = -3180081.527502 nChanged 10 SP:Iteration 103Q (943.274488 sec): 3 clusters Score: Raw -3183333.940214 + Penalty 3251.802979 = -3180082.137235 nChanged 12 SP:Iteration 104Q (943.364842 sec): 3 clusters Score: Raw -3183334.599971 + Penalty 3251.802979 = -3180082.796992 nChanged 12 SP:Iteration 105Q (943.442345 sec): 3 clusters Score: Raw -3183335.392422 + Penalty 3251.802979 = -3180083.589443 nChanged 13 SP:Iteration 106Q (943.510410 sec): 3 clusters Score: Raw -3183336.520094 + Penalty 3251.802979 = -3180084.717115 nChanged 18 SP:Iteration 107Q (943.600104 sec): 3 clusters Score: Raw -3183337.700856 + Penalty 3251.802979 = -3180085.897877 nChanged 14 SP:Iteration 108Q (943.673979 sec): 3 clusters Score: Raw -3183338.636260 + Penalty 3251.802979 = -3180086.833281 nChanged 13 SP:Iteration 109Q (943.751304 sec): 3 clusters Score: Raw -3183339.518785 + Penalty 3251.802979 = -3180087.715806 nChanged 11 SP:Iteration 110Q (943.834491 sec): 3 clusters Score: Raw -3183340.331674 + Penalty 3251.802979 = -3180088.528695 nChanged 11 SP:Iteration 111Q (943.919383 sec): 3 clusters Score: Raw -3183340.992796 + Penalty 3251.802979 = -3180089.189817 nChanged 11 SP:Iteration 112Q (943.988966 sec): 3 clusters Score: Raw -3183341.402652 + Penalty 3251.802979 = -3180089.599673 nChanged 6 SP:Iteration 113Q (944.080979 sec): 3 clusters Score: Raw -3183341.677085 + Penalty 3251.802979 = -3180089.874106 nChanged 6 SP:Iteration 114Q (944.160840 sec): 3 clusters Score: Raw -3183341.971227 + Penalty 3251.802979 = -3180090.168248 nChanged 9 SP:Iteration 115Q (944.246835 sec): 3 clusters Score: Raw -3183342.352624 + Penalty 3251.802979 = -3180090.549645 nChanged 3 SP:Iteration 116Q (944.311309 sec): 3 clusters Score: Raw -3183342.494925 + Penalty 3251.802979 = -3180090.691946 nChanged 3 SP:Iteration 117Q (944.400207 sec): 3 clusters Score: Raw -3183342.875411 + Penalty 3251.802979 = -3180091.072432 nChanged 7 SP:Iteration 118Q (944.475562 sec): 3 clusters Score: Raw -3183343.289360 + Penalty 3251.802979 = -3180091.486381 nChanged 8 SP:Iteration 119Q (944.544649 sec): 3 clusters Score: Raw -3183343.927595 + Penalty 3251.802979 = -3180092.124616 nChanged 3 SP:Iteration 120F (944.634866 sec): 3 clusters Score: Raw -3183344.136367 + Penalty 3251.802979 = -3180092.333388 nChanged 2 SP:Iteration 121Q (944.713809 sec): 3 clusters Score: Raw -3183344.197836 + Penalty 3251.802979 = -3180092.394857 nChanged 1 SP:Iteration 122Q (944.782845 sec): 3 clusters Score: Raw -3183344.305479 + Penalty 3251.802979 = -3180092.502500 nChanged 2 SP:Iteration 123Q (944.860502 sec): 3 clusters Score: Raw -3183344.377901 + Penalty 3251.802979 = -3180092.574922 nChanged 2 SP:Iteration 124Q (944.948083 sec): 3 clusters Score: Raw -3183344.448056 + Penalty 3251.802979 = -3180092.645077 nChanged 4 SP:Iteration 125Q (945.030767 sec): 3 clusters Score: Raw -3183344.734243 + Penalty 3251.802979 = -3180092.931264 nChanged 2 SP:Iteration 126Q (945.103088 sec): 3 clusters Score: Raw -3183344.815955 + Penalty 3251.802979 = -3180093.012976 nChanged 2 SP:Iteration 127Q (945.187355 sec): 3 clusters Score: Raw -3183344.953875 + Penalty 3251.802979 = -3180093.150896 nChanged 0 SP:Iteration 128F (945.282188 sec): 3 clusters Score: Raw -3183344.953875 + Penalty 3251.802979 = -3180093.150896 nChanged 0 Trying to split cluster 40 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (945.305376 sec): 2 clusters Score: Raw -8163.348225 + Penalty 831.673995 = -7331.674230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (945.353037 sec): 3 clusters Score: Raw -8402.919253 + Penalty 1663.347989 = -6739.571264 nChanged 32 SP:Iteration 1F (945.391407 sec): 3 clusters Score: Raw -8501.376222 + Penalty 1663.347989 = -6838.028233 nChanged 6 SP:Iteration 2Q (945.450054 sec): 3 clusters Score: Raw -8524.498242 + Penalty 1663.347989 = -6861.150253 nChanged 4 SP:Iteration 3Q (945.488767 sec): 3 clusters Score: Raw -8531.416302 + Penalty 1663.347989 = -6868.068313 nChanged 2 SP:Iteration 4Q (945.536152 sec): 3 clusters Score: Raw -8534.678440 + Penalty 1663.347989 = -6871.330451 nChanged 3 SP:Iteration 5Q (945.582878 sec): 3 clusters Score: Raw -8539.584676 + Penalty 1663.347989 = -6876.236687 nChanged 2 SP:Iteration 6Q (945.630749 sec): 3 clusters Score: Raw -8558.678274 + Penalty 1663.347989 = -6895.330285 nChanged 1 SP:Iteration 7Q (945.673677 sec): 3 clusters Score: Raw -8566.453256 + Penalty 1663.347989 = -6903.105267 nChanged 0 SP:Iteration 8F (945.709405 sec): 3 clusters Score: Raw -8566.453256 + Penalty 1663.347989 = -6903.105267 nChanged 0 Trying to split cluster 41 (83213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (945.848991 sec): 2 clusters Score: Raw -12042756.007331 + Penalty 1840.988315 = -12040915.019016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (946.024314 sec): 3 clusters Score: Raw -11989107.850171 + Penalty 3681.976631 = -11985425.873540 nChanged 39665 SP:Iteration 1F (946.209749 sec): 3 clusters Score: Raw -12011795.121528 + Penalty 3681.976631 = -12008113.144897 nChanged 3031 SP:Iteration 2Q (946.397112 sec): 3 clusters Score: Raw -12012618.360362 + Penalty 3681.976631 = -12008936.383731 nChanged 3061 SP:Iteration 3Q (946.574416 sec): 3 clusters Score: Raw -12013563.323084 + Penalty 3681.976631 = -12009881.346453 nChanged 3373 SP:Iteration 4Q (946.766174 sec): 3 clusters Score: Raw -12014776.177508 + Penalty 3681.976631 = -12011094.200877 nChanged 3726 SP:Iteration 5Q (946.943989 sec): 3 clusters Score: Raw -12016386.410534 + Penalty 3681.976631 = -12012704.433903 nChanged 4171 SP:Iteration 6F (947.128019 sec): 3 clusters Score: Raw -12018599.287305 + Penalty 3681.976631 = -12014917.310674 nChanged 4695 SP:Iteration 7F (947.313573 sec): 3 clusters Score: Raw -12021532.383118 + Penalty 3681.976631 = -12017850.406487 nChanged 5010 SP:Iteration 8F (947.493608 sec): 3 clusters Score: Raw -12024950.666256 + Penalty 3681.976631 = -12021268.689625 nChanged 5077 SP:Iteration 9F (947.666528 sec): 3 clusters Score: Raw -12028425.749460 + Penalty 3681.976631 = -12024743.772829 nChanged 4432 SP:Iteration 10F (947.850495 sec): 3 clusters Score: Raw -12030884.494203 + Penalty 3681.976631 = -12027202.517572 nChanged 3276 SP:Iteration 11Q (948.026604 sec): 3 clusters Score: Raw -12032185.892140 + Penalty 3681.976631 = -12028503.915509 nChanged 2134 SP:Iteration 12Q (948.207764 sec): 3 clusters Score: Raw -12032814.152849 + Penalty 3681.976631 = -12029132.176218 nChanged 1506 SP:Iteration 13Q (948.377505 sec): 3 clusters Score: Raw -12033190.525963 + Penalty 3681.976631 = -12029508.549332 nChanged 1153 SP:Iteration 14Q (948.560170 sec): 3 clusters Score: Raw -12033454.530983 + Penalty 3681.976631 = -12029772.554352 nChanged 1040 SP:Iteration 15Q (948.737405 sec): 3 clusters Score: Raw -12033668.610621 + Penalty 3681.976631 = -12029986.633990 nChanged 949 SP:Iteration 16Q (948.918789 sec): 3 clusters Score: Raw -12033863.370772 + Penalty 3681.976631 = -12030181.394141 nChanged 933 SP:Iteration 17Q (949.112206 sec): 3 clusters Score: Raw -12034048.029040 + Penalty 3681.976631 = -12030366.052409 nChanged 921 SP:Iteration 18Q (949.297358 sec): 3 clusters Score: Raw -12034224.965240 + Penalty 3681.976631 = -12030542.988609 nChanged 845 SP:Iteration 19Q (949.481224 sec): 3 clusters Score: Raw -12034379.581696 + Penalty 3681.976631 = -12030697.605065 nChanged 785 SP:Iteration 20F (949.663690 sec): 3 clusters Score: Raw -12034513.693871 + Penalty 3681.976631 = -12030831.717240 nChanged 767 SP:Iteration 21Q (949.833740 sec): 3 clusters Score: Raw -12034644.036815 + Penalty 3681.976631 = -12030962.060184 nChanged 753 SP:Iteration 22Q (950.019521 sec): 3 clusters Score: Raw -12034779.435417 + Penalty 3681.976631 = -12031097.458786 nChanged 766 SP:Iteration 23Q (950.205031 sec): 3 clusters Score: Raw -12034917.123008 + Penalty 3681.976631 = -12031235.146377 nChanged 778 SP:Iteration 24Q (950.380710 sec): 3 clusters Score: Raw -12035061.871477 + Penalty 3681.976631 = -12031379.894846 nChanged 774 SP:Iteration 25Q (950.557491 sec): 3 clusters Score: Raw -12035208.991336 + Penalty 3681.976631 = -12031527.014705 nChanged 774 SP:Iteration 26Q (950.735738 sec): 3 clusters Score: Raw -12035351.793307 + Penalty 3681.976631 = -12031669.816676 nChanged 729 SP:Iteration 27Q (950.909796 sec): 3 clusters Score: Raw -12035492.547201 + Penalty 3681.976631 = -12031810.570570 nChanged 744 SP:Iteration 28Q (951.097354 sec): 3 clusters Score: Raw -12035648.555847 + Penalty 3681.976631 = -12031966.579216 nChanged 777 SP:Iteration 29Q (951.278030 sec): 3 clusters Score: Raw -12035816.207574 + Penalty 3681.976631 = -12032134.230943 nChanged 815 SP:Iteration 30Q (951.463444 sec): 3 clusters Score: Raw -12036009.333758 + Penalty 3681.976631 = -12032327.357127 nChanged 877 SP:Iteration 31Q (951.638683 sec): 3 clusters Score: Raw -12036240.385057 + Penalty 3681.976631 = -12032558.408426 nChanged 974 SP:Iteration 32Q (951.812598 sec): 3 clusters Score: Raw -12036519.874484 + Penalty 3681.976631 = -12032837.897853 nChanged 1019 SP:Iteration 33Q (951.989591 sec): 3 clusters Score: Raw -12036816.809004 + Penalty 3681.976631 = -12033134.832373 nChanged 1067 SP:Iteration 34Q (952.168837 sec): 3 clusters Score: Raw -12037141.400673 + Penalty 3681.976631 = -12033459.424042 nChanged 1095 SP:Iteration 35Q (952.345612 sec): 3 clusters Score: Raw -12037519.000285 + Penalty 3681.976631 = -12033837.023654 nChanged 1158 SP:Iteration 36Q (952.520213 sec): 3 clusters Score: Raw -12037942.986651 + Penalty 3681.976631 = -12034261.010020 nChanged 1184 SP:Iteration 37Q (952.707962 sec): 3 clusters Score: Raw -12038373.461106 + Penalty 3681.976631 = -12034691.484475 nChanged 1204 SP:Iteration 38Q (952.882204 sec): 3 clusters Score: Raw -12038816.094337 + Penalty 3681.976631 = -12035134.117706 nChanged 1155 SP:Iteration 39Q (953.061099 sec): 3 clusters Score: Raw -12039223.356945 + Penalty 3681.976631 = -12035541.380314 nChanged 1096 SP:Iteration 40F (953.255026 sec): 3 clusters Score: Raw -12039656.831048 + Penalty 3681.976631 = -12035974.854417 nChanged 1082 SP:Iteration 41Q (953.437656 sec): 3 clusters Score: Raw -12040033.225421 + Penalty 3681.976631 = -12036351.248790 nChanged 992 SP:Iteration 42Q (953.612658 sec): 3 clusters Score: Raw -12040352.692412 + Penalty 3681.976631 = -12036670.715781 nChanged 945 SP:Iteration 43Q (953.796472 sec): 3 clusters Score: Raw -12040628.461748 + Penalty 3681.976631 = -12036946.485117 nChanged 900 SP:Iteration 44Q (953.965152 sec): 3 clusters Score: Raw -12040875.179200 + Penalty 3681.976631 = -12037193.202569 nChanged 856 SP:Iteration 45Q (954.142821 sec): 3 clusters Score: Raw -12041075.049254 + Penalty 3681.976631 = -12037393.072623 nChanged 725 SP:Iteration 46Q (954.321017 sec): 3 clusters Score: Raw -12041220.838511 + Penalty 3681.976631 = -12037538.861880 nChanged 710 SP:Iteration 47Q (954.493342 sec): 3 clusters Score: Raw -12041360.836090 + Penalty 3681.976631 = -12037678.859459 nChanged 655 SP:Iteration 48Q (954.671412 sec): 3 clusters Score: Raw -12041477.917194 + Penalty 3681.976631 = -12037795.940563 nChanged 637 SP:Iteration 49Q (954.834832 sec): 3 clusters Score: Raw -12041589.476154 + Penalty 3681.976631 = -12037907.499523 nChanged 608 SP:Iteration 50Q (955.005191 sec): 3 clusters Score: Raw -12041688.692593 + Penalty 3681.976631 = -12038006.715962 nChanged 547 SP:Iteration 51Q (955.168187 sec): 3 clusters Score: Raw -12041771.624630 + Penalty 3681.976631 = -12038089.647999 nChanged 517 SP:Iteration 52Q (955.336080 sec): 3 clusters Score: Raw -12041847.242587 + Penalty 3681.976631 = -12038165.265956 nChanged 477 SP:Iteration 53Q (955.502327 sec): 3 clusters Score: Raw -12041915.532872 + Penalty 3681.976631 = -12038233.556241 nChanged 476 SP:Iteration 54Q (955.666836 sec): 3 clusters Score: Raw -12041988.071079 + Penalty 3681.976631 = -12038306.094448 nChanged 476 SP:Iteration 55Q (955.826124 sec): 3 clusters Score: Raw -12042061.163638 + Penalty 3681.976631 = -12038379.187007 nChanged 458 SP:Iteration 56Q (955.992800 sec): 3 clusters Score: Raw -12042131.690839 + Penalty 3681.976631 = -12038449.714208 nChanged 467 SP:Iteration 57Q (956.159849 sec): 3 clusters Score: Raw -12042203.062306 + Penalty 3681.976631 = -12038521.085675 nChanged 457 SP:Iteration 58Q (956.322855 sec): 3 clusters Score: Raw -12042270.230710 + Penalty 3681.976631 = -12038588.254079 nChanged 416 SP:Iteration 59Q (956.487998 sec): 3 clusters Score: Raw -12042325.514572 + Penalty 3681.976631 = -12038643.537941 nChanged 388 SP:Iteration 60F (956.671208 sec): 3 clusters Score: Raw -12042377.372002 + Penalty 3681.976631 = -12038695.395371 nChanged 389 SP:Iteration 61Q (956.843095 sec): 3 clusters Score: Raw -12042431.789203 + Penalty 3681.976631 = -12038749.812572 nChanged 391 SP:Iteration 62Q (957.020748 sec): 3 clusters Score: Raw -12042486.953490 + Penalty 3681.976631 = -12038804.976859 nChanged 358 SP:Iteration 63Q (957.194257 sec): 3 clusters Score: Raw -12042534.037178 + Penalty 3681.976631 = -12038852.060547 nChanged 335 SP:Iteration 64Q (957.362265 sec): 3 clusters Score: Raw -12042575.712793 + Penalty 3681.976631 = -12038893.736162 nChanged 313 SP:Iteration 65Q (957.525929 sec): 3 clusters Score: Raw -12042615.005891 + Penalty 3681.976631 = -12038933.029260 nChanged 299 SP:Iteration 66Q (957.684953 sec): 3 clusters Score: Raw -12042652.733302 + Penalty 3681.976631 = -12038970.756671 nChanged 317 SP:Iteration 67Q (957.849540 sec): 3 clusters Score: Raw -12042691.842369 + Penalty 3681.976631 = -12039009.865738 nChanged 262 SP:Iteration 68Q (958.016576 sec): 3 clusters Score: Raw -12042719.909279 + Penalty 3681.976631 = -12039037.932648 nChanged 253 SP:Iteration 69Q (958.175081 sec): 3 clusters Score: Raw -12042748.873465 + Penalty 3681.976631 = -12039066.896834 nChanged 263 SP:Iteration 70Q (958.342840 sec): 3 clusters Score: Raw -12042778.014478 + Penalty 3681.976631 = -12039096.037847 nChanged 229 SP:Iteration 71Q (958.512135 sec): 3 clusters Score: Raw -12042801.659231 + Penalty 3681.976631 = -12039119.682600 nChanged 226 SP:Iteration 72Q (958.669191 sec): 3 clusters Score: Raw -12042823.113835 + Penalty 3681.976631 = -12039141.137204 nChanged 200 SP:Iteration 73Q (958.836966 sec): 3 clusters Score: Raw -12042840.758768 + Penalty 3681.976631 = -12039158.782137 nChanged 212 SP:Iteration 74Q (959.002176 sec): 3 clusters Score: Raw -12042862.357762 + Penalty 3681.976631 = -12039180.381131 nChanged 214 SP:Iteration 75Q (959.159570 sec): 3 clusters Score: Raw -12042882.882874 + Penalty 3681.976631 = -12039200.906243 nChanged 195 SP:Iteration 76Q (959.310280 sec): 3 clusters Score: Raw -12042903.779522 + Penalty 3681.976631 = -12039221.802891 nChanged 193 SP:Iteration 77Q (959.473611 sec): 3 clusters Score: Raw -12042924.765737 + Penalty 3681.976631 = -12039242.789106 nChanged 193 SP:Iteration 78Q (959.637898 sec): 3 clusters Score: Raw -12042945.564954 + Penalty 3681.976631 = -12039263.588323 nChanged 209 SP:Iteration 79Q (959.808903 sec): 3 clusters Score: Raw -12042966.984912 + Penalty 3681.976631 = -12039285.008281 nChanged 188 SP:Iteration 80F (959.985287 sec): 3 clusters Score: Raw -12042985.736630 + Penalty 3681.976631 = -12039303.759999 nChanged 182 SP:Iteration 81Q (960.135134 sec): 3 clusters Score: Raw -12043003.681891 + Penalty 3681.976631 = -12039321.705260 nChanged 159 SP:Iteration 82Q (960.296416 sec): 3 clusters Score: Raw -12043018.645149 + Penalty 3681.976631 = -12039336.668518 nChanged 173 SP:Iteration 83Q (960.459296 sec): 3 clusters Score: Raw -12043035.454050 + Penalty 3681.976631 = -12039353.477419 nChanged 156 SP:Iteration 84Q (960.621363 sec): 3 clusters Score: Raw -12043048.710391 + Penalty 3681.976631 = -12039366.733760 nChanged 136 SP:Iteration 85Q (960.778084 sec): 3 clusters Score: Raw -12043059.281947 + Penalty 3681.976631 = -12039377.305316 nChanged 137 SP:Iteration 86Q (960.944805 sec): 3 clusters Score: Raw -12043070.810109 + Penalty 3681.976631 = -12039388.833478 nChanged 139 SP:Iteration 87Q (961.106028 sec): 3 clusters Score: Raw -12043083.309131 + Penalty 3681.976631 = -12039401.332500 nChanged 147 SP:Iteration 88Q (961.278116 sec): 3 clusters Score: Raw -12043096.556779 + Penalty 3681.976631 = -12039414.580148 nChanged 139 SP:Iteration 89Q (961.432337 sec): 3 clusters Score: Raw -12043107.851463 + Penalty 3681.976631 = -12039425.874832 nChanged 125 SP:Iteration 90Q (961.593469 sec): 3 clusters Score: Raw -12043116.871180 + Penalty 3681.976631 = -12039434.894549 nChanged 113 SP:Iteration 91Q (961.753022 sec): 3 clusters Score: Raw -12043125.574540 + Penalty 3681.976631 = -12039443.597909 nChanged 103 SP:Iteration 92Q (961.914400 sec): 3 clusters Score: Raw -12043132.991769 + Penalty 3681.976631 = -12039451.015138 nChanged 91 SP:Iteration 93Q (962.068738 sec): 3 clusters Score: Raw -12043140.260167 + Penalty 3681.976631 = -12039458.283536 nChanged 96 SP:Iteration 94Q (962.233770 sec): 3 clusters Score: Raw -12043146.893834 + Penalty 3681.976631 = -12039464.917203 nChanged 83 SP:Iteration 95Q (962.393932 sec): 3 clusters Score: Raw -12043152.208569 + Penalty 3681.976631 = -12039470.231938 nChanged 83 SP:Iteration 96Q (962.549311 sec): 3 clusters Score: Raw -12043157.814221 + Penalty 3681.976631 = -12039475.837590 nChanged 83 SP:Iteration 97Q (962.698654 sec): 3 clusters Score: Raw -12043163.775042 + Penalty 3681.976631 = -12039481.798411 nChanged 96 SP:Iteration 98Q (962.867952 sec): 3 clusters Score: Raw -12043171.846778 + Penalty 3681.976631 = -12039489.870147 nChanged 92 SP:Iteration 99Q (963.025079 sec): 3 clusters Score: Raw -12043179.059000 + Penalty 3681.976631 = -12039497.082369 nChanged 82 SP:Iteration 100F (963.198437 sec): 3 clusters Score: Raw -12043184.957923 + Penalty 3681.976631 = -12039502.981292 nChanged 79 SP:Iteration 101Q (963.358638 sec): 3 clusters Score: Raw -12043190.309546 + Penalty 3681.976631 = -12039508.332915 nChanged 79 SP:Iteration 102Q (963.518013 sec): 3 clusters Score: Raw -12043196.845135 + Penalty 3681.976631 = -12039514.868504 nChanged 87 SP:Iteration 103Q (963.670339 sec): 3 clusters Score: Raw -12043203.504163 + Penalty 3681.976631 = -12039521.527532 nChanged 83 SP:Iteration 104Q (963.827828 sec): 3 clusters Score: Raw -12043209.548602 + Penalty 3681.976631 = -12039527.571971 nChanged 91 SP:Iteration 105Q (963.987581 sec): 3 clusters Score: Raw -12043216.653316 + Penalty 3681.976631 = -12039534.676685 nChanged 89 SP:Iteration 106Q (964.150410 sec): 3 clusters Score: Raw -12043223.411943 + Penalty 3681.976631 = -12039541.435312 nChanged 84 SP:Iteration 107Q (964.311291 sec): 3 clusters Score: Raw -12043229.306715 + Penalty 3681.976631 = -12039547.330084 nChanged 65 SP:Iteration 108Q (964.466285 sec): 3 clusters Score: Raw -12043234.036551 + Penalty 3681.976631 = -12039552.059920 nChanged 79 SP:Iteration 109Q (964.628498 sec): 3 clusters Score: Raw -12043239.715893 + Penalty 3681.976631 = -12039557.739262 nChanged 76 SP:Iteration 110Q (964.788533 sec): 3 clusters Score: Raw -12043245.028967 + Penalty 3681.976631 = -12039563.052336 nChanged 65 SP:Iteration 111Q (964.947373 sec): 3 clusters Score: Raw -12043249.161677 + Penalty 3681.976631 = -12039567.185046 nChanged 65 SP:Iteration 112Q (965.100597 sec): 3 clusters Score: Raw -12043253.426186 + Penalty 3681.976631 = -12039571.449555 nChanged 70 SP:Iteration 113Q (965.255121 sec): 3 clusters Score: Raw -12043258.455948 + Penalty 3681.976631 = -12039576.479317 nChanged 65 SP:Iteration 114Q (965.407430 sec): 3 clusters Score: Raw -12043262.926714 + Penalty 3681.976631 = -12039580.950083 nChanged 71 SP:Iteration 115Q (965.568937 sec): 3 clusters Score: Raw -12043267.733238 + Penalty 3681.976631 = -12039585.756607 nChanged 70 SP:Iteration 116Q (965.724693 sec): 3 clusters Score: Raw -12043272.842183 + Penalty 3681.976631 = -12039590.865552 nChanged 63 SP:Iteration 117Q (965.886419 sec): 3 clusters Score: Raw -12043277.198429 + Penalty 3681.976631 = -12039595.221798 nChanged 62 SP:Iteration 118Q (966.039764 sec): 3 clusters Score: Raw -12043281.680379 + Penalty 3681.976631 = -12039599.703748 nChanged 63 SP:Iteration 119Q (966.195463 sec): 3 clusters Score: Raw -12043286.497240 + Penalty 3681.976631 = -12039604.520609 nChanged 64 SP:Iteration 120F (966.370357 sec): 3 clusters Score: Raw -12043290.478365 + Penalty 3681.976631 = -12039608.501734 nChanged 59 SP:Iteration 121Q (966.527976 sec): 3 clusters Score: Raw -12043293.735623 + Penalty 3681.976631 = -12039611.758992 nChanged 55 SP:Iteration 122Q (966.683433 sec): 3 clusters Score: Raw -12043297.195564 + Penalty 3681.976631 = -12039615.218933 nChanged 62 SP:Iteration 123Q (966.833191 sec): 3 clusters Score: Raw -12043300.717397 + Penalty 3681.976631 = -12039618.740766 nChanged 57 SP:Iteration 124Q (966.995009 sec): 3 clusters Score: Raw -12043304.349990 + Penalty 3681.976631 = -12039622.373359 nChanged 61 SP:Iteration 125Q (967.159560 sec): 3 clusters Score: Raw -12043308.617491 + Penalty 3681.976631 = -12039626.640860 nChanged 62 SP:Iteration 126Q (967.317871 sec): 3 clusters Score: Raw -12043312.856042 + Penalty 3681.976631 = -12039630.879411 nChanged 46 SP:Iteration 127Q (967.477562 sec): 3 clusters Score: Raw -12043315.484571 + Penalty 3681.976631 = -12039633.507940 nChanged 43 SP:Iteration 128Q (967.630601 sec): 3 clusters Score: Raw -12043317.766851 + Penalty 3681.976631 = -12039635.790220 nChanged 36 SP:Iteration 129Q (967.786043 sec): 3 clusters Score: Raw -12043319.814987 + Penalty 3681.976631 = -12039637.838356 nChanged 37 SP:Iteration 130Q (967.939628 sec): 3 clusters Score: Raw -12043321.876515 + Penalty 3681.976631 = -12039639.899884 nChanged 34 SP:Iteration 131Q (968.098411 sec): 3 clusters Score: Raw -12043323.742650 + Penalty 3681.976631 = -12039641.766019 nChanged 31 SP:Iteration 132Q (968.250235 sec): 3 clusters Score: Raw -12043325.386081 + Penalty 3681.976631 = -12039643.409450 nChanged 38 SP:Iteration 133Q (968.405782 sec): 3 clusters Score: Raw -12043327.713599 + Penalty 3681.976631 = -12039645.736968 nChanged 40 SP:Iteration 134Q (968.560308 sec): 3 clusters Score: Raw -12043330.620810 + Penalty 3681.976631 = -12039648.644179 nChanged 44 SP:Iteration 135Q (968.710569 sec): 3 clusters Score: Raw -12043333.904158 + Penalty 3681.976631 = -12039651.927527 nChanged 42 SP:Iteration 136Q (968.861474 sec): 3 clusters Score: Raw -12043336.676267 + Penalty 3681.976631 = -12039654.699636 nChanged 43 SP:Iteration 137Q (969.025852 sec): 3 clusters Score: Raw -12043339.545505 + Penalty 3681.976631 = -12039657.568874 nChanged 47 SP:Iteration 138Q (969.175514 sec): 3 clusters Score: Raw -12043343.251953 + Penalty 3681.976631 = -12039661.275322 nChanged 48 SP:Iteration 139Q (969.336393 sec): 3 clusters Score: Raw -12043346.683809 + Penalty 3681.976631 = -12039664.707178 nChanged 49 SP:Iteration 140F (969.514119 sec): 3 clusters Score: Raw -12043350.560381 + Penalty 3681.976631 = -12039668.583750 nChanged 54 SP:Iteration 141Q (969.673377 sec): 3 clusters Score: Raw -12043354.525937 + Penalty 3681.976631 = -12039672.549306 nChanged 50 SP:Iteration 142Q (969.829024 sec): 3 clusters Score: Raw -12043357.808875 + Penalty 3681.976631 = -12039675.832244 nChanged 40 SP:Iteration 143Q (969.985942 sec): 3 clusters Score: Raw -12043359.886376 + Penalty 3681.976631 = -12039677.909745 nChanged 28 SP:Iteration 144Q (970.143465 sec): 3 clusters Score: Raw -12043361.060090 + Penalty 3681.976631 = -12039679.083459 nChanged 41 SP:Iteration 145Q (970.301004 sec): 3 clusters Score: Raw -12043363.415231 + Penalty 3681.976631 = -12039681.438600 nChanged 42 SP:Iteration 146Q (970.454764 sec): 3 clusters Score: Raw -12043366.871573 + Penalty 3681.976631 = -12039684.894942 nChanged 49 SP:Iteration 147Q (970.601595 sec): 3 clusters Score: Raw -12043371.102420 + Penalty 3681.976631 = -12039689.125789 nChanged 56 SP:Iteration 148Q (970.760097 sec): 3 clusters Score: Raw -12043374.997617 + Penalty 3681.976631 = -12039693.020986 nChanged 61 SP:Iteration 149Q (970.915083 sec): 3 clusters Score: Raw -12043379.344023 + Penalty 3681.976631 = -12039697.367392 nChanged 46 SP:Iteration 150Q (971.073181 sec): 3 clusters Score: Raw -12043382.119316 + Penalty 3681.976631 = -12039700.142685 nChanged 38 SP:Iteration 151Q (971.229087 sec): 3 clusters Score: Raw -12043384.244696 + Penalty 3681.976631 = -12039702.268065 nChanged 29 SP:Iteration 152Q (971.386577 sec): 3 clusters Score: Raw -12043386.443799 + Penalty 3681.976631 = -12039704.467168 nChanged 36 SP:Iteration 153Q (971.532135 sec): 3 clusters Score: Raw -12043389.107218 + Penalty 3681.976631 = -12039707.130587 nChanged 36 SP:Iteration 154Q (971.702235 sec): 3 clusters Score: Raw -12043391.263375 + Penalty 3681.976631 = -12039709.286744 nChanged 34 SP:Iteration 155Q (971.866514 sec): 3 clusters Score: Raw -12043393.231458 + Penalty 3681.976631 = -12039711.254827 nChanged 39 SP:Iteration 156Q (972.022941 sec): 3 clusters Score: Raw -12043396.049865 + Penalty 3681.976631 = -12039714.073234 nChanged 36 SP:Iteration 157Q (972.183959 sec): 3 clusters Score: Raw -12043398.832892 + Penalty 3681.976631 = -12039716.856261 nChanged 39 SP:Iteration 158Q (972.341141 sec): 3 clusters Score: Raw -12043401.287942 + Penalty 3681.976631 = -12039719.311311 nChanged 32 SP:Iteration 159Q (972.485268 sec): 3 clusters Score: Raw -12043402.964804 + Penalty 3681.976631 = -12039720.988173 nChanged 32 SP:Iteration 160F (972.660517 sec): 3 clusters Score: Raw -12043405.122210 + Penalty 3681.976631 = -12039723.145579 nChanged 39 SP:Iteration 161Q (972.824175 sec): 3 clusters Score: Raw -12043407.715501 + Penalty 3681.976631 = -12039725.738870 nChanged 35 SP:Iteration 162Q (972.966029 sec): 3 clusters Score: Raw -12043410.259813 + Penalty 3681.976631 = -12039728.283182 nChanged 38 SP:Iteration 163Q (973.124611 sec): 3 clusters Score: Raw -12043412.614779 + Penalty 3681.976631 = -12039730.638148 nChanged 29 SP:Iteration 164Q (973.279661 sec): 3 clusters Score: Raw -12043414.224654 + Penalty 3681.976631 = -12039732.248023 nChanged 26 SP:Iteration 165Q (973.433255 sec): 3 clusters Score: Raw -12043415.695471 + Penalty 3681.976631 = -12039733.718840 nChanged 25 SP:Iteration 166Q (973.593654 sec): 3 clusters Score: Raw -12043417.230300 + Penalty 3681.976631 = -12039735.253669 nChanged 33 SP:Iteration 167Q (973.745816 sec): 3 clusters Score: Raw -12043419.152148 + Penalty 3681.976631 = -12039737.175517 nChanged 18 SP:Iteration 168Q (973.901098 sec): 3 clusters Score: Raw -12043420.341524 + Penalty 3681.976631 = -12039738.364893 nChanged 26 SP:Iteration 169Q (974.053124 sec): 3 clusters Score: Raw -12043421.843735 + Penalty 3681.976631 = -12039739.867104 nChanged 25 SP:Iteration 170Q (974.196253 sec): 3 clusters Score: Raw -12043423.395664 + Penalty 3681.976631 = -12039741.419033 nChanged 27 SP:Iteration 171Q (974.363961 sec): 3 clusters Score: Raw -12043424.776519 + Penalty 3681.976631 = -12039742.799888 nChanged 20 SP:Iteration 172Q (974.504405 sec): 3 clusters Score: Raw -12043426.050986 + Penalty 3681.976631 = -12039744.074355 nChanged 16 SP:Iteration 173Q (974.665914 sec): 3 clusters Score: Raw -12043426.909388 + Penalty 3681.976631 = -12039744.932757 nChanged 13 SP:Iteration 174Q (974.814254 sec): 3 clusters Score: Raw -12043427.416593 + Penalty 3681.976631 = -12039745.439962 nChanged 9 SP:Iteration 175Q (974.972348 sec): 3 clusters Score: Raw -12043427.921365 + Penalty 3681.976631 = -12039745.944734 nChanged 15 SP:Iteration 176Q (975.121110 sec): 3 clusters Score: Raw -12043428.715129 + Penalty 3681.976631 = -12039746.738498 nChanged 25 SP:Iteration 177Q (975.281498 sec): 3 clusters Score: Raw -12043430.273511 + Penalty 3681.976631 = -12039748.296880 nChanged 30 SP:Iteration 178Q (975.442326 sec): 3 clusters Score: Raw -12043432.074659 + Penalty 3681.976631 = -12039750.098028 nChanged 23 SP:Iteration 179Q (975.606278 sec): 3 clusters Score: Raw -12043433.204451 + Penalty 3681.976631 = -12039751.227820 nChanged 18 SP:Iteration 180F (975.777422 sec): 3 clusters Score: Raw -12043434.183470 + Penalty 3681.976631 = -12039752.206839 nChanged 19 SP:Iteration 181Q (975.932648 sec): 3 clusters Score: Raw -12043435.302380 + Penalty 3681.976631 = -12039753.325749 nChanged 21 SP:Iteration 182Q (976.087375 sec): 3 clusters Score: Raw -12043436.665087 + Penalty 3681.976631 = -12039754.688456 nChanged 21 SP:Iteration 183Q (976.237100 sec): 3 clusters Score: Raw -12043437.821771 + Penalty 3681.976631 = -12039755.845140 nChanged 19 SP:Iteration 184Q (976.386057 sec): 3 clusters Score: Raw -12043438.729475 + Penalty 3681.976631 = -12039756.752844 nChanged 17 SP:Iteration 185Q (976.543471 sec): 3 clusters Score: Raw -12043439.462625 + Penalty 3681.976631 = -12039757.485994 nChanged 17 SP:Iteration 186Q (976.695210 sec): 3 clusters Score: Raw -12043440.128295 + Penalty 3681.976631 = -12039758.151664 nChanged 10 SP:Iteration 187Q (976.842807 sec): 3 clusters Score: Raw -12043440.545675 + Penalty 3681.976631 = -12039758.569044 nChanged 8 SP:Iteration 188Q (976.993048 sec): 3 clusters Score: Raw -12043440.842623 + Penalty 3681.976631 = -12039758.865992 nChanged 6 SP:Iteration 189Q (977.142670 sec): 3 clusters Score: Raw -12043441.113735 + Penalty 3681.976631 = -12039759.137104 nChanged 9 SP:Iteration 190Q (977.296947 sec): 3 clusters Score: Raw -12043441.509614 + Penalty 3681.976631 = -12039759.532983 nChanged 8 SP:Iteration 191Q (977.456628 sec): 3 clusters Score: Raw -12043441.952049 + Penalty 3681.976631 = -12039759.975418 nChanged 11 SP:Iteration 192Q (977.615782 sec): 3 clusters Score: Raw -12043442.510132 + Penalty 3681.976631 = -12039760.533501 nChanged 12 SP:Iteration 193Q (977.772647 sec): 3 clusters Score: Raw -12043443.206354 + Penalty 3681.976631 = -12039761.229723 nChanged 11 SP:Iteration 194Q (977.933931 sec): 3 clusters Score: Raw -12043443.861533 + Penalty 3681.976631 = -12039761.884902 nChanged 13 SP:Iteration 195Q (978.086071 sec): 3 clusters Score: Raw -12043444.350554 + Penalty 3681.976631 = -12039762.373923 nChanged 8 SP:Iteration 196Q (978.236887 sec): 3 clusters Score: Raw -12043444.728122 + Penalty 3681.976631 = -12039762.751491 nChanged 17 SP:Iteration 197Q (978.380080 sec): 3 clusters Score: Raw -12043445.783830 + Penalty 3681.976631 = -12039763.807199 nChanged 13 SP:Iteration 198Q (978.542612 sec): 3 clusters Score: Raw -12043446.375516 + Penalty 3681.976631 = -12039764.398885 nChanged 12 SP:Iteration 199Q (978.699316 sec): 3 clusters Score: Raw -12043447.019553 + Penalty 3681.976631 = -12039765.042922 nChanged 15 SP:Iteration 200F (978.876868 sec): 3 clusters Score: Raw -12043447.648599 + Penalty 3681.976631 = -12039765.671968 nChanged 9 SP:Iteration 201Q (979.035553 sec): 3 clusters Score: Raw -12043448.027584 + Penalty 3681.976631 = -12039766.050953 nChanged 5 SP:Iteration 202Q (979.196830 sec): 3 clusters Score: Raw -12043448.244750 + Penalty 3681.976631 = -12039766.268119 nChanged 7 SP:Iteration 203Q (979.341046 sec): 3 clusters Score: Raw -12043448.486630 + Penalty 3681.976631 = -12039766.509999 nChanged 4 SP:Iteration 204Q (979.496796 sec): 3 clusters Score: Raw -12043448.712907 + Penalty 3681.976631 = -12039766.736276 nChanged 5 SP:Iteration 205Q (979.652431 sec): 3 clusters Score: Raw -12043448.999411 + Penalty 3681.976631 = -12039767.022780 nChanged 5 SP:Iteration 206Q (979.809700 sec): 3 clusters Score: Raw -12043449.247851 + Penalty 3681.976631 = -12039767.271220 nChanged 4 SP:Iteration 207Q (979.964113 sec): 3 clusters Score: Raw -12043449.480490 + Penalty 3681.976631 = -12039767.503859 nChanged 8 SP:Iteration 208Q (980.116055 sec): 3 clusters Score: Raw -12043449.857459 + Penalty 3681.976631 = -12039767.880828 nChanged 9 SP:Iteration 209Q (980.262487 sec): 3 clusters Score: Raw -12043450.211696 + Penalty 3681.976631 = -12039768.235065 nChanged 6 SP:Iteration 210Q (980.425510 sec): 3 clusters Score: Raw -12043450.389175 + Penalty 3681.976631 = -12039768.412544 nChanged 4 SP:Iteration 211Q (980.582177 sec): 3 clusters Score: Raw -12043450.550599 + Penalty 3681.976631 = -12039768.573968 nChanged 3 SP:Iteration 212Q (980.736713 sec): 3 clusters Score: Raw -12043450.644899 + Penalty 3681.976631 = -12039768.668268 nChanged 0 SP:Iteration 213F (980.914420 sec): 3 clusters Score: Raw -12043450.644899 + Penalty 3681.976631 = -12039768.668268 nChanged 0 Iteration 179Q (983.835225 sec): 42 clusters Score: Raw -40031547.435892 + Penalty 83728.825154 = -39947818.610738 nChanged 109 Iteration 180F (991.345099 sec): 42 clusters Score: Raw -40031576.885701 + Penalty 83728.825154 = -39947848.060547 nChanged 105 Iteration 181Q (994.361480 sec): 42 clusters Score: Raw -40031659.692486 + Penalty 83728.825154 = -39947930.867332 nChanged 114 Iteration 182Q (997.498444 sec): 42 clusters Score: Raw -40031707.701407 + Penalty 83728.825154 = -39947978.876253 nChanged 112 Iteration 183Q (1000.498887 sec): 42 clusters Score: Raw -40031757.468485 + Penalty 83728.825154 = -39948028.643331 nChanged 116 Iteration 184Q (1003.577312 sec): 42 clusters Score: Raw -40031841.674638 + Penalty 83728.825154 = -39948112.849484 nChanged 114 Iteration 185Q (1006.499485 sec): 42 clusters Score: Raw -40031913.318798 + Penalty 83728.825154 = -39948184.493643 nChanged 107 Iteration 186Q (1009.163882 sec): 42 clusters Score: Raw -40032140.341758 + Penalty 83728.825154 = -39948411.516603 nChanged 81 Iteration 187Q (1012.187856 sec): 42 clusters Score: Raw -40032212.579553 + Penalty 83728.825154 = -39948483.754399 nChanged 73 Iteration 188Q (1014.921507 sec): 42 clusters Score: Raw -40032239.247000 + Penalty 83728.825154 = -39948510.421845 nChanged 60 Iteration 189Q (1017.922781 sec): 42 clusters Score: Raw -40032358.637301 + Penalty 83728.825154 = -39948629.812147 nChanged 68 Iteration 190Q (1020.945617 sec): 42 clusters Score: Raw -40032447.028927 + Penalty 83728.825154 = -39948718.203773 nChanged 62 Iteration 191Q (1024.048572 sec): 42 clusters Score: Raw -40032452.772048 + Penalty 83728.825154 = -39948723.946894 nChanged 53 Iteration 192Q (1026.742518 sec): 42 clusters Score: Raw -40032454.175715 + Penalty 83728.825154 = -39948725.350561 nChanged 52 Iteration 193Q (1029.659940 sec): 42 clusters Score: Raw -40032455.480525 + Penalty 83728.825154 = -39948726.655371 nChanged 47 Iteration 194Q (1032.330645 sec): 42 clusters Score: Raw -40032456.413018 + Penalty 83728.825154 = -39948727.587864 nChanged 47 Iteration 195Q (1035.308622 sec): 42 clusters Score: Raw -40032457.696395 + Penalty 83728.825154 = -39948728.871240 nChanged 52 Iteration 196Q (1037.888579 sec): 42 clusters Score: Raw -40032458.955076 + Penalty 83728.825154 = -39948730.129921 nChanged 41 Iteration 197Q (1040.672030 sec): 42 clusters Score: Raw -40032459.949990 + Penalty 83728.825154 = -39948731.124835 nChanged 38 Iteration 198Q (1043.757382 sec): 42 clusters Score: Raw -40032461.001020 + Penalty 83728.825154 = -39948732.175866 nChanged 42 Iteration 199Q (1046.438750 sec): 42 clusters Score: Raw -40032462.095015 + Penalty 83728.825154 = -39948733.269861 nChanged 39 Iteration 200F (1053.965923 sec): 42 clusters Score: Raw -40032482.972872 + Penalty 83728.825154 = -39948754.147718 nChanged 44 Iteration 201Q (1056.816695 sec): 42 clusters Score: Raw -40032491.459258 + Penalty 83728.825154 = -39948762.634103 nChanged 31 Iteration 202Q (1059.630657 sec): 42 clusters Score: Raw -40032492.110238 + Penalty 83728.825154 = -39948763.285084 nChanged 19 Iteration 203Q (1062.525955 sec): 42 clusters Score: Raw -40032492.618164 + Penalty 83728.825154 = -39948763.793010 nChanged 25 Iteration 204Q (1065.434845 sec): 42 clusters Score: Raw -40032493.497193 + Penalty 83728.825154 = -39948764.672039 nChanged 47 Iteration 205Q (1068.459153 sec): 42 clusters Score: Raw -40032494.649189 + Penalty 83728.825154 = -39948765.824035 nChanged 50 Iteration 206Q (1071.310464 sec): 42 clusters Score: Raw -40032495.959700 + Penalty 83728.825154 = -39948767.134546 nChanged 52 Iteration 207Q (1073.986200 sec): 42 clusters Score: Raw -40032497.292966 + Penalty 83728.825154 = -39948768.467812 nChanged 56 Iteration 208Q (1076.817096 sec): 42 clusters Score: Raw -40032498.687862 + Penalty 83728.825154 = -39948769.862707 nChanged 56 Iteration 209Q (1079.818007 sec): 42 clusters Score: Raw -40032500.010893 + Penalty 83728.825154 = -39948771.185739 nChanged 50 Iteration 210Q (1082.765844 sec): 42 clusters Score: Raw -40032501.065174 + Penalty 83728.825154 = -39948772.240020 nChanged 39 Iteration 211Q (1085.653967 sec): 42 clusters Score: Raw -40032501.981060 + Penalty 83728.825154 = -39948773.155905 nChanged 40 Iteration 212Q (1088.432083 sec): 42 clusters Score: Raw -40032503.002947 + Penalty 83728.825154 = -39948774.177793 nChanged 35 Iteration 213Q (1091.310781 sec): 42 clusters Score: Raw -40032504.287978 + Penalty 83728.825154 = -39948775.462823 nChanged 35 Iteration 214Q (1094.204183 sec): 42 clusters Score: Raw -40032505.543615 + Penalty 83728.825154 = -39948776.718461 nChanged 26 Iteration 215Q (1097.244002 sec): 42 clusters Score: Raw -40032506.437427 + Penalty 83728.825154 = -39948777.612273 nChanged 30 Iteration 216Q (1100.071776 sec): 42 clusters Score: Raw -40032507.689854 + Penalty 83728.825154 = -39948778.864700 nChanged 22 Iteration 217Q (1103.218554 sec): 42 clusters Score: Raw -40032508.369978 + Penalty 83728.825154 = -39948779.544824 nChanged 12 Iteration 218Q (1106.127248 sec): 42 clusters Score: Raw -40032508.706247 + Penalty 83728.825154 = -39948779.881093 nChanged 17 Writing temp clu file Because OldScore, -39948779.544824, is greater than current (better) Score,-39948779.881093 Compute initial score before splitting: Score: Raw -40032508.706247 + Penalty 83728.825154 = -39948779.881093 Trying to split cluster 1 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1106.248545 sec): 2 clusters Score: Raw -72023.499930 + Penalty 1024.175584 = -70999.324346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1106.294380 sec): 3 clusters Score: Raw -72031.637826 + Penalty 2048.351167 = -69983.286659 nChanged 154 SP:Iteration 1F (1106.329750 sec): 3 clusters Score: Raw -72369.953005 + Penalty 2048.351167 = -70321.601838 nChanged 70 SP:Iteration 2F (1106.386513 sec): 3 clusters Score: Raw -72579.913959 + Penalty 2048.351167 = -70531.562792 nChanged 39 SP:Iteration 3F (1106.426452 sec): 3 clusters Score: Raw -72745.287729 + Penalty 2048.351167 = -70696.936562 nChanged 24 SP:Iteration 4Q (1106.473260 sec): 3 clusters Score: Raw -72818.479819 + Penalty 2048.351167 = -70770.128652 nChanged 18 SP:Iteration 5Q (1106.519828 sec): 3 clusters Score: Raw -72913.013630 + Penalty 2048.351167 = -70864.662463 nChanged 14 SP:Iteration 6Q (1106.568831 sec): 3 clusters Score: Raw -73013.746448 + Penalty 2048.351167 = -70965.395281 nChanged 12 SP:Iteration 7Q (1106.610682 sec): 3 clusters Score: Raw -73067.437015 + Penalty 2048.351167 = -71019.085847 nChanged 7 SP:Iteration 8Q (1106.657127 sec): 3 clusters Score: Raw -73095.393076 + Penalty 2048.351167 = -71047.041909 nChanged 7 SP:Iteration 9Q (1106.698929 sec): 3 clusters Score: Raw -73118.749972 + Penalty 2048.351167 = -71070.398804 nChanged 6 SP:Iteration 10Q (1106.741010 sec): 3 clusters Score: Raw -73140.547584 + Penalty 2048.351167 = -71092.196417 nChanged 6 SP:Iteration 11Q (1106.786234 sec): 3 clusters Score: Raw -73162.170798 + Penalty 2048.351167 = -71113.819631 nChanged 3 SP:Iteration 12Q (1106.842815 sec): 3 clusters Score: Raw -73172.437470 + Penalty 2048.351167 = -71124.086303 nChanged 2 SP:Iteration 13Q (1106.886055 sec): 3 clusters Score: Raw -73178.599402 + Penalty 2048.351167 = -71130.248235 nChanged 3 SP:Iteration 14Q (1106.933515 sec): 3 clusters Score: Raw -73185.538276 + Penalty 2048.351167 = -71137.187109 nChanged 2 SP:Iteration 15Q (1106.978780 sec): 3 clusters Score: Raw -73188.893014 + Penalty 2048.351167 = -71140.541847 nChanged 1 SP:Iteration 16Q (1107.021963 sec): 3 clusters Score: Raw -73195.196820 + Penalty 2048.351167 = -71146.845653 nChanged 2 SP:Iteration 17Q (1107.066235 sec): 3 clusters Score: Raw -73200.711797 + Penalty 2048.351167 = -71152.360630 nChanged 0 SP:Iteration 18F (1107.098915 sec): 3 clusters Score: Raw -73200.711797 + Penalty 2048.351167 = -71152.360630 nChanged 0 Score: Raw -40033686.254835 + Penalty 85770.991621 = -39947915.263214 Splitting cluster 1 changes total score from -39948779.881093 to -39947915.263214 So it's not getting split. Trying to split cluster 2 (5619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1114.856138 sec): 2 clusters Score: Raw -788017.532292 + Penalty 1403.010211 = -786614.522081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1114.898506 sec): 3 clusters Score: Raw -785091.263760 + Penalty 2806.020422 = -782285.243338 nChanged 2257 SP:Iteration 1F (1114.969240 sec): 3 clusters Score: Raw -786393.225722 + Penalty 2806.020422 = -783587.205300 nChanged 446 SP:Iteration 2F (1115.023775 sec): 3 clusters Score: Raw -786708.871265 + Penalty 2806.020422 = -783902.850843 nChanged 374 SP:Iteration 3F (1115.068439 sec): 3 clusters Score: Raw -787017.424325 + Penalty 2806.020422 = -784211.403903 nChanged 352 SP:Iteration 4F (1115.131064 sec): 3 clusters Score: Raw -787337.746975 + Penalty 2806.020422 = -784531.726552 nChanged 346 SP:Iteration 5F (1115.179284 sec): 3 clusters Score: Raw -787631.909039 + Penalty 2806.020422 = -784825.888617 nChanged 314 SP:Iteration 6F (1115.247616 sec): 3 clusters Score: Raw -787883.887974 + Penalty 2806.020422 = -785077.867551 nChanged 274 SP:Iteration 7Q (1115.300937 sec): 3 clusters Score: Raw -788067.107165 + Penalty 2806.020422 = -785261.086743 nChanged 201 SP:Iteration 8Q (1115.357677 sec): 3 clusters Score: Raw -788176.399373 + Penalty 2806.020422 = -785370.378951 nChanged 151 SP:Iteration 9Q (1115.408537 sec): 3 clusters Score: Raw -788243.236833 + Penalty 2806.020422 = -785437.216411 nChanged 114 SP:Iteration 10Q (1115.471851 sec): 3 clusters Score: Raw -788290.063347 + Penalty 2806.020422 = -785484.042925 nChanged 104 SP:Iteration 11Q (1115.530691 sec): 3 clusters Score: Raw -788335.537054 + Penalty 2806.020422 = -785529.516632 nChanged 87 SP:Iteration 12Q (1115.585570 sec): 3 clusters Score: Raw -788372.988783 + Penalty 2806.020422 = -785566.968361 nChanged 74 SP:Iteration 13Q (1115.637399 sec): 3 clusters Score: Raw -788396.014406 + Penalty 2806.020422 = -785589.993984 nChanged 47 SP:Iteration 14Q (1115.689361 sec): 3 clusters Score: Raw -788409.782395 + Penalty 2806.020422 = -785603.761973 nChanged 43 SP:Iteration 15Q (1115.751823 sec): 3 clusters Score: Raw -788421.691684 + Penalty 2806.020422 = -785615.671262 nChanged 37 SP:Iteration 16Q (1115.806238 sec): 3 clusters Score: Raw -788428.887133 + Penalty 2806.020422 = -785622.866711 nChanged 20 SP:Iteration 17Q (1115.869512 sec): 3 clusters Score: Raw -788433.114168 + Penalty 2806.020422 = -785627.093746 nChanged 21 SP:Iteration 18Q (1115.925404 sec): 3 clusters Score: Raw -788438.054328 + Penalty 2806.020422 = -785632.033906 nChanged 22 SP:Iteration 19Q (1115.982404 sec): 3 clusters Score: Raw -788442.789659 + Penalty 2806.020422 = -785636.769237 nChanged 21 SP:Iteration 20F (1116.029795 sec): 3 clusters Score: Raw -788446.776944 + Penalty 2806.020422 = -785640.756521 nChanged 15 SP:Iteration 21Q (1116.085363 sec): 3 clusters Score: Raw -788449.328263 + Penalty 2806.020422 = -785643.307841 nChanged 8 SP:Iteration 22Q (1116.136992 sec): 3 clusters Score: Raw -788450.325866 + Penalty 2806.020422 = -785644.305444 nChanged 5 SP:Iteration 23Q (1116.199966 sec): 3 clusters Score: Raw -788451.274334 + Penalty 2806.020422 = -785645.253912 nChanged 2 SP:Iteration 24Q (1116.257615 sec): 3 clusters Score: Raw -788451.481707 + Penalty 2806.020422 = -785645.461285 nChanged 2 SP:Iteration 25Q (1116.315770 sec): 3 clusters Score: Raw -788451.608030 + Penalty 2806.020422 = -785645.587607 nChanged 2 SP:Iteration 26Q (1116.373224 sec): 3 clusters Score: Raw -788451.868230 + Penalty 2806.020422 = -785645.847808 nChanged 5 SP:Iteration 27Q (1116.433511 sec): 3 clusters Score: Raw -788452.612194 + Penalty 2806.020422 = -785646.591772 nChanged 6 SP:Iteration 28Q (1116.478502 sec): 3 clusters Score: Raw -788453.576259 + Penalty 2806.020422 = -785647.555837 nChanged 5 SP:Iteration 29Q (1116.544920 sec): 3 clusters Score: Raw -788454.822338 + Penalty 2806.020422 = -785648.801916 nChanged 4 SP:Iteration 30Q (1116.590887 sec): 3 clusters Score: Raw -788455.440074 + Penalty 2806.020422 = -785649.419652 nChanged 2 SP:Iteration 31Q (1116.644718 sec): 3 clusters Score: Raw -788456.178600 + Penalty 2806.020422 = -785650.158178 nChanged 3 SP:Iteration 32Q (1116.700643 sec): 3 clusters Score: Raw -788456.517340 + Penalty 2806.020422 = -785650.496918 nChanged 5 SP:Iteration 33Q (1116.752607 sec): 3 clusters Score: Raw -788457.120461 + Penalty 2806.020422 = -785651.100039 nChanged 3 SP:Iteration 34Q (1116.804149 sec): 3 clusters Score: Raw -788457.723943 + Penalty 2806.020422 = -785651.703521 nChanged 1 SP:Iteration 35Q (1116.866994 sec): 3 clusters Score: Raw -788457.856621 + Penalty 2806.020422 = -785651.836199 nChanged 1 SP:Iteration 36Q (1116.917167 sec): 3 clusters Score: Raw -788457.998365 + Penalty 2806.020422 = -785651.977943 nChanged 0 SP:Iteration 37F (1116.971114 sec): 3 clusters Score: Raw -788457.998365 + Penalty 2806.020422 = -785651.977943 nChanged 0 Trying to split cluster 3 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1116.987583 sec): 2 clusters Score: Raw -16183.070119 + Penalty 870.445270 = -15312.624849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1117.035875 sec): 3 clusters Score: Raw -16469.052085 + Penalty 1740.890539 = -14728.161545 nChanged 51 SP:Iteration 1F (1117.073884 sec): 3 clusters Score: Raw -16731.195455 + Penalty 1740.890539 = -14990.304915 nChanged 15 SP:Iteration 2F (1117.126654 sec): 3 clusters Score: Raw -16872.981050 + Penalty 1740.890539 = -15132.090511 nChanged 10 SP:Iteration 3Q (1117.175201 sec): 3 clusters Score: Raw -16993.385350 + Penalty 1740.890539 = -15252.494810 nChanged 4 SP:Iteration 4Q (1117.231782 sec): 3 clusters Score: Raw -17039.582876 + Penalty 1740.890539 = -15298.692336 nChanged 3 SP:Iteration 5Q (1117.282074 sec): 3 clusters Score: Raw -17072.036530 + Penalty 1740.890539 = -15331.145990 nChanged 1 SP:Iteration 6Q (1117.320232 sec): 3 clusters Score: Raw -17095.083424 + Penalty 1740.890539 = -15354.192885 nChanged 1 SP:Iteration 7Q (1117.383748 sec): 3 clusters Score: Raw -17101.468125 + Penalty 1740.890539 = -15360.577585 nChanged 2 SP:Iteration 8Q (1117.426712 sec): 3 clusters Score: Raw -17109.211290 + Penalty 1740.890539 = -15368.320751 nChanged 1 SP:Iteration 9Q (1117.471385 sec): 3 clusters Score: Raw -17122.761889 + Penalty 1740.890539 = -15381.871350 nChanged 0 SP:Iteration 10F (1117.525457 sec): 3 clusters Score: Raw -17122.761889 + Penalty 1740.890539 = -15381.871350 nChanged 0 Score: Raw -40033448.734738 + Penalty 85770.991621 = -39947677.743116 Splitting cluster 3 changes total score from -39948779.881093 to -39947677.743116 So it's not getting split. Trying to split cluster 4 (1617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1125.253263 sec): 2 clusters Score: Raw -246002.834930 + Penalty 1200.603277 = -244802.231653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1125.304828 sec): 3 clusters Score: Raw -245358.483178 + Penalty 2401.206554 = -242957.276623 nChanged 531 SP:Iteration 1F (1125.343595 sec): 3 clusters Score: Raw -245742.252276 + Penalty 2401.206554 = -243341.045721 nChanged 129 SP:Iteration 2F (1125.393033 sec): 3 clusters Score: Raw -245849.212668 + Penalty 2401.206554 = -243448.006114 nChanged 74 SP:Iteration 3Q (1125.439763 sec): 3 clusters Score: Raw -245904.946983 + Penalty 2401.206554 = -243503.740429 nChanged 42 SP:Iteration 4Q (1125.485284 sec): 3 clusters Score: Raw -245932.114378 + Penalty 2401.206554 = -243530.907823 nChanged 30 SP:Iteration 5Q (1125.544883 sec): 3 clusters Score: Raw -245955.770357 + Penalty 2401.206554 = -243554.563803 nChanged 36 SP:Iteration 6Q (1125.583640 sec): 3 clusters Score: Raw -245981.884182 + Penalty 2401.206554 = -243580.677628 nChanged 28 SP:Iteration 7Q (1125.629668 sec): 3 clusters Score: Raw -245998.833789 + Penalty 2401.206554 = -243597.627235 nChanged 29 SP:Iteration 8Q (1125.686819 sec): 3 clusters Score: Raw -246018.605333 + Penalty 2401.206554 = -243617.398778 nChanged 19 SP:Iteration 9Q (1125.719717 sec): 3 clusters Score: Raw -246035.127209 + Penalty 2401.206554 = -243633.920655 nChanged 23 SP:Iteration 10Q (1125.769103 sec): 3 clusters Score: Raw -246058.855464 + Penalty 2401.206554 = -243657.648909 nChanged 22 SP:Iteration 11Q (1125.818664 sec): 3 clusters Score: Raw -246078.339042 + Penalty 2401.206554 = -243677.132488 nChanged 27 SP:Iteration 12Q (1125.858488 sec): 3 clusters Score: Raw -246094.885532 + Penalty 2401.206554 = -243693.678978 nChanged 22 SP:Iteration 13Q (1125.900408 sec): 3 clusters Score: Raw -246112.324440 + Penalty 2401.206554 = -243711.117886 nChanged 20 SP:Iteration 14Q (1125.953451 sec): 3 clusters Score: Raw -246128.295246 + Penalty 2401.206554 = -243727.088691 nChanged 20 SP:Iteration 15Q (1125.995990 sec): 3 clusters Score: Raw -246146.224336 + Penalty 2401.206554 = -243745.017781 nChanged 22 SP:Iteration 16Q (1126.041289 sec): 3 clusters Score: Raw -246166.434984 + Penalty 2401.206554 = -243765.228430 nChanged 26 SP:Iteration 17Q (1126.087433 sec): 3 clusters Score: Raw -246185.901537 + Penalty 2401.206554 = -243784.694983 nChanged 23 SP:Iteration 18Q (1126.128929 sec): 3 clusters Score: Raw -246206.904407 + Penalty 2401.206554 = -243805.697852 nChanged 23 SP:Iteration 19Q (1126.175677 sec): 3 clusters Score: Raw -246225.501532 + Penalty 2401.206554 = -243824.294978 nChanged 23 SP:Iteration 20F (1126.219525 sec): 3 clusters Score: Raw -246244.341559 + Penalty 2401.206554 = -243843.135004 nChanged 17 SP:Iteration 21Q (1126.265311 sec): 3 clusters Score: Raw -246260.876690 + Penalty 2401.206554 = -243859.670136 nChanged 21 SP:Iteration 22Q (1126.312624 sec): 3 clusters Score: Raw -246275.939539 + Penalty 2401.206554 = -243874.732985 nChanged 25 SP:Iteration 23Q (1126.356526 sec): 3 clusters Score: Raw -246293.075717 + Penalty 2401.206554 = -243891.869163 nChanged 22 SP:Iteration 24Q (1126.408485 sec): 3 clusters Score: Raw -246310.548040 + Penalty 2401.206554 = -243909.341486 nChanged 20 SP:Iteration 25Q (1126.457374 sec): 3 clusters Score: Raw -246329.950325 + Penalty 2401.206554 = -243928.743770 nChanged 21 SP:Iteration 26Q (1126.500777 sec): 3 clusters Score: Raw -246346.842222 + Penalty 2401.206554 = -243945.635668 nChanged 15 SP:Iteration 27Q (1126.547565 sec): 3 clusters Score: Raw -246356.230899 + Penalty 2401.206554 = -243955.024344 nChanged 13 SP:Iteration 28Q (1126.584452 sec): 3 clusters Score: Raw -246369.812376 + Penalty 2401.206554 = -243968.605822 nChanged 17 SP:Iteration 29Q (1126.640291 sec): 3 clusters Score: Raw -246382.899157 + Penalty 2401.206554 = -243981.692603 nChanged 19 SP:Iteration 30Q (1126.682078 sec): 3 clusters Score: Raw -246395.907976 + Penalty 2401.206554 = -243994.701422 nChanged 21 SP:Iteration 31Q (1126.729967 sec): 3 clusters Score: Raw -246414.879438 + Penalty 2401.206554 = -244013.672884 nChanged 14 SP:Iteration 32Q (1126.783633 sec): 3 clusters Score: Raw -246427.802070 + Penalty 2401.206554 = -244026.595515 nChanged 16 SP:Iteration 33Q (1126.834135 sec): 3 clusters Score: Raw -246443.426591 + Penalty 2401.206554 = -244042.220037 nChanged 11 SP:Iteration 34Q (1126.885939 sec): 3 clusters Score: Raw -246453.416766 + Penalty 2401.206554 = -244052.210212 nChanged 14 SP:Iteration 35Q (1126.932619 sec): 3 clusters Score: Raw -246463.913374 + Penalty 2401.206554 = -244062.706819 nChanged 18 SP:Iteration 36Q (1126.983398 sec): 3 clusters Score: Raw -246478.311410 + Penalty 2401.206554 = -244077.104855 nChanged 13 SP:Iteration 37Q (1127.025481 sec): 3 clusters Score: Raw -246488.047354 + Penalty 2401.206554 = -244086.840800 nChanged 14 SP:Iteration 38Q (1127.074235 sec): 3 clusters Score: Raw -246496.399126 + Penalty 2401.206554 = -244095.192572 nChanged 9 SP:Iteration 39Q (1127.111603 sec): 3 clusters Score: Raw -246501.320196 + Penalty 2401.206554 = -244100.113641 nChanged 5 SP:Iteration 40F (1127.173134 sec): 3 clusters Score: Raw -246503.378747 + Penalty 2401.206554 = -244102.172192 nChanged 3 SP:Iteration 41Q (1127.216802 sec): 3 clusters Score: Raw -246504.809988 + Penalty 2401.206554 = -244103.603434 nChanged 4 SP:Iteration 42Q (1127.259591 sec): 3 clusters Score: Raw -246507.056595 + Penalty 2401.206554 = -244105.850040 nChanged 4 SP:Iteration 43Q (1127.306127 sec): 3 clusters Score: Raw -246511.184065 + Penalty 2401.206554 = -244109.977510 nChanged 11 SP:Iteration 44Q (1127.361643 sec): 3 clusters Score: Raw -246520.304627 + Penalty 2401.206554 = -244119.098073 nChanged 11 SP:Iteration 45Q (1127.406639 sec): 3 clusters Score: Raw -246528.826905 + Penalty 2401.206554 = -244127.620351 nChanged 9 SP:Iteration 46Q (1127.458136 sec): 3 clusters Score: Raw -246534.998229 + Penalty 2401.206554 = -244133.791674 nChanged 9 SP:Iteration 47Q (1127.495469 sec): 3 clusters Score: Raw -246542.954483 + Penalty 2401.206554 = -244141.747929 nChanged 10 SP:Iteration 48Q (1127.539190 sec): 3 clusters Score: Raw -246549.951208 + Penalty 2401.206554 = -244148.744654 nChanged 7 SP:Iteration 49Q (1127.591815 sec): 3 clusters Score: Raw -246554.177658 + Penalty 2401.206554 = -244152.971104 nChanged 5 SP:Iteration 50Q (1127.645637 sec): 3 clusters Score: Raw -246557.021976 + Penalty 2401.206554 = -244155.815422 nChanged 8 SP:Iteration 51Q (1127.683838 sec): 3 clusters Score: Raw -246562.752567 + Penalty 2401.206554 = -244161.546013 nChanged 5 SP:Iteration 52Q (1127.730859 sec): 3 clusters Score: Raw -246564.695373 + Penalty 2401.206554 = -244163.488819 nChanged 3 SP:Iteration 53Q (1127.788407 sec): 3 clusters Score: Raw -246565.794187 + Penalty 2401.206554 = -244164.587633 nChanged 0 SP:Iteration 54F (1127.836608 sec): 3 clusters Score: Raw -246565.794187 + Penalty 2401.206554 = -244164.587633 nChanged 0 Trying to split cluster 5 (1517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1127.862769 sec): 2 clusters Score: Raw -199652.351771 + Penalty 1190.229622 = -198462.122150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1127.908737 sec): 3 clusters Score: Raw -199158.895154 + Penalty 2380.459243 = -196778.435911 nChanged 528 SP:Iteration 1F (1127.957349 sec): 3 clusters Score: Raw -199708.696643 + Penalty 2380.459243 = -197328.237400 nChanged 171 SP:Iteration 2F (1127.991289 sec): 3 clusters Score: Raw -199970.764681 + Penalty 2380.459243 = -197590.305437 nChanged 106 SP:Iteration 3F (1128.046249 sec): 3 clusters Score: Raw -200122.577277 + Penalty 2380.459243 = -197742.118034 nChanged 78 SP:Iteration 4F (1128.084761 sec): 3 clusters Score: Raw -200253.326613 + Penalty 2380.459243 = -197872.867370 nChanged 78 SP:Iteration 5F (1128.140894 sec): 3 clusters Score: Raw -200393.234093 + Penalty 2380.459243 = -198012.774850 nChanged 67 SP:Iteration 6Q (1128.187718 sec): 3 clusters Score: Raw -200521.869757 + Penalty 2380.459243 = -198141.410514 nChanged 74 SP:Iteration 7Q (1128.237887 sec): 3 clusters Score: Raw -200653.359497 + Penalty 2380.459243 = -198272.900254 nChanged 76 SP:Iteration 8F (1128.275547 sec): 3 clusters Score: Raw -200788.112204 + Penalty 2380.459243 = -198407.652961 nChanged 66 SP:Iteration 9Q (1128.336347 sec): 3 clusters Score: Raw -200902.773037 + Penalty 2380.459243 = -198522.313794 nChanged 54 SP:Iteration 10Q (1128.387131 sec): 3 clusters Score: Raw -200966.360000 + Penalty 2380.459243 = -198585.900756 nChanged 41 SP:Iteration 11Q (1128.436835 sec): 3 clusters Score: Raw -201015.855031 + Penalty 2380.459243 = -198635.395788 nChanged 34 SP:Iteration 12Q (1128.484145 sec): 3 clusters Score: Raw -201050.456602 + Penalty 2380.459243 = -198669.997359 nChanged 27 SP:Iteration 13Q (1128.522590 sec): 3 clusters Score: Raw -201083.534507 + Penalty 2380.459243 = -198703.075264 nChanged 23 SP:Iteration 14Q (1128.574799 sec): 3 clusters Score: Raw -201114.522743 + Penalty 2380.459243 = -198734.063499 nChanged 27 SP:Iteration 15Q (1128.617689 sec): 3 clusters Score: Raw -201147.491387 + Penalty 2380.459243 = -198767.032144 nChanged 17 SP:Iteration 16Q (1128.664407 sec): 3 clusters Score: Raw -201166.690481 + Penalty 2380.459243 = -198786.231238 nChanged 8 SP:Iteration 17Q (1128.721321 sec): 3 clusters Score: Raw -201182.707491 + Penalty 2380.459243 = -198802.248248 nChanged 11 SP:Iteration 18Q (1128.769340 sec): 3 clusters Score: Raw -201204.353401 + Penalty 2380.459243 = -198823.894158 nChanged 12 SP:Iteration 19Q (1128.813268 sec): 3 clusters Score: Raw -201216.074829 + Penalty 2380.459243 = -198835.615586 nChanged 5 SP:Iteration 20F (1128.865246 sec): 3 clusters Score: Raw -201219.455569 + Penalty 2380.459243 = -198838.996325 nChanged 6 SP:Iteration 21Q (1128.908617 sec): 3 clusters Score: Raw -201224.312005 + Penalty 2380.459243 = -198843.852761 nChanged 1 SP:Iteration 22Q (1128.965070 sec): 3 clusters Score: Raw -201225.459260 + Penalty 2380.459243 = -198845.000017 nChanged 1 SP:Iteration 23Q (1129.003909 sec): 3 clusters Score: Raw -201225.907231 + Penalty 2380.459243 = -198845.447988 nChanged 0 SP:Iteration 24F (1129.058111 sec): 3 clusters Score: Raw -201225.907231 + Penalty 2380.459243 = -198845.447988 nChanged 0 Score: Raw -40034082.598427 + Penalty 85770.991621 = -39948311.606806 Splitting cluster 5 changes total score from -39948779.881093 to -39948311.606806 So it's not getting split. Trying to split cluster 6 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1136.764202 sec): 2 clusters Score: Raw -14109.089441 + Penalty 849.183834 = -13259.905607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1136.810165 sec): 3 clusters Score: Raw -14331.368696 + Penalty 1698.367669 = -12633.001028 nChanged 36 SP:Iteration 1F (1136.844348 sec): 3 clusters Score: Raw -14482.508742 + Penalty 1698.367669 = -12784.141073 nChanged 14 SP:Iteration 2F (1136.892958 sec): 3 clusters Score: Raw -14536.430364 + Penalty 1698.367669 = -12838.062695 nChanged 5 SP:Iteration 3Q (1136.941927 sec): 3 clusters Score: Raw -14552.856300 + Penalty 1698.367669 = -12854.488631 nChanged 2 SP:Iteration 4Q (1136.981392 sec): 3 clusters Score: Raw -14569.466431 + Penalty 1698.367669 = -12871.098762 nChanged 1 SP:Iteration 5Q (1137.035756 sec): 3 clusters Score: Raw -14573.808869 + Penalty 1698.367669 = -12875.441200 nChanged 0 SP:Iteration 6F (1137.079081 sec): 3 clusters Score: Raw -14573.808869 + Penalty 1698.367669 = -12875.441200 nChanged 0 Trying to split cluster 7 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1137.099438 sec): 2 clusters Score: Raw -26208.393675 + Penalty 908.535384 = -25299.858291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1137.142745 sec): 3 clusters Score: Raw -26330.282011 + Penalty 1817.070769 = -24513.211242 nChanged 47 SP:Iteration 1F (1137.189752 sec): 3 clusters Score: Raw -26456.186910 + Penalty 1817.070769 = -24639.116142 nChanged 11 SP:Iteration 2Q (1137.242046 sec): 3 clusters Score: Raw -26504.556385 + Penalty 1817.070769 = -24687.485617 nChanged 10 SP:Iteration 3Q (1137.292082 sec): 3 clusters Score: Raw -26537.455147 + Penalty 1817.070769 = -24720.384378 nChanged 5 SP:Iteration 4Q (1137.342245 sec): 3 clusters Score: Raw -26544.121528 + Penalty 1817.070769 = -24727.050759 nChanged 5 SP:Iteration 5Q (1137.383824 sec): 3 clusters Score: Raw -26557.490267 + Penalty 1817.070769 = -24740.419498 nChanged 5 SP:Iteration 6Q (1137.429052 sec): 3 clusters Score: Raw -26586.639129 + Penalty 1817.070769 = -24769.568361 nChanged 3 SP:Iteration 7Q (1137.475103 sec): 3 clusters Score: Raw -26600.509273 + Penalty 1817.070769 = -24783.438504 nChanged 0 SP:Iteration 8F (1137.515592 sec): 3 clusters Score: Raw -26600.509273 + Penalty 1817.070769 = -24783.438504 nChanged 0 Trying to split cluster 8 (3317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1137.537495 sec): 2 clusters Score: Raw -444299.523777 + Penalty 1317.357606 = -442982.166170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1137.586861 sec): 3 clusters Score: Raw -442708.866881 + Penalty 2634.715213 = -440074.151669 nChanged 1240 SP:Iteration 1F (1137.641928 sec): 3 clusters Score: Raw -443452.450280 + Penalty 2634.715213 = -440817.735067 nChanged 300 SP:Iteration 2F (1137.693935 sec): 3 clusters Score: Raw -443705.469592 + Penalty 2634.715213 = -441070.754379 nChanged 218 SP:Iteration 3F (1137.743329 sec): 3 clusters Score: Raw -443920.633368 + Penalty 2634.715213 = -441285.918155 nChanged 196 SP:Iteration 4F (1137.795824 sec): 3 clusters Score: Raw -444090.948116 + Penalty 2634.715213 = -441456.232903 nChanged 161 SP:Iteration 5Q (1137.834076 sec): 3 clusters Score: Raw -444213.515341 + Penalty 2634.715213 = -441578.800128 nChanged 148 SP:Iteration 6Q (1137.882763 sec): 3 clusters Score: Raw -444309.853615 + Penalty 2634.715213 = -441675.138402 nChanged 154 SP:Iteration 7Q (1137.930781 sec): 3 clusters Score: Raw -444423.075206 + Penalty 2634.715213 = -441788.359993 nChanged 121 SP:Iteration 8Q (1137.986231 sec): 3 clusters Score: Raw -444512.647557 + Penalty 2634.715213 = -441877.932344 nChanged 117 SP:Iteration 9Q (1138.028620 sec): 3 clusters Score: Raw -444596.377933 + Penalty 2634.715213 = -441961.662720 nChanged 106 SP:Iteration 10Q (1138.076653 sec): 3 clusters Score: Raw -444680.936686 + Penalty 2634.715213 = -442046.221474 nChanged 91 SP:Iteration 11Q (1138.134224 sec): 3 clusters Score: Raw -444759.505552 + Penalty 2634.715213 = -442124.790340 nChanged 72 SP:Iteration 12Q (1138.185755 sec): 3 clusters Score: Raw -444822.160252 + Penalty 2634.715213 = -442187.445039 nChanged 53 SP:Iteration 13Q (1138.240932 sec): 3 clusters Score: Raw -444860.967632 + Penalty 2634.715213 = -442226.252420 nChanged 43 SP:Iteration 14Q (1138.299079 sec): 3 clusters Score: Raw -444892.307873 + Penalty 2634.715213 = -442257.592660 nChanged 26 SP:Iteration 15Q (1138.349695 sec): 3 clusters Score: Raw -444909.078236 + Penalty 2634.715213 = -442274.363024 nChanged 19 SP:Iteration 16Q (1138.400992 sec): 3 clusters Score: Raw -444919.273750 + Penalty 2634.715213 = -442284.558538 nChanged 19 SP:Iteration 17Q (1138.458887 sec): 3 clusters Score: Raw -444930.746314 + Penalty 2634.715213 = -442296.031101 nChanged 25 SP:Iteration 18Q (1138.511848 sec): 3 clusters Score: Raw -444944.010942 + Penalty 2634.715213 = -442309.295729 nChanged 15 SP:Iteration 19Q (1138.549387 sec): 3 clusters Score: Raw -444952.360812 + Penalty 2634.715213 = -442317.645600 nChanged 14 SP:Iteration 20F (1138.607017 sec): 3 clusters Score: Raw -444974.951523 + Penalty 2634.715213 = -442340.236311 nChanged 20 SP:Iteration 21Q (1138.657460 sec): 3 clusters Score: Raw -445014.822679 + Penalty 2634.715213 = -442380.107466 nChanged 29 SP:Iteration 22Q (1138.713528 sec): 3 clusters Score: Raw -445051.316069 + Penalty 2634.715213 = -442416.600857 nChanged 33 SP:Iteration 23Q (1138.760378 sec): 3 clusters Score: Raw -445074.326761 + Penalty 2634.715213 = -442439.611548 nChanged 22 SP:Iteration 24Q (1138.811315 sec): 3 clusters Score: Raw -445087.569729 + Penalty 2634.715213 = -442452.854516 nChanged 15 SP:Iteration 25Q (1138.856810 sec): 3 clusters Score: Raw -445098.255281 + Penalty 2634.715213 = -442463.540068 nChanged 11 SP:Iteration 26Q (1138.917150 sec): 3 clusters Score: Raw -445109.749551 + Penalty 2634.715213 = -442475.034338 nChanged 15 SP:Iteration 27Q (1138.966636 sec): 3 clusters Score: Raw -445123.268109 + Penalty 2634.715213 = -442488.552896 nChanged 8 SP:Iteration 28Q (1139.013738 sec): 3 clusters Score: Raw -445129.004756 + Penalty 2634.715213 = -442494.289543 nChanged 7 SP:Iteration 29Q (1139.064880 sec): 3 clusters Score: Raw -445134.242389 + Penalty 2634.715213 = -442499.527176 nChanged 5 SP:Iteration 30Q (1139.109829 sec): 3 clusters Score: Raw -445137.437745 + Penalty 2634.715213 = -442502.722532 nChanged 3 SP:Iteration 31Q (1139.168933 sec): 3 clusters Score: Raw -445139.843347 + Penalty 2634.715213 = -442505.128134 nChanged 4 SP:Iteration 32Q (1139.223585 sec): 3 clusters Score: Raw -445141.984912 + Penalty 2634.715213 = -442507.269700 nChanged 5 SP:Iteration 33Q (1139.272880 sec): 3 clusters Score: Raw -445144.713079 + Penalty 2634.715213 = -442509.997866 nChanged 4 SP:Iteration 34Q (1139.323543 sec): 3 clusters Score: Raw -445148.333712 + Penalty 2634.715213 = -442513.618500 nChanged 5 SP:Iteration 35Q (1139.362447 sec): 3 clusters Score: Raw -445153.780672 + Penalty 2634.715213 = -442519.065459 nChanged 4 SP:Iteration 36Q (1139.410692 sec): 3 clusters Score: Raw -445155.314712 + Penalty 2634.715213 = -442520.599500 nChanged 3 SP:Iteration 37Q (1139.471208 sec): 3 clusters Score: Raw -445156.722065 + Penalty 2634.715213 = -442522.006852 nChanged 2 SP:Iteration 38Q (1139.515676 sec): 3 clusters Score: Raw -445157.198543 + Penalty 2634.715213 = -442522.483331 nChanged 1 SP:Iteration 39Q (1139.565859 sec): 3 clusters Score: Raw -445157.771528 + Penalty 2634.715213 = -442523.056315 nChanged 1 SP:Iteration 40F (1139.608031 sec): 3 clusters Score: Raw -445158.069235 + Penalty 2634.715213 = -442523.354023 nChanged 0 Trying to split cluster 9 (5726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1139.648814 sec): 2 clusters Score: Raw -820069.236483 + Penalty 1406.075529 = -818663.160954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1139.700237 sec): 3 clusters Score: Raw -817026.318415 + Penalty 2812.151058 = -814214.167357 nChanged 2360 SP:Iteration 1F (1139.757379 sec): 3 clusters Score: Raw -818315.166831 + Penalty 2812.151058 = -815503.015773 nChanged 398 SP:Iteration 2F (1139.802727 sec): 3 clusters Score: Raw -818510.272089 + Penalty 2812.151058 = -815698.121032 nChanged 318 SP:Iteration 3F (1139.867998 sec): 3 clusters Score: Raw -818671.880777 + Penalty 2812.151058 = -815859.729719 nChanged 251 SP:Iteration 4Q (1139.911779 sec): 3 clusters Score: Raw -818808.751392 + Penalty 2812.151058 = -815996.600334 nChanged 245 SP:Iteration 5Q (1139.971284 sec): 3 clusters Score: Raw -818949.059158 + Penalty 2812.151058 = -816136.908100 nChanged 223 SP:Iteration 6Q (1140.026078 sec): 3 clusters Score: Raw -819066.325641 + Penalty 2812.151058 = -816254.174583 nChanged 215 SP:Iteration 7Q (1140.080958 sec): 3 clusters Score: Raw -819185.929249 + Penalty 2812.151058 = -816373.778191 nChanged 213 SP:Iteration 8Q (1140.139925 sec): 3 clusters Score: Raw -819305.408354 + Penalty 2812.151058 = -816493.257296 nChanged 180 SP:Iteration 9Q (1140.192301 sec): 3 clusters Score: Raw -819390.206389 + Penalty 2812.151058 = -816578.055331 nChanged 161 SP:Iteration 10Q (1140.250063 sec): 3 clusters Score: Raw -819458.870094 + Penalty 2812.151058 = -816646.719036 nChanged 118 SP:Iteration 11Q (1140.309094 sec): 3 clusters Score: Raw -819511.928697 + Penalty 2812.151058 = -816699.777639 nChanged 112 SP:Iteration 12Q (1140.366947 sec): 3 clusters Score: Raw -819552.246232 + Penalty 2812.151058 = -816740.095174 nChanged 97 SP:Iteration 13Q (1140.423402 sec): 3 clusters Score: Raw -819590.042550 + Penalty 2812.151058 = -816777.891493 nChanged 98 SP:Iteration 14Q (1140.467187 sec): 3 clusters Score: Raw -819627.625396 + Penalty 2812.151058 = -816815.474339 nChanged 89 SP:Iteration 15Q (1140.531033 sec): 3 clusters Score: Raw -819661.033394 + Penalty 2812.151058 = -816848.882336 nChanged 80 SP:Iteration 16Q (1140.587163 sec): 3 clusters Score: Raw -819691.425216 + Penalty 2812.151058 = -816879.274158 nChanged 68 SP:Iteration 17Q (1140.641692 sec): 3 clusters Score: Raw -819716.046148 + Penalty 2812.151058 = -816903.895090 nChanged 54 SP:Iteration 18Q (1140.686535 sec): 3 clusters Score: Raw -819737.262507 + Penalty 2812.151058 = -816925.111449 nChanged 58 SP:Iteration 19Q (1140.743438 sec): 3 clusters Score: Raw -819757.684928 + Penalty 2812.151058 = -816945.533870 nChanged 49 SP:Iteration 20F (1140.802896 sec): 3 clusters Score: Raw -819776.690349 + Penalty 2812.151058 = -816964.539292 nChanged 52 SP:Iteration 21Q (1140.858697 sec): 3 clusters Score: Raw -819792.313296 + Penalty 2812.151058 = -816980.162238 nChanged 50 SP:Iteration 22Q (1140.911582 sec): 3 clusters Score: Raw -819807.163962 + Penalty 2812.151058 = -816995.012905 nChanged 54 SP:Iteration 23Q (1140.960288 sec): 3 clusters Score: Raw -819823.115916 + Penalty 2812.151058 = -817010.964859 nChanged 51 SP:Iteration 24Q (1141.020650 sec): 3 clusters Score: Raw -819837.139722 + Penalty 2812.151058 = -817024.988665 nChanged 48 SP:Iteration 25Q (1141.085226 sec): 3 clusters Score: Raw -819852.065381 + Penalty 2812.151058 = -817039.914323 nChanged 48 SP:Iteration 26Q (1141.139999 sec): 3 clusters Score: Raw -819871.605285 + Penalty 2812.151058 = -817059.454227 nChanged 56 SP:Iteration 27Q (1141.196690 sec): 3 clusters Score: Raw -819891.362477 + Penalty 2812.151058 = -817079.211419 nChanged 52 SP:Iteration 28Q (1141.246694 sec): 3 clusters Score: Raw -819906.236402 + Penalty 2812.151058 = -817094.085344 nChanged 46 SP:Iteration 29Q (1141.292564 sec): 3 clusters Score: Raw -819921.878805 + Penalty 2812.151058 = -817109.727747 nChanged 42 SP:Iteration 30Q (1141.350372 sec): 3 clusters Score: Raw -819932.574942 + Penalty 2812.151058 = -817120.423884 nChanged 39 SP:Iteration 31Q (1141.400966 sec): 3 clusters Score: Raw -819945.216548 + Penalty 2812.151058 = -817133.065490 nChanged 42 SP:Iteration 32Q (1141.464670 sec): 3 clusters Score: Raw -819956.414030 + Penalty 2812.151058 = -817144.262972 nChanged 42 SP:Iteration 33Q (1141.520739 sec): 3 clusters Score: Raw -819966.510327 + Penalty 2812.151058 = -817154.359270 nChanged 36 SP:Iteration 34Q (1141.590828 sec): 3 clusters Score: Raw -819975.813415 + Penalty 2812.151058 = -817163.662358 nChanged 30 SP:Iteration 35Q (1141.640333 sec): 3 clusters Score: Raw -819983.221097 + Penalty 2812.151058 = -817171.070039 nChanged 33 SP:Iteration 36Q (1141.684000 sec): 3 clusters Score: Raw -819993.501862 + Penalty 2812.151058 = -817181.350804 nChanged 36 SP:Iteration 37Q (1141.741619 sec): 3 clusters Score: Raw -820008.030356 + Penalty 2812.151058 = -817195.879298 nChanged 40 SP:Iteration 38Q (1141.789853 sec): 3 clusters Score: Raw -820023.807189 + Penalty 2812.151058 = -817211.656131 nChanged 35 SP:Iteration 39Q (1141.851298 sec): 3 clusters Score: Raw -820033.797280 + Penalty 2812.151058 = -817221.646222 nChanged 41 SP:Iteration 40F (1141.907468 sec): 3 clusters Score: Raw -820045.155062 + Penalty 2812.151058 = -817233.004004 nChanged 33 SP:Iteration 41Q (1141.953069 sec): 3 clusters Score: Raw -820055.073914 + Penalty 2812.151058 = -817242.922856 nChanged 41 SP:Iteration 42Q (1142.005673 sec): 3 clusters Score: Raw -820065.377815 + Penalty 2812.151058 = -817253.226757 nChanged 31 SP:Iteration 43Q (1142.058204 sec): 3 clusters Score: Raw -820076.405973 + Penalty 2812.151058 = -817264.254916 nChanged 30 SP:Iteration 44Q (1142.121354 sec): 3 clusters Score: Raw -820086.273807 + Penalty 2812.151058 = -817274.122749 nChanged 34 SP:Iteration 45Q (1142.173558 sec): 3 clusters Score: Raw -820095.981341 + Penalty 2812.151058 = -817283.830283 nChanged 31 SP:Iteration 46Q (1142.220448 sec): 3 clusters Score: Raw -820105.981067 + Penalty 2812.151058 = -817293.830009 nChanged 25 SP:Iteration 47Q (1142.276270 sec): 3 clusters Score: Raw -820113.113706 + Penalty 2812.151058 = -817300.962648 nChanged 31 SP:Iteration 48Q (1142.334434 sec): 3 clusters Score: Raw -820122.616958 + Penalty 2812.151058 = -817310.465900 nChanged 25 SP:Iteration 49Q (1142.386980 sec): 3 clusters Score: Raw -820130.337495 + Penalty 2812.151058 = -817318.186437 nChanged 30 SP:Iteration 50Q (1142.445242 sec): 3 clusters Score: Raw -820139.195267 + Penalty 2812.151058 = -817327.044209 nChanged 33 SP:Iteration 51Q (1142.507521 sec): 3 clusters Score: Raw -820151.755004 + Penalty 2812.151058 = -817339.603946 nChanged 37 SP:Iteration 52Q (1142.555437 sec): 3 clusters Score: Raw -820163.409866 + Penalty 2812.151058 = -817351.258808 nChanged 32 SP:Iteration 53Q (1142.619444 sec): 3 clusters Score: Raw -820173.193470 + Penalty 2812.151058 = -817361.042413 nChanged 31 SP:Iteration 54Q (1142.675307 sec): 3 clusters Score: Raw -820182.661960 + Penalty 2812.151058 = -817370.510902 nChanged 24 SP:Iteration 55Q (1142.717121 sec): 3 clusters Score: Raw -820190.807076 + Penalty 2812.151058 = -817378.656018 nChanged 21 SP:Iteration 56Q (1142.775366 sec): 3 clusters Score: Raw -820196.889225 + Penalty 2812.151058 = -817384.738167 nChanged 20 SP:Iteration 57Q (1142.829537 sec): 3 clusters Score: Raw -820202.157770 + Penalty 2812.151058 = -817390.006713 nChanged 18 SP:Iteration 58Q (1142.876096 sec): 3 clusters Score: Raw -820207.069802 + Penalty 2812.151058 = -817394.918744 nChanged 12 SP:Iteration 59Q (1142.935222 sec): 3 clusters Score: Raw -820210.171864 + Penalty 2812.151058 = -817398.020807 nChanged 9 SP:Iteration 60F (1142.991786 sec): 3 clusters Score: Raw -820212.478861 + Penalty 2812.151058 = -817400.327803 nChanged 6 SP:Iteration 61Q (1143.033470 sec): 3 clusters Score: Raw -820214.423473 + Penalty 2812.151058 = -817402.272415 nChanged 9 SP:Iteration 62Q (1143.089112 sec): 3 clusters Score: Raw -820216.538711 + Penalty 2812.151058 = -817404.387654 nChanged 11 SP:Iteration 63Q (1143.153503 sec): 3 clusters Score: Raw -820218.561316 + Penalty 2812.151058 = -817406.410258 nChanged 8 SP:Iteration 64Q (1143.197469 sec): 3 clusters Score: Raw -820220.164970 + Penalty 2812.151058 = -817408.013912 nChanged 9 SP:Iteration 65Q (1143.258890 sec): 3 clusters Score: Raw -820222.097932 + Penalty 2812.151058 = -817409.946874 nChanged 4 SP:Iteration 66Q (1143.311294 sec): 3 clusters Score: Raw -820223.470824 + Penalty 2812.151058 = -817411.319766 nChanged 9 SP:Iteration 67Q (1143.372489 sec): 3 clusters Score: Raw -820225.789685 + Penalty 2812.151058 = -817413.638627 nChanged 8 SP:Iteration 68Q (1143.424864 sec): 3 clusters Score: Raw -820226.910119 + Penalty 2812.151058 = -817414.759061 nChanged 5 SP:Iteration 69Q (1143.482052 sec): 3 clusters Score: Raw -820227.745998 + Penalty 2812.151058 = -817415.594940 nChanged 5 SP:Iteration 70Q (1143.531989 sec): 3 clusters Score: Raw -820228.277419 + Penalty 2812.151058 = -817416.126361 nChanged 3 SP:Iteration 71Q (1143.593030 sec): 3 clusters Score: Raw -820228.977727 + Penalty 2812.151058 = -817416.826669 nChanged 5 SP:Iteration 72Q (1143.644060 sec): 3 clusters Score: Raw -820230.529134 + Penalty 2812.151058 = -817418.378077 nChanged 2 SP:Iteration 73Q (1143.701261 sec): 3 clusters Score: Raw -820230.880951 + Penalty 2812.151058 = -817418.729894 nChanged 2 SP:Iteration 74Q (1143.758852 sec): 3 clusters Score: Raw -820231.400131 + Penalty 2812.151058 = -817419.249073 nChanged 4 SP:Iteration 75Q (1143.815895 sec): 3 clusters Score: Raw -820232.149085 + Penalty 2812.151058 = -817419.998028 nChanged 3 SP:Iteration 76Q (1143.871620 sec): 3 clusters Score: Raw -820232.670487 + Penalty 2812.151058 = -817420.519429 nChanged 1 SP:Iteration 77Q (1143.927222 sec): 3 clusters Score: Raw -820232.710617 + Penalty 2812.151058 = -817420.559559 nChanged 0 SP:Iteration 78F (1143.974372 sec): 3 clusters Score: Raw -820232.710617 + Penalty 2812.151058 = -817420.559559 nChanged 0 Trying to split cluster 10 (10056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1144.011726 sec): 2 clusters Score: Raw -1458976.509547 + Penalty 1497.587772 = -1457478.921775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1144.079093 sec): 3 clusters Score: Raw -1453299.724622 + Penalty 2995.175544 = -1450304.549079 nChanged 4323 SP:Iteration 1F (1144.143763 sec): 3 clusters Score: Raw -1455629.672155 + Penalty 2995.175544 = -1452634.496611 nChanged 621 SP:Iteration 2F (1144.197548 sec): 3 clusters Score: Raw -1455876.258123 + Penalty 2995.175544 = -1452881.082579 nChanged 492 SP:Iteration 3Q (1144.261424 sec): 3 clusters Score: Raw -1456080.668714 + Penalty 2995.175544 = -1453085.493170 nChanged 463 SP:Iteration 4Q (1144.326707 sec): 3 clusters Score: Raw -1456270.406939 + Penalty 2995.175544 = -1453275.231395 nChanged 384 SP:Iteration 5Q (1144.401301 sec): 3 clusters Score: Raw -1456446.505658 + Penalty 2995.175544 = -1453451.330114 nChanged 378 SP:Iteration 6Q (1144.463081 sec): 3 clusters Score: Raw -1456618.909026 + Penalty 2995.175544 = -1453623.733482 nChanged 398 SP:Iteration 7Q (1144.525442 sec): 3 clusters Score: Raw -1456817.734221 + Penalty 2995.175544 = -1453822.558677 nChanged 440 SP:Iteration 8Q (1144.579447 sec): 3 clusters Score: Raw -1457079.667621 + Penalty 2995.175544 = -1454084.492077 nChanged 451 SP:Iteration 9Q (1144.651313 sec): 3 clusters Score: Raw -1457396.340545 + Penalty 2995.175544 = -1454401.165002 nChanged 481 SP:Iteration 10Q (1144.712796 sec): 3 clusters Score: Raw -1457755.557923 + Penalty 2995.175544 = -1454760.382379 nChanged 465 SP:Iteration 11Q (1144.778700 sec): 3 clusters Score: Raw -1458090.899796 + Penalty 2995.175544 = -1455095.724252 nChanged 403 SP:Iteration 12Q (1144.838535 sec): 3 clusters Score: Raw -1458354.574157 + Penalty 2995.175544 = -1455359.398613 nChanged 307 SP:Iteration 13Q (1144.900792 sec): 3 clusters Score: Raw -1458506.652994 + Penalty 2995.175544 = -1455511.477450 nChanged 215 SP:Iteration 14Q (1144.963490 sec): 3 clusters Score: Raw -1458593.708941 + Penalty 2995.175544 = -1455598.533397 nChanged 158 SP:Iteration 15Q (1145.027227 sec): 3 clusters Score: Raw -1458656.019773 + Penalty 2995.175544 = -1455660.844229 nChanged 149 SP:Iteration 16Q (1145.085669 sec): 3 clusters Score: Raw -1458711.681231 + Penalty 2995.175544 = -1455716.505687 nChanged 123 SP:Iteration 17Q (1145.138974 sec): 3 clusters Score: Raw -1458758.050726 + Penalty 2995.175544 = -1455762.875182 nChanged 103 SP:Iteration 18Q (1145.204299 sec): 3 clusters Score: Raw -1458796.661096 + Penalty 2995.175544 = -1455801.485552 nChanged 82 SP:Iteration 19Q (1145.268903 sec): 3 clusters Score: Raw -1458824.203172 + Penalty 2995.175544 = -1455829.027628 nChanged 79 SP:Iteration 20F (1145.331287 sec): 3 clusters Score: Raw -1458849.432588 + Penalty 2995.175544 = -1455854.257044 nChanged 86 SP:Iteration 21Q (1145.385664 sec): 3 clusters Score: Raw -1458877.461365 + Penalty 2995.175544 = -1455882.285821 nChanged 91 SP:Iteration 22Q (1145.450083 sec): 3 clusters Score: Raw -1458908.787539 + Penalty 2995.175544 = -1455913.611995 nChanged 89 SP:Iteration 23Q (1145.522188 sec): 3 clusters Score: Raw -1458936.948895 + Penalty 2995.175544 = -1455941.773351 nChanged 74 SP:Iteration 24Q (1145.579554 sec): 3 clusters Score: Raw -1458960.706860 + Penalty 2995.175544 = -1455965.531316 nChanged 74 SP:Iteration 25Q (1145.632210 sec): 3 clusters Score: Raw -1458990.949944 + Penalty 2995.175544 = -1455995.774400 nChanged 79 SP:Iteration 26Q (1145.701763 sec): 3 clusters Score: Raw -1459022.840260 + Penalty 2995.175544 = -1456027.664716 nChanged 65 SP:Iteration 27Q (1145.754118 sec): 3 clusters Score: Raw -1459046.295056 + Penalty 2995.175544 = -1456051.119513 nChanged 56 SP:Iteration 28Q (1145.814636 sec): 3 clusters Score: Raw -1459068.438653 + Penalty 2995.175544 = -1456073.263109 nChanged 58 SP:Iteration 29Q (1145.884209 sec): 3 clusters Score: Raw -1459086.986818 + Penalty 2995.175544 = -1456091.811275 nChanged 45 SP:Iteration 30Q (1145.943798 sec): 3 clusters Score: Raw -1459099.593522 + Penalty 2995.175544 = -1456104.417978 nChanged 38 SP:Iteration 31Q (1146.007770 sec): 3 clusters Score: Raw -1459112.967583 + Penalty 2995.175544 = -1456117.792039 nChanged 39 SP:Iteration 32Q (1146.063572 sec): 3 clusters Score: Raw -1459123.135310 + Penalty 2995.175544 = -1456127.959767 nChanged 30 SP:Iteration 33Q (1146.124683 sec): 3 clusters Score: Raw -1459131.672687 + Penalty 2995.175544 = -1456136.497143 nChanged 40 SP:Iteration 34Q (1146.191404 sec): 3 clusters Score: Raw -1459144.895093 + Penalty 2995.175544 = -1456149.719549 nChanged 37 SP:Iteration 35Q (1146.254638 sec): 3 clusters Score: Raw -1459157.316535 + Penalty 2995.175544 = -1456162.140991 nChanged 32 SP:Iteration 36Q (1146.306853 sec): 3 clusters Score: Raw -1459165.728541 + Penalty 2995.175544 = -1456170.552998 nChanged 31 SP:Iteration 37Q (1146.370457 sec): 3 clusters Score: Raw -1459173.772139 + Penalty 2995.175544 = -1456178.596595 nChanged 25 SP:Iteration 38Q (1146.438464 sec): 3 clusters Score: Raw -1459181.883095 + Penalty 2995.175544 = -1456186.707551 nChanged 24 SP:Iteration 39Q (1146.504533 sec): 3 clusters Score: Raw -1459188.342777 + Penalty 2995.175544 = -1456193.167233 nChanged 25 SP:Iteration 40F (1146.568098 sec): 3 clusters Score: Raw -1459197.128704 + Penalty 2995.175544 = -1456201.953160 nChanged 25 SP:Iteration 41Q (1146.626011 sec): 3 clusters Score: Raw -1459203.797850 + Penalty 2995.175544 = -1456208.622306 nChanged 21 SP:Iteration 42Q (1146.686518 sec): 3 clusters Score: Raw -1459209.563151 + Penalty 2995.175544 = -1456214.387607 nChanged 21 SP:Iteration 43Q (1146.745220 sec): 3 clusters Score: Raw -1459215.966608 + Penalty 2995.175544 = -1456220.791064 nChanged 29 SP:Iteration 44Q (1146.818734 sec): 3 clusters Score: Raw -1459225.527937 + Penalty 2995.175544 = -1456230.352394 nChanged 35 SP:Iteration 45Q (1146.873050 sec): 3 clusters Score: Raw -1459237.092729 + Penalty 2995.175544 = -1456241.917185 nChanged 36 SP:Iteration 46Q (1146.949213 sec): 3 clusters Score: Raw -1459251.991971 + Penalty 2995.175544 = -1456256.816427 nChanged 33 SP:Iteration 47Q (1147.009526 sec): 3 clusters Score: Raw -1459263.826606 + Penalty 2995.175544 = -1456268.651062 nChanged 33 SP:Iteration 48Q (1147.073928 sec): 3 clusters Score: Raw -1459274.483498 + Penalty 2995.175544 = -1456279.307955 nChanged 28 SP:Iteration 49Q (1147.133421 sec): 3 clusters Score: Raw -1459281.605477 + Penalty 2995.175544 = -1456286.429933 nChanged 19 SP:Iteration 50Q (1147.187147 sec): 3 clusters Score: Raw -1459286.962643 + Penalty 2995.175544 = -1456291.787099 nChanged 18 SP:Iteration 51Q (1147.254619 sec): 3 clusters Score: Raw -1459291.420206 + Penalty 2995.175544 = -1456296.244662 nChanged 17 SP:Iteration 52Q (1147.306919 sec): 3 clusters Score: Raw -1459294.767054 + Penalty 2995.175544 = -1456299.591510 nChanged 10 SP:Iteration 53Q (1147.377211 sec): 3 clusters Score: Raw -1459297.163156 + Penalty 2995.175544 = -1456301.987612 nChanged 4 SP:Iteration 54Q (1147.441443 sec): 3 clusters Score: Raw -1459298.151480 + Penalty 2995.175544 = -1456302.975936 nChanged 2 SP:Iteration 55Q (1147.503726 sec): 3 clusters Score: Raw -1459298.346293 + Penalty 2995.175544 = -1456303.170749 nChanged 0 SP:Iteration 56F (1147.560535 sec): 3 clusters Score: Raw -1459298.346293 + Penalty 2995.175544 = -1456303.170749 nChanged 0 Trying to split cluster 11 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1147.587860 sec): 2 clusters Score: Raw -36857.207157 + Penalty 939.370821 = -35917.836335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1147.632560 sec): 3 clusters Score: Raw -36929.035334 + Penalty 1878.741643 = -35050.293691 nChanged 67 SP:Iteration 1F (1147.681743 sec): 3 clusters Score: Raw -37113.998410 + Penalty 1878.741643 = -35235.256767 nChanged 29 SP:Iteration 2F (1147.727956 sec): 3 clusters Score: Raw -37200.662313 + Penalty 1878.741643 = -35321.920670 nChanged 8 SP:Iteration 3Q (1147.761710 sec): 3 clusters Score: Raw -37238.719881 + Penalty 1878.741643 = -35359.978239 nChanged 5 SP:Iteration 4Q (1147.816658 sec): 3 clusters Score: Raw -37286.355547 + Penalty 1878.741643 = -35407.613904 nChanged 2 SP:Iteration 5Q (1147.852764 sec): 3 clusters Score: Raw -37290.864300 + Penalty 1878.741643 = -35412.122657 nChanged 0 SP:Iteration 6F (1147.897926 sec): 3 clusters Score: Raw -37290.864300 + Penalty 1878.741643 = -35412.122657 nChanged 0 Trying to split cluster 12 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1147.919609 sec): 2 clusters Score: Raw -32549.605313 + Penalty 971.157023 = -31578.448290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1147.978685 sec): 3 clusters Score: Raw -32536.981942 + Penalty 1942.314046 = -30594.667896 nChanged 95 SP:Iteration 1F (1148.015866 sec): 3 clusters Score: Raw -32725.179042 + Penalty 1942.314046 = -30782.864996 nChanged 36 SP:Iteration 2F (1148.058648 sec): 3 clusters Score: Raw -32831.674735 + Penalty 1942.314046 = -30889.360690 nChanged 24 SP:Iteration 3F (1148.103645 sec): 3 clusters Score: Raw -32886.883032 + Penalty 1942.314046 = -30944.568987 nChanged 15 SP:Iteration 4Q (1148.153135 sec): 3 clusters Score: Raw -32938.009507 + Penalty 1942.314046 = -30995.695462 nChanged 12 SP:Iteration 5Q (1148.197840 sec): 3 clusters Score: Raw -32981.789386 + Penalty 1942.314046 = -31039.475340 nChanged 7 SP:Iteration 6Q (1148.242256 sec): 3 clusters Score: Raw -33017.136499 + Penalty 1942.314046 = -31074.822454 nChanged 6 SP:Iteration 7Q (1148.293452 sec): 3 clusters Score: Raw -33030.227736 + Penalty 1942.314046 = -31087.913690 nChanged 1 SP:Iteration 8Q (1148.327872 sec): 3 clusters Score: Raw -33030.883540 + Penalty 1942.314046 = -31088.569494 nChanged 0 SP:Iteration 9F (1148.372130 sec): 3 clusters Score: Raw -33030.883540 + Penalty 1942.314046 = -31088.569494 nChanged 0 Trying to split cluster 13 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1148.395172 sec): 2 clusters Score: Raw -47548.454996 + Penalty 952.377761 = -46596.077235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1148.438988 sec): 3 clusters Score: Raw -47674.283813 + Penalty 1904.755523 = -45769.528291 nChanged 77 SP:Iteration 1F (1148.492049 sec): 3 clusters Score: Raw -47820.571368 + Penalty 1904.755523 = -45915.815846 nChanged 19 SP:Iteration 2F (1148.537822 sec): 3 clusters Score: Raw -47867.403131 + Penalty 1904.755523 = -45962.647608 nChanged 19 SP:Iteration 3F (1148.574729 sec): 3 clusters Score: Raw -47919.293121 + Penalty 1904.755523 = -46014.537598 nChanged 14 SP:Iteration 4Q (1148.622263 sec): 3 clusters Score: Raw -47945.707124 + Penalty 1904.755523 = -46040.951601 nChanged 8 SP:Iteration 5Q (1148.653646 sec): 3 clusters Score: Raw -47965.797052 + Penalty 1904.755523 = -46061.041529 nChanged 5 SP:Iteration 6Q (1148.696777 sec): 3 clusters Score: Raw -47980.535834 + Penalty 1904.755523 = -46075.780312 nChanged 3 SP:Iteration 7Q (1148.741358 sec): 3 clusters Score: Raw -47987.121893 + Penalty 1904.755523 = -46082.366371 nChanged 1 SP:Iteration 8Q (1148.791928 sec): 3 clusters Score: Raw -47988.322744 + Penalty 1904.755523 = -46083.567221 nChanged 1 SP:Iteration 9Q (1148.833365 sec): 3 clusters Score: Raw -47989.933885 + Penalty 1904.755523 = -46085.178362 nChanged 1 SP:Iteration 10Q (1148.883434 sec): 3 clusters Score: Raw -47992.381582 + Penalty 1904.755523 = -46087.626060 nChanged 1 SP:Iteration 11Q (1148.926606 sec): 3 clusters Score: Raw -47997.640962 + Penalty 1904.755523 = -46092.885439 nChanged 1 SP:Iteration 12Q (1148.970153 sec): 3 clusters Score: Raw -48000.844013 + Penalty 1904.755523 = -46096.088490 nChanged 1 SP:Iteration 13Q (1149.015404 sec): 3 clusters Score: Raw -48008.281535 + Penalty 1904.755523 = -46103.526012 nChanged 2 SP:Iteration 14Q (1149.062898 sec): 3 clusters Score: Raw -48012.372690 + Penalty 1904.755523 = -46107.617167 nChanged 0 SP:Iteration 15F (1149.104556 sec): 3 clusters Score: Raw -48012.372690 + Penalty 1904.755523 = -46107.617167 nChanged 0 Trying to split cluster 14 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1149.125212 sec): 2 clusters Score: Raw -37552.165920 + Penalty 995.261051 = -36556.904869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1149.175235 sec): 3 clusters Score: Raw -37601.732009 + Penalty 1990.522102 = -35611.209907 nChanged 123 SP:Iteration 1F (1149.216180 sec): 3 clusters Score: Raw -37781.696678 + Penalty 1990.522102 = -35791.174576 nChanged 31 SP:Iteration 2F (1149.259701 sec): 3 clusters Score: Raw -37856.024130 + Penalty 1990.522102 = -35865.502028 nChanged 21 SP:Iteration 3Q (1149.295298 sec): 3 clusters Score: Raw -37925.523294 + Penalty 1990.522102 = -35935.001192 nChanged 18 SP:Iteration 4Q (1149.338837 sec): 3 clusters Score: Raw -37955.164291 + Penalty 1990.522102 = -35964.642189 nChanged 8 SP:Iteration 5Q (1149.388298 sec): 3 clusters Score: Raw -37979.085202 + Penalty 1990.522102 = -35988.563100 nChanged 10 SP:Iteration 6Q (1149.431512 sec): 3 clusters Score: Raw -38001.788445 + Penalty 1990.522102 = -36011.266343 nChanged 5 SP:Iteration 7Q (1149.474020 sec): 3 clusters Score: Raw -38017.079020 + Penalty 1990.522102 = -36026.556918 nChanged 4 SP:Iteration 8Q (1149.521182 sec): 3 clusters Score: Raw -38028.749570 + Penalty 1990.522102 = -36038.227468 nChanged 5 SP:Iteration 9Q (1149.559826 sec): 3 clusters Score: Raw -38063.713295 + Penalty 1990.522102 = -36073.191193 nChanged 4 SP:Iteration 10Q (1149.602095 sec): 3 clusters Score: Raw -38071.487824 + Penalty 1990.522102 = -36080.965722 nChanged 4 SP:Iteration 11Q (1149.646462 sec): 3 clusters Score: Raw -38077.166628 + Penalty 1990.522102 = -36086.644526 nChanged 0 SP:Iteration 12F (1149.682213 sec): 3 clusters Score: Raw -38077.166628 + Penalty 1990.522102 = -36086.644526 nChanged 0 Trying to split cluster 15 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1149.710686 sec): 2 clusters Score: Raw -27986.363260 + Penalty 916.809899 = -27069.553361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1149.755884 sec): 3 clusters Score: Raw -28123.069553 + Penalty 1833.619798 = -26289.449755 nChanged 68 SP:Iteration 1F (1149.793966 sec): 3 clusters Score: Raw -28348.431119 + Penalty 1833.619798 = -26514.811321 nChanged 21 SP:Iteration 2F (1149.837288 sec): 3 clusters Score: Raw -28407.189237 + Penalty 1833.619798 = -26573.569439 nChanged 5 SP:Iteration 3Q (1149.876917 sec): 3 clusters Score: Raw -28417.594231 + Penalty 1833.619798 = -26583.974433 nChanged 1 SP:Iteration 4Q (1149.925999 sec): 3 clusters Score: Raw -28427.683784 + Penalty 1833.619798 = -26594.063986 nChanged 0 SP:Iteration 5F (1149.965146 sec): 3 clusters Score: Raw -28427.683784 + Penalty 1833.619798 = -26594.063986 nChanged 0 Trying to split cluster 16 (8333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1149.994810 sec): 2 clusters Score: Raw -1193340.965468 + Penalty 1467.046557 = -1191873.918911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1150.055833 sec): 3 clusters Score: Raw -1188651.023289 + Penalty 2934.093115 = -1185716.930174 nChanged 3592 SP:Iteration 1F (1150.126333 sec): 3 clusters Score: Raw -1190733.947057 + Penalty 2934.093115 = -1187799.853942 nChanged 589 SP:Iteration 2F (1150.189761 sec): 3 clusters Score: Raw -1191054.577853 + Penalty 2934.093115 = -1188120.484738 nChanged 493 SP:Iteration 3F (1150.252595 sec): 3 clusters Score: Raw -1191321.769429 + Penalty 2934.093115 = -1188387.676315 nChanged 399 SP:Iteration 4Q (1150.303717 sec): 3 clusters Score: Raw -1191553.327703 + Penalty 2934.093115 = -1188619.234588 nChanged 387 SP:Iteration 5Q (1150.368384 sec): 3 clusters Score: Raw -1191776.575759 + Penalty 2934.093115 = -1188842.482644 nChanged 349 SP:Iteration 6Q (1150.430177 sec): 3 clusters Score: Raw -1191977.390948 + Penalty 2934.093115 = -1189043.297833 nChanged 326 SP:Iteration 7Q (1150.484311 sec): 3 clusters Score: Raw -1192192.581625 + Penalty 2934.093115 = -1189258.488510 nChanged 303 SP:Iteration 8Q (1150.540680 sec): 3 clusters Score: Raw -1192394.667815 + Penalty 2934.093115 = -1189460.574700 nChanged 287 SP:Iteration 9Q (1150.606853 sec): 3 clusters Score: Raw -1192601.860390 + Penalty 2934.093115 = -1189667.767275 nChanged 261 SP:Iteration 10Q (1150.663460 sec): 3 clusters Score: Raw -1192787.420595 + Penalty 2934.093115 = -1189853.327480 nChanged 216 SP:Iteration 11Q (1150.735739 sec): 3 clusters Score: Raw -1192944.400654 + Penalty 2934.093115 = -1190010.307539 nChanged 174 SP:Iteration 12Q (1150.783045 sec): 3 clusters Score: Raw -1193084.598492 + Penalty 2934.093115 = -1190150.505377 nChanged 136 SP:Iteration 13Q (1150.855033 sec): 3 clusters Score: Raw -1193200.410963 + Penalty 2934.093115 = -1190266.317848 nChanged 110 SP:Iteration 14Q (1150.912033 sec): 3 clusters Score: Raw -1193288.534913 + Penalty 2934.093115 = -1190354.441799 nChanged 98 SP:Iteration 15Q (1150.970909 sec): 3 clusters Score: Raw -1193368.988225 + Penalty 2934.093115 = -1190434.895110 nChanged 69 SP:Iteration 16Q (1151.031873 sec): 3 clusters Score: Raw -1193419.484052 + Penalty 2934.093115 = -1190485.390938 nChanged 48 SP:Iteration 17Q (1151.083663 sec): 3 clusters Score: Raw -1193455.973214 + Penalty 2934.093115 = -1190521.880100 nChanged 40 SP:Iteration 18Q (1151.148348 sec): 3 clusters Score: Raw -1193483.380718 + Penalty 2934.093115 = -1190549.287604 nChanged 35 SP:Iteration 19Q (1151.203471 sec): 3 clusters Score: Raw -1193507.811194 + Penalty 2934.093115 = -1190573.718079 nChanged 21 SP:Iteration 20F (1151.259530 sec): 3 clusters Score: Raw -1193523.694728 + Penalty 2934.093115 = -1190589.601613 nChanged 18 SP:Iteration 21Q (1151.307405 sec): 3 clusters Score: Raw -1193533.999121 + Penalty 2934.093115 = -1190599.906007 nChanged 16 SP:Iteration 22Q (1151.372689 sec): 3 clusters Score: Raw -1193543.359330 + Penalty 2934.093115 = -1190609.266215 nChanged 15 SP:Iteration 23Q (1151.420433 sec): 3 clusters Score: Raw -1193551.332937 + Penalty 2934.093115 = -1190617.239822 nChanged 11 SP:Iteration 24Q (1151.483028 sec): 3 clusters Score: Raw -1193557.489992 + Penalty 2934.093115 = -1190623.396877 nChanged 9 SP:Iteration 25Q (1151.534793 sec): 3 clusters Score: Raw -1193564.685266 + Penalty 2934.093115 = -1190630.592152 nChanged 14 SP:Iteration 26Q (1151.600902 sec): 3 clusters Score: Raw -1193579.601764 + Penalty 2934.093115 = -1190645.508650 nChanged 13 SP:Iteration 27Q (1151.666160 sec): 3 clusters Score: Raw -1193588.101863 + Penalty 2934.093115 = -1190654.008749 nChanged 8 SP:Iteration 28Q (1151.725163 sec): 3 clusters Score: Raw -1193593.986357 + Penalty 2934.093115 = -1190659.893242 nChanged 5 SP:Iteration 29Q (1151.775677 sec): 3 clusters Score: Raw -1193598.112154 + Penalty 2934.093115 = -1190664.019040 nChanged 8 SP:Iteration 30Q (1151.843180 sec): 3 clusters Score: Raw -1193606.129483 + Penalty 2934.093115 = -1190672.036368 nChanged 6 SP:Iteration 31Q (1151.889005 sec): 3 clusters Score: Raw -1193609.211459 + Penalty 2934.093115 = -1190675.118344 nChanged 7 SP:Iteration 32Q (1151.949837 sec): 3 clusters Score: Raw -1193613.412652 + Penalty 2934.093115 = -1190679.319538 nChanged 3 SP:Iteration 33Q (1152.002453 sec): 3 clusters Score: Raw -1193615.148632 + Penalty 2934.093115 = -1190681.055517 nChanged 3 SP:Iteration 34Q (1152.046634 sec): 3 clusters Score: Raw -1193617.042988 + Penalty 2934.093115 = -1190682.949873 nChanged 5 SP:Iteration 35Q (1152.108666 sec): 3 clusters Score: Raw -1193620.604556 + Penalty 2934.093115 = -1190686.511442 nChanged 5 SP:Iteration 36Q (1152.162152 sec): 3 clusters Score: Raw -1193623.092754 + Penalty 2934.093115 = -1190688.999640 nChanged 2 SP:Iteration 37Q (1152.212945 sec): 3 clusters Score: Raw -1193624.457511 + Penalty 2934.093115 = -1190690.364396 nChanged 3 SP:Iteration 38Q (1152.267100 sec): 3 clusters Score: Raw -1193626.057146 + Penalty 2934.093115 = -1190691.964031 nChanged 4 SP:Iteration 39Q (1152.328368 sec): 3 clusters Score: Raw -1193627.675532 + Penalty 2934.093115 = -1190693.582418 nChanged 1 SP:Iteration 40F (1152.379634 sec): 3 clusters Score: Raw -1193628.369902 + Penalty 2934.093115 = -1190694.276788 nChanged 3 SP:Iteration 41Q (1152.438034 sec): 3 clusters Score: Raw -1193630.589297 + Penalty 2934.093115 = -1190696.496182 nChanged 1 SP:Iteration 42Q (1152.494855 sec): 3 clusters Score: Raw -1193631.004167 + Penalty 2934.093115 = -1190696.911053 nChanged 3 SP:Iteration 43Q (1152.549945 sec): 3 clusters Score: Raw -1193632.045822 + Penalty 2934.093115 = -1190697.952707 nChanged 1 SP:Iteration 44Q (1152.607390 sec): 3 clusters Score: Raw -1193633.399215 + Penalty 2934.093115 = -1190699.306101 nChanged 1 SP:Iteration 45Q (1152.660403 sec): 3 clusters Score: Raw -1193633.896855 + Penalty 2934.093115 = -1190699.803740 nChanged 0 SP:Iteration 46F (1152.732895 sec): 3 clusters Score: Raw -1193633.896855 + Penalty 2934.093115 = -1190699.803740 nChanged 0 Trying to split cluster 17 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1152.758865 sec): 2 clusters Score: Raw -60264.188657 + Penalty 986.494881 = -59277.693776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1152.805464 sec): 3 clusters Score: Raw -60288.336214 + Penalty 1972.989762 = -58315.346453 nChanged 112 SP:Iteration 1F (1152.843943 sec): 3 clusters Score: Raw -60506.478966 + Penalty 1972.989762 = -58533.489204 nChanged 30 SP:Iteration 2F (1152.887160 sec): 3 clusters Score: Raw -60581.373131 + Penalty 1972.989762 = -58608.383369 nChanged 12 SP:Iteration 3Q (1152.937385 sec): 3 clusters Score: Raw -60645.793852 + Penalty 1972.989762 = -58672.804091 nChanged 14 SP:Iteration 4Q (1152.975123 sec): 3 clusters Score: Raw -60705.622020 + Penalty 1972.989762 = -58732.632258 nChanged 17 SP:Iteration 5Q (1153.019344 sec): 3 clusters Score: Raw -60744.595245 + Penalty 1972.989762 = -58771.605484 nChanged 20 SP:Iteration 6Q (1153.061092 sec): 3 clusters Score: Raw -60792.332298 + Penalty 1972.989762 = -58819.342537 nChanged 27 SP:Iteration 7F (1153.114178 sec): 3 clusters Score: Raw -60856.410361 + Penalty 1972.989762 = -58883.420599 nChanged 17 SP:Iteration 8Q (1153.159948 sec): 3 clusters Score: Raw -60899.378409 + Penalty 1972.989762 = -58926.388647 nChanged 10 SP:Iteration 9Q (1153.213473 sec): 3 clusters Score: Raw -60913.357841 + Penalty 1972.989762 = -58940.368080 nChanged 4 SP:Iteration 10Q (1153.261125 sec): 3 clusters Score: Raw -60919.722583 + Penalty 1972.989762 = -58946.732822 nChanged 1 SP:Iteration 11Q (1153.293740 sec): 3 clusters Score: Raw -60920.578010 + Penalty 1972.989762 = -58947.588248 nChanged 0 SP:Iteration 12F (1153.341270 sec): 3 clusters Score: Raw -60920.578010 + Penalty 1972.989762 = -58947.588248 nChanged 0 Trying to split cluster 18 (616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1153.369965 sec): 2 clusters Score: Raw -89500.118682 + Penalty 1043.777632 = -88456.341050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1153.415073 sec): 3 clusters Score: Raw -89393.593970 + Penalty 2087.555263 = -87306.038707 nChanged 172 SP:Iteration 1F (1153.463987 sec): 3 clusters Score: Raw -89618.528347 + Penalty 2087.555263 = -87530.973084 nChanged 54 SP:Iteration 2F (1153.518176 sec): 3 clusters Score: Raw -89711.149632 + Penalty 2087.555263 = -87623.594369 nChanged 30 SP:Iteration 3Q (1153.565646 sec): 3 clusters Score: Raw -89777.132070 + Penalty 2087.555263 = -87689.576807 nChanged 24 SP:Iteration 4Q (1153.609733 sec): 3 clusters Score: Raw -89831.122993 + Penalty 2087.555263 = -87743.567730 nChanged 24 SP:Iteration 5Q (1153.650012 sec): 3 clusters Score: Raw -89887.472618 + Penalty 2087.555263 = -87799.917355 nChanged 20 SP:Iteration 6Q (1153.698396 sec): 3 clusters Score: Raw -89921.238552 + Penalty 2087.555263 = -87833.683289 nChanged 13 SP:Iteration 7Q (1153.742139 sec): 3 clusters Score: Raw -89938.676124 + Penalty 2087.555263 = -87851.120861 nChanged 9 SP:Iteration 8Q (1153.788619 sec): 3 clusters Score: Raw -89962.414320 + Penalty 2087.555263 = -87874.859056 nChanged 14 SP:Iteration 9Q (1153.838588 sec): 3 clusters Score: Raw -89982.243373 + Penalty 2087.555263 = -87894.688110 nChanged 2 SP:Iteration 10Q (1153.882274 sec): 3 clusters Score: Raw -89987.344691 + Penalty 2087.555263 = -87899.789428 nChanged 3 SP:Iteration 11Q (1153.914287 sec): 3 clusters Score: Raw -89990.155302 + Penalty 2087.555263 = -87902.600039 nChanged 3 SP:Iteration 12Q (1153.956570 sec): 3 clusters Score: Raw -89994.659837 + Penalty 2087.555263 = -87907.104573 nChanged 3 SP:Iteration 13Q (1154.013555 sec): 3 clusters Score: Raw -90000.585965 + Penalty 2087.555263 = -87913.030702 nChanged 4 SP:Iteration 14Q (1154.064693 sec): 3 clusters Score: Raw -90009.808235 + Penalty 2087.555263 = -87922.252972 nChanged 8 SP:Iteration 15Q (1154.111480 sec): 3 clusters Score: Raw -90017.990678 + Penalty 2087.555263 = -87930.435415 nChanged 5 SP:Iteration 16Q (1154.155609 sec): 3 clusters Score: Raw -90025.758025 + Penalty 2087.555263 = -87938.202762 nChanged 5 SP:Iteration 17Q (1154.206383 sec): 3 clusters Score: Raw -90033.655457 + Penalty 2087.555263 = -87946.100194 nChanged 3 SP:Iteration 18Q (1154.247381 sec): 3 clusters Score: Raw -90037.463590 + Penalty 2087.555263 = -87949.908327 nChanged 2 SP:Iteration 19Q (1154.292881 sec): 3 clusters Score: Raw -90039.635126 + Penalty 2087.555263 = -87952.079863 nChanged 1 SP:Iteration 20F (1154.339313 sec): 3 clusters Score: Raw -90041.237989 + Penalty 2087.555263 = -87953.682726 nChanged 0 Trying to split cluster 19 (1106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1154.364451 sec): 2 clusters Score: Raw -143380.560662 + Penalty 1138.882092 = -142241.678570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1154.415497 sec): 3 clusters Score: Raw -143038.763606 + Penalty 2277.764184 = -140760.999421 nChanged 333 SP:Iteration 1F (1154.465280 sec): 3 clusters Score: Raw -143332.312912 + Penalty 2277.764184 = -141054.548728 nChanged 79 SP:Iteration 2F (1154.504865 sec): 3 clusters Score: Raw -143442.597407 + Penalty 2277.764184 = -141164.833222 nChanged 71 SP:Iteration 3F (1154.562408 sec): 3 clusters Score: Raw -143529.743850 + Penalty 2277.764184 = -141251.979666 nChanged 58 SP:Iteration 4F (1154.613252 sec): 3 clusters Score: Raw -143611.067631 + Penalty 2277.764184 = -141333.303447 nChanged 58 SP:Iteration 5F (1154.652221 sec): 3 clusters Score: Raw -143679.390493 + Penalty 2277.764184 = -141401.626308 nChanged 33 SP:Iteration 6Q (1154.705419 sec): 3 clusters Score: Raw -143725.159659 + Penalty 2277.764184 = -141447.395474 nChanged 18 SP:Iteration 7Q (1154.744608 sec): 3 clusters Score: Raw -143743.340514 + Penalty 2277.764184 = -141465.576329 nChanged 11 SP:Iteration 8Q (1154.805386 sec): 3 clusters Score: Raw -143758.132365 + Penalty 2277.764184 = -141480.368181 nChanged 20 SP:Iteration 9Q (1154.854772 sec): 3 clusters Score: Raw -143783.976976 + Penalty 2277.764184 = -141506.212792 nChanged 10 SP:Iteration 10Q (1154.902004 sec): 3 clusters Score: Raw -143797.949845 + Penalty 2277.764184 = -141520.185661 nChanged 13 SP:Iteration 11Q (1154.945895 sec): 3 clusters Score: Raw -143814.108465 + Penalty 2277.764184 = -141536.344281 nChanged 8 SP:Iteration 12Q (1154.997468 sec): 3 clusters Score: Raw -143824.530075 + Penalty 2277.764184 = -141546.765891 nChanged 8 SP:Iteration 13Q (1155.048250 sec): 3 clusters Score: Raw -143833.570846 + Penalty 2277.764184 = -141555.806661 nChanged 6 SP:Iteration 14Q (1155.088016 sec): 3 clusters Score: Raw -143841.320037 + Penalty 2277.764184 = -141563.555853 nChanged 4 SP:Iteration 15Q (1155.129565 sec): 3 clusters Score: Raw -143848.064599 + Penalty 2277.764184 = -141570.300415 nChanged 10 SP:Iteration 16Q (1155.177655 sec): 3 clusters Score: Raw -143859.009460 + Penalty 2277.764184 = -141581.245276 nChanged 5 SP:Iteration 17Q (1155.227277 sec): 3 clusters Score: Raw -143862.729197 + Penalty 2277.764184 = -141584.965013 nChanged 0 SP:Iteration 18F (1155.280327 sec): 3 clusters Score: Raw -143862.729197 + Penalty 2277.764184 = -141584.965013 nChanged 0 Trying to split cluster 20 (37065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1155.360353 sec): 2 clusters Score: Raw -5226865.263884 + Penalty 1709.569616 = -5225155.694268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1155.464090 sec): 3 clusters Score: Raw -5203716.199054 + Penalty 3419.139232 = -5200297.059821 nChanged 17155 SP:Iteration 1F (1155.564540 sec): 3 clusters Score: Raw -5213689.335416 + Penalty 3419.139232 = -5210270.196183 nChanged 1659 SP:Iteration 2Q (1155.683583 sec): 3 clusters Score: Raw -5214269.453246 + Penalty 3419.139232 = -5210850.314013 nChanged 1724 SP:Iteration 3Q (1155.792387 sec): 3 clusters Score: Raw -5214922.667520 + Penalty 3419.139232 = -5211503.528288 nChanged 1757 SP:Iteration 4Q (1155.899580 sec): 3 clusters Score: Raw -5215652.864773 + Penalty 3419.139232 = -5212233.725541 nChanged 1841 SP:Iteration 5Q (1156.010876 sec): 3 clusters Score: Raw -5216481.808669 + Penalty 3419.139232 = -5213062.669437 nChanged 1824 SP:Iteration 6Q (1156.124039 sec): 3 clusters Score: Raw -5217389.729846 + Penalty 3419.139232 = -5213970.590614 nChanged 1856 SP:Iteration 7F (1156.231908 sec): 3 clusters Score: Raw -5218435.041226 + Penalty 3419.139232 = -5215015.901994 nChanged 1864 SP:Iteration 8F (1156.338351 sec): 3 clusters Score: Raw -5219588.340113 + Penalty 3419.139232 = -5216169.200881 nChanged 1756 SP:Iteration 9Q (1156.436827 sec): 3 clusters Score: Raw -5220743.001649 + Penalty 3419.139232 = -5217323.862417 nChanged 1610 SP:Iteration 10Q (1156.556664 sec): 3 clusters Score: Raw -5221728.254281 + Penalty 3419.139232 = -5218309.115049 nChanged 1284 SP:Iteration 11Q (1156.663755 sec): 3 clusters Score: Raw -5222480.515573 + Penalty 3419.139232 = -5219061.376340 nChanged 996 SP:Iteration 12Q (1156.776319 sec): 3 clusters Score: Raw -5223023.069742 + Penalty 3419.139232 = -5219603.930510 nChanged 772 SP:Iteration 13Q (1156.873522 sec): 3 clusters Score: Raw -5223466.718676 + Penalty 3419.139232 = -5220047.579443 nChanged 690 SP:Iteration 14Q (1156.972518 sec): 3 clusters Score: Raw -5223908.749514 + Penalty 3419.139232 = -5220489.610282 nChanged 662 SP:Iteration 15Q (1157.080229 sec): 3 clusters Score: Raw -5224396.852577 + Penalty 3419.139232 = -5220977.713344 nChanged 614 SP:Iteration 16Q (1157.188103 sec): 3 clusters Score: Raw -5224835.804152 + Penalty 3419.139232 = -5221416.664920 nChanged 519 SP:Iteration 17Q (1157.289409 sec): 3 clusters Score: Raw -5225159.843757 + Penalty 3419.139232 = -5221740.704525 nChanged 469 SP:Iteration 18Q (1157.383236 sec): 3 clusters Score: Raw -5225420.782793 + Penalty 3419.139232 = -5222001.643561 nChanged 389 SP:Iteration 19Q (1157.482384 sec): 3 clusters Score: Raw -5225612.875275 + Penalty 3419.139232 = -5222193.736043 nChanged 339 SP:Iteration 20F (1157.582332 sec): 3 clusters Score: Raw -5225777.025446 + Penalty 3419.139232 = -5222357.886214 nChanged 323 SP:Iteration 21Q (1157.680293 sec): 3 clusters Score: Raw -5225917.099196 + Penalty 3419.139232 = -5222497.959964 nChanged 263 SP:Iteration 22Q (1157.784647 sec): 3 clusters Score: Raw -5226004.297266 + Penalty 3419.139232 = -5222585.158034 nChanged 230 SP:Iteration 23Q (1157.888552 sec): 3 clusters Score: Raw -5226072.312348 + Penalty 3419.139232 = -5222653.173116 nChanged 185 SP:Iteration 24Q (1157.989007 sec): 3 clusters Score: Raw -5226126.771706 + Penalty 3419.139232 = -5222707.632474 nChanged 173 SP:Iteration 25Q (1158.086983 sec): 3 clusters Score: Raw -5226175.793254 + Penalty 3419.139232 = -5222756.654022 nChanged 152 SP:Iteration 26Q (1158.188466 sec): 3 clusters Score: Raw -5226213.011892 + Penalty 3419.139232 = -5222793.872660 nChanged 117 SP:Iteration 27Q (1158.287222 sec): 3 clusters Score: Raw -5226238.257197 + Penalty 3419.139232 = -5222819.117964 nChanged 96 SP:Iteration 28Q (1158.386378 sec): 3 clusters Score: Raw -5226257.703538 + Penalty 3419.139232 = -5222838.564306 nChanged 101 SP:Iteration 29Q (1158.472062 sec): 3 clusters Score: Raw -5226279.837435 + Penalty 3419.139232 = -5222860.698202 nChanged 93 SP:Iteration 30Q (1158.569383 sec): 3 clusters Score: Raw -5226299.333202 + Penalty 3419.139232 = -5222880.193970 nChanged 80 SP:Iteration 31Q (1158.670178 sec): 3 clusters Score: Raw -5226314.162686 + Penalty 3419.139232 = -5222895.023454 nChanged 75 SP:Iteration 32Q (1158.766597 sec): 3 clusters Score: Raw -5226327.658899 + Penalty 3419.139232 = -5222908.519666 nChanged 65 SP:Iteration 33Q (1158.866159 sec): 3 clusters Score: Raw -5226337.756221 + Penalty 3419.139232 = -5222918.616988 nChanged 69 SP:Iteration 34Q (1158.962099 sec): 3 clusters Score: Raw -5226349.771381 + Penalty 3419.139232 = -5222930.632148 nChanged 68 SP:Iteration 35Q (1159.063811 sec): 3 clusters Score: Raw -5226362.401335 + Penalty 3419.139232 = -5222943.262103 nChanged 64 SP:Iteration 36Q (1159.159641 sec): 3 clusters Score: Raw -5226373.394183 + Penalty 3419.139232 = -5222954.254950 nChanged 64 SP:Iteration 37Q (1159.243263 sec): 3 clusters Score: Raw -5226384.138993 + Penalty 3419.139232 = -5222964.999761 nChanged 54 SP:Iteration 38Q (1159.350002 sec): 3 clusters Score: Raw -5226395.158988 + Penalty 3419.139232 = -5222976.019756 nChanged 67 SP:Iteration 39Q (1159.429078 sec): 3 clusters Score: Raw -5226408.875736 + Penalty 3419.139232 = -5222989.736504 nChanged 57 SP:Iteration 40F (1159.537144 sec): 3 clusters Score: Raw -5226420.666998 + Penalty 3419.139232 = -5223001.527766 nChanged 61 SP:Iteration 41Q (1159.641671 sec): 3 clusters Score: Raw -5226432.132942 + Penalty 3419.139232 = -5223012.993709 nChanged 53 SP:Iteration 42Q (1159.726834 sec): 3 clusters Score: Raw -5226441.960557 + Penalty 3419.139232 = -5223022.821325 nChanged 53 SP:Iteration 43Q (1159.831862 sec): 3 clusters Score: Raw -5226452.789198 + Penalty 3419.139232 = -5223033.649965 nChanged 70 SP:Iteration 44Q (1159.928117 sec): 3 clusters Score: Raw -5226468.601956 + Penalty 3419.139232 = -5223049.462724 nChanged 66 SP:Iteration 45Q (1160.025851 sec): 3 clusters Score: Raw -5226482.372620 + Penalty 3419.139232 = -5223063.233388 nChanged 69 SP:Iteration 46Q (1160.128729 sec): 3 clusters Score: Raw -5226496.809238 + Penalty 3419.139232 = -5223077.670006 nChanged 65 SP:Iteration 47Q (1160.226797 sec): 3 clusters Score: Raw -5226512.912162 + Penalty 3419.139232 = -5223093.772930 nChanged 80 SP:Iteration 48Q (1160.326037 sec): 3 clusters Score: Raw -5226532.911239 + Penalty 3419.139232 = -5223113.772007 nChanged 83 SP:Iteration 49Q (1160.416960 sec): 3 clusters Score: Raw -5226552.873157 + Penalty 3419.139232 = -5223133.733924 nChanged 81 SP:Iteration 50Q (1160.519509 sec): 3 clusters Score: Raw -5226570.430936 + Penalty 3419.139232 = -5223151.291704 nChanged 60 SP:Iteration 51Q (1160.612523 sec): 3 clusters Score: Raw -5226582.786018 + Penalty 3419.139232 = -5223163.646786 nChanged 66 SP:Iteration 52Q (1160.707355 sec): 3 clusters Score: Raw -5226596.913735 + Penalty 3419.139232 = -5223177.774502 nChanged 63 SP:Iteration 53Q (1160.801341 sec): 3 clusters Score: Raw -5226613.521005 + Penalty 3419.139232 = -5223194.381772 nChanged 76 SP:Iteration 54Q (1160.895787 sec): 3 clusters Score: Raw -5226633.816812 + Penalty 3419.139232 = -5223214.677580 nChanged 69 SP:Iteration 55Q (1160.992747 sec): 3 clusters Score: Raw -5226650.628227 + Penalty 3419.139232 = -5223231.488995 nChanged 67 SP:Iteration 56Q (1161.080260 sec): 3 clusters Score: Raw -5226670.012820 + Penalty 3419.139232 = -5223250.873587 nChanged 81 SP:Iteration 57Q (1161.170987 sec): 3 clusters Score: Raw -5226695.560183 + Penalty 3419.139232 = -5223276.420951 nChanged 69 SP:Iteration 58Q (1161.265204 sec): 3 clusters Score: Raw -5226714.966701 + Penalty 3419.139232 = -5223295.827469 nChanged 58 SP:Iteration 59Q (1161.360607 sec): 3 clusters Score: Raw -5226731.080178 + Penalty 3419.139232 = -5223311.940946 nChanged 51 SP:Iteration 60F (1161.462449 sec): 3 clusters Score: Raw -5226743.801727 + Penalty 3419.139232 = -5223324.662495 nChanged 44 SP:Iteration 61Q (1161.547195 sec): 3 clusters Score: Raw -5226756.017179 + Penalty 3419.139232 = -5223336.877947 nChanged 44 SP:Iteration 62Q (1161.649620 sec): 3 clusters Score: Raw -5226767.862021 + Penalty 3419.139232 = -5223348.722788 nChanged 52 SP:Iteration 63Q (1161.742308 sec): 3 clusters Score: Raw -5226782.533365 + Penalty 3419.139232 = -5223363.394132 nChanged 61 SP:Iteration 64Q (1161.837716 sec): 3 clusters Score: Raw -5226802.769046 + Penalty 3419.139232 = -5223383.629813 nChanged 65 SP:Iteration 65Q (1161.928053 sec): 3 clusters Score: Raw -5226821.406611 + Penalty 3419.139232 = -5223402.267379 nChanged 52 SP:Iteration 66Q (1162.022681 sec): 3 clusters Score: Raw -5226835.017479 + Penalty 3419.139232 = -5223415.878247 nChanged 37 SP:Iteration 67Q (1162.119576 sec): 3 clusters Score: Raw -5226845.082941 + Penalty 3419.139232 = -5223425.943709 nChanged 35 SP:Iteration 68Q (1162.213988 sec): 3 clusters Score: Raw -5226854.167677 + Penalty 3419.139232 = -5223435.028444 nChanged 34 SP:Iteration 69Q (1162.307410 sec): 3 clusters Score: Raw -5226862.455080 + Penalty 3419.139232 = -5223443.315848 nChanged 28 SP:Iteration 70Q (1162.399325 sec): 3 clusters Score: Raw -5226869.476821 + Penalty 3419.139232 = -5223450.337589 nChanged 24 SP:Iteration 71Q (1162.488961 sec): 3 clusters Score: Raw -5226874.263043 + Penalty 3419.139232 = -5223455.123811 nChanged 23 SP:Iteration 72Q (1162.574127 sec): 3 clusters Score: Raw -5226880.291563 + Penalty 3419.139232 = -5223461.152331 nChanged 22 SP:Iteration 73Q (1162.663240 sec): 3 clusters Score: Raw -5226887.405281 + Penalty 3419.139232 = -5223468.266048 nChanged 22 SP:Iteration 74Q (1162.759141 sec): 3 clusters Score: Raw -5226893.505148 + Penalty 3419.139232 = -5223474.365916 nChanged 19 SP:Iteration 75Q (1162.860158 sec): 3 clusters Score: Raw -5226898.909133 + Penalty 3419.139232 = -5223479.769901 nChanged 20 SP:Iteration 76Q (1162.949525 sec): 3 clusters Score: Raw -5226904.777545 + Penalty 3419.139232 = -5223485.638313 nChanged 19 SP:Iteration 77Q (1163.039192 sec): 3 clusters Score: Raw -5226909.749888 + Penalty 3419.139232 = -5223490.610655 nChanged 19 SP:Iteration 78Q (1163.137942 sec): 3 clusters Score: Raw -5226914.895331 + Penalty 3419.139232 = -5223495.756099 nChanged 24 SP:Iteration 79Q (1163.232201 sec): 3 clusters Score: Raw -5226921.482460 + Penalty 3419.139232 = -5223502.343227 nChanged 24 SP:Iteration 80F (1163.331886 sec): 3 clusters Score: Raw -5226926.659660 + Penalty 3419.139232 = -5223507.520427 nChanged 18 SP:Iteration 81Q (1163.425720 sec): 3 clusters Score: Raw -5226930.500162 + Penalty 3419.139232 = -5223511.360930 nChanged 19 SP:Iteration 82Q (1163.516279 sec): 3 clusters Score: Raw -5226936.030484 + Penalty 3419.139232 = -5223516.891252 nChanged 20 SP:Iteration 83Q (1163.618362 sec): 3 clusters Score: Raw -5226941.434957 + Penalty 3419.139232 = -5223522.295725 nChanged 16 SP:Iteration 84Q (1163.712784 sec): 3 clusters Score: Raw -5226944.804195 + Penalty 3419.139232 = -5223525.664963 nChanged 16 SP:Iteration 85Q (1163.809433 sec): 3 clusters Score: Raw -5226949.321921 + Penalty 3419.139232 = -5223530.182689 nChanged 21 SP:Iteration 86Q (1163.905287 sec): 3 clusters Score: Raw -5226955.428216 + Penalty 3419.139232 = -5223536.288984 nChanged 18 SP:Iteration 87Q (1163.994838 sec): 3 clusters Score: Raw -5226959.413677 + Penalty 3419.139232 = -5223540.274444 nChanged 13 SP:Iteration 88Q (1164.091012 sec): 3 clusters Score: Raw -5226962.143996 + Penalty 3419.139232 = -5223543.004764 nChanged 8 SP:Iteration 89Q (1164.186167 sec): 3 clusters Score: Raw -5226965.000079 + Penalty 3419.139232 = -5223545.860847 nChanged 15 SP:Iteration 90Q (1164.282076 sec): 3 clusters Score: Raw -5226969.048174 + Penalty 3419.139232 = -5223549.908942 nChanged 14 SP:Iteration 91Q (1164.375969 sec): 3 clusters Score: Raw -5226972.679390 + Penalty 3419.139232 = -5223553.540157 nChanged 10 SP:Iteration 92Q (1164.470765 sec): 3 clusters Score: Raw -5226974.942582 + Penalty 3419.139232 = -5223555.803350 nChanged 8 SP:Iteration 93Q (1164.571526 sec): 3 clusters Score: Raw -5226976.542363 + Penalty 3419.139232 = -5223557.403131 nChanged 3 SP:Iteration 94Q (1164.665971 sec): 3 clusters Score: Raw -5226976.914801 + Penalty 3419.139232 = -5223557.775569 nChanged 5 SP:Iteration 95Q (1164.763407 sec): 3 clusters Score: Raw -5226977.602889 + Penalty 3419.139232 = -5223558.463656 nChanged 5 SP:Iteration 96Q (1164.854367 sec): 3 clusters Score: Raw -5226978.575379 + Penalty 3419.139232 = -5223559.436146 nChanged 8 SP:Iteration 97Q (1164.947365 sec): 3 clusters Score: Raw -5226980.961230 + Penalty 3419.139232 = -5223561.821998 nChanged 13 SP:Iteration 98Q (1165.041594 sec): 3 clusters Score: Raw -5226984.061325 + Penalty 3419.139232 = -5223564.922093 nChanged 9 SP:Iteration 99Q (1165.135757 sec): 3 clusters Score: Raw -5226986.085293 + Penalty 3419.139232 = -5223566.946060 nChanged 7 SP:Iteration 100F (1165.238845 sec): 3 clusters Score: Raw -5226988.128973 + Penalty 3419.139232 = -5223568.989740 nChanged 8 SP:Iteration 101Q (1165.330661 sec): 3 clusters Score: Raw -5226989.902612 + Penalty 3419.139232 = -5223570.763380 nChanged 8 SP:Iteration 102Q (1165.422653 sec): 3 clusters Score: Raw -5226991.181325 + Penalty 3419.139232 = -5223572.042092 nChanged 9 SP:Iteration 103Q (1165.515236 sec): 3 clusters Score: Raw -5226993.619832 + Penalty 3419.139232 = -5223574.480600 nChanged 14 SP:Iteration 104Q (1165.595094 sec): 3 clusters Score: Raw -5226997.614198 + Penalty 3419.139232 = -5223578.474966 nChanged 15 SP:Iteration 105Q (1165.697356 sec): 3 clusters Score: Raw -5227000.957029 + Penalty 3419.139232 = -5223581.817796 nChanged 15 SP:Iteration 106Q (1165.790677 sec): 3 clusters Score: Raw -5227005.591717 + Penalty 3419.139232 = -5223586.452484 nChanged 21 SP:Iteration 107Q (1165.886042 sec): 3 clusters Score: Raw -5227012.898738 + Penalty 3419.139232 = -5223593.759506 nChanged 22 SP:Iteration 108Q (1165.979709 sec): 3 clusters Score: Raw -5227020.837017 + Penalty 3419.139232 = -5223601.697784 nChanged 18 SP:Iteration 109Q (1166.070363 sec): 3 clusters Score: Raw -5227028.039398 + Penalty 3419.139232 = -5223608.900165 nChanged 15 SP:Iteration 110Q (1166.162475 sec): 3 clusters Score: Raw -5227031.974998 + Penalty 3419.139232 = -5223612.835765 nChanged 9 SP:Iteration 111Q (1166.251935 sec): 3 clusters Score: Raw -5227034.556638 + Penalty 3419.139232 = -5223615.417406 nChanged 12 SP:Iteration 112Q (1166.328903 sec): 3 clusters Score: Raw -5227037.583022 + Penalty 3419.139232 = -5223618.443790 nChanged 11 SP:Iteration 113Q (1166.427863 sec): 3 clusters Score: Raw -5227040.034603 + Penalty 3419.139232 = -5223620.895371 nChanged 6 SP:Iteration 114Q (1166.520546 sec): 3 clusters Score: Raw -5227041.302639 + Penalty 3419.139232 = -5223622.163407 nChanged 4 SP:Iteration 115Q (1166.612842 sec): 3 clusters Score: Raw -5227042.439262 + Penalty 3419.139232 = -5223623.300030 nChanged 4 SP:Iteration 116Q (1166.706178 sec): 3 clusters Score: Raw -5227043.175812 + Penalty 3419.139232 = -5223624.036580 nChanged 8 SP:Iteration 117Q (1166.802609 sec): 3 clusters Score: Raw -5227044.559220 + Penalty 3419.139232 = -5223625.419987 nChanged 2 SP:Iteration 118Q (1166.893647 sec): 3 clusters Score: Raw -5227045.152185 + Penalty 3419.139232 = -5223626.012953 nChanged 2 SP:Iteration 119Q (1166.983974 sec): 3 clusters Score: Raw -5227045.624137 + Penalty 3419.139232 = -5223626.484905 nChanged 2 SP:Iteration 120F (1167.087736 sec): 3 clusters Score: Raw -5227046.198284 + Penalty 3419.139232 = -5223627.059052 nChanged 4 SP:Iteration 121Q (1167.178605 sec): 3 clusters Score: Raw -5227046.954808 + Penalty 3419.139232 = -5223627.815575 nChanged 2 SP:Iteration 122Q (1167.280875 sec): 3 clusters Score: Raw -5227047.353549 + Penalty 3419.139232 = -5223628.214317 nChanged 3 SP:Iteration 123Q (1167.372478 sec): 3 clusters Score: Raw -5227048.255000 + Penalty 3419.139232 = -5223629.115768 nChanged 5 SP:Iteration 124Q (1167.473160 sec): 3 clusters Score: Raw -5227049.654910 + Penalty 3419.139232 = -5223630.515678 nChanged 5 SP:Iteration 125Q (1167.559977 sec): 3 clusters Score: Raw -5227050.957754 + Penalty 3419.139232 = -5223631.818522 nChanged 3 SP:Iteration 126Q (1167.650080 sec): 3 clusters Score: Raw -5227051.611721 + Penalty 3419.139232 = -5223632.472489 nChanged 3 SP:Iteration 127Q (1167.743086 sec): 3 clusters Score: Raw -5227052.454696 + Penalty 3419.139232 = -5223633.315463 nChanged 4 SP:Iteration 128Q (1167.829752 sec): 3 clusters Score: Raw -5227053.288662 + Penalty 3419.139232 = -5223634.149430 nChanged 1 SP:Iteration 129Q (1167.927085 sec): 3 clusters Score: Raw -5227053.624576 + Penalty 3419.139232 = -5223634.485344 nChanged 2 SP:Iteration 130Q (1168.019633 sec): 3 clusters Score: Raw -5227054.175601 + Penalty 3419.139232 = -5223635.036369 nChanged 2 SP:Iteration 131Q (1168.113400 sec): 3 clusters Score: Raw -5227054.681436 + Penalty 3419.139232 = -5223635.542204 nChanged 0 SP:Iteration 132F (1168.210095 sec): 3 clusters Score: Raw -5227054.681436 + Penalty 3419.139232 = -5223635.542204 nChanged 0 Trying to split cluster 21 (22901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1168.271917 sec): 2 clusters Score: Raw -3141854.427592 + Penalty 1631.327077 = -3140223.100515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1168.358723 sec): 3 clusters Score: Raw -3127915.315906 + Penalty 3262.654153 = -3124652.661753 nChanged 10417 SP:Iteration 1F (1168.439036 sec): 3 clusters Score: Raw -3133696.488820 + Penalty 3262.654153 = -3130433.834666 nChanged 1201 SP:Iteration 2F (1168.528054 sec): 3 clusters Score: Raw -3134124.458684 + Penalty 3262.654153 = -3130861.804530 nChanged 1049 SP:Iteration 3Q (1168.606315 sec): 3 clusters Score: Raw -3134509.403235 + Penalty 3262.654153 = -3131246.749081 nChanged 991 SP:Iteration 4Q (1168.686607 sec): 3 clusters Score: Raw -3134891.980787 + Penalty 3262.654153 = -3131629.326633 nChanged 1022 SP:Iteration 5Q (1168.784872 sec): 3 clusters Score: Raw -3135347.338967 + Penalty 3262.654153 = -3132084.684814 nChanged 1109 SP:Iteration 6Q (1168.870841 sec): 3 clusters Score: Raw -3135951.686865 + Penalty 3262.654153 = -3132689.032712 nChanged 1181 SP:Iteration 7F (1168.948903 sec): 3 clusters Score: Raw -3136628.890294 + Penalty 3262.654153 = -3133366.236141 nChanged 1221 SP:Iteration 8F (1169.024125 sec): 3 clusters Score: Raw -3137441.953162 + Penalty 3262.654153 = -3134179.299009 nChanged 1196 SP:Iteration 9F (1169.111026 sec): 3 clusters Score: Raw -3138197.544141 + Penalty 3262.654153 = -3134934.889987 nChanged 1024 SP:Iteration 10Q (1169.186350 sec): 3 clusters Score: Raw -3138715.133884 + Penalty 3262.654153 = -3135452.479730 nChanged 832 SP:Iteration 11Q (1169.275271 sec): 3 clusters Score: Raw -3139102.564506 + Penalty 3262.654153 = -3135839.910353 nChanged 656 SP:Iteration 12Q (1169.363649 sec): 3 clusters Score: Raw -3139354.423395 + Penalty 3262.654153 = -3136091.769242 nChanged 519 SP:Iteration 13Q (1169.447058 sec): 3 clusters Score: Raw -3139519.258430 + Penalty 3262.654153 = -3136256.604277 nChanged 402 SP:Iteration 14Q (1169.530872 sec): 3 clusters Score: Raw -3139640.811149 + Penalty 3262.654153 = -3136378.156996 nChanged 366 SP:Iteration 15Q (1169.615980 sec): 3 clusters Score: Raw -3139756.029781 + Penalty 3262.654153 = -3136493.375628 nChanged 319 SP:Iteration 16Q (1169.703361 sec): 3 clusters Score: Raw -3139851.160652 + Penalty 3262.654153 = -3136588.506499 nChanged 317 SP:Iteration 17Q (1169.785081 sec): 3 clusters Score: Raw -3139941.164942 + Penalty 3262.654153 = -3136678.510788 nChanged 273 SP:Iteration 18Q (1169.855555 sec): 3 clusters Score: Raw -3140017.812197 + Penalty 3262.654153 = -3136755.158043 nChanged 300 SP:Iteration 19Q (1169.940970 sec): 3 clusters Score: Raw -3140105.170761 + Penalty 3262.654153 = -3136842.516608 nChanged 287 SP:Iteration 20F (1170.030981 sec): 3 clusters Score: Raw -3140181.586995 + Penalty 3262.654153 = -3136918.932842 nChanged 259 SP:Iteration 21Q (1170.119137 sec): 3 clusters Score: Raw -3140245.455937 + Penalty 3262.654153 = -3136982.801783 nChanged 241 SP:Iteration 22Q (1170.196912 sec): 3 clusters Score: Raw -3140302.713324 + Penalty 3262.654153 = -3137040.059170 nChanged 256 SP:Iteration 23Q (1170.286131 sec): 3 clusters Score: Raw -3140358.304335 + Penalty 3262.654153 = -3137095.650181 nChanged 218 SP:Iteration 24Q (1170.372002 sec): 3 clusters Score: Raw -3140400.310018 + Penalty 3262.654153 = -3137137.655864 nChanged 190 SP:Iteration 25Q (1170.456065 sec): 3 clusters Score: Raw -3140438.186841 + Penalty 3262.654153 = -3137175.532688 nChanged 209 SP:Iteration 26Q (1170.540095 sec): 3 clusters Score: Raw -3140485.981100 + Penalty 3262.654153 = -3137223.326947 nChanged 209 SP:Iteration 27Q (1170.626057 sec): 3 clusters Score: Raw -3140536.086250 + Penalty 3262.654153 = -3137273.432097 nChanged 244 SP:Iteration 28Q (1170.711042 sec): 3 clusters Score: Raw -3140599.695300 + Penalty 3262.654153 = -3137337.041146 nChanged 247 SP:Iteration 29Q (1170.795119 sec): 3 clusters Score: Raw -3140663.596201 + Penalty 3262.654153 = -3137400.942047 nChanged 227 SP:Iteration 30Q (1170.880244 sec): 3 clusters Score: Raw -3140725.746206 + Penalty 3262.654153 = -3137463.092052 nChanged 244 SP:Iteration 31Q (1170.963301 sec): 3 clusters Score: Raw -3140794.009955 + Penalty 3262.654153 = -3137531.355801 nChanged 246 SP:Iteration 32Q (1171.036660 sec): 3 clusters Score: Raw -3140872.098290 + Penalty 3262.654153 = -3137609.444136 nChanged 265 SP:Iteration 33Q (1171.131459 sec): 3 clusters Score: Raw -3140968.203664 + Penalty 3262.654153 = -3137705.549511 nChanged 275 SP:Iteration 34Q (1171.215899 sec): 3 clusters Score: Raw -3141075.928674 + Penalty 3262.654153 = -3137813.274520 nChanged 264 SP:Iteration 35Q (1171.299434 sec): 3 clusters Score: Raw -3141195.820803 + Penalty 3262.654153 = -3137933.166649 nChanged 264 SP:Iteration 36Q (1171.384029 sec): 3 clusters Score: Raw -3141357.531632 + Penalty 3262.654153 = -3138094.877479 nChanged 301 SP:Iteration 37Q (1171.466774 sec): 3 clusters Score: Raw -3141539.819610 + Penalty 3262.654153 = -3138277.165457 nChanged 275 SP:Iteration 38Q (1171.548796 sec): 3 clusters Score: Raw -3141673.631580 + Penalty 3262.654153 = -3138410.977427 nChanged 233 SP:Iteration 39Q (1171.628604 sec): 3 clusters Score: Raw -3141786.199043 + Penalty 3262.654153 = -3138523.544890 nChanged 186 SP:Iteration 40F (1171.701596 sec): 3 clusters Score: Raw -3141860.493697 + Penalty 3262.654153 = -3138597.839543 nChanged 153 SP:Iteration 41Q (1171.793391 sec): 3 clusters Score: Raw -3141911.243107 + Penalty 3262.654153 = -3138648.588953 nChanged 137 SP:Iteration 42Q (1171.873665 sec): 3 clusters Score: Raw -3141947.724334 + Penalty 3262.654153 = -3138685.070180 nChanged 124 SP:Iteration 43Q (1171.952241 sec): 3 clusters Score: Raw -3141983.231939 + Penalty 3262.654153 = -3138720.577785 nChanged 104 SP:Iteration 44Q (1172.033746 sec): 3 clusters Score: Raw -3142006.966934 + Penalty 3262.654153 = -3138744.312780 nChanged 88 SP:Iteration 45Q (1172.100909 sec): 3 clusters Score: Raw -3142026.139108 + Penalty 3262.654153 = -3138763.484954 nChanged 86 SP:Iteration 46Q (1172.190973 sec): 3 clusters Score: Raw -3142042.473345 + Penalty 3262.654153 = -3138779.819192 nChanged 67 SP:Iteration 47Q (1172.269398 sec): 3 clusters Score: Raw -3142053.387772 + Penalty 3262.654153 = -3138790.733618 nChanged 53 SP:Iteration 48Q (1172.346865 sec): 3 clusters Score: Raw -3142061.195055 + Penalty 3262.654153 = -3138798.540902 nChanged 57 SP:Iteration 49Q (1172.414194 sec): 3 clusters Score: Raw -3142069.040913 + Penalty 3262.654153 = -3138806.386760 nChanged 47 SP:Iteration 50Q (1172.500612 sec): 3 clusters Score: Raw -3142076.664752 + Penalty 3262.654153 = -3138814.010599 nChanged 48 SP:Iteration 51Q (1172.577627 sec): 3 clusters Score: Raw -3142085.012614 + Penalty 3262.654153 = -3138822.358460 nChanged 44 SP:Iteration 52Q (1172.645913 sec): 3 clusters Score: Raw -3142093.141423 + Penalty 3262.654153 = -3138830.487270 nChanged 41 SP:Iteration 53Q (1172.728779 sec): 3 clusters Score: Raw -3142099.130236 + Penalty 3262.654153 = -3138836.476082 nChanged 39 SP:Iteration 54Q (1172.808714 sec): 3 clusters Score: Raw -3142105.800161 + Penalty 3262.654153 = -3138843.146008 nChanged 38 SP:Iteration 55Q (1172.888206 sec): 3 clusters Score: Raw -3142110.779476 + Penalty 3262.654153 = -3138848.125322 nChanged 26 SP:Iteration 56Q (1172.965386 sec): 3 clusters Score: Raw -3142114.456033 + Penalty 3262.654153 = -3138851.801880 nChanged 17 SP:Iteration 57Q (1173.047833 sec): 3 clusters Score: Raw -3142116.014784 + Penalty 3262.654153 = -3138853.360631 nChanged 13 SP:Iteration 58Q (1173.130217 sec): 3 clusters Score: Raw -3142117.342590 + Penalty 3262.654153 = -3138854.688437 nChanged 8 SP:Iteration 59Q (1173.205815 sec): 3 clusters Score: Raw -3142118.432119 + Penalty 3262.654153 = -3138855.777965 nChanged 8 SP:Iteration 60F (1173.286095 sec): 3 clusters Score: Raw -3142119.124910 + Penalty 3262.654153 = -3138856.470756 nChanged 8 SP:Iteration 61Q (1173.367623 sec): 3 clusters Score: Raw -3142119.860790 + Penalty 3262.654153 = -3138857.206637 nChanged 10 SP:Iteration 62Q (1173.448017 sec): 3 clusters Score: Raw -3142120.920347 + Penalty 3262.654153 = -3138858.266193 nChanged 6 SP:Iteration 63Q (1173.526593 sec): 3 clusters Score: Raw -3142121.518899 + Penalty 3262.654153 = -3138858.864746 nChanged 13 SP:Iteration 64Q (1173.606986 sec): 3 clusters Score: Raw -3142122.676108 + Penalty 3262.654153 = -3138860.021954 nChanged 9 SP:Iteration 65Q (1173.687754 sec): 3 clusters Score: Raw -3142123.610346 + Penalty 3262.654153 = -3138860.956192 nChanged 10 SP:Iteration 66Q (1173.762397 sec): 3 clusters Score: Raw -3142124.350636 + Penalty 3262.654153 = -3138861.696483 nChanged 8 SP:Iteration 67Q (1173.831098 sec): 3 clusters Score: Raw -3142124.970180 + Penalty 3262.654153 = -3138862.316027 nChanged 6 SP:Iteration 68Q (1173.920043 sec): 3 clusters Score: Raw -3142125.331232 + Penalty 3262.654153 = -3138862.677079 nChanged 4 SP:Iteration 69Q (1173.999271 sec): 3 clusters Score: Raw -3142125.682763 + Penalty 3262.654153 = -3138863.028610 nChanged 4 SP:Iteration 70Q (1174.066983 sec): 3 clusters Score: Raw -3142126.142412 + Penalty 3262.654153 = -3138863.488259 nChanged 3 SP:Iteration 71Q (1174.156590 sec): 3 clusters Score: Raw -3142126.285765 + Penalty 3262.654153 = -3138863.631611 nChanged 4 SP:Iteration 72Q (1174.221492 sec): 3 clusters Score: Raw -3142126.625680 + Penalty 3262.654153 = -3138863.971527 nChanged 4 SP:Iteration 73Q (1174.310884 sec): 3 clusters Score: Raw -3142127.138656 + Penalty 3262.654153 = -3138864.484503 nChanged 7 SP:Iteration 74Q (1174.382257 sec): 3 clusters Score: Raw -3142127.753543 + Penalty 3262.654153 = -3138865.099389 nChanged 9 SP:Iteration 75Q (1174.461916 sec): 3 clusters Score: Raw -3142128.484650 + Penalty 3262.654153 = -3138865.830497 nChanged 7 SP:Iteration 76Q (1174.535223 sec): 3 clusters Score: Raw -3142129.052372 + Penalty 3262.654153 = -3138866.398218 nChanged 7 SP:Iteration 77Q (1174.627533 sec): 3 clusters Score: Raw -3142129.672830 + Penalty 3262.654153 = -3138867.018676 nChanged 6 SP:Iteration 78Q (1174.703260 sec): 3 clusters Score: Raw -3142130.585250 + Penalty 3262.654153 = -3138867.931097 nChanged 9 SP:Iteration 79Q (1174.786431 sec): 3 clusters Score: Raw -3142131.550613 + Penalty 3262.654153 = -3138868.896460 nChanged 12 SP:Iteration 80F (1174.866371 sec): 3 clusters Score: Raw -3142133.215050 + Penalty 3262.654153 = -3138870.560896 nChanged 10 SP:Iteration 81Q (1174.950120 sec): 3 clusters Score: Raw -3142134.242185 + Penalty 3262.654153 = -3138871.588031 nChanged 11 SP:Iteration 82Q (1175.032738 sec): 3 clusters Score: Raw -3142135.409358 + Penalty 3262.654153 = -3138872.755205 nChanged 11 SP:Iteration 83Q (1175.111878 sec): 3 clusters Score: Raw -3142136.191554 + Penalty 3262.654153 = -3138873.537400 nChanged 9 SP:Iteration 84Q (1175.191739 sec): 3 clusters Score: Raw -3142137.208720 + Penalty 3262.654153 = -3138874.554567 nChanged 8 SP:Iteration 85Q (1175.270457 sec): 3 clusters Score: Raw -3142138.223271 + Penalty 3262.654153 = -3138875.569118 nChanged 12 SP:Iteration 86Q (1175.347889 sec): 3 clusters Score: Raw -3142140.020762 + Penalty 3262.654153 = -3138877.366609 nChanged 18 SP:Iteration 87Q (1175.423452 sec): 3 clusters Score: Raw -3142142.506803 + Penalty 3262.654153 = -3138879.852649 nChanged 19 SP:Iteration 88Q (1175.504558 sec): 3 clusters Score: Raw -3142144.835727 + Penalty 3262.654153 = -3138882.181573 nChanged 13 SP:Iteration 89Q (1175.585534 sec): 3 clusters Score: Raw -3142146.270425 + Penalty 3262.654153 = -3138883.616271 nChanged 13 SP:Iteration 90Q (1175.667914 sec): 3 clusters Score: Raw -3142147.882612 + Penalty 3262.654153 = -3138885.228458 nChanged 19 SP:Iteration 91Q (1175.744240 sec): 3 clusters Score: Raw -3142150.556321 + Penalty 3262.654153 = -3138887.902168 nChanged 12 SP:Iteration 92Q (1175.816584 sec): 3 clusters Score: Raw -3142152.218726 + Penalty 3262.654153 = -3138889.564572 nChanged 15 SP:Iteration 93Q (1175.900796 sec): 3 clusters Score: Raw -3142154.446269 + Penalty 3262.654153 = -3138891.792116 nChanged 17 SP:Iteration 94Q (1175.972715 sec): 3 clusters Score: Raw -3142156.391725 + Penalty 3262.654153 = -3138893.737572 nChanged 11 SP:Iteration 95Q (1176.063817 sec): 3 clusters Score: Raw -3142157.591904 + Penalty 3262.654153 = -3138894.937750 nChanged 9 SP:Iteration 96Q (1176.138644 sec): 3 clusters Score: Raw -3142158.481632 + Penalty 3262.654153 = -3138895.827479 nChanged 7 SP:Iteration 97Q (1176.220700 sec): 3 clusters Score: Raw -3142158.924537 + Penalty 3262.654153 = -3138896.270383 nChanged 4 SP:Iteration 98Q (1176.297990 sec): 3 clusters Score: Raw -3142159.414544 + Penalty 3262.654153 = -3138896.760391 nChanged 5 SP:Iteration 99Q (1176.379816 sec): 3 clusters Score: Raw -3142159.915440 + Penalty 3262.654153 = -3138897.261287 nChanged 3 SP:Iteration 100F (1176.460342 sec): 3 clusters Score: Raw -3142160.036388 + Penalty 3262.654153 = -3138897.382235 nChanged 3 SP:Iteration 101Q (1176.536960 sec): 3 clusters Score: Raw -3142160.247917 + Penalty 3262.654153 = -3138897.593763 nChanged 1 SP:Iteration 102Q (1176.621303 sec): 3 clusters Score: Raw -3142160.265655 + Penalty 3262.654153 = -3138897.611502 nChanged 0 SP:Iteration 103F (1176.698661 sec): 3 clusters Score: Raw -3142160.265655 + Penalty 3262.654153 = -3138897.611502 nChanged 0 Trying to split cluster 22 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1176.730985 sec): 2 clusters Score: Raw -29854.317211 + Penalty 941.859384 = -28912.457827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1176.771738 sec): 3 clusters Score: Raw -29986.520167 + Penalty 1883.718769 = -28102.801398 nChanged 81 SP:Iteration 1F (1176.811170 sec): 3 clusters Score: Raw -30155.333507 + Penalty 1883.718769 = -28271.614738 nChanged 17 SP:Iteration 2F (1176.859407 sec): 3 clusters Score: Raw -30217.778862 + Penalty 1883.718769 = -28334.060093 nChanged 13 SP:Iteration 3Q (1176.899250 sec): 3 clusters Score: Raw -30240.743052 + Penalty 1883.718769 = -28357.024283 nChanged 9 SP:Iteration 4Q (1176.942887 sec): 3 clusters Score: Raw -30253.981349 + Penalty 1883.718769 = -28370.262580 nChanged 4 SP:Iteration 5Q (1176.996093 sec): 3 clusters Score: Raw -30269.076982 + Penalty 1883.718769 = -28385.358213 nChanged 4 SP:Iteration 6Q (1177.044706 sec): 3 clusters Score: Raw -30274.792761 + Penalty 1883.718769 = -28391.073992 nChanged 2 SP:Iteration 7Q (1177.091049 sec): 3 clusters Score: Raw -30277.699331 + Penalty 1883.718769 = -28393.980562 nChanged 2 SP:Iteration 8Q (1177.139097 sec): 3 clusters Score: Raw -30281.160293 + Penalty 1883.718769 = -28397.441524 nChanged 1 SP:Iteration 9Q (1177.189314 sec): 3 clusters Score: Raw -30282.851020 + Penalty 1883.718769 = -28399.132251 nChanged 1 SP:Iteration 10Q (1177.230417 sec): 3 clusters Score: Raw -30288.164680 + Penalty 1883.718769 = -28404.445911 nChanged 0 SP:Iteration 11F (1177.271258 sec): 3 clusters Score: Raw -30288.164680 + Penalty 1883.718769 = -28404.445911 nChanged 0 Trying to split cluster 23 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1177.293672 sec): 2 clusters Score: Raw -66557.516269 + Penalty 1009.548491 = -65547.967778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1177.334755 sec): 3 clusters Score: Raw -66491.702315 + Penalty 2019.096981 = -64472.605333 nChanged 137 SP:Iteration 1F (1177.372463 sec): 3 clusters Score: Raw -66669.486454 + Penalty 2019.096981 = -64650.389473 nChanged 36 SP:Iteration 2F (1177.421577 sec): 3 clusters Score: Raw -66727.325346 + Penalty 2019.096981 = -64708.228365 nChanged 14 SP:Iteration 3Q (1177.467109 sec): 3 clusters Score: Raw -66744.766472 + Penalty 2019.096981 = -64725.669491 nChanged 14 SP:Iteration 4Q (1177.506705 sec): 3 clusters Score: Raw -66776.652879 + Penalty 2019.096981 = -64757.555898 nChanged 12 SP:Iteration 5Q (1177.551320 sec): 3 clusters Score: Raw -66797.557339 + Penalty 2019.096981 = -64778.460358 nChanged 12 SP:Iteration 6Q (1177.594790 sec): 3 clusters Score: Raw -66818.946294 + Penalty 2019.096981 = -64799.849313 nChanged 10 SP:Iteration 7Q (1177.641160 sec): 3 clusters Score: Raw -66833.247265 + Penalty 2019.096981 = -64814.150283 nChanged 14 SP:Iteration 8Q (1177.691799 sec): 3 clusters Score: Raw -66865.395237 + Penalty 2019.096981 = -64846.298256 nChanged 11 SP:Iteration 9Q (1177.740126 sec): 3 clusters Score: Raw -66898.192150 + Penalty 2019.096981 = -64879.095169 nChanged 12 SP:Iteration 10Q (1177.785562 sec): 3 clusters Score: Raw -66930.182767 + Penalty 2019.096981 = -64911.085786 nChanged 8 SP:Iteration 11Q (1177.836417 sec): 3 clusters Score: Raw -66943.187454 + Penalty 2019.096981 = -64924.090473 nChanged 2 SP:Iteration 12Q (1177.882405 sec): 3 clusters Score: Raw -66945.783758 + Penalty 2019.096981 = -64926.686777 nChanged 1 SP:Iteration 13Q (1177.921998 sec): 3 clusters Score: Raw -66951.793553 + Penalty 2019.096981 = -64932.696572 nChanged 2 SP:Iteration 14Q (1177.962294 sec): 3 clusters Score: Raw -66960.617793 + Penalty 2019.096981 = -64941.520812 nChanged 2 SP:Iteration 15Q (1178.006109 sec): 3 clusters Score: Raw -66967.642598 + Penalty 2019.096981 = -64948.545617 nChanged 5 SP:Iteration 16Q (1178.048564 sec): 3 clusters Score: Raw -66980.866892 + Penalty 2019.096981 = -64961.769911 nChanged 3 SP:Iteration 17Q (1178.087395 sec): 3 clusters Score: Raw -66985.650458 + Penalty 2019.096981 = -64966.553477 nChanged 3 SP:Iteration 18Q (1178.141515 sec): 3 clusters Score: Raw -66992.382564 + Penalty 2019.096981 = -64973.285583 nChanged 5 SP:Iteration 19Q (1178.184104 sec): 3 clusters Score: Raw -67001.335492 + Penalty 2019.096981 = -64982.238511 nChanged 3 SP:Iteration 20F (1178.224004 sec): 3 clusters Score: Raw -67012.676551 + Penalty 2019.096981 = -64993.579570 nChanged 2 SP:Iteration 21Q (1178.265159 sec): 3 clusters Score: Raw -67027.689031 + Penalty 2019.096981 = -65008.592050 nChanged 6 SP:Iteration 22Q (1178.324690 sec): 3 clusters Score: Raw -67049.384800 + Penalty 2019.096981 = -65030.287819 nChanged 8 SP:Iteration 23Q (1178.373946 sec): 3 clusters Score: Raw -67078.816781 + Penalty 2019.096981 = -65059.719800 nChanged 6 SP:Iteration 24Q (1178.410037 sec): 3 clusters Score: Raw -67094.566798 + Penalty 2019.096981 = -65075.469817 nChanged 3 SP:Iteration 25Q (1178.448607 sec): 3 clusters Score: Raw -67110.053305 + Penalty 2019.096981 = -65090.956323 nChanged 2 SP:Iteration 26Q (1178.498953 sec): 3 clusters Score: Raw -67115.043046 + Penalty 2019.096981 = -65095.946065 nChanged 4 SP:Iteration 27Q (1178.534770 sec): 3 clusters Score: Raw -67120.860106 + Penalty 2019.096981 = -65101.763125 nChanged 4 SP:Iteration 28Q (1178.576335 sec): 3 clusters Score: Raw -67129.975875 + Penalty 2019.096981 = -65110.878894 nChanged 4 SP:Iteration 29Q (1178.618926 sec): 3 clusters Score: Raw -67150.836021 + Penalty 2019.096981 = -65131.739040 nChanged 6 SP:Iteration 30Q (1178.661326 sec): 3 clusters Score: Raw -67163.996376 + Penalty 2019.096981 = -65144.899395 nChanged 3 SP:Iteration 31Q (1178.705050 sec): 3 clusters Score: Raw -67172.433383 + Penalty 2019.096981 = -65153.336402 nChanged 3 SP:Iteration 32Q (1178.747027 sec): 3 clusters Score: Raw -67175.709740 + Penalty 2019.096981 = -65156.612759 nChanged 2 SP:Iteration 33Q (1178.789594 sec): 3 clusters Score: Raw -67181.647017 + Penalty 2019.096981 = -65162.550036 nChanged 0 SP:Iteration 34F (1178.830645 sec): 3 clusters Score: Raw -67181.647017 + Penalty 2019.096981 = -65162.550036 nChanged 0 Trying to split cluster 24 (6913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1178.867275 sec): 2 clusters Score: Raw -1004599.923378 + Penalty 1436.688334 = -1003163.235045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1178.914644 sec): 3 clusters Score: Raw -1000865.159239 + Penalty 2873.376667 = -997991.782572 nChanged 2912 SP:Iteration 1F (1178.980362 sec): 3 clusters Score: Raw -1002390.945035 + Penalty 2873.376667 = -999517.568367 nChanged 466 SP:Iteration 2F (1179.024059 sec): 3 clusters Score: Raw -1002626.230302 + Penalty 2873.376667 = -999752.853635 nChanged 377 SP:Iteration 3F (1179.082880 sec): 3 clusters Score: Raw -1002804.500551 + Penalty 2873.376667 = -999931.123884 nChanged 290 SP:Iteration 4Q (1179.132259 sec): 3 clusters Score: Raw -1002921.494548 + Penalty 2873.376667 = -1000048.117880 nChanged 241 SP:Iteration 5Q (1179.194720 sec): 3 clusters Score: Raw -1003011.880278 + Penalty 2873.376667 = -1000138.503611 nChanged 197 SP:Iteration 6Q (1179.245487 sec): 3 clusters Score: Raw -1003099.666061 + Penalty 2873.376667 = -1000226.289393 nChanged 201 SP:Iteration 7Q (1179.302016 sec): 3 clusters Score: Raw -1003187.564822 + Penalty 2873.376667 = -1000314.188155 nChanged 174 SP:Iteration 8Q (1179.363141 sec): 3 clusters Score: Raw -1003273.810976 + Penalty 2873.376667 = -1000400.434308 nChanged 195 SP:Iteration 9Q (1179.419341 sec): 3 clusters Score: Raw -1003365.688104 + Penalty 2873.376667 = -1000492.311437 nChanged 189 SP:Iteration 10Q (1179.480509 sec): 3 clusters Score: Raw -1003460.845234 + Penalty 2873.376667 = -1000587.468567 nChanged 194 SP:Iteration 11Q (1179.531270 sec): 3 clusters Score: Raw -1003561.977627 + Penalty 2873.376667 = -1000688.600960 nChanged 204 SP:Iteration 12Q (1179.585142 sec): 3 clusters Score: Raw -1003675.181547 + Penalty 2873.376667 = -1000801.804880 nChanged 193 SP:Iteration 13Q (1179.644160 sec): 3 clusters Score: Raw -1003778.622118 + Penalty 2873.376667 = -1000905.245451 nChanged 176 SP:Iteration 14Q (1179.698976 sec): 3 clusters Score: Raw -1003870.988069 + Penalty 2873.376667 = -1000997.611401 nChanged 169 SP:Iteration 15Q (1179.759939 sec): 3 clusters Score: Raw -1003948.384943 + Penalty 2873.376667 = -1001075.008276 nChanged 153 SP:Iteration 16Q (1179.814777 sec): 3 clusters Score: Raw -1004028.548582 + Penalty 2873.376667 = -1001155.171915 nChanged 150 SP:Iteration 17Q (1179.864756 sec): 3 clusters Score: Raw -1004119.736159 + Penalty 2873.376667 = -1001246.359492 nChanged 142 SP:Iteration 18Q (1179.925297 sec): 3 clusters Score: Raw -1004201.609970 + Penalty 2873.376667 = -1001328.233303 nChanged 133 SP:Iteration 19Q (1179.980425 sec): 3 clusters Score: Raw -1004271.194842 + Penalty 2873.376667 = -1001397.818175 nChanged 113 SP:Iteration 20F (1180.029573 sec): 3 clusters Score: Raw -1004328.673134 + Penalty 2873.376667 = -1001455.296467 nChanged 103 SP:Iteration 21Q (1180.095524 sec): 3 clusters Score: Raw -1004377.705100 + Penalty 2873.376667 = -1001504.328432 nChanged 85 SP:Iteration 22Q (1180.156551 sec): 3 clusters Score: Raw -1004423.505971 + Penalty 2873.376667 = -1001550.129304 nChanged 77 SP:Iteration 23Q (1180.214202 sec): 3 clusters Score: Raw -1004463.658140 + Penalty 2873.376667 = -1001590.281473 nChanged 79 SP:Iteration 24Q (1180.265279 sec): 3 clusters Score: Raw -1004505.187337 + Penalty 2873.376667 = -1001631.810670 nChanged 53 SP:Iteration 25Q (1180.318070 sec): 3 clusters Score: Raw -1004536.718842 + Penalty 2873.376667 = -1001663.342175 nChanged 55 SP:Iteration 26Q (1180.378095 sec): 3 clusters Score: Raw -1004569.118264 + Penalty 2873.376667 = -1001695.741597 nChanged 60 SP:Iteration 27Q (1180.424385 sec): 3 clusters Score: Raw -1004608.454442 + Penalty 2873.376667 = -1001735.077775 nChanged 59 SP:Iteration 28Q (1180.493705 sec): 3 clusters Score: Raw -1004648.040485 + Penalty 2873.376667 = -1001774.663818 nChanged 40 SP:Iteration 29Q (1180.545258 sec): 3 clusters Score: Raw -1004675.261526 + Penalty 2873.376667 = -1001801.884859 nChanged 35 SP:Iteration 30Q (1180.597754 sec): 3 clusters Score: Raw -1004695.139416 + Penalty 2873.376667 = -1001821.762749 nChanged 12 SP:Iteration 31Q (1180.658650 sec): 3 clusters Score: Raw -1004700.824684 + Penalty 2873.376667 = -1001827.448016 nChanged 15 SP:Iteration 32Q (1180.714951 sec): 3 clusters Score: Raw -1004708.331676 + Penalty 2873.376667 = -1001834.955009 nChanged 13 SP:Iteration 33Q (1180.768941 sec): 3 clusters Score: Raw -1004715.850630 + Penalty 2873.376667 = -1001842.473962 nChanged 8 SP:Iteration 34Q (1180.816751 sec): 3 clusters Score: Raw -1004720.067672 + Penalty 2873.376667 = -1001846.691005 nChanged 9 SP:Iteration 35Q (1180.868472 sec): 3 clusters Score: Raw -1004724.671279 + Penalty 2873.376667 = -1001851.294612 nChanged 7 SP:Iteration 36Q (1180.930583 sec): 3 clusters Score: Raw -1004728.626669 + Penalty 2873.376667 = -1001855.250002 nChanged 4 SP:Iteration 37Q (1180.987678 sec): 3 clusters Score: Raw -1004730.821689 + Penalty 2873.376667 = -1001857.445022 nChanged 6 SP:Iteration 38Q (1181.037302 sec): 3 clusters Score: Raw -1004733.605326 + Penalty 2873.376667 = -1001860.228658 nChanged 5 SP:Iteration 39Q (1181.092052 sec): 3 clusters Score: Raw -1004736.443549 + Penalty 2873.376667 = -1001863.066882 nChanged 3 SP:Iteration 40F (1181.152477 sec): 3 clusters Score: Raw -1004737.078811 + Penalty 2873.376667 = -1001863.702144 nChanged 0 Trying to split cluster 25 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1181.174194 sec): 2 clusters Score: Raw -59548.711975 + Penalty 1021.474690 = -58527.237284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1181.225202 sec): 3 clusters Score: Raw -59586.117332 + Penalty 2042.949381 = -57543.167951 nChanged 144 SP:Iteration 1F (1181.268413 sec): 3 clusters Score: Raw -59844.671067 + Penalty 2042.949381 = -57801.721686 nChanged 43 SP:Iteration 2F (1181.315513 sec): 3 clusters Score: Raw -59999.307360 + Penalty 2042.949381 = -57956.357979 nChanged 34 SP:Iteration 3F (1181.364332 sec): 3 clusters Score: Raw -60099.471449 + Penalty 2042.949381 = -58056.522068 nChanged 15 SP:Iteration 4Q (1181.413125 sec): 3 clusters Score: Raw -60131.120207 + Penalty 2042.949381 = -58088.170827 nChanged 12 SP:Iteration 5Q (1181.455473 sec): 3 clusters Score: Raw -60159.639835 + Penalty 2042.949381 = -58116.690455 nChanged 6 SP:Iteration 6Q (1181.494959 sec): 3 clusters Score: Raw -60177.337469 + Penalty 2042.949381 = -58134.388089 nChanged 8 SP:Iteration 7Q (1181.538820 sec): 3 clusters Score: Raw -60204.867521 + Penalty 2042.949381 = -58161.918140 nChanged 6 SP:Iteration 8Q (1181.589231 sec): 3 clusters Score: Raw -60218.353189 + Penalty 2042.949381 = -58175.403809 nChanged 7 SP:Iteration 9Q (1181.633833 sec): 3 clusters Score: Raw -60233.576530 + Penalty 2042.949381 = -58190.627149 nChanged 7 SP:Iteration 10Q (1181.670092 sec): 3 clusters Score: Raw -60245.277329 + Penalty 2042.949381 = -58202.327949 nChanged 6 SP:Iteration 11Q (1181.716156 sec): 3 clusters Score: Raw -60262.841321 + Penalty 2042.949381 = -58219.891940 nChanged 5 SP:Iteration 12Q (1181.754364 sec): 3 clusters Score: Raw -60279.648321 + Penalty 2042.949381 = -58236.698940 nChanged 3 SP:Iteration 13Q (1181.804443 sec): 3 clusters Score: Raw -60282.070004 + Penalty 2042.949381 = -58239.120623 nChanged 2 SP:Iteration 14Q (1181.847133 sec): 3 clusters Score: Raw -60286.543088 + Penalty 2042.949381 = -58243.593708 nChanged 3 SP:Iteration 15Q (1181.899869 sec): 3 clusters Score: Raw -60291.414892 + Penalty 2042.949381 = -58248.465511 nChanged 4 SP:Iteration 16Q (1181.943877 sec): 3 clusters Score: Raw -60300.095400 + Penalty 2042.949381 = -58257.146019 nChanged 4 SP:Iteration 17Q (1181.991108 sec): 3 clusters Score: Raw -60302.889407 + Penalty 2042.949381 = -58259.940026 nChanged 0 SP:Iteration 18F (1182.034777 sec): 3 clusters Score: Raw -60302.889407 + Penalty 2042.949381 = -58259.940026 nChanged 0 Trying to split cluster 26 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1182.051502 sec): 2 clusters Score: Raw -39142.300217 + Penalty 952.840066 = -38189.460151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1182.102625 sec): 3 clusters Score: Raw -39194.130136 + Penalty 1905.680132 = -37288.450004 nChanged 85 SP:Iteration 1F (1182.153302 sec): 3 clusters Score: Raw -39400.438345 + Penalty 1905.680132 = -37494.758212 nChanged 34 SP:Iteration 2F (1182.203214 sec): 3 clusters Score: Raw -39527.754515 + Penalty 1905.680132 = -37622.074383 nChanged 19 SP:Iteration 3F (1182.245866 sec): 3 clusters Score: Raw -39588.742361 + Penalty 1905.680132 = -37683.062229 nChanged 9 SP:Iteration 4Q (1182.298233 sec): 3 clusters Score: Raw -39631.496654 + Penalty 1905.680132 = -37725.816522 nChanged 6 SP:Iteration 5Q (1182.342945 sec): 3 clusters Score: Raw -39655.059395 + Penalty 1905.680132 = -37749.379263 nChanged 2 SP:Iteration 6Q (1182.390650 sec): 3 clusters Score: Raw -39657.745998 + Penalty 1905.680132 = -37752.065865 nChanged 1 SP:Iteration 7Q (1182.431872 sec): 3 clusters Score: Raw -39658.810656 + Penalty 1905.680132 = -37753.130524 nChanged 1 SP:Iteration 8Q (1182.480638 sec): 3 clusters Score: Raw -39659.372262 + Penalty 1905.680132 = -37753.692129 nChanged 0 SP:Iteration 9F (1182.523024 sec): 3 clusters Score: Raw -39659.372262 + Penalty 1905.680132 = -37753.692129 nChanged 0 Trying to split cluster 27 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1182.545315 sec): 2 clusters Score: Raw -50791.548112 + Penalty 967.823573 = -49823.724539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1182.590542 sec): 3 clusters Score: Raw -50838.510432 + Penalty 1935.647145 = -48902.863287 nChanged 111 SP:Iteration 1F (1182.627224 sec): 3 clusters Score: Raw -51032.739276 + Penalty 1935.647145 = -49097.092130 nChanged 29 SP:Iteration 2F (1182.683676 sec): 3 clusters Score: Raw -51087.752973 + Penalty 1935.647145 = -49152.105828 nChanged 23 SP:Iteration 3F (1182.720649 sec): 3 clusters Score: Raw -51125.473222 + Penalty 1935.647145 = -49189.826077 nChanged 13 SP:Iteration 4Q (1182.760987 sec): 3 clusters Score: Raw -51154.087097 + Penalty 1935.647145 = -49218.439952 nChanged 10 SP:Iteration 5Q (1182.811056 sec): 3 clusters Score: Raw -51178.459307 + Penalty 1935.647145 = -49242.812162 nChanged 11 SP:Iteration 6Q (1182.857228 sec): 3 clusters Score: Raw -51199.081670 + Penalty 1935.647145 = -49263.434525 nChanged 7 SP:Iteration 7Q (1182.912833 sec): 3 clusters Score: Raw -51221.986033 + Penalty 1935.647145 = -49286.338888 nChanged 2 SP:Iteration 8Q (1182.953177 sec): 3 clusters Score: Raw -51223.506857 + Penalty 1935.647145 = -49287.859712 nChanged 1 SP:Iteration 9Q (1182.996150 sec): 3 clusters Score: Raw -51224.222350 + Penalty 1935.647145 = -49288.575205 nChanged 0 SP:Iteration 10F (1183.047408 sec): 3 clusters Score: Raw -51224.222350 + Penalty 1935.647145 = -49288.575205 nChanged 0 Trying to split cluster 28 (1171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1183.062870 sec): 2 clusters Score: Raw -131077.253036 + Penalty 1148.162172 = -129929.090864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1183.120728 sec): 3 clusters Score: Raw -130796.046603 + Penalty 2296.324343 = -128499.722260 nChanged 373 SP:Iteration 1F (1183.159350 sec): 3 clusters Score: Raw -131227.638695 + Penalty 2296.324343 = -128931.314352 nChanged 112 SP:Iteration 2F (1183.199397 sec): 3 clusters Score: Raw -131367.966574 + Penalty 2296.324343 = -129071.642231 nChanged 63 SP:Iteration 3F (1183.249378 sec): 3 clusters Score: Raw -131467.509298 + Penalty 2296.324343 = -129171.184955 nChanged 57 SP:Iteration 4Q (1183.294806 sec): 3 clusters Score: Raw -131568.969102 + Penalty 2296.324343 = -129272.644759 nChanged 50 SP:Iteration 5Q (1183.356004 sec): 3 clusters Score: Raw -131663.038463 + Penalty 2296.324343 = -129366.714119 nChanged 46 SP:Iteration 6Q (1183.384728 sec): 3 clusters Score: Raw -131730.784174 + Penalty 2296.324343 = -129434.459831 nChanged 31 SP:Iteration 7Q (1183.417924 sec): 3 clusters Score: Raw -131769.998489 + Penalty 2296.324343 = -129473.674146 nChanged 26 SP:Iteration 8Q (1183.463027 sec): 3 clusters Score: Raw -131792.182329 + Penalty 2296.324343 = -129495.857986 nChanged 18 SP:Iteration 9Q (1183.516845 sec): 3 clusters Score: Raw -131812.727901 + Penalty 2296.324343 = -129516.403558 nChanged 14 SP:Iteration 10Q (1183.559743 sec): 3 clusters Score: Raw -131834.649439 + Penalty 2296.324343 = -129538.325096 nChanged 14 SP:Iteration 11Q (1183.611961 sec): 3 clusters Score: Raw -131853.065694 + Penalty 2296.324343 = -129556.741351 nChanged 11 SP:Iteration 12Q (1183.664155 sec): 3 clusters Score: Raw -131865.579160 + Penalty 2296.324343 = -129569.254817 nChanged 10 SP:Iteration 13Q (1183.718189 sec): 3 clusters Score: Raw -131877.925156 + Penalty 2296.324343 = -129581.600813 nChanged 5 SP:Iteration 14Q (1183.761397 sec): 3 clusters Score: Raw -131880.529181 + Penalty 2296.324343 = -129584.204838 nChanged 5 SP:Iteration 15Q (1183.809429 sec): 3 clusters Score: Raw -131881.858374 + Penalty 2296.324343 = -129585.534031 nChanged 2 SP:Iteration 16Q (1183.858102 sec): 3 clusters Score: Raw -131882.743486 + Penalty 2296.324343 = -129586.419143 nChanged 3 SP:Iteration 17Q (1183.907462 sec): 3 clusters Score: Raw -131883.948593 + Penalty 2296.324343 = -129587.624250 nChanged 3 SP:Iteration 18Q (1183.960772 sec): 3 clusters Score: Raw -131890.273710 + Penalty 2296.324343 = -129593.949367 nChanged 1 SP:Iteration 19Q (1184.000825 sec): 3 clusters Score: Raw -131890.578372 + Penalty 2296.324343 = -129594.254028 nChanged 0 SP:Iteration 20F (1184.057076 sec): 3 clusters Score: Raw -131890.578372 + Penalty 2296.324343 = -129594.254028 nChanged 0 Trying to split cluster 29 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1184.069154 sec): 2 clusters Score: Raw -7571.332929 + Penalty 833.608541 = -6737.724388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1184.116641 sec): 3 clusters Score: Raw -7807.292341 + Penalty 1667.217082 = -6140.075258 nChanged 25 SP:Iteration 1F (1184.163420 sec): 3 clusters Score: Raw -7902.186901 + Penalty 1667.217082 = -6234.969819 nChanged 8 SP:Iteration 2Q (1184.218304 sec): 3 clusters Score: Raw -7934.919066 + Penalty 1667.217082 = -6267.701984 nChanged 5 SP:Iteration 3Q (1184.253966 sec): 3 clusters Score: Raw -7950.565201 + Penalty 1667.217082 = -6283.348119 nChanged 2 SP:Iteration 4Q (1184.303571 sec): 3 clusters Score: Raw -7958.303323 + Penalty 1667.217082 = -6291.086241 nChanged 0 SP:Iteration 5F (1184.352840 sec): 3 clusters Score: Raw -7958.303323 + Penalty 1667.217082 = -6291.086241 nChanged 0 Trying to split cluster 30 (14025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1184.399641 sec): 2 clusters Score: Raw -1987772.244645 + Penalty 1551.646969 = -1986220.597677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1184.459806 sec): 3 clusters Score: Raw -1979652.697889 + Penalty 3103.293937 = -1976549.403951 nChanged 6174 SP:Iteration 1F (1184.525196 sec): 3 clusters Score: Raw -1982858.640176 + Penalty 3103.293937 = -1979755.346238 nChanged 720 SP:Iteration 2F (1184.603407 sec): 3 clusters Score: Raw -1983095.465601 + Penalty 3103.293937 = -1979992.171664 nChanged 625 SP:Iteration 3Q (1184.672627 sec): 3 clusters Score: Raw -1983304.203192 + Penalty 3103.293937 = -1980200.909255 nChanged 547 SP:Iteration 4Q (1184.737330 sec): 3 clusters Score: Raw -1983475.921549 + Penalty 3103.293937 = -1980372.627612 nChanged 495 SP:Iteration 5Q (1184.806883 sec): 3 clusters Score: Raw -1983624.158024 + Penalty 3103.293937 = -1980520.864087 nChanged 440 SP:Iteration 6Q (1184.872928 sec): 3 clusters Score: Raw -1983750.781127 + Penalty 3103.293937 = -1980647.487190 nChanged 405 SP:Iteration 7Q (1184.939370 sec): 3 clusters Score: Raw -1983876.974160 + Penalty 3103.293937 = -1980773.680223 nChanged 419 SP:Iteration 8Q (1185.011302 sec): 3 clusters Score: Raw -1984022.246248 + Penalty 3103.293937 = -1980918.952311 nChanged 488 SP:Iteration 9Q (1185.083638 sec): 3 clusters Score: Raw -1984213.227900 + Penalty 3103.293937 = -1981109.933963 nChanged 532 SP:Iteration 10Q (1185.163535 sec): 3 clusters Score: Raw -1984460.959360 + Penalty 3103.293937 = -1981357.665423 nChanged 619 SP:Iteration 11Q (1185.225887 sec): 3 clusters Score: Raw -1984821.894378 + Penalty 3103.293937 = -1981718.600440 nChanged 689 SP:Iteration 12Q (1185.300079 sec): 3 clusters Score: Raw -1985262.670526 + Penalty 3103.293937 = -1982159.376589 nChanged 718 SP:Iteration 13F (1185.372546 sec): 3 clusters Score: Raw -1985763.738878 + Penalty 3103.293937 = -1982660.444940 nChanged 667 SP:Iteration 14Q (1185.439731 sec): 3 clusters Score: Raw -1986186.058773 + Penalty 3103.293937 = -1983082.764836 nChanged 510 SP:Iteration 15Q (1185.522467 sec): 3 clusters Score: Raw -1986480.553706 + Penalty 3103.293937 = -1983377.259768 nChanged 378 SP:Iteration 16Q (1185.593474 sec): 3 clusters Score: Raw -1986682.917184 + Penalty 3103.293937 = -1983579.623246 nChanged 304 SP:Iteration 17Q (1185.663288 sec): 3 clusters Score: Raw -1986833.283321 + Penalty 3103.293937 = -1983729.989384 nChanged 258 SP:Iteration 18Q (1185.735987 sec): 3 clusters Score: Raw -1986947.501000 + Penalty 3103.293937 = -1983844.207063 nChanged 215 SP:Iteration 19Q (1185.805699 sec): 3 clusters Score: Raw -1987037.697485 + Penalty 3103.293937 = -1983934.403547 nChanged 195 SP:Iteration 20F (1185.875718 sec): 3 clusters Score: Raw -1987117.337210 + Penalty 3103.293937 = -1984014.043272 nChanged 191 SP:Iteration 21Q (1185.943479 sec): 3 clusters Score: Raw -1987193.228883 + Penalty 3103.293937 = -1984089.934946 nChanged 176 SP:Iteration 22Q (1186.016084 sec): 3 clusters Score: Raw -1987255.082665 + Penalty 3103.293937 = -1984151.788728 nChanged 154 SP:Iteration 23Q (1186.086677 sec): 3 clusters Score: Raw -1987309.432628 + Penalty 3103.293937 = -1984206.138690 nChanged 153 SP:Iteration 24Q (1186.151378 sec): 3 clusters Score: Raw -1987367.665483 + Penalty 3103.293937 = -1984264.371546 nChanged 160 SP:Iteration 25Q (1186.231432 sec): 3 clusters Score: Raw -1987420.204653 + Penalty 3103.293937 = -1984316.910716 nChanged 118 SP:Iteration 26Q (1186.301234 sec): 3 clusters Score: Raw -1987454.439614 + Penalty 3103.293937 = -1984351.145676 nChanged 109 SP:Iteration 27Q (1186.359236 sec): 3 clusters Score: Raw -1987485.641542 + Penalty 3103.293937 = -1984382.347604 nChanged 86 SP:Iteration 28Q (1186.440975 sec): 3 clusters Score: Raw -1987508.115675 + Penalty 3103.293937 = -1984404.821738 nChanged 82 SP:Iteration 29Q (1186.499703 sec): 3 clusters Score: Raw -1987529.583151 + Penalty 3103.293937 = -1984426.289214 nChanged 73 SP:Iteration 30Q (1186.570122 sec): 3 clusters Score: Raw -1987552.100549 + Penalty 3103.293937 = -1984448.806612 nChanged 85 SP:Iteration 31Q (1186.644986 sec): 3 clusters Score: Raw -1987580.910760 + Penalty 3103.293937 = -1984477.616823 nChanged 85 SP:Iteration 32Q (1186.716547 sec): 3 clusters Score: Raw -1987610.728520 + Penalty 3103.293937 = -1984507.434582 nChanged 80 SP:Iteration 33Q (1186.786087 sec): 3 clusters Score: Raw -1987637.522074 + Penalty 3103.293937 = -1984534.228137 nChanged 84 SP:Iteration 34Q (1186.856467 sec): 3 clusters Score: Raw -1987666.544744 + Penalty 3103.293937 = -1984563.250807 nChanged 79 SP:Iteration 35Q (1186.909982 sec): 3 clusters Score: Raw -1987688.292208 + Penalty 3103.293937 = -1984584.998271 nChanged 68 SP:Iteration 36Q (1186.984491 sec): 3 clusters Score: Raw -1987705.091840 + Penalty 3103.293937 = -1984601.797903 nChanged 66 SP:Iteration 37Q (1187.051671 sec): 3 clusters Score: Raw -1987723.477780 + Penalty 3103.293937 = -1984620.183842 nChanged 55 SP:Iteration 38Q (1187.124169 sec): 3 clusters Score: Raw -1987738.646124 + Penalty 3103.293937 = -1984635.352186 nChanged 51 SP:Iteration 39Q (1187.193704 sec): 3 clusters Score: Raw -1987751.892290 + Penalty 3103.293937 = -1984648.598352 nChanged 55 SP:Iteration 40F (1187.264313 sec): 3 clusters Score: Raw -1987765.219051 + Penalty 3103.293937 = -1984661.925114 nChanged 47 SP:Iteration 41Q (1187.336138 sec): 3 clusters Score: Raw -1987774.972331 + Penalty 3103.293937 = -1984671.678393 nChanged 43 SP:Iteration 42Q (1187.404634 sec): 3 clusters Score: Raw -1987784.681725 + Penalty 3103.293937 = -1984681.387787 nChanged 36 SP:Iteration 43Q (1187.472462 sec): 3 clusters Score: Raw -1987793.478270 + Penalty 3103.293937 = -1984690.184332 nChanged 37 SP:Iteration 44Q (1187.533605 sec): 3 clusters Score: Raw -1987800.682719 + Penalty 3103.293937 = -1984697.388782 nChanged 28 SP:Iteration 45Q (1187.604963 sec): 3 clusters Score: Raw -1987807.239561 + Penalty 3103.293937 = -1984703.945623 nChanged 29 SP:Iteration 46Q (1187.678186 sec): 3 clusters Score: Raw -1987813.660502 + Penalty 3103.293937 = -1984710.366564 nChanged 31 SP:Iteration 47Q (1187.748828 sec): 3 clusters Score: Raw -1987820.578969 + Penalty 3103.293937 = -1984717.285032 nChanged 27 SP:Iteration 48Q (1187.818940 sec): 3 clusters Score: Raw -1987825.057147 + Penalty 3103.293937 = -1984721.763210 nChanged 22 SP:Iteration 49Q (1187.880848 sec): 3 clusters Score: Raw -1987828.340401 + Penalty 3103.293937 = -1984725.046464 nChanged 19 SP:Iteration 50Q (1187.944488 sec): 3 clusters Score: Raw -1987830.538082 + Penalty 3103.293937 = -1984727.244144 nChanged 14 SP:Iteration 51Q (1188.006309 sec): 3 clusters Score: Raw -1987832.979944 + Penalty 3103.293937 = -1984729.686006 nChanged 12 SP:Iteration 52Q (1188.076081 sec): 3 clusters Score: Raw -1987834.763470 + Penalty 3103.293937 = -1984731.469532 nChanged 15 SP:Iteration 53Q (1188.147402 sec): 3 clusters Score: Raw -1987836.756458 + Penalty 3103.293937 = -1984733.462520 nChanged 18 SP:Iteration 54Q (1188.214287 sec): 3 clusters Score: Raw -1987839.695035 + Penalty 3103.293937 = -1984736.401097 nChanged 17 SP:Iteration 55Q (1188.279859 sec): 3 clusters Score: Raw -1987842.280734 + Penalty 3103.293937 = -1984738.986796 nChanged 12 SP:Iteration 56Q (1188.348036 sec): 3 clusters Score: Raw -1987843.929602 + Penalty 3103.293937 = -1984740.635665 nChanged 14 SP:Iteration 57Q (1188.414359 sec): 3 clusters Score: Raw -1987846.480842 + Penalty 3103.293937 = -1984743.186904 nChanged 12 SP:Iteration 58Q (1188.475085 sec): 3 clusters Score: Raw -1987848.709716 + Penalty 3103.293937 = -1984745.415778 nChanged 18 SP:Iteration 59Q (1188.539279 sec): 3 clusters Score: Raw -1987851.822250 + Penalty 3103.293937 = -1984748.528313 nChanged 11 SP:Iteration 60F (1188.612496 sec): 3 clusters Score: Raw -1987854.179141 + Penalty 3103.293937 = -1984750.885204 nChanged 21 SP:Iteration 61Q (1188.675459 sec): 3 clusters Score: Raw -1987858.597948 + Penalty 3103.293937 = -1984755.304010 nChanged 27 SP:Iteration 62Q (1188.739052 sec): 3 clusters Score: Raw -1987863.409481 + Penalty 3103.293937 = -1984760.115544 nChanged 25 SP:Iteration 63Q (1188.803894 sec): 3 clusters Score: Raw -1987868.843072 + Penalty 3103.293937 = -1984765.549135 nChanged 29 SP:Iteration 64Q (1188.865560 sec): 3 clusters Score: Raw -1987874.464475 + Penalty 3103.293937 = -1984771.170538 nChanged 28 SP:Iteration 65Q (1188.932789 sec): 3 clusters Score: Raw -1987879.538460 + Penalty 3103.293937 = -1984776.244523 nChanged 28 SP:Iteration 66Q (1189.000074 sec): 3 clusters Score: Raw -1987884.881961 + Penalty 3103.293937 = -1984781.588024 nChanged 29 SP:Iteration 67Q (1189.062933 sec): 3 clusters Score: Raw -1987890.145040 + Penalty 3103.293937 = -1984786.851103 nChanged 19 SP:Iteration 68Q (1189.131785 sec): 3 clusters Score: Raw -1987894.015656 + Penalty 3103.293937 = -1984790.721719 nChanged 13 SP:Iteration 69Q (1189.193964 sec): 3 clusters Score: Raw -1987895.928266 + Penalty 3103.293937 = -1984792.634328 nChanged 5 SP:Iteration 70Q (1189.250785 sec): 3 clusters Score: Raw -1987896.915592 + Penalty 3103.293937 = -1984793.621655 nChanged 9 SP:Iteration 71Q (1189.328303 sec): 3 clusters Score: Raw -1987898.531016 + Penalty 3103.293937 = -1984795.237078 nChanged 11 SP:Iteration 72Q (1189.395722 sec): 3 clusters Score: Raw -1987900.681755 + Penalty 3103.293937 = -1984797.387817 nChanged 7 SP:Iteration 73Q (1189.461460 sec): 3 clusters Score: Raw -1987902.315463 + Penalty 3103.293937 = -1984799.021526 nChanged 9 SP:Iteration 74Q (1189.533077 sec): 3 clusters Score: Raw -1987903.820686 + Penalty 3103.293937 = -1984800.526748 nChanged 7 SP:Iteration 75Q (1189.597030 sec): 3 clusters Score: Raw -1987905.101127 + Penalty 3103.293937 = -1984801.807190 nChanged 4 SP:Iteration 76Q (1189.655981 sec): 3 clusters Score: Raw -1987905.481203 + Penalty 3103.293937 = -1984802.187266 nChanged 2 SP:Iteration 77Q (1189.728130 sec): 3 clusters Score: Raw -1987905.703068 + Penalty 3103.293937 = -1984802.409130 nChanged 3 SP:Iteration 78Q (1189.787090 sec): 3 clusters Score: Raw -1987906.205968 + Penalty 3103.293937 = -1984802.912031 nChanged 3 SP:Iteration 79Q (1189.852618 sec): 3 clusters Score: Raw -1987906.486953 + Penalty 3103.293937 = -1984803.193015 nChanged 1 SP:Iteration 80F (1189.915495 sec): 3 clusters Score: Raw -1987906.544645 + Penalty 3103.293937 = -1984803.250707 nChanged 2 SP:Iteration 81Q (1189.987248 sec): 3 clusters Score: Raw -1987906.779132 + Penalty 3103.293937 = -1984803.485195 nChanged 4 SP:Iteration 82Q (1190.043525 sec): 3 clusters Score: Raw -1987907.158764 + Penalty 3103.293937 = -1984803.864827 nChanged 5 SP:Iteration 83Q (1190.118175 sec): 3 clusters Score: Raw -1987907.680829 + Penalty 3103.293937 = -1984804.386891 nChanged 2 SP:Iteration 84Q (1190.172975 sec): 3 clusters Score: Raw -1987907.833079 + Penalty 3103.293937 = -1984804.539142 nChanged 2 SP:Iteration 85Q (1190.236870 sec): 3 clusters Score: Raw -1987908.317350 + Penalty 3103.293937 = -1984805.023413 nChanged 1 SP:Iteration 86Q (1190.302924 sec): 3 clusters Score: Raw -1987908.390746 + Penalty 3103.293937 = -1984805.096809 nChanged 2 SP:Iteration 87Q (1190.376415 sec): 3 clusters Score: Raw -1987908.602960 + Penalty 3103.293937 = -1984805.309022 nChanged 2 SP:Iteration 88Q (1190.432706 sec): 3 clusters Score: Raw -1987908.855166 + Penalty 3103.293937 = -1984805.561229 nChanged 2 SP:Iteration 89Q (1190.507961 sec): 3 clusters Score: Raw -1987909.035127 + Penalty 3103.293937 = -1984805.741189 nChanged 2 SP:Iteration 90Q (1190.573284 sec): 3 clusters Score: Raw -1987909.277719 + Penalty 3103.293937 = -1984805.983782 nChanged 1 SP:Iteration 91Q (1190.640206 sec): 3 clusters Score: Raw -1987909.303313 + Penalty 3103.293937 = -1984806.009376 nChanged 0 SP:Iteration 92F (1190.704288 sec): 3 clusters Score: Raw -1987909.303313 + Penalty 3103.293937 = -1984806.009376 nChanged 0 Trying to split cluster 31 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1190.740218 sec): 2 clusters Score: Raw -5841.797943 + Penalty 763.828059 = -5077.969883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1190.780600 sec): 3 clusters Score: Raw -6090.385158 + Penalty 1527.656119 = -4562.729039 nChanged 14 SP:Iteration 1F (1190.821399 sec): 3 clusters Score: Raw -6166.225414 + Penalty 1527.656119 = -4638.569295 nChanged 3 SP:Iteration 2Q (1190.878061 sec): 3 clusters Score: Raw -6171.248967 + Penalty 1527.656119 = -4643.592848 nChanged 0 SP:Iteration 3F (1190.922676 sec): 3 clusters Score: Raw -6171.248967 + Penalty 1527.656119 = -4643.592848 nChanged 0 Trying to split cluster 32 (1710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1190.943271 sec): 2 clusters Score: Raw -259711.360203 + Penalty 1209.690406 = -258501.669797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1191.001975 sec): 3 clusters Score: Raw -259028.488879 + Penalty 2419.380811 = -256609.108068 nChanged 577 SP:Iteration 1F (1191.049728 sec): 3 clusters Score: Raw -259425.019048 + Penalty 2419.380811 = -257005.638237 nChanged 121 SP:Iteration 2F (1191.101095 sec): 3 clusters Score: Raw -259521.756981 + Penalty 2419.380811 = -257102.376170 nChanged 85 SP:Iteration 3Q (1191.146194 sec): 3 clusters Score: Raw -259592.526470 + Penalty 2419.380811 = -257173.145659 nChanged 56 SP:Iteration 4Q (1191.196282 sec): 3 clusters Score: Raw -259624.583035 + Penalty 2419.380811 = -257205.202224 nChanged 35 SP:Iteration 5Q (1191.238341 sec): 3 clusters Score: Raw -259649.654720 + Penalty 2419.380811 = -257230.273909 nChanged 34 SP:Iteration 6Q (1191.289217 sec): 3 clusters Score: Raw -259667.548558 + Penalty 2419.380811 = -257248.167747 nChanged 18 SP:Iteration 7Q (1191.331328 sec): 3 clusters Score: Raw -259678.606850 + Penalty 2419.380811 = -257259.226039 nChanged 13 SP:Iteration 8Q (1191.379258 sec): 3 clusters Score: Raw -259683.798898 + Penalty 2419.380811 = -257264.418087 nChanged 10 SP:Iteration 9Q (1191.421900 sec): 3 clusters Score: Raw -259689.413970 + Penalty 2419.380811 = -257270.033159 nChanged 13 SP:Iteration 10Q (1191.468386 sec): 3 clusters Score: Raw -259698.654410 + Penalty 2419.380811 = -257279.273599 nChanged 10 SP:Iteration 11Q (1191.525601 sec): 3 clusters Score: Raw -259703.692916 + Penalty 2419.380811 = -257284.312105 nChanged 9 SP:Iteration 12Q (1191.571956 sec): 3 clusters Score: Raw -259710.687201 + Penalty 2419.380811 = -257291.306390 nChanged 12 SP:Iteration 13Q (1191.614171 sec): 3 clusters Score: Raw -259719.245892 + Penalty 2419.380811 = -257299.865081 nChanged 18 SP:Iteration 14Q (1191.668516 sec): 3 clusters Score: Raw -259728.431236 + Penalty 2419.380811 = -257309.050425 nChanged 9 SP:Iteration 15Q (1191.717157 sec): 3 clusters Score: Raw -259732.651702 + Penalty 2419.380811 = -257313.270891 nChanged 9 SP:Iteration 16Q (1191.757736 sec): 3 clusters Score: Raw -259738.729717 + Penalty 2419.380811 = -257319.348906 nChanged 6 SP:Iteration 17Q (1191.797425 sec): 3 clusters Score: Raw -259742.492586 + Penalty 2419.380811 = -257323.111775 nChanged 6 SP:Iteration 18Q (1191.843182 sec): 3 clusters Score: Raw -259745.836104 + Penalty 2419.380811 = -257326.455293 nChanged 4 SP:Iteration 19Q (1191.893710 sec): 3 clusters Score: Raw -259747.010453 + Penalty 2419.380811 = -257327.629642 nChanged 3 SP:Iteration 20F (1191.941804 sec): 3 clusters Score: Raw -259748.232306 + Penalty 2419.380811 = -257328.851495 nChanged 3 SP:Iteration 21Q (1191.975914 sec): 3 clusters Score: Raw -259749.125513 + Penalty 2419.380811 = -257329.744702 nChanged 0 SP:Iteration 22F (1192.038318 sec): 3 clusters Score: Raw -259749.125513 + Penalty 2419.380811 = -257329.744702 nChanged 0 Trying to split cluster 33 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1192.060211 sec): 2 clusters Score: Raw -10613.773539 + Penalty 795.898967 = -9817.874571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1192.094414 sec): 3 clusters Score: Raw -11048.262016 + Penalty 1591.797935 = -9456.464082 nChanged 21 SP:Iteration 1F (1192.150076 sec): 3 clusters Score: Raw -11187.489653 + Penalty 1591.797935 = -9595.691718 nChanged 5 SP:Iteration 2Q (1192.192412 sec): 3 clusters Score: Raw -11214.712302 + Penalty 1591.797935 = -9622.914367 nChanged 4 SP:Iteration 3Q (1192.233206 sec): 3 clusters Score: Raw -11252.450716 + Penalty 1591.797935 = -9660.652781 nChanged 3 SP:Iteration 4Q (1192.283348 sec): 3 clusters Score: Raw -11272.274385 + Penalty 1591.797935 = -9680.476450 nChanged 3 SP:Iteration 5Q (1192.324780 sec): 3 clusters Score: Raw -11312.042757 + Penalty 1591.797935 = -9720.244822 nChanged 3 SP:Iteration 6Q (1192.378323 sec): 3 clusters Score: Raw -11328.884645 + Penalty 1591.797935 = -9737.086710 nChanged 1 SP:Iteration 7Q (1192.412239 sec): 3 clusters Score: Raw -11331.778695 + Penalty 1591.797935 = -9739.980760 nChanged 1 SP:Iteration 8Q (1192.468500 sec): 3 clusters Score: Raw -11332.959367 + Penalty 1591.797935 = -9741.161432 nChanged 0 SP:Iteration 9F (1192.513646 sec): 3 clusters Score: Raw -11332.959367 + Penalty 1591.797935 = -9741.161432 nChanged 0 Trying to split cluster 34 (10093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1192.545833 sec): 2 clusters Score: Raw -1464179.903832 + Penalty 1498.184576 = -1462681.719255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1192.611162 sec): 3 clusters Score: Raw -1458450.667094 + Penalty 2996.369153 = -1455454.297941 nChanged 4323 SP:Iteration 1F (1192.673967 sec): 3 clusters Score: Raw -1460832.874451 + Penalty 2996.369153 = -1457836.505298 nChanged 700 SP:Iteration 2F (1192.746413 sec): 3 clusters Score: Raw -1461198.640373 + Penalty 2996.369153 = -1458202.271220 nChanged 625 SP:Iteration 3F (1192.809752 sec): 3 clusters Score: Raw -1461558.589117 + Penalty 2996.369153 = -1458562.219965 nChanged 615 SP:Iteration 4F (1192.858528 sec): 3 clusters Score: Raw -1461929.987578 + Penalty 2996.369153 = -1458933.618426 nChanged 581 SP:Iteration 5F (1192.919975 sec): 3 clusters Score: Raw -1462328.715518 + Penalty 2996.369153 = -1459332.346365 nChanged 586 SP:Iteration 6F (1192.987049 sec): 3 clusters Score: Raw -1462759.941251 + Penalty 2996.369153 = -1459763.572098 nChanged 545 SP:Iteration 7F (1193.048961 sec): 3 clusters Score: Raw -1463200.041805 + Penalty 2996.369153 = -1460203.672652 nChanged 445 SP:Iteration 8Q (1193.105079 sec): 3 clusters Score: Raw -1463540.667382 + Penalty 2996.369153 = -1460544.298229 nChanged 341 SP:Iteration 9Q (1193.180661 sec): 3 clusters Score: Raw -1463792.982804 + Penalty 2996.369153 = -1460796.613651 nChanged 262 SP:Iteration 10Q (1193.234583 sec): 3 clusters Score: Raw -1463970.612624 + Penalty 2996.369153 = -1460974.243471 nChanged 190 SP:Iteration 11Q (1193.307217 sec): 3 clusters Score: Raw -1464076.121504 + Penalty 2996.369153 = -1461079.752351 nChanged 123 SP:Iteration 12Q (1193.365612 sec): 3 clusters Score: Raw -1464147.821705 + Penalty 2996.369153 = -1461151.452553 nChanged 110 SP:Iteration 13Q (1193.420425 sec): 3 clusters Score: Raw -1464205.351272 + Penalty 2996.369153 = -1461208.982119 nChanged 84 SP:Iteration 14Q (1193.487473 sec): 3 clusters Score: Raw -1464248.289112 + Penalty 2996.369153 = -1461251.919959 nChanged 76 SP:Iteration 15Q (1193.549521 sec): 3 clusters Score: Raw -1464284.845182 + Penalty 2996.369153 = -1461288.476029 nChanged 73 SP:Iteration 16Q (1193.614341 sec): 3 clusters Score: Raw -1464312.905730 + Penalty 2996.369153 = -1461316.536577 nChanged 57 SP:Iteration 17Q (1193.661096 sec): 3 clusters Score: Raw -1464336.339918 + Penalty 2996.369153 = -1461339.970765 nChanged 54 SP:Iteration 18Q (1193.725994 sec): 3 clusters Score: Raw -1464362.266509 + Penalty 2996.369153 = -1461365.897357 nChanged 50 SP:Iteration 19Q (1193.786719 sec): 3 clusters Score: Raw -1464384.580542 + Penalty 2996.369153 = -1461388.211390 nChanged 48 SP:Iteration 20F (1193.850084 sec): 3 clusters Score: Raw -1464403.154091 + Penalty 2996.369153 = -1461406.784938 nChanged 48 SP:Iteration 21Q (1193.901596 sec): 3 clusters Score: Raw -1464423.284463 + Penalty 2996.369153 = -1461426.915310 nChanged 32 SP:Iteration 22Q (1193.971928 sec): 3 clusters Score: Raw -1464434.918405 + Penalty 2996.369153 = -1461438.549252 nChanged 26 SP:Iteration 23Q (1194.025052 sec): 3 clusters Score: Raw -1464445.402674 + Penalty 2996.369153 = -1461449.033521 nChanged 22 SP:Iteration 24Q (1194.089907 sec): 3 clusters Score: Raw -1464453.640498 + Penalty 2996.369153 = -1461457.271345 nChanged 23 SP:Iteration 25Q (1194.141221 sec): 3 clusters Score: Raw -1464462.811996 + Penalty 2996.369153 = -1461466.442843 nChanged 10 SP:Iteration 26Q (1194.206330 sec): 3 clusters Score: Raw -1464466.264495 + Penalty 2996.369153 = -1461469.895342 nChanged 7 SP:Iteration 27Q (1194.269961 sec): 3 clusters Score: Raw -1464470.175291 + Penalty 2996.369153 = -1461473.806138 nChanged 8 SP:Iteration 28Q (1194.329330 sec): 3 clusters Score: Raw -1464473.314003 + Penalty 2996.369153 = -1461476.944850 nChanged 8 SP:Iteration 29Q (1194.392780 sec): 3 clusters Score: Raw -1464475.475432 + Penalty 2996.369153 = -1461479.106279 nChanged 2 SP:Iteration 30Q (1194.454962 sec): 3 clusters Score: Raw -1464476.962254 + Penalty 2996.369153 = -1461480.593101 nChanged 8 SP:Iteration 31Q (1194.507806 sec): 3 clusters Score: Raw -1464479.631338 + Penalty 2996.369153 = -1461483.262186 nChanged 8 SP:Iteration 32Q (1194.573018 sec): 3 clusters Score: Raw -1464483.034634 + Penalty 2996.369153 = -1461486.665481 nChanged 10 SP:Iteration 33Q (1194.633472 sec): 3 clusters Score: Raw -1464486.919350 + Penalty 2996.369153 = -1461490.550197 nChanged 12 SP:Iteration 34Q (1194.694686 sec): 3 clusters Score: Raw -1464490.480775 + Penalty 2996.369153 = -1461494.111622 nChanged 10 SP:Iteration 35Q (1194.751599 sec): 3 clusters Score: Raw -1464493.930980 + Penalty 2996.369153 = -1461497.561827 nChanged 10 SP:Iteration 36Q (1194.810728 sec): 3 clusters Score: Raw -1464496.264608 + Penalty 2996.369153 = -1461499.895455 nChanged 4 SP:Iteration 37Q (1194.861489 sec): 3 clusters Score: Raw -1464497.252935 + Penalty 2996.369153 = -1461500.883782 nChanged 3 SP:Iteration 38Q (1194.931242 sec): 3 clusters Score: Raw -1464498.305434 + Penalty 2996.369153 = -1461501.936281 nChanged 1 SP:Iteration 39Q (1194.993006 sec): 3 clusters Score: Raw -1464498.584588 + Penalty 2996.369153 = -1461502.215435 nChanged 1 SP:Iteration 40F (1195.054337 sec): 3 clusters Score: Raw -1464498.772329 + Penalty 2996.369153 = -1461502.403176 nChanged 3 SP:Iteration 41Q (1195.108913 sec): 3 clusters Score: Raw -1464499.362239 + Penalty 2996.369153 = -1461502.993087 nChanged 1 SP:Iteration 42Q (1195.178019 sec): 3 clusters Score: Raw -1464499.679266 + Penalty 2996.369153 = -1461503.310114 nChanged 2 SP:Iteration 43Q (1195.241791 sec): 3 clusters Score: Raw -1464500.521080 + Penalty 2996.369153 = -1461504.151928 nChanged 2 SP:Iteration 44Q (1195.297297 sec): 3 clusters Score: Raw -1464500.668989 + Penalty 2996.369153 = -1461504.299836 nChanged 0 SP:Iteration 45F (1195.360579 sec): 3 clusters Score: Raw -1464500.668989 + Penalty 2996.369153 = -1461504.299836 nChanged 0 Trying to split cluster 35 (3458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1195.390261 sec): 2 clusters Score: Raw -460263.757241 + Penalty 1324.122421 = -458939.634820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1195.432704 sec): 3 clusters Score: Raw -458572.857302 + Penalty 2648.244842 = -455924.612461 nChanged 1336 SP:Iteration 1F (1195.486314 sec): 3 clusters Score: Raw -459397.386938 + Penalty 2648.244842 = -456749.142096 nChanged 297 SP:Iteration 2F (1195.532198 sec): 3 clusters Score: Raw -459624.661049 + Penalty 2648.244842 = -456976.416208 nChanged 222 SP:Iteration 3F (1195.592542 sec): 3 clusters Score: Raw -459782.703220 + Penalty 2648.244842 = -457134.458378 nChanged 174 SP:Iteration 4F (1195.644692 sec): 3 clusters Score: Raw -459896.094328 + Penalty 2648.244842 = -457247.849487 nChanged 150 SP:Iteration 5Q (1195.698801 sec): 3 clusters Score: Raw -459987.130027 + Penalty 2648.244842 = -457338.885186 nChanged 119 SP:Iteration 6Q (1195.745709 sec): 3 clusters Score: Raw -460052.636524 + Penalty 2648.244842 = -457404.391683 nChanged 114 SP:Iteration 7Q (1195.799653 sec): 3 clusters Score: Raw -460106.320499 + Penalty 2648.244842 = -457458.075658 nChanged 81 SP:Iteration 8Q (1195.848462 sec): 3 clusters Score: Raw -460149.885913 + Penalty 2648.244842 = -457501.641072 nChanged 86 SP:Iteration 9Q (1195.891437 sec): 3 clusters Score: Raw -460193.249524 + Penalty 2648.244842 = -457545.004682 nChanged 72 SP:Iteration 10Q (1195.949457 sec): 3 clusters Score: Raw -460227.908268 + Penalty 2648.244842 = -457579.663426 nChanged 69 SP:Iteration 11Q (1195.996459 sec): 3 clusters Score: Raw -460259.274044 + Penalty 2648.244842 = -457611.029202 nChanged 62 SP:Iteration 12Q (1196.050014 sec): 3 clusters Score: Raw -460289.913053 + Penalty 2648.244842 = -457641.668211 nChanged 61 SP:Iteration 13Q (1196.101485 sec): 3 clusters Score: Raw -460321.798687 + Penalty 2648.244842 = -457673.553845 nChanged 47 SP:Iteration 14Q (1196.160964 sec): 3 clusters Score: Raw -460349.370523 + Penalty 2648.244842 = -457701.125682 nChanged 61 SP:Iteration 15Q (1196.213190 sec): 3 clusters Score: Raw -460380.021824 + Penalty 2648.244842 = -457731.776983 nChanged 33 SP:Iteration 16Q (1196.266790 sec): 3 clusters Score: Raw -460393.548060 + Penalty 2648.244842 = -457745.303219 nChanged 23 SP:Iteration 17Q (1196.309099 sec): 3 clusters Score: Raw -460403.788389 + Penalty 2648.244842 = -457755.543548 nChanged 29 SP:Iteration 18Q (1196.371613 sec): 3 clusters Score: Raw -460416.692294 + Penalty 2648.244842 = -457768.447453 nChanged 29 SP:Iteration 19Q (1196.423957 sec): 3 clusters Score: Raw -460427.962931 + Penalty 2648.244842 = -457779.718090 nChanged 30 SP:Iteration 20F (1196.470848 sec): 3 clusters Score: Raw -460444.370775 + Penalty 2648.244842 = -457796.125934 nChanged 28 SP:Iteration 21Q (1196.515884 sec): 3 clusters Score: Raw -460458.714471 + Penalty 2648.244842 = -457810.469630 nChanged 22 SP:Iteration 22Q (1196.569860 sec): 3 clusters Score: Raw -460469.105236 + Penalty 2648.244842 = -457820.860394 nChanged 24 SP:Iteration 23Q (1196.626440 sec): 3 clusters Score: Raw -460477.984166 + Penalty 2648.244842 = -457829.739324 nChanged 18 SP:Iteration 24Q (1196.668712 sec): 3 clusters Score: Raw -460484.525072 + Penalty 2648.244842 = -457836.280230 nChanged 15 SP:Iteration 25Q (1196.719085 sec): 3 clusters Score: Raw -460490.754689 + Penalty 2648.244842 = -457842.509848 nChanged 15 SP:Iteration 26Q (1196.774579 sec): 3 clusters Score: Raw -460496.588806 + Penalty 2648.244842 = -457848.343965 nChanged 16 SP:Iteration 27Q (1196.820607 sec): 3 clusters Score: Raw -460503.485601 + Penalty 2648.244842 = -457855.240760 nChanged 12 SP:Iteration 28Q (1196.870174 sec): 3 clusters Score: Raw -460509.847642 + Penalty 2648.244842 = -457861.602801 nChanged 14 SP:Iteration 29Q (1196.920190 sec): 3 clusters Score: Raw -460517.446920 + Penalty 2648.244842 = -457869.202078 nChanged 9 SP:Iteration 30Q (1196.965723 sec): 3 clusters Score: Raw -460523.317783 + Penalty 2648.244842 = -457875.072941 nChanged 11 SP:Iteration 31Q (1197.019352 sec): 3 clusters Score: Raw -460527.862448 + Penalty 2648.244842 = -457879.617607 nChanged 6 SP:Iteration 32Q (1197.075448 sec): 3 clusters Score: Raw -460529.209222 + Penalty 2648.244842 = -457880.964380 nChanged 0 SP:Iteration 33F (1197.130115 sec): 3 clusters Score: Raw -460529.209222 + Penalty 2648.244842 = -457880.964380 nChanged 0 Trying to split cluster 36 (35396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1197.198215 sec): 2 clusters Score: Raw -5155477.962143 + Penalty 1702.082541 = -5153775.879602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1197.301119 sec): 3 clusters Score: Raw -5133421.828153 + Penalty 3404.165082 = -5130017.663071 nChanged 16428 SP:Iteration 1F (1197.404479 sec): 3 clusters Score: Raw -5142657.618335 + Penalty 3404.165082 = -5139253.453253 nChanged 1571 SP:Iteration 2Q (1197.510460 sec): 3 clusters Score: Raw -5143174.467158 + Penalty 3404.165082 = -5139770.302076 nChanged 1593 SP:Iteration 3Q (1197.616460 sec): 3 clusters Score: Raw -5143789.720111 + Penalty 3404.165082 = -5140385.555029 nChanged 1810 SP:Iteration 4F (1197.715443 sec): 3 clusters Score: Raw -5144647.495736 + Penalty 3404.165082 = -5141243.330654 nChanged 2169 SP:Iteration 5F (1197.824928 sec): 3 clusters Score: Raw -5145897.996199 + Penalty 3404.165082 = -5142493.831117 nChanged 2455 SP:Iteration 6F (1197.931468 sec): 3 clusters Score: Raw -5147605.005049 + Penalty 3404.165082 = -5144200.839967 nChanged 2605 SP:Iteration 7F (1198.033220 sec): 3 clusters Score: Raw -5149774.937757 + Penalty 3404.165082 = -5146370.772675 nChanged 2420 SP:Iteration 8F (1198.137095 sec): 3 clusters Score: Raw -5151939.223109 + Penalty 3404.165082 = -5148535.058027 nChanged 1775 SP:Iteration 9F (1198.234125 sec): 3 clusters Score: Raw -5153544.422519 + Penalty 3404.165082 = -5150140.257437 nChanged 1087 SP:Iteration 10Q (1198.341491 sec): 3 clusters Score: Raw -5154589.079705 + Penalty 3404.165082 = -5151184.914623 nChanged 602 SP:Iteration 11Q (1198.443954 sec): 3 clusters Score: Raw -5155186.159427 + Penalty 3404.165082 = -5151781.994345 nChanged 323 SP:Iteration 12Q (1198.545671 sec): 3 clusters Score: Raw -5155479.989274 + Penalty 3404.165082 = -5152075.824192 nChanged 220 SP:Iteration 13Q (1198.634772 sec): 3 clusters Score: Raw -5155654.274702 + Penalty 3404.165082 = -5152250.109620 nChanged 163 SP:Iteration 14Q (1198.735612 sec): 3 clusters Score: Raw -5155771.119005 + Penalty 3404.165082 = -5152366.953923 nChanged 121 SP:Iteration 15Q (1198.832544 sec): 3 clusters Score: Raw -5155843.338639 + Penalty 3404.165082 = -5152439.173557 nChanged 87 SP:Iteration 16Q (1198.928490 sec): 3 clusters Score: Raw -5155879.244909 + Penalty 3404.165082 = -5152475.079827 nChanged 63 SP:Iteration 17Q (1199.018031 sec): 3 clusters Score: Raw -5155904.353207 + Penalty 3404.165082 = -5152500.188125 nChanged 54 SP:Iteration 18Q (1199.114657 sec): 3 clusters Score: Raw -5155923.520639 + Penalty 3404.165082 = -5152519.355557 nChanged 46 SP:Iteration 19Q (1199.205535 sec): 3 clusters Score: Raw -5155937.877744 + Penalty 3404.165082 = -5152533.712662 nChanged 40 SP:Iteration 20F (1199.311443 sec): 3 clusters Score: Raw -5155953.608358 + Penalty 3404.165082 = -5152549.443276 nChanged 35 SP:Iteration 21Q (1199.404610 sec): 3 clusters Score: Raw -5155966.451486 + Penalty 3404.165082 = -5152562.286404 nChanged 30 SP:Iteration 22Q (1199.501892 sec): 3 clusters Score: Raw -5155978.017169 + Penalty 3404.165082 = -5152573.852087 nChanged 33 SP:Iteration 23Q (1199.597668 sec): 3 clusters Score: Raw -5155986.767417 + Penalty 3404.165082 = -5152582.602336 nChanged 17 SP:Iteration 24Q (1199.684767 sec): 3 clusters Score: Raw -5155990.933098 + Penalty 3404.165082 = -5152586.768016 nChanged 15 SP:Iteration 25Q (1199.782812 sec): 3 clusters Score: Raw -5155995.316823 + Penalty 3404.165082 = -5152591.151741 nChanged 17 SP:Iteration 26Q (1199.883264 sec): 3 clusters Score: Raw -5155999.192381 + Penalty 3404.165082 = -5152595.027299 nChanged 5 SP:Iteration 27Q (1199.974048 sec): 3 clusters Score: Raw -5155999.924495 + Penalty 3404.165082 = -5152595.759413 nChanged 1 SP:Iteration 28Q (1200.065825 sec): 3 clusters Score: Raw -5156000.212946 + Penalty 3404.165082 = -5152596.047864 nChanged 3 SP:Iteration 29Q (1200.154707 sec): 3 clusters Score: Raw -5156000.980230 + Penalty 3404.165082 = -5152596.815148 nChanged 5 SP:Iteration 30Q (1200.247530 sec): 3 clusters Score: Raw -5156001.980942 + Penalty 3404.165082 = -5152597.815860 nChanged 4 SP:Iteration 31Q (1200.337919 sec): 3 clusters Score: Raw -5156002.779138 + Penalty 3404.165082 = -5152598.614056 nChanged 4 SP:Iteration 32Q (1200.424022 sec): 3 clusters Score: Raw -5156003.778429 + Penalty 3404.165082 = -5152599.613347 nChanged 5 SP:Iteration 33Q (1200.513004 sec): 3 clusters Score: Raw -5156005.254535 + Penalty 3404.165082 = -5152601.089453 nChanged 6 SP:Iteration 34Q (1200.604549 sec): 3 clusters Score: Raw -5156007.133132 + Penalty 3404.165082 = -5152602.968050 nChanged 7 SP:Iteration 35Q (1200.681668 sec): 3 clusters Score: Raw -5156008.903348 + Penalty 3404.165082 = -5152604.738266 nChanged 4 SP:Iteration 36Q (1200.785130 sec): 3 clusters Score: Raw -5156010.141948 + Penalty 3404.165082 = -5152605.976866 nChanged 4 SP:Iteration 37Q (1200.870216 sec): 3 clusters Score: Raw -5156011.469622 + Penalty 3404.165082 = -5152607.304540 nChanged 6 SP:Iteration 38Q (1200.972056 sec): 3 clusters Score: Raw -5156012.980412 + Penalty 3404.165082 = -5152608.815330 nChanged 5 SP:Iteration 39Q (1201.066254 sec): 3 clusters Score: Raw -5156013.778389 + Penalty 3404.165082 = -5152609.613307 nChanged 2 SP:Iteration 40F (1201.164656 sec): 3 clusters Score: Raw -5156014.077148 + Penalty 3404.165082 = -5152609.912066 nChanged 1 SP:Iteration 41Q (1201.259657 sec): 3 clusters Score: Raw -5156014.180561 + Penalty 3404.165082 = -5152610.015479 nChanged 0 SP:Iteration 42F (1201.355171 sec): 3 clusters Score: Raw -5156014.180561 + Penalty 3404.165082 = -5152610.015479 nChanged 0 Trying to split cluster 37 (5382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1201.385879 sec): 2 clusters Score: Raw -773981.650426 + Penalty 1396.007491 = -772585.642935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1201.449080 sec): 3 clusters Score: Raw -771161.906957 + Penalty 2792.014983 = -768369.891974 nChanged 2221 SP:Iteration 1F (1201.502471 sec): 3 clusters Score: Raw -772437.705110 + Penalty 2792.014983 = -769645.690128 nChanged 370 SP:Iteration 2F (1201.556240 sec): 3 clusters Score: Raw -772625.174685 + Penalty 2792.014983 = -769833.159702 nChanged 268 SP:Iteration 3Q (1201.605188 sec): 3 clusters Score: Raw -772764.254269 + Penalty 2792.014983 = -769972.239286 nChanged 214 SP:Iteration 4Q (1201.658913 sec): 3 clusters Score: Raw -772858.240542 + Penalty 2792.014983 = -770066.225560 nChanged 160 SP:Iteration 5Q (1201.715102 sec): 3 clusters Score: Raw -772931.141630 + Penalty 2792.014983 = -770139.126648 nChanged 139 SP:Iteration 6Q (1201.767224 sec): 3 clusters Score: Raw -772993.464094 + Penalty 2792.014983 = -770201.449112 nChanged 136 SP:Iteration 7Q (1201.819712 sec): 3 clusters Score: Raw -773052.522584 + Penalty 2792.014983 = -770260.507602 nChanged 131 SP:Iteration 8Q (1201.879539 sec): 3 clusters Score: Raw -773107.548009 + Penalty 2792.014983 = -770315.533026 nChanged 112 SP:Iteration 9Q (1201.932675 sec): 3 clusters Score: Raw -773156.510586 + Penalty 2792.014983 = -770364.495603 nChanged 111 SP:Iteration 10Q (1201.977873 sec): 3 clusters Score: Raw -773207.736352 + Penalty 2792.014983 = -770415.721369 nChanged 110 SP:Iteration 11Q (1202.042528 sec): 3 clusters Score: Raw -773265.247332 + Penalty 2792.014983 = -770473.232350 nChanged 120 SP:Iteration 12Q (1202.107891 sec): 3 clusters Score: Raw -773330.495761 + Penalty 2792.014983 = -770538.480779 nChanged 116 SP:Iteration 13Q (1202.149978 sec): 3 clusters Score: Raw -773393.680647 + Penalty 2792.014983 = -770601.665665 nChanged 130 SP:Iteration 14Q (1202.208422 sec): 3 clusters Score: Raw -773466.547095 + Penalty 2792.014983 = -770674.532112 nChanged 121 SP:Iteration 15Q (1202.267981 sec): 3 clusters Score: Raw -773536.178077 + Penalty 2792.014983 = -770744.163095 nChanged 130 SP:Iteration 16Q (1202.317107 sec): 3 clusters Score: Raw -773624.908730 + Penalty 2792.014983 = -770832.893747 nChanged 123 SP:Iteration 17Q (1202.380652 sec): 3 clusters Score: Raw -773698.496682 + Penalty 2792.014983 = -770906.481700 nChanged 106 SP:Iteration 18Q (1202.422726 sec): 3 clusters Score: Raw -773760.145960 + Penalty 2792.014983 = -770968.130977 nChanged 107 SP:Iteration 19Q (1202.481597 sec): 3 clusters Score: Raw -773828.278152 + Penalty 2792.014983 = -771036.263170 nChanged 87 SP:Iteration 20F (1202.527932 sec): 3 clusters Score: Raw -773880.241107 + Penalty 2792.014983 = -771088.226125 nChanged 76 SP:Iteration 21Q (1202.593805 sec): 3 clusters Score: Raw -773927.432593 + Penalty 2792.014983 = -771135.417611 nChanged 67 SP:Iteration 22Q (1202.644372 sec): 3 clusters Score: Raw -773972.105203 + Penalty 2792.014983 = -771180.090220 nChanged 76 SP:Iteration 23Q (1202.691822 sec): 3 clusters Score: Raw -774019.734448 + Penalty 2792.014983 = -771227.719465 nChanged 73 SP:Iteration 24Q (1202.744034 sec): 3 clusters Score: Raw -774062.884717 + Penalty 2792.014983 = -771270.869735 nChanged 60 SP:Iteration 25Q (1202.808488 sec): 3 clusters Score: Raw -774094.207770 + Penalty 2792.014983 = -771302.192787 nChanged 49 SP:Iteration 26Q (1202.852635 sec): 3 clusters Score: Raw -774118.826897 + Penalty 2792.014983 = -771326.811914 nChanged 30 SP:Iteration 27Q (1202.921149 sec): 3 clusters Score: Raw -774133.396406 + Penalty 2792.014983 = -771341.381423 nChanged 27 SP:Iteration 28Q (1202.976010 sec): 3 clusters Score: Raw -774143.881540 + Penalty 2792.014983 = -771351.866557 nChanged 20 SP:Iteration 29Q (1203.025444 sec): 3 clusters Score: Raw -774154.154976 + Penalty 2792.014983 = -771362.139993 nChanged 12 SP:Iteration 30Q (1203.076709 sec): 3 clusters Score: Raw -774160.676917 + Penalty 2792.014983 = -771368.661934 nChanged 15 SP:Iteration 31Q (1203.122542 sec): 3 clusters Score: Raw -774166.737924 + Penalty 2792.014983 = -771374.722941 nChanged 11 SP:Iteration 32Q (1203.172749 sec): 3 clusters Score: Raw -774171.532949 + Penalty 2792.014983 = -771379.517967 nChanged 5 SP:Iteration 33Q (1203.229538 sec): 3 clusters Score: Raw -774172.508180 + Penalty 2792.014983 = -771380.493197 nChanged 1 SP:Iteration 34Q (1203.274412 sec): 3 clusters Score: Raw -774172.697364 + Penalty 2792.014983 = -771380.682381 nChanged 0 SP:Iteration 35F (1203.339332 sec): 3 clusters Score: Raw -774172.697364 + Penalty 2792.014983 = -771380.682381 nChanged 0 Trying to split cluster 38 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1203.364654 sec): 2 clusters Score: Raw -26010.142485 + Penalty 971.157023 = -25038.985462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1203.408680 sec): 3 clusters Score: Raw -26075.597927 + Penalty 1942.314046 = -24133.283881 nChanged 73 SP:Iteration 1F (1203.454403 sec): 3 clusters Score: Raw -26221.599197 + Penalty 1942.314046 = -24279.285151 nChanged 22 SP:Iteration 2F (1203.495296 sec): 3 clusters Score: Raw -26274.742757 + Penalty 1942.314046 = -24332.428712 nChanged 8 SP:Iteration 3Q (1203.536110 sec): 3 clusters Score: Raw -26286.454439 + Penalty 1942.314046 = -24344.140394 nChanged 3 SP:Iteration 4Q (1203.574356 sec): 3 clusters Score: Raw -26293.460440 + Penalty 1942.314046 = -24351.146395 nChanged 4 SP:Iteration 5Q (1203.626392 sec): 3 clusters Score: Raw -26308.994786 + Penalty 1942.314046 = -24366.680740 nChanged 5 SP:Iteration 6Q (1203.669424 sec): 3 clusters Score: Raw -26321.467518 + Penalty 1942.314046 = -24379.153472 nChanged 3 SP:Iteration 7Q (1203.705884 sec): 3 clusters Score: Raw -26328.062191 + Penalty 1942.314046 = -24385.748146 nChanged 1 SP:Iteration 8Q (1203.753004 sec): 3 clusters Score: Raw -26329.178583 + Penalty 1942.314046 = -24386.864537 nChanged 1 SP:Iteration 9Q (1203.788314 sec): 3 clusters Score: Raw -26332.487299 + Penalty 1942.314046 = -24390.173254 nChanged 2 SP:Iteration 10Q (1203.832437 sec): 3 clusters Score: Raw -26334.540227 + Penalty 1942.314046 = -24392.226181 nChanged 0 SP:Iteration 11F (1203.876799 sec): 3 clusters Score: Raw -26334.540227 + Penalty 1942.314046 = -24392.226181 nChanged 0 Trying to split cluster 39 (22058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1203.932568 sec): 2 clusters Score: Raw -3170002.817259 + Penalty 1625.232477 = -3168377.584782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1204.012851 sec): 3 clusters Score: Raw -3156757.716388 + Penalty 3250.464954 = -3153507.251434 nChanged 9938 SP:Iteration 1F (1204.095979 sec): 3 clusters Score: Raw -3162138.700807 + Penalty 3250.464954 = -3158888.235853 nChanged 1098 SP:Iteration 2Q (1204.174965 sec): 3 clusters Score: Raw -3162537.434344 + Penalty 3250.464954 = -3159286.969390 nChanged 1056 SP:Iteration 3Q (1204.268872 sec): 3 clusters Score: Raw -3162924.377571 + Penalty 3250.464954 = -3159673.912617 nChanged 1064 SP:Iteration 4Q (1204.339780 sec): 3 clusters Score: Raw -3163379.983519 + Penalty 3250.464954 = -3160129.518565 nChanged 1086 SP:Iteration 5Q (1204.423480 sec): 3 clusters Score: Raw -3163916.822793 + Penalty 3250.464954 = -3160666.357840 nChanged 1209 SP:Iteration 6F (1204.516925 sec): 3 clusters Score: Raw -3164614.763325 + Penalty 3250.464954 = -3161364.298371 nChanged 1346 SP:Iteration 7F (1204.597203 sec): 3 clusters Score: Raw -3165466.096418 + Penalty 3250.464954 = -3162215.631464 nChanged 1334 SP:Iteration 8F (1204.678191 sec): 3 clusters Score: Raw -3166412.297937 + Penalty 3250.464954 = -3163161.832984 nChanged 1246 SP:Iteration 9F (1204.748310 sec): 3 clusters Score: Raw -3167336.723146 + Penalty 3250.464954 = -3164086.258192 nChanged 1012 SP:Iteration 10Q (1204.839258 sec): 3 clusters Score: Raw -3168074.660573 + Penalty 3250.464954 = -3164824.195619 nChanged 769 SP:Iteration 11Q (1204.919372 sec): 3 clusters Score: Raw -3168573.438480 + Penalty 3250.464954 = -3165322.973526 nChanged 550 SP:Iteration 12Q (1205.004417 sec): 3 clusters Score: Raw -3168878.224484 + Penalty 3250.464954 = -3165627.759530 nChanged 418 SP:Iteration 13Q (1205.089327 sec): 3 clusters Score: Raw -3169077.657262 + Penalty 3250.464954 = -3165827.192308 nChanged 308 SP:Iteration 14Q (1205.170513 sec): 3 clusters Score: Raw -3169215.793642 + Penalty 3250.464954 = -3165965.328688 nChanged 295 SP:Iteration 15Q (1205.255343 sec): 3 clusters Score: Raw -3169330.003676 + Penalty 3250.464954 = -3166079.538722 nChanged 240 SP:Iteration 16Q (1205.338127 sec): 3 clusters Score: Raw -3169419.337662 + Penalty 3250.464954 = -3166168.872708 nChanged 201 SP:Iteration 17Q (1205.404124 sec): 3 clusters Score: Raw -3169484.123706 + Penalty 3250.464954 = -3166233.658753 nChanged 175 SP:Iteration 18Q (1205.490481 sec): 3 clusters Score: Raw -3169538.023688 + Penalty 3250.464954 = -3166287.558734 nChanged 138 SP:Iteration 19Q (1205.569784 sec): 3 clusters Score: Raw -3169577.310671 + Penalty 3250.464954 = -3166326.845717 nChanged 144 SP:Iteration 20F (1205.656567 sec): 3 clusters Score: Raw -3169618.269939 + Penalty 3250.464954 = -3166367.804985 nChanged 143 SP:Iteration 21Q (1205.735738 sec): 3 clusters Score: Raw -3169659.501206 + Penalty 3250.464954 = -3166409.036253 nChanged 122 SP:Iteration 22Q (1205.816008 sec): 3 clusters Score: Raw -3169692.976688 + Penalty 3250.464954 = -3166442.511734 nChanged 112 SP:Iteration 23Q (1205.878603 sec): 3 clusters Score: Raw -3169722.230104 + Penalty 3250.464954 = -3166471.765150 nChanged 94 SP:Iteration 24Q (1205.966282 sec): 3 clusters Score: Raw -3169746.382575 + Penalty 3250.464954 = -3166495.917622 nChanged 86 SP:Iteration 25Q (1206.050124 sec): 3 clusters Score: Raw -3169767.906499 + Penalty 3250.464954 = -3166517.441546 nChanged 84 SP:Iteration 26Q (1206.125879 sec): 3 clusters Score: Raw -3169788.897360 + Penalty 3250.464954 = -3166538.432406 nChanged 65 SP:Iteration 27Q (1206.200633 sec): 3 clusters Score: Raw -3169808.058822 + Penalty 3250.464954 = -3166557.593868 nChanged 68 SP:Iteration 28Q (1206.284116 sec): 3 clusters Score: Raw -3169827.678402 + Penalty 3250.464954 = -3166577.213448 nChanged 67 SP:Iteration 29Q (1206.356224 sec): 3 clusters Score: Raw -3169846.115278 + Penalty 3250.464954 = -3166595.650325 nChanged 76 SP:Iteration 30Q (1206.435775 sec): 3 clusters Score: Raw -3169869.231047 + Penalty 3250.464954 = -3166618.766093 nChanged 81 SP:Iteration 31Q (1206.513746 sec): 3 clusters Score: Raw -3169893.774958 + Penalty 3250.464954 = -3166643.310004 nChanged 67 SP:Iteration 32Q (1206.586288 sec): 3 clusters Score: Raw -3169915.282104 + Penalty 3250.464954 = -3166664.817151 nChanged 74 SP:Iteration 33Q (1206.658019 sec): 3 clusters Score: Raw -3169939.897061 + Penalty 3250.464954 = -3166689.432107 nChanged 62 SP:Iteration 34Q (1206.726584 sec): 3 clusters Score: Raw -3169957.880971 + Penalty 3250.464954 = -3166707.416017 nChanged 60 SP:Iteration 35Q (1206.811598 sec): 3 clusters Score: Raw -3169974.338413 + Penalty 3250.464954 = -3166723.873459 nChanged 55 SP:Iteration 36Q (1206.886935 sec): 3 clusters Score: Raw -3169990.224914 + Penalty 3250.464954 = -3166739.759961 nChanged 49 SP:Iteration 37Q (1206.960370 sec): 3 clusters Score: Raw -3170005.430562 + Penalty 3250.464954 = -3166754.965608 nChanged 51 SP:Iteration 38Q (1207.039939 sec): 3 clusters Score: Raw -3170021.607943 + Penalty 3250.464954 = -3166771.142990 nChanged 47 SP:Iteration 39Q (1207.116720 sec): 3 clusters Score: Raw -3170036.748706 + Penalty 3250.464954 = -3166786.283752 nChanged 43 SP:Iteration 40F (1207.197766 sec): 3 clusters Score: Raw -3170051.232059 + Penalty 3250.464954 = -3166800.767105 nChanged 52 SP:Iteration 41Q (1207.279128 sec): 3 clusters Score: Raw -3170066.244481 + Penalty 3250.464954 = -3166815.779527 nChanged 41 SP:Iteration 42Q (1207.357271 sec): 3 clusters Score: Raw -3170078.221498 + Penalty 3250.464954 = -3166827.756544 nChanged 44 SP:Iteration 43Q (1207.426519 sec): 3 clusters Score: Raw -3170092.637308 + Penalty 3250.464954 = -3166842.172354 nChanged 33 SP:Iteration 44Q (1207.507941 sec): 3 clusters Score: Raw -3170102.031261 + Penalty 3250.464954 = -3166851.566307 nChanged 30 SP:Iteration 45Q (1207.583694 sec): 3 clusters Score: Raw -3170110.161584 + Penalty 3250.464954 = -3166859.696630 nChanged 25 SP:Iteration 46Q (1207.659587 sec): 3 clusters Score: Raw -3170117.728356 + Penalty 3250.464954 = -3166867.263402 nChanged 29 SP:Iteration 47Q (1207.728199 sec): 3 clusters Score: Raw -3170125.214381 + Penalty 3250.464954 = -3166874.749427 nChanged 19 SP:Iteration 48Q (1207.803393 sec): 3 clusters Score: Raw -3170129.240158 + Penalty 3250.464954 = -3166878.775204 nChanged 18 SP:Iteration 49Q (1207.889474 sec): 3 clusters Score: Raw -3170133.053818 + Penalty 3250.464954 = -3166882.588864 nChanged 14 SP:Iteration 50Q (1207.965375 sec): 3 clusters Score: Raw -3170135.907792 + Penalty 3250.464954 = -3166885.442838 nChanged 13 SP:Iteration 51Q (1208.035423 sec): 3 clusters Score: Raw -3170140.022441 + Penalty 3250.464954 = -3166889.557487 nChanged 10 SP:Iteration 52Q (1208.113575 sec): 3 clusters Score: Raw -3170142.398406 + Penalty 3250.464954 = -3166891.933453 nChanged 10 SP:Iteration 53Q (1208.187181 sec): 3 clusters Score: Raw -3170145.081300 + Penalty 3250.464954 = -3166894.616347 nChanged 10 SP:Iteration 54Q (1208.260894 sec): 3 clusters Score: Raw -3170146.890623 + Penalty 3250.464954 = -3166896.425670 nChanged 9 SP:Iteration 55Q (1208.335835 sec): 3 clusters Score: Raw -3170149.052280 + Penalty 3250.464954 = -3166898.587326 nChanged 8 SP:Iteration 56Q (1208.414457 sec): 3 clusters Score: Raw -3170150.926535 + Penalty 3250.464954 = -3166900.461582 nChanged 0 SP:Iteration 57F (1208.498577 sec): 3 clusters Score: Raw -3170150.926535 + Penalty 3250.464954 = -3166900.461582 nChanged 0 Trying to split cluster 40 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1208.521956 sec): 2 clusters Score: Raw -9225.715132 + Penalty 850.055150 = -8375.659982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1208.563920 sec): 3 clusters Score: Raw -9476.890539 + Penalty 1700.110300 = -7776.780238 nChanged 44 SP:Iteration 1F (1208.610894 sec): 3 clusters Score: Raw -9615.223286 + Penalty 1700.110300 = -7915.112985 nChanged 10 SP:Iteration 2F (1208.657014 sec): 3 clusters Score: Raw -9652.320917 + Penalty 1700.110300 = -7952.210616 nChanged 6 SP:Iteration 3Q (1208.705717 sec): 3 clusters Score: Raw -9671.904849 + Penalty 1700.110300 = -7971.794549 nChanged 5 SP:Iteration 4Q (1208.750732 sec): 3 clusters Score: Raw -9692.120103 + Penalty 1700.110300 = -7992.009803 nChanged 2 SP:Iteration 5Q (1208.802283 sec): 3 clusters Score: Raw -9694.087367 + Penalty 1700.110300 = -7993.977066 nChanged 2 SP:Iteration 6Q (1208.847797 sec): 3 clusters Score: Raw -9697.399021 + Penalty 1700.110300 = -7997.288721 nChanged 2 SP:Iteration 7Q (1208.898153 sec): 3 clusters Score: Raw -9700.718977 + Penalty 1700.110300 = -8000.608677 nChanged 3 SP:Iteration 8Q (1208.940854 sec): 3 clusters Score: Raw -9707.255981 + Penalty 1700.110300 = -8007.145680 nChanged 2 SP:Iteration 9Q (1208.987698 sec): 3 clusters Score: Raw -9712.054840 + Penalty 1700.110300 = -8011.944539 nChanged 2 SP:Iteration 10Q (1209.020238 sec): 3 clusters Score: Raw -9714.822951 + Penalty 1700.110300 = -8014.712651 nChanged 2 SP:Iteration 11Q (1209.070820 sec): 3 clusters Score: Raw -9717.956992 + Penalty 1700.110300 = -8017.846692 nChanged 2 SP:Iteration 12Q (1209.111398 sec): 3 clusters Score: Raw -9723.990686 + Penalty 1700.110300 = -8023.880386 nChanged 2 SP:Iteration 13Q (1209.155533 sec): 3 clusters Score: Raw -9727.998301 + Penalty 1700.110300 = -8027.888000 nChanged 0 SP:Iteration 14F (1209.207240 sec): 3 clusters Score: Raw -9727.998301 + Penalty 1700.110300 = -8027.888000 nChanged 0 Trying to split cluster 41 (82287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.343075 sec): 2 clusters Score: Raw -11911163.546361 + Penalty 1839.169868 = -11909324.376494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.524992 sec): 3 clusters Score: Raw -11858273.906069 + Penalty 3678.339735 = -11854595.566334 nChanged 39125 SP:Iteration 1F (1209.696806 sec): 3 clusters Score: Raw -11881134.261878 + Penalty 3678.339735 = -11877455.922143 nChanged 3298 SP:Iteration 2Q (1209.887069 sec): 3 clusters Score: Raw -11882329.363289 + Penalty 3678.339735 = -11878651.023554 nChanged 3818 SP:Iteration 3Q (1210.066351 sec): 3 clusters Score: Raw -11884151.066611 + Penalty 3678.339735 = -11880472.726876 nChanged 4693 SP:Iteration 4F (1210.242405 sec): 3 clusters Score: Raw -11887113.000013 + Penalty 3678.339735 = -11883434.660278 nChanged 5661 SP:Iteration 5F (1210.421151 sec): 3 clusters Score: Raw -11891508.110406 + Penalty 3678.339735 = -11887829.770671 nChanged 6257 SP:Iteration 6F (1210.600512 sec): 3 clusters Score: Raw -11897050.247998 + Penalty 3678.339735 = -11893371.908263 nChanged 5646 SP:Iteration 7F (1210.793824 sec): 3 clusters Score: Raw -11901913.100545 + Penalty 3678.339735 = -11898234.760810 nChanged 4132 SP:Iteration 8F (1210.967422 sec): 3 clusters Score: Raw -11904698.847292 + Penalty 3678.339735 = -11901020.507557 nChanged 2537 SP:Iteration 9Q (1211.148627 sec): 3 clusters Score: Raw -11906135.469401 + Penalty 3678.339735 = -11902457.129666 nChanged 1761 SP:Iteration 10Q (1211.315498 sec): 3 clusters Score: Raw -11907164.288141 + Penalty 3678.339735 = -11903485.948406 nChanged 1507 SP:Iteration 11Q (1211.493701 sec): 3 clusters Score: Raw -11908098.335807 + Penalty 3678.339735 = -11904419.996072 nChanged 1381 SP:Iteration 12Q (1211.657776 sec): 3 clusters Score: Raw -11908907.826329 + Penalty 3678.339735 = -11905229.486594 nChanged 1237 SP:Iteration 13Q (1211.815189 sec): 3 clusters Score: Raw -11909551.834744 + Penalty 3678.339735 = -11905873.495009 nChanged 1111 SP:Iteration 14Q (1211.986856 sec): 3 clusters Score: Raw -11910046.612631 + Penalty 3678.339735 = -11906368.272896 nChanged 948 SP:Iteration 15Q (1212.149653 sec): 3 clusters Score: Raw -11910401.873078 + Penalty 3678.339735 = -11906723.533343 nChanged 794 SP:Iteration 16Q (1212.319789 sec): 3 clusters Score: Raw -11910656.629128 + Penalty 3678.339735 = -11906978.289393 nChanged 602 SP:Iteration 17Q (1212.488661 sec): 3 clusters Score: Raw -11910816.678609 + Penalty 3678.339735 = -11907138.338874 nChanged 471 SP:Iteration 18Q (1212.649589 sec): 3 clusters Score: Raw -11910915.001015 + Penalty 3678.339735 = -11907236.661280 nChanged 406 SP:Iteration 19Q (1212.810831 sec): 3 clusters Score: Raw -11910995.088453 + Penalty 3678.339735 = -11907316.748718 nChanged 341 SP:Iteration 20F (1212.983100 sec): 3 clusters Score: Raw -11911057.393086 + Penalty 3678.339735 = -11907379.053351 nChanged 312 SP:Iteration 21Q (1213.150121 sec): 3 clusters Score: Raw -11911106.382925 + Penalty 3678.339735 = -11907428.043190 nChanged 297 SP:Iteration 22Q (1213.309796 sec): 3 clusters Score: Raw -11911149.499746 + Penalty 3678.339735 = -11907471.160011 nChanged 244 SP:Iteration 23Q (1213.471736 sec): 3 clusters Score: Raw -11911178.148704 + Penalty 3678.339735 = -11907499.808969 nChanged 218 SP:Iteration 24Q (1213.624636 sec): 3 clusters Score: Raw -11911202.699000 + Penalty 3678.339735 = -11907524.359265 nChanged 210 SP:Iteration 25Q (1213.791386 sec): 3 clusters Score: Raw -11911227.084640 + Penalty 3678.339735 = -11907548.744905 nChanged 224 SP:Iteration 26Q (1213.946199 sec): 3 clusters Score: Raw -11911253.571326 + Penalty 3678.339735 = -11907575.231591 nChanged 224 SP:Iteration 27Q (1214.104196 sec): 3 clusters Score: Raw -11911279.549821 + Penalty 3678.339735 = -11907601.210086 nChanged 223 SP:Iteration 28Q (1214.269540 sec): 3 clusters Score: Raw -11911304.465506 + Penalty 3678.339735 = -11907626.125771 nChanged 213 SP:Iteration 29Q (1214.427732 sec): 3 clusters Score: Raw -11911328.022727 + Penalty 3678.339735 = -11907649.682992 nChanged 212 SP:Iteration 30Q (1214.581449 sec): 3 clusters Score: Raw -11911352.700249 + Penalty 3678.339735 = -11907674.360514 nChanged 219 SP:Iteration 31Q (1214.739105 sec): 3 clusters Score: Raw -11911376.521057 + Penalty 3678.339735 = -11907698.181322 nChanged 198 SP:Iteration 32Q (1214.889389 sec): 3 clusters Score: Raw -11911397.153929 + Penalty 3678.339735 = -11907718.814194 nChanged 180 SP:Iteration 33Q (1215.048403 sec): 3 clusters Score: Raw -11911414.690567 + Penalty 3678.339735 = -11907736.350832 nChanged 173 SP:Iteration 34Q (1215.204136 sec): 3 clusters Score: Raw -11911432.501036 + Penalty 3678.339735 = -11907754.161301 nChanged 166 SP:Iteration 35Q (1215.365122 sec): 3 clusters Score: Raw -11911447.654694 + Penalty 3678.339735 = -11907769.314959 nChanged 144 SP:Iteration 36Q (1215.521933 sec): 3 clusters Score: Raw -11911459.979378 + Penalty 3678.339735 = -11907781.639643 nChanged 143 SP:Iteration 37Q (1215.673473 sec): 3 clusters Score: Raw -11911472.915767 + Penalty 3678.339735 = -11907794.576032 nChanged 148 SP:Iteration 38Q (1215.828329 sec): 3 clusters Score: Raw -11911485.834976 + Penalty 3678.339735 = -11907807.495241 nChanged 144 SP:Iteration 39Q (1215.979792 sec): 3 clusters Score: Raw -11911498.163321 + Penalty 3678.339735 = -11907819.823586 nChanged 129 SP:Iteration 40F (1216.160382 sec): 3 clusters Score: Raw -11911507.798331 + Penalty 3678.339735 = -11907829.458596 nChanged 119 SP:Iteration 41Q (1216.318699 sec): 3 clusters Score: Raw -11911516.444360 + Penalty 3678.339735 = -11907838.104625 nChanged 108 SP:Iteration 42Q (1216.467928 sec): 3 clusters Score: Raw -11911524.196008 + Penalty 3678.339735 = -11907845.856273 nChanged 104 SP:Iteration 43Q (1216.627512 sec): 3 clusters Score: Raw -11911531.267016 + Penalty 3678.339735 = -11907852.927281 nChanged 88 SP:Iteration 44Q (1216.776163 sec): 3 clusters Score: Raw -11911537.563293 + Penalty 3678.339735 = -11907859.223558 nChanged 84 SP:Iteration 45Q (1216.927482 sec): 3 clusters Score: Raw -11911543.814461 + Penalty 3678.339735 = -11907865.474726 nChanged 83 SP:Iteration 46Q (1217.083768 sec): 3 clusters Score: Raw -11911549.382859 + Penalty 3678.339735 = -11907871.043124 nChanged 77 SP:Iteration 47Q (1217.246772 sec): 3 clusters Score: Raw -11911554.784455 + Penalty 3678.339735 = -11907876.444720 nChanged 85 SP:Iteration 48Q (1217.404177 sec): 3 clusters Score: Raw -11911561.224960 + Penalty 3678.339735 = -11907882.885225 nChanged 84 SP:Iteration 49Q (1217.561639 sec): 3 clusters Score: Raw -11911567.479360 + Penalty 3678.339735 = -11907889.139625 nChanged 93 SP:Iteration 50Q (1217.718724 sec): 3 clusters Score: Raw -11911574.693031 + Penalty 3678.339735 = -11907896.353296 nChanged 97 SP:Iteration 51Q (1217.879486 sec): 3 clusters Score: Raw -11911582.303925 + Penalty 3678.339735 = -11907903.964190 nChanged 92 SP:Iteration 52Q (1218.037832 sec): 3 clusters Score: Raw -11911589.221461 + Penalty 3678.339735 = -11907910.881726 nChanged 77 SP:Iteration 53Q (1218.184664 sec): 3 clusters Score: Raw -11911594.976030 + Penalty 3678.339735 = -11907916.636295 nChanged 75 SP:Iteration 54Q (1218.341259 sec): 3 clusters Score: Raw -11911601.453431 + Penalty 3678.339735 = -11907923.113696 nChanged 88 SP:Iteration 55Q (1218.489994 sec): 3 clusters Score: Raw -11911608.163974 + Penalty 3678.339735 = -11907929.824239 nChanged 91 SP:Iteration 56Q (1218.652447 sec): 3 clusters Score: Raw -11911615.646214 + Penalty 3678.339735 = -11907937.306479 nChanged 87 SP:Iteration 57Q (1218.810184 sec): 3 clusters Score: Raw -11911622.910827 + Penalty 3678.339735 = -11907944.571092 nChanged 81 SP:Iteration 58Q (1218.967492 sec): 3 clusters Score: Raw -11911628.683318 + Penalty 3678.339735 = -11907950.343583 nChanged 67 SP:Iteration 59Q (1219.124856 sec): 3 clusters Score: Raw -11911632.862666 + Penalty 3678.339735 = -11907954.522931 nChanged 72 SP:Iteration 60F (1219.300446 sec): 3 clusters Score: Raw -11911637.133667 + Penalty 3678.339735 = -11907958.793932 nChanged 68 SP:Iteration 61Q (1219.452503 sec): 3 clusters Score: Raw -11911641.350854 + Penalty 3678.339735 = -11907963.011119 nChanged 65 SP:Iteration 62Q (1219.600570 sec): 3 clusters Score: Raw -11911646.120616 + Penalty 3678.339735 = -11907967.780881 nChanged 79 SP:Iteration 63Q (1219.751070 sec): 3 clusters Score: Raw -11911652.305865 + Penalty 3678.339735 = -11907973.966130 nChanged 74 SP:Iteration 64Q (1219.898829 sec): 3 clusters Score: Raw -11911657.747863 + Penalty 3678.339735 = -11907979.408128 nChanged 78 SP:Iteration 65Q (1220.058618 sec): 3 clusters Score: Raw -11911662.819014 + Penalty 3678.339735 = -11907984.479279 nChanged 74 SP:Iteration 66Q (1220.204528 sec): 3 clusters Score: Raw -11911667.769800 + Penalty 3678.339735 = -11907989.430065 nChanged 64 SP:Iteration 67Q (1220.352452 sec): 3 clusters Score: Raw -11911671.757651 + Penalty 3678.339735 = -11907993.417916 nChanged 54 SP:Iteration 68Q (1220.502375 sec): 3 clusters Score: Raw -11911674.567338 + Penalty 3678.339735 = -11907996.227603 nChanged 50 SP:Iteration 69Q (1220.658344 sec): 3 clusters Score: Raw -11911676.919121 + Penalty 3678.339735 = -11907998.579386 nChanged 43 SP:Iteration 70Q (1220.820454 sec): 3 clusters Score: Raw -11911679.052570 + Penalty 3678.339735 = -11908000.712835 nChanged 38 SP:Iteration 71Q (1220.967424 sec): 3 clusters Score: Raw -11911681.026637 + Penalty 3678.339735 = -11908002.686902 nChanged 37 SP:Iteration 72Q (1221.128190 sec): 3 clusters Score: Raw -11911683.137595 + Penalty 3678.339735 = -11908004.797860 nChanged 41 SP:Iteration 73Q (1221.277639 sec): 3 clusters Score: Raw -11911685.613127 + Penalty 3678.339735 = -11908007.273392 nChanged 44 SP:Iteration 74Q (1221.432011 sec): 3 clusters Score: Raw -11911688.637098 + Penalty 3678.339735 = -11908010.297363 nChanged 42 SP:Iteration 75Q (1221.595280 sec): 3 clusters Score: Raw -11911691.659572 + Penalty 3678.339735 = -11908013.319837 nChanged 48 SP:Iteration 76Q (1221.749767 sec): 3 clusters Score: Raw -11911694.723379 + Penalty 3678.339735 = -11908016.383644 nChanged 46 SP:Iteration 77Q (1221.900743 sec): 3 clusters Score: Raw -11911697.852099 + Penalty 3678.339735 = -11908019.512364 nChanged 47 SP:Iteration 78Q (1222.049910 sec): 3 clusters Score: Raw -11911701.404104 + Penalty 3678.339735 = -11908023.064369 nChanged 43 SP:Iteration 79Q (1222.204185 sec): 3 clusters Score: Raw -11911704.515853 + Penalty 3678.339735 = -11908026.176118 nChanged 52 SP:Iteration 80F (1222.380729 sec): 3 clusters Score: Raw -11911708.294450 + Penalty 3678.339735 = -11908029.954715 nChanged 40 SP:Iteration 81Q (1222.538018 sec): 3 clusters Score: Raw -11911710.840694 + Penalty 3678.339735 = -11908032.500959 nChanged 39 SP:Iteration 82Q (1222.684411 sec): 3 clusters Score: Raw -11911712.912573 + Penalty 3678.339735 = -11908034.572838 nChanged 32 SP:Iteration 83Q (1222.840969 sec): 3 clusters Score: Raw -11911714.719801 + Penalty 3678.339735 = -11908036.380065 nChanged 26 SP:Iteration 84Q (1222.987234 sec): 3 clusters Score: Raw -11911716.510627 + Penalty 3678.339735 = -11908038.170892 nChanged 36 SP:Iteration 85Q (1223.147838 sec): 3 clusters Score: Raw -11911719.032556 + Penalty 3678.339735 = -11908040.692821 nChanged 37 SP:Iteration 86Q (1223.307635 sec): 3 clusters Score: Raw -11911721.024817 + Penalty 3678.339735 = -11908042.685082 nChanged 25 SP:Iteration 87Q (1223.455857 sec): 3 clusters Score: Raw -11911722.306600 + Penalty 3678.339735 = -11908043.966865 nChanged 26 SP:Iteration 88Q (1223.596355 sec): 3 clusters Score: Raw -11911723.846530 + Penalty 3678.339735 = -11908045.506795 nChanged 29 SP:Iteration 89Q (1223.748826 sec): 3 clusters Score: Raw -11911725.356303 + Penalty 3678.339735 = -11908047.016568 nChanged 28 SP:Iteration 90Q (1223.897146 sec): 3 clusters Score: Raw -11911727.041139 + Penalty 3678.339735 = -11908048.701404 nChanged 34 SP:Iteration 91Q (1224.061245 sec): 3 clusters Score: Raw -11911729.114683 + Penalty 3678.339735 = -11908050.774948 nChanged 31 SP:Iteration 92Q (1224.216694 sec): 3 clusters Score: Raw -11911730.873441 + Penalty 3678.339735 = -11908052.533705 nChanged 33 SP:Iteration 93Q (1224.367763 sec): 3 clusters Score: Raw -11911733.108295 + Penalty 3678.339735 = -11908054.768559 nChanged 39 SP:Iteration 94Q (1224.521968 sec): 3 clusters Score: Raw -11911736.396825 + Penalty 3678.339735 = -11908058.057090 nChanged 45 SP:Iteration 95Q (1224.663703 sec): 3 clusters Score: Raw -11911739.284836 + Penalty 3678.339735 = -11908060.945101 nChanged 38 SP:Iteration 96Q (1224.820415 sec): 3 clusters Score: Raw -11911741.690739 + Penalty 3678.339735 = -11908063.351003 nChanged 38 SP:Iteration 97Q (1224.974057 sec): 3 clusters Score: Raw -11911744.122823 + Penalty 3678.339735 = -11908065.783087 nChanged 30 SP:Iteration 98Q (1225.119381 sec): 3 clusters Score: Raw -11911745.856872 + Penalty 3678.339735 = -11908067.517137 nChanged 32 SP:Iteration 99Q (1225.281954 sec): 3 clusters Score: Raw -11911747.811499 + Penalty 3678.339735 = -11908069.471764 nChanged 33 SP:Iteration 100F (1225.459766 sec): 3 clusters Score: Raw -11911749.936909 + Penalty 3678.339735 = -11908071.597174 nChanged 38 SP:Iteration 101Q (1225.616338 sec): 3 clusters Score: Raw -11911752.071374 + Penalty 3678.339735 = -11908073.731639 nChanged 27 SP:Iteration 102Q (1225.766156 sec): 3 clusters Score: Raw -11911753.787805 + Penalty 3678.339735 = -11908075.448070 nChanged 32 SP:Iteration 103Q (1225.920913 sec): 3 clusters Score: Raw -11911755.542789 + Penalty 3678.339735 = -11908077.203054 nChanged 33 SP:Iteration 104Q (1226.069063 sec): 3 clusters Score: Raw -11911757.414850 + Penalty 3678.339735 = -11908079.075115 nChanged 37 SP:Iteration 105Q (1226.235377 sec): 3 clusters Score: Raw -11911759.525688 + Penalty 3678.339735 = -11908081.185952 nChanged 41 SP:Iteration 106Q (1226.379212 sec): 3 clusters Score: Raw -11911762.962083 + Penalty 3678.339735 = -11908084.622348 nChanged 50 SP:Iteration 107Q (1226.544385 sec): 3 clusters Score: Raw -11911766.746013 + Penalty 3678.339735 = -11908088.406278 nChanged 53 SP:Iteration 108Q (1226.699862 sec): 3 clusters Score: Raw -11911770.290184 + Penalty 3678.339735 = -11908091.950449 nChanged 38 SP:Iteration 109Q (1226.861331 sec): 3 clusters Score: Raw -11911772.986986 + Penalty 3678.339735 = -11908094.647251 nChanged 36 SP:Iteration 110Q (1227.006876 sec): 3 clusters Score: Raw -11911774.919176 + Penalty 3678.339735 = -11908096.579441 nChanged 38 SP:Iteration 111Q (1227.167987 sec): 3 clusters Score: Raw -11911777.517771 + Penalty 3678.339735 = -11908099.178036 nChanged 35 SP:Iteration 112Q (1227.316705 sec): 3 clusters Score: Raw -11911780.044314 + Penalty 3678.339735 = -11908101.704579 nChanged 38 SP:Iteration 113Q (1227.478125 sec): 3 clusters Score: Raw -11911782.822953 + Penalty 3678.339735 = -11908104.483218 nChanged 28 SP:Iteration 114Q (1227.626324 sec): 3 clusters Score: Raw -11911784.848166 + Penalty 3678.339735 = -11908106.508431 nChanged 32 SP:Iteration 115Q (1227.779907 sec): 3 clusters Score: Raw -11911786.699219 + Penalty 3678.339735 = -11908108.359484 nChanged 26 SP:Iteration 116Q (1227.941707 sec): 3 clusters Score: Raw -11911788.274751 + Penalty 3678.339735 = -11908109.935016 nChanged 27 SP:Iteration 117Q (1228.089198 sec): 3 clusters Score: Raw -11911789.630797 + Penalty 3678.339735 = -11908111.291062 nChanged 21 SP:Iteration 118Q (1228.237637 sec): 3 clusters Score: Raw -11911790.792043 + Penalty 3678.339735 = -11908112.452308 nChanged 18 SP:Iteration 119Q (1228.392807 sec): 3 clusters Score: Raw -11911791.856466 + Penalty 3678.339735 = -11908113.516731 nChanged 20 SP:Iteration 120F (1228.564045 sec): 3 clusters Score: Raw -11911793.270803 + Penalty 3678.339735 = -11908114.931068 nChanged 22 SP:Iteration 121Q (1228.725289 sec): 3 clusters Score: Raw -11911794.559391 + Penalty 3678.339735 = -11908116.219655 nChanged 30 SP:Iteration 122Q (1228.878617 sec): 3 clusters Score: Raw -11911796.210931 + Penalty 3678.339735 = -11908117.871196 nChanged 24 SP:Iteration 123Q (1229.042914 sec): 3 clusters Score: Raw -11911797.549980 + Penalty 3678.339735 = -11908119.210245 nChanged 26 SP:Iteration 124Q (1229.195681 sec): 3 clusters Score: Raw -11911799.150096 + Penalty 3678.339735 = -11908120.810361 nChanged 31 SP:Iteration 125Q (1229.345607 sec): 3 clusters Score: Raw -11911801.564034 + Penalty 3678.339735 = -11908123.224299 nChanged 30 SP:Iteration 126Q (1229.486135 sec): 3 clusters Score: Raw -11911804.026036 + Penalty 3678.339735 = -11908125.686301 nChanged 28 SP:Iteration 127Q (1229.639596 sec): 3 clusters Score: Raw -11911806.010899 + Penalty 3678.339735 = -11908127.671164 nChanged 27 SP:Iteration 128Q (1229.790241 sec): 3 clusters Score: Raw -11911807.819597 + Penalty 3678.339735 = -11908129.479862 nChanged 21 SP:Iteration 129Q (1229.952196 sec): 3 clusters Score: Raw -11911809.131410 + Penalty 3678.339735 = -11908130.791675 nChanged 21 SP:Iteration 130Q (1230.108200 sec): 3 clusters Score: Raw -11911810.204409 + Penalty 3678.339735 = -11908131.864674 nChanged 17 SP:Iteration 131Q (1230.261122 sec): 3 clusters Score: Raw -11911811.113090 + Penalty 3678.339735 = -11908132.773355 nChanged 21 SP:Iteration 132Q (1230.420759 sec): 3 clusters Score: Raw -11911812.373132 + Penalty 3678.339735 = -11908134.033397 nChanged 17 SP:Iteration 133Q (1230.577724 sec): 3 clusters Score: Raw -11911813.152631 + Penalty 3678.339735 = -11908134.812896 nChanged 13 SP:Iteration 134Q (1230.739020 sec): 3 clusters Score: Raw -11911813.733749 + Penalty 3678.339735 = -11908135.394014 nChanged 12 SP:Iteration 135Q (1230.878049 sec): 3 clusters Score: Raw -11911814.655503 + Penalty 3678.339735 = -11908136.315768 nChanged 19 SP:Iteration 136Q (1231.037271 sec): 3 clusters Score: Raw -11911815.914400 + Penalty 3678.339735 = -11908137.574664 nChanged 17 SP:Iteration 137Q (1231.192366 sec): 3 clusters Score: Raw -11911816.647588 + Penalty 3678.339735 = -11908138.307853 nChanged 9 SP:Iteration 138Q (1231.346941 sec): 3 clusters Score: Raw -11911817.278144 + Penalty 3678.339735 = -11908138.938409 nChanged 14 SP:Iteration 139Q (1231.495105 sec): 3 clusters Score: Raw -11911817.908706 + Penalty 3678.339735 = -11908139.568971 nChanged 8 SP:Iteration 140F (1231.673657 sec): 3 clusters Score: Raw -11911818.158868 + Penalty 3678.339735 = -11908139.819133 nChanged 8 SP:Iteration 141Q (1231.826647 sec): 3 clusters Score: Raw -11911818.610230 + Penalty 3678.339735 = -11908140.270495 nChanged 8 SP:Iteration 142Q (1231.980203 sec): 3 clusters Score: Raw -11911818.903214 + Penalty 3678.339735 = -11908140.563479 nChanged 5 SP:Iteration 143Q (1232.142963 sec): 3 clusters Score: Raw -11911819.068932 + Penalty 3678.339735 = -11908140.729197 nChanged 7 SP:Iteration 144Q (1232.289689 sec): 3 clusters Score: Raw -11911819.322888 + Penalty 3678.339735 = -11908140.983153 nChanged 10 SP:Iteration 145Q (1232.438282 sec): 3 clusters Score: Raw -11911819.981860 + Penalty 3678.339735 = -11908141.642125 nChanged 15 SP:Iteration 146Q (1232.581811 sec): 3 clusters Score: Raw -11911820.767557 + Penalty 3678.339735 = -11908142.427822 nChanged 10 SP:Iteration 147Q (1232.740084 sec): 3 clusters Score: Raw -11911821.172712 + Penalty 3678.339735 = -11908142.832977 nChanged 6 SP:Iteration 148Q (1232.894230 sec): 3 clusters Score: Raw -11911821.324704 + Penalty 3678.339735 = -11908142.984969 nChanged 6 SP:Iteration 149Q (1233.047642 sec): 3 clusters Score: Raw -11911821.500871 + Penalty 3678.339735 = -11908143.161136 nChanged 3 SP:Iteration 150Q (1233.197969 sec): 3 clusters Score: Raw -11911821.628749 + Penalty 3678.339735 = -11908143.289014 nChanged 5 SP:Iteration 151Q (1233.347905 sec): 3 clusters Score: Raw -11911821.796411 + Penalty 3678.339735 = -11908143.456676 nChanged 5 SP:Iteration 152Q (1233.507292 sec): 3 clusters Score: Raw -11911821.980166 + Penalty 3678.339735 = -11908143.640431 nChanged 4 SP:Iteration 153Q (1233.652526 sec): 3 clusters Score: Raw -11911822.072019 + Penalty 3678.339735 = -11908143.732284 nChanged 2 SP:Iteration 154Q (1233.805157 sec): 3 clusters Score: Raw -11911822.137267 + Penalty 3678.339735 = -11908143.797532 nChanged 0 SP:Iteration 155F (1233.979823 sec): 3 clusters Score: Raw -11911822.137267 + Penalty 3678.339735 = -11908143.797532 nChanged 0 Iteration 219Q (1236.766236 sec): 42 clusters Score: Raw -40032509.088703 + Penalty 83728.825154 = -39948780.263549 nChanged 13 Iteration 220F (1244.263724 sec): 42 clusters Score: Raw -40032509.321373 + Penalty 83728.825154 = -39948780.496219 nChanged 10 Iteration 221Q (1247.109946 sec): 42 clusters Score: Raw -40032509.541783 + Penalty 83728.825154 = -39948780.716629 nChanged 8 Iteration 222Q (1249.812077 sec): 42 clusters Score: Raw -40032509.685029 + Penalty 83728.825154 = -39948780.859875 nChanged 10 Iteration 223Q (1252.999704 sec): 42 clusters Score: Raw -40032509.926146 + Penalty 83728.825154 = -39948781.100991 nChanged 10 Iteration 224Q (1255.889013 sec): 42 clusters Score: Raw -40032510.244502 + Penalty 83728.825154 = -39948781.419347 nChanged 9 Iteration 225Q (1258.842266 sec): 42 clusters Score: Raw -40032510.719197 + Penalty 83728.825154 = -39948781.894042 nChanged 10 Iteration 226Q (1261.878325 sec): 42 clusters Score: Raw -40032511.134294 + Penalty 83728.825154 = -39948782.309140 nChanged 13 Iteration 227Q (1264.854131 sec): 42 clusters Score: Raw -40032511.580167 + Penalty 83728.825154 = -39948782.755013 nChanged 11 Iteration 228Q (1267.712704 sec): 42 clusters Score: Raw -40032511.828765 + Penalty 83728.825154 = -39948783.003611 nChanged 6 Iteration 229Q (1270.357456 sec): 42 clusters Score: Raw -40032512.316638 + Penalty 83728.825154 = -39948783.491484 nChanged 9 Iteration 230Q (1273.158087 sec): 42 clusters Score: Raw -40032512.701561 + Penalty 83728.825154 = -39948783.876407 nChanged 10 Iteration 231Q (1275.914033 sec): 42 clusters Score: Raw -40032513.070997 + Penalty 83728.825154 = -39948784.245843 nChanged 11 Iteration 232Q (1278.710293 sec): 42 clusters Score: Raw -40032513.412220 + Penalty 83728.825154 = -39948784.587065 nChanged 14 Iteration 233Q (1281.372527 sec): 42 clusters Score: Raw -40032513.838646 + Penalty 83728.825154 = -39948785.013492 nChanged 14 Iteration 234Q (1283.917682 sec): 42 clusters Score: Raw -40032514.223571 + Penalty 83728.825154 = -39948785.398417 nChanged 18 Iteration 235Q (1286.617013 sec): 42 clusters Score: Raw -40032514.824659 + Penalty 83728.825154 = -39948785.999505 nChanged 16 Iteration 236Q (1289.187299 sec): 42 clusters Score: Raw -40032515.260494 + Penalty 83728.825154 = -39948786.435340 nChanged 15 Iteration 237Q (1292.079125 sec): 42 clusters Score: Raw -40032515.732237 + Penalty 83728.825154 = -39948786.907083 nChanged 17 Iteration 238Q (1294.794048 sec): 42 clusters Score: Raw -40032516.179621 + Penalty 83728.825154 = -39948787.354467 nChanged 17 Iteration 239Q (1297.595151 sec): 42 clusters Score: Raw -40032516.574479 + Penalty 83728.825154 = -39948787.749325 nChanged 25 Iteration 240F (1305.119756 sec): 42 clusters Score: Raw -40032517.205376 + Penalty 83728.825154 = -39948788.380221 nChanged 21 Iteration 241Q (1308.216819 sec): 42 clusters Score: Raw -40032517.970292 + Penalty 83728.825154 = -39948789.145138 nChanged 31 Iteration 242Q (1310.959333 sec): 42 clusters Score: Raw -40032518.943293 + Penalty 83728.825154 = -39948790.118139 nChanged 30 Iteration 243Q (1313.591377 sec): 42 clusters Score: Raw -40032519.739993 + Penalty 83728.825154 = -39948790.914838 nChanged 20 Iteration 244Q (1316.435348 sec): 42 clusters Score: Raw -40032520.631807 + Penalty 83728.825154 = -39948791.806653 nChanged 15 Iteration 245Q (1319.424215 sec): 42 clusters Score: Raw -40032521.068490 + Penalty 83728.825154 = -39948792.243336 nChanged 17 Iteration 246Q (1322.413787 sec): 42 clusters Score: Raw -40032521.540351 + Penalty 83728.825154 = -39948792.715197 nChanged 14 Iteration 247Q (1325.202225 sec): 42 clusters Score: Raw -40032522.246410 + Penalty 83728.825154 = -39948793.421256 nChanged 19 Iteration 248Q (1328.164150 sec): 42 clusters Score: Raw -40032523.150909 + Penalty 83728.825154 = -39948794.325755 nChanged 19 Iteration 249Q (1330.734441 sec): 42 clusters Score: Raw -40032524.349400 + Penalty 83728.825154 = -39948795.524246 nChanged 23 Iteration 250Q (1333.281072 sec): 42 clusters Score: Raw -40032526.214718 + Penalty 83728.825154 = -39948797.389564 nChanged 24 Iteration 251Q (1336.072656 sec): 42 clusters Score: Raw -40032526.708291 + Penalty 83728.825154 = -39948797.883137 nChanged 24 Iteration 252Q (1338.848676 sec): 42 clusters Score: Raw -40032527.361268 + Penalty 83728.825154 = -39948798.536113 nChanged 20 Iteration 253Q (1341.608391 sec): 42 clusters Score: Raw -40032527.793432 + Penalty 83728.825154 = -39948798.968278 nChanged 28 Iteration 254Q (1344.557707 sec): 42 clusters Score: Raw -40032528.285026 + Penalty 83728.825154 = -39948799.459872 nChanged 23 Iteration 255Q (1347.421023 sec): 42 clusters Score: Raw -40032528.732642 + Penalty 83728.825154 = -39948799.907488 nChanged 20 Iteration 256Q (1350.156557 sec): 42 clusters Score: Raw -40032529.113690 + Penalty 83728.825154 = -39948800.288535 nChanged 20 Iteration 257Q (1353.125663 sec): 42 clusters Score: Raw -40032529.573135 + Penalty 83728.825154 = -39948800.747981 nChanged 21 Iteration 258Q (1356.092983 sec): 42 clusters Score: Raw -40032530.111665 + Penalty 83728.825154 = -39948801.286511 nChanged 17 Writing temp clu file Because OldScore, -39948800.747981, is greater than current (better) Score,-39948801.286511 Compute initial score before splitting: Score: Raw -40032530.111665 + Penalty 83728.825154 = -39948801.286511 Trying to split cluster 1 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1356.222280 sec): 2 clusters Score: Raw -72023.499930 + Penalty 1024.175584 = -70999.324346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1356.268720 sec): 3 clusters Score: Raw -72043.696309 + Penalty 2048.351167 = -69995.345142 nChanged 155 SP:Iteration 1F (1356.307869 sec): 3 clusters Score: Raw -72408.768325 + Penalty 2048.351167 = -70360.417158 nChanged 69 SP:Iteration 2F (1356.351080 sec): 3 clusters Score: Raw -72733.781353 + Penalty 2048.351167 = -70685.430186 nChanged 34 SP:Iteration 3F (1356.402795 sec): 3 clusters Score: Raw -72972.054320 + Penalty 2048.351167 = -70923.703153 nChanged 21 SP:Iteration 4Q (1356.446060 sec): 3 clusters Score: Raw -73093.884022 + Penalty 2048.351167 = -71045.532854 nChanged 13 SP:Iteration 5Q (1356.482772 sec): 3 clusters Score: Raw -73148.486106 + Penalty 2048.351167 = -71100.134938 nChanged 7 SP:Iteration 6Q (1356.534581 sec): 3 clusters Score: Raw -73188.157467 + Penalty 2048.351167 = -71139.806299 nChanged 3 SP:Iteration 7Q (1356.586638 sec): 3 clusters Score: Raw -73196.991633 + Penalty 2048.351167 = -71148.640466 nChanged 2 SP:Iteration 8Q (1356.624183 sec): 3 clusters Score: Raw -73214.267211 + Penalty 2048.351167 = -71165.916044 nChanged 2 SP:Iteration 9Q (1356.662468 sec): 3 clusters Score: Raw -73219.826080 + Penalty 2048.351167 = -71171.474913 nChanged 1 SP:Iteration 10Q (1356.697093 sec): 3 clusters Score: Raw -73221.433617 + Penalty 2048.351167 = -71173.082450 nChanged 0 SP:Iteration 11F (1356.749171 sec): 3 clusters Score: Raw -73221.433617 + Penalty 2048.351167 = -71173.082450 nChanged 0 Score: Raw -40033728.472481 + Penalty 85770.991621 = -39947957.480859 Splitting cluster 1 changes total score from -39948801.286511 to -39947957.480859 So it's not getting split. Trying to split cluster 2 (5619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1364.477753 sec): 2 clusters Score: Raw -788017.532292 + Penalty 1403.010211 = -786614.522081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1364.527215 sec): 3 clusters Score: Raw -785046.260452 + Penalty 2806.020422 = -782240.240030 nChanged 2272 SP:Iteration 1F (1364.581561 sec): 3 clusters Score: Raw -786353.719028 + Penalty 2806.020422 = -783547.698606 nChanged 358 SP:Iteration 2F (1364.627324 sec): 3 clusters Score: Raw -786545.433458 + Penalty 2806.020422 = -783739.413036 nChanged 298 SP:Iteration 3F (1364.690603 sec): 3 clusters Score: Raw -786687.857942 + Penalty 2806.020422 = -783881.837520 nChanged 224 SP:Iteration 4Q (1364.748986 sec): 3 clusters Score: Raw -786773.986751 + Penalty 2806.020422 = -783967.966329 nChanged 144 SP:Iteration 5Q (1364.795202 sec): 3 clusters Score: Raw -786823.299862 + Penalty 2806.020422 = -784017.279440 nChanged 117 SP:Iteration 6Q (1364.851431 sec): 3 clusters Score: Raw -786856.454130 + Penalty 2806.020422 = -784050.433707 nChanged 98 SP:Iteration 7Q (1364.907105 sec): 3 clusters Score: Raw -786882.224922 + Penalty 2806.020422 = -784076.204500 nChanged 88 SP:Iteration 8Q (1364.955558 sec): 3 clusters Score: Raw -786906.450938 + Penalty 2806.020422 = -784100.430516 nChanged 91 SP:Iteration 9Q (1365.020781 sec): 3 clusters Score: Raw -786930.728850 + Penalty 2806.020422 = -784124.708428 nChanged 83 SP:Iteration 10Q (1365.072001 sec): 3 clusters Score: Raw -786959.114521 + Penalty 2806.020422 = -784153.094099 nChanged 87 SP:Iteration 11Q (1365.121119 sec): 3 clusters Score: Raw -786994.326237 + Penalty 2806.020422 = -784188.305815 nChanged 98 SP:Iteration 12Q (1365.177026 sec): 3 clusters Score: Raw -787033.123789 + Penalty 2806.020422 = -784227.103367 nChanged 101 SP:Iteration 13Q (1365.235929 sec): 3 clusters Score: Raw -787079.656403 + Penalty 2806.020422 = -784273.635981 nChanged 113 SP:Iteration 14Q (1365.276942 sec): 3 clusters Score: Raw -787129.145268 + Penalty 2806.020422 = -784323.124846 nChanged 110 SP:Iteration 15Q (1365.342399 sec): 3 clusters Score: Raw -787187.391356 + Penalty 2806.020422 = -784381.370934 nChanged 125 SP:Iteration 16Q (1365.394228 sec): 3 clusters Score: Raw -787258.847336 + Penalty 2806.020422 = -784452.826914 nChanged 132 SP:Iteration 17Q (1365.443601 sec): 3 clusters Score: Raw -787337.530259 + Penalty 2806.020422 = -784531.509837 nChanged 157 SP:Iteration 18Q (1365.497045 sec): 3 clusters Score: Raw -787441.413998 + Penalty 2806.020422 = -784635.393575 nChanged 143 SP:Iteration 19Q (1365.550304 sec): 3 clusters Score: Raw -787539.664770 + Penalty 2806.020422 = -784733.644348 nChanged 132 SP:Iteration 20F (1365.610443 sec): 3 clusters Score: Raw -787618.110597 + Penalty 2806.020422 = -784812.090175 nChanged 124 SP:Iteration 21Q (1365.661729 sec): 3 clusters Score: Raw -787708.586062 + Penalty 2806.020422 = -784902.565640 nChanged 109 SP:Iteration 22Q (1365.709219 sec): 3 clusters Score: Raw -787782.056326 + Penalty 2806.020422 = -784976.035904 nChanged 91 SP:Iteration 23Q (1365.773026 sec): 3 clusters Score: Raw -787832.631915 + Penalty 2806.020422 = -785026.611493 nChanged 83 SP:Iteration 24Q (1365.823749 sec): 3 clusters Score: Raw -787884.018637 + Penalty 2806.020422 = -785077.998215 nChanged 85 SP:Iteration 25Q (1365.889243 sec): 3 clusters Score: Raw -787925.468570 + Penalty 2806.020422 = -785119.448148 nChanged 64 SP:Iteration 26Q (1365.942989 sec): 3 clusters Score: Raw -787954.594621 + Penalty 2806.020422 = -785148.574199 nChanged 54 SP:Iteration 27Q (1366.000567 sec): 3 clusters Score: Raw -787974.277192 + Penalty 2806.020422 = -785168.256769 nChanged 47 SP:Iteration 28Q (1366.053088 sec): 3 clusters Score: Raw -787994.549574 + Penalty 2806.020422 = -785188.529152 nChanged 47 SP:Iteration 29Q (1366.111939 sec): 3 clusters Score: Raw -788019.675877 + Penalty 2806.020422 = -785213.655455 nChanged 48 SP:Iteration 30Q (1366.166309 sec): 3 clusters Score: Raw -788044.572439 + Penalty 2806.020422 = -785238.552016 nChanged 51 SP:Iteration 31Q (1366.208232 sec): 3 clusters Score: Raw -788069.372513 + Penalty 2806.020422 = -785263.352091 nChanged 48 SP:Iteration 32Q (1366.264190 sec): 3 clusters Score: Raw -788093.064298 + Penalty 2806.020422 = -785287.043876 nChanged 48 SP:Iteration 33Q (1366.318908 sec): 3 clusters Score: Raw -788112.360108 + Penalty 2806.020422 = -785306.339686 nChanged 40 SP:Iteration 34Q (1366.373711 sec): 3 clusters Score: Raw -788130.906714 + Penalty 2806.020422 = -785324.886292 nChanged 42 SP:Iteration 35Q (1366.424350 sec): 3 clusters Score: Raw -788149.369792 + Penalty 2806.020422 = -785343.349370 nChanged 42 SP:Iteration 36Q (1366.475868 sec): 3 clusters Score: Raw -788169.634302 + Penalty 2806.020422 = -785363.613879 nChanged 40 SP:Iteration 37Q (1366.525222 sec): 3 clusters Score: Raw -788185.684574 + Penalty 2806.020422 = -785379.664151 nChanged 40 SP:Iteration 38Q (1366.580505 sec): 3 clusters Score: Raw -788202.596837 + Penalty 2806.020422 = -785396.576415 nChanged 39 SP:Iteration 39Q (1366.646302 sec): 3 clusters Score: Raw -788221.138107 + Penalty 2806.020422 = -785415.117685 nChanged 35 SP:Iteration 40F (1366.701274 sec): 3 clusters Score: Raw -788236.089807 + Penalty 2806.020422 = -785430.069385 nChanged 32 SP:Iteration 41Q (1366.759528 sec): 3 clusters Score: Raw -788247.215847 + Penalty 2806.020422 = -785441.195425 nChanged 24 SP:Iteration 42Q (1366.811684 sec): 3 clusters Score: Raw -788255.984203 + Penalty 2806.020422 = -785449.963781 nChanged 31 SP:Iteration 43Q (1366.858867 sec): 3 clusters Score: Raw -788269.267343 + Penalty 2806.020422 = -785463.246921 nChanged 22 SP:Iteration 44Q (1366.912251 sec): 3 clusters Score: Raw -788276.056615 + Penalty 2806.020422 = -785470.036193 nChanged 15 SP:Iteration 45Q (1366.971330 sec): 3 clusters Score: Raw -788280.332909 + Penalty 2806.020422 = -785474.312487 nChanged 18 SP:Iteration 46Q (1367.016636 sec): 3 clusters Score: Raw -788287.180489 + Penalty 2806.020422 = -785481.160067 nChanged 17 SP:Iteration 47Q (1367.071505 sec): 3 clusters Score: Raw -788296.925723 + Penalty 2806.020422 = -785490.905301 nChanged 24 SP:Iteration 48Q (1367.125661 sec): 3 clusters Score: Raw -788305.854940 + Penalty 2806.020422 = -785499.834518 nChanged 25 SP:Iteration 49Q (1367.177156 sec): 3 clusters Score: Raw -788313.940151 + Penalty 2806.020422 = -785507.919729 nChanged 21 SP:Iteration 50Q (1367.229896 sec): 3 clusters Score: Raw -788320.324148 + Penalty 2806.020422 = -785514.303726 nChanged 19 SP:Iteration 51Q (1367.282850 sec): 3 clusters Score: Raw -788326.999651 + Penalty 2806.020422 = -785520.979229 nChanged 21 SP:Iteration 52Q (1367.347315 sec): 3 clusters Score: Raw -788337.105728 + Penalty 2806.020422 = -785531.085305 nChanged 26 SP:Iteration 53Q (1367.397328 sec): 3 clusters Score: Raw -788347.045022 + Penalty 2806.020422 = -785541.024599 nChanged 27 SP:Iteration 54Q (1367.450086 sec): 3 clusters Score: Raw -788359.164204 + Penalty 2806.020422 = -785553.143782 nChanged 28 SP:Iteration 55Q (1367.503563 sec): 3 clusters Score: Raw -788367.202848 + Penalty 2806.020422 = -785561.182426 nChanged 14 SP:Iteration 56Q (1367.549883 sec): 3 clusters Score: Raw -788372.517038 + Penalty 2806.020422 = -785566.496616 nChanged 15 SP:Iteration 57Q (1367.603518 sec): 3 clusters Score: Raw -788380.566834 + Penalty 2806.020422 = -785574.546412 nChanged 18 SP:Iteration 58Q (1367.653616 sec): 3 clusters Score: Raw -788387.464396 + Penalty 2806.020422 = -785581.443974 nChanged 16 SP:Iteration 59Q (1367.709770 sec): 3 clusters Score: Raw -788392.224485 + Penalty 2806.020422 = -785586.204063 nChanged 14 SP:Iteration 60F (1367.759987 sec): 3 clusters Score: Raw -788396.378350 + Penalty 2806.020422 = -785590.357928 nChanged 14 SP:Iteration 61Q (1367.808754 sec): 3 clusters Score: Raw -788400.392450 + Penalty 2806.020422 = -785594.372028 nChanged 12 SP:Iteration 62Q (1367.860863 sec): 3 clusters Score: Raw -788403.865657 + Penalty 2806.020422 = -785597.845235 nChanged 10 SP:Iteration 63Q (1367.906290 sec): 3 clusters Score: Raw -788406.497161 + Penalty 2806.020422 = -785600.476739 nChanged 12 SP:Iteration 64Q (1367.958182 sec): 3 clusters Score: Raw -788408.723221 + Penalty 2806.020422 = -785602.702799 nChanged 11 SP:Iteration 65Q (1368.012430 sec): 3 clusters Score: Raw -788410.911606 + Penalty 2806.020422 = -785604.891184 nChanged 5 SP:Iteration 66Q (1368.068686 sec): 3 clusters Score: Raw -788411.658578 + Penalty 2806.020422 = -785605.638156 nChanged 1 SP:Iteration 67Q (1368.122317 sec): 3 clusters Score: Raw -788411.989252 + Penalty 2806.020422 = -785605.968830 nChanged 3 SP:Iteration 68Q (1368.172284 sec): 3 clusters Score: Raw -788412.732484 + Penalty 2806.020422 = -785606.712062 nChanged 4 SP:Iteration 69Q (1368.238205 sec): 3 clusters Score: Raw -788413.974370 + Penalty 2806.020422 = -785607.953948 nChanged 5 SP:Iteration 70Q (1368.289249 sec): 3 clusters Score: Raw -788415.165615 + Penalty 2806.020422 = -785609.145193 nChanged 6 SP:Iteration 71Q (1368.345265 sec): 3 clusters Score: Raw -788416.810190 + Penalty 2806.020422 = -785610.789768 nChanged 12 SP:Iteration 72Q (1368.388117 sec): 3 clusters Score: Raw -788421.824054 + Penalty 2806.020422 = -785615.803632 nChanged 17 SP:Iteration 73Q (1368.449968 sec): 3 clusters Score: Raw -788428.040677 + Penalty 2806.020422 = -785622.020254 nChanged 12 SP:Iteration 74Q (1368.498076 sec): 3 clusters Score: Raw -788431.447433 + Penalty 2806.020422 = -785625.427011 nChanged 11 SP:Iteration 75Q (1368.544495 sec): 3 clusters Score: Raw -788434.858806 + Penalty 2806.020422 = -785628.838384 nChanged 12 SP:Iteration 76Q (1368.596793 sec): 3 clusters Score: Raw -788437.591956 + Penalty 2806.020422 = -785631.571534 nChanged 12 SP:Iteration 77Q (1368.652221 sec): 3 clusters Score: Raw -788440.724515 + Penalty 2806.020422 = -785634.704093 nChanged 12 SP:Iteration 78Q (1368.715144 sec): 3 clusters Score: Raw -788444.427916 + Penalty 2806.020422 = -785638.407494 nChanged 14 SP:Iteration 79Q (1368.763800 sec): 3 clusters Score: Raw -788448.720236 + Penalty 2806.020422 = -785642.699814 nChanged 7 SP:Iteration 80F (1368.819248 sec): 3 clusters Score: Raw -788450.012719 + Penalty 2806.020422 = -785643.992296 nChanged 2 SP:Iteration 81Q (1368.864438 sec): 3 clusters Score: Raw -788450.240165 + Penalty 2806.020422 = -785644.219743 nChanged 0 SP:Iteration 82F (1368.924313 sec): 3 clusters Score: Raw -788450.240165 + Penalty 2806.020422 = -785644.219743 nChanged 0 Trying to split cluster 3 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1368.952269 sec): 2 clusters Score: Raw -16183.070119 + Penalty 870.445270 = -15312.624849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1368.991561 sec): 3 clusters Score: Raw -16441.714985 + Penalty 1740.890539 = -14700.824446 nChanged 48 SP:Iteration 1F (1369.040950 sec): 3 clusters Score: Raw -16596.417252 + Penalty 1740.890539 = -14855.526713 nChanged 16 SP:Iteration 2F (1369.082384 sec): 3 clusters Score: Raw -16679.194184 + Penalty 1740.890539 = -14938.303644 nChanged 4 SP:Iteration 3Q (1369.131097 sec): 3 clusters Score: Raw -16710.098489 + Penalty 1740.890539 = -14969.207950 nChanged 4 SP:Iteration 4Q (1369.176363 sec): 3 clusters Score: Raw -16750.360266 + Penalty 1740.890539 = -15009.469727 nChanged 4 SP:Iteration 5Q (1369.229445 sec): 3 clusters Score: Raw -16762.697140 + Penalty 1740.890539 = -15021.806601 nChanged 1 SP:Iteration 6Q (1369.264423 sec): 3 clusters Score: Raw -16763.574472 + Penalty 1740.890539 = -15022.683932 nChanged 0 SP:Iteration 7F (1369.306790 sec): 3 clusters Score: Raw -16763.574472 + Penalty 1740.890539 = -15022.683932 nChanged 0 Trying to split cluster 4 (1617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1369.338408 sec): 2 clusters Score: Raw -246002.834930 + Penalty 1200.603277 = -244802.231653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1369.380227 sec): 3 clusters Score: Raw -245329.276967 + Penalty 2401.206554 = -242928.070412 nChanged 565 SP:Iteration 1F (1369.420517 sec): 3 clusters Score: Raw -245743.968312 + Penalty 2401.206554 = -243342.761758 nChanged 136 SP:Iteration 2F (1369.479020 sec): 3 clusters Score: Raw -245853.551364 + Penalty 2401.206554 = -243452.344809 nChanged 74 SP:Iteration 3Q (1369.506409 sec): 3 clusters Score: Raw -245914.925895 + Penalty 2401.206554 = -243513.719341 nChanged 54 SP:Iteration 4Q (1369.555573 sec): 3 clusters Score: Raw -245961.930067 + Penalty 2401.206554 = -243560.723512 nChanged 52 SP:Iteration 5Q (1369.613298 sec): 3 clusters Score: Raw -246015.717185 + Penalty 2401.206554 = -243614.510631 nChanged 42 SP:Iteration 6Q (1369.666099 sec): 3 clusters Score: Raw -246053.423919 + Penalty 2401.206554 = -243652.217364 nChanged 34 SP:Iteration 7Q (1369.716565 sec): 3 clusters Score: Raw -246084.391713 + Penalty 2401.206554 = -243683.185159 nChanged 28 SP:Iteration 8Q (1369.763698 sec): 3 clusters Score: Raw -246106.474617 + Penalty 2401.206554 = -243705.268063 nChanged 22 SP:Iteration 9Q (1369.796776 sec): 3 clusters Score: Raw -246124.400916 + Penalty 2401.206554 = -243723.194362 nChanged 23 SP:Iteration 10Q (1369.852143 sec): 3 clusters Score: Raw -246142.487987 + Penalty 2401.206554 = -243741.281433 nChanged 29 SP:Iteration 11Q (1369.907061 sec): 3 clusters Score: Raw -246168.522237 + Penalty 2401.206554 = -243767.315682 nChanged 24 SP:Iteration 12Q (1369.955955 sec): 3 clusters Score: Raw -246192.564821 + Penalty 2401.206554 = -243791.358266 nChanged 24 SP:Iteration 13Q (1370.005194 sec): 3 clusters Score: Raw -246213.310201 + Penalty 2401.206554 = -243812.103646 nChanged 22 SP:Iteration 14Q (1370.044468 sec): 3 clusters Score: Raw -246230.707938 + Penalty 2401.206554 = -243829.501384 nChanged 27 SP:Iteration 15Q (1370.098091 sec): 3 clusters Score: Raw -246262.955824 + Penalty 2401.206554 = -243861.749270 nChanged 31 SP:Iteration 16Q (1370.146036 sec): 3 clusters Score: Raw -246305.215783 + Penalty 2401.206554 = -243904.009228 nChanged 38 SP:Iteration 17Q (1370.180272 sec): 3 clusters Score: Raw -246343.638809 + Penalty 2401.206554 = -243942.432255 nChanged 28 SP:Iteration 18Q (1370.228435 sec): 3 clusters Score: Raw -246366.202507 + Penalty 2401.206554 = -243964.995952 nChanged 18 SP:Iteration 19Q (1370.278733 sec): 3 clusters Score: Raw -246382.285377 + Penalty 2401.206554 = -243981.078823 nChanged 17 SP:Iteration 20F (1370.327842 sec): 3 clusters Score: Raw -246396.678871 + Penalty 2401.206554 = -243995.472317 nChanged 19 SP:Iteration 21Q (1370.370706 sec): 3 clusters Score: Raw -246413.569523 + Penalty 2401.206554 = -244012.362969 nChanged 19 SP:Iteration 22Q (1370.418353 sec): 3 clusters Score: Raw -246426.720165 + Penalty 2401.206554 = -244025.513610 nChanged 8 SP:Iteration 23Q (1370.466967 sec): 3 clusters Score: Raw -246432.965245 + Penalty 2401.206554 = -244031.758690 nChanged 6 SP:Iteration 24Q (1370.513233 sec): 3 clusters Score: Raw -246438.740131 + Penalty 2401.206554 = -244037.533577 nChanged 5 SP:Iteration 25Q (1370.561397 sec): 3 clusters Score: Raw -246440.924127 + Penalty 2401.206554 = -244039.717573 nChanged 8 SP:Iteration 26Q (1370.611886 sec): 3 clusters Score: Raw -246444.508604 + Penalty 2401.206554 = -244043.302050 nChanged 1 SP:Iteration 27Q (1370.656182 sec): 3 clusters Score: Raw -246445.089414 + Penalty 2401.206554 = -244043.882860 nChanged 1 SP:Iteration 28Q (1370.709917 sec): 3 clusters Score: Raw -246445.787559 + Penalty 2401.206554 = -244044.581005 nChanged 4 SP:Iteration 29Q (1370.751790 sec): 3 clusters Score: Raw -246447.649711 + Penalty 2401.206554 = -244046.443157 nChanged 3 SP:Iteration 30Q (1370.802992 sec): 3 clusters Score: Raw -246449.221035 + Penalty 2401.206554 = -244048.014480 nChanged 3 SP:Iteration 31Q (1370.853412 sec): 3 clusters Score: Raw -246450.429835 + Penalty 2401.206554 = -244049.223281 nChanged 0 SP:Iteration 32F (1370.896570 sec): 3 clusters Score: Raw -246450.429835 + Penalty 2401.206554 = -244049.223281 nChanged 0 Trying to split cluster 5 (1513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1370.926562 sec): 2 clusters Score: Raw -199177.172371 + Penalty 1189.800578 = -197987.371792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1370.963217 sec): 3 clusters Score: Raw -198669.093302 + Penalty 2379.601157 = -196289.492145 nChanged 539 SP:Iteration 1F (1371.011442 sec): 3 clusters Score: Raw -199369.567437 + Penalty 2379.601157 = -196989.966280 nChanged 196 SP:Iteration 2F (1371.067568 sec): 3 clusters Score: Raw -199841.279095 + Penalty 2379.601157 = -197461.677938 nChanged 135 SP:Iteration 3F (1371.118945 sec): 3 clusters Score: Raw -200237.859234 + Penalty 2379.601157 = -197858.258077 nChanged 106 SP:Iteration 4F (1371.158660 sec): 3 clusters Score: Raw -200477.728280 + Penalty 2379.601157 = -198098.127123 nChanged 68 SP:Iteration 5Q (1371.204960 sec): 3 clusters Score: Raw -200579.204383 + Penalty 2379.601157 = -198199.603226 nChanged 39 SP:Iteration 6Q (1371.249498 sec): 3 clusters Score: Raw -200625.385718 + Penalty 2379.601157 = -198245.784561 nChanged 25 SP:Iteration 7Q (1371.299304 sec): 3 clusters Score: Raw -200658.391528 + Penalty 2379.601157 = -198278.790371 nChanged 19 SP:Iteration 8Q (1371.352657 sec): 3 clusters Score: Raw -200673.518210 + Penalty 2379.601157 = -198293.917053 nChanged 6 SP:Iteration 9Q (1371.398511 sec): 3 clusters Score: Raw -200680.309994 + Penalty 2379.601157 = -198300.708837 nChanged 7 SP:Iteration 10Q (1371.434292 sec): 3 clusters Score: Raw -200683.132235 + Penalty 2379.601157 = -198303.531078 nChanged 0 SP:Iteration 11F (1371.484820 sec): 3 clusters Score: Raw -200683.132235 + Penalty 2379.601157 = -198303.531078 nChanged 0 Score: Raw -40034036.498657 + Penalty 85770.991621 = -39948265.507036 Splitting cluster 5 changes total score from -39948801.286511 to -39948265.507036 So it's not getting split. Trying to split cluster 6 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1379.206547 sec): 2 clusters Score: Raw -14109.089441 + Penalty 849.183834 = -13259.905607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1379.244665 sec): 3 clusters Score: Raw -14315.986870 + Penalty 1698.367669 = -12617.619201 nChanged 42 SP:Iteration 1F (1379.290220 sec): 3 clusters Score: Raw -14449.449122 + Penalty 1698.367669 = -12751.081453 nChanged 8 SP:Iteration 2Q (1379.340514 sec): 3 clusters Score: Raw -14474.960601 + Penalty 1698.367669 = -12776.592932 nChanged 5 SP:Iteration 3Q (1379.377866 sec): 3 clusters Score: Raw -14493.344152 + Penalty 1698.367669 = -12794.976483 nChanged 0 SP:Iteration 4F (1379.421253 sec): 3 clusters Score: Raw -14493.344152 + Penalty 1698.367669 = -12794.976483 nChanged 0 Trying to split cluster 7 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1379.451875 sec): 2 clusters Score: Raw -26208.393675 + Penalty 908.535384 = -25299.858291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1379.493838 sec): 3 clusters Score: Raw -26346.279815 + Penalty 1817.070769 = -24529.209047 nChanged 63 SP:Iteration 1F (1379.536572 sec): 3 clusters Score: Raw -26494.946968 + Penalty 1817.070769 = -24677.876199 nChanged 13 SP:Iteration 2Q (1379.585006 sec): 3 clusters Score: Raw -26556.321317 + Penalty 1817.070769 = -24739.250548 nChanged 11 SP:Iteration 3Q (1379.632489 sec): 3 clusters Score: Raw -26615.086044 + Penalty 1817.070769 = -24798.015275 nChanged 2 SP:Iteration 4Q (1379.683721 sec): 3 clusters Score: Raw -26622.184389 + Penalty 1817.070769 = -24805.113620 nChanged 1 SP:Iteration 5Q (1379.737450 sec): 3 clusters Score: Raw -26628.806062 + Penalty 1817.070769 = -24811.735293 nChanged 3 SP:Iteration 6Q (1379.780743 sec): 3 clusters Score: Raw -26631.354399 + Penalty 1817.070769 = -24814.283630 nChanged 2 SP:Iteration 7Q (1379.814006 sec): 3 clusters Score: Raw -26632.570706 + Penalty 1817.070769 = -24815.499938 nChanged 1 SP:Iteration 8Q (1379.867778 sec): 3 clusters Score: Raw -26635.703292 + Penalty 1817.070769 = -24818.632524 nChanged 1 SP:Iteration 9Q (1379.908982 sec): 3 clusters Score: Raw -26638.447581 + Penalty 1817.070769 = -24821.376813 nChanged 0 SP:Iteration 10F (1379.951144 sec): 3 clusters Score: Raw -26638.447581 + Penalty 1817.070769 = -24821.376813 nChanged 0 Trying to split cluster 8 (3351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1379.979831 sec): 2 clusters Score: Raw -448855.024171 + Penalty 1319.014789 = -447536.009382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1380.021252 sec): 3 clusters Score: Raw -447183.294243 + Penalty 2638.029579 = -444545.264665 nChanged 1288 SP:Iteration 1F (1380.081126 sec): 3 clusters Score: Raw -447989.819963 + Penalty 2638.029579 = -445351.790385 nChanged 282 SP:Iteration 2F (1380.131216 sec): 3 clusters Score: Raw -448268.060523 + Penalty 2638.029579 = -445630.030944 nChanged 267 SP:Iteration 3F (1380.171429 sec): 3 clusters Score: Raw -448612.698777 + Penalty 2638.029579 = -445974.669198 nChanged 263 SP:Iteration 4F (1380.216411 sec): 3 clusters Score: Raw -448928.733711 + Penalty 2638.029579 = -446290.704133 nChanged 224 SP:Iteration 5F (1380.266565 sec): 3 clusters Score: Raw -449123.567092 + Penalty 2638.029579 = -446485.537514 nChanged 166 SP:Iteration 6Q (1380.322025 sec): 3 clusters Score: Raw -449235.555519 + Penalty 2638.029579 = -446597.525940 nChanged 106 SP:Iteration 7Q (1380.359912 sec): 3 clusters Score: Raw -449305.577486 + Penalty 2638.029579 = -446667.547907 nChanged 113 SP:Iteration 8Q (1380.413311 sec): 3 clusters Score: Raw -449382.496754 + Penalty 2638.029579 = -446744.467176 nChanged 100 SP:Iteration 9Q (1380.458796 sec): 3 clusters Score: Raw -449454.257073 + Penalty 2638.029579 = -446816.227495 nChanged 94 SP:Iteration 10Q (1380.510906 sec): 3 clusters Score: Raw -449516.204989 + Penalty 2638.029579 = -446878.175410 nChanged 60 SP:Iteration 11Q (1380.568368 sec): 3 clusters Score: Raw -449551.966612 + Penalty 2638.029579 = -446913.937033 nChanged 52 SP:Iteration 12Q (1380.612488 sec): 3 clusters Score: Raw -449584.653572 + Penalty 2638.029579 = -446946.623994 nChanged 41 SP:Iteration 13Q (1380.667844 sec): 3 clusters Score: Raw -449609.982674 + Penalty 2638.029579 = -446971.953096 nChanged 33 SP:Iteration 14Q (1380.709329 sec): 3 clusters Score: Raw -449632.402480 + Penalty 2638.029579 = -446994.372901 nChanged 17 SP:Iteration 15Q (1380.771639 sec): 3 clusters Score: Raw -449641.859812 + Penalty 2638.029579 = -447003.830233 nChanged 8 SP:Iteration 16Q (1380.822118 sec): 3 clusters Score: Raw -449646.914839 + Penalty 2638.029579 = -447008.885261 nChanged 11 SP:Iteration 17Q (1380.876372 sec): 3 clusters Score: Raw -449653.498955 + Penalty 2638.029579 = -447015.469377 nChanged 14 SP:Iteration 18Q (1380.915381 sec): 3 clusters Score: Raw -449661.181725 + Penalty 2638.029579 = -447023.152146 nChanged 10 SP:Iteration 19Q (1380.975173 sec): 3 clusters Score: Raw -449667.732261 + Penalty 2638.029579 = -447029.702682 nChanged 13 SP:Iteration 20F (1381.032880 sec): 3 clusters Score: Raw -449675.489561 + Penalty 2638.029579 = -447037.459983 nChanged 8 SP:Iteration 21Q (1381.074575 sec): 3 clusters Score: Raw -449680.324862 + Penalty 2638.029579 = -447042.295284 nChanged 6 SP:Iteration 22Q (1381.124728 sec): 3 clusters Score: Raw -449683.257288 + Penalty 2638.029579 = -447045.227710 nChanged 4 SP:Iteration 23Q (1381.179366 sec): 3 clusters Score: Raw -449685.013778 + Penalty 2638.029579 = -447046.984200 nChanged 2 SP:Iteration 24Q (1381.231124 sec): 3 clusters Score: Raw -449685.722100 + Penalty 2638.029579 = -447047.692522 nChanged 2 SP:Iteration 25Q (1381.270476 sec): 3 clusters Score: Raw -449686.639217 + Penalty 2638.029579 = -447048.609639 nChanged 1 SP:Iteration 26Q (1381.323585 sec): 3 clusters Score: Raw -449687.150853 + Penalty 2638.029579 = -447049.121275 nChanged 1 SP:Iteration 27Q (1381.370963 sec): 3 clusters Score: Raw -449687.371892 + Penalty 2638.029579 = -447049.342314 nChanged 1 SP:Iteration 28Q (1381.425046 sec): 3 clusters Score: Raw -449687.629725 + Penalty 2638.029579 = -447049.600146 nChanged 1 SP:Iteration 29Q (1381.474774 sec): 3 clusters Score: Raw -449687.821990 + Penalty 2638.029579 = -447049.792412 nChanged 0 SP:Iteration 30F (1381.531373 sec): 3 clusters Score: Raw -449687.821990 + Penalty 2638.029579 = -447049.792412 nChanged 0 Trying to split cluster 9 (5727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.563618 sec): 2 clusters Score: Raw -820211.443648 + Penalty 1406.103906 = -818805.339742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.612030 sec): 3 clusters Score: Raw -817195.077111 + Penalty 2812.207812 = -814382.869299 nChanged 2366 SP:Iteration 1F (1381.675250 sec): 3 clusters Score: Raw -818534.671024 + Penalty 2812.207812 = -815722.463213 nChanged 385 SP:Iteration 2F (1381.724431 sec): 3 clusters Score: Raw -818739.455324 + Penalty 2812.207812 = -815927.247513 nChanged 299 SP:Iteration 3F (1381.780052 sec): 3 clusters Score: Raw -818895.272339 + Penalty 2812.207812 = -816083.064527 nChanged 234 SP:Iteration 4Q (1381.826043 sec): 3 clusters Score: Raw -819008.662663 + Penalty 2812.207812 = -816196.454851 nChanged 218 SP:Iteration 5Q (1381.880722 sec): 3 clusters Score: Raw -819140.430260 + Penalty 2812.207812 = -816328.222449 nChanged 220 SP:Iteration 6Q (1381.941354 sec): 3 clusters Score: Raw -819289.349450 + Penalty 2812.207812 = -816477.141639 nChanged 235 SP:Iteration 7Q (1381.998191 sec): 3 clusters Score: Raw -819446.439797 + Penalty 2812.207812 = -816634.231985 nChanged 249 SP:Iteration 8Q (1382.056051 sec): 3 clusters Score: Raw -819608.885465 + Penalty 2812.207812 = -816796.677653 nChanged 233 SP:Iteration 9Q (1382.108907 sec): 3 clusters Score: Raw -819742.505080 + Penalty 2812.207812 = -816930.297268 nChanged 193 SP:Iteration 10Q (1382.153425 sec): 3 clusters Score: Raw -819839.441002 + Penalty 2812.207812 = -817027.233191 nChanged 147 SP:Iteration 11Q (1382.203973 sec): 3 clusters Score: Raw -819920.832635 + Penalty 2812.207812 = -817108.624824 nChanged 124 SP:Iteration 12Q (1382.255778 sec): 3 clusters Score: Raw -819973.964887 + Penalty 2812.207812 = -817161.757075 nChanged 103 SP:Iteration 13Q (1382.318859 sec): 3 clusters Score: Raw -820019.053294 + Penalty 2812.207812 = -817206.845482 nChanged 107 SP:Iteration 14Q (1382.363241 sec): 3 clusters Score: Raw -820066.207420 + Penalty 2812.207812 = -817253.999608 nChanged 93 SP:Iteration 15Q (1382.427869 sec): 3 clusters Score: Raw -820100.335768 + Penalty 2812.207812 = -817288.127956 nChanged 83 SP:Iteration 16Q (1382.472513 sec): 3 clusters Score: Raw -820130.736946 + Penalty 2812.207812 = -817318.529134 nChanged 58 SP:Iteration 17Q (1382.528867 sec): 3 clusters Score: Raw -820151.910812 + Penalty 2812.207812 = -817339.703000 nChanged 53 SP:Iteration 18Q (1382.586922 sec): 3 clusters Score: Raw -820170.133885 + Penalty 2812.207812 = -817357.926073 nChanged 50 SP:Iteration 19Q (1382.645422 sec): 3 clusters Score: Raw -820193.248192 + Penalty 2812.207812 = -817381.040381 nChanged 55 SP:Iteration 20F (1382.700728 sec): 3 clusters Score: Raw -820213.459809 + Penalty 2812.207812 = -817401.251998 nChanged 52 SP:Iteration 21Q (1382.752153 sec): 3 clusters Score: Raw -820229.967093 + Penalty 2812.207812 = -817417.759282 nChanged 32 SP:Iteration 22Q (1382.802705 sec): 3 clusters Score: Raw -820238.656582 + Penalty 2812.207812 = -817426.448770 nChanged 36 SP:Iteration 23Q (1382.863736 sec): 3 clusters Score: Raw -820248.781440 + Penalty 2812.207812 = -817436.573629 nChanged 23 SP:Iteration 24Q (1382.921467 sec): 3 clusters Score: Raw -820255.257002 + Penalty 2812.207812 = -817443.049190 nChanged 23 SP:Iteration 25Q (1382.976166 sec): 3 clusters Score: Raw -820261.196515 + Penalty 2812.207812 = -817448.988704 nChanged 22 SP:Iteration 26Q (1383.026475 sec): 3 clusters Score: Raw -820266.554742 + Penalty 2812.207812 = -817454.346931 nChanged 19 SP:Iteration 27Q (1383.078324 sec): 3 clusters Score: Raw -820271.031292 + Penalty 2812.207812 = -817458.823481 nChanged 17 SP:Iteration 28Q (1383.132579 sec): 3 clusters Score: Raw -820274.056270 + Penalty 2812.207812 = -817461.848459 nChanged 13 SP:Iteration 29Q (1383.188237 sec): 3 clusters Score: Raw -820277.013570 + Penalty 2812.207812 = -817464.805759 nChanged 11 SP:Iteration 30Q (1383.244880 sec): 3 clusters Score: Raw -820279.437566 + Penalty 2812.207812 = -817467.229754 nChanged 9 SP:Iteration 31Q (1383.287296 sec): 3 clusters Score: Raw -820280.778877 + Penalty 2812.207812 = -817468.571065 nChanged 7 SP:Iteration 32Q (1383.351520 sec): 3 clusters Score: Raw -820281.951992 + Penalty 2812.207812 = -817469.744181 nChanged 8 SP:Iteration 33Q (1383.407132 sec): 3 clusters Score: Raw -820283.848725 + Penalty 2812.207812 = -817471.640914 nChanged 4 SP:Iteration 34Q (1383.462646 sec): 3 clusters Score: Raw -820284.314965 + Penalty 2812.207812 = -817472.107153 nChanged 3 SP:Iteration 35Q (1383.505608 sec): 3 clusters Score: Raw -820285.134374 + Penalty 2812.207812 = -817472.926562 nChanged 5 SP:Iteration 36Q (1383.567461 sec): 3 clusters Score: Raw -820285.912317 + Penalty 2812.207812 = -817473.704506 nChanged 3 SP:Iteration 37Q (1383.614117 sec): 3 clusters Score: Raw -820286.537919 + Penalty 2812.207812 = -817474.330108 nChanged 4 SP:Iteration 38Q (1383.665582 sec): 3 clusters Score: Raw -820287.488313 + Penalty 2812.207812 = -817475.280502 nChanged 5 SP:Iteration 39Q (1383.716385 sec): 3 clusters Score: Raw -820288.932939 + Penalty 2812.207812 = -817476.725127 nChanged 13 SP:Iteration 40F (1383.772384 sec): 3 clusters Score: Raw -820291.715403 + Penalty 2812.207812 = -817479.507592 nChanged 12 SP:Iteration 41Q (1383.832749 sec): 3 clusters Score: Raw -820294.250342 + Penalty 2812.207812 = -817482.042530 nChanged 8 SP:Iteration 42Q (1383.885123 sec): 3 clusters Score: Raw -820296.305080 + Penalty 2812.207812 = -817484.097269 nChanged 14 SP:Iteration 43Q (1383.939557 sec): 3 clusters Score: Raw -820300.018285 + Penalty 2812.207812 = -817487.810473 nChanged 17 SP:Iteration 44Q (1383.987567 sec): 3 clusters Score: Raw -820305.807991 + Penalty 2812.207812 = -817493.600179 nChanged 25 SP:Iteration 45Q (1384.045403 sec): 3 clusters Score: Raw -820312.686427 + Penalty 2812.207812 = -817500.478616 nChanged 26 SP:Iteration 46Q (1384.090882 sec): 3 clusters Score: Raw -820319.948739 + Penalty 2812.207812 = -817507.740928 nChanged 21 SP:Iteration 47Q (1384.152358 sec): 3 clusters Score: Raw -820326.446278 + Penalty 2812.207812 = -817514.238466 nChanged 20 SP:Iteration 48Q (1384.202755 sec): 3 clusters Score: Raw -820331.949653 + Penalty 2812.207812 = -817519.741842 nChanged 20 SP:Iteration 49Q (1384.260351 sec): 3 clusters Score: Raw -820337.110776 + Penalty 2812.207812 = -817524.902964 nChanged 16 SP:Iteration 50Q (1384.305615 sec): 3 clusters Score: Raw -820341.263548 + Penalty 2812.207812 = -817529.055737 nChanged 12 SP:Iteration 51Q (1384.359815 sec): 3 clusters Score: Raw -820344.813644 + Penalty 2812.207812 = -817532.605833 nChanged 11 SP:Iteration 52Q (1384.416004 sec): 3 clusters Score: Raw -820347.648172 + Penalty 2812.207812 = -817535.440360 nChanged 6 SP:Iteration 53Q (1384.472097 sec): 3 clusters Score: Raw -820349.855886 + Penalty 2812.207812 = -817537.648074 nChanged 6 SP:Iteration 54Q (1384.518494 sec): 3 clusters Score: Raw -820351.041087 + Penalty 2812.207812 = -817538.833275 nChanged 8 SP:Iteration 55Q (1384.576822 sec): 3 clusters Score: Raw -820352.990208 + Penalty 2812.207812 = -817540.782396 nChanged 9 SP:Iteration 56Q (1384.616666 sec): 3 clusters Score: Raw -820355.240772 + Penalty 2812.207812 = -817543.032960 nChanged 9 SP:Iteration 57Q (1384.675828 sec): 3 clusters Score: Raw -820357.032300 + Penalty 2812.207812 = -817544.824489 nChanged 10 SP:Iteration 58Q (1384.722342 sec): 3 clusters Score: Raw -820359.663824 + Penalty 2812.207812 = -817547.456012 nChanged 9 SP:Iteration 59Q (1384.783538 sec): 3 clusters Score: Raw -820362.535869 + Penalty 2812.207812 = -817550.328058 nChanged 12 SP:Iteration 60F (1384.828514 sec): 3 clusters Score: Raw -820366.353691 + Penalty 2812.207812 = -817554.145879 nChanged 15 SP:Iteration 61Q (1384.878726 sec): 3 clusters Score: Raw -820369.890754 + Penalty 2812.207812 = -817557.682943 nChanged 12 SP:Iteration 62Q (1384.933421 sec): 3 clusters Score: Raw -820373.534007 + Penalty 2812.207812 = -817561.326196 nChanged 11 SP:Iteration 63Q (1385.000356 sec): 3 clusters Score: Raw -820377.307041 + Penalty 2812.207812 = -817565.099229 nChanged 14 SP:Iteration 64Q (1385.050159 sec): 3 clusters Score: Raw -820380.676963 + Penalty 2812.207812 = -817568.469152 nChanged 7 SP:Iteration 65Q (1385.096372 sec): 3 clusters Score: Raw -820382.952060 + Penalty 2812.207812 = -817570.744248 nChanged 6 SP:Iteration 66Q (1385.150023 sec): 3 clusters Score: Raw -820384.635459 + Penalty 2812.207812 = -817572.427647 nChanged 8 SP:Iteration 67Q (1385.214997 sec): 3 clusters Score: Raw -820386.696856 + Penalty 2812.207812 = -817574.489044 nChanged 12 SP:Iteration 68Q (1385.258199 sec): 3 clusters Score: Raw -820390.675819 + Penalty 2812.207812 = -817578.468007 nChanged 11 SP:Iteration 69Q (1385.311034 sec): 3 clusters Score: Raw -820393.461382 + Penalty 2812.207812 = -817581.253571 nChanged 12 SP:Iteration 70Q (1385.371135 sec): 3 clusters Score: Raw -820398.444624 + Penalty 2812.207812 = -817586.236813 nChanged 13 SP:Iteration 71Q (1385.425822 sec): 3 clusters Score: Raw -820403.024548 + Penalty 2812.207812 = -817590.816736 nChanged 13 SP:Iteration 72Q (1385.474372 sec): 3 clusters Score: Raw -820406.104373 + Penalty 2812.207812 = -817593.896562 nChanged 5 SP:Iteration 73Q (1385.541524 sec): 3 clusters Score: Raw -820407.133032 + Penalty 2812.207812 = -817594.925220 nChanged 3 SP:Iteration 74Q (1385.590148 sec): 3 clusters Score: Raw -820407.800551 + Penalty 2812.207812 = -817595.592740 nChanged 1 SP:Iteration 75Q (1385.644474 sec): 3 clusters Score: Raw -820407.883377 + Penalty 2812.207812 = -817595.675566 nChanged 1 SP:Iteration 76Q (1385.696627 sec): 3 clusters Score: Raw -820408.011910 + Penalty 2812.207812 = -817595.804098 nChanged 1 SP:Iteration 77Q (1385.750856 sec): 3 clusters Score: Raw -820408.129747 + Penalty 2812.207812 = -817595.921936 nChanged 0 SP:Iteration 78F (1385.794167 sec): 3 clusters Score: Raw -820408.129747 + Penalty 2812.207812 = -817595.921936 nChanged 0 Trying to split cluster 10 (10110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1385.844966 sec): 2 clusters Score: Raw -1466851.944151 + Penalty 1498.458051 = -1465353.486100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1385.909196 sec): 3 clusters Score: Raw -1461122.750735 + Penalty 2996.916101 = -1458125.834634 nChanged 4393 SP:Iteration 1F (1385.965256 sec): 3 clusters Score: Raw -1463454.838213 + Penalty 2996.916101 = -1460457.922112 nChanged 562 SP:Iteration 2F (1386.036553 sec): 3 clusters Score: Raw -1463674.571777 + Penalty 2996.916101 = -1460677.655675 nChanged 486 SP:Iteration 3Q (1386.090323 sec): 3 clusters Score: Raw -1463853.574353 + Penalty 2996.916101 = -1460856.658251 nChanged 396 SP:Iteration 4Q (1386.154349 sec): 3 clusters Score: Raw -1463998.211319 + Penalty 2996.916101 = -1461001.295217 nChanged 356 SP:Iteration 5Q (1386.228082 sec): 3 clusters Score: Raw -1464125.423587 + Penalty 2996.916101 = -1461128.507486 nChanged 363 SP:Iteration 6Q (1386.286398 sec): 3 clusters Score: Raw -1464280.258913 + Penalty 2996.916101 = -1461283.342812 nChanged 388 SP:Iteration 7Q (1386.342524 sec): 3 clusters Score: Raw -1464470.721176 + Penalty 2996.916101 = -1461473.805075 nChanged 425 SP:Iteration 8Q (1386.403746 sec): 3 clusters Score: Raw -1464722.228439 + Penalty 2996.916101 = -1461725.312338 nChanged 461 SP:Iteration 9Q (1386.472498 sec): 3 clusters Score: Raw -1465015.749805 + Penalty 2996.916101 = -1462018.833703 nChanged 478 SP:Iteration 10Q (1386.541142 sec): 3 clusters Score: Raw -1465375.359954 + Penalty 2996.916101 = -1462378.443853 nChanged 489 SP:Iteration 11Q (1386.599230 sec): 3 clusters Score: Raw -1465747.071678 + Penalty 2996.916101 = -1462750.155576 nChanged 449 SP:Iteration 12Q (1386.663252 sec): 3 clusters Score: Raw -1466076.492695 + Penalty 2996.916101 = -1463079.576594 nChanged 363 SP:Iteration 13Q (1386.723112 sec): 3 clusters Score: Raw -1466295.723038 + Penalty 2996.916101 = -1463298.806936 nChanged 268 SP:Iteration 14Q (1386.777413 sec): 3 clusters Score: Raw -1466413.305329 + Penalty 2996.916101 = -1463416.389227 nChanged 186 SP:Iteration 15Q (1386.842440 sec): 3 clusters Score: Raw -1466481.540703 + Penalty 2996.916101 = -1463484.624601 nChanged 140 SP:Iteration 16Q (1386.893709 sec): 3 clusters Score: Raw -1466525.783673 + Penalty 2996.916101 = -1463528.867572 nChanged 104 SP:Iteration 17Q (1386.965402 sec): 3 clusters Score: Raw -1466558.165217 + Penalty 2996.916101 = -1463561.249116 nChanged 88 SP:Iteration 18Q (1387.022246 sec): 3 clusters Score: Raw -1466589.171204 + Penalty 2996.916101 = -1463592.255103 nChanged 97 SP:Iteration 19Q (1387.084722 sec): 3 clusters Score: Raw -1466625.470159 + Penalty 2996.916101 = -1463628.554057 nChanged 85 SP:Iteration 20F (1387.152100 sec): 3 clusters Score: Raw -1466648.080926 + Penalty 2996.916101 = -1463651.164824 nChanged 76 SP:Iteration 21Q (1387.217456 sec): 3 clusters Score: Raw -1466670.850622 + Penalty 2996.916101 = -1463673.934521 nChanged 82 SP:Iteration 22Q (1387.271860 sec): 3 clusters Score: Raw -1466694.599127 + Penalty 2996.916101 = -1463697.683026 nChanged 75 SP:Iteration 23Q (1387.337723 sec): 3 clusters Score: Raw -1466718.460822 + Penalty 2996.916101 = -1463721.544721 nChanged 72 SP:Iteration 24Q (1387.400171 sec): 3 clusters Score: Raw -1466740.683495 + Penalty 2996.916101 = -1463743.767394 nChanged 66 SP:Iteration 25Q (1387.462253 sec): 3 clusters Score: Raw -1466762.551161 + Penalty 2996.916101 = -1463765.635059 nChanged 62 SP:Iteration 26Q (1387.521904 sec): 3 clusters Score: Raw -1466782.047530 + Penalty 2996.916101 = -1463785.131428 nChanged 67 SP:Iteration 27Q (1387.570756 sec): 3 clusters Score: Raw -1466803.530277 + Penalty 2996.916101 = -1463806.614176 nChanged 62 SP:Iteration 28Q (1387.639889 sec): 3 clusters Score: Raw -1466823.423841 + Penalty 2996.916101 = -1463826.507740 nChanged 57 SP:Iteration 29Q (1387.688698 sec): 3 clusters Score: Raw -1466843.118261 + Penalty 2996.916101 = -1463846.202159 nChanged 52 SP:Iteration 30Q (1387.747109 sec): 3 clusters Score: Raw -1466863.117090 + Penalty 2996.916101 = -1463866.200989 nChanged 60 SP:Iteration 31Q (1387.805238 sec): 3 clusters Score: Raw -1466889.079846 + Penalty 2996.916101 = -1463892.163745 nChanged 65 SP:Iteration 32Q (1387.874341 sec): 3 clusters Score: Raw -1466912.462437 + Penalty 2996.916101 = -1463915.546336 nChanged 67 SP:Iteration 33Q (1387.934113 sec): 3 clusters Score: Raw -1466934.548052 + Penalty 2996.916101 = -1463937.631950 nChanged 57 SP:Iteration 34Q (1387.988663 sec): 3 clusters Score: Raw -1466955.520272 + Penalty 2996.916101 = -1463958.604171 nChanged 52 SP:Iteration 35Q (1388.044776 sec): 3 clusters Score: Raw -1466974.433203 + Penalty 2996.916101 = -1463977.517102 nChanged 56 SP:Iteration 36Q (1388.105244 sec): 3 clusters Score: Raw -1466996.348548 + Penalty 2996.916101 = -1463999.432446 nChanged 52 SP:Iteration 37Q (1388.163681 sec): 3 clusters Score: Raw -1467020.002110 + Penalty 2996.916101 = -1464023.086009 nChanged 48 SP:Iteration 38Q (1388.223848 sec): 3 clusters Score: Raw -1467042.022368 + Penalty 2996.916101 = -1464045.106266 nChanged 51 SP:Iteration 39Q (1388.286948 sec): 3 clusters Score: Raw -1467066.082556 + Penalty 2996.916101 = -1464069.166455 nChanged 47 SP:Iteration 40F (1388.347916 sec): 3 clusters Score: Raw -1467085.606230 + Penalty 2996.916101 = -1464088.690129 nChanged 40 SP:Iteration 41Q (1388.412794 sec): 3 clusters Score: Raw -1467101.709318 + Penalty 2996.916101 = -1464104.793217 nChanged 34 SP:Iteration 42Q (1388.473302 sec): 3 clusters Score: Raw -1467115.848677 + Penalty 2996.916101 = -1464118.932576 nChanged 32 SP:Iteration 43Q (1388.534105 sec): 3 clusters Score: Raw -1467128.700379 + Penalty 2996.916101 = -1464131.784278 nChanged 27 SP:Iteration 44Q (1388.582679 sec): 3 clusters Score: Raw -1467137.507651 + Penalty 2996.916101 = -1464140.591549 nChanged 24 SP:Iteration 45Q (1388.650038 sec): 3 clusters Score: Raw -1467147.425396 + Penalty 2996.916101 = -1464150.509294 nChanged 26 SP:Iteration 46Q (1388.707786 sec): 3 clusters Score: Raw -1467157.579302 + Penalty 2996.916101 = -1464160.663201 nChanged 22 SP:Iteration 47Q (1388.757090 sec): 3 clusters Score: Raw -1467166.886367 + Penalty 2996.916101 = -1464169.970265 nChanged 23 SP:Iteration 48Q (1388.822271 sec): 3 clusters Score: Raw -1467173.636253 + Penalty 2996.916101 = -1464176.720152 nChanged 19 SP:Iteration 49Q (1388.884198 sec): 3 clusters Score: Raw -1467179.934605 + Penalty 2996.916101 = -1464183.018503 nChanged 15 SP:Iteration 50Q (1388.930332 sec): 3 clusters Score: Raw -1467183.800468 + Penalty 2996.916101 = -1464186.884367 nChanged 14 SP:Iteration 51Q (1388.982780 sec): 3 clusters Score: Raw -1467187.125730 + Penalty 2996.916101 = -1464190.209628 nChanged 9 SP:Iteration 52Q (1389.042523 sec): 3 clusters Score: Raw -1467190.678858 + Penalty 2996.916101 = -1464193.762756 nChanged 8 SP:Iteration 53Q (1389.107827 sec): 3 clusters Score: Raw -1467193.514862 + Penalty 2996.916101 = -1464196.598761 nChanged 11 SP:Iteration 54Q (1389.169881 sec): 3 clusters Score: Raw -1467195.984369 + Penalty 2996.916101 = -1464199.068267 nChanged 2 SP:Iteration 55Q (1389.218794 sec): 3 clusters Score: Raw -1467196.594616 + Penalty 2996.916101 = -1464199.678514 nChanged 2 SP:Iteration 56Q (1389.293805 sec): 3 clusters Score: Raw -1467197.360215 + Penalty 2996.916101 = -1464200.444114 nChanged 2 SP:Iteration 57Q (1389.354891 sec): 3 clusters Score: Raw -1467197.708095 + Penalty 2996.916101 = -1464200.791993 nChanged 1 SP:Iteration 58Q (1389.405216 sec): 3 clusters Score: Raw -1467197.991830 + Penalty 2996.916101 = -1464201.075728 nChanged 3 SP:Iteration 59Q (1389.464835 sec): 3 clusters Score: Raw -1467198.632449 + Penalty 2996.916101 = -1464201.716347 nChanged 3 SP:Iteration 60F (1389.533652 sec): 3 clusters Score: Raw -1467199.324024 + Penalty 2996.916101 = -1464202.407923 nChanged 3 SP:Iteration 61Q (1389.595032 sec): 3 clusters Score: Raw -1467199.721703 + Penalty 2996.916101 = -1464202.805602 nChanged 1 SP:Iteration 62Q (1389.647150 sec): 3 clusters Score: Raw -1467199.876190 + Penalty 2996.916101 = -1464202.960088 nChanged 0 SP:Iteration 63F (1389.718445 sec): 3 clusters Score: Raw -1467199.876190 + Penalty 2996.916101 = -1464202.960088 nChanged 0 Trying to split cluster 11 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1389.734204 sec): 2 clusters Score: Raw -36857.207157 + Penalty 939.370821 = -35917.836335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1389.788628 sec): 3 clusters Score: Raw -36928.734609 + Penalty 1878.741643 = -35049.992967 nChanged 65 SP:Iteration 1F (1389.829435 sec): 3 clusters Score: Raw -37072.962023 + Penalty 1878.741643 = -35194.220380 nChanged 22 SP:Iteration 2F (1389.880610 sec): 3 clusters Score: Raw -37162.073773 + Penalty 1878.741643 = -35283.332130 nChanged 8 SP:Iteration 3Q (1389.915030 sec): 3 clusters Score: Raw -37175.081586 + Penalty 1878.741643 = -35296.339944 nChanged 1 SP:Iteration 4Q (1389.957544 sec): 3 clusters Score: Raw -37176.112422 + Penalty 1878.741643 = -35297.370780 nChanged 2 SP:Iteration 5Q (1390.007867 sec): 3 clusters Score: Raw -37180.237196 + Penalty 1878.741643 = -35301.495553 nChanged 2 SP:Iteration 6Q (1390.047686 sec): 3 clusters Score: Raw -37185.987502 + Penalty 1878.741643 = -35307.245859 nChanged 2 SP:Iteration 7Q (1390.098391 sec): 3 clusters Score: Raw -37189.413900 + Penalty 1878.741643 = -35310.672257 nChanged 4 SP:Iteration 8Q (1390.130328 sec): 3 clusters Score: Raw -37197.193848 + Penalty 1878.741643 = -35318.452206 nChanged 0 SP:Iteration 9F (1390.181143 sec): 3 clusters Score: Raw -37197.193848 + Penalty 1878.741643 = -35318.452206 nChanged 0 Trying to split cluster 12 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1390.206104 sec): 2 clusters Score: Raw -32549.605313 + Penalty 971.157023 = -31578.448290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1390.242009 sec): 3 clusters Score: Raw -32577.498526 + Penalty 1942.314046 = -30635.184480 nChanged 81 SP:Iteration 1F (1390.287761 sec): 3 clusters Score: Raw -32772.477038 + Penalty 1942.314046 = -30830.162993 nChanged 30 SP:Iteration 2F (1390.336933 sec): 3 clusters Score: Raw -32851.506892 + Penalty 1942.314046 = -30909.192847 nChanged 11 SP:Iteration 3Q (1390.378677 sec): 3 clusters Score: Raw -32880.531848 + Penalty 1942.314046 = -30938.217803 nChanged 6 SP:Iteration 4Q (1390.430402 sec): 3 clusters Score: Raw -32890.444293 + Penalty 1942.314046 = -30948.130247 nChanged 5 SP:Iteration 5Q (1390.468623 sec): 3 clusters Score: Raw -32900.251737 + Penalty 1942.314046 = -30957.937692 nChanged 2 SP:Iteration 6Q (1390.510861 sec): 3 clusters Score: Raw -32905.277403 + Penalty 1942.314046 = -30962.963357 nChanged 1 SP:Iteration 7Q (1390.554569 sec): 3 clusters Score: Raw -32908.828969 + Penalty 1942.314046 = -30966.514924 nChanged 0 SP:Iteration 8F (1390.600415 sec): 3 clusters Score: Raw -32908.828969 + Penalty 1942.314046 = -30966.514924 nChanged 0 Trying to split cluster 13 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1390.622263 sec): 2 clusters Score: Raw -47548.454996 + Penalty 952.377761 = -46596.077235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1390.671928 sec): 3 clusters Score: Raw -47577.910195 + Penalty 1904.755523 = -45673.154672 nChanged 66 SP:Iteration 1F (1390.721945 sec): 3 clusters Score: Raw -47730.755456 + Penalty 1904.755523 = -45825.999933 nChanged 23 SP:Iteration 2F (1390.770370 sec): 3 clusters Score: Raw -47803.243277 + Penalty 1904.755523 = -45898.487754 nChanged 12 SP:Iteration 3Q (1390.816991 sec): 3 clusters Score: Raw -47832.193462 + Penalty 1904.755523 = -45927.437940 nChanged 8 SP:Iteration 4Q (1390.859035 sec): 3 clusters Score: Raw -47853.094713 + Penalty 1904.755523 = -45948.339191 nChanged 4 SP:Iteration 5Q (1390.904257 sec): 3 clusters Score: Raw -47875.525615 + Penalty 1904.755523 = -45970.770092 nChanged 9 SP:Iteration 6Q (1390.950101 sec): 3 clusters Score: Raw -47889.628468 + Penalty 1904.755523 = -45984.872946 nChanged 5 SP:Iteration 7Q (1390.986509 sec): 3 clusters Score: Raw -47902.304208 + Penalty 1904.755523 = -45997.548686 nChanged 5 SP:Iteration 8Q (1391.034391 sec): 3 clusters Score: Raw -47918.537333 + Penalty 1904.755523 = -46013.781811 nChanged 10 SP:Iteration 9Q (1391.084247 sec): 3 clusters Score: Raw -47932.496864 + Penalty 1904.755523 = -46027.741341 nChanged 11 SP:Iteration 10Q (1391.124176 sec): 3 clusters Score: Raw -47945.576061 + Penalty 1904.755523 = -46040.820539 nChanged 8 SP:Iteration 11Q (1391.167195 sec): 3 clusters Score: Raw -47988.182890 + Penalty 1904.755523 = -46083.427368 nChanged 9 SP:Iteration 12Q (1391.209544 sec): 3 clusters Score: Raw -48007.673175 + Penalty 1904.755523 = -46102.917653 nChanged 7 SP:Iteration 13Q (1391.252773 sec): 3 clusters Score: Raw -48020.253422 + Penalty 1904.755523 = -46115.497899 nChanged 7 SP:Iteration 14Q (1391.299371 sec): 3 clusters Score: Raw -48037.855471 + Penalty 1904.755523 = -46133.099948 nChanged 6 SP:Iteration 15Q (1391.332958 sec): 3 clusters Score: Raw -48049.085351 + Penalty 1904.755523 = -46144.329829 nChanged 4 SP:Iteration 16Q (1391.388514 sec): 3 clusters Score: Raw -48055.456882 + Penalty 1904.755523 = -46150.701359 nChanged 2 SP:Iteration 17Q (1391.430606 sec): 3 clusters Score: Raw -48071.591494 + Penalty 1904.755523 = -46166.835971 nChanged 4 SP:Iteration 18Q (1391.478853 sec): 3 clusters Score: Raw -48076.243815 + Penalty 1904.755523 = -46171.488292 nChanged 0 SP:Iteration 19F (1391.518991 sec): 3 clusters Score: Raw -48080.853715 + Penalty 1904.755523 = -46176.098192 nChanged 1 SP:Iteration 20F (1391.566177 sec): 3 clusters Score: Raw -48095.824736 + Penalty 1904.755523 = -46191.069213 nChanged 2 SP:Iteration 21Q (1391.616040 sec): 3 clusters Score: Raw -48111.044522 + Penalty 1904.755523 = -46206.288999 nChanged 4 SP:Iteration 22Q (1391.662239 sec): 3 clusters Score: Raw -48129.682826 + Penalty 1904.755523 = -46224.927304 nChanged 4 SP:Iteration 23Q (1391.707539 sec): 3 clusters Score: Raw -48143.734334 + Penalty 1904.755523 = -46238.978812 nChanged 2 SP:Iteration 24Q (1391.749996 sec): 3 clusters Score: Raw -48156.702248 + Penalty 1904.755523 = -46251.946725 nChanged 3 SP:Iteration 25Q (1391.788425 sec): 3 clusters Score: Raw -48171.807778 + Penalty 1904.755523 = -46267.052256 nChanged 1 SP:Iteration 26Q (1391.832124 sec): 3 clusters Score: Raw -48177.937463 + Penalty 1904.755523 = -46273.181940 nChanged 1 SP:Iteration 27Q (1391.876378 sec): 3 clusters Score: Raw -48191.162590 + Penalty 1904.755523 = -46286.407068 nChanged 1 SP:Iteration 28Q (1391.921660 sec): 3 clusters Score: Raw -48194.165792 + Penalty 1904.755523 = -46289.410269 nChanged 1 SP:Iteration 29Q (1391.963101 sec): 3 clusters Score: Raw -48196.204632 + Penalty 1904.755523 = -46291.449110 nChanged 0 SP:Iteration 30F (1392.011769 sec): 3 clusters Score: Raw -48196.204632 + Penalty 1904.755523 = -46291.449110 nChanged 0 Trying to split cluster 14 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1392.041332 sec): 2 clusters Score: Raw -37552.165920 + Penalty 995.261051 = -36556.904869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1392.078120 sec): 3 clusters Score: Raw -37598.510773 + Penalty 1990.522102 = -35607.988671 nChanged 135 SP:Iteration 1F (1392.130227 sec): 3 clusters Score: Raw -37910.348443 + Penalty 1990.522102 = -35919.826341 nChanged 44 SP:Iteration 2F (1392.167886 sec): 3 clusters Score: Raw -38041.367708 + Penalty 1990.522102 = -36050.845606 nChanged 29 SP:Iteration 3F (1392.218578 sec): 3 clusters Score: Raw -38122.391182 + Penalty 1990.522102 = -36131.869079 nChanged 9 SP:Iteration 4Q (1392.258305 sec): 3 clusters Score: Raw -38161.613383 + Penalty 1990.522102 = -36171.091281 nChanged 3 SP:Iteration 5Q (1392.301822 sec): 3 clusters Score: Raw -38169.155164 + Penalty 1990.522102 = -36178.633062 nChanged 4 SP:Iteration 6Q (1392.345755 sec): 3 clusters Score: Raw -38180.662967 + Penalty 1990.522102 = -36190.140865 nChanged 2 SP:Iteration 7Q (1392.383104 sec): 3 clusters Score: Raw -38189.349446 + Penalty 1990.522102 = -36198.827343 nChanged 1 SP:Iteration 8Q (1392.431504 sec): 3 clusters Score: Raw -38191.239178 + Penalty 1990.522102 = -36200.717076 nChanged 0 SP:Iteration 9F (1392.491114 sec): 3 clusters Score: Raw -38191.239178 + Penalty 1990.522102 = -36200.717076 nChanged 0 Trying to split cluster 15 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1392.514613 sec): 2 clusters Score: Raw -27986.363260 + Penalty 916.809899 = -27069.553361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1392.556201 sec): 3 clusters Score: Raw -28057.099068 + Penalty 1833.619798 = -26223.479270 nChanged 52 SP:Iteration 1F (1392.592617 sec): 3 clusters Score: Raw -28174.234722 + Penalty 1833.619798 = -26340.614924 nChanged 21 SP:Iteration 2F (1392.640890 sec): 3 clusters Score: Raw -28237.577577 + Penalty 1833.619798 = -26403.957779 nChanged 11 SP:Iteration 3Q (1392.685844 sec): 3 clusters Score: Raw -28278.279749 + Penalty 1833.619798 = -26444.659951 nChanged 7 SP:Iteration 4Q (1392.732288 sec): 3 clusters Score: Raw -28335.934569 + Penalty 1833.619798 = -26502.314771 nChanged 8 SP:Iteration 5Q (1392.780613 sec): 3 clusters Score: Raw -28360.690341 + Penalty 1833.619798 = -26527.070543 nChanged 6 SP:Iteration 6Q (1392.818860 sec): 3 clusters Score: Raw -28376.362862 + Penalty 1833.619798 = -26542.743064 nChanged 4 SP:Iteration 7Q (1392.848357 sec): 3 clusters Score: Raw -28399.793936 + Penalty 1833.619798 = -26566.174138 nChanged 3 SP:Iteration 8Q (1392.891350 sec): 3 clusters Score: Raw -28415.750631 + Penalty 1833.619798 = -26582.130833 nChanged 0 SP:Iteration 9F (1392.942164 sec): 3 clusters Score: Raw -28415.750631 + Penalty 1833.619798 = -26582.130833 nChanged 0 Trying to split cluster 16 (8351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1392.980161 sec): 2 clusters Score: Raw -1195973.324317 + Penalty 1467.397193 = -1194505.927124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1393.044678 sec): 3 clusters Score: Raw -1191365.882487 + Penalty 2934.794386 = -1188431.088101 nChanged 3550 SP:Iteration 1F (1393.103650 sec): 3 clusters Score: Raw -1193340.606747 + Penalty 2934.794386 = -1190405.812362 nChanged 547 SP:Iteration 2F (1393.162850 sec): 3 clusters Score: Raw -1193612.926906 + Penalty 2934.794386 = -1190678.132521 nChanged 426 SP:Iteration 3F (1393.219531 sec): 3 clusters Score: Raw -1193812.928767 + Penalty 2934.794386 = -1190878.134382 nChanged 367 SP:Iteration 4Q (1393.270625 sec): 3 clusters Score: Raw -1193974.099867 + Penalty 2934.794386 = -1191039.305481 nChanged 322 SP:Iteration 5Q (1393.335079 sec): 3 clusters Score: Raw -1194125.926898 + Penalty 2934.794386 = -1191191.132512 nChanged 306 SP:Iteration 6Q (1393.392395 sec): 3 clusters Score: Raw -1194281.567358 + Penalty 2934.794386 = -1191346.772973 nChanged 271 SP:Iteration 7Q (1393.455128 sec): 3 clusters Score: Raw -1194429.580653 + Penalty 2934.794386 = -1191494.786267 nChanged 286 SP:Iteration 8Q (1393.517327 sec): 3 clusters Score: Raw -1194604.337227 + Penalty 2934.794386 = -1191669.542841 nChanged 300 SP:Iteration 9Q (1393.566889 sec): 3 clusters Score: Raw -1194786.096213 + Penalty 2934.794386 = -1191851.301827 nChanged 275 SP:Iteration 10Q (1393.624318 sec): 3 clusters Score: Raw -1194951.222044 + Penalty 2934.794386 = -1192016.427659 nChanged 276 SP:Iteration 11Q (1393.679973 sec): 3 clusters Score: Raw -1195103.096747 + Penalty 2934.794386 = -1192168.302362 nChanged 218 SP:Iteration 12Q (1393.746279 sec): 3 clusters Score: Raw -1195211.061761 + Penalty 2934.794386 = -1192276.267375 nChanged 195 SP:Iteration 13Q (1393.795586 sec): 3 clusters Score: Raw -1195306.563759 + Penalty 2934.794386 = -1192371.769373 nChanged 166 SP:Iteration 14Q (1393.853200 sec): 3 clusters Score: Raw -1195388.406781 + Penalty 2934.794386 = -1192453.612396 nChanged 151 SP:Iteration 15Q (1393.907700 sec): 3 clusters Score: Raw -1195462.804171 + Penalty 2934.794386 = -1192528.009786 nChanged 129 SP:Iteration 16Q (1393.975222 sec): 3 clusters Score: Raw -1195525.400519 + Penalty 2934.794386 = -1192590.606134 nChanged 122 SP:Iteration 17Q (1394.025511 sec): 3 clusters Score: Raw -1195584.597006 + Penalty 2934.794386 = -1192649.802620 nChanged 107 SP:Iteration 18Q (1394.086298 sec): 3 clusters Score: Raw -1195640.252531 + Penalty 2934.794386 = -1192705.458145 nChanged 98 SP:Iteration 19Q (1394.140772 sec): 3 clusters Score: Raw -1195692.322367 + Penalty 2934.794386 = -1192757.527981 nChanged 99 SP:Iteration 20F (1394.209125 sec): 3 clusters Score: Raw -1195750.876469 + Penalty 2934.794386 = -1192816.082084 nChanged 91 SP:Iteration 21Q (1394.258324 sec): 3 clusters Score: Raw -1195812.718086 + Penalty 2934.794386 = -1192877.923701 nChanged 76 SP:Iteration 22Q (1394.309073 sec): 3 clusters Score: Raw -1195850.831705 + Penalty 2934.794386 = -1192916.037319 nChanged 74 SP:Iteration 23Q (1394.381216 sec): 3 clusters Score: Raw -1195879.144608 + Penalty 2934.794386 = -1192944.350223 nChanged 64 SP:Iteration 24Q (1394.429450 sec): 3 clusters Score: Raw -1195903.749087 + Penalty 2934.794386 = -1192968.954701 nChanged 56 SP:Iteration 25Q (1394.485477 sec): 3 clusters Score: Raw -1195929.469791 + Penalty 2934.794386 = -1192994.675405 nChanged 58 SP:Iteration 26Q (1394.539034 sec): 3 clusters Score: Raw -1195959.425161 + Penalty 2934.794386 = -1193024.630776 nChanged 63 SP:Iteration 27Q (1394.591676 sec): 3 clusters Score: Raw -1195993.334718 + Penalty 2934.794386 = -1193058.540332 nChanged 70 SP:Iteration 28Q (1394.657792 sec): 3 clusters Score: Raw -1196026.356341 + Penalty 2934.794386 = -1193091.561955 nChanged 57 SP:Iteration 29Q (1394.697556 sec): 3 clusters Score: Raw -1196053.125874 + Penalty 2934.794386 = -1193118.331489 nChanged 54 SP:Iteration 30Q (1394.751869 sec): 3 clusters Score: Raw -1196072.750134 + Penalty 2934.794386 = -1193137.955748 nChanged 37 SP:Iteration 31Q (1394.810462 sec): 3 clusters Score: Raw -1196089.124409 + Penalty 2934.794386 = -1193154.330024 nChanged 39 SP:Iteration 32Q (1394.875494 sec): 3 clusters Score: Raw -1196109.154431 + Penalty 2934.794386 = -1193174.360046 nChanged 43 SP:Iteration 33Q (1394.934268 sec): 3 clusters Score: Raw -1196124.229575 + Penalty 2934.794386 = -1193189.435189 nChanged 33 SP:Iteration 34Q (1394.988894 sec): 3 clusters Score: Raw -1196135.417504 + Penalty 2934.794386 = -1193200.623118 nChanged 34 SP:Iteration 35Q (1395.035204 sec): 3 clusters Score: Raw -1196148.147863 + Penalty 2934.794386 = -1193213.353477 nChanged 35 SP:Iteration 36Q (1395.094797 sec): 3 clusters Score: Raw -1196160.422008 + Penalty 2934.794386 = -1193225.627622 nChanged 31 SP:Iteration 37Q (1395.159487 sec): 3 clusters Score: Raw -1196171.104691 + Penalty 2934.794386 = -1193236.310306 nChanged 28 SP:Iteration 38Q (1395.209144 sec): 3 clusters Score: Raw -1196182.460163 + Penalty 2934.794386 = -1193247.665777 nChanged 31 SP:Iteration 39Q (1395.268862 sec): 3 clusters Score: Raw -1196190.613720 + Penalty 2934.794386 = -1193255.819334 nChanged 22 SP:Iteration 40F (1395.325764 sec): 3 clusters Score: Raw -1196197.358293 + Penalty 2934.794386 = -1193262.563908 nChanged 19 SP:Iteration 41Q (1395.377576 sec): 3 clusters Score: Raw -1196203.504811 + Penalty 2934.794386 = -1193268.710425 nChanged 24 SP:Iteration 42Q (1395.436585 sec): 3 clusters Score: Raw -1196211.362877 + Penalty 2934.794386 = -1193276.568491 nChanged 26 SP:Iteration 43Q (1395.487817 sec): 3 clusters Score: Raw -1196219.200933 + Penalty 2934.794386 = -1193284.406547 nChanged 25 SP:Iteration 44Q (1395.557321 sec): 3 clusters Score: Raw -1196227.183431 + Penalty 2934.794386 = -1193292.389045 nChanged 22 SP:Iteration 45Q (1395.612961 sec): 3 clusters Score: Raw -1196234.081036 + Penalty 2934.794386 = -1193299.286650 nChanged 15 SP:Iteration 46Q (1395.670050 sec): 3 clusters Score: Raw -1196239.075216 + Penalty 2934.794386 = -1193304.280830 nChanged 15 SP:Iteration 47Q (1395.729109 sec): 3 clusters Score: Raw -1196243.355168 + Penalty 2934.794386 = -1193308.560782 nChanged 12 SP:Iteration 48Q (1395.777936 sec): 3 clusters Score: Raw -1196247.153844 + Penalty 2934.794386 = -1193312.359458 nChanged 16 SP:Iteration 49Q (1395.839826 sec): 3 clusters Score: Raw -1196252.865707 + Penalty 2934.794386 = -1193318.071321 nChanged 22 SP:Iteration 50Q (1395.890512 sec): 3 clusters Score: Raw -1196262.114573 + Penalty 2934.794386 = -1193327.320187 nChanged 22 SP:Iteration 51Q (1395.950393 sec): 3 clusters Score: Raw -1196269.389659 + Penalty 2934.794386 = -1193334.595273 nChanged 19 SP:Iteration 52Q (1396.005299 sec): 3 clusters Score: Raw -1196277.220400 + Penalty 2934.794386 = -1193342.426014 nChanged 22 SP:Iteration 53Q (1396.078216 sec): 3 clusters Score: Raw -1196284.479449 + Penalty 2934.794386 = -1193349.685063 nChanged 19 SP:Iteration 54Q (1396.137422 sec): 3 clusters Score: Raw -1196290.072839 + Penalty 2934.794386 = -1193355.278453 nChanged 17 SP:Iteration 55Q (1396.196483 sec): 3 clusters Score: Raw -1196296.738763 + Penalty 2934.794386 = -1193361.944378 nChanged 26 SP:Iteration 56Q (1396.257261 sec): 3 clusters Score: Raw -1196306.127713 + Penalty 2934.794386 = -1193371.333328 nChanged 20 SP:Iteration 57Q (1396.316043 sec): 3 clusters Score: Raw -1196314.585252 + Penalty 2934.794386 = -1193379.790867 nChanged 19 SP:Iteration 58Q (1396.375488 sec): 3 clusters Score: Raw -1196321.995193 + Penalty 2934.794386 = -1193387.200808 nChanged 8 SP:Iteration 59Q (1396.423912 sec): 3 clusters Score: Raw -1196325.299498 + Penalty 2934.794386 = -1193390.505113 nChanged 13 SP:Iteration 60F (1396.491713 sec): 3 clusters Score: Raw -1196329.151661 + Penalty 2934.794386 = -1193394.357275 nChanged 8 SP:Iteration 61Q (1396.552870 sec): 3 clusters Score: Raw -1196330.627735 + Penalty 2934.794386 = -1193395.833349 nChanged 3 SP:Iteration 62Q (1396.599541 sec): 3 clusters Score: Raw -1196331.220756 + Penalty 2934.794386 = -1193396.426371 nChanged 5 SP:Iteration 63Q (1396.657108 sec): 3 clusters Score: Raw -1196332.626397 + Penalty 2934.794386 = -1193397.832012 nChanged 4 SP:Iteration 64Q (1396.709519 sec): 3 clusters Score: Raw -1196333.860883 + Penalty 2934.794386 = -1193399.066498 nChanged 5 SP:Iteration 65Q (1396.763452 sec): 3 clusters Score: Raw -1196334.785049 + Penalty 2934.794386 = -1193399.990664 nChanged 1 SP:Iteration 66Q (1396.826624 sec): 3 clusters Score: Raw -1196334.920865 + Penalty 2934.794386 = -1193400.126480 nChanged 0 SP:Iteration 67F (1396.889504 sec): 3 clusters Score: Raw -1196334.920865 + Penalty 2934.794386 = -1193400.126480 nChanged 0 Trying to split cluster 17 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1396.900676 sec): 2 clusters Score: Raw -60264.188657 + Penalty 986.494881 = -59277.693776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1396.949541 sec): 3 clusters Score: Raw -60323.886789 + Penalty 1972.989762 = -58350.897028 nChanged 114 SP:Iteration 1F (1397.019493 sec): 3 clusters Score: Raw -60589.823888 + Penalty 1972.989762 = -58616.834126 nChanged 49 SP:Iteration 2F (1397.063349 sec): 3 clusters Score: Raw -60737.457158 + Penalty 1972.989762 = -58764.467396 nChanged 24 SP:Iteration 3F (1397.107164 sec): 3 clusters Score: Raw -60820.836760 + Penalty 1972.989762 = -58847.846998 nChanged 12 SP:Iteration 4Q (1397.164519 sec): 3 clusters Score: Raw -60870.712175 + Penalty 1972.989762 = -58897.722413 nChanged 4 SP:Iteration 5Q (1397.210206 sec): 3 clusters Score: Raw -60886.888806 + Penalty 1972.989762 = -58913.899044 nChanged 5 SP:Iteration 6Q (1397.249484 sec): 3 clusters Score: Raw -60913.272623 + Penalty 1972.989762 = -58940.282861 nChanged 3 SP:Iteration 7Q (1397.304318 sec): 3 clusters Score: Raw -60936.367312 + Penalty 1972.989762 = -58963.377551 nChanged 2 SP:Iteration 8Q (1397.345934 sec): 3 clusters Score: Raw -60941.221783 + Penalty 1972.989762 = -58968.232021 nChanged 0 SP:Iteration 9F (1397.383872 sec): 3 clusters Score: Raw -60941.221783 + Penalty 1972.989762 = -58968.232021 nChanged 0 Trying to split cluster 18 (616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1397.416343 sec): 2 clusters Score: Raw -89500.118682 + Penalty 1043.777632 = -88456.341050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1397.460089 sec): 3 clusters Score: Raw -89393.694525 + Penalty 2087.555263 = -87306.139262 nChanged 168 SP:Iteration 1F (1397.515582 sec): 3 clusters Score: Raw -89645.629669 + Penalty 2087.555263 = -87558.074406 nChanged 63 SP:Iteration 2F (1397.564205 sec): 3 clusters Score: Raw -89750.121317 + Penalty 2087.555263 = -87662.566053 nChanged 24 SP:Iteration 3Q (1397.604108 sec): 3 clusters Score: Raw -89799.814204 + Penalty 2087.555263 = -87712.258941 nChanged 18 SP:Iteration 4Q (1397.657489 sec): 3 clusters Score: Raw -89842.291476 + Penalty 2087.555263 = -87754.736213 nChanged 18 SP:Iteration 5Q (1397.700701 sec): 3 clusters Score: Raw -89883.843677 + Penalty 2087.555263 = -87796.288414 nChanged 19 SP:Iteration 6Q (1397.748633 sec): 3 clusters Score: Raw -89923.756208 + Penalty 2087.555263 = -87836.200945 nChanged 17 SP:Iteration 7Q (1397.788330 sec): 3 clusters Score: Raw -89968.606760 + Penalty 2087.555263 = -87881.051497 nChanged 11 SP:Iteration 8Q (1397.834703 sec): 3 clusters Score: Raw -90006.998547 + Penalty 2087.555263 = -87919.443284 nChanged 12 SP:Iteration 9Q (1397.883045 sec): 3 clusters Score: Raw -90053.054970 + Penalty 2087.555263 = -87965.499707 nChanged 11 SP:Iteration 10Q (1397.926707 sec): 3 clusters Score: Raw -90095.835157 + Penalty 2087.555263 = -88008.279893 nChanged 11 SP:Iteration 11Q (1397.968213 sec): 3 clusters Score: Raw -90127.074751 + Penalty 2087.555263 = -88039.519488 nChanged 8 SP:Iteration 12Q (1398.005707 sec): 3 clusters Score: Raw -90141.167828 + Penalty 2087.555263 = -88053.612565 nChanged 4 SP:Iteration 13Q (1398.052535 sec): 3 clusters Score: Raw -90148.711558 + Penalty 2087.555263 = -88061.156295 nChanged 4 SP:Iteration 14Q (1398.105129 sec): 3 clusters Score: Raw -90156.661817 + Penalty 2087.555263 = -88069.106554 nChanged 3 SP:Iteration 15Q (1398.145011 sec): 3 clusters Score: Raw -90162.128143 + Penalty 2087.555263 = -88074.572880 nChanged 5 SP:Iteration 16Q (1398.189258 sec): 3 clusters Score: Raw -90180.540813 + Penalty 2087.555263 = -88092.985550 nChanged 7 SP:Iteration 17Q (1398.232402 sec): 3 clusters Score: Raw -90192.255697 + Penalty 2087.555263 = -88104.700434 nChanged 2 SP:Iteration 18Q (1398.271315 sec): 3 clusters Score: Raw -90196.576167 + Penalty 2087.555263 = -88109.020904 nChanged 1 SP:Iteration 19Q (1398.316806 sec): 3 clusters Score: Raw -90199.296737 + Penalty 2087.555263 = -88111.741474 nChanged 1 SP:Iteration 20F (1398.354866 sec): 3 clusters Score: Raw -90201.083944 + Penalty 2087.555263 = -88113.528681 nChanged 1 SP:Iteration 21Q (1398.408192 sec): 3 clusters Score: Raw -90203.846983 + Penalty 2087.555263 = -88116.291720 nChanged 0 SP:Iteration 22F (1398.442382 sec): 3 clusters Score: Raw -90203.846983 + Penalty 2087.555263 = -88116.291720 nChanged 0 Trying to split cluster 19 (1107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1398.463384 sec): 2 clusters Score: Raw -143505.928586 + Penalty 1139.028952 = -142366.899634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1398.515061 sec): 3 clusters Score: Raw -143148.818297 + Penalty 2278.057903 = -140870.760394 nChanged 326 SP:Iteration 1F (1398.570078 sec): 3 clusters Score: Raw -143431.676194 + Penalty 2278.057903 = -141153.618291 nChanged 97 SP:Iteration 2F (1398.613015 sec): 3 clusters Score: Raw -143552.014329 + Penalty 2278.057903 = -141273.956426 nChanged 65 SP:Iteration 3F (1398.658364 sec): 3 clusters Score: Raw -143624.790469 + Penalty 2278.057903 = -141346.732566 nChanged 42 SP:Iteration 4Q (1398.710795 sec): 3 clusters Score: Raw -143680.025944 + Penalty 2278.057903 = -141401.968041 nChanged 37 SP:Iteration 5Q (1398.753960 sec): 3 clusters Score: Raw -143718.299144 + Penalty 2278.057903 = -141440.241241 nChanged 26 SP:Iteration 6Q (1398.805369 sec): 3 clusters Score: Raw -143738.269502 + Penalty 2278.057903 = -141460.211599 nChanged 15 SP:Iteration 7Q (1398.846345 sec): 3 clusters Score: Raw -143754.418080 + Penalty 2278.057903 = -141476.360177 nChanged 19 SP:Iteration 8Q (1398.886758 sec): 3 clusters Score: Raw -143769.326832 + Penalty 2278.057903 = -141491.268929 nChanged 15 SP:Iteration 9Q (1398.930879 sec): 3 clusters Score: Raw -143783.385384 + Penalty 2278.057903 = -141505.327480 nChanged 12 SP:Iteration 10Q (1398.972829 sec): 3 clusters Score: Raw -143795.547194 + Penalty 2278.057903 = -141517.489291 nChanged 19 SP:Iteration 11Q (1399.011127 sec): 3 clusters Score: Raw -143810.121183 + Penalty 2278.057903 = -141532.063280 nChanged 12 SP:Iteration 12Q (1399.055426 sec): 3 clusters Score: Raw -143818.677899 + Penalty 2278.057903 = -141540.619996 nChanged 11 SP:Iteration 13Q (1399.092806 sec): 3 clusters Score: Raw -143830.279707 + Penalty 2278.057903 = -141552.221803 nChanged 9 SP:Iteration 14Q (1399.125240 sec): 3 clusters Score: Raw -143836.946581 + Penalty 2278.057903 = -141558.888678 nChanged 2 SP:Iteration 15Q (1399.178021 sec): 3 clusters Score: Raw -143839.644473 + Penalty 2278.057903 = -141561.586570 nChanged 2 SP:Iteration 16Q (1399.212365 sec): 3 clusters Score: Raw -143840.749534 + Penalty 2278.057903 = -141562.691631 nChanged 0 SP:Iteration 17F (1399.264985 sec): 3 clusters Score: Raw -143840.749534 + Penalty 2278.057903 = -141562.691631 nChanged 0 Trying to split cluster 20 (36892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1399.343674 sec): 2 clusters Score: Raw -5203080.352273 + Penalty 1708.809376 = -5201371.542898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1399.449277 sec): 3 clusters Score: Raw -5180116.127697 + Penalty 3417.618751 = -5176698.508946 nChanged 17100 SP:Iteration 1F (1399.556839 sec): 3 clusters Score: Raw -5189810.635971 + Penalty 3417.618751 = -5186393.017220 nChanged 2066 SP:Iteration 2F (1399.658278 sec): 3 clusters Score: Raw -5190751.143974 + Penalty 3417.618751 = -5187333.525223 nChanged 2374 SP:Iteration 3F (1399.763493 sec): 3 clusters Score: Raw -5192041.654222 + Penalty 3417.618751 = -5188624.035471 nChanged 2674 SP:Iteration 4F (1399.870612 sec): 3 clusters Score: Raw -5193896.308259 + Penalty 3417.618751 = -5190478.689508 nChanged 2989 SP:Iteration 5F (1399.982772 sec): 3 clusters Score: Raw -5196404.025425 + Penalty 3417.618751 = -5192986.406673 nChanged 2845 SP:Iteration 6F (1400.075510 sec): 3 clusters Score: Raw -5199047.262032 + Penalty 3417.618751 = -5195629.643280 nChanged 2178 SP:Iteration 7F (1400.184609 sec): 3 clusters Score: Raw -5201166.564110 + Penalty 3417.618751 = -5197748.945358 nChanged 1271 SP:Iteration 8Q (1400.294861 sec): 3 clusters Score: Raw -5202343.238452 + Penalty 3417.618751 = -5198925.619701 nChanged 583 SP:Iteration 9Q (1400.397926 sec): 3 clusters Score: Raw -5202872.386370 + Penalty 3417.618751 = -5199454.767618 nChanged 240 SP:Iteration 10Q (1400.497336 sec): 3 clusters Score: Raw -5203086.420759 + Penalty 3417.618751 = -5199668.802008 nChanged 100 SP:Iteration 11Q (1400.590826 sec): 3 clusters Score: Raw -5203180.094354 + Penalty 3417.618751 = -5199762.475603 nChanged 39 SP:Iteration 12Q (1400.685883 sec): 3 clusters Score: Raw -5203225.491223 + Penalty 3417.618751 = -5199807.872472 nChanged 23 SP:Iteration 13Q (1400.778687 sec): 3 clusters Score: Raw -5203248.795794 + Penalty 3417.618751 = -5199831.177042 nChanged 14 SP:Iteration 14Q (1400.873912 sec): 3 clusters Score: Raw -5203261.403078 + Penalty 3417.618751 = -5199843.784326 nChanged 9 SP:Iteration 15Q (1400.968909 sec): 3 clusters Score: Raw -5203270.344104 + Penalty 3417.618751 = -5199852.725353 nChanged 9 SP:Iteration 16Q (1401.051547 sec): 3 clusters Score: Raw -5203279.706166 + Penalty 3417.618751 = -5199862.087415 nChanged 5 SP:Iteration 17Q (1401.144116 sec): 3 clusters Score: Raw -5203283.954402 + Penalty 3417.618751 = -5199866.335651 nChanged 3 SP:Iteration 18Q (1401.236546 sec): 3 clusters Score: Raw -5203286.379089 + Penalty 3417.618751 = -5199868.760337 nChanged 3 SP:Iteration 19Q (1401.316362 sec): 3 clusters Score: Raw -5203289.416660 + Penalty 3417.618751 = -5199871.797909 nChanged 6 SP:Iteration 20F (1401.433971 sec): 3 clusters Score: Raw -5203297.973743 + Penalty 3417.618751 = -5199880.354992 nChanged 6 SP:Iteration 21Q (1401.529186 sec): 3 clusters Score: Raw -5203304.910917 + Penalty 3417.618751 = -5199887.292166 nChanged 6 SP:Iteration 22Q (1401.617100 sec): 3 clusters Score: Raw -5203313.738728 + Penalty 3417.618751 = -5199896.119976 nChanged 6 SP:Iteration 23Q (1401.710482 sec): 3 clusters Score: Raw -5203319.273207 + Penalty 3417.618751 = -5199901.654455 nChanged 1 SP:Iteration 24Q (1401.794089 sec): 3 clusters Score: Raw -5203320.750173 + Penalty 3417.618751 = -5199903.131421 nChanged 0 SP:Iteration 25F (1401.911633 sec): 3 clusters Score: Raw -5203320.750173 + Penalty 3417.618751 = -5199903.131421 nChanged 0 Trying to split cluster 21 (23079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1401.967153 sec): 2 clusters Score: Raw -3167075.565822 + Penalty 1632.585239 = -3165442.980583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1402.052876 sec): 3 clusters Score: Raw -3153084.420677 + Penalty 3265.170477 = -3149819.250200 nChanged 10482 SP:Iteration 1F (1402.125894 sec): 3 clusters Score: Raw -3158858.674438 + Penalty 3265.170477 = -3155593.503961 nChanged 1123 SP:Iteration 2Q (1402.206099 sec): 3 clusters Score: Raw -3159232.715306 + Penalty 3265.170477 = -3155967.544829 nChanged 1015 SP:Iteration 3Q (1402.295027 sec): 3 clusters Score: Raw -3159564.956014 + Penalty 3265.170477 = -3156299.785537 nChanged 936 SP:Iteration 4Q (1402.377493 sec): 3 clusters Score: Raw -3159871.515230 + Penalty 3265.170477 = -3156606.344752 nChanged 879 SP:Iteration 5Q (1402.450590 sec): 3 clusters Score: Raw -3160178.267186 + Penalty 3265.170477 = -3156913.096709 nChanged 912 SP:Iteration 6Q (1402.535689 sec): 3 clusters Score: Raw -3160544.700942 + Penalty 3265.170477 = -3157279.530464 nChanged 953 SP:Iteration 7Q (1402.623440 sec): 3 clusters Score: Raw -3160936.901172 + Penalty 3265.170477 = -3157671.730694 nChanged 930 SP:Iteration 8Q (1402.707489 sec): 3 clusters Score: Raw -3161406.925974 + Penalty 3265.170477 = -3158141.755496 nChanged 1032 SP:Iteration 9Q (1402.773238 sec): 3 clusters Score: Raw -3162051.332526 + Penalty 3265.170477 = -3158786.162049 nChanged 1127 SP:Iteration 10Q (1402.862708 sec): 3 clusters Score: Raw -3162819.853064 + Penalty 3265.170477 = -3159554.682587 nChanged 1102 SP:Iteration 11Q (1402.945473 sec): 3 clusters Score: Raw -3163680.252329 + Penalty 3265.170477 = -3160415.081851 nChanged 993 SP:Iteration 12Q (1403.017861 sec): 3 clusters Score: Raw -3164484.996814 + Penalty 3265.170477 = -3161219.826336 nChanged 854 SP:Iteration 13Q (1403.117096 sec): 3 clusters Score: Raw -3165116.291718 + Penalty 3265.170477 = -3161851.121241 nChanged 662 SP:Iteration 14Q (1403.192701 sec): 3 clusters Score: Raw -3165571.752248 + Penalty 3265.170477 = -3162306.581770 nChanged 534 SP:Iteration 15Q (1403.274045 sec): 3 clusters Score: Raw -3165908.059989 + Penalty 3265.170477 = -3162642.889512 nChanged 448 SP:Iteration 16Q (1403.356442 sec): 3 clusters Score: Raw -3166181.140434 + Penalty 3265.170477 = -3162915.969956 nChanged 370 SP:Iteration 17Q (1403.424205 sec): 3 clusters Score: Raw -3166374.804524 + Penalty 3265.170477 = -3163109.634047 nChanged 287 SP:Iteration 18Q (1403.507024 sec): 3 clusters Score: Raw -3166518.102647 + Penalty 3265.170477 = -3163252.932170 nChanged 248 SP:Iteration 19Q (1403.581816 sec): 3 clusters Score: Raw -3166649.351163 + Penalty 3265.170477 = -3163384.180686 nChanged 230 SP:Iteration 20F (1403.656893 sec): 3 clusters Score: Raw -3166770.860902 + Penalty 3265.170477 = -3163505.690425 nChanged 192 SP:Iteration 21Q (1403.733518 sec): 3 clusters Score: Raw -3166875.732625 + Penalty 3265.170477 = -3163610.562148 nChanged 155 SP:Iteration 22Q (1403.809399 sec): 3 clusters Score: Raw -3166967.818433 + Penalty 3265.170477 = -3163702.647955 nChanged 123 SP:Iteration 23Q (1403.888531 sec): 3 clusters Score: Raw -3167034.640178 + Penalty 3265.170477 = -3163769.469700 nChanged 100 SP:Iteration 24Q (1403.958098 sec): 3 clusters Score: Raw -3167085.451192 + Penalty 3265.170477 = -3163820.280715 nChanged 80 SP:Iteration 25Q (1404.033413 sec): 3 clusters Score: Raw -3167132.330681 + Penalty 3265.170477 = -3163867.160204 nChanged 71 SP:Iteration 26Q (1404.119015 sec): 3 clusters Score: Raw -3167170.879998 + Penalty 3265.170477 = -3163905.709521 nChanged 59 SP:Iteration 27Q (1404.200441 sec): 3 clusters Score: Raw -3167201.856637 + Penalty 3265.170477 = -3163936.686160 nChanged 40 SP:Iteration 28Q (1404.279426 sec): 3 clusters Score: Raw -3167224.494361 + Penalty 3265.170477 = -3163959.323883 nChanged 38 SP:Iteration 29Q (1404.355216 sec): 3 clusters Score: Raw -3167245.089044 + Penalty 3265.170477 = -3163979.918566 nChanged 32 SP:Iteration 30Q (1404.432655 sec): 3 clusters Score: Raw -3167259.602783 + Penalty 3265.170477 = -3163994.432306 nChanged 14 SP:Iteration 31Q (1404.510147 sec): 3 clusters Score: Raw -3167264.865116 + Penalty 3265.170477 = -3163999.694639 nChanged 10 SP:Iteration 32Q (1404.581722 sec): 3 clusters Score: Raw -3167270.700849 + Penalty 3265.170477 = -3164005.530371 nChanged 15 SP:Iteration 33Q (1404.656339 sec): 3 clusters Score: Raw -3167279.717692 + Penalty 3265.170477 = -3164014.547214 nChanged 11 SP:Iteration 34Q (1404.739317 sec): 3 clusters Score: Raw -3167287.107411 + Penalty 3265.170477 = -3164021.936933 nChanged 9 SP:Iteration 35Q (1404.806609 sec): 3 clusters Score: Raw -3167292.356222 + Penalty 3265.170477 = -3164027.185745 nChanged 8 SP:Iteration 36Q (1404.883859 sec): 3 clusters Score: Raw -3167296.690596 + Penalty 3265.170477 = -3164031.520118 nChanged 10 SP:Iteration 37Q (1404.954218 sec): 3 clusters Score: Raw -3167300.377618 + Penalty 3265.170477 = -3164035.207141 nChanged 8 SP:Iteration 38Q (1405.032678 sec): 3 clusters Score: Raw -3167303.128864 + Penalty 3265.170477 = -3164037.958386 nChanged 7 SP:Iteration 39Q (1405.121304 sec): 3 clusters Score: Raw -3167306.842581 + Penalty 3265.170477 = -3164041.672104 nChanged 8 SP:Iteration 40F (1405.204738 sec): 3 clusters Score: Raw -3167312.179445 + Penalty 3265.170477 = -3164047.008968 nChanged 7 SP:Iteration 41Q (1405.283784 sec): 3 clusters Score: Raw -3167315.599416 + Penalty 3265.170477 = -3164050.428939 nChanged 5 SP:Iteration 42Q (1405.355473 sec): 3 clusters Score: Raw -3167318.644261 + Penalty 3265.170477 = -3164053.473784 nChanged 4 SP:Iteration 43Q (1405.413237 sec): 3 clusters Score: Raw -3167320.876908 + Penalty 3265.170477 = -3164055.706430 nChanged 5 SP:Iteration 44Q (1405.495157 sec): 3 clusters Score: Raw -3167323.305188 + Penalty 3265.170477 = -3164058.134710 nChanged 2 SP:Iteration 45Q (1405.575218 sec): 3 clusters Score: Raw -3167324.139984 + Penalty 3265.170477 = -3164058.969506 nChanged 2 SP:Iteration 46Q (1405.648625 sec): 3 clusters Score: Raw -3167325.517851 + Penalty 3265.170477 = -3164060.347374 nChanged 2 SP:Iteration 47Q (1405.722055 sec): 3 clusters Score: Raw -3167327.712887 + Penalty 3265.170477 = -3164062.542410 nChanged 3 SP:Iteration 48Q (1405.792173 sec): 3 clusters Score: Raw -3167329.378122 + Penalty 3265.170477 = -3164064.207645 nChanged 5 SP:Iteration 49Q (1405.868899 sec): 3 clusters Score: Raw -3167332.123175 + Penalty 3265.170477 = -3164066.952698 nChanged 3 SP:Iteration 50Q (1405.951222 sec): 3 clusters Score: Raw -3167333.550952 + Penalty 3265.170477 = -3164068.380474 nChanged 5 SP:Iteration 51Q (1406.033599 sec): 3 clusters Score: Raw -3167335.685654 + Penalty 3265.170477 = -3164070.515176 nChanged 2 SP:Iteration 52Q (1406.114403 sec): 3 clusters Score: Raw -3167335.956104 + Penalty 3265.170477 = -3164070.785626 nChanged 1 SP:Iteration 53Q (1406.181272 sec): 3 clusters Score: Raw -3167336.221199 + Penalty 3265.170477 = -3164071.050722 nChanged 0 SP:Iteration 54F (1406.275724 sec): 3 clusters Score: Raw -3167336.221199 + Penalty 3265.170477 = -3164071.050722 nChanged 0 Trying to split cluster 22 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1406.292357 sec): 2 clusters Score: Raw -29854.317211 + Penalty 941.859384 = -28912.457827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1406.350379 sec): 3 clusters Score: Raw -29926.977882 + Penalty 1883.718769 = -28043.259113 nChanged 73 SP:Iteration 1F (1406.391134 sec): 3 clusters Score: Raw -30087.905321 + Penalty 1883.718769 = -28204.186552 nChanged 26 SP:Iteration 2F (1406.429218 sec): 3 clusters Score: Raw -30183.736335 + Penalty 1883.718769 = -28300.017566 nChanged 22 SP:Iteration 3F (1406.483211 sec): 3 clusters Score: Raw -30276.927217 + Penalty 1883.718769 = -28393.208448 nChanged 19 SP:Iteration 4F (1406.525683 sec): 3 clusters Score: Raw -30319.367901 + Penalty 1883.718769 = -28435.649132 nChanged 9 SP:Iteration 5Q (1406.569584 sec): 3 clusters Score: Raw -30340.476448 + Penalty 1883.718769 = -28456.757679 nChanged 3 SP:Iteration 6Q (1406.621683 sec): 3 clusters Score: Raw -30344.917324 + Penalty 1883.718769 = -28461.198555 nChanged 3 SP:Iteration 7Q (1406.660372 sec): 3 clusters Score: Raw -30348.522120 + Penalty 1883.718769 = -28464.803351 nChanged 1 SP:Iteration 8Q (1406.709291 sec): 3 clusters Score: Raw -30350.313813 + Penalty 1883.718769 = -28466.595044 nChanged 0 SP:Iteration 9F (1406.756297 sec): 3 clusters Score: Raw -30350.313813 + Penalty 1883.718769 = -28466.595044 nChanged 0 Trying to split cluster 23 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1406.786712 sec): 2 clusters Score: Raw -66557.516269 + Penalty 1009.548491 = -65547.967778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1406.831505 sec): 3 clusters Score: Raw -66486.364628 + Penalty 2019.096981 = -64467.267647 nChanged 104 SP:Iteration 1F (1406.879102 sec): 3 clusters Score: Raw -66635.835682 + Penalty 2019.096981 = -64616.738701 nChanged 28 SP:Iteration 2F (1406.923126 sec): 3 clusters Score: Raw -66679.514914 + Penalty 2019.096981 = -64660.417933 nChanged 19 SP:Iteration 3Q (1406.959398 sec): 3 clusters Score: Raw -66728.560405 + Penalty 2019.096981 = -64709.463424 nChanged 15 SP:Iteration 4Q (1407.006462 sec): 3 clusters Score: Raw -66769.653593 + Penalty 2019.096981 = -64750.556612 nChanged 13 SP:Iteration 5Q (1407.050148 sec): 3 clusters Score: Raw -66795.893940 + Penalty 2019.096981 = -64776.796959 nChanged 10 SP:Iteration 6Q (1407.095693 sec): 3 clusters Score: Raw -66820.315113 + Penalty 2019.096981 = -64801.218131 nChanged 7 SP:Iteration 7Q (1407.140680 sec): 3 clusters Score: Raw -66846.058826 + Penalty 2019.096981 = -64826.961845 nChanged 9 SP:Iteration 8Q (1407.187808 sec): 3 clusters Score: Raw -66862.379493 + Penalty 2019.096981 = -64843.282512 nChanged 9 SP:Iteration 9Q (1407.227062 sec): 3 clusters Score: Raw -66893.532190 + Penalty 2019.096981 = -64874.435209 nChanged 7 SP:Iteration 10Q (1407.274608 sec): 3 clusters Score: Raw -66914.139724 + Penalty 2019.096981 = -64895.042743 nChanged 6 SP:Iteration 11Q (1407.324971 sec): 3 clusters Score: Raw -66925.614181 + Penalty 2019.096981 = -64906.517200 nChanged 8 SP:Iteration 12Q (1407.356674 sec): 3 clusters Score: Raw -66962.571440 + Penalty 2019.096981 = -64943.474459 nChanged 10 SP:Iteration 13Q (1407.409305 sec): 3 clusters Score: Raw -67002.508501 + Penalty 2019.096981 = -64983.411520 nChanged 11 SP:Iteration 14Q (1407.450476 sec): 3 clusters Score: Raw -67020.166636 + Penalty 2019.096981 = -65001.069654 nChanged 4 SP:Iteration 15Q (1407.505682 sec): 3 clusters Score: Raw -67037.222350 + Penalty 2019.096981 = -65018.125369 nChanged 5 SP:Iteration 16Q (1407.548778 sec): 3 clusters Score: Raw -67042.282448 + Penalty 2019.096981 = -65023.185467 nChanged 2 SP:Iteration 17Q (1407.585930 sec): 3 clusters Score: Raw -67051.330054 + Penalty 2019.096981 = -65032.233073 nChanged 3 SP:Iteration 18Q (1407.633954 sec): 3 clusters Score: Raw -67060.413933 + Penalty 2019.096981 = -65041.316952 nChanged 3 SP:Iteration 19Q (1407.667768 sec): 3 clusters Score: Raw -67072.028176 + Penalty 2019.096981 = -65052.931195 nChanged 2 SP:Iteration 20F (1407.710161 sec): 3 clusters Score: Raw -67076.597052 + Penalty 2019.096981 = -65057.500070 nChanged 1 SP:Iteration 21Q (1407.758497 sec): 3 clusters Score: Raw -67077.110109 + Penalty 2019.096981 = -65058.013128 nChanged 0 SP:Iteration 22F (1407.798652 sec): 3 clusters Score: Raw -67077.110109 + Penalty 2019.096981 = -65058.013128 nChanged 0 Trying to split cluster 24 (6913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1407.841368 sec): 2 clusters Score: Raw -1004599.923378 + Penalty 1436.688334 = -1003163.235045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1407.886512 sec): 3 clusters Score: Raw -1000870.061444 + Penalty 2873.376667 = -997996.684777 nChanged 2849 SP:Iteration 1F (1407.951346 sec): 3 clusters Score: Raw -1002479.880674 + Penalty 2873.376667 = -999606.504007 nChanged 522 SP:Iteration 2F (1407.994162 sec): 3 clusters Score: Raw -1002735.781768 + Penalty 2873.376667 = -999862.405101 nChanged 377 SP:Iteration 3F (1408.051295 sec): 3 clusters Score: Raw -1002925.733236 + Penalty 2873.376667 = -1000052.356569 nChanged 293 SP:Iteration 4Q (1408.105799 sec): 3 clusters Score: Raw -1003084.298528 + Penalty 2873.376667 = -1000210.921861 nChanged 289 SP:Iteration 5Q (1408.161394 sec): 3 clusters Score: Raw -1003221.483108 + Penalty 2873.376667 = -1000348.106441 nChanged 260 SP:Iteration 6Q (1408.217359 sec): 3 clusters Score: Raw -1003345.105943 + Penalty 2873.376667 = -1000471.729275 nChanged 227 SP:Iteration 7Q (1408.260141 sec): 3 clusters Score: Raw -1003451.177781 + Penalty 2873.376667 = -1000577.801114 nChanged 219 SP:Iteration 8Q (1408.319383 sec): 3 clusters Score: Raw -1003543.720805 + Penalty 2873.376667 = -1000670.344138 nChanged 199 SP:Iteration 9Q (1408.374363 sec): 3 clusters Score: Raw -1003634.841780 + Penalty 2873.376667 = -1000761.465113 nChanged 205 SP:Iteration 10Q (1408.432403 sec): 3 clusters Score: Raw -1003733.843626 + Penalty 2873.376667 = -1000860.466959 nChanged 200 SP:Iteration 11Q (1408.492784 sec): 3 clusters Score: Raw -1003845.568348 + Penalty 2873.376667 = -1000972.191681 nChanged 211 SP:Iteration 12Q (1408.550069 sec): 3 clusters Score: Raw -1003957.283313 + Penalty 2873.376667 = -1001083.906646 nChanged 185 SP:Iteration 13Q (1408.615748 sec): 3 clusters Score: Raw -1004049.369979 + Penalty 2873.376667 = -1001175.993312 nChanged 137 SP:Iteration 14Q (1408.665471 sec): 3 clusters Score: Raw -1004096.712701 + Penalty 2873.376667 = -1001223.336034 nChanged 97 SP:Iteration 15Q (1408.729786 sec): 3 clusters Score: Raw -1004131.221954 + Penalty 2873.376667 = -1001257.845286 nChanged 71 SP:Iteration 16Q (1408.779780 sec): 3 clusters Score: Raw -1004152.773626 + Penalty 2873.376667 = -1001279.396959 nChanged 56 SP:Iteration 17Q (1408.848648 sec): 3 clusters Score: Raw -1004168.428666 + Penalty 2873.376667 = -1001295.051999 nChanged 55 SP:Iteration 18Q (1408.900086 sec): 3 clusters Score: Raw -1004181.302661 + Penalty 2873.376667 = -1001307.925994 nChanged 47 SP:Iteration 19Q (1408.957650 sec): 3 clusters Score: Raw -1004197.123753 + Penalty 2873.376667 = -1001323.747086 nChanged 52 SP:Iteration 20F (1409.019509 sec): 3 clusters Score: Raw -1004210.592006 + Penalty 2873.376667 = -1001337.215339 nChanged 50 SP:Iteration 21Q (1409.068450 sec): 3 clusters Score: Raw -1004222.952100 + Penalty 2873.376667 = -1001349.575433 nChanged 41 SP:Iteration 22Q (1409.133965 sec): 3 clusters Score: Raw -1004232.084854 + Penalty 2873.376667 = -1001358.708187 nChanged 37 SP:Iteration 23Q (1409.182527 sec): 3 clusters Score: Raw -1004240.750584 + Penalty 2873.376667 = -1001367.373917 nChanged 27 SP:Iteration 24Q (1409.247077 sec): 3 clusters Score: Raw -1004248.103965 + Penalty 2873.376667 = -1001374.727298 nChanged 30 SP:Iteration 25Q (1409.294704 sec): 3 clusters Score: Raw -1004255.413149 + Penalty 2873.376667 = -1001382.036482 nChanged 34 SP:Iteration 26Q (1409.352966 sec): 3 clusters Score: Raw -1004263.628570 + Penalty 2873.376667 = -1001390.251903 nChanged 31 SP:Iteration 27Q (1409.404347 sec): 3 clusters Score: Raw -1004269.465418 + Penalty 2873.376667 = -1001396.088750 nChanged 21 SP:Iteration 28Q (1409.471701 sec): 3 clusters Score: Raw -1004274.276026 + Penalty 2873.376667 = -1001400.899359 nChanged 22 SP:Iteration 29Q (1409.527146 sec): 3 clusters Score: Raw -1004278.733514 + Penalty 2873.376667 = -1001405.356847 nChanged 17 SP:Iteration 30Q (1409.586278 sec): 3 clusters Score: Raw -1004283.439678 + Penalty 2873.376667 = -1001410.063010 nChanged 29 SP:Iteration 31Q (1409.652158 sec): 3 clusters Score: Raw -1004290.169876 + Penalty 2873.376667 = -1001416.793209 nChanged 24 SP:Iteration 32Q (1409.710043 sec): 3 clusters Score: Raw -1004294.415840 + Penalty 2873.376667 = -1001421.039173 nChanged 20 SP:Iteration 33Q (1409.763874 sec): 3 clusters Score: Raw -1004297.961822 + Penalty 2873.376667 = -1001424.585155 nChanged 18 SP:Iteration 34Q (1409.816828 sec): 3 clusters Score: Raw -1004301.174788 + Penalty 2873.376667 = -1001427.798121 nChanged 24 SP:Iteration 35Q (1409.866339 sec): 3 clusters Score: Raw -1004306.044833 + Penalty 2873.376667 = -1001432.668166 nChanged 19 SP:Iteration 36Q (1409.927661 sec): 3 clusters Score: Raw -1004309.859483 + Penalty 2873.376667 = -1001436.482816 nChanged 20 SP:Iteration 37Q (1409.981932 sec): 3 clusters Score: Raw -1004313.275793 + Penalty 2873.376667 = -1001439.899126 nChanged 15 SP:Iteration 38Q (1410.035195 sec): 3 clusters Score: Raw -1004316.123128 + Penalty 2873.376667 = -1001442.746461 nChanged 16 SP:Iteration 39Q (1410.084036 sec): 3 clusters Score: Raw -1004319.269681 + Penalty 2873.376667 = -1001445.893014 nChanged 14 SP:Iteration 40F (1410.148060 sec): 3 clusters Score: Raw -1004321.792877 + Penalty 2873.376667 = -1001448.416210 nChanged 12 SP:Iteration 41Q (1410.194076 sec): 3 clusters Score: Raw -1004324.630309 + Penalty 2873.376667 = -1001451.253642 nChanged 14 SP:Iteration 42Q (1410.256184 sec): 3 clusters Score: Raw -1004326.838723 + Penalty 2873.376667 = -1001453.462056 nChanged 15 SP:Iteration 43Q (1410.321962 sec): 3 clusters Score: Raw -1004330.694580 + Penalty 2873.376667 = -1001457.317913 nChanged 17 SP:Iteration 44Q (1410.382919 sec): 3 clusters Score: Raw -1004336.328874 + Penalty 2873.376667 = -1001462.952207 nChanged 22 SP:Iteration 45Q (1410.440016 sec): 3 clusters Score: Raw -1004343.494956 + Penalty 2873.376667 = -1001470.118289 nChanged 28 SP:Iteration 46Q (1410.489958 sec): 3 clusters Score: Raw -1004348.271786 + Penalty 2873.376667 = -1001474.895119 nChanged 19 SP:Iteration 47Q (1410.544517 sec): 3 clusters Score: Raw -1004352.395691 + Penalty 2873.376667 = -1001479.019024 nChanged 19 SP:Iteration 48Q (1410.589350 sec): 3 clusters Score: Raw -1004356.997507 + Penalty 2873.376667 = -1001483.620839 nChanged 21 SP:Iteration 49Q (1410.649864 sec): 3 clusters Score: Raw -1004362.311901 + Penalty 2873.376667 = -1001488.935234 nChanged 19 SP:Iteration 50Q (1410.703764 sec): 3 clusters Score: Raw -1004364.936703 + Penalty 2873.376667 = -1001491.560035 nChanged 14 SP:Iteration 51Q (1410.767018 sec): 3 clusters Score: Raw -1004367.576572 + Penalty 2873.376667 = -1001494.199905 nChanged 15 SP:Iteration 52Q (1410.824816 sec): 3 clusters Score: Raw -1004370.219172 + Penalty 2873.376667 = -1001496.842505 nChanged 13 SP:Iteration 53Q (1410.882273 sec): 3 clusters Score: Raw -1004372.372793 + Penalty 2873.376667 = -1001498.996125 nChanged 12 SP:Iteration 54Q (1410.931130 sec): 3 clusters Score: Raw -1004373.904877 + Penalty 2873.376667 = -1001500.528210 nChanged 10 SP:Iteration 55Q (1410.997294 sec): 3 clusters Score: Raw -1004375.516261 + Penalty 2873.376667 = -1001502.139594 nChanged 12 SP:Iteration 56Q (1411.060575 sec): 3 clusters Score: Raw -1004377.425836 + Penalty 2873.376667 = -1001504.049169 nChanged 12 SP:Iteration 57Q (1411.113266 sec): 3 clusters Score: Raw -1004379.228582 + Penalty 2873.376667 = -1001505.851915 nChanged 8 SP:Iteration 58Q (1411.179779 sec): 3 clusters Score: Raw -1004380.721452 + Penalty 2873.376667 = -1001507.344785 nChanged 13 SP:Iteration 59Q (1411.235988 sec): 3 clusters Score: Raw -1004383.032794 + Penalty 2873.376667 = -1001509.656127 nChanged 10 SP:Iteration 60F (1411.281184 sec): 3 clusters Score: Raw -1004385.068327 + Penalty 2873.376667 = -1001511.691660 nChanged 12 SP:Iteration 61Q (1411.341164 sec): 3 clusters Score: Raw -1004387.149470 + Penalty 2873.376667 = -1001513.772803 nChanged 9 SP:Iteration 62Q (1411.387237 sec): 3 clusters Score: Raw -1004388.470079 + Penalty 2873.376667 = -1001515.093412 nChanged 12 SP:Iteration 63Q (1411.453260 sec): 3 clusters Score: Raw -1004390.584565 + Penalty 2873.376667 = -1001517.207897 nChanged 14 SP:Iteration 64Q (1411.504047 sec): 3 clusters Score: Raw -1004392.887045 + Penalty 2873.376667 = -1001519.510378 nChanged 13 SP:Iteration 65Q (1411.572104 sec): 3 clusters Score: Raw -1004395.530025 + Penalty 2873.376667 = -1001522.153357 nChanged 10 SP:Iteration 66Q (1411.622651 sec): 3 clusters Score: Raw -1004397.556939 + Penalty 2873.376667 = -1001524.180272 nChanged 9 SP:Iteration 67Q (1411.681343 sec): 3 clusters Score: Raw -1004398.832446 + Penalty 2873.376667 = -1001525.455778 nChanged 9 SP:Iteration 68Q (1411.738880 sec): 3 clusters Score: Raw -1004400.592040 + Penalty 2873.376667 = -1001527.215373 nChanged 6 SP:Iteration 69Q (1411.805204 sec): 3 clusters Score: Raw -1004402.186292 + Penalty 2873.376667 = -1001528.809624 nChanged 8 SP:Iteration 70Q (1411.862119 sec): 3 clusters Score: Raw -1004403.239410 + Penalty 2873.376667 = -1001529.862743 nChanged 4 SP:Iteration 71Q (1411.927554 sec): 3 clusters Score: Raw -1004403.872015 + Penalty 2873.376667 = -1001530.495348 nChanged 4 SP:Iteration 72Q (1411.976278 sec): 3 clusters Score: Raw -1004404.532077 + Penalty 2873.376667 = -1001531.155410 nChanged 7 SP:Iteration 73Q (1412.023842 sec): 3 clusters Score: Raw -1004405.477988 + Penalty 2873.376667 = -1001532.101321 nChanged 7 SP:Iteration 74Q (1412.088053 sec): 3 clusters Score: Raw -1004406.372116 + Penalty 2873.376667 = -1001532.995449 nChanged 12 SP:Iteration 75Q (1412.134624 sec): 3 clusters Score: Raw -1004408.120591 + Penalty 2873.376667 = -1001534.743923 nChanged 14 SP:Iteration 76Q (1412.189831 sec): 3 clusters Score: Raw -1004410.413924 + Penalty 2873.376667 = -1001537.037257 nChanged 16 SP:Iteration 77Q (1412.245232 sec): 3 clusters Score: Raw -1004413.482002 + Penalty 2873.376667 = -1001540.105335 nChanged 17 SP:Iteration 78Q (1412.305415 sec): 3 clusters Score: Raw -1004417.615455 + Penalty 2873.376667 = -1001544.238788 nChanged 20 SP:Iteration 79Q (1412.363461 sec): 3 clusters Score: Raw -1004422.010266 + Penalty 2873.376667 = -1001548.633598 nChanged 21 SP:Iteration 80F (1412.422804 sec): 3 clusters Score: Raw -1004427.217871 + Penalty 2873.376667 = -1001553.841204 nChanged 33 SP:Iteration 81Q (1412.483087 sec): 3 clusters Score: Raw -1004433.375338 + Penalty 2873.376667 = -1001559.998671 nChanged 19 SP:Iteration 82Q (1412.540184 sec): 3 clusters Score: Raw -1004436.850031 + Penalty 2873.376667 = -1001563.473364 nChanged 17 SP:Iteration 83Q (1412.600317 sec): 3 clusters Score: Raw -1004439.860576 + Penalty 2873.376667 = -1001566.483908 nChanged 17 SP:Iteration 84Q (1412.657087 sec): 3 clusters Score: Raw -1004443.740828 + Penalty 2873.376667 = -1001570.364161 nChanged 21 SP:Iteration 85Q (1412.719683 sec): 3 clusters Score: Raw -1004448.640888 + Penalty 2873.376667 = -1001575.264221 nChanged 26 SP:Iteration 86Q (1412.777379 sec): 3 clusters Score: Raw -1004454.493635 + Penalty 2873.376667 = -1001581.116968 nChanged 18 SP:Iteration 87Q (1412.831487 sec): 3 clusters Score: Raw -1004458.337301 + Penalty 2873.376667 = -1001584.960634 nChanged 19 SP:Iteration 88Q (1412.889740 sec): 3 clusters Score: Raw -1004462.463084 + Penalty 2873.376667 = -1001589.086416 nChanged 23 SP:Iteration 89Q (1412.948720 sec): 3 clusters Score: Raw -1004467.897175 + Penalty 2873.376667 = -1001594.520508 nChanged 22 SP:Iteration 90Q (1412.999373 sec): 3 clusters Score: Raw -1004471.522038 + Penalty 2873.376667 = -1001598.145370 nChanged 15 SP:Iteration 91Q (1413.055907 sec): 3 clusters Score: Raw -1004474.000191 + Penalty 2873.376667 = -1001600.623523 nChanged 15 SP:Iteration 92Q (1413.120117 sec): 3 clusters Score: Raw -1004476.703694 + Penalty 2873.376667 = -1001603.327027 nChanged 11 SP:Iteration 93Q (1413.168930 sec): 3 clusters Score: Raw -1004479.030753 + Penalty 2873.376667 = -1001605.654086 nChanged 13 SP:Iteration 94Q (1413.225475 sec): 3 clusters Score: Raw -1004481.351833 + Penalty 2873.376667 = -1001607.975166 nChanged 16 SP:Iteration 95Q (1413.290466 sec): 3 clusters Score: Raw -1004484.757776 + Penalty 2873.376667 = -1001611.381109 nChanged 13 SP:Iteration 96Q (1413.338904 sec): 3 clusters Score: Raw -1004487.463075 + Penalty 2873.376667 = -1001614.086408 nChanged 14 SP:Iteration 97Q (1413.394679 sec): 3 clusters Score: Raw -1004489.894256 + Penalty 2873.376667 = -1001616.517589 nChanged 15 SP:Iteration 98Q (1413.457974 sec): 3 clusters Score: Raw -1004492.144211 + Penalty 2873.376667 = -1001618.767544 nChanged 12 SP:Iteration 99Q (1413.519892 sec): 3 clusters Score: Raw -1004493.916584 + Penalty 2873.376667 = -1001620.539917 nChanged 4 SP:Iteration 100F (1413.579516 sec): 3 clusters Score: Raw -1004494.614506 + Penalty 2873.376667 = -1001621.237839 nChanged 4 SP:Iteration 101Q (1413.633822 sec): 3 clusters Score: Raw -1004495.135794 + Penalty 2873.376667 = -1001621.759127 nChanged 2 SP:Iteration 102Q (1413.690870 sec): 3 clusters Score: Raw -1004495.283497 + Penalty 2873.376667 = -1001621.906830 nChanged 0 SP:Iteration 103F (1413.748913 sec): 3 clusters Score: Raw -1004495.283497 + Penalty 2873.376667 = -1001621.906830 nChanged 0 Trying to split cluster 25 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1413.765823 sec): 2 clusters Score: Raw -59548.711975 + Penalty 1021.474690 = -58527.237284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1413.811961 sec): 3 clusters Score: Raw -59513.073783 + Penalty 2042.949381 = -57470.124402 nChanged 148 SP:Iteration 1F (1413.870200 sec): 3 clusters Score: Raw -59777.664303 + Penalty 2042.949381 = -57734.714922 nChanged 45 SP:Iteration 2F (1413.916397 sec): 3 clusters Score: Raw -59873.146724 + Penalty 2042.949381 = -57830.197343 nChanged 28 SP:Iteration 3F (1413.962783 sec): 3 clusters Score: Raw -59918.060076 + Penalty 2042.949381 = -57875.110695 nChanged 21 SP:Iteration 4Q (1414.006952 sec): 3 clusters Score: Raw -59944.168940 + Penalty 2042.949381 = -57901.219559 nChanged 14 SP:Iteration 5Q (1414.050203 sec): 3 clusters Score: Raw -59984.762508 + Penalty 2042.949381 = -57941.813127 nChanged 18 SP:Iteration 6Q (1414.104605 sec): 3 clusters Score: Raw -60023.017908 + Penalty 2042.949381 = -57980.068527 nChanged 18 SP:Iteration 7Q (1414.142891 sec): 3 clusters Score: Raw -60084.852418 + Penalty 2042.949381 = -58041.903038 nChanged 8 SP:Iteration 8Q (1414.196855 sec): 3 clusters Score: Raw -60110.199109 + Penalty 2042.949381 = -58067.249728 nChanged 9 SP:Iteration 9Q (1414.247413 sec): 3 clusters Score: Raw -60134.592676 + Penalty 2042.949381 = -58091.643295 nChanged 6 SP:Iteration 10Q (1414.298310 sec): 3 clusters Score: Raw -60162.138496 + Penalty 2042.949381 = -58119.189115 nChanged 7 SP:Iteration 11Q (1414.348381 sec): 3 clusters Score: Raw -60195.032520 + Penalty 2042.949381 = -58152.083139 nChanged 7 SP:Iteration 12Q (1414.394525 sec): 3 clusters Score: Raw -60203.737672 + Penalty 2042.949381 = -58160.788291 nChanged 3 SP:Iteration 13Q (1414.431912 sec): 3 clusters Score: Raw -60206.358371 + Penalty 2042.949381 = -58163.408990 nChanged 1 SP:Iteration 14Q (1414.478192 sec): 3 clusters Score: Raw -60208.721410 + Penalty 2042.949381 = -58165.772029 nChanged 4 SP:Iteration 15Q (1414.528122 sec): 3 clusters Score: Raw -60213.670588 + Penalty 2042.949381 = -58170.721207 nChanged 2 SP:Iteration 16Q (1414.578679 sec): 3 clusters Score: Raw -60214.625635 + Penalty 2042.949381 = -58171.676255 nChanged 0 SP:Iteration 17F (1414.627106 sec): 3 clusters Score: Raw -60215.919753 + Penalty 2042.949381 = -58172.970372 nChanged 1 SP:Iteration 18Q (1414.676088 sec): 3 clusters Score: Raw -60227.494164 + Penalty 2042.949381 = -58184.544784 nChanged 5 SP:Iteration 19Q (1414.719448 sec): 3 clusters Score: Raw -60250.405111 + Penalty 2042.949381 = -58207.455731 nChanged 6 SP:Iteration 20F (1414.766779 sec): 3 clusters Score: Raw -60265.375696 + Penalty 2042.949381 = -58222.426316 nChanged 5 SP:Iteration 21Q (1414.817347 sec): 3 clusters Score: Raw -60273.690445 + Penalty 2042.949381 = -58230.741064 nChanged 3 SP:Iteration 22Q (1414.852450 sec): 3 clusters Score: Raw -60277.340890 + Penalty 2042.949381 = -58234.391509 nChanged 3 SP:Iteration 23Q (1414.898613 sec): 3 clusters Score: Raw -60297.238728 + Penalty 2042.949381 = -58254.289347 nChanged 7 SP:Iteration 24Q (1414.941899 sec): 3 clusters Score: Raw -60314.979894 + Penalty 2042.949381 = -58272.030513 nChanged 6 SP:Iteration 25Q (1414.980231 sec): 3 clusters Score: Raw -60340.843693 + Penalty 2042.949381 = -58297.894313 nChanged 5 SP:Iteration 26Q (1415.032498 sec): 3 clusters Score: Raw -60357.732363 + Penalty 2042.949381 = -58314.782982 nChanged 4 SP:Iteration 27Q (1415.071076 sec): 3 clusters Score: Raw -60368.305253 + Penalty 2042.949381 = -58325.355872 nChanged 4 SP:Iteration 28Q (1415.105696 sec): 3 clusters Score: Raw -60379.536161 + Penalty 2042.949381 = -58336.586780 nChanged 6 SP:Iteration 29Q (1415.149205 sec): 3 clusters Score: Raw -60386.711842 + Penalty 2042.949381 = -58343.762462 nChanged 3 SP:Iteration 30Q (1415.196208 sec): 3 clusters Score: Raw -60390.707676 + Penalty 2042.949381 = -58347.758295 nChanged 1 SP:Iteration 31Q (1415.238296 sec): 3 clusters Score: Raw -60391.406808 + Penalty 2042.949381 = -58348.457427 nChanged 0 SP:Iteration 32F (1415.283935 sec): 3 clusters Score: Raw -60391.406808 + Penalty 2042.949381 = -58348.457427 nChanged 0 Trying to split cluster 26 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1415.302188 sec): 2 clusters Score: Raw -39142.300217 + Penalty 952.840066 = -38189.460151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1415.358209 sec): 3 clusters Score: Raw -39297.950739 + Penalty 1905.680132 = -37392.270607 nChanged 78 SP:Iteration 1F (1415.401126 sec): 3 clusters Score: Raw -39458.496581 + Penalty 1905.680132 = -37552.816449 nChanged 23 SP:Iteration 2F (1415.432878 sec): 3 clusters Score: Raw -39520.005762 + Penalty 1905.680132 = -37614.325630 nChanged 11 SP:Iteration 3Q (1415.478974 sec): 3 clusters Score: Raw -39566.802562 + Penalty 1905.680132 = -37661.122429 nChanged 11 SP:Iteration 4Q (1415.524534 sec): 3 clusters Score: Raw -39610.766317 + Penalty 1905.680132 = -37705.086185 nChanged 7 SP:Iteration 5Q (1415.561676 sec): 3 clusters Score: Raw -39635.985849 + Penalty 1905.680132 = -37730.305717 nChanged 6 SP:Iteration 6Q (1415.618704 sec): 3 clusters Score: Raw -39665.379598 + Penalty 1905.680132 = -37759.699466 nChanged 8 SP:Iteration 7Q (1415.657334 sec): 3 clusters Score: Raw -39717.340783 + Penalty 1905.680132 = -37811.660651 nChanged 7 SP:Iteration 8Q (1415.703873 sec): 3 clusters Score: Raw -39744.455581 + Penalty 1905.680132 = -37838.775449 nChanged 6 SP:Iteration 9Q (1415.752149 sec): 3 clusters Score: Raw -39754.451226 + Penalty 1905.680132 = -37848.771094 nChanged 2 SP:Iteration 10Q (1415.803492 sec): 3 clusters Score: Raw -39758.325142 + Penalty 1905.680132 = -37852.645010 nChanged 1 SP:Iteration 11Q (1415.843540 sec): 3 clusters Score: Raw -39762.021181 + Penalty 1905.680132 = -37856.341049 nChanged 2 SP:Iteration 12Q (1415.891910 sec): 3 clusters Score: Raw -39766.584747 + Penalty 1905.680132 = -37860.904615 nChanged 2 SP:Iteration 13Q (1415.935022 sec): 3 clusters Score: Raw -39785.726931 + Penalty 1905.680132 = -37880.046799 nChanged 1 SP:Iteration 14Q (1415.978203 sec): 3 clusters Score: Raw -39786.770893 + Penalty 1905.680132 = -37881.090760 nChanged 0 SP:Iteration 15F (1416.022059 sec): 3 clusters Score: Raw -39786.770893 + Penalty 1905.680132 = -37881.090760 nChanged 0 Trying to split cluster 27 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1416.047195 sec): 2 clusters Score: Raw -50791.548112 + Penalty 967.823573 = -49823.724539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1416.090667 sec): 3 clusters Score: Raw -50831.661822 + Penalty 1935.647145 = -48896.014677 nChanged 79 SP:Iteration 1F (1416.138233 sec): 3 clusters Score: Raw -50958.211993 + Penalty 1935.647145 = -49022.564848 nChanged 37 SP:Iteration 2F (1416.177546 sec): 3 clusters Score: Raw -51067.392126 + Penalty 1935.647145 = -49131.744981 nChanged 29 SP:Iteration 3F (1416.219858 sec): 3 clusters Score: Raw -51147.434805 + Penalty 1935.647145 = -49211.787659 nChanged 15 SP:Iteration 4Q (1416.257465 sec): 3 clusters Score: Raw -51192.256013 + Penalty 1935.647145 = -49256.608868 nChanged 9 SP:Iteration 5Q (1416.307821 sec): 3 clusters Score: Raw -51225.696627 + Penalty 1935.647145 = -49290.049482 nChanged 4 SP:Iteration 6Q (1416.346265 sec): 3 clusters Score: Raw -51236.008173 + Penalty 1935.647145 = -49300.361028 nChanged 1 SP:Iteration 7Q (1416.391696 sec): 3 clusters Score: Raw -51256.445180 + Penalty 1935.647145 = -49320.798035 nChanged 2 SP:Iteration 8Q (1416.427712 sec): 3 clusters Score: Raw -51265.745297 + Penalty 1935.647145 = -49330.098152 nChanged 2 SP:Iteration 9Q (1416.479096 sec): 3 clusters Score: Raw -51280.076118 + Penalty 1935.647145 = -49344.428973 nChanged 0 SP:Iteration 10F (1416.517044 sec): 3 clusters Score: Raw -51280.076118 + Penalty 1935.647145 = -49344.428973 nChanged 0 Trying to split cluster 28 (1173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1416.538177 sec): 2 clusters Score: Raw -131308.537521 + Penalty 1148.439475 = -130160.098045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1416.576825 sec): 3 clusters Score: Raw -131000.387358 + Penalty 2296.878951 = -128703.508407 nChanged 411 SP:Iteration 1F (1416.625234 sec): 3 clusters Score: Raw -131560.312842 + Penalty 2296.878951 = -129263.433891 nChanged 118 SP:Iteration 2F (1416.673534 sec): 3 clusters Score: Raw -131742.429636 + Penalty 2296.878951 = -129445.550685 nChanged 73 SP:Iteration 3F (1416.728380 sec): 3 clusters Score: Raw -131843.514530 + Penalty 2296.878951 = -129546.635579 nChanged 46 SP:Iteration 4Q (1416.780522 sec): 3 clusters Score: Raw -131923.637751 + Penalty 2296.878951 = -129626.758800 nChanged 41 SP:Iteration 5Q (1416.819046 sec): 3 clusters Score: Raw -131982.707469 + Penalty 2296.878951 = -129685.828518 nChanged 37 SP:Iteration 6Q (1416.869827 sec): 3 clusters Score: Raw -132040.203657 + Penalty 2296.878951 = -129743.324706 nChanged 22 SP:Iteration 7Q (1416.929893 sec): 3 clusters Score: Raw -132064.101258 + Penalty 2296.878951 = -129767.222307 nChanged 16 SP:Iteration 8Q (1416.968636 sec): 3 clusters Score: Raw -132083.478144 + Penalty 2296.878951 = -129786.599193 nChanged 11 SP:Iteration 9Q (1417.021701 sec): 3 clusters Score: Raw -132104.359261 + Penalty 2296.878951 = -129807.480310 nChanged 15 SP:Iteration 10Q (1417.074534 sec): 3 clusters Score: Raw -132137.721217 + Penalty 2296.878951 = -129840.842267 nChanged 20 SP:Iteration 11Q (1417.132236 sec): 3 clusters Score: Raw -132168.538222 + Penalty 2296.878951 = -129871.659271 nChanged 13 SP:Iteration 12Q (1417.182775 sec): 3 clusters Score: Raw -132192.389782 + Penalty 2296.878951 = -129895.510832 nChanged 6 SP:Iteration 13Q (1417.222856 sec): 3 clusters Score: Raw -132206.194126 + Penalty 2296.878951 = -129909.315175 nChanged 8 SP:Iteration 14Q (1417.279167 sec): 3 clusters Score: Raw -132222.050608 + Penalty 2296.878951 = -129925.171657 nChanged 9 SP:Iteration 15Q (1417.326523 sec): 3 clusters Score: Raw -132230.270743 + Penalty 2296.878951 = -129933.391792 nChanged 8 SP:Iteration 16Q (1417.374764 sec): 3 clusters Score: Raw -132239.352016 + Penalty 2296.878951 = -129942.473065 nChanged 5 SP:Iteration 17Q (1417.422283 sec): 3 clusters Score: Raw -132245.077463 + Penalty 2296.878951 = -129948.198513 nChanged 4 SP:Iteration 18Q (1417.477722 sec): 3 clusters Score: Raw -132248.827820 + Penalty 2296.878951 = -129951.948869 nChanged 6 SP:Iteration 19Q (1417.514218 sec): 3 clusters Score: Raw -132256.339757 + Penalty 2296.878951 = -129959.460806 nChanged 3 SP:Iteration 20F (1417.576887 sec): 3 clusters Score: Raw -132261.937656 + Penalty 2296.878951 = -129965.058705 nChanged 7 SP:Iteration 21Q (1417.625050 sec): 3 clusters Score: Raw -132276.021560 + Penalty 2296.878951 = -129979.142609 nChanged 8 SP:Iteration 22Q (1417.663042 sec): 3 clusters Score: Raw -132287.264350 + Penalty 2296.878951 = -129990.385399 nChanged 4 SP:Iteration 23Q (1417.726430 sec): 3 clusters Score: Raw -132295.523449 + Penalty 2296.878951 = -129998.644499 nChanged 3 SP:Iteration 24Q (1417.775556 sec): 3 clusters Score: Raw -132302.072950 + Penalty 2296.878951 = -130005.193999 nChanged 3 SP:Iteration 25Q (1417.818039 sec): 3 clusters Score: Raw -132305.286051 + Penalty 2296.878951 = -130008.407100 nChanged 3 SP:Iteration 26Q (1417.859310 sec): 3 clusters Score: Raw -132311.080416 + Penalty 2296.878951 = -130014.201466 nChanged 5 SP:Iteration 27Q (1417.914436 sec): 3 clusters Score: Raw -132322.227808 + Penalty 2296.878951 = -130025.348858 nChanged 5 SP:Iteration 28Q (1417.962812 sec): 3 clusters Score: Raw -132327.612932 + Penalty 2296.878951 = -130030.733981 nChanged 4 SP:Iteration 29Q (1418.002536 sec): 3 clusters Score: Raw -132331.338149 + Penalty 2296.878951 = -130034.459198 nChanged 3 SP:Iteration 30Q (1418.052472 sec): 3 clusters Score: Raw -132334.067227 + Penalty 2296.878951 = -130037.188277 nChanged 1 SP:Iteration 31Q (1418.089059 sec): 3 clusters Score: Raw -132334.609293 + Penalty 2296.878951 = -130037.730342 nChanged 3 SP:Iteration 32Q (1418.134486 sec): 3 clusters Score: Raw -132337.421236 + Penalty 2296.878951 = -130040.542285 nChanged 1 SP:Iteration 33Q (1418.184432 sec): 3 clusters Score: Raw -132340.555568 + Penalty 2296.878951 = -130043.676617 nChanged 2 SP:Iteration 34Q (1418.243275 sec): 3 clusters Score: Raw -132344.033979 + Penalty 2296.878951 = -130047.155028 nChanged 2 SP:Iteration 35Q (1418.296936 sec): 3 clusters Score: Raw -132346.649966 + Penalty 2296.878951 = -130049.771015 nChanged 0 SP:Iteration 36F (1418.327540 sec): 3 clusters Score: Raw -132346.649966 + Penalty 2296.878951 = -130049.771015 nChanged 0 Trying to split cluster 29 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1418.350118 sec): 2 clusters Score: Raw -7571.332929 + Penalty 833.608541 = -6737.724388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1418.393655 sec): 3 clusters Score: Raw -7796.049614 + Penalty 1667.217082 = -6128.832531 nChanged 25 SP:Iteration 1F (1418.438394 sec): 3 clusters Score: Raw -7866.462104 + Penalty 1667.217082 = -6199.245021 nChanged 5 SP:Iteration 2Q (1418.483828 sec): 3 clusters Score: Raw -7884.122484 + Penalty 1667.217082 = -6216.905401 nChanged 4 SP:Iteration 3Q (1418.531197 sec): 3 clusters Score: Raw -7906.602004 + Penalty 1667.217082 = -6239.384921 nChanged 3 SP:Iteration 4Q (1418.576888 sec): 3 clusters Score: Raw -7917.413475 + Penalty 1667.217082 = -6250.196392 nChanged 0 SP:Iteration 5F (1418.619875 sec): 3 clusters Score: Raw -7917.413475 + Penalty 1667.217082 = -6250.196392 nChanged 0 Trying to split cluster 30 (14063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1418.672286 sec): 2 clusters Score: Raw -1993443.318996 + Penalty 1552.086659 = -1991891.232337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1418.741199 sec): 3 clusters Score: Raw -1985254.955232 + Penalty 3104.173317 = -1982150.781915 nChanged 6194 SP:Iteration 1F (1418.813733 sec): 3 clusters Score: Raw -1988623.209988 + Penalty 3104.173317 = -1985519.036671 nChanged 816 SP:Iteration 2F (1418.881860 sec): 3 clusters Score: Raw -1989017.916977 + Penalty 3104.173317 = -1985913.743660 nChanged 810 SP:Iteration 3F (1418.955488 sec): 3 clusters Score: Raw -1989447.619057 + Penalty 3104.173317 = -1986343.445740 nChanged 800 SP:Iteration 4F (1419.014389 sec): 3 clusters Score: Raw -1989899.776951 + Penalty 3104.173317 = -1986795.603634 nChanged 828 SP:Iteration 5F (1419.098067 sec): 3 clusters Score: Raw -1990387.721815 + Penalty 3104.173317 = -1987283.548498 nChanged 719 SP:Iteration 6F (1419.154645 sec): 3 clusters Score: Raw -1990805.587339 + Penalty 3104.173317 = -1987701.414022 nChanged 681 SP:Iteration 7Q (1419.232197 sec): 3 clusters Score: Raw -1991199.001195 + Penalty 3104.173317 = -1988094.827878 nChanged 600 SP:Iteration 8Q (1419.306015 sec): 3 clusters Score: Raw -1991546.225380 + Penalty 3104.173317 = -1988442.052063 nChanged 490 SP:Iteration 9Q (1419.371775 sec): 3 clusters Score: Raw -1991781.147784 + Penalty 3104.173317 = -1988676.974467 nChanged 394 SP:Iteration 10Q (1419.450378 sec): 3 clusters Score: Raw -1991931.344732 + Penalty 3104.173317 = -1988827.171415 nChanged 290 SP:Iteration 11Q (1419.519175 sec): 3 clusters Score: Raw -1992021.898154 + Penalty 3104.173317 = -1988917.724837 nChanged 223 SP:Iteration 12Q (1419.581760 sec): 3 clusters Score: Raw -1992086.886437 + Penalty 3104.173317 = -1988982.713120 nChanged 201 SP:Iteration 13Q (1419.649396 sec): 3 clusters Score: Raw -1992131.781598 + Penalty 3104.173317 = -1989027.608281 nChanged 140 SP:Iteration 14Q (1419.729506 sec): 3 clusters Score: Raw -1992166.569334 + Penalty 3104.173317 = -1989062.396017 nChanged 143 SP:Iteration 15Q (1419.792129 sec): 3 clusters Score: Raw -1992198.202542 + Penalty 3104.173317 = -1989094.029225 nChanged 139 SP:Iteration 16Q (1419.858664 sec): 3 clusters Score: Raw -1992229.188932 + Penalty 3104.173317 = -1989125.015615 nChanged 133 SP:Iteration 17Q (1419.930187 sec): 3 clusters Score: Raw -1992259.487195 + Penalty 3104.173317 = -1989155.313878 nChanged 111 SP:Iteration 18Q (1420.002791 sec): 3 clusters Score: Raw -1992281.891537 + Penalty 3104.173317 = -1989177.718220 nChanged 121 SP:Iteration 19Q (1420.078541 sec): 3 clusters Score: Raw -1992307.360058 + Penalty 3104.173317 = -1989203.186741 nChanged 106 SP:Iteration 20F (1420.147973 sec): 3 clusters Score: Raw -1992328.781312 + Penalty 3104.173317 = -1989224.607995 nChanged 112 SP:Iteration 21Q (1420.208131 sec): 3 clusters Score: Raw -1992354.061119 + Penalty 3104.173317 = -1989249.887802 nChanged 106 SP:Iteration 22Q (1420.277547 sec): 3 clusters Score: Raw -1992376.729188 + Penalty 3104.173317 = -1989272.555871 nChanged 97 SP:Iteration 23Q (1420.355881 sec): 3 clusters Score: Raw -1992395.313047 + Penalty 3104.173317 = -1989291.139730 nChanged 88 SP:Iteration 24Q (1420.422546 sec): 3 clusters Score: Raw -1992411.358894 + Penalty 3104.173317 = -1989307.185577 nChanged 83 SP:Iteration 25Q (1420.484273 sec): 3 clusters Score: Raw -1992424.613442 + Penalty 3104.173317 = -1989320.440125 nChanged 78 SP:Iteration 26Q (1420.560113 sec): 3 clusters Score: Raw -1992436.407834 + Penalty 3104.173317 = -1989332.234517 nChanged 64 SP:Iteration 27Q (1420.624486 sec): 3 clusters Score: Raw -1992447.595827 + Penalty 3104.173317 = -1989343.422510 nChanged 75 SP:Iteration 28Q (1420.695214 sec): 3 clusters Score: Raw -1992460.627302 + Penalty 3104.173317 = -1989356.453985 nChanged 72 SP:Iteration 29Q (1420.769100 sec): 3 clusters Score: Raw -1992472.238085 + Penalty 3104.173317 = -1989368.064768 nChanged 63 SP:Iteration 30Q (1420.832131 sec): 3 clusters Score: Raw -1992480.781402 + Penalty 3104.173317 = -1989376.608085 nChanged 61 SP:Iteration 31Q (1420.906826 sec): 3 clusters Score: Raw -1992488.648788 + Penalty 3104.173317 = -1989384.475471 nChanged 49 SP:Iteration 32Q (1420.980181 sec): 3 clusters Score: Raw -1992494.945536 + Penalty 3104.173317 = -1989390.772219 nChanged 48 SP:Iteration 33Q (1421.050246 sec): 3 clusters Score: Raw -1992501.295693 + Penalty 3104.173317 = -1989397.122376 nChanged 41 SP:Iteration 34Q (1421.113883 sec): 3 clusters Score: Raw -1992505.090824 + Penalty 3104.173317 = -1989400.917507 nChanged 31 SP:Iteration 35Q (1421.188563 sec): 3 clusters Score: Raw -1992508.149606 + Penalty 3104.173317 = -1989403.976289 nChanged 31 SP:Iteration 36Q (1421.254253 sec): 3 clusters Score: Raw -1992511.567582 + Penalty 3104.173317 = -1989407.394265 nChanged 28 SP:Iteration 37Q (1421.324386 sec): 3 clusters Score: Raw -1992514.998539 + Penalty 3104.173317 = -1989410.825222 nChanged 29 SP:Iteration 38Q (1421.394426 sec): 3 clusters Score: Raw -1992519.898541 + Penalty 3104.173317 = -1989415.725224 nChanged 36 SP:Iteration 39Q (1421.458420 sec): 3 clusters Score: Raw -1992525.112550 + Penalty 3104.173317 = -1989420.939233 nChanged 43 SP:Iteration 40F (1421.518509 sec): 3 clusters Score: Raw -1992531.178631 + Penalty 3104.173317 = -1989427.005314 nChanged 58 SP:Iteration 41Q (1421.581683 sec): 3 clusters Score: Raw -1992539.138805 + Penalty 3104.173317 = -1989434.965488 nChanged 45 SP:Iteration 42Q (1421.652424 sec): 3 clusters Score: Raw -1992545.221411 + Penalty 3104.173317 = -1989441.048094 nChanged 42 SP:Iteration 43Q (1421.722257 sec): 3 clusters Score: Raw -1992550.064189 + Penalty 3104.173317 = -1989445.890872 nChanged 41 SP:Iteration 44Q (1421.795167 sec): 3 clusters Score: Raw -1992554.886033 + Penalty 3104.173317 = -1989450.712716 nChanged 41 SP:Iteration 45Q (1421.851893 sec): 3 clusters Score: Raw -1992559.466783 + Penalty 3104.173317 = -1989455.293466 nChanged 27 SP:Iteration 46Q (1421.916718 sec): 3 clusters Score: Raw -1992562.094900 + Penalty 3104.173317 = -1989457.921583 nChanged 21 SP:Iteration 47Q (1421.987188 sec): 3 clusters Score: Raw -1992564.345828 + Penalty 3104.173317 = -1989460.172511 nChanged 21 SP:Iteration 48Q (1422.069786 sec): 3 clusters Score: Raw -1992566.681960 + Penalty 3104.173317 = -1989462.508643 nChanged 19 SP:Iteration 49Q (1422.126327 sec): 3 clusters Score: Raw -1992568.756210 + Penalty 3104.173317 = -1989464.582893 nChanged 20 SP:Iteration 50Q (1422.201621 sec): 3 clusters Score: Raw -1992570.154963 + Penalty 3104.173317 = -1989465.981646 nChanged 25 SP:Iteration 51Q (1422.265409 sec): 3 clusters Score: Raw -1992572.841198 + Penalty 3104.173317 = -1989468.667881 nChanged 23 SP:Iteration 52Q (1422.332660 sec): 3 clusters Score: Raw -1992574.643230 + Penalty 3104.173317 = -1989470.469913 nChanged 16 SP:Iteration 53Q (1422.399112 sec): 3 clusters Score: Raw -1992576.232988 + Penalty 3104.173317 = -1989472.059671 nChanged 26 SP:Iteration 54Q (1422.452767 sec): 3 clusters Score: Raw -1992578.635460 + Penalty 3104.173317 = -1989474.462143 nChanged 25 SP:Iteration 55Q (1422.523473 sec): 3 clusters Score: Raw -1992581.302294 + Penalty 3104.173317 = -1989477.128977 nChanged 19 SP:Iteration 56Q (1422.602773 sec): 3 clusters Score: Raw -1992583.186401 + Penalty 3104.173317 = -1989479.013084 nChanged 26 SP:Iteration 57Q (1422.671079 sec): 3 clusters Score: Raw -1992585.875790 + Penalty 3104.173317 = -1989481.702473 nChanged 32 SP:Iteration 58Q (1422.730648 sec): 3 clusters Score: Raw -1992588.688716 + Penalty 3104.173317 = -1989484.515399 nChanged 17 SP:Iteration 59Q (1422.811965 sec): 3 clusters Score: Raw -1992590.301207 + Penalty 3104.173317 = -1989486.127890 nChanged 16 SP:Iteration 60F (1422.874821 sec): 3 clusters Score: Raw -1992591.823197 + Penalty 3104.173317 = -1989487.649880 nChanged 14 SP:Iteration 61Q (1422.939298 sec): 3 clusters Score: Raw -1992592.962556 + Penalty 3104.173317 = -1989488.789239 nChanged 9 SP:Iteration 62Q (1423.006081 sec): 3 clusters Score: Raw -1992593.523726 + Penalty 3104.173317 = -1989489.350409 nChanged 9 SP:Iteration 63Q (1423.069934 sec): 3 clusters Score: Raw -1992594.251365 + Penalty 3104.173317 = -1989490.078048 nChanged 8 SP:Iteration 64Q (1423.141409 sec): 3 clusters Score: Raw -1992594.882010 + Penalty 3104.173317 = -1989490.708693 nChanged 6 SP:Iteration 65Q (1423.216181 sec): 3 clusters Score: Raw -1992595.355094 + Penalty 3104.173317 = -1989491.181777 nChanged 9 SP:Iteration 66Q (1423.289377 sec): 3 clusters Score: Raw -1992596.369630 + Penalty 3104.173317 = -1989492.196313 nChanged 15 SP:Iteration 67Q (1423.358640 sec): 3 clusters Score: Raw -1992598.030762 + Penalty 3104.173317 = -1989493.857445 nChanged 19 SP:Iteration 68Q (1423.432168 sec): 3 clusters Score: Raw -1992599.686260 + Penalty 3104.173317 = -1989495.512943 nChanged 12 SP:Iteration 69Q (1423.492196 sec): 3 clusters Score: Raw -1992600.944956 + Penalty 3104.173317 = -1989496.771639 nChanged 11 SP:Iteration 70Q (1423.567965 sec): 3 clusters Score: Raw -1992601.869489 + Penalty 3104.173317 = -1989497.696172 nChanged 15 SP:Iteration 71Q (1423.631668 sec): 3 clusters Score: Raw -1992603.506539 + Penalty 3104.173317 = -1989499.333222 nChanged 16 SP:Iteration 72Q (1423.703665 sec): 3 clusters Score: Raw -1992605.013187 + Penalty 3104.173317 = -1989500.839870 nChanged 14 SP:Iteration 73Q (1423.760821 sec): 3 clusters Score: Raw -1992606.223800 + Penalty 3104.173317 = -1989502.050483 nChanged 12 SP:Iteration 74Q (1423.830812 sec): 3 clusters Score: Raw -1992607.038540 + Penalty 3104.173317 = -1989502.865223 nChanged 7 SP:Iteration 75Q (1423.910529 sec): 3 clusters Score: Raw -1992607.526887 + Penalty 3104.173317 = -1989503.353570 nChanged 3 SP:Iteration 76Q (1423.976093 sec): 3 clusters Score: Raw -1992607.698736 + Penalty 3104.173317 = -1989503.525419 nChanged 3 SP:Iteration 77Q (1424.046151 sec): 3 clusters Score: Raw -1992607.783777 + Penalty 3104.173317 = -1989503.610460 nChanged 2 SP:Iteration 78Q (1424.119844 sec): 3 clusters Score: Raw -1992607.952036 + Penalty 3104.173317 = -1989503.778719 nChanged 2 SP:Iteration 79Q (1424.189916 sec): 3 clusters Score: Raw -1992608.126924 + Penalty 3104.173317 = -1989503.953607 nChanged 3 SP:Iteration 80F (1424.256273 sec): 3 clusters Score: Raw -1992608.298127 + Penalty 3104.173317 = -1989504.124810 nChanged 1 SP:Iteration 81Q (1424.326115 sec): 3 clusters Score: Raw -1992608.369261 + Penalty 3104.173317 = -1989504.195944 nChanged 2 SP:Iteration 82Q (1424.383312 sec): 3 clusters Score: Raw -1992608.522902 + Penalty 3104.173317 = -1989504.349585 nChanged 6 SP:Iteration 83Q (1424.449285 sec): 3 clusters Score: Raw -1992608.794472 + Penalty 3104.173317 = -1989504.621155 nChanged 2 SP:Iteration 84Q (1424.517989 sec): 3 clusters Score: Raw -1992608.895377 + Penalty 3104.173317 = -1989504.722060 nChanged 2 SP:Iteration 85Q (1424.593680 sec): 3 clusters Score: Raw -1992609.058128 + Penalty 3104.173317 = -1989504.884811 nChanged 6 SP:Iteration 86Q (1424.652633 sec): 3 clusters Score: Raw -1992609.680004 + Penalty 3104.173317 = -1989505.506687 nChanged 11 SP:Iteration 87Q (1424.728634 sec): 3 clusters Score: Raw -1992610.524111 + Penalty 3104.173317 = -1989506.350794 nChanged 8 SP:Iteration 88Q (1424.799665 sec): 3 clusters Score: Raw -1992611.345391 + Penalty 3104.173317 = -1989507.172074 nChanged 9 SP:Iteration 89Q (1424.865523 sec): 3 clusters Score: Raw -1992612.239691 + Penalty 3104.173317 = -1989508.066374 nChanged 11 SP:Iteration 90Q (1424.916119 sec): 3 clusters Score: Raw -1992613.005025 + Penalty 3104.173317 = -1989508.831708 nChanged 6 SP:Iteration 91Q (1424.984511 sec): 3 clusters Score: Raw -1992613.560889 + Penalty 3104.173317 = -1989509.387572 nChanged 7 SP:Iteration 92Q (1425.055159 sec): 3 clusters Score: Raw -1992613.995935 + Penalty 3104.173317 = -1989509.822618 nChanged 12 SP:Iteration 93Q (1425.126857 sec): 3 clusters Score: Raw -1992614.831355 + Penalty 3104.173317 = -1989510.658038 nChanged 5 SP:Iteration 94Q (1425.189193 sec): 3 clusters Score: Raw -1992615.259054 + Penalty 3104.173317 = -1989511.085737 nChanged 4 SP:Iteration 95Q (1425.254546 sec): 3 clusters Score: Raw -1992615.521479 + Penalty 3104.173317 = -1989511.348162 nChanged 2 SP:Iteration 96Q (1425.332960 sec): 3 clusters Score: Raw -1992615.719325 + Penalty 3104.173317 = -1989511.546008 nChanged 0 SP:Iteration 97F (1425.401538 sec): 3 clusters Score: Raw -1992615.719325 + Penalty 3104.173317 = -1989511.546008 nChanged 0 Trying to split cluster 31 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1425.422288 sec): 2 clusters Score: Raw -5841.797943 + Penalty 763.828059 = -5077.969883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1425.469444 sec): 3 clusters Score: Raw -6118.543073 + Penalty 1527.656119 = -4590.886955 nChanged 15 SP:Iteration 1F (1425.509171 sec): 3 clusters Score: Raw -6185.850185 + Penalty 1527.656119 = -4658.194066 nChanged 3 SP:Iteration 2Q (1425.550657 sec): 3 clusters Score: Raw -6230.101592 + Penalty 1527.656119 = -4702.445473 nChanged 0 SP:Iteration 3F (1425.598248 sec): 3 clusters Score: Raw -6230.101592 + Penalty 1527.656119 = -4702.445473 nChanged 0 Trying to split cluster 32 (1710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1425.627390 sec): 2 clusters Score: Raw -259711.360203 + Penalty 1209.690406 = -258501.669797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1425.669124 sec): 3 clusters Score: Raw -259023.757306 + Penalty 2419.380811 = -256604.376495 nChanged 587 SP:Iteration 1F (1425.702029 sec): 3 clusters Score: Raw -259417.138723 + Penalty 2419.380811 = -256997.757912 nChanged 105 SP:Iteration 2F (1425.747898 sec): 3 clusters Score: Raw -259485.982005 + Penalty 2419.380811 = -257066.601194 nChanged 64 SP:Iteration 3Q (1425.801695 sec): 3 clusters Score: Raw -259532.563576 + Penalty 2419.380811 = -257113.182765 nChanged 56 SP:Iteration 4Q (1425.834871 sec): 3 clusters Score: Raw -259573.407542 + Penalty 2419.380811 = -257154.026730 nChanged 49 SP:Iteration 5Q (1425.873601 sec): 3 clusters Score: Raw -259614.763972 + Penalty 2419.380811 = -257195.383161 nChanged 37 SP:Iteration 6Q (1425.926394 sec): 3 clusters Score: Raw -259642.612196 + Penalty 2419.380811 = -257223.231385 nChanged 35 SP:Iteration 7Q (1425.963895 sec): 3 clusters Score: Raw -259665.651633 + Penalty 2419.380811 = -257246.270821 nChanged 24 SP:Iteration 8Q (1426.001309 sec): 3 clusters Score: Raw -259679.922258 + Penalty 2419.380811 = -257260.541447 nChanged 24 SP:Iteration 9Q (1426.050598 sec): 3 clusters Score: Raw -259691.971937 + Penalty 2419.380811 = -257272.591126 nChanged 14 SP:Iteration 10Q (1426.106763 sec): 3 clusters Score: Raw -259697.987569 + Penalty 2419.380811 = -257278.606758 nChanged 7 SP:Iteration 11Q (1426.147399 sec): 3 clusters Score: Raw -259701.198972 + Penalty 2419.380811 = -257281.818161 nChanged 6 SP:Iteration 12Q (1426.185145 sec): 3 clusters Score: Raw -259703.449431 + Penalty 2419.380811 = -257284.068620 nChanged 6 SP:Iteration 13Q (1426.235767 sec): 3 clusters Score: Raw -259709.582081 + Penalty 2419.380811 = -257290.201269 nChanged 11 SP:Iteration 14Q (1426.274075 sec): 3 clusters Score: Raw -259715.162159 + Penalty 2419.380811 = -257295.781348 nChanged 7 SP:Iteration 15Q (1426.309153 sec): 3 clusters Score: Raw -259717.779272 + Penalty 2419.380811 = -257298.398461 nChanged 4 SP:Iteration 16Q (1426.358633 sec): 3 clusters Score: Raw -259719.335598 + Penalty 2419.380811 = -257299.954787 nChanged 2 SP:Iteration 17Q (1426.407234 sec): 3 clusters Score: Raw -259720.054228 + Penalty 2419.380811 = -257300.673417 nChanged 0 SP:Iteration 18F (1426.449719 sec): 3 clusters Score: Raw -259720.054228 + Penalty 2419.380811 = -257300.673417 nChanged 0 Trying to split cluster 33 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1426.479339 sec): 2 clusters Score: Raw -10613.773539 + Penalty 795.898967 = -9817.874571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1426.522036 sec): 3 clusters Score: Raw -11059.166010 + Penalty 1591.797935 = -9467.368075 nChanged 22 SP:Iteration 1F (1426.553804 sec): 3 clusters Score: Raw -11203.793711 + Penalty 1591.797935 = -9611.995776 nChanged 6 SP:Iteration 2Q (1426.589233 sec): 3 clusters Score: Raw -11248.012525 + Penalty 1591.797935 = -9656.214590 nChanged 2 SP:Iteration 3Q (1426.636160 sec): 3 clusters Score: Raw -11262.916092 + Penalty 1591.797935 = -9671.118157 nChanged 0 SP:Iteration 4F (1426.674361 sec): 3 clusters Score: Raw -11262.916092 + Penalty 1591.797935 = -9671.118157 nChanged 0 Trying to split cluster 34 (10120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1426.725870 sec): 2 clusters Score: Raw -1468109.552864 + Penalty 1498.618703 = -1466610.934161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1426.782484 sec): 3 clusters Score: Raw -1462350.360504 + Penalty 2997.237406 = -1459353.123097 nChanged 4409 SP:Iteration 1F (1426.839895 sec): 3 clusters Score: Raw -1464674.191154 + Penalty 2997.237406 = -1461676.953747 nChanged 573 SP:Iteration 2F (1426.904022 sec): 3 clusters Score: Raw -1464932.077195 + Penalty 2997.237406 = -1461934.839788 nChanged 527 SP:Iteration 3F (1426.959528 sec): 3 clusters Score: Raw -1465182.308191 + Penalty 2997.237406 = -1462185.070784 nChanged 485 SP:Iteration 4Q (1427.022736 sec): 3 clusters Score: Raw -1465430.659747 + Penalty 2997.237406 = -1462433.422340 nChanged 484 SP:Iteration 5Q (1427.093051 sec): 3 clusters Score: Raw -1465676.536870 + Penalty 2997.237406 = -1462679.299464 nChanged 486 SP:Iteration 6Q (1427.156252 sec): 3 clusters Score: Raw -1465942.545425 + Penalty 2997.237406 = -1462945.308018 nChanged 478 SP:Iteration 7Q (1427.197605 sec): 3 clusters Score: Raw -1466237.225660 + Penalty 2997.237406 = -1463239.988254 nChanged 501 SP:Iteration 8Q (1427.268420 sec): 3 clusters Score: Raw -1466588.476718 + Penalty 2997.237406 = -1463591.239312 nChanged 536 SP:Iteration 9F (1427.322770 sec): 3 clusters Score: Raw -1466980.824858 + Penalty 2997.237406 = -1463983.587451 nChanged 477 SP:Iteration 10Q (1427.392879 sec): 3 clusters Score: Raw -1467286.013710 + Penalty 2997.237406 = -1464288.776304 nChanged 393 SP:Iteration 11Q (1427.441764 sec): 3 clusters Score: Raw -1467491.103125 + Penalty 2997.237406 = -1464493.865719 nChanged 280 SP:Iteration 12Q (1427.505290 sec): 3 clusters Score: Raw -1467599.269403 + Penalty 2997.237406 = -1464602.031996 nChanged 201 SP:Iteration 13Q (1427.579049 sec): 3 clusters Score: Raw -1467669.902162 + Penalty 2997.237406 = -1464672.664756 nChanged 153 SP:Iteration 14Q (1427.632508 sec): 3 clusters Score: Raw -1467716.660805 + Penalty 2997.237406 = -1464719.423398 nChanged 121 SP:Iteration 15Q (1427.701594 sec): 3 clusters Score: Raw -1467749.893942 + Penalty 2997.237406 = -1464752.656535 nChanged 102 SP:Iteration 16Q (1427.760846 sec): 3 clusters Score: Raw -1467777.028990 + Penalty 2997.237406 = -1464779.791584 nChanged 87 SP:Iteration 17Q (1427.812449 sec): 3 clusters Score: Raw -1467794.165183 + Penalty 2997.237406 = -1464796.927777 nChanged 66 SP:Iteration 18Q (1427.888846 sec): 3 clusters Score: Raw -1467808.126872 + Penalty 2997.237406 = -1464810.889466 nChanged 53 SP:Iteration 19Q (1427.956224 sec): 3 clusters Score: Raw -1467820.679355 + Penalty 2997.237406 = -1464823.441949 nChanged 56 SP:Iteration 20F (1428.019867 sec): 3 clusters Score: Raw -1467831.336587 + Penalty 2997.237406 = -1464834.099181 nChanged 49 SP:Iteration 21Q (1428.072351 sec): 3 clusters Score: Raw -1467839.809177 + Penalty 2997.237406 = -1464842.571771 nChanged 47 SP:Iteration 22Q (1428.146416 sec): 3 clusters Score: Raw -1467846.641036 + Penalty 2997.237406 = -1464849.403629 nChanged 30 SP:Iteration 23Q (1428.213834 sec): 3 clusters Score: Raw -1467851.333221 + Penalty 2997.237406 = -1464854.095814 nChanged 22 SP:Iteration 24Q (1428.275932 sec): 3 clusters Score: Raw -1467854.198899 + Penalty 2997.237406 = -1464856.961493 nChanged 22 SP:Iteration 25Q (1428.335073 sec): 3 clusters Score: Raw -1467856.909078 + Penalty 2997.237406 = -1464859.671671 nChanged 11 SP:Iteration 26Q (1428.401837 sec): 3 clusters Score: Raw -1467858.423907 + Penalty 2997.237406 = -1464861.186500 nChanged 13 SP:Iteration 27Q (1428.455235 sec): 3 clusters Score: Raw -1467860.114258 + Penalty 2997.237406 = -1464862.876852 nChanged 8 SP:Iteration 28Q (1428.526521 sec): 3 clusters Score: Raw -1467861.166812 + Penalty 2997.237406 = -1464863.929406 nChanged 7 SP:Iteration 29Q (1428.590103 sec): 3 clusters Score: Raw -1467862.089410 + Penalty 2997.237406 = -1464864.852003 nChanged 6 SP:Iteration 30Q (1428.654991 sec): 3 clusters Score: Raw -1467862.839070 + Penalty 2997.237406 = -1464865.601663 nChanged 8 SP:Iteration 31Q (1428.718010 sec): 3 clusters Score: Raw -1467863.647020 + Penalty 2997.237406 = -1464866.409613 nChanged 9 SP:Iteration 32Q (1428.778385 sec): 3 clusters Score: Raw -1467864.484264 + Penalty 2997.237406 = -1464867.246858 nChanged 9 SP:Iteration 33Q (1428.847485 sec): 3 clusters Score: Raw -1467865.569425 + Penalty 2997.237406 = -1464868.332018 nChanged 7 SP:Iteration 34Q (1428.897571 sec): 3 clusters Score: Raw -1467866.300835 + Penalty 2997.237406 = -1464869.063429 nChanged 3 SP:Iteration 35Q (1428.968471 sec): 3 clusters Score: Raw -1467866.617860 + Penalty 2997.237406 = -1464869.380454 nChanged 3 SP:Iteration 36Q (1429.028559 sec): 3 clusters Score: Raw -1467867.032882 + Penalty 2997.237406 = -1464869.795475 nChanged 4 SP:Iteration 37Q (1429.089936 sec): 3 clusters Score: Raw -1467867.712392 + Penalty 2997.237406 = -1464870.474986 nChanged 9 SP:Iteration 38Q (1429.148864 sec): 3 clusters Score: Raw -1467869.083937 + Penalty 2997.237406 = -1464871.846531 nChanged 8 SP:Iteration 39Q (1429.213079 sec): 3 clusters Score: Raw -1467870.135568 + Penalty 2997.237406 = -1464872.898162 nChanged 7 SP:Iteration 40F (1429.285702 sec): 3 clusters Score: Raw -1467871.070944 + Penalty 2997.237406 = -1464873.833538 nChanged 7 SP:Iteration 41Q (1429.348854 sec): 3 clusters Score: Raw -1467871.738905 + Penalty 2997.237406 = -1464874.501499 nChanged 12 SP:Iteration 42Q (1429.417534 sec): 3 clusters Score: Raw -1467872.885096 + Penalty 2997.237406 = -1464875.647689 nChanged 13 SP:Iteration 43Q (1429.472034 sec): 3 clusters Score: Raw -1467874.582470 + Penalty 2997.237406 = -1464877.345064 nChanged 8 SP:Iteration 44Q (1429.534464 sec): 3 clusters Score: Raw -1467875.350035 + Penalty 2997.237406 = -1464878.112629 nChanged 7 SP:Iteration 45Q (1429.599278 sec): 3 clusters Score: Raw -1467876.386356 + Penalty 2997.237406 = -1464879.148950 nChanged 9 SP:Iteration 46Q (1429.654095 sec): 3 clusters Score: Raw -1467877.228801 + Penalty 2997.237406 = -1464879.991395 nChanged 9 SP:Iteration 47Q (1429.723452 sec): 3 clusters Score: Raw -1467877.819595 + Penalty 2997.237406 = -1464880.582189 nChanged 6 SP:Iteration 48Q (1429.787097 sec): 3 clusters Score: Raw -1467878.285417 + Penalty 2997.237406 = -1464881.048011 nChanged 8 SP:Iteration 49Q (1429.854013 sec): 3 clusters Score: Raw -1467879.273296 + Penalty 2997.237406 = -1464882.035889 nChanged 8 SP:Iteration 50Q (1429.906227 sec): 3 clusters Score: Raw -1467880.460858 + Penalty 2997.237406 = -1464883.223452 nChanged 10 SP:Iteration 51Q (1429.978747 sec): 3 clusters Score: Raw -1467881.368398 + Penalty 2997.237406 = -1464884.130991 nChanged 9 SP:Iteration 52Q (1430.035744 sec): 3 clusters Score: Raw -1467882.167126 + Penalty 2997.237406 = -1464884.929719 nChanged 6 SP:Iteration 53Q (1430.105880 sec): 3 clusters Score: Raw -1467883.083765 + Penalty 2997.237406 = -1464885.846358 nChanged 5 SP:Iteration 54Q (1430.172879 sec): 3 clusters Score: Raw -1467883.618545 + Penalty 2997.237406 = -1464886.381139 nChanged 10 SP:Iteration 55Q (1430.226199 sec): 3 clusters Score: Raw -1467884.678444 + Penalty 2997.237406 = -1464887.441038 nChanged 7 SP:Iteration 56Q (1430.279346 sec): 3 clusters Score: Raw -1467885.401757 + Penalty 2997.237406 = -1464888.164351 nChanged 5 SP:Iteration 57Q (1430.347617 sec): 3 clusters Score: Raw -1467885.881807 + Penalty 2997.237406 = -1464888.644401 nChanged 4 SP:Iteration 58Q (1430.408967 sec): 3 clusters Score: Raw -1467886.203685 + Penalty 2997.237406 = -1464888.966279 nChanged 2 SP:Iteration 59Q (1430.465081 sec): 3 clusters Score: Raw -1467886.327281 + Penalty 2997.237406 = -1464889.089874 nChanged 0 SP:Iteration 60F (1430.516963 sec): 3 clusters Score: Raw -1467886.327281 + Penalty 2997.237406 = -1464889.089874 nChanged 0 Trying to split cluster 35 (3503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1430.549637 sec): 2 clusters Score: Raw -466235.005108 + Penalty 1326.223441 = -464908.781667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1430.603745 sec): 3 clusters Score: Raw -464527.529969 + Penalty 2652.446883 = -461875.083086 nChanged 1357 SP:Iteration 1F (1430.656977 sec): 3 clusters Score: Raw -465242.717477 + Penalty 2652.446883 = -462590.270595 nChanged 267 SP:Iteration 2F (1430.692377 sec): 3 clusters Score: Raw -465413.019679 + Penalty 2652.446883 = -462760.572796 nChanged 191 SP:Iteration 3F (1430.745527 sec): 3 clusters Score: Raw -465520.922565 + Penalty 2652.446883 = -462868.475682 nChanged 160 SP:Iteration 4Q (1430.788839 sec): 3 clusters Score: Raw -465607.618801 + Penalty 2652.446883 = -462955.171918 nChanged 143 SP:Iteration 5Q (1430.841430 sec): 3 clusters Score: Raw -465696.210935 + Penalty 2652.446883 = -463043.764052 nChanged 149 SP:Iteration 6Q (1430.896692 sec): 3 clusters Score: Raw -465792.597152 + Penalty 2652.446883 = -463140.150269 nChanged 129 SP:Iteration 7Q (1430.946287 sec): 3 clusters Score: Raw -465876.476646 + Penalty 2652.446883 = -463224.029764 nChanged 127 SP:Iteration 8Q (1430.985667 sec): 3 clusters Score: Raw -465954.353186 + Penalty 2652.446883 = -463301.906303 nChanged 129 SP:Iteration 9Q (1431.043146 sec): 3 clusters Score: Raw -466034.915634 + Penalty 2652.446883 = -463382.468751 nChanged 108 SP:Iteration 10Q (1431.090270 sec): 3 clusters Score: Raw -466101.281594 + Penalty 2652.446883 = -463448.834712 nChanged 92 SP:Iteration 11Q (1431.156283 sec): 3 clusters Score: Raw -466162.090693 + Penalty 2652.446883 = -463509.643810 nChanged 92 SP:Iteration 12Q (1431.205819 sec): 3 clusters Score: Raw -466216.466189 + Penalty 2652.446883 = -463564.019307 nChanged 87 SP:Iteration 13Q (1431.260874 sec): 3 clusters Score: Raw -466272.573011 + Penalty 2652.446883 = -463620.126129 nChanged 81 SP:Iteration 14Q (1431.300455 sec): 3 clusters Score: Raw -466330.942658 + Penalty 2652.446883 = -463678.495776 nChanged 79 SP:Iteration 15Q (1431.351605 sec): 3 clusters Score: Raw -466382.295670 + Penalty 2652.446883 = -463729.848787 nChanged 64 SP:Iteration 16Q (1431.408574 sec): 3 clusters Score: Raw -466418.315622 + Penalty 2652.446883 = -463765.868740 nChanged 42 SP:Iteration 17Q (1431.458859 sec): 3 clusters Score: Raw -466442.470112 + Penalty 2652.446883 = -463790.023230 nChanged 32 SP:Iteration 18Q (1431.512462 sec): 3 clusters Score: Raw -466462.511428 + Penalty 2652.446883 = -463810.064546 nChanged 25 SP:Iteration 19Q (1431.559590 sec): 3 clusters Score: Raw -466476.255510 + Penalty 2652.446883 = -463823.808628 nChanged 15 SP:Iteration 20F (1431.605404 sec): 3 clusters Score: Raw -466488.436327 + Penalty 2652.446883 = -463835.989445 nChanged 21 SP:Iteration 21Q (1431.652924 sec): 3 clusters Score: Raw -466503.439867 + Penalty 2652.446883 = -463850.992985 nChanged 19 SP:Iteration 22Q (1431.708008 sec): 3 clusters Score: Raw -466516.792869 + Penalty 2652.446883 = -463864.345986 nChanged 23 SP:Iteration 23Q (1431.764714 sec): 3 clusters Score: Raw -466537.768070 + Penalty 2652.446883 = -463885.321187 nChanged 20 SP:Iteration 24Q (1431.816843 sec): 3 clusters Score: Raw -466555.629297 + Penalty 2652.446883 = -463903.182415 nChanged 25 SP:Iteration 25Q (1431.863224 sec): 3 clusters Score: Raw -466574.823290 + Penalty 2652.446883 = -463922.376407 nChanged 23 SP:Iteration 26Q (1431.908760 sec): 3 clusters Score: Raw -466586.582489 + Penalty 2652.446883 = -463934.135606 nChanged 8 SP:Iteration 27Q (1431.977065 sec): 3 clusters Score: Raw -466590.517490 + Penalty 2652.446883 = -463938.070607 nChanged 7 SP:Iteration 28Q (1432.020633 sec): 3 clusters Score: Raw -466595.587203 + Penalty 2652.446883 = -463943.140320 nChanged 10 SP:Iteration 29Q (1432.074841 sec): 3 clusters Score: Raw -466599.404256 + Penalty 2652.446883 = -463946.957373 nChanged 6 SP:Iteration 30Q (1432.109588 sec): 3 clusters Score: Raw -466603.096116 + Penalty 2652.446883 = -463950.649233 nChanged 9 SP:Iteration 31Q (1432.164861 sec): 3 clusters Score: Raw -466607.975570 + Penalty 2652.446883 = -463955.528688 nChanged 4 SP:Iteration 32Q (1432.220245 sec): 3 clusters Score: Raw -466610.771219 + Penalty 2652.446883 = -463958.324336 nChanged 2 SP:Iteration 33Q (1432.270510 sec): 3 clusters Score: Raw -466611.597987 + Penalty 2652.446883 = -463959.151104 nChanged 2 SP:Iteration 34Q (1432.321102 sec): 3 clusters Score: Raw -466613.602633 + Penalty 2652.446883 = -463961.155751 nChanged 3 SP:Iteration 35Q (1432.373667 sec): 3 clusters Score: Raw -466615.787783 + Penalty 2652.446883 = -463963.340900 nChanged 5 SP:Iteration 36Q (1432.422461 sec): 3 clusters Score: Raw -466617.072002 + Penalty 2652.446883 = -463964.625119 nChanged 3 SP:Iteration 37Q (1432.472662 sec): 3 clusters Score: Raw -466618.306005 + Penalty 2652.446883 = -463965.859123 nChanged 5 SP:Iteration 38Q (1432.513290 sec): 3 clusters Score: Raw -466620.296026 + Penalty 2652.446883 = -463967.849143 nChanged 2 SP:Iteration 39Q (1432.577347 sec): 3 clusters Score: Raw -466621.223024 + Penalty 2652.446883 = -463968.776142 nChanged 3 SP:Iteration 40F (1432.629355 sec): 3 clusters Score: Raw -466622.700485 + Penalty 2652.446883 = -463970.253602 nChanged 2 SP:Iteration 41Q (1432.678552 sec): 3 clusters Score: Raw -466623.169803 + Penalty 2652.446883 = -463970.722921 nChanged 0 SP:Iteration 42F (1432.732884 sec): 3 clusters Score: Raw -466623.169803 + Penalty 2652.446883 = -463970.722921 nChanged 0 Trying to split cluster 36 (35397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1432.803463 sec): 2 clusters Score: Raw -5155606.214225 + Penalty 1702.087132 = -5153904.127093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1432.908648 sec): 3 clusters Score: Raw -5133676.632899 + Penalty 3404.174264 = -5130272.458635 nChanged 16207 SP:Iteration 1F (1433.014611 sec): 3 clusters Score: Raw -5142609.149336 + Penalty 3404.174264 = -5139204.975073 nChanged 1668 SP:Iteration 2Q (1433.125052 sec): 3 clusters Score: Raw -5143205.646405 + Penalty 3404.174264 = -5139801.472141 nChanged 1831 SP:Iteration 3F (1433.223887 sec): 3 clusters Score: Raw -5143995.382682 + Penalty 3404.174264 = -5140591.208419 nChanged 2102 SP:Iteration 4F (1433.333627 sec): 3 clusters Score: Raw -5145158.609509 + Penalty 3404.174264 = -5141754.435245 nChanged 2441 SP:Iteration 5F (1433.437132 sec): 3 clusters Score: Raw -5146833.621944 + Penalty 3404.174264 = -5143429.447680 nChanged 2655 SP:Iteration 6F (1433.532634 sec): 3 clusters Score: Raw -5149011.925299 + Penalty 3404.174264 = -5145607.751035 nChanged 2646 SP:Iteration 7F (1433.646877 sec): 3 clusters Score: Raw -5151409.676828 + Penalty 3404.174264 = -5148005.502564 nChanged 2148 SP:Iteration 8F (1433.747857 sec): 3 clusters Score: Raw -5153461.606214 + Penalty 3404.174264 = -5150057.431951 nChanged 1422 SP:Iteration 9Q (1433.833603 sec): 3 clusters Score: Raw -5154753.731788 + Penalty 3404.174264 = -5151349.557525 nChanged 761 SP:Iteration 10Q (1433.934561 sec): 3 clusters Score: Raw -5155357.495824 + Penalty 3404.174264 = -5151953.321560 nChanged 372 SP:Iteration 11Q (1434.034689 sec): 3 clusters Score: Raw -5155624.308356 + Penalty 3404.174264 = -5152220.134093 nChanged 194 SP:Iteration 12Q (1434.132586 sec): 3 clusters Score: Raw -5155760.729925 + Penalty 3404.174264 = -5152356.555661 nChanged 114 SP:Iteration 13Q (1434.235030 sec): 3 clusters Score: Raw -5155839.622753 + Penalty 3404.174264 = -5152435.448489 nChanged 80 SP:Iteration 14Q (1434.323706 sec): 3 clusters Score: Raw -5155893.084561 + Penalty 3404.174264 = -5152488.910298 nChanged 48 SP:Iteration 15Q (1434.422316 sec): 3 clusters Score: Raw -5155927.053423 + Penalty 3404.174264 = -5152522.879160 nChanged 34 SP:Iteration 16Q (1434.505447 sec): 3 clusters Score: Raw -5155949.800875 + Penalty 3404.174264 = -5152545.626611 nChanged 22 SP:Iteration 17Q (1434.604093 sec): 3 clusters Score: Raw -5155959.434822 + Penalty 3404.174264 = -5152555.260558 nChanged 10 SP:Iteration 18Q (1434.695349 sec): 3 clusters Score: Raw -5155965.069363 + Penalty 3404.174264 = -5152560.895099 nChanged 9 SP:Iteration 19Q (1434.775045 sec): 3 clusters Score: Raw -5155968.870980 + Penalty 3404.174264 = -5152564.696716 nChanged 8 SP:Iteration 20F (1434.877587 sec): 3 clusters Score: Raw -5155971.365913 + Penalty 3404.174264 = -5152567.191649 nChanged 7 SP:Iteration 21Q (1434.958454 sec): 3 clusters Score: Raw -5155973.988035 + Penalty 3404.174264 = -5152569.813771 nChanged 4 SP:Iteration 22Q (1435.058462 sec): 3 clusters Score: Raw -5155976.198841 + Penalty 3404.174264 = -5152572.024577 nChanged 3 SP:Iteration 23Q (1435.152785 sec): 3 clusters Score: Raw -5155977.303659 + Penalty 3404.174264 = -5152573.129395 nChanged 2 SP:Iteration 24Q (1435.244228 sec): 3 clusters Score: Raw -5155978.757842 + Penalty 3404.174264 = -5152574.583578 nChanged 2 SP:Iteration 25Q (1435.325854 sec): 3 clusters Score: Raw -5155979.168382 + Penalty 3404.174264 = -5152574.994119 nChanged 0 SP:Iteration 26F (1435.427971 sec): 3 clusters Score: Raw -5155979.168382 + Penalty 3404.174264 = -5152574.994119 nChanged 0 Trying to split cluster 37 (5382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1435.460257 sec): 2 clusters Score: Raw -773981.650426 + Penalty 1396.007491 = -772585.642935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1435.505362 sec): 3 clusters Score: Raw -771214.975594 + Penalty 2792.014983 = -768422.960611 nChanged 2194 SP:Iteration 1F (1435.567528 sec): 3 clusters Score: Raw -772469.799243 + Penalty 2792.014983 = -769677.784261 nChanged 421 SP:Iteration 2F (1435.609783 sec): 3 clusters Score: Raw -772712.602238 + Penalty 2792.014983 = -769920.587255 nChanged 317 SP:Iteration 3F (1435.670368 sec): 3 clusters Score: Raw -772914.719208 + Penalty 2792.014983 = -770122.704225 nChanged 264 SP:Iteration 4Q (1435.719574 sec): 3 clusters Score: Raw -773103.859213 + Penalty 2792.014983 = -770311.844231 nChanged 246 SP:Iteration 5Q (1435.783467 sec): 3 clusters Score: Raw -773284.937856 + Penalty 2792.014983 = -770492.922874 nChanged 232 SP:Iteration 6Q (1435.829506 sec): 3 clusters Score: Raw -773433.475065 + Penalty 2792.014983 = -770641.460083 nChanged 204 SP:Iteration 7Q (1435.896831 sec): 3 clusters Score: Raw -773548.800871 + Penalty 2792.014983 = -770756.785888 nChanged 168 SP:Iteration 8Q (1435.953615 sec): 3 clusters Score: Raw -773645.508226 + Penalty 2792.014983 = -770853.493243 nChanged 148 SP:Iteration 9Q (1436.010027 sec): 3 clusters Score: Raw -773720.517823 + Penalty 2792.014983 = -770928.502840 nChanged 126 SP:Iteration 10Q (1436.065335 sec): 3 clusters Score: Raw -773787.232894 + Penalty 2792.014983 = -770995.217912 nChanged 126 SP:Iteration 11Q (1436.112985 sec): 3 clusters Score: Raw -773852.593876 + Penalty 2792.014983 = -771060.578893 nChanged 129 SP:Iteration 12Q (1436.167634 sec): 3 clusters Score: Raw -773913.832440 + Penalty 2792.014983 = -771121.817457 nChanged 97 SP:Iteration 13Q (1436.224126 sec): 3 clusters Score: Raw -773956.240103 + Penalty 2792.014983 = -771164.225120 nChanged 69 SP:Iteration 14Q (1436.276917 sec): 3 clusters Score: Raw -773981.698812 + Penalty 2792.014983 = -771189.683829 nChanged 67 SP:Iteration 15Q (1436.332560 sec): 3 clusters Score: Raw -774009.339880 + Penalty 2792.014983 = -771217.324897 nChanged 73 SP:Iteration 16Q (1436.385362 sec): 3 clusters Score: Raw -774045.177486 + Penalty 2792.014983 = -771253.162503 nChanged 72 SP:Iteration 17Q (1436.441461 sec): 3 clusters Score: Raw -774082.776368 + Penalty 2792.014983 = -771290.761386 nChanged 59 SP:Iteration 18Q (1436.492522 sec): 3 clusters Score: Raw -774113.854393 + Penalty 2792.014983 = -771321.839410 nChanged 66 SP:Iteration 19Q (1436.543832 sec): 3 clusters Score: Raw -774148.120028 + Penalty 2792.014983 = -771356.105045 nChanged 52 SP:Iteration 20F (1436.612556 sec): 3 clusters Score: Raw -774168.590192 + Penalty 2792.014983 = -771376.575209 nChanged 47 SP:Iteration 21Q (1436.654650 sec): 3 clusters Score: Raw -774190.035048 + Penalty 2792.014983 = -771398.020066 nChanged 42 SP:Iteration 22Q (1436.707731 sec): 3 clusters Score: Raw -774206.014816 + Penalty 2792.014983 = -771413.999833 nChanged 36 SP:Iteration 23Q (1436.758176 sec): 3 clusters Score: Raw -774223.797869 + Penalty 2792.014983 = -771431.782887 nChanged 42 SP:Iteration 24Q (1436.816551 sec): 3 clusters Score: Raw -774241.167555 + Penalty 2792.014983 = -771449.152572 nChanged 31 SP:Iteration 25Q (1436.874545 sec): 3 clusters Score: Raw -774256.884828 + Penalty 2792.014983 = -771464.869845 nChanged 21 SP:Iteration 26Q (1436.928752 sec): 3 clusters Score: Raw -774264.453227 + Penalty 2792.014983 = -771472.438244 nChanged 17 SP:Iteration 27Q (1436.983177 sec): 3 clusters Score: Raw -774270.697121 + Penalty 2792.014983 = -771478.682139 nChanged 11 SP:Iteration 28Q (1437.032662 sec): 3 clusters Score: Raw -774275.355687 + Penalty 2792.014983 = -771483.340704 nChanged 12 SP:Iteration 29Q (1437.078051 sec): 3 clusters Score: Raw -774282.164971 + Penalty 2792.014983 = -771490.149989 nChanged 16 SP:Iteration 30Q (1437.144934 sec): 3 clusters Score: Raw -774290.026533 + Penalty 2792.014983 = -771498.011550 nChanged 16 SP:Iteration 31Q (1437.198736 sec): 3 clusters Score: Raw -774299.027683 + Penalty 2792.014983 = -771507.012700 nChanged 16 SP:Iteration 32Q (1437.249673 sec): 3 clusters Score: Raw -774309.374539 + Penalty 2792.014983 = -771517.359556 nChanged 20 SP:Iteration 33Q (1437.306564 sec): 3 clusters Score: Raw -774319.821879 + Penalty 2792.014983 = -771527.806897 nChanged 13 SP:Iteration 34Q (1437.358155 sec): 3 clusters Score: Raw -774329.737823 + Penalty 2792.014983 = -771537.722840 nChanged 15 SP:Iteration 35Q (1437.411267 sec): 3 clusters Score: Raw -774337.496787 + Penalty 2792.014983 = -771545.481805 nChanged 6 SP:Iteration 36Q (1437.466323 sec): 3 clusters Score: Raw -774339.462595 + Penalty 2792.014983 = -771547.447613 nChanged 6 SP:Iteration 37Q (1437.514802 sec): 3 clusters Score: Raw -774342.820268 + Penalty 2792.014983 = -771550.805285 nChanged 7 SP:Iteration 38Q (1437.568429 sec): 3 clusters Score: Raw -774346.046965 + Penalty 2792.014983 = -771554.031982 nChanged 6 SP:Iteration 39Q (1437.622041 sec): 3 clusters Score: Raw -774350.102457 + Penalty 2792.014983 = -771558.087474 nChanged 4 SP:Iteration 40F (1437.672010 sec): 3 clusters Score: Raw -774351.229333 + Penalty 2792.014983 = -771559.214350 nChanged 1 SP:Iteration 41Q (1437.737226 sec): 3 clusters Score: Raw -774351.734275 + Penalty 2792.014983 = -771559.719292 nChanged 1 SP:Iteration 42Q (1437.786034 sec): 3 clusters Score: Raw -774352.033851 + Penalty 2792.014983 = -771560.018868 nChanged 1 SP:Iteration 43Q (1437.827357 sec): 3 clusters Score: Raw -774352.139424 + Penalty 2792.014983 = -771560.124441 nChanged 1 SP:Iteration 44Q (1437.888964 sec): 3 clusters Score: Raw -774352.308007 + Penalty 2792.014983 = -771560.293024 nChanged 0 SP:Iteration 45F (1437.941029 sec): 3 clusters Score: Raw -774352.308007 + Penalty 2792.014983 = -771560.293024 nChanged 0 Trying to split cluster 38 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1437.966102 sec): 2 clusters Score: Raw -26010.142485 + Penalty 971.157023 = -25038.985462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1438.012178 sec): 3 clusters Score: Raw -26035.831092 + Penalty 1942.314046 = -24093.517047 nChanged 100 SP:Iteration 1F (1438.061093 sec): 3 clusters Score: Raw -26215.137210 + Penalty 1942.314046 = -24272.823164 nChanged 18 SP:Iteration 2Q (1438.105793 sec): 3 clusters Score: Raw -26254.930537 + Penalty 1942.314046 = -24312.616491 nChanged 8 SP:Iteration 3Q (1438.149293 sec): 3 clusters Score: Raw -26268.780326 + Penalty 1942.314046 = -24326.466281 nChanged 6 SP:Iteration 4Q (1438.188439 sec): 3 clusters Score: Raw -26288.729348 + Penalty 1942.314046 = -24346.415303 nChanged 3 SP:Iteration 5Q (1438.238793 sec): 3 clusters Score: Raw -26292.515811 + Penalty 1942.314046 = -24350.201765 nChanged 0 SP:Iteration 6F (1438.281320 sec): 3 clusters Score: Raw -26292.515811 + Penalty 1942.314046 = -24350.201765 nChanged 0 Trying to split cluster 39 (22058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1438.342787 sec): 2 clusters Score: Raw -3170002.817259 + Penalty 1625.232477 = -3168377.584782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1438.430418 sec): 3 clusters Score: Raw -3156690.358285 + Penalty 3250.464954 = -3153439.893331 nChanged 9920 SP:Iteration 1F (1438.511370 sec): 3 clusters Score: Raw -3162071.908102 + Penalty 3250.464954 = -3158821.443148 nChanged 1086 SP:Iteration 2Q (1438.586792 sec): 3 clusters Score: Raw -3162446.968563 + Penalty 3250.464954 = -3159196.503609 nChanged 995 SP:Iteration 3Q (1438.675483 sec): 3 clusters Score: Raw -3162802.481425 + Penalty 3250.464954 = -3159552.016471 nChanged 981 SP:Iteration 4Q (1438.762453 sec): 3 clusters Score: Raw -3163185.045425 + Penalty 3250.464954 = -3159934.580471 nChanged 956 SP:Iteration 5Q (1438.846913 sec): 3 clusters Score: Raw -3163644.441521 + Penalty 3250.464954 = -3160393.976567 nChanged 1099 SP:Iteration 6Q (1438.918639 sec): 3 clusters Score: Raw -3164270.849808 + Penalty 3250.464954 = -3161020.384854 nChanged 1245 SP:Iteration 7F (1438.999246 sec): 3 clusters Score: Raw -3165130.211552 + Penalty 3250.464954 = -3161879.746598 nChanged 1464 SP:Iteration 8F (1439.081625 sec): 3 clusters Score: Raw -3166303.764931 + Penalty 3250.464954 = -3163053.299978 nChanged 1424 SP:Iteration 9F (1439.171731 sec): 3 clusters Score: Raw -3167448.215536 + Penalty 3250.464954 = -3164197.750582 nChanged 1183 SP:Iteration 10F (1439.251461 sec): 3 clusters Score: Raw -3168345.580735 + Penalty 3250.464954 = -3165095.115782 nChanged 921 SP:Iteration 11Q (1439.336694 sec): 3 clusters Score: Raw -3168943.146488 + Penalty 3250.464954 = -3165692.681534 nChanged 652 SP:Iteration 12Q (1439.418309 sec): 3 clusters Score: Raw -3169333.312828 + Penalty 3250.464954 = -3166082.847874 nChanged 515 SP:Iteration 13Q (1439.499320 sec): 3 clusters Score: Raw -3169613.430624 + Penalty 3250.464954 = -3166362.965671 nChanged 401 SP:Iteration 14Q (1439.581489 sec): 3 clusters Score: Raw -3169813.267912 + Penalty 3250.464954 = -3166562.802958 nChanged 327 SP:Iteration 15Q (1439.661089 sec): 3 clusters Score: Raw -3169949.415648 + Penalty 3250.464954 = -3166698.950694 nChanged 273 SP:Iteration 16Q (1439.739583 sec): 3 clusters Score: Raw -3170047.831604 + Penalty 3250.464954 = -3166797.366651 nChanged 231 SP:Iteration 17Q (1439.814972 sec): 3 clusters Score: Raw -3170140.674944 + Penalty 3250.464954 = -3166890.209990 nChanged 209 SP:Iteration 18Q (1439.889511 sec): 3 clusters Score: Raw -3170222.681353 + Penalty 3250.464954 = -3166972.216399 nChanged 191 SP:Iteration 19Q (1439.975530 sec): 3 clusters Score: Raw -3170287.520551 + Penalty 3250.464954 = -3167037.055597 nChanged 167 SP:Iteration 20F (1440.055706 sec): 3 clusters Score: Raw -3170338.253749 + Penalty 3250.464954 = -3167087.788795 nChanged 152 SP:Iteration 21Q (1440.137707 sec): 3 clusters Score: Raw -3170380.613834 + Penalty 3250.464954 = -3167130.148880 nChanged 137 SP:Iteration 22Q (1440.201514 sec): 3 clusters Score: Raw -3170415.990540 + Penalty 3250.464954 = -3167165.525586 nChanged 111 SP:Iteration 23Q (1440.287936 sec): 3 clusters Score: Raw -3170444.255603 + Penalty 3250.464954 = -3167193.790649 nChanged 93 SP:Iteration 24Q (1440.367571 sec): 3 clusters Score: Raw -3170466.682576 + Penalty 3250.464954 = -3167216.217622 nChanged 87 SP:Iteration 25Q (1440.444958 sec): 3 clusters Score: Raw -3170489.536652 + Penalty 3250.464954 = -3167239.071699 nChanged 72 SP:Iteration 26Q (1440.520996 sec): 3 clusters Score: Raw -3170508.151913 + Penalty 3250.464954 = -3167257.686960 nChanged 79 SP:Iteration 27Q (1440.593815 sec): 3 clusters Score: Raw -3170525.952096 + Penalty 3250.464954 = -3167275.487143 nChanged 78 SP:Iteration 28Q (1440.670263 sec): 3 clusters Score: Raw -3170540.496910 + Penalty 3250.464954 = -3167290.031957 nChanged 56 SP:Iteration 29Q (1440.739543 sec): 3 clusters Score: Raw -3170553.676045 + Penalty 3250.464954 = -3167303.211092 nChanged 65 SP:Iteration 30Q (1440.824697 sec): 3 clusters Score: Raw -3170567.737158 + Penalty 3250.464954 = -3167317.272204 nChanged 57 SP:Iteration 31Q (1440.898062 sec): 3 clusters Score: Raw -3170577.675548 + Penalty 3250.464954 = -3167327.210595 nChanged 46 SP:Iteration 32Q (1440.974257 sec): 3 clusters Score: Raw -3170587.177511 + Penalty 3250.464954 = -3167336.712558 nChanged 43 SP:Iteration 33Q (1441.053791 sec): 3 clusters Score: Raw -3170595.241983 + Penalty 3250.464954 = -3167344.777029 nChanged 38 SP:Iteration 34Q (1441.131804 sec): 3 clusters Score: Raw -3170600.354467 + Penalty 3250.464954 = -3167349.889514 nChanged 29 SP:Iteration 35Q (1441.206072 sec): 3 clusters Score: Raw -3170605.523029 + Penalty 3250.464954 = -3167355.058075 nChanged 26 SP:Iteration 36Q (1441.283544 sec): 3 clusters Score: Raw -3170609.435961 + Penalty 3250.464954 = -3167358.971007 nChanged 23 SP:Iteration 37Q (1441.360545 sec): 3 clusters Score: Raw -3170612.669357 + Penalty 3250.464954 = -3167362.204403 nChanged 24 SP:Iteration 38Q (1441.429368 sec): 3 clusters Score: Raw -3170616.399659 + Penalty 3250.464954 = -3167365.934705 nChanged 28 SP:Iteration 39Q (1441.510501 sec): 3 clusters Score: Raw -3170622.403282 + Penalty 3250.464954 = -3167371.938328 nChanged 25 SP:Iteration 40F (1441.584308 sec): 3 clusters Score: Raw -3170625.901833 + Penalty 3250.464954 = -3167375.436879 nChanged 23 SP:Iteration 41Q (1441.667395 sec): 3 clusters Score: Raw -3170630.023792 + Penalty 3250.464954 = -3167379.558838 nChanged 24 SP:Iteration 42Q (1441.743832 sec): 3 clusters Score: Raw -3170635.629757 + Penalty 3250.464954 = -3167385.164803 nChanged 30 SP:Iteration 43Q (1441.820023 sec): 3 clusters Score: Raw -3170641.833063 + Penalty 3250.464954 = -3167391.368109 nChanged 30 SP:Iteration 44Q (1441.886201 sec): 3 clusters Score: Raw -3170647.727595 + Penalty 3250.464954 = -3167397.262641 nChanged 35 SP:Iteration 45Q (1441.961327 sec): 3 clusters Score: Raw -3170655.999898 + Penalty 3250.464954 = -3167405.534945 nChanged 47 SP:Iteration 46Q (1442.036879 sec): 3 clusters Score: Raw -3170668.024681 + Penalty 3250.464954 = -3167417.559728 nChanged 49 SP:Iteration 47Q (1442.120249 sec): 3 clusters Score: Raw -3170682.179952 + Penalty 3250.464954 = -3167431.714999 nChanged 49 SP:Iteration 48Q (1442.190544 sec): 3 clusters Score: Raw -3170693.647729 + Penalty 3250.464954 = -3167443.182776 nChanged 38 SP:Iteration 49Q (1442.265352 sec): 3 clusters Score: Raw -3170702.742423 + Penalty 3250.464954 = -3167452.277469 nChanged 44 SP:Iteration 50Q (1442.348157 sec): 3 clusters Score: Raw -3170716.780990 + Penalty 3250.464954 = -3167466.316036 nChanged 45 SP:Iteration 51Q (1442.419453 sec): 3 clusters Score: Raw -3170728.254403 + Penalty 3250.464954 = -3167477.789449 nChanged 43 SP:Iteration 52Q (1442.500794 sec): 3 clusters Score: Raw -3170741.923649 + Penalty 3250.464954 = -3167491.458695 nChanged 56 SP:Iteration 53Q (1442.570139 sec): 3 clusters Score: Raw -3170755.321470 + Penalty 3250.464954 = -3167504.856517 nChanged 44 SP:Iteration 54Q (1442.652392 sec): 3 clusters Score: Raw -3170765.734861 + Penalty 3250.464954 = -3167515.269907 nChanged 48 SP:Iteration 55Q (1442.719570 sec): 3 clusters Score: Raw -3170780.431483 + Penalty 3250.464954 = -3167529.966529 nChanged 42 SP:Iteration 56Q (1442.806891 sec): 3 clusters Score: Raw -3170788.067878 + Penalty 3250.464954 = -3167537.602924 nChanged 35 SP:Iteration 57Q (1442.886257 sec): 3 clusters Score: Raw -3170794.497240 + Penalty 3250.464954 = -3167544.032286 nChanged 33 SP:Iteration 58Q (1442.960814 sec): 3 clusters Score: Raw -3170800.027564 + Penalty 3250.464954 = -3167549.562610 nChanged 25 SP:Iteration 59Q (1443.032731 sec): 3 clusters Score: Raw -3170803.829096 + Penalty 3250.464954 = -3167553.364142 nChanged 17 SP:Iteration 60F (1443.105409 sec): 3 clusters Score: Raw -3170807.104070 + Penalty 3250.464954 = -3167556.639116 nChanged 24 SP:Iteration 61Q (1443.195122 sec): 3 clusters Score: Raw -3170810.183706 + Penalty 3250.464954 = -3167559.718753 nChanged 10 SP:Iteration 62Q (1443.266768 sec): 3 clusters Score: Raw -3170811.448633 + Penalty 3250.464954 = -3167560.983679 nChanged 10 SP:Iteration 63Q (1443.332685 sec): 3 clusters Score: Raw -3170812.881035 + Penalty 3250.464954 = -3167562.416081 nChanged 11 SP:Iteration 64Q (1443.416232 sec): 3 clusters Score: Raw -3170814.274372 + Penalty 3250.464954 = -3167563.809418 nChanged 10 SP:Iteration 65Q (1443.491416 sec): 3 clusters Score: Raw -3170815.729236 + Penalty 3250.464954 = -3167565.264283 nChanged 10 SP:Iteration 66Q (1443.570083 sec): 3 clusters Score: Raw -3170816.789149 + Penalty 3250.464954 = -3167566.324196 nChanged 4 SP:Iteration 67Q (1443.642427 sec): 3 clusters Score: Raw -3170817.326138 + Penalty 3250.464954 = -3167566.861184 nChanged 3 SP:Iteration 68Q (1443.719471 sec): 3 clusters Score: Raw -3170817.572042 + Penalty 3250.464954 = -3167567.107088 nChanged 3 SP:Iteration 69Q (1443.795606 sec): 3 clusters Score: Raw -3170817.927104 + Penalty 3250.464954 = -3167567.462150 nChanged 5 SP:Iteration 70Q (1443.861408 sec): 3 clusters Score: Raw -3170818.616246 + Penalty 3250.464954 = -3167568.151292 nChanged 6 SP:Iteration 71Q (1443.945289 sec): 3 clusters Score: Raw -3170819.072731 + Penalty 3250.464954 = -3167568.607777 nChanged 3 SP:Iteration 72Q (1444.010900 sec): 3 clusters Score: Raw -3170819.340805 + Penalty 3250.464954 = -3167568.875851 nChanged 2 SP:Iteration 73Q (1444.090777 sec): 3 clusters Score: Raw -3170819.423483 + Penalty 3250.464954 = -3167568.958529 nChanged 1 SP:Iteration 74Q (1444.164483 sec): 3 clusters Score: Raw -3170819.548587 + Penalty 3250.464954 = -3167569.083633 nChanged 0 SP:Iteration 75F (1444.243847 sec): 3 clusters Score: Raw -3170819.548587 + Penalty 3250.464954 = -3167569.083633 nChanged 0 Trying to split cluster 40 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1444.272094 sec): 2 clusters Score: Raw -9225.715132 + Penalty 850.055150 = -8375.659982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1444.312351 sec): 3 clusters Score: Raw -9465.509156 + Penalty 1700.110300 = -7765.398855 nChanged 33 SP:Iteration 1F (1444.360089 sec): 3 clusters Score: Raw -9554.102875 + Penalty 1700.110300 = -7853.992575 nChanged 17 SP:Iteration 2F (1444.410951 sec): 3 clusters Score: Raw -9625.031715 + Penalty 1700.110300 = -7924.921414 nChanged 14 SP:Iteration 3F (1444.447860 sec): 3 clusters Score: Raw -9667.807125 + Penalty 1700.110300 = -7967.696825 nChanged 8 SP:Iteration 4Q (1444.497181 sec): 3 clusters Score: Raw -9707.077322 + Penalty 1700.110300 = -8006.967022 nChanged 2 SP:Iteration 5Q (1444.548510 sec): 3 clusters Score: Raw -9749.726890 + Penalty 1700.110300 = -8049.616590 nChanged 1 SP:Iteration 6Q (1444.592282 sec): 3 clusters Score: Raw -9754.793768 + Penalty 1700.110300 = -8054.683467 nChanged 0 SP:Iteration 7F (1444.634672 sec): 3 clusters Score: Raw -9754.793768 + Penalty 1700.110300 = -8054.683467 nChanged 0 Trying to split cluster 41 (82065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1444.769415 sec): 2 clusters Score: Raw -11879579.972187 + Penalty 1838.730870 = -11877741.241317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1444.949931 sec): 3 clusters Score: Raw -11826788.198571 + Penalty 3677.461741 = -11823110.736831 nChanged 39025 SP:Iteration 1F (1445.126481 sec): 3 clusters Score: Raw -11849777.778535 + Penalty 3677.461741 = -11846100.316794 nChanged 3338 SP:Iteration 2Q (1445.310901 sec): 3 clusters Score: Raw -11850825.304028 + Penalty 3677.461741 = -11847147.842287 nChanged 3606 SP:Iteration 3Q (1445.491204 sec): 3 clusters Score: Raw -11852143.268836 + Penalty 3677.461741 = -11848465.807095 nChanged 4027 SP:Iteration 4Q (1445.672134 sec): 3 clusters Score: Raw -11853851.404234 + Penalty 3677.461741 = -11850173.942493 nChanged 4414 SP:Iteration 5F (1445.848259 sec): 3 clusters Score: Raw -11856044.848923 + Penalty 3677.461741 = -11852367.387182 nChanged 4892 SP:Iteration 6F (1446.022902 sec): 3 clusters Score: Raw -11858855.018290 + Penalty 3677.461741 = -11855177.556549 nChanged 5094 SP:Iteration 7F (1446.204757 sec): 3 clusters Score: Raw -11862209.834403 + Penalty 3677.461741 = -11858532.372662 nChanged 5029 SP:Iteration 8F (1446.378449 sec): 3 clusters Score: Raw -11866010.620285 + Penalty 3677.461741 = -11862333.158544 nChanged 4790 SP:Iteration 9F (1446.559998 sec): 3 clusters Score: Raw -11870035.710816 + Penalty 3677.461741 = -11866358.249075 nChanged 3999 SP:Iteration 10Q (1446.745609 sec): 3 clusters Score: Raw -11873669.333613 + Penalty 3677.461741 = -11869991.871872 nChanged 2895 SP:Iteration 11Q (1446.916167 sec): 3 clusters Score: Raw -11876387.641297 + Penalty 3677.461741 = -11872710.179556 nChanged 1796 SP:Iteration 12Q (1447.072101 sec): 3 clusters Score: Raw -11877992.809548 + Penalty 3677.461741 = -11874315.347807 nChanged 1016 SP:Iteration 13Q (1447.232359 sec): 3 clusters Score: Raw -11878770.365533 + Penalty 3677.461741 = -11875092.903792 nChanged 600 SP:Iteration 14Q (1447.382728 sec): 3 clusters Score: Raw -11879135.173059 + Penalty 3677.461741 = -11875457.711318 nChanged 412 SP:Iteration 15Q (1447.538390 sec): 3 clusters Score: Raw -11879368.113323 + Penalty 3677.461741 = -11875690.651583 nChanged 297 SP:Iteration 16Q (1447.689847 sec): 3 clusters Score: Raw -11879534.879454 + Penalty 3677.461741 = -11875857.417713 nChanged 210 SP:Iteration 17Q (1447.833315 sec): 3 clusters Score: Raw -11879635.344208 + Penalty 3677.461741 = -11875957.882467 nChanged 145 SP:Iteration 18Q (1447.985721 sec): 3 clusters Score: Raw -11879699.211930 + Penalty 3677.461741 = -11876021.750190 nChanged 110 SP:Iteration 19Q (1448.127844 sec): 3 clusters Score: Raw -11879745.537964 + Penalty 3677.461741 = -11876068.076223 nChanged 83 SP:Iteration 20F (1448.310049 sec): 3 clusters Score: Raw -11879784.662965 + Penalty 3677.461741 = -11876107.201224 nChanged 60 SP:Iteration 21Q (1448.450339 sec): 3 clusters Score: Raw -11879812.795503 + Penalty 3677.461741 = -11876135.333762 nChanged 52 SP:Iteration 22Q (1448.605188 sec): 3 clusters Score: Raw -11879835.949171 + Penalty 3677.461741 = -11876158.487430 nChanged 32 SP:Iteration 23Q (1448.743335 sec): 3 clusters Score: Raw -11879851.878381 + Penalty 3677.461741 = -11876174.416640 nChanged 31 SP:Iteration 24Q (1448.886399 sec): 3 clusters Score: Raw -11879870.426354 + Penalty 3677.461741 = -11876192.964613 nChanged 27 SP:Iteration 25Q (1449.036798 sec): 3 clusters Score: Raw -11879886.779813 + Penalty 3677.461741 = -11876209.318073 nChanged 31 SP:Iteration 26Q (1449.190844 sec): 3 clusters Score: Raw -11879906.039535 + Penalty 3677.461741 = -11876228.577794 nChanged 34 SP:Iteration 27Q (1449.340715 sec): 3 clusters Score: Raw -11879925.364643 + Penalty 3677.461741 = -11876247.902902 nChanged 21 SP:Iteration 28Q (1449.491121 sec): 3 clusters Score: Raw -11879934.382028 + Penalty 3677.461741 = -11876256.920287 nChanged 16 SP:Iteration 29Q (1449.633697 sec): 3 clusters Score: Raw -11879941.744430 + Penalty 3677.461741 = -11876264.282689 nChanged 18 SP:Iteration 30Q (1449.770098 sec): 3 clusters Score: Raw -11879949.877652 + Penalty 3677.461741 = -11876272.415911 nChanged 10 SP:Iteration 31Q (1449.920100 sec): 3 clusters Score: Raw -11879954.165044 + Penalty 3677.461741 = -11876276.703303 nChanged 5 SP:Iteration 32Q (1450.064199 sec): 3 clusters Score: Raw -11879955.934794 + Penalty 3677.461741 = -11876278.473054 nChanged 2 SP:Iteration 33Q (1450.203453 sec): 3 clusters Score: Raw -11879956.684824 + Penalty 3677.461741 = -11876279.223083 nChanged 3 SP:Iteration 34Q (1450.349053 sec): 3 clusters Score: Raw -11879958.467102 + Penalty 3677.461741 = -11876281.005361 nChanged 5 SP:Iteration 35Q (1450.497993 sec): 3 clusters Score: Raw -11879959.937601 + Penalty 3677.461741 = -11876282.475860 nChanged 4 SP:Iteration 36Q (1450.647738 sec): 3 clusters Score: Raw -11879961.029556 + Penalty 3677.461741 = -11876283.567815 nChanged 0 SP:Iteration 37F (1450.828624 sec): 3 clusters Score: Raw -11879961.029556 + Penalty 3677.461741 = -11876283.567815 nChanged 0 Iteration 259Q (1454.003342 sec): 42 clusters Score: Raw -40032530.627164 + Penalty 83728.825154 = -39948801.802010 nChanged 20 Iteration 260F (1461.530590 sec): 42 clusters Score: Raw -40032531.172429 + Penalty 83728.825154 = -39948802.347275 nChanged 17 Iteration 261Q (1464.678461 sec): 42 clusters Score: Raw -40032531.583924 + Penalty 83728.825154 = -39948802.758770 nChanged 11 Iteration 262Q (1467.608738 sec): 42 clusters Score: Raw -40032531.771052 + Penalty 83728.825154 = -39948802.945898 nChanged 15 Iteration 263Q (1470.690691 sec): 42 clusters Score: Raw -40032532.080124 + Penalty 83728.825154 = -39948803.254969 nChanged 17 Iteration 264Q (1473.738653 sec): 42 clusters Score: Raw -40032532.617139 + Penalty 83728.825154 = -39948803.791985 nChanged 23 Iteration 265Q (1476.808780 sec): 42 clusters Score: Raw -40032533.017854 + Penalty 83728.825154 = -39948804.192700 nChanged 20 Iteration 266Q (1479.820312 sec): 42 clusters Score: Raw -40032533.368217 + Penalty 83728.825154 = -39948804.543063 nChanged 20 Iteration 267Q (1482.733277 sec): 42 clusters Score: Raw -40032533.657778 + Penalty 83728.825154 = -39948804.832623 nChanged 16 Iteration 268Q (1485.488696 sec): 42 clusters Score: Raw -40032533.985057 + Penalty 83728.825154 = -39948805.159902 nChanged 11 Iteration 269Q (1488.531535 sec): 42 clusters Score: Raw -40032534.200834 + Penalty 83728.825154 = -39948805.375680 nChanged 9 Iteration 270Q (1491.559844 sec): 42 clusters Score: Raw -40032534.387105 + Penalty 83728.825154 = -39948805.561951 nChanged 8 Iteration 271Q (1494.659850 sec): 42 clusters Score: Raw -40032534.493032 + Penalty 83728.825154 = -39948805.667878 nChanged 4 Iteration 272Q (1497.766891 sec): 42 clusters Score: Raw -40032534.568648 + Penalty 83728.825154 = -39948805.743494 nChanged 4 Iteration 273Q (1500.779157 sec): 42 clusters Score: Raw -40032534.673521 + Penalty 83728.825154 = -39948805.848367 nChanged 4 Iteration 274Q (1503.896585 sec): 42 clusters Score: Raw -40032534.787464 + Penalty 83728.825154 = -39948805.962310 nChanged 3 Iteration 275Q (1506.996119 sec): 42 clusters Score: Raw -40032534.836129 + Penalty 83728.825154 = -39948806.010974 nChanged 3 Iteration 276Q (1510.009741 sec): 42 clusters Score: Raw -40032534.890208 + Penalty 83728.825154 = -39948806.065054 nChanged 5 Iteration 277Q (1512.779762 sec): 42 clusters Score: Raw -40032535.043262 + Penalty 83728.825154 = -39948806.218108 nChanged 6 Iteration 278Q (1515.769595 sec): 42 clusters Score: Raw -40032535.112388 + Penalty 83728.825154 = -39948806.287234 nChanged 3 Iteration 279Q (1518.607191 sec): 42 clusters Score: Raw -40032535.154913 + Penalty 83728.825154 = -39948806.329759 nChanged 1 Iteration 280F (1526.155560 sec): 42 clusters Score: Raw -40032535.221264 + Penalty 83728.825154 = -39948806.396110 nChanged 4 Iteration 281Q (1529.076023 sec): 42 clusters Score: Raw -40032535.336033 + Penalty 83728.825154 = -39948806.510879 nChanged 3 Iteration 282Q (1532.019596 sec): 42 clusters Score: Raw -40032535.358604 + Penalty 83728.825154 = -39948806.533450 nChanged 4 Iteration 283Q (1535.051073 sec): 42 clusters Score: Raw -40032535.410845 + Penalty 83728.825154 = -39948806.585690 nChanged 2 Iteration 284Q (1538.212828 sec): 42 clusters Score: Raw -40032535.437500 + Penalty 83728.825154 = -39948806.612346 nChanged 1 Iteration 285Q (1541.297032 sec): 42 clusters Score: Raw -40032535.449738 + Penalty 83728.825154 = -39948806.624584 nChanged 0 Iteration 286F (1548.742153 sec): 42 clusters Score: Raw -40032535.449738 + Penalty 83728.825154 = -39948806.624584 nChanged 0 Compute initial score before splitting: Score: Raw -40032535.449738 + Penalty 83728.825154 = -39948806.624584 Trying to split cluster 1 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1548.814967 sec): 2 clusters Score: Raw -72023.499930 + Penalty 1024.175584 = -70999.324346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1548.866375 sec): 3 clusters Score: Raw -72040.437288 + Penalty 2048.351167 = -69992.086121 nChanged 154 SP:Iteration 1F (1548.912867 sec): 3 clusters Score: Raw -72272.456658 + Penalty 2048.351167 = -70224.105491 nChanged 63 SP:Iteration 2F (1548.954817 sec): 3 clusters Score: Raw -72449.129249 + Penalty 2048.351167 = -70400.778082 nChanged 29 SP:Iteration 3F (1548.988459 sec): 3 clusters Score: Raw -72518.368978 + Penalty 2048.351167 = -70470.017811 nChanged 15 SP:Iteration 4Q (1549.030672 sec): 3 clusters Score: Raw -72560.658102 + Penalty 2048.351167 = -70512.306935 nChanged 11 SP:Iteration 5Q (1549.083319 sec): 3 clusters Score: Raw -72601.230519 + Penalty 2048.351167 = -70552.879352 nChanged 8 SP:Iteration 6Q (1549.118805 sec): 3 clusters Score: Raw -72650.272268 + Penalty 2048.351167 = -70601.921100 nChanged 7 SP:Iteration 7Q (1549.165884 sec): 3 clusters Score: Raw -72662.147806 + Penalty 2048.351167 = -70613.796639 nChanged 6 SP:Iteration 8Q (1549.213664 sec): 3 clusters Score: Raw -72681.769150 + Penalty 2048.351167 = -70633.417983 nChanged 6 SP:Iteration 9Q (1549.264026 sec): 3 clusters Score: Raw -72708.847324 + Penalty 2048.351167 = -70660.496157 nChanged 7 SP:Iteration 10Q (1549.305908 sec): 3 clusters Score: Raw -72727.916162 + Penalty 2048.351167 = -70679.564995 nChanged 9 SP:Iteration 11Q (1549.358573 sec): 3 clusters Score: Raw -72761.686918 + Penalty 2048.351167 = -70713.335751 nChanged 3 SP:Iteration 12Q (1549.405007 sec): 3 clusters Score: Raw -72773.258426 + Penalty 2048.351167 = -70724.907259 nChanged 5 SP:Iteration 13Q (1549.453774 sec): 3 clusters Score: Raw -72792.453957 + Penalty 2048.351167 = -70744.102790 nChanged 2 SP:Iteration 14Q (1549.501140 sec): 3 clusters Score: Raw -72796.836658 + Penalty 2048.351167 = -70748.485491 nChanged 0 SP:Iteration 15F (1549.545556 sec): 3 clusters Score: Raw -72797.226452 + Penalty 2048.351167 = -70748.875285 nChanged 1 SP:Iteration 16Q (1549.587804 sec): 3 clusters Score: Raw -72807.500956 + Penalty 2048.351167 = -70759.149788 nChanged 5 SP:Iteration 17Q (1549.638348 sec): 3 clusters Score: Raw -72841.746350 + Penalty 2048.351167 = -70793.395183 nChanged 7 SP:Iteration 18Q (1549.681779 sec): 3 clusters Score: Raw -72872.732126 + Penalty 2048.351167 = -70824.380958 nChanged 6 SP:Iteration 19Q (1549.716655 sec): 3 clusters Score: Raw -72906.218687 + Penalty 2048.351167 = -70857.867520 nChanged 5 SP:Iteration 20F (1549.759242 sec): 3 clusters Score: Raw -72914.376773 + Penalty 2048.351167 = -70866.025606 nChanged 7 SP:Iteration 21Q (1549.810535 sec): 3 clusters Score: Raw -72935.290756 + Penalty 2048.351167 = -70886.939589 nChanged 4 SP:Iteration 22Q (1549.855304 sec): 3 clusters Score: Raw -72949.129113 + Penalty 2048.351167 = -70900.777945 nChanged 5 SP:Iteration 23Q (1549.902901 sec): 3 clusters Score: Raw -72968.291430 + Penalty 2048.351167 = -70919.940263 nChanged 4 SP:Iteration 24Q (1549.949903 sec): 3 clusters Score: Raw -73019.423039 + Penalty 2048.351167 = -70971.071872 nChanged 5 SP:Iteration 25Q (1549.997266 sec): 3 clusters Score: Raw -73038.898449 + Penalty 2048.351167 = -70990.547282 nChanged 5 SP:Iteration 26Q (1550.031825 sec): 3 clusters Score: Raw -73048.416024 + Penalty 2048.351167 = -71000.064857 nChanged 0 SP:Iteration 27F (1550.083410 sec): 3 clusters Score: Raw -73048.416024 + Penalty 2048.351167 = -71000.064857 nChanged 0 Score: Raw -40033560.365832 + Penalty 85770.991621 = -39947789.374211 Splitting cluster 1 changes total score from -39948806.624584 to -39947789.374211 So it's not getting split. Trying to split cluster 2 (5619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1557.726780 sec): 2 clusters Score: Raw -788017.532292 + Penalty 1403.010211 = -786614.522081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1557.787644 sec): 3 clusters Score: Raw -785108.405359 + Penalty 2806.020422 = -782302.384937 nChanged 2243 SP:Iteration 1F (1557.834337 sec): 3 clusters Score: Raw -786374.250394 + Penalty 2806.020422 = -783568.229972 nChanged 417 SP:Iteration 2F (1557.893547 sec): 3 clusters Score: Raw -786645.221084 + Penalty 2806.020422 = -783839.200662 nChanged 365 SP:Iteration 3F (1557.948759 sec): 3 clusters Score: Raw -786864.096625 + Penalty 2806.020422 = -784058.076203 nChanged 282 SP:Iteration 4F (1558.001248 sec): 3 clusters Score: Raw -787056.225452 + Penalty 2806.020422 = -784250.205030 nChanged 261 SP:Iteration 5Q (1558.058257 sec): 3 clusters Score: Raw -787208.784080 + Penalty 2806.020422 = -784402.763658 nChanged 217 SP:Iteration 6Q (1558.110829 sec): 3 clusters Score: Raw -787326.304907 + Penalty 2806.020422 = -784520.284484 nChanged 196 SP:Iteration 7Q (1558.169578 sec): 3 clusters Score: Raw -787434.014599 + Penalty 2806.020422 = -784627.994177 nChanged 174 SP:Iteration 8Q (1558.212279 sec): 3 clusters Score: Raw -787533.459020 + Penalty 2806.020422 = -784727.438598 nChanged 159 SP:Iteration 9Q (1558.265890 sec): 3 clusters Score: Raw -787620.569784 + Penalty 2806.020422 = -784814.549362 nChanged 127 SP:Iteration 10Q (1558.318809 sec): 3 clusters Score: Raw -787678.783545 + Penalty 2806.020422 = -784872.763123 nChanged 119 SP:Iteration 11Q (1558.379856 sec): 3 clusters Score: Raw -787741.417825 + Penalty 2806.020422 = -784935.397403 nChanged 127 SP:Iteration 12Q (1558.440235 sec): 3 clusters Score: Raw -787804.882900 + Penalty 2806.020422 = -784998.862478 nChanged 118 SP:Iteration 13Q (1558.495871 sec): 3 clusters Score: Raw -787855.640266 + Penalty 2806.020422 = -785049.619844 nChanged 85 SP:Iteration 14Q (1558.556419 sec): 3 clusters Score: Raw -787890.529201 + Penalty 2806.020422 = -785084.508779 nChanged 83 SP:Iteration 15Q (1558.613165 sec): 3 clusters Score: Raw -787933.371983 + Penalty 2806.020422 = -785127.351561 nChanged 91 SP:Iteration 16Q (1558.667472 sec): 3 clusters Score: Raw -787979.458892 + Penalty 2806.020422 = -785173.438470 nChanged 86 SP:Iteration 17Q (1558.724856 sec): 3 clusters Score: Raw -788018.108226 + Penalty 2806.020422 = -785212.087804 nChanged 77 SP:Iteration 18Q (1558.777933 sec): 3 clusters Score: Raw -788054.306256 + Penalty 2806.020422 = -785248.285834 nChanged 68 SP:Iteration 19Q (1558.831745 sec): 3 clusters Score: Raw -788088.032858 + Penalty 2806.020422 = -785282.012436 nChanged 70 SP:Iteration 20F (1558.880635 sec): 3 clusters Score: Raw -788120.476086 + Penalty 2806.020422 = -785314.455664 nChanged 62 SP:Iteration 21Q (1558.927837 sec): 3 clusters Score: Raw -788148.152031 + Penalty 2806.020422 = -785342.131609 nChanged 44 SP:Iteration 22Q (1558.988063 sec): 3 clusters Score: Raw -788175.136366 + Penalty 2806.020422 = -785369.115944 nChanged 49 SP:Iteration 23Q (1559.042222 sec): 3 clusters Score: Raw -788197.622232 + Penalty 2806.020422 = -785391.601810 nChanged 38 SP:Iteration 24Q (1559.091943 sec): 3 clusters Score: Raw -788216.828355 + Penalty 2806.020422 = -785410.807933 nChanged 44 SP:Iteration 25Q (1559.142935 sec): 3 clusters Score: Raw -788236.631928 + Penalty 2806.020422 = -785430.611506 nChanged 34 SP:Iteration 26Q (1559.202707 sec): 3 clusters Score: Raw -788250.688672 + Penalty 2806.020422 = -785444.668250 nChanged 25 SP:Iteration 27Q (1559.255241 sec): 3 clusters Score: Raw -788260.684674 + Penalty 2806.020422 = -785454.664252 nChanged 24 SP:Iteration 28Q (1559.303927 sec): 3 clusters Score: Raw -788267.226527 + Penalty 2806.020422 = -785461.206105 nChanged 16 SP:Iteration 29Q (1559.358757 sec): 3 clusters Score: Raw -788272.503738 + Penalty 2806.020422 = -785466.483316 nChanged 16 SP:Iteration 30Q (1559.413055 sec): 3 clusters Score: Raw -788276.705762 + Penalty 2806.020422 = -785470.685340 nChanged 11 SP:Iteration 31Q (1559.468593 sec): 3 clusters Score: Raw -788279.056818 + Penalty 2806.020422 = -785473.036396 nChanged 5 SP:Iteration 32Q (1559.525735 sec): 3 clusters Score: Raw -788280.056108 + Penalty 2806.020422 = -785474.035686 nChanged 6 SP:Iteration 33Q (1559.580638 sec): 3 clusters Score: Raw -788281.269183 + Penalty 2806.020422 = -785475.248761 nChanged 2 SP:Iteration 34Q (1559.636560 sec): 3 clusters Score: Raw -788281.766307 + Penalty 2806.020422 = -785475.745885 nChanged 1 SP:Iteration 35Q (1559.699555 sec): 3 clusters Score: Raw -788281.983983 + Penalty 2806.020422 = -785475.963560 nChanged 1 SP:Iteration 36Q (1559.750271 sec): 3 clusters Score: Raw -788282.314479 + Penalty 2806.020422 = -785476.294056 nChanged 3 SP:Iteration 37Q (1559.799427 sec): 3 clusters Score: Raw -788282.925477 + Penalty 2806.020422 = -785476.905055 nChanged 2 SP:Iteration 38Q (1559.862457 sec): 3 clusters Score: Raw -788283.387082 + Penalty 2806.020422 = -785477.366660 nChanged 1 SP:Iteration 39Q (1559.916108 sec): 3 clusters Score: Raw -788283.821789 + Penalty 2806.020422 = -785477.801367 nChanged 1 SP:Iteration 40F (1559.980248 sec): 3 clusters Score: Raw -788283.898322 + Penalty 2806.020422 = -785477.877900 nChanged 0 Trying to split cluster 3 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1560.005810 sec): 2 clusters Score: Raw -16183.070119 + Penalty 870.445270 = -15312.624849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1560.042007 sec): 3 clusters Score: Raw -16369.683957 + Penalty 1740.890539 = -14628.793417 nChanged 40 SP:Iteration 1F (1560.097021 sec): 3 clusters Score: Raw -16504.838761 + Penalty 1740.890539 = -14763.948222 nChanged 15 SP:Iteration 2F (1560.136605 sec): 3 clusters Score: Raw -16546.932881 + Penalty 1740.890539 = -14806.042342 nChanged 1 SP:Iteration 3Q (1560.177298 sec): 3 clusters Score: Raw -16553.872704 + Penalty 1740.890539 = -14812.982165 nChanged 3 SP:Iteration 4Q (1560.221665 sec): 3 clusters Score: Raw -16570.844758 + Penalty 1740.890539 = -14829.954219 nChanged 1 SP:Iteration 5Q (1560.278296 sec): 3 clusters Score: Raw -16576.642536 + Penalty 1740.890539 = -14835.751997 nChanged 1 SP:Iteration 6Q (1560.324260 sec): 3 clusters Score: Raw -16581.601391 + Penalty 1740.890539 = -14840.710852 nChanged 1 SP:Iteration 7Q (1560.370782 sec): 3 clusters Score: Raw -16583.075943 + Penalty 1740.890539 = -14842.185404 nChanged 0 SP:Iteration 8F (1560.421265 sec): 3 clusters Score: Raw -16583.075943 + Penalty 1740.890539 = -14842.185404 nChanged 0 Trying to split cluster 4 (1617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1560.447846 sec): 2 clusters Score: Raw -246002.834930 + Penalty 1200.603277 = -244802.231653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1560.501367 sec): 3 clusters Score: Raw -245374.475524 + Penalty 2401.206554 = -242973.268969 nChanged 539 SP:Iteration 1F (1560.553360 sec): 3 clusters Score: Raw -245777.892717 + Penalty 2401.206554 = -243376.686162 nChanged 136 SP:Iteration 2F (1560.602221 sec): 3 clusters Score: Raw -245902.836053 + Penalty 2401.206554 = -243501.629499 nChanged 74 SP:Iteration 3Q (1560.651537 sec): 3 clusters Score: Raw -245974.487763 + Penalty 2401.206554 = -243573.281209 nChanged 57 SP:Iteration 4Q (1560.695960 sec): 3 clusters Score: Raw -246025.453295 + Penalty 2401.206554 = -243624.246741 nChanged 49 SP:Iteration 5Q (1560.737321 sec): 3 clusters Score: Raw -246061.514940 + Penalty 2401.206554 = -243660.308386 nChanged 31 SP:Iteration 6Q (1560.777221 sec): 3 clusters Score: Raw -246085.549137 + Penalty 2401.206554 = -243684.342583 nChanged 28 SP:Iteration 7Q (1560.822086 sec): 3 clusters Score: Raw -246109.128984 + Penalty 2401.206554 = -243707.922430 nChanged 25 SP:Iteration 8Q (1560.865563 sec): 3 clusters Score: Raw -246124.472905 + Penalty 2401.206554 = -243723.266350 nChanged 21 SP:Iteration 9Q (1560.917613 sec): 3 clusters Score: Raw -246140.692863 + Penalty 2401.206554 = -243739.486309 nChanged 14 SP:Iteration 10Q (1560.970917 sec): 3 clusters Score: Raw -246147.674089 + Penalty 2401.206554 = -243746.467535 nChanged 9 SP:Iteration 11Q (1561.018794 sec): 3 clusters Score: Raw -246152.430150 + Penalty 2401.206554 = -243751.223596 nChanged 5 SP:Iteration 12Q (1561.060846 sec): 3 clusters Score: Raw -246154.311822 + Penalty 2401.206554 = -243753.105268 nChanged 4 SP:Iteration 13Q (1561.108920 sec): 3 clusters Score: Raw -246155.535119 + Penalty 2401.206554 = -243754.328564 nChanged 2 SP:Iteration 14Q (1561.156820 sec): 3 clusters Score: Raw -246156.154503 + Penalty 2401.206554 = -243754.947948 nChanged 1 SP:Iteration 15Q (1561.198797 sec): 3 clusters Score: Raw -246156.351871 + Penalty 2401.206554 = -243755.145317 nChanged 0 SP:Iteration 16F (1561.242002 sec): 3 clusters Score: Raw -246156.351871 + Penalty 2401.206554 = -243755.145317 nChanged 0 Trying to split cluster 5 (1513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1561.261726 sec): 2 clusters Score: Raw -199177.172371 + Penalty 1189.800578 = -197987.371792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1561.312789 sec): 3 clusters Score: Raw -198626.970003 + Penalty 2379.601157 = -196247.368846 nChanged 502 SP:Iteration 1F (1561.349653 sec): 3 clusters Score: Raw -199060.415283 + Penalty 2379.601157 = -196680.814126 nChanged 148 SP:Iteration 2F (1561.401912 sec): 3 clusters Score: Raw -199221.760016 + Penalty 2379.601157 = -196842.158859 nChanged 91 SP:Iteration 3F (1561.458444 sec): 3 clusters Score: Raw -199346.558391 + Penalty 2379.601157 = -196966.957234 nChanged 80 SP:Iteration 4F (1561.509200 sec): 3 clusters Score: Raw -199463.383757 + Penalty 2379.601157 = -197083.782600 nChanged 87 SP:Iteration 5F (1561.556688 sec): 3 clusters Score: Raw -199612.284049 + Penalty 2379.601157 = -197232.682892 nChanged 67 SP:Iteration 6Q (1561.599307 sec): 3 clusters Score: Raw -199733.045012 + Penalty 2379.601157 = -197353.443855 nChanged 70 SP:Iteration 7Q (1561.642503 sec): 3 clusters Score: Raw -199861.696739 + Penalty 2379.601157 = -197482.095582 nChanged 61 SP:Iteration 8Q (1561.693463 sec): 3 clusters Score: Raw -199991.039502 + Penalty 2379.601157 = -197611.438345 nChanged 72 SP:Iteration 9Q (1561.735534 sec): 3 clusters Score: Raw -200105.600760 + Penalty 2379.601157 = -197725.999603 nChanged 60 SP:Iteration 10Q (1561.793636 sec): 3 clusters Score: Raw -200220.341453 + Penalty 2379.601157 = -197840.740296 nChanged 59 SP:Iteration 11Q (1561.830080 sec): 3 clusters Score: Raw -200324.414417 + Penalty 2379.601157 = -197944.813260 nChanged 41 SP:Iteration 12Q (1561.876777 sec): 3 clusters Score: Raw -200376.736994 + Penalty 2379.601157 = -197997.135837 nChanged 34 SP:Iteration 13Q (1561.924608 sec): 3 clusters Score: Raw -200435.547631 + Penalty 2379.601157 = -198055.946474 nChanged 25 SP:Iteration 14Q (1561.977373 sec): 3 clusters Score: Raw -200458.828583 + Penalty 2379.601157 = -198079.227426 nChanged 16 SP:Iteration 15Q (1562.022069 sec): 3 clusters Score: Raw -200481.448325 + Penalty 2379.601157 = -198101.847168 nChanged 8 SP:Iteration 16Q (1562.076147 sec): 3 clusters Score: Raw -200490.701334 + Penalty 2379.601157 = -198111.100177 nChanged 5 SP:Iteration 17Q (1562.122854 sec): 3 clusters Score: Raw -200506.993510 + Penalty 2379.601157 = -198127.392353 nChanged 4 SP:Iteration 18Q (1562.161360 sec): 3 clusters Score: Raw -200527.156636 + Penalty 2379.601157 = -198147.555479 nChanged 8 SP:Iteration 19Q (1562.209095 sec): 3 clusters Score: Raw -200545.908825 + Penalty 2379.601157 = -198166.307668 nChanged 4 SP:Iteration 20F (1562.245855 sec): 3 clusters Score: Raw -200564.198050 + Penalty 2379.601157 = -198184.596893 nChanged 6 SP:Iteration 21Q (1562.296545 sec): 3 clusters Score: Raw -200594.221884 + Penalty 2379.601157 = -198214.620727 nChanged 19 SP:Iteration 22Q (1562.341121 sec): 3 clusters Score: Raw -200640.372848 + Penalty 2379.601157 = -198260.771691 nChanged 13 SP:Iteration 23Q (1562.377738 sec): 3 clusters Score: Raw -200670.316228 + Penalty 2379.601157 = -198290.715071 nChanged 12 SP:Iteration 24Q (1562.432452 sec): 3 clusters Score: Raw -200677.977132 + Penalty 2379.601157 = -198298.375975 nChanged 8 SP:Iteration 25Q (1562.477163 sec): 3 clusters Score: Raw -200685.046011 + Penalty 2379.601157 = -198305.444854 nChanged 6 SP:Iteration 26Q (1562.526855 sec): 3 clusters Score: Raw -200689.444112 + Penalty 2379.601157 = -198309.842955 nChanged 3 SP:Iteration 27Q (1562.566120 sec): 3 clusters Score: Raw -200690.772155 + Penalty 2379.601157 = -198311.170998 nChanged 1 SP:Iteration 28Q (1562.618109 sec): 3 clusters Score: Raw -200690.988759 + Penalty 2379.601157 = -198311.387602 nChanged 0 SP:Iteration 29F (1562.668666 sec): 3 clusters Score: Raw -200692.688820 + Penalty 2379.601157 = -198313.087663 nChanged 1 SP:Iteration 30Q (1562.715435 sec): 3 clusters Score: Raw -200697.562916 + Penalty 2379.601157 = -198317.961759 nChanged 3 SP:Iteration 31Q (1562.754850 sec): 3 clusters Score: Raw -200700.755019 + Penalty 2379.601157 = -198321.153862 nChanged 3 SP:Iteration 32Q (1562.803889 sec): 3 clusters Score: Raw -200704.670940 + Penalty 2379.601157 = -198325.069783 nChanged 3 SP:Iteration 33Q (1562.849852 sec): 3 clusters Score: Raw -200710.285793 + Penalty 2379.601157 = -198330.684636 nChanged 2 SP:Iteration 34Q (1562.893472 sec): 3 clusters Score: Raw -200714.819946 + Penalty 2379.601157 = -198335.218789 nChanged 4 SP:Iteration 35Q (1562.940775 sec): 3 clusters Score: Raw -200728.287793 + Penalty 2379.601157 = -198348.686636 nChanged 6 SP:Iteration 36Q (1562.983907 sec): 3 clusters Score: Raw -200733.867462 + Penalty 2379.601157 = -198354.266305 nChanged 2 SP:Iteration 37Q (1563.036921 sec): 3 clusters Score: Raw -200735.751489 + Penalty 2379.601157 = -198356.150332 nChanged 1 SP:Iteration 38Q (1563.089941 sec): 3 clusters Score: Raw -200735.896473 + Penalty 2379.601157 = -198356.295316 nChanged 0 SP:Iteration 39F (1563.142018 sec): 3 clusters Score: Raw -200735.896473 + Penalty 2379.601157 = -198356.295316 nChanged 0 Score: Raw -40034094.173840 + Penalty 85770.991621 = -39948323.182219 Splitting cluster 5 changes total score from -39948806.624584 to -39948323.182219 So it's not getting split. Trying to split cluster 6 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1570.802430 sec): 2 clusters Score: Raw -14109.089441 + Penalty 849.183834 = -13259.905607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1570.846361 sec): 3 clusters Score: Raw -14446.264469 + Penalty 1698.367669 = -12747.896800 nChanged 38 SP:Iteration 1F (1570.882780 sec): 3 clusters Score: Raw -14596.930448 + Penalty 1698.367669 = -12898.562779 nChanged 3 SP:Iteration 2Q (1570.931118 sec): 3 clusters Score: Raw -14606.031641 + Penalty 1698.367669 = -12907.663972 nChanged 2 SP:Iteration 3Q (1570.978377 sec): 3 clusters Score: Raw -14610.195203 + Penalty 1698.367669 = -12911.827534 nChanged 1 SP:Iteration 4Q (1571.015428 sec): 3 clusters Score: Raw -14611.919428 + Penalty 1698.367669 = -12913.551759 nChanged 1 SP:Iteration 5Q (1571.051441 sec): 3 clusters Score: Raw -14615.373714 + Penalty 1698.367669 = -12917.006045 nChanged 0 SP:Iteration 6F (1571.084301 sec): 3 clusters Score: Raw -14615.373714 + Penalty 1698.367669 = -12917.006045 nChanged 0 Trying to split cluster 7 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1571.108950 sec): 2 clusters Score: Raw -26208.393675 + Penalty 908.535384 = -25299.858291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1571.156225 sec): 3 clusters Score: Raw -26289.770362 + Penalty 1817.070769 = -24472.699594 nChanged 46 SP:Iteration 1F (1571.194869 sec): 3 clusters Score: Raw -26383.190810 + Penalty 1817.070769 = -24566.120042 nChanged 11 SP:Iteration 2Q (1571.236132 sec): 3 clusters Score: Raw -26412.761637 + Penalty 1817.070769 = -24595.690868 nChanged 9 SP:Iteration 3Q (1571.282107 sec): 3 clusters Score: Raw -26436.565881 + Penalty 1817.070769 = -24619.495112 nChanged 7 SP:Iteration 4Q (1571.327013 sec): 3 clusters Score: Raw -26458.773825 + Penalty 1817.070769 = -24641.703056 nChanged 9 SP:Iteration 5Q (1571.371525 sec): 3 clusters Score: Raw -26468.259071 + Penalty 1817.070769 = -24651.188303 nChanged 6 SP:Iteration 6Q (1571.416316 sec): 3 clusters Score: Raw -26492.163059 + Penalty 1817.070769 = -24675.092290 nChanged 8 SP:Iteration 7Q (1571.465472 sec): 3 clusters Score: Raw -26525.474110 + Penalty 1817.070769 = -24708.403342 nChanged 7 SP:Iteration 8Q (1571.512280 sec): 3 clusters Score: Raw -26583.313923 + Penalty 1817.070769 = -24766.243154 nChanged 7 SP:Iteration 9Q (1571.555985 sec): 3 clusters Score: Raw -26614.414655 + Penalty 1817.070769 = -24797.343887 nChanged 4 SP:Iteration 10Q (1571.596584 sec): 3 clusters Score: Raw -26624.284708 + Penalty 1817.070769 = -24807.213939 nChanged 1 SP:Iteration 11Q (1571.633017 sec): 3 clusters Score: Raw -26627.566633 + Penalty 1817.070769 = -24810.495864 nChanged 1 SP:Iteration 12Q (1571.674529 sec): 3 clusters Score: Raw -26639.456112 + Penalty 1817.070769 = -24822.385343 nChanged 2 SP:Iteration 13Q (1571.708571 sec): 3 clusters Score: Raw -26646.231592 + Penalty 1817.070769 = -24829.160823 nChanged 1 SP:Iteration 14Q (1571.759156 sec): 3 clusters Score: Raw -26650.107598 + Penalty 1817.070769 = -24833.036830 nChanged 2 SP:Iteration 15Q (1571.788714 sec): 3 clusters Score: Raw -26659.899259 + Penalty 1817.070769 = -24842.828490 nChanged 1 SP:Iteration 16Q (1571.828877 sec): 3 clusters Score: Raw -26666.035606 + Penalty 1817.070769 = -24848.964838 nChanged 1 SP:Iteration 17Q (1571.865532 sec): 3 clusters Score: Raw -26670.173811 + Penalty 1817.070769 = -24853.103042 nChanged 0 SP:Iteration 18F (1571.900671 sec): 3 clusters Score: Raw -26670.173811 + Penalty 1817.070769 = -24853.103042 nChanged 0 Trying to split cluster 8 (3352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1571.924030 sec): 2 clusters Score: Raw -448995.126119 + Penalty 1319.063275 = -447676.062844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1571.970505 sec): 3 clusters Score: Raw -447348.427921 + Penalty 2638.126550 = -444710.301371 nChanged 1334 SP:Iteration 1F (1572.012183 sec): 3 clusters Score: Raw -448249.912608 + Penalty 2638.126550 = -445611.786058 nChanged 303 SP:Iteration 2F (1572.060793 sec): 3 clusters Score: Raw -448515.760812 + Penalty 2638.126550 = -445877.634262 nChanged 231 SP:Iteration 3F (1572.104004 sec): 3 clusters Score: Raw -448726.887021 + Penalty 2638.126550 = -446088.760471 nChanged 195 SP:Iteration 4F (1572.146552 sec): 3 clusters Score: Raw -448919.582126 + Penalty 2638.126550 = -446281.455576 nChanged 187 SP:Iteration 5F (1572.192449 sec): 3 clusters Score: Raw -449151.009680 + Penalty 2638.126550 = -446512.883130 nChanged 206 SP:Iteration 6F (1572.238046 sec): 3 clusters Score: Raw -449413.405699 + Penalty 2638.126550 = -446775.279149 nChanged 163 SP:Iteration 7Q (1572.283427 sec): 3 clusters Score: Raw -449542.187596 + Penalty 2638.126550 = -446904.061046 nChanged 98 SP:Iteration 8Q (1572.336745 sec): 3 clusters Score: Raw -449611.803493 + Penalty 2638.126550 = -446973.676943 nChanged 65 SP:Iteration 9Q (1572.381798 sec): 3 clusters Score: Raw -449651.958999 + Penalty 2638.126550 = -447013.832449 nChanged 42 SP:Iteration 10Q (1572.420799 sec): 3 clusters Score: Raw -449669.194351 + Penalty 2638.126550 = -447031.067800 nChanged 26 SP:Iteration 11Q (1572.470867 sec): 3 clusters Score: Raw -449680.011993 + Penalty 2638.126550 = -447041.885443 nChanged 19 SP:Iteration 12Q (1572.512974 sec): 3 clusters Score: Raw -449689.297483 + Penalty 2638.126550 = -447051.170933 nChanged 17 SP:Iteration 13Q (1572.554423 sec): 3 clusters Score: Raw -449696.278396 + Penalty 2638.126550 = -447058.151846 nChanged 16 SP:Iteration 14Q (1572.602140 sec): 3 clusters Score: Raw -449700.791499 + Penalty 2638.126550 = -447062.664949 nChanged 9 SP:Iteration 15Q (1572.645346 sec): 3 clusters Score: Raw -449703.927434 + Penalty 2638.126550 = -447065.800884 nChanged 11 SP:Iteration 16Q (1572.699196 sec): 3 clusters Score: Raw -449706.881194 + Penalty 2638.126550 = -447068.754644 nChanged 9 SP:Iteration 17Q (1572.746578 sec): 3 clusters Score: Raw -449709.044680 + Penalty 2638.126550 = -447070.918130 nChanged 7 SP:Iteration 18Q (1572.789349 sec): 3 clusters Score: Raw -449710.862103 + Penalty 2638.126550 = -447072.735553 nChanged 5 SP:Iteration 19Q (1572.850081 sec): 3 clusters Score: Raw -449712.349333 + Penalty 2638.126550 = -447074.222782 nChanged 3 SP:Iteration 20F (1572.895757 sec): 3 clusters Score: Raw -449712.911004 + Penalty 2638.126550 = -447074.784454 nChanged 2 SP:Iteration 21Q (1572.942924 sec): 3 clusters Score: Raw -449713.511740 + Penalty 2638.126550 = -447075.385190 nChanged 6 SP:Iteration 22Q (1573.003166 sec): 3 clusters Score: Raw -449714.751026 + Penalty 2638.126550 = -447076.624476 nChanged 4 SP:Iteration 23Q (1573.042362 sec): 3 clusters Score: Raw -449715.505463 + Penalty 2638.126550 = -447077.378913 nChanged 2 SP:Iteration 24Q (1573.095371 sec): 3 clusters Score: Raw -449715.897480 + Penalty 2638.126550 = -447077.770930 nChanged 1 SP:Iteration 25Q (1573.141211 sec): 3 clusters Score: Raw -449716.132954 + Penalty 2638.126550 = -447078.006404 nChanged 2 SP:Iteration 26Q (1573.188831 sec): 3 clusters Score: Raw -449716.997080 + Penalty 2638.126550 = -447078.870530 nChanged 3 SP:Iteration 27Q (1573.241323 sec): 3 clusters Score: Raw -449718.014818 + Penalty 2638.126550 = -447079.888268 nChanged 3 SP:Iteration 28Q (1573.294929 sec): 3 clusters Score: Raw -449718.993369 + Penalty 2638.126550 = -447080.866819 nChanged 4 SP:Iteration 29Q (1573.335193 sec): 3 clusters Score: Raw -449720.494475 + Penalty 2638.126550 = -447082.367925 nChanged 5 SP:Iteration 30Q (1573.384511 sec): 3 clusters Score: Raw -449723.366129 + Penalty 2638.126550 = -447085.239579 nChanged 4 SP:Iteration 31Q (1573.432319 sec): 3 clusters Score: Raw -449724.112802 + Penalty 2638.126550 = -447085.986252 nChanged 5 SP:Iteration 32Q (1573.474793 sec): 3 clusters Score: Raw -449725.487101 + Penalty 2638.126550 = -447087.360551 nChanged 2 SP:Iteration 33Q (1573.521486 sec): 3 clusters Score: Raw -449726.171061 + Penalty 2638.126550 = -447088.044511 nChanged 2 SP:Iteration 34Q (1573.578010 sec): 3 clusters Score: Raw -449726.681510 + Penalty 2638.126550 = -447088.554960 nChanged 1 SP:Iteration 35Q (1573.614212 sec): 3 clusters Score: Raw -449726.861562 + Penalty 2638.126550 = -447088.735012 nChanged 1 SP:Iteration 36Q (1573.662855 sec): 3 clusters Score: Raw -449727.327755 + Penalty 2638.126550 = -447089.201205 nChanged 3 SP:Iteration 37Q (1573.718095 sec): 3 clusters Score: Raw -449728.571844 + Penalty 2638.126550 = -447090.445294 nChanged 2 SP:Iteration 38Q (1573.773014 sec): 3 clusters Score: Raw -449729.473351 + Penalty 2638.126550 = -447091.346801 nChanged 3 SP:Iteration 39Q (1573.819667 sec): 3 clusters Score: Raw -449730.936795 + Penalty 2638.126550 = -447092.810245 nChanged 3 SP:Iteration 40F (1573.870990 sec): 3 clusters Score: Raw -449732.626361 + Penalty 2638.126550 = -447094.499811 nChanged 4 SP:Iteration 41Q (1573.923067 sec): 3 clusters Score: Raw -449733.969234 + Penalty 2638.126550 = -447095.842684 nChanged 4 SP:Iteration 42Q (1573.969349 sec): 3 clusters Score: Raw -449735.882771 + Penalty 2638.126550 = -447097.756221 nChanged 6 SP:Iteration 43Q (1574.002962 sec): 3 clusters Score: Raw -449738.469820 + Penalty 2638.126550 = -447100.343270 nChanged 7 SP:Iteration 44Q (1574.057378 sec): 3 clusters Score: Raw -449742.882174 + Penalty 2638.126550 = -447104.755624 nChanged 8 SP:Iteration 45Q (1574.104421 sec): 3 clusters Score: Raw -449748.418351 + Penalty 2638.126550 = -447110.291801 nChanged 3 SP:Iteration 46Q (1574.158259 sec): 3 clusters Score: Raw -449750.070138 + Penalty 2638.126550 = -447111.943588 nChanged 6 SP:Iteration 47Q (1574.204721 sec): 3 clusters Score: Raw -449752.945362 + Penalty 2638.126550 = -447114.818812 nChanged 8 SP:Iteration 48Q (1574.243945 sec): 3 clusters Score: Raw -449755.596541 + Penalty 2638.126550 = -447117.469990 nChanged 6 SP:Iteration 49Q (1574.304145 sec): 3 clusters Score: Raw -449758.245096 + Penalty 2638.126550 = -447120.118546 nChanged 8 SP:Iteration 50Q (1574.340594 sec): 3 clusters Score: Raw -449760.964793 + Penalty 2638.126550 = -447122.838243 nChanged 9 SP:Iteration 51Q (1574.381922 sec): 3 clusters Score: Raw -449763.799518 + Penalty 2638.126550 = -447125.672968 nChanged 6 SP:Iteration 52Q (1574.439304 sec): 3 clusters Score: Raw -449767.035786 + Penalty 2638.126550 = -447128.909236 nChanged 6 SP:Iteration 53Q (1574.485275 sec): 3 clusters Score: Raw -449769.348335 + Penalty 2638.126550 = -447131.221785 nChanged 8 SP:Iteration 54Q (1574.535905 sec): 3 clusters Score: Raw -449772.732163 + Penalty 2638.126550 = -447134.605613 nChanged 9 SP:Iteration 55Q (1574.585478 sec): 3 clusters Score: Raw -449775.141798 + Penalty 2638.126550 = -447137.015248 nChanged 3 SP:Iteration 56Q (1574.633131 sec): 3 clusters Score: Raw -449775.497708 + Penalty 2638.126550 = -447137.371158 nChanged 0 SP:Iteration 57F (1574.679972 sec): 3 clusters Score: Raw -449775.497708 + Penalty 2638.126550 = -447137.371158 nChanged 0 Trying to split cluster 9 (5733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1574.713984 sec): 2 clusters Score: Raw -821073.874419 + Penalty 1406.274063 = -819667.600356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1574.759278 sec): 3 clusters Score: Raw -817982.415579 + Penalty 2812.548126 = -815169.867454 nChanged 2349 SP:Iteration 1F (1574.807330 sec): 3 clusters Score: Raw -819340.986367 + Penalty 2812.548126 = -816528.438242 nChanged 445 SP:Iteration 2F (1574.861419 sec): 3 clusters Score: Raw -819605.613870 + Penalty 2812.548126 = -816793.065745 nChanged 360 SP:Iteration 3F (1574.918367 sec): 3 clusters Score: Raw -819828.905916 + Penalty 2812.548126 = -817016.357790 nChanged 305 SP:Iteration 4F (1574.975896 sec): 3 clusters Score: Raw -820017.386209 + Penalty 2812.548126 = -817204.838083 nChanged 264 SP:Iteration 5Q (1575.030993 sec): 3 clusters Score: Raw -820185.797453 + Penalty 2812.548126 = -817373.249328 nChanged 252 SP:Iteration 6Q (1575.078856 sec): 3 clusters Score: Raw -820361.854004 + Penalty 2812.548126 = -817549.305878 nChanged 254 SP:Iteration 7Q (1575.137588 sec): 3 clusters Score: Raw -820563.426958 + Penalty 2812.548126 = -817750.878832 nChanged 255 SP:Iteration 8Q (1575.192753 sec): 3 clusters Score: Raw -820781.831053 + Penalty 2812.548126 = -817969.282928 nChanged 231 SP:Iteration 9Q (1575.242926 sec): 3 clusters Score: Raw -820941.076235 + Penalty 2812.548126 = -818128.528109 nChanged 167 SP:Iteration 10Q (1575.304089 sec): 3 clusters Score: Raw -821041.698925 + Penalty 2812.548126 = -818229.150799 nChanged 120 SP:Iteration 11Q (1575.354553 sec): 3 clusters Score: Raw -821108.993243 + Penalty 2812.548126 = -818296.445117 nChanged 99 SP:Iteration 12Q (1575.405100 sec): 3 clusters Score: Raw -821160.657383 + Penalty 2812.548126 = -818348.109257 nChanged 76 SP:Iteration 13Q (1575.468705 sec): 3 clusters Score: Raw -821197.491035 + Penalty 2812.548126 = -818384.942909 nChanged 55 SP:Iteration 14Q (1575.522837 sec): 3 clusters Score: Raw -821214.024441 + Penalty 2812.548126 = -818401.476315 nChanged 41 SP:Iteration 15Q (1575.573386 sec): 3 clusters Score: Raw -821224.466767 + Penalty 2812.548126 = -818411.918641 nChanged 22 SP:Iteration 16Q (1575.628783 sec): 3 clusters Score: Raw -821229.193903 + Penalty 2812.548126 = -818416.645777 nChanged 12 SP:Iteration 17Q (1575.677062 sec): 3 clusters Score: Raw -821232.705785 + Penalty 2812.548126 = -818420.157660 nChanged 13 SP:Iteration 18Q (1575.727182 sec): 3 clusters Score: Raw -821236.106898 + Penalty 2812.548126 = -818423.558772 nChanged 13 SP:Iteration 19Q (1575.782895 sec): 3 clusters Score: Raw -821238.893637 + Penalty 2812.548126 = -818426.345511 nChanged 14 SP:Iteration 20F (1575.829788 sec): 3 clusters Score: Raw -821241.894961 + Penalty 2812.548126 = -818429.346835 nChanged 17 SP:Iteration 21Q (1575.871246 sec): 3 clusters Score: Raw -821246.906787 + Penalty 2812.548126 = -818434.358661 nChanged 10 SP:Iteration 22Q (1575.924726 sec): 3 clusters Score: Raw -821250.962297 + Penalty 2812.548126 = -818438.414172 nChanged 12 SP:Iteration 23Q (1575.983753 sec): 3 clusters Score: Raw -821254.903929 + Penalty 2812.548126 = -818442.355803 nChanged 15 SP:Iteration 24Q (1576.035536 sec): 3 clusters Score: Raw -821259.328773 + Penalty 2812.548126 = -818446.780648 nChanged 15 SP:Iteration 25Q (1576.088048 sec): 3 clusters Score: Raw -821263.142142 + Penalty 2812.548126 = -818450.594016 nChanged 17 SP:Iteration 26Q (1576.133594 sec): 3 clusters Score: Raw -821268.199205 + Penalty 2812.548126 = -818455.651079 nChanged 15 SP:Iteration 27Q (1576.187480 sec): 3 clusters Score: Raw -821272.440236 + Penalty 2812.548126 = -818459.892110 nChanged 15 SP:Iteration 28Q (1576.234731 sec): 3 clusters Score: Raw -821275.963628 + Penalty 2812.548126 = -818463.415502 nChanged 15 SP:Iteration 29Q (1576.281743 sec): 3 clusters Score: Raw -821279.597259 + Penalty 2812.548126 = -818467.049133 nChanged 14 SP:Iteration 30Q (1576.342195 sec): 3 clusters Score: Raw -821282.550913 + Penalty 2812.548126 = -818470.002787 nChanged 10 SP:Iteration 31Q (1576.385249 sec): 3 clusters Score: Raw -821285.022100 + Penalty 2812.548126 = -818472.473975 nChanged 8 SP:Iteration 32Q (1576.436983 sec): 3 clusters Score: Raw -821286.403654 + Penalty 2812.548126 = -818473.855528 nChanged 3 SP:Iteration 33Q (1576.492518 sec): 3 clusters Score: Raw -821286.998258 + Penalty 2812.548126 = -818474.450132 nChanged 2 SP:Iteration 34Q (1576.542450 sec): 3 clusters Score: Raw -821287.514172 + Penalty 2812.548126 = -818474.966046 nChanged 1 SP:Iteration 35Q (1576.592836 sec): 3 clusters Score: Raw -821287.619264 + Penalty 2812.548126 = -818475.071139 nChanged 1 SP:Iteration 36Q (1576.647106 sec): 3 clusters Score: Raw -821287.701856 + Penalty 2812.548126 = -818475.153731 nChanged 1 SP:Iteration 37Q (1576.689028 sec): 3 clusters Score: Raw -821288.054331 + Penalty 2812.548126 = -818475.506205 nChanged 0 SP:Iteration 38F (1576.744964 sec): 3 clusters Score: Raw -821288.054331 + Penalty 2812.548126 = -818475.506205 nChanged 0 Trying to split cluster 10 (10126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1576.781156 sec): 2 clusters Score: Raw -1469179.180840 + Penalty 1498.715019 = -1467680.465822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1576.841273 sec): 3 clusters Score: Raw -1463463.346876 + Penalty 2997.430037 = -1460465.916839 nChanged 4409 SP:Iteration 1F (1576.904313 sec): 3 clusters Score: Raw -1465756.386820 + Penalty 2997.430037 = -1462758.956782 nChanged 555 SP:Iteration 2F (1576.957037 sec): 3 clusters Score: Raw -1465981.266679 + Penalty 2997.430037 = -1462983.836642 nChanged 478 SP:Iteration 3Q (1577.029196 sec): 3 clusters Score: Raw -1466181.833720 + Penalty 2997.430037 = -1463184.403683 nChanged 441 SP:Iteration 4Q (1577.081422 sec): 3 clusters Score: Raw -1466381.800855 + Penalty 2997.430037 = -1463384.370818 nChanged 440 SP:Iteration 5Q (1577.145461 sec): 3 clusters Score: Raw -1466600.390261 + Penalty 2997.430037 = -1463602.960223 nChanged 424 SP:Iteration 6Q (1577.207812 sec): 3 clusters Score: Raw -1466849.961573 + Penalty 2997.430037 = -1463852.531536 nChanged 433 SP:Iteration 7Q (1577.277539 sec): 3 clusters Score: Raw -1467113.318250 + Penalty 2997.430037 = -1464115.888212 nChanged 416 SP:Iteration 8Q (1577.324119 sec): 3 clusters Score: Raw -1467372.165694 + Penalty 2997.430037 = -1464374.735657 nChanged 415 SP:Iteration 9Q (1577.393754 sec): 3 clusters Score: Raw -1467640.528008 + Penalty 2997.430037 = -1464643.097971 nChanged 420 SP:Iteration 10Q (1577.444865 sec): 3 clusters Score: Raw -1467939.602436 + Penalty 2997.430037 = -1464942.172399 nChanged 377 SP:Iteration 11Q (1577.510748 sec): 3 clusters Score: Raw -1468233.287958 + Penalty 2997.430037 = -1465235.857921 nChanged 356 SP:Iteration 12Q (1577.562762 sec): 3 clusters Score: Raw -1468497.002393 + Penalty 2997.430037 = -1465499.572356 nChanged 301 SP:Iteration 13Q (1577.622194 sec): 3 clusters Score: Raw -1468690.693643 + Penalty 2997.430037 = -1465693.263606 nChanged 236 SP:Iteration 14Q (1577.684104 sec): 3 clusters Score: Raw -1468819.979350 + Penalty 2997.430037 = -1465822.549313 nChanged 177 SP:Iteration 15Q (1577.739282 sec): 3 clusters Score: Raw -1468907.279047 + Penalty 2997.430037 = -1465909.849010 nChanged 144 SP:Iteration 16Q (1577.807815 sec): 3 clusters Score: Raw -1468974.635639 + Penalty 2997.430037 = -1465977.205602 nChanged 110 SP:Iteration 17Q (1577.869957 sec): 3 clusters Score: Raw -1469025.148472 + Penalty 2997.430037 = -1466027.718435 nChanged 102 SP:Iteration 18Q (1577.930419 sec): 3 clusters Score: Raw -1469070.465623 + Penalty 2997.430037 = -1466073.035585 nChanged 81 SP:Iteration 19Q (1577.986674 sec): 3 clusters Score: Raw -1469105.879477 + Penalty 2997.430037 = -1466108.449440 nChanged 62 SP:Iteration 20F (1578.049181 sec): 3 clusters Score: Raw -1469125.965402 + Penalty 2997.430037 = -1466128.535365 nChanged 45 SP:Iteration 21Q (1578.116182 sec): 3 clusters Score: Raw -1469146.939471 + Penalty 2997.430037 = -1466149.509434 nChanged 57 SP:Iteration 22Q (1578.180056 sec): 3 clusters Score: Raw -1469173.784515 + Penalty 2997.430037 = -1466176.354478 nChanged 52 SP:Iteration 23Q (1578.233818 sec): 3 clusters Score: Raw -1469195.883993 + Penalty 2997.430037 = -1466198.453956 nChanged 47 SP:Iteration 24Q (1578.292457 sec): 3 clusters Score: Raw -1469217.276786 + Penalty 2997.430037 = -1466219.846749 nChanged 34 SP:Iteration 25Q (1578.348837 sec): 3 clusters Score: Raw -1469229.903588 + Penalty 2997.430037 = -1466232.473551 nChanged 30 SP:Iteration 26Q (1578.403725 sec): 3 clusters Score: Raw -1469244.124849 + Penalty 2997.430037 = -1466246.694812 nChanged 28 SP:Iteration 27Q (1578.452164 sec): 3 clusters Score: Raw -1469255.845806 + Penalty 2997.430037 = -1466258.415769 nChanged 31 SP:Iteration 28Q (1578.524645 sec): 3 clusters Score: Raw -1469267.214834 + Penalty 2997.430037 = -1466269.784797 nChanged 21 SP:Iteration 29Q (1578.585757 sec): 3 clusters Score: Raw -1469276.401798 + Penalty 2997.430037 = -1466278.971761 nChanged 13 SP:Iteration 30Q (1578.626346 sec): 3 clusters Score: Raw -1469281.609939 + Penalty 2997.430037 = -1466284.179902 nChanged 10 SP:Iteration 31Q (1578.688773 sec): 3 clusters Score: Raw -1469285.833830 + Penalty 2997.430037 = -1466288.403793 nChanged 12 SP:Iteration 32Q (1578.748864 sec): 3 clusters Score: Raw -1469291.753738 + Penalty 2997.430037 = -1466294.323701 nChanged 12 SP:Iteration 33Q (1578.805557 sec): 3 clusters Score: Raw -1469297.146546 + Penalty 2997.430037 = -1466299.716508 nChanged 9 SP:Iteration 34Q (1578.849228 sec): 3 clusters Score: Raw -1469301.262338 + Penalty 2997.430037 = -1466303.832301 nChanged 9 SP:Iteration 35Q (1578.909544 sec): 3 clusters Score: Raw -1469304.961839 + Penalty 2997.430037 = -1466307.531802 nChanged 9 SP:Iteration 36Q (1578.968025 sec): 3 clusters Score: Raw -1469308.381566 + Penalty 2997.430037 = -1466310.951528 nChanged 8 SP:Iteration 37Q (1579.035419 sec): 3 clusters Score: Raw -1469310.293353 + Penalty 2997.430037 = -1466312.863316 nChanged 5 SP:Iteration 38Q (1579.078336 sec): 3 clusters Score: Raw -1469312.111099 + Penalty 2997.430037 = -1466314.681062 nChanged 6 SP:Iteration 39Q (1579.135685 sec): 3 clusters Score: Raw -1469313.818322 + Penalty 2997.430037 = -1466316.388285 nChanged 2 SP:Iteration 40F (1579.198953 sec): 3 clusters Score: Raw -1469314.506176 + Penalty 2997.430037 = -1466317.076139 nChanged 5 SP:Iteration 41Q (1579.261909 sec): 3 clusters Score: Raw -1469316.805423 + Penalty 2997.430037 = -1466319.375386 nChanged 3 SP:Iteration 42Q (1579.316445 sec): 3 clusters Score: Raw -1469317.713363 + Penalty 2997.430037 = -1466320.283326 nChanged 3 SP:Iteration 43Q (1579.381468 sec): 3 clusters Score: Raw -1469319.322226 + Penalty 2997.430037 = -1466321.892189 nChanged 4 SP:Iteration 44Q (1579.442633 sec): 3 clusters Score: Raw -1469321.752765 + Penalty 2997.430037 = -1466324.322728 nChanged 6 SP:Iteration 45Q (1579.502526 sec): 3 clusters Score: Raw -1469324.844203 + Penalty 2997.430037 = -1466327.414166 nChanged 6 SP:Iteration 46Q (1579.561852 sec): 3 clusters Score: Raw -1469326.713835 + Penalty 2997.430037 = -1466329.283798 nChanged 1 SP:Iteration 47Q (1579.611227 sec): 3 clusters Score: Raw -1469326.790914 + Penalty 2997.430037 = -1466329.360877 nChanged 0 SP:Iteration 48F (1579.683192 sec): 3 clusters Score: Raw -1469326.790914 + Penalty 2997.430037 = -1466329.360877 nChanged 0 Trying to split cluster 11 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1579.698013 sec): 2 clusters Score: Raw -36857.207157 + Penalty 939.370821 = -35917.836335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1579.741881 sec): 3 clusters Score: Raw -36900.205298 + Penalty 1878.741643 = -35021.463655 nChanged 71 SP:Iteration 1F (1579.790801 sec): 3 clusters Score: Raw -37078.005358 + Penalty 1878.741643 = -35199.263715 nChanged 25 SP:Iteration 2F (1579.794702 sec): 3 clusters Score: Raw -37140.292292 + Penalty 1878.741643 = -35261.550650 nChanged 14 SP:Iteration 3Q (1579.797337 sec): 3 clusters Score: Raw -37177.649070 + Penalty 1878.741643 = -35298.907428 nChanged 9 SP:Iteration 4Q (1579.799505 sec): 3 clusters Score: Raw -37206.920007 + Penalty 1878.741643 = -35328.178365 nChanged 3 SP:Iteration 5Q (1579.801657 sec): 3 clusters Score: Raw -37211.231410 + Penalty 1878.741643 = -35332.489767 nChanged 1 SP:Iteration 6Q (1579.803799 sec): 3 clusters Score: Raw -37212.699468 + Penalty 1878.741643 = -35333.957825 nChanged 0 SP:Iteration 7F (1579.805991 sec): 3 clusters Score: Raw -37212.699468 + Penalty 1878.741643 = -35333.957825 nChanged 0 Trying to split cluster 12 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1579.812318 sec): 2 clusters Score: Raw -32549.605313 + Penalty 971.157023 = -31578.448290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1579.815064 sec): 3 clusters Score: Raw -32543.173169 + Penalty 1942.314046 = -30600.859124 nChanged 94 SP:Iteration 1F (1579.817610 sec): 3 clusters Score: Raw -32713.933588 + Penalty 1942.314046 = -30771.619542 nChanged 19 SP:Iteration 2Q (1579.820118 sec): 3 clusters Score: Raw -32760.064105 + Penalty 1942.314046 = -30817.750059 nChanged 10 SP:Iteration 3Q (1579.822616 sec): 3 clusters Score: Raw -32784.328762 + Penalty 1942.314046 = -30842.014717 nChanged 7 SP:Iteration 4Q (1579.825076 sec): 3 clusters Score: Raw -32808.321146 + Penalty 1942.314046 = -30866.007101 nChanged 11 SP:Iteration 5Q (1579.827591 sec): 3 clusters Score: Raw -32831.023777 + Penalty 1942.314046 = -30888.709731 nChanged 9 SP:Iteration 6Q (1579.830059 sec): 3 clusters Score: Raw -32843.287731 + Penalty 1942.314046 = -30900.973686 nChanged 7 SP:Iteration 7Q (1579.868420 sec): 3 clusters Score: Raw -32849.839496 + Penalty 1942.314046 = -30907.525451 nChanged 8 SP:Iteration 8Q (1579.916838 sec): 3 clusters Score: Raw -32859.858850 + Penalty 1942.314046 = -30917.544804 nChanged 5 SP:Iteration 9Q (1579.956587 sec): 3 clusters Score: Raw -32873.358269 + Penalty 1942.314046 = -30931.044223 nChanged 3 SP:Iteration 10Q (1579.993616 sec): 3 clusters Score: Raw -32878.167549 + Penalty 1942.314046 = -30935.853503 nChanged 0 SP:Iteration 11F (1580.043198 sec): 3 clusters Score: Raw -32878.167549 + Penalty 1942.314046 = -30935.853503 nChanged 0 Trying to split cluster 13 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1580.056368 sec): 2 clusters Score: Raw -47548.454996 + Penalty 952.377761 = -46596.077235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1580.113229 sec): 3 clusters Score: Raw -47646.091432 + Penalty 1904.755523 = -45741.335909 nChanged 78 SP:Iteration 1F (1580.161313 sec): 3 clusters Score: Raw -47876.585649 + Penalty 1904.755523 = -45971.830126 nChanged 34 SP:Iteration 2F (1580.191048 sec): 3 clusters Score: Raw -48034.431460 + Penalty 1904.755523 = -46129.675938 nChanged 13 SP:Iteration 3Q (1580.243327 sec): 3 clusters Score: Raw -48074.727246 + Penalty 1904.755523 = -46169.971723 nChanged 10 SP:Iteration 4Q (1580.275035 sec): 3 clusters Score: Raw -48104.612050 + Penalty 1904.755523 = -46199.856528 nChanged 5 SP:Iteration 5Q (1580.319717 sec): 3 clusters Score: Raw -48118.162359 + Penalty 1904.755523 = -46213.406837 nChanged 3 SP:Iteration 6Q (1580.359001 sec): 3 clusters Score: Raw -48135.390897 + Penalty 1904.755523 = -46230.635374 nChanged 1 SP:Iteration 7Q (1580.396942 sec): 3 clusters Score: Raw -48136.579235 + Penalty 1904.755523 = -46231.823713 nChanged 0 SP:Iteration 8F (1580.435240 sec): 3 clusters Score: Raw -48136.579235 + Penalty 1904.755523 = -46231.823713 nChanged 0 Trying to split cluster 14 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1580.463016 sec): 2 clusters Score: Raw -37552.165920 + Penalty 995.261051 = -36556.904869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1580.499612 sec): 3 clusters Score: Raw -37600.225997 + Penalty 1990.522102 = -35609.703895 nChanged 125 SP:Iteration 1F (1580.533131 sec): 3 clusters Score: Raw -37808.847966 + Penalty 1990.522102 = -35818.325864 nChanged 40 SP:Iteration 2F (1580.572986 sec): 3 clusters Score: Raw -37897.830807 + Penalty 1990.522102 = -35907.308705 nChanged 28 SP:Iteration 3F (1580.616142 sec): 3 clusters Score: Raw -38015.474593 + Penalty 1990.522102 = -36024.952491 nChanged 25 SP:Iteration 4F (1580.648473 sec): 3 clusters Score: Raw -38106.661887 + Penalty 1990.522102 = -36116.139785 nChanged 17 SP:Iteration 5Q (1580.686931 sec): 3 clusters Score: Raw -38178.556951 + Penalty 1990.522102 = -36188.034849 nChanged 10 SP:Iteration 6Q (1580.727583 sec): 3 clusters Score: Raw -38233.284962 + Penalty 1990.522102 = -36242.762860 nChanged 9 SP:Iteration 7Q (1580.769115 sec): 3 clusters Score: Raw -38269.848791 + Penalty 1990.522102 = -36279.326689 nChanged 6 SP:Iteration 8Q (1580.810619 sec): 3 clusters Score: Raw -38295.229240 + Penalty 1990.522102 = -36304.707138 nChanged 4 SP:Iteration 9Q (1580.850424 sec): 3 clusters Score: Raw -38314.121209 + Penalty 1990.522102 = -36323.599107 nChanged 7 SP:Iteration 10Q (1580.894733 sec): 3 clusters Score: Raw -38356.723888 + Penalty 1990.522102 = -36366.201786 nChanged 2 SP:Iteration 11Q (1580.927444 sec): 3 clusters Score: Raw -38363.063446 + Penalty 1990.522102 = -36372.541344 nChanged 0 SP:Iteration 12F (1580.971181 sec): 3 clusters Score: Raw -38363.063446 + Penalty 1990.522102 = -36372.541344 nChanged 0 Trying to split cluster 15 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1580.990757 sec): 2 clusters Score: Raw -27986.363260 + Penalty 916.809899 = -27069.553361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1581.032426 sec): 3 clusters Score: Raw -28045.547278 + Penalty 1833.619798 = -26211.927480 nChanged 63 SP:Iteration 1F (1581.066536 sec): 3 clusters Score: Raw -28274.185007 + Penalty 1833.619798 = -26440.565209 nChanged 22 SP:Iteration 2F (1581.108976 sec): 3 clusters Score: Raw -28348.569445 + Penalty 1833.619798 = -26514.949647 nChanged 8 SP:Iteration 3Q (1581.157793 sec): 3 clusters Score: Raw -28377.377599 + Penalty 1833.619798 = -26543.757801 nChanged 1 SP:Iteration 4Q (1581.189430 sec): 3 clusters Score: Raw -28382.810502 + Penalty 1833.619798 = -26549.190704 nChanged 0 SP:Iteration 5F (1581.242800 sec): 3 clusters Score: Raw -28382.810502 + Penalty 1833.619798 = -26549.190704 nChanged 0 Trying to split cluster 16 (8378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1581.263927 sec): 2 clusters Score: Raw -1199889.922940 + Penalty 1467.921731 = -1198422.001208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1581.322269 sec): 3 clusters Score: Raw -1195220.115527 + Penalty 2935.843463 = -1192284.272064 nChanged 3556 SP:Iteration 1F (1581.385343 sec): 3 clusters Score: Raw -1197180.052140 + Penalty 2935.843463 = -1194244.208677 nChanged 496 SP:Iteration 2F (1581.430895 sec): 3 clusters Score: Raw -1197389.351846 + Penalty 2935.843463 = -1194453.508383 nChanged 408 SP:Iteration 3Q (1581.495239 sec): 3 clusters Score: Raw -1197576.437458 + Penalty 2935.843463 = -1194640.593995 nChanged 379 SP:Iteration 4Q (1581.551129 sec): 3 clusters Score: Raw -1197760.759280 + Penalty 2935.843463 = -1194824.915817 nChanged 364 SP:Iteration 5Q (1581.609310 sec): 3 clusters Score: Raw -1197948.788448 + Penalty 2935.843463 = -1195012.944985 nChanged 372 SP:Iteration 6Q (1581.677541 sec): 3 clusters Score: Raw -1198163.164588 + Penalty 2935.843463 = -1195227.321125 nChanged 379 SP:Iteration 7Q (1581.736565 sec): 3 clusters Score: Raw -1198407.556318 + Penalty 2935.843463 = -1195471.712855 nChanged 366 SP:Iteration 8Q (1581.780995 sec): 3 clusters Score: Raw -1198642.681484 + Penalty 2935.843463 = -1195706.838021 nChanged 345 SP:Iteration 9Q (1581.844380 sec): 3 clusters Score: Raw -1198895.509463 + Penalty 2935.843463 = -1195959.666000 nChanged 319 SP:Iteration 10Q (1581.895607 sec): 3 clusters Score: Raw -1199147.579729 + Penalty 2935.843463 = -1196211.736266 nChanged 270 SP:Iteration 11Q (1581.963425 sec): 3 clusters Score: Raw -1199343.884599 + Penalty 2935.843463 = -1196408.041136 nChanged 214 SP:Iteration 12Q (1582.011139 sec): 3 clusters Score: Raw -1199482.643564 + Penalty 2935.843463 = -1196546.800101 nChanged 185 SP:Iteration 13Q (1582.068850 sec): 3 clusters Score: Raw -1199604.664773 + Penalty 2935.843463 = -1196668.821310 nChanged 162 SP:Iteration 14Q (1582.130708 sec): 3 clusters Score: Raw -1199716.335880 + Penalty 2935.843463 = -1196780.492417 nChanged 140 SP:Iteration 15Q (1582.192395 sec): 3 clusters Score: Raw -1199804.350132 + Penalty 2935.843463 = -1196868.506669 nChanged 105 SP:Iteration 16Q (1582.250643 sec): 3 clusters Score: Raw -1199869.365411 + Penalty 2935.843463 = -1196933.521948 nChanged 69 SP:Iteration 17Q (1582.299161 sec): 3 clusters Score: Raw -1199908.937251 + Penalty 2935.843463 = -1196973.093788 nChanged 57 SP:Iteration 18Q (1582.352918 sec): 3 clusters Score: Raw -1199936.480294 + Penalty 2935.843463 = -1197000.636831 nChanged 40 SP:Iteration 19Q (1582.417876 sec): 3 clusters Score: Raw -1199956.464014 + Penalty 2935.843463 = -1197020.620551 nChanged 24 SP:Iteration 20F (1582.479914 sec): 3 clusters Score: Raw -1199967.054945 + Penalty 2935.843463 = -1197031.211482 nChanged 18 SP:Iteration 21Q (1582.532449 sec): 3 clusters Score: Raw -1199979.782002 + Penalty 2935.843463 = -1197043.938539 nChanged 23 SP:Iteration 22Q (1582.592474 sec): 3 clusters Score: Raw -1199995.114910 + Penalty 2935.843463 = -1197059.271447 nChanged 30 SP:Iteration 23Q (1582.646297 sec): 3 clusters Score: Raw -1200018.564304 + Penalty 2935.843463 = -1197082.720841 nChanged 17 SP:Iteration 24Q (1582.699796 sec): 3 clusters Score: Raw -1200028.090766 + Penalty 2935.843463 = -1197092.247303 nChanged 9 SP:Iteration 25Q (1582.750576 sec): 3 clusters Score: Raw -1200035.352410 + Penalty 2935.843463 = -1197099.508947 nChanged 8 SP:Iteration 26Q (1582.810900 sec): 3 clusters Score: Raw -1200042.297763 + Penalty 2935.843463 = -1197106.454300 nChanged 10 SP:Iteration 27Q (1582.869488 sec): 3 clusters Score: Raw -1200049.296160 + Penalty 2935.843463 = -1197113.452697 nChanged 5 SP:Iteration 28Q (1582.923864 sec): 3 clusters Score: Raw -1200052.212376 + Penalty 2935.843463 = -1197116.368913 nChanged 7 SP:Iteration 29Q (1582.985662 sec): 3 clusters Score: Raw -1200055.599488 + Penalty 2935.843463 = -1197119.756025 nChanged 7 SP:Iteration 30Q (1583.031210 sec): 3 clusters Score: Raw -1200059.741625 + Penalty 2935.843463 = -1197123.898162 nChanged 4 SP:Iteration 31Q (1583.086967 sec): 3 clusters Score: Raw -1200062.439083 + Penalty 2935.843463 = -1197126.595620 nChanged 9 SP:Iteration 32Q (1583.130800 sec): 3 clusters Score: Raw -1200070.861242 + Penalty 2935.843463 = -1197135.017779 nChanged 12 SP:Iteration 33Q (1583.188151 sec): 3 clusters Score: Raw -1200078.455703 + Penalty 2935.843463 = -1197142.612240 nChanged 9 SP:Iteration 34Q (1583.239910 sec): 3 clusters Score: Raw -1200083.647885 + Penalty 2935.843463 = -1197147.804422 nChanged 10 SP:Iteration 35Q (1583.294115 sec): 3 clusters Score: Raw -1200091.705572 + Penalty 2935.843463 = -1197155.862109 nChanged 6 SP:Iteration 36Q (1583.355197 sec): 3 clusters Score: Raw -1200097.135497 + Penalty 2935.843463 = -1197161.292034 nChanged 2 SP:Iteration 37Q (1583.412635 sec): 3 clusters Score: Raw -1200101.045131 + Penalty 2935.843463 = -1197165.201668 nChanged 6 SP:Iteration 38Q (1583.472223 sec): 3 clusters Score: Raw -1200107.726385 + Penalty 2935.843463 = -1197171.882922 nChanged 10 SP:Iteration 39Q (1583.524272 sec): 3 clusters Score: Raw -1200118.555236 + Penalty 2935.843463 = -1197182.711773 nChanged 7 SP:Iteration 40F (1583.588271 sec): 3 clusters Score: Raw -1200124.872788 + Penalty 2935.843463 = -1197189.029325 nChanged 3 SP:Iteration 41Q (1583.632657 sec): 3 clusters Score: Raw -1200126.935244 + Penalty 2935.843463 = -1197191.091781 nChanged 1 SP:Iteration 42Q (1583.684011 sec): 3 clusters Score: Raw -1200127.634710 + Penalty 2935.843463 = -1197191.791247 nChanged 2 SP:Iteration 43Q (1583.746122 sec): 3 clusters Score: Raw -1200128.529976 + Penalty 2935.843463 = -1197192.686513 nChanged 2 SP:Iteration 44Q (1583.798009 sec): 3 clusters Score: Raw -1200129.716510 + Penalty 2935.843463 = -1197193.873047 nChanged 1 SP:Iteration 45Q (1583.855782 sec): 3 clusters Score: Raw -1200129.872348 + Penalty 2935.843463 = -1197194.028885 nChanged 0 SP:Iteration 46F (1583.923344 sec): 3 clusters Score: Raw -1200129.872348 + Penalty 2935.843463 = -1197194.028885 nChanged 0 Trying to split cluster 17 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1583.946295 sec): 2 clusters Score: Raw -60264.188657 + Penalty 986.494881 = -59277.693776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1583.990387 sec): 3 clusters Score: Raw -60345.375551 + Penalty 1972.989762 = -58372.385790 nChanged 113 SP:Iteration 1F (1584.023757 sec): 3 clusters Score: Raw -60681.883391 + Penalty 1972.989762 = -58708.893629 nChanged 46 SP:Iteration 2F (1584.081527 sec): 3 clusters Score: Raw -60835.582952 + Penalty 1972.989762 = -58862.593191 nChanged 24 SP:Iteration 3F (1584.127793 sec): 3 clusters Score: Raw -60917.570368 + Penalty 1972.989762 = -58944.580607 nChanged 9 SP:Iteration 4Q (1584.163197 sec): 3 clusters Score: Raw -60968.724737 + Penalty 1972.989762 = -58995.734976 nChanged 10 SP:Iteration 5Q (1584.210226 sec): 3 clusters Score: Raw -61017.526904 + Penalty 1972.989762 = -59044.537142 nChanged 7 SP:Iteration 6Q (1584.258514 sec): 3 clusters Score: Raw -61059.672352 + Penalty 1972.989762 = -59086.682591 nChanged 7 SP:Iteration 7Q (1584.300851 sec): 3 clusters Score: Raw -61095.996750 + Penalty 1972.989762 = -59123.006988 nChanged 4 SP:Iteration 8Q (1584.339118 sec): 3 clusters Score: Raw -61108.877031 + Penalty 1972.989762 = -59135.887270 nChanged 3 SP:Iteration 9Q (1584.387508 sec): 3 clusters Score: Raw -61124.987166 + Penalty 1972.989762 = -59151.997405 nChanged 1 SP:Iteration 10Q (1584.431048 sec): 3 clusters Score: Raw -61129.019875 + Penalty 1972.989762 = -59156.030113 nChanged 1 SP:Iteration 11Q (1584.478324 sec): 3 clusters Score: Raw -61135.561444 + Penalty 1972.989762 = -59162.571683 nChanged 1 SP:Iteration 12Q (1584.513125 sec): 3 clusters Score: Raw -61136.435861 + Penalty 1972.989762 = -59163.446099 nChanged 0 SP:Iteration 13F (1584.557553 sec): 3 clusters Score: Raw -61136.435861 + Penalty 1972.989762 = -59163.446099 nChanged 0 Trying to split cluster 18 (616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1584.579516 sec): 2 clusters Score: Raw -89500.118682 + Penalty 1043.777632 = -88456.341050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1584.627169 sec): 3 clusters Score: Raw -89426.547659 + Penalty 2087.555263 = -87338.992396 nChanged 171 SP:Iteration 1F (1584.675139 sec): 3 clusters Score: Raw -89678.434900 + Penalty 2087.555263 = -87590.879637 nChanged 57 SP:Iteration 2F (1584.712838 sec): 3 clusters Score: Raw -89799.346360 + Penalty 2087.555263 = -87711.791097 nChanged 35 SP:Iteration 3F (1584.761417 sec): 3 clusters Score: Raw -89867.981990 + Penalty 2087.555263 = -87780.426727 nChanged 18 SP:Iteration 4Q (1584.793982 sec): 3 clusters Score: Raw -89907.518416 + Penalty 2087.555263 = -87819.963153 nChanged 18 SP:Iteration 5Q (1584.831269 sec): 3 clusters Score: Raw -89961.053180 + Penalty 2087.555263 = -87873.497917 nChanged 16 SP:Iteration 6Q (1584.872230 sec): 3 clusters Score: Raw -89999.813082 + Penalty 2087.555263 = -87912.257819 nChanged 19 SP:Iteration 7Q (1584.914670 sec): 3 clusters Score: Raw -90043.203485 + Penalty 2087.555263 = -87955.648222 nChanged 16 SP:Iteration 8Q (1584.957366 sec): 3 clusters Score: Raw -90089.515922 + Penalty 2087.555263 = -88001.960659 nChanged 12 SP:Iteration 9Q (1584.999020 sec): 3 clusters Score: Raw -90115.386600 + Penalty 2087.555263 = -88027.831337 nChanged 11 SP:Iteration 10Q (1585.037062 sec): 3 clusters Score: Raw -90129.725393 + Penalty 2087.555263 = -88042.170130 nChanged 8 SP:Iteration 11Q (1585.081253 sec): 3 clusters Score: Raw -90139.017880 + Penalty 2087.555263 = -88051.462617 nChanged 4 SP:Iteration 12Q (1585.123247 sec): 3 clusters Score: Raw -90145.460943 + Penalty 2087.555263 = -88057.905679 nChanged 6 SP:Iteration 13Q (1585.167334 sec): 3 clusters Score: Raw -90154.934799 + Penalty 2087.555263 = -88067.379536 nChanged 9 SP:Iteration 14Q (1585.204618 sec): 3 clusters Score: Raw -90166.342327 + Penalty 2087.555263 = -88078.787064 nChanged 4 SP:Iteration 15Q (1585.248565 sec): 3 clusters Score: Raw -90177.761099 + Penalty 2087.555263 = -88090.205836 nChanged 2 SP:Iteration 16Q (1585.289069 sec): 3 clusters Score: Raw -90181.264285 + Penalty 2087.555263 = -88093.709022 nChanged 0 SP:Iteration 17F (1585.318781 sec): 3 clusters Score: Raw -90181.264285 + Penalty 2087.555263 = -88093.709022 nChanged 0 Trying to split cluster 19 (1107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1585.337215 sec): 2 clusters Score: Raw -143505.928586 + Penalty 1139.028952 = -142366.899634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1585.379759 sec): 3 clusters Score: Raw -143156.937532 + Penalty 2278.057903 = -140878.879628 nChanged 341 SP:Iteration 1F (1585.412822 sec): 3 clusters Score: Raw -143484.180295 + Penalty 2278.057903 = -141206.122392 nChanged 100 SP:Iteration 2F (1585.455219 sec): 3 clusters Score: Raw -143608.969565 + Penalty 2278.057903 = -141330.911662 nChanged 68 SP:Iteration 3F (1585.496633 sec): 3 clusters Score: Raw -143686.733345 + Penalty 2278.057903 = -141408.675442 nChanged 52 SP:Iteration 4Q (1585.534302 sec): 3 clusters Score: Raw -143756.318782 + Penalty 2278.057903 = -141478.260879 nChanged 45 SP:Iteration 5Q (1585.577539 sec): 3 clusters Score: Raw -143809.217335 + Penalty 2278.057903 = -141531.159432 nChanged 30 SP:Iteration 6Q (1585.621890 sec): 3 clusters Score: Raw -143855.798989 + Penalty 2278.057903 = -141577.741086 nChanged 34 SP:Iteration 7Q (1585.666643 sec): 3 clusters Score: Raw -143912.528911 + Penalty 2278.057903 = -141634.471008 nChanged 24 SP:Iteration 8Q (1585.702195 sec): 3 clusters Score: Raw -143943.088930 + Penalty 2278.057903 = -141665.031027 nChanged 17 SP:Iteration 9Q (1585.743492 sec): 3 clusters Score: Raw -143970.425265 + Penalty 2278.057903 = -141692.367361 nChanged 17 SP:Iteration 10Q (1585.793558 sec): 3 clusters Score: Raw -143996.028168 + Penalty 2278.057903 = -141717.970265 nChanged 20 SP:Iteration 11Q (1585.840384 sec): 3 clusters Score: Raw -144015.249804 + Penalty 2278.057903 = -141737.191901 nChanged 15 SP:Iteration 12Q (1585.864696 sec): 3 clusters Score: Raw -144031.730534 + Penalty 2278.057903 = -141753.672631 nChanged 15 SP:Iteration 13Q (1585.912995 sec): 3 clusters Score: Raw -144052.081005 + Penalty 2278.057903 = -141774.023102 nChanged 11 SP:Iteration 14Q (1585.942606 sec): 3 clusters Score: Raw -144064.320562 + Penalty 2278.057903 = -141786.262658 nChanged 9 SP:Iteration 15Q (1585.978203 sec): 3 clusters Score: Raw -144072.611001 + Penalty 2278.057903 = -141794.553098 nChanged 6 SP:Iteration 16Q (1586.023195 sec): 3 clusters Score: Raw -144078.652863 + Penalty 2278.057903 = -141800.594960 nChanged 0 SP:Iteration 17F (1586.066408 sec): 3 clusters Score: Raw -144078.652863 + Penalty 2278.057903 = -141800.594960 nChanged 0 Trying to split cluster 20 (36879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1586.142216 sec): 2 clusters Score: Raw -5201503.567595 + Penalty 1708.752104 = -5199794.815491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1586.235528 sec): 3 clusters Score: Raw -5178504.064896 + Penalty 3417.504208 = -5175086.560688 nChanged 17130 SP:Iteration 1F (1586.336576 sec): 3 clusters Score: Raw -5188506.864185 + Penalty 3417.504208 = -5185089.359978 nChanged 1816 SP:Iteration 2Q (1586.443207 sec): 3 clusters Score: Raw -5189183.389503 + Penalty 3417.504208 = -5185765.885295 nChanged 1804 SP:Iteration 3Q (1586.553061 sec): 3 clusters Score: Raw -5189990.625459 + Penalty 3417.504208 = -5186573.121251 nChanged 1983 SP:Iteration 4F (1586.650511 sec): 3 clusters Score: Raw -5191065.973696 + Penalty 3417.504208 = -5187648.469488 nChanged 2194 SP:Iteration 5F (1586.764501 sec): 3 clusters Score: Raw -5192555.356453 + Penalty 3417.504208 = -5189137.852245 nChanged 2477 SP:Iteration 6F (1586.873888 sec): 3 clusters Score: Raw -5194491.286124 + Penalty 3417.504208 = -5191073.781916 nChanged 2563 SP:Iteration 7F (1586.978623 sec): 3 clusters Score: Raw -5196674.635791 + Penalty 3417.504208 = -5193257.131584 nChanged 2167 SP:Iteration 8F (1587.086196 sec): 3 clusters Score: Raw -5198579.673596 + Penalty 3417.504208 = -5195162.169389 nChanged 1555 SP:Iteration 9Q (1587.181649 sec): 3 clusters Score: Raw -5199942.639658 + Penalty 3417.504208 = -5196525.135450 nChanged 961 SP:Iteration 10Q (1587.291563 sec): 3 clusters Score: Raw -5200760.253725 + Penalty 3417.504208 = -5197342.749517 nChanged 530 SP:Iteration 11Q (1587.381337 sec): 3 clusters Score: Raw -5201179.333744 + Penalty 3417.504208 = -5197761.829536 nChanged 299 SP:Iteration 12Q (1587.479542 sec): 3 clusters Score: Raw -5201411.602583 + Penalty 3417.504208 = -5197994.098376 nChanged 154 SP:Iteration 13Q (1587.566857 sec): 3 clusters Score: Raw -5201540.192503 + Penalty 3417.504208 = -5198122.688296 nChanged 107 SP:Iteration 14Q (1587.665464 sec): 3 clusters Score: Raw -5201623.613391 + Penalty 3417.504208 = -5198206.109183 nChanged 59 SP:Iteration 15Q (1587.753095 sec): 3 clusters Score: Raw -5201666.991845 + Penalty 3417.504208 = -5198249.487637 nChanged 43 SP:Iteration 16Q (1587.853213 sec): 3 clusters Score: Raw -5201709.192597 + Penalty 3417.504208 = -5198291.688389 nChanged 37 SP:Iteration 17Q (1587.945160 sec): 3 clusters Score: Raw -5201741.459018 + Penalty 3417.504208 = -5198323.954811 nChanged 23 SP:Iteration 18Q (1588.035115 sec): 3 clusters Score: Raw -5201757.835842 + Penalty 3417.504208 = -5198340.331634 nChanged 14 SP:Iteration 19Q (1588.122861 sec): 3 clusters Score: Raw -5201768.411749 + Penalty 3417.504208 = -5198350.907541 nChanged 7 SP:Iteration 20F (1588.232011 sec): 3 clusters Score: Raw -5201772.517192 + Penalty 3417.504208 = -5198355.012985 nChanged 6 SP:Iteration 21Q (1588.325869 sec): 3 clusters Score: Raw -5201775.285071 + Penalty 3417.504208 = -5198357.780864 nChanged 4 SP:Iteration 22Q (1588.434090 sec): 3 clusters Score: Raw -5201777.565329 + Penalty 3417.504208 = -5198360.061121 nChanged 5 SP:Iteration 23Q (1588.525631 sec): 3 clusters Score: Raw -5201781.798171 + Penalty 3417.504208 = -5198364.293963 nChanged 5 SP:Iteration 24Q (1588.613609 sec): 3 clusters Score: Raw -5201785.777131 + Penalty 3417.504208 = -5198368.272924 nChanged 3 SP:Iteration 25Q (1588.701809 sec): 3 clusters Score: Raw -5201788.727142 + Penalty 3417.504208 = -5198371.222934 nChanged 3 SP:Iteration 26Q (1588.797692 sec): 3 clusters Score: Raw -5201790.138021 + Penalty 3417.504208 = -5198372.633814 nChanged 1 SP:Iteration 27Q (1588.887205 sec): 3 clusters Score: Raw -5201790.391400 + Penalty 3417.504208 = -5198372.887193 nChanged 1 SP:Iteration 28Q (1588.989014 sec): 3 clusters Score: Raw -5201790.784345 + Penalty 3417.504208 = -5198373.280138 nChanged 1 SP:Iteration 29Q (1589.070305 sec): 3 clusters Score: Raw -5201791.074168 + Penalty 3417.504208 = -5198373.569960 nChanged 0 SP:Iteration 30F (1589.165063 sec): 3 clusters Score: Raw -5201791.074168 + Penalty 3417.504208 = -5198373.569960 nChanged 0 Trying to split cluster 21 (23129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1589.219506 sec): 2 clusters Score: Raw -3174051.944933 + Penalty 1632.936910 = -3172419.008024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1589.302554 sec): 3 clusters Score: Raw -3160201.092092 + Penalty 3265.873819 = -3156935.218273 nChanged 10401 SP:Iteration 1F (1589.381242 sec): 3 clusters Score: Raw -3166005.872925 + Penalty 3265.873819 = -3162739.999106 nChanged 1301 SP:Iteration 2F (1589.455947 sec): 3 clusters Score: Raw -3166528.795389 + Penalty 3265.873819 = -3163262.921570 nChanged 1317 SP:Iteration 3F (1589.528047 sec): 3 clusters Score: Raw -3167168.070674 + Penalty 3265.873819 = -3163902.196855 nChanged 1381 SP:Iteration 4F (1589.608765 sec): 3 clusters Score: Raw -3167961.932696 + Penalty 3265.873819 = -3164696.058876 nChanged 1470 SP:Iteration 5F (1589.688785 sec): 3 clusters Score: Raw -3168926.455784 + Penalty 3265.873819 = -3165660.581965 nChanged 1493 SP:Iteration 6F (1589.768722 sec): 3 clusters Score: Raw -3169999.446550 + Penalty 3265.873819 = -3166733.572731 nChanged 1369 SP:Iteration 7F (1589.845552 sec): 3 clusters Score: Raw -3171066.134100 + Penalty 3265.873819 = -3167800.260281 nChanged 1116 SP:Iteration 8Q (1589.933377 sec): 3 clusters Score: Raw -3172041.929781 + Penalty 3265.873819 = -3168776.055962 nChanged 755 SP:Iteration 9Q (1590.010402 sec): 3 clusters Score: Raw -3172803.434765 + Penalty 3265.873819 = -3169537.560946 nChanged 511 SP:Iteration 10Q (1590.087024 sec): 3 clusters Score: Raw -3173444.742018 + Penalty 3265.873819 = -3170178.868199 nChanged 391 SP:Iteration 11Q (1590.173316 sec): 3 clusters Score: Raw -3173961.480351 + Penalty 3265.873819 = -3170695.606532 nChanged 297 SP:Iteration 12Q (1590.253391 sec): 3 clusters Score: Raw -3174203.623173 + Penalty 3265.873819 = -3170937.749354 nChanged 173 SP:Iteration 13Q (1590.319548 sec): 3 clusters Score: Raw -3174297.551853 + Penalty 3265.873819 = -3171031.678034 nChanged 118 SP:Iteration 14Q (1590.402966 sec): 3 clusters Score: Raw -3174349.117096 + Penalty 3265.873819 = -3171083.243277 nChanged 78 SP:Iteration 15Q (1590.482308 sec): 3 clusters Score: Raw -3174377.586082 + Penalty 3265.873819 = -3171111.712263 nChanged 60 SP:Iteration 16Q (1590.550114 sec): 3 clusters Score: Raw -3174395.014977 + Penalty 3265.873819 = -3171129.141158 nChanged 39 SP:Iteration 17Q (1590.619730 sec): 3 clusters Score: Raw -3174405.336792 + Penalty 3265.873819 = -3171139.462973 nChanged 17 SP:Iteration 18Q (1590.706312 sec): 3 clusters Score: Raw -3174408.128756 + Penalty 3265.873819 = -3171142.254937 nChanged 16 SP:Iteration 19Q (1590.779764 sec): 3 clusters Score: Raw -3174411.724741 + Penalty 3265.873819 = -3171145.850922 nChanged 16 SP:Iteration 20F (1590.849551 sec): 3 clusters Score: Raw -3174415.020253 + Penalty 3265.873819 = -3171149.146434 nChanged 11 SP:Iteration 21Q (1590.937522 sec): 3 clusters Score: Raw -3174417.172702 + Penalty 3265.873819 = -3171151.298883 nChanged 5 SP:Iteration 22Q (1591.016106 sec): 3 clusters Score: Raw -3174418.135997 + Penalty 3265.873819 = -3171152.262178 nChanged 7 SP:Iteration 23Q (1591.081816 sec): 3 clusters Score: Raw -3174419.238415 + Penalty 3265.873819 = -3171153.364596 nChanged 7 SP:Iteration 24Q (1591.158696 sec): 3 clusters Score: Raw -3174420.825987 + Penalty 3265.873819 = -3171154.952168 nChanged 5 SP:Iteration 25Q (1591.238097 sec): 3 clusters Score: Raw -3174421.728192 + Penalty 3265.873819 = -3171155.854372 nChanged 6 SP:Iteration 26Q (1591.309628 sec): 3 clusters Score: Raw -3174422.534471 + Penalty 3265.873819 = -3171156.660652 nChanged 4 SP:Iteration 27Q (1591.388263 sec): 3 clusters Score: Raw -3174423.000623 + Penalty 3265.873819 = -3171157.126804 nChanged 3 SP:Iteration 28Q (1591.460908 sec): 3 clusters Score: Raw -3174423.347647 + Penalty 3265.873819 = -3171157.473828 nChanged 1 SP:Iteration 29Q (1591.545941 sec): 3 clusters Score: Raw -3174423.513295 + Penalty 3265.873819 = -3171157.639476 nChanged 3 SP:Iteration 30Q (1591.621126 sec): 3 clusters Score: Raw -3174424.407706 + Penalty 3265.873819 = -3171158.533887 nChanged 6 SP:Iteration 31Q (1591.686829 sec): 3 clusters Score: Raw -3174425.111128 + Penalty 3265.873819 = -3171159.237309 nChanged 7 SP:Iteration 32Q (1591.772589 sec): 3 clusters Score: Raw -3174426.085097 + Penalty 3265.873819 = -3171160.211278 nChanged 2 SP:Iteration 33Q (1591.836002 sec): 3 clusters Score: Raw -3174426.224814 + Penalty 3265.873819 = -3171160.350995 nChanged 1 SP:Iteration 34Q (1591.912126 sec): 3 clusters Score: Raw -3174426.501663 + Penalty 3265.873819 = -3171160.627843 nChanged 6 SP:Iteration 35Q (1591.994958 sec): 3 clusters Score: Raw -3174427.353611 + Penalty 3265.873819 = -3171161.479792 nChanged 3 SP:Iteration 36Q (1592.074529 sec): 3 clusters Score: Raw -3174427.623922 + Penalty 3265.873819 = -3171161.750103 nChanged 0 SP:Iteration 37F (1592.165342 sec): 3 clusters Score: Raw -3174427.623922 + Penalty 3265.873819 = -3171161.750103 nChanged 0 Trying to split cluster 22 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1592.191019 sec): 2 clusters Score: Raw -29854.317211 + Penalty 941.859384 = -28912.457827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1592.236094 sec): 3 clusters Score: Raw -29967.306661 + Penalty 1883.718769 = -28083.587892 nChanged 88 SP:Iteration 1F (1592.267917 sec): 3 clusters Score: Raw -30226.545993 + Penalty 1883.718769 = -28342.827224 nChanged 14 SP:Iteration 2Q (1592.308567 sec): 3 clusters Score: Raw -30274.051803 + Penalty 1883.718769 = -28390.333034 nChanged 7 SP:Iteration 3Q (1592.356278 sec): 3 clusters Score: Raw -30300.660025 + Penalty 1883.718769 = -28416.941256 nChanged 7 SP:Iteration 4Q (1592.398402 sec): 3 clusters Score: Raw -30357.110167 + Penalty 1883.718769 = -28473.391398 nChanged 4 SP:Iteration 5Q (1592.443325 sec): 3 clusters Score: Raw -30375.833447 + Penalty 1883.718769 = -28492.114678 nChanged 2 SP:Iteration 6Q (1592.495374 sec): 3 clusters Score: Raw -30381.405762 + Penalty 1883.718769 = -28497.686993 nChanged 3 SP:Iteration 7Q (1592.538233 sec): 3 clusters Score: Raw -30388.666427 + Penalty 1883.718769 = -28504.947658 nChanged 0 SP:Iteration 8F (1592.582119 sec): 3 clusters Score: Raw -30388.666427 + Penalty 1883.718769 = -28504.947658 nChanged 0 Trying to split cluster 23 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1592.606966 sec): 2 clusters Score: Raw -66557.516269 + Penalty 1009.548491 = -65547.967778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1592.656559 sec): 3 clusters Score: Raw -66515.645206 + Penalty 2019.096981 = -64496.548225 nChanged 114 SP:Iteration 1F (1592.711075 sec): 3 clusters Score: Raw -66696.500940 + Penalty 2019.096981 = -64677.403959 nChanged 31 SP:Iteration 2F (1592.752316 sec): 3 clusters Score: Raw -66764.027589 + Penalty 2019.096981 = -64744.930608 nChanged 26 SP:Iteration 3F (1592.785203 sec): 3 clusters Score: Raw -66820.912784 + Penalty 2019.096981 = -64801.815803 nChanged 16 SP:Iteration 4Q (1592.840185 sec): 3 clusters Score: Raw -66860.138941 + Penalty 2019.096981 = -64841.041960 nChanged 11 SP:Iteration 5Q (1592.884352 sec): 3 clusters Score: Raw -66881.683929 + Penalty 2019.096981 = -64862.586948 nChanged 11 SP:Iteration 6Q (1592.930717 sec): 3 clusters Score: Raw -66911.082276 + Penalty 2019.096981 = -64891.985294 nChanged 10 SP:Iteration 7Q (1592.978516 sec): 3 clusters Score: Raw -66925.021775 + Penalty 2019.096981 = -64905.924794 nChanged 8 SP:Iteration 8Q (1593.012749 sec): 3 clusters Score: Raw -66943.305266 + Penalty 2019.096981 = -64924.208285 nChanged 5 SP:Iteration 9Q (1593.058144 sec): 3 clusters Score: Raw -66963.247365 + Penalty 2019.096981 = -64944.150384 nChanged 4 SP:Iteration 10Q (1593.110720 sec): 3 clusters Score: Raw -66968.349188 + Penalty 2019.096981 = -64949.252206 nChanged 3 SP:Iteration 11Q (1593.150090 sec): 3 clusters Score: Raw -66982.523738 + Penalty 2019.096981 = -64963.426757 nChanged 6 SP:Iteration 12Q (1593.200201 sec): 3 clusters Score: Raw -67000.699180 + Penalty 2019.096981 = -64981.602199 nChanged 7 SP:Iteration 13Q (1593.248716 sec): 3 clusters Score: Raw -67018.183197 + Penalty 2019.096981 = -64999.086216 nChanged 7 SP:Iteration 14Q (1593.284405 sec): 3 clusters Score: Raw -67035.894587 + Penalty 2019.096981 = -65016.797606 nChanged 4 SP:Iteration 15Q (1593.340765 sec): 3 clusters Score: Raw -67045.851463 + Penalty 2019.096981 = -65026.754482 nChanged 4 SP:Iteration 16Q (1593.375978 sec): 3 clusters Score: Raw -67057.324382 + Penalty 2019.096981 = -65038.227400 nChanged 1 SP:Iteration 17Q (1593.387760 sec): 3 clusters Score: Raw -67061.530248 + Penalty 2019.096981 = -65042.433267 nChanged 0 SP:Iteration 18F (1593.390764 sec): 3 clusters Score: Raw -67061.530248 + Penalty 2019.096981 = -65042.433267 nChanged 0 Trying to split cluster 24 (6913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1593.422949 sec): 2 clusters Score: Raw -1004599.923378 + Penalty 1436.688334 = -1003163.235045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1593.481353 sec): 3 clusters Score: Raw -1000888.966625 + Penalty 2873.376667 = -998015.589958 nChanged 2882 SP:Iteration 1F (1593.532896 sec): 3 clusters Score: Raw -1002355.556413 + Penalty 2873.376667 = -999482.179746 nChanged 397 SP:Iteration 2F (1593.576143 sec): 3 clusters Score: Raw -1002530.816924 + Penalty 2873.376667 = -999657.440257 nChanged 331 SP:Iteration 3Q (1593.636316 sec): 3 clusters Score: Raw -1002678.722205 + Penalty 2873.376667 = -999805.345538 nChanged 296 SP:Iteration 4Q (1593.684944 sec): 3 clusters Score: Raw -1002801.210207 + Penalty 2873.376667 = -999927.833540 nChanged 249 SP:Iteration 5Q (1593.751315 sec): 3 clusters Score: Raw -1002913.183485 + Penalty 2873.376667 = -1000039.806818 nChanged 236 SP:Iteration 6Q (1593.807631 sec): 3 clusters Score: Raw -1003012.562058 + Penalty 2873.376667 = -1000139.185391 nChanged 204 SP:Iteration 7Q (1593.852823 sec): 3 clusters Score: Raw -1003094.958431 + Penalty 2873.376667 = -1000221.581763 nChanged 197 SP:Iteration 8Q (1593.904622 sec): 3 clusters Score: Raw -1003212.257663 + Penalty 2873.376667 = -1000338.880996 nChanged 232 SP:Iteration 9Q (1593.956369 sec): 3 clusters Score: Raw -1003343.083356 + Penalty 2873.376667 = -1000469.706689 nChanged 245 SP:Iteration 10Q (1594.009590 sec): 3 clusters Score: Raw -1003482.026196 + Penalty 2873.376667 = -1000608.649529 nChanged 239 SP:Iteration 11Q (1594.063190 sec): 3 clusters Score: Raw -1003606.728120 + Penalty 2873.376667 = -1000733.351453 nChanged 213 SP:Iteration 12Q (1594.122382 sec): 3 clusters Score: Raw -1003724.781288 + Penalty 2873.376667 = -1000851.404621 nChanged 193 SP:Iteration 13Q (1594.166847 sec): 3 clusters Score: Raw -1003828.854422 + Penalty 2873.376667 = -1000955.477755 nChanged 209 SP:Iteration 14Q (1594.211176 sec): 3 clusters Score: Raw -1003926.440659 + Penalty 2873.376667 = -1001053.063992 nChanged 172 SP:Iteration 15Q (1594.259119 sec): 3 clusters Score: Raw -1003995.488797 + Penalty 2873.376667 = -1001122.112130 nChanged 133 SP:Iteration 16Q (1594.312100 sec): 3 clusters Score: Raw -1004049.957238 + Penalty 2873.376667 = -1001176.580571 nChanged 119 SP:Iteration 17Q (1594.364015 sec): 3 clusters Score: Raw -1004103.404917 + Penalty 2873.376667 = -1001230.028250 nChanged 132 SP:Iteration 18Q (1594.416713 sec): 3 clusters Score: Raw -1004154.250266 + Penalty 2873.376667 = -1001280.873599 nChanged 114 SP:Iteration 19Q (1594.467126 sec): 3 clusters Score: Raw -1004193.463053 + Penalty 2873.376667 = -1001320.086386 nChanged 99 SP:Iteration 20F (1594.518090 sec): 3 clusters Score: Raw -1004226.368969 + Penalty 2873.376667 = -1001352.992302 nChanged 68 SP:Iteration 21Q (1594.579546 sec): 3 clusters Score: Raw -1004244.886995 + Penalty 2873.376667 = -1001371.510328 nChanged 55 SP:Iteration 22Q (1594.629017 sec): 3 clusters Score: Raw -1004256.525568 + Penalty 2873.376667 = -1001383.148900 nChanged 39 SP:Iteration 23Q (1594.682658 sec): 3 clusters Score: Raw -1004266.077779 + Penalty 2873.376667 = -1001392.701112 nChanged 39 SP:Iteration 24Q (1594.736370 sec): 3 clusters Score: Raw -1004274.051460 + Penalty 2873.376667 = -1001400.674793 nChanged 31 SP:Iteration 25Q (1594.780958 sec): 3 clusters Score: Raw -1004279.691845 + Penalty 2873.376667 = -1001406.315178 nChanged 25 SP:Iteration 26Q (1594.838058 sec): 3 clusters Score: Raw -1004284.192546 + Penalty 2873.376667 = -1001410.815879 nChanged 26 SP:Iteration 27Q (1594.891488 sec): 3 clusters Score: Raw -1004289.064360 + Penalty 2873.376667 = -1001415.687693 nChanged 22 SP:Iteration 28Q (1594.935088 sec): 3 clusters Score: Raw -1004292.898640 + Penalty 2873.376667 = -1001419.521973 nChanged 16 SP:Iteration 29Q (1594.997375 sec): 3 clusters Score: Raw -1004295.768287 + Penalty 2873.376667 = -1001422.391620 nChanged 19 SP:Iteration 30Q (1595.042776 sec): 3 clusters Score: Raw -1004299.348307 + Penalty 2873.376667 = -1001425.971640 nChanged 20 SP:Iteration 31Q (1595.101436 sec): 3 clusters Score: Raw -1004304.570769 + Penalty 2873.376667 = -1001431.194101 nChanged 30 SP:Iteration 32Q (1595.161814 sec): 3 clusters Score: Raw -1004312.058201 + Penalty 2873.376667 = -1001438.681534 nChanged 29 SP:Iteration 33Q (1595.219146 sec): 3 clusters Score: Raw -1004318.614903 + Penalty 2873.376667 = -1001445.238236 nChanged 38 SP:Iteration 34Q (1595.277316 sec): 3 clusters Score: Raw -1004326.805979 + Penalty 2873.376667 = -1001453.429312 nChanged 30 SP:Iteration 35Q (1595.323153 sec): 3 clusters Score: Raw -1004332.432502 + Penalty 2873.376667 = -1001459.055835 nChanged 25 SP:Iteration 36Q (1595.389838 sec): 3 clusters Score: Raw -1004337.099479 + Penalty 2873.376667 = -1001463.722812 nChanged 28 SP:Iteration 37Q (1595.441038 sec): 3 clusters Score: Raw -1004342.334030 + Penalty 2873.376667 = -1001468.957363 nChanged 23 SP:Iteration 38Q (1595.505276 sec): 3 clusters Score: Raw -1004346.557947 + Penalty 2873.376667 = -1001473.181280 nChanged 20 SP:Iteration 39Q (1595.552286 sec): 3 clusters Score: Raw -1004349.836424 + Penalty 2873.376667 = -1001476.459757 nChanged 19 SP:Iteration 40F (1595.612116 sec): 3 clusters Score: Raw -1004353.099450 + Penalty 2873.376667 = -1001479.722782 nChanged 20 SP:Iteration 41Q (1595.670347 sec): 3 clusters Score: Raw -1004356.739474 + Penalty 2873.376667 = -1001483.362807 nChanged 20 SP:Iteration 42Q (1595.731465 sec): 3 clusters Score: Raw -1004360.761698 + Penalty 2873.376667 = -1001487.385031 nChanged 18 SP:Iteration 43Q (1595.787937 sec): 3 clusters Score: Raw -1004363.897426 + Penalty 2873.376667 = -1001490.520759 nChanged 15 SP:Iteration 44Q (1595.836531 sec): 3 clusters Score: Raw -1004366.474656 + Penalty 2873.376667 = -1001493.097989 nChanged 11 SP:Iteration 45Q (1595.888687 sec): 3 clusters Score: Raw -1004368.663840 + Penalty 2873.376667 = -1001495.287173 nChanged 14 SP:Iteration 46Q (1595.940041 sec): 3 clusters Score: Raw -1004371.875427 + Penalty 2873.376667 = -1001498.498760 nChanged 13 SP:Iteration 47Q (1595.995820 sec): 3 clusters Score: Raw -1004373.934223 + Penalty 2873.376667 = -1001500.557556 nChanged 7 SP:Iteration 48Q (1596.051379 sec): 3 clusters Score: Raw -1004374.728577 + Penalty 2873.376667 = -1001501.351910 nChanged 5 SP:Iteration 49Q (1596.119579 sec): 3 clusters Score: Raw -1004375.586780 + Penalty 2873.376667 = -1001502.210113 nChanged 6 SP:Iteration 50Q (1596.173786 sec): 3 clusters Score: Raw -1004376.409066 + Penalty 2873.376667 = -1001503.032399 nChanged 3 SP:Iteration 51Q (1596.217746 sec): 3 clusters Score: Raw -1004376.960252 + Penalty 2873.376667 = -1001503.583585 nChanged 4 SP:Iteration 52Q (1596.272650 sec): 3 clusters Score: Raw -1004377.524655 + Penalty 2873.376667 = -1001504.147988 nChanged 6 SP:Iteration 53Q (1596.322267 sec): 3 clusters Score: Raw -1004378.321085 + Penalty 2873.376667 = -1001504.944418 nChanged 7 SP:Iteration 54Q (1596.386861 sec): 3 clusters Score: Raw -1004379.414569 + Penalty 2873.376667 = -1001506.037902 nChanged 10 SP:Iteration 55Q (1596.445700 sec): 3 clusters Score: Raw -1004381.379935 + Penalty 2873.376667 = -1001508.003268 nChanged 16 SP:Iteration 56Q (1596.492560 sec): 3 clusters Score: Raw -1004385.156417 + Penalty 2873.376667 = -1001511.779749 nChanged 24 SP:Iteration 57Q (1596.556568 sec): 3 clusters Score: Raw -1004389.888880 + Penalty 2873.376667 = -1001516.512213 nChanged 24 SP:Iteration 58Q (1596.613820 sec): 3 clusters Score: Raw -1004394.162168 + Penalty 2873.376667 = -1001520.785501 nChanged 22 SP:Iteration 59Q (1596.673364 sec): 3 clusters Score: Raw -1004397.926413 + Penalty 2873.376667 = -1001524.549745 nChanged 16 SP:Iteration 60F (1596.733478 sec): 3 clusters Score: Raw -1004401.394727 + Penalty 2873.376667 = -1001528.018060 nChanged 20 SP:Iteration 61Q (1596.782475 sec): 3 clusters Score: Raw -1004405.987728 + Penalty 2873.376667 = -1001532.611060 nChanged 22 SP:Iteration 62Q (1596.844213 sec): 3 clusters Score: Raw -1004410.006908 + Penalty 2873.376667 = -1001536.630241 nChanged 21 SP:Iteration 63Q (1596.890451 sec): 3 clusters Score: Raw -1004414.462231 + Penalty 2873.376667 = -1001541.085564 nChanged 22 SP:Iteration 64Q (1596.946159 sec): 3 clusters Score: Raw -1004419.089545 + Penalty 2873.376667 = -1001545.712878 nChanged 18 SP:Iteration 65Q (1596.998482 sec): 3 clusters Score: Raw -1004424.257016 + Penalty 2873.376667 = -1001550.880349 nChanged 23 SP:Iteration 66Q (1597.057393 sec): 3 clusters Score: Raw -1004429.421131 + Penalty 2873.376667 = -1001556.044464 nChanged 30 SP:Iteration 67Q (1597.113494 sec): 3 clusters Score: Raw -1004435.721144 + Penalty 2873.376667 = -1001562.344477 nChanged 25 SP:Iteration 68Q (1597.169833 sec): 3 clusters Score: Raw -1004441.928338 + Penalty 2873.376667 = -1001568.551670 nChanged 28 SP:Iteration 69Q (1597.217768 sec): 3 clusters Score: Raw -1004449.160408 + Penalty 2873.376667 = -1001575.783741 nChanged 31 SP:Iteration 70Q (1597.277650 sec): 3 clusters Score: Raw -1004458.070056 + Penalty 2873.376667 = -1001584.693389 nChanged 39 SP:Iteration 71Q (1597.337815 sec): 3 clusters Score: Raw -1004468.369132 + Penalty 2873.376667 = -1001594.992464 nChanged 34 SP:Iteration 72Q (1597.383846 sec): 3 clusters Score: Raw -1004476.666573 + Penalty 2873.376667 = -1001603.289906 nChanged 34 SP:Iteration 73Q (1597.453282 sec): 3 clusters Score: Raw -1004485.464375 + Penalty 2873.376667 = -1001612.087708 nChanged 33 SP:Iteration 74Q (1597.505634 sec): 3 clusters Score: Raw -1004495.056059 + Penalty 2873.376667 = -1001621.679392 nChanged 31 SP:Iteration 75Q (1597.553745 sec): 3 clusters Score: Raw -1004506.765728 + Penalty 2873.376667 = -1001633.389061 nChanged 31 SP:Iteration 76Q (1597.608272 sec): 3 clusters Score: Raw -1004515.335761 + Penalty 2873.376667 = -1001641.959094 nChanged 25 SP:Iteration 77Q (1597.663098 sec): 3 clusters Score: Raw -1004521.575827 + Penalty 2873.376667 = -1001648.199160 nChanged 22 SP:Iteration 78Q (1597.716297 sec): 3 clusters Score: Raw -1004526.356188 + Penalty 2873.376667 = -1001652.979520 nChanged 18 SP:Iteration 79Q (1597.774568 sec): 3 clusters Score: Raw -1004529.968566 + Penalty 2873.376667 = -1001656.591899 nChanged 11 SP:Iteration 80F (1597.822948 sec): 3 clusters Score: Raw -1004531.839662 + Penalty 2873.376667 = -1001658.462994 nChanged 5 SP:Iteration 81Q (1597.875429 sec): 3 clusters Score: Raw -1004533.174825 + Penalty 2873.376667 = -1001659.798158 nChanged 8 SP:Iteration 82Q (1597.937756 sec): 3 clusters Score: Raw -1004534.860450 + Penalty 2873.376667 = -1001661.483783 nChanged 10 SP:Iteration 83Q (1597.974224 sec): 3 clusters Score: Raw -1004537.020574 + Penalty 2873.376667 = -1001663.643907 nChanged 15 SP:Iteration 84Q (1598.039665 sec): 3 clusters Score: Raw -1004540.666945 + Penalty 2873.376667 = -1001667.290278 nChanged 12 SP:Iteration 85Q (1598.073538 sec): 3 clusters Score: Raw -1004544.639486 + Penalty 2873.376667 = -1001671.262819 nChanged 17 SP:Iteration 86Q (1598.132968 sec): 3 clusters Score: Raw -1004548.853597 + Penalty 2873.376667 = -1001675.476930 nChanged 17 SP:Iteration 87Q (1598.178510 sec): 3 clusters Score: Raw -1004554.286708 + Penalty 2873.376667 = -1001680.910040 nChanged 20 SP:Iteration 88Q (1598.228876 sec): 3 clusters Score: Raw -1004558.891745 + Penalty 2873.376667 = -1001685.515078 nChanged 15 SP:Iteration 89Q (1598.289545 sec): 3 clusters Score: Raw -1004562.696357 + Penalty 2873.376667 = -1001689.319689 nChanged 12 SP:Iteration 90Q (1598.344200 sec): 3 clusters Score: Raw -1004565.806421 + Penalty 2873.376667 = -1001692.429754 nChanged 9 SP:Iteration 91Q (1598.391976 sec): 3 clusters Score: Raw -1004568.155974 + Penalty 2873.376667 = -1001694.779307 nChanged 6 SP:Iteration 92Q (1598.438630 sec): 3 clusters Score: Raw -1004569.633985 + Penalty 2873.376667 = -1001696.257318 nChanged 6 SP:Iteration 93Q (1598.489317 sec): 3 clusters Score: Raw -1004571.128817 + Penalty 2873.376667 = -1001697.752150 nChanged 5 SP:Iteration 94Q (1598.538453 sec): 3 clusters Score: Raw -1004572.171918 + Penalty 2873.376667 = -1001698.795250 nChanged 6 SP:Iteration 95Q (1598.593155 sec): 3 clusters Score: Raw -1004573.615049 + Penalty 2873.376667 = -1001700.238382 nChanged 6 SP:Iteration 96Q (1598.643382 sec): 3 clusters Score: Raw -1004575.277886 + Penalty 2873.376667 = -1001701.901218 nChanged 9 SP:Iteration 97Q (1598.688257 sec): 3 clusters Score: Raw -1004577.083705 + Penalty 2873.376667 = -1001703.707038 nChanged 5 SP:Iteration 98Q (1598.738422 sec): 3 clusters Score: Raw -1004578.103367 + Penalty 2873.376667 = -1001704.726700 nChanged 6 SP:Iteration 99Q (1598.785602 sec): 3 clusters Score: Raw -1004579.360471 + Penalty 2873.376667 = -1001705.983804 nChanged 5 SP:Iteration 100F (1598.839244 sec): 3 clusters Score: Raw -1004580.774554 + Penalty 2873.376667 = -1001707.397887 nChanged 9 SP:Iteration 101Q (1598.888849 sec): 3 clusters Score: Raw -1004582.842339 + Penalty 2873.376667 = -1001709.465672 nChanged 11 SP:Iteration 102Q (1598.937249 sec): 3 clusters Score: Raw -1004585.634463 + Penalty 2873.376667 = -1001712.257796 nChanged 9 SP:Iteration 103Q (1598.988816 sec): 3 clusters Score: Raw -1004588.097457 + Penalty 2873.376667 = -1001714.720790 nChanged 10 SP:Iteration 104Q (1599.048706 sec): 3 clusters Score: Raw -1004590.919319 + Penalty 2873.376667 = -1001717.542652 nChanged 8 SP:Iteration 105Q (1599.098289 sec): 3 clusters Score: Raw -1004592.797920 + Penalty 2873.376667 = -1001719.421253 nChanged 8 SP:Iteration 106Q (1599.165092 sec): 3 clusters Score: Raw -1004595.307746 + Penalty 2873.376667 = -1001721.931079 nChanged 8 SP:Iteration 107Q (1599.216000 sec): 3 clusters Score: Raw -1004596.790488 + Penalty 2873.376667 = -1001723.413821 nChanged 5 SP:Iteration 108Q (1599.273694 sec): 3 clusters Score: Raw -1004598.578057 + Penalty 2873.376667 = -1001725.201389 nChanged 4 SP:Iteration 109Q (1599.332660 sec): 3 clusters Score: Raw -1004599.364827 + Penalty 2873.376667 = -1001725.988160 nChanged 3 SP:Iteration 110Q (1599.381045 sec): 3 clusters Score: Raw -1004599.854672 + Penalty 2873.376667 = -1001726.478004 nChanged 4 SP:Iteration 111Q (1599.430343 sec): 3 clusters Score: Raw -1004600.698712 + Penalty 2873.376667 = -1001727.322045 nChanged 9 SP:Iteration 112Q (1599.498120 sec): 3 clusters Score: Raw -1004602.317720 + Penalty 2873.376667 = -1001728.941052 nChanged 7 SP:Iteration 113Q (1599.544252 sec): 3 clusters Score: Raw -1004603.289094 + Penalty 2873.376667 = -1001729.912427 nChanged 3 SP:Iteration 114Q (1599.597989 sec): 3 clusters Score: Raw -1004603.523779 + Penalty 2873.376667 = -1001730.147112 nChanged 1 SP:Iteration 115Q (1599.646340 sec): 3 clusters Score: Raw -1004603.618002 + Penalty 2873.376667 = -1001730.241334 nChanged 0 SP:Iteration 116F (1599.709012 sec): 3 clusters Score: Raw -1004603.618002 + Penalty 2873.376667 = -1001730.241334 nChanged 0 Trying to split cluster 25 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1599.726281 sec): 2 clusters Score: Raw -59548.711975 + Penalty 1021.474690 = -58527.237284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1599.769140 sec): 3 clusters Score: Raw -59503.660700 + Penalty 2042.949381 = -57460.711319 nChanged 142 SP:Iteration 1F (1599.817051 sec): 3 clusters Score: Raw -59809.603939 + Penalty 2042.949381 = -57766.654558 nChanged 57 SP:Iteration 2F (1599.866649 sec): 3 clusters Score: Raw -59943.226177 + Penalty 2042.949381 = -57900.276796 nChanged 24 SP:Iteration 3Q (1599.902593 sec): 3 clusters Score: Raw -60013.798907 + Penalty 2042.949381 = -57970.849527 nChanged 22 SP:Iteration 4Q (1599.941767 sec): 3 clusters Score: Raw -60081.147503 + Penalty 2042.949381 = -58038.198123 nChanged 14 SP:Iteration 5Q (1599.980170 sec): 3 clusters Score: Raw -60116.375127 + Penalty 2042.949381 = -58073.425747 nChanged 10 SP:Iteration 6Q (1600.032217 sec): 3 clusters Score: Raw -60146.127975 + Penalty 2042.949381 = -58103.178594 nChanged 12 SP:Iteration 7Q (1600.077368 sec): 3 clusters Score: Raw -60176.197893 + Penalty 2042.949381 = -58133.248512 nChanged 11 SP:Iteration 8Q (1600.129467 sec): 3 clusters Score: Raw -60204.968159 + Penalty 2042.949381 = -58162.018778 nChanged 4 SP:Iteration 9Q (1600.175438 sec): 3 clusters Score: Raw -60212.195748 + Penalty 2042.949381 = -58169.246367 nChanged 3 SP:Iteration 10Q (1600.219978 sec): 3 clusters Score: Raw -60216.348797 + Penalty 2042.949381 = -58173.399416 nChanged 0 SP:Iteration 11F (1600.262868 sec): 3 clusters Score: Raw -60216.466359 + Penalty 2042.949381 = -58173.516978 nChanged 1 SP:Iteration 12Q (1600.316645 sec): 3 clusters Score: Raw -60221.450470 + Penalty 2042.949381 = -58178.501090 nChanged 2 SP:Iteration 13Q (1600.364028 sec): 3 clusters Score: Raw -60228.160538 + Penalty 2042.949381 = -58185.211157 nChanged 1 SP:Iteration 14Q (1600.400431 sec): 3 clusters Score: Raw -60232.419970 + Penalty 2042.949381 = -58189.470589 nChanged 1 SP:Iteration 15Q (1600.442967 sec): 3 clusters Score: Raw -60232.966794 + Penalty 2042.949381 = -58190.017413 nChanged 0 SP:Iteration 16F (1600.488145 sec): 3 clusters Score: Raw -60232.966794 + Penalty 2042.949381 = -58190.017413 nChanged 0 Trying to split cluster 26 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1600.517452 sec): 2 clusters Score: Raw -39142.300217 + Penalty 952.840066 = -38189.460151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1600.559159 sec): 3 clusters Score: Raw -39267.700191 + Penalty 1905.680132 = -37362.020059 nChanged 90 SP:Iteration 1F (1600.610573 sec): 3 clusters Score: Raw -39456.743317 + Penalty 1905.680132 = -37551.063185 nChanged 25 SP:Iteration 2F (1600.651019 sec): 3 clusters Score: Raw -39535.065280 + Penalty 1905.680132 = -37629.385148 nChanged 18 SP:Iteration 3F (1600.691806 sec): 3 clusters Score: Raw -39589.282823 + Penalty 1905.680132 = -37683.602691 nChanged 13 SP:Iteration 4Q (1600.738572 sec): 3 clusters Score: Raw -39643.206104 + Penalty 1905.680132 = -37737.525972 nChanged 6 SP:Iteration 5Q (1600.778199 sec): 3 clusters Score: Raw -39653.390523 + Penalty 1905.680132 = -37747.710391 nChanged 5 SP:Iteration 6Q (1600.822629 sec): 3 clusters Score: Raw -39686.838473 + Penalty 1905.680132 = -37781.158341 nChanged 12 SP:Iteration 7Q (1600.873772 sec): 3 clusters Score: Raw -39761.996257 + Penalty 1905.680132 = -37856.316125 nChanged 8 SP:Iteration 8Q (1600.924141 sec): 3 clusters Score: Raw -39791.750598 + Penalty 1905.680132 = -37886.070466 nChanged 3 SP:Iteration 9Q (1600.973722 sec): 3 clusters Score: Raw -39811.148106 + Penalty 1905.680132 = -37905.467974 nChanged 2 SP:Iteration 10Q (1601.018194 sec): 3 clusters Score: Raw -39813.863533 + Penalty 1905.680132 = -37908.183401 nChanged 1 SP:Iteration 11Q (1601.058475 sec): 3 clusters Score: Raw -39820.382770 + Penalty 1905.680132 = -37914.702637 nChanged 2 SP:Iteration 12Q (1601.107953 sec): 3 clusters Score: Raw -39829.910419 + Penalty 1905.680132 = -37924.230287 nChanged 2 SP:Iteration 13Q (1601.147842 sec): 3 clusters Score: Raw -39843.178074 + Penalty 1905.680132 = -37937.497942 nChanged 1 SP:Iteration 14Q (1601.187313 sec): 3 clusters Score: Raw -39843.895494 + Penalty 1905.680132 = -37938.215362 nChanged 0 SP:Iteration 15F (1601.235126 sec): 3 clusters Score: Raw -39843.895494 + Penalty 1905.680132 = -37938.215362 nChanged 0 Trying to split cluster 27 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1601.254104 sec): 2 clusters Score: Raw -50791.548112 + Penalty 967.823573 = -49823.724539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1601.309002 sec): 3 clusters Score: Raw -50829.839265 + Penalty 1935.647145 = -48894.192120 nChanged 100 SP:Iteration 1F (1601.345760 sec): 3 clusters Score: Raw -51039.253758 + Penalty 1935.647145 = -49103.606613 nChanged 39 SP:Iteration 2F (1601.386070 sec): 3 clusters Score: Raw -51142.944777 + Penalty 1935.647145 = -49207.297632 nChanged 17 SP:Iteration 3Q (1601.420141 sec): 3 clusters Score: Raw -51164.775890 + Penalty 1935.647145 = -49229.128744 nChanged 8 SP:Iteration 4Q (1601.461316 sec): 3 clusters Score: Raw -51173.700717 + Penalty 1935.647145 = -49238.053572 nChanged 9 SP:Iteration 5Q (1601.499598 sec): 3 clusters Score: Raw -51183.758086 + Penalty 1935.647145 = -49248.110941 nChanged 10 SP:Iteration 6Q (1601.546229 sec): 3 clusters Score: Raw -51212.455107 + Penalty 1935.647145 = -49276.807962 nChanged 7 SP:Iteration 7Q (1601.589894 sec): 3 clusters Score: Raw -51218.679234 + Penalty 1935.647145 = -49283.032089 nChanged 7 SP:Iteration 8Q (1601.630939 sec): 3 clusters Score: Raw -51224.839731 + Penalty 1935.647145 = -49289.192586 nChanged 4 SP:Iteration 9Q (1601.676575 sec): 3 clusters Score: Raw -51227.130689 + Penalty 1935.647145 = -49291.483544 nChanged 4 SP:Iteration 10Q (1601.723221 sec): 3 clusters Score: Raw -51230.741944 + Penalty 1935.647145 = -49295.094799 nChanged 0 SP:Iteration 11F (1601.769342 sec): 3 clusters Score: Raw -51230.741944 + Penalty 1935.647145 = -49295.094799 nChanged 0 Trying to split cluster 28 (1173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1601.799053 sec): 2 clusters Score: Raw -131308.537521 + Penalty 1148.439475 = -130160.098045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1601.847923 sec): 3 clusters Score: Raw -130961.972500 + Penalty 2296.878951 = -128665.093550 nChanged 401 SP:Iteration 1F (1601.895443 sec): 3 clusters Score: Raw -131359.607974 + Penalty 2296.878951 = -129062.729023 nChanged 115 SP:Iteration 2F (1601.932994 sec): 3 clusters Score: Raw -131545.983136 + Penalty 2296.878951 = -129249.104186 nChanged 81 SP:Iteration 3F (1601.985755 sec): 3 clusters Score: Raw -131655.082809 + Penalty 2296.878951 = -129358.203858 nChanged 58 SP:Iteration 4Q (1602.028211 sec): 3 clusters Score: Raw -131712.023071 + Penalty 2296.878951 = -129415.144120 nChanged 31 SP:Iteration 5Q (1602.076474 sec): 3 clusters Score: Raw -131731.472630 + Penalty 2296.878951 = -129434.593679 nChanged 22 SP:Iteration 6Q (1602.123964 sec): 3 clusters Score: Raw -131746.796147 + Penalty 2296.878951 = -129449.917196 nChanged 19 SP:Iteration 7Q (1602.175750 sec): 3 clusters Score: Raw -131771.860474 + Penalty 2296.878951 = -129474.981523 nChanged 15 SP:Iteration 8Q (1602.224234 sec): 3 clusters Score: Raw -131795.470242 + Penalty 2296.878951 = -129498.591291 nChanged 21 SP:Iteration 9Q (1602.276444 sec): 3 clusters Score: Raw -131825.723765 + Penalty 2296.878951 = -129528.844814 nChanged 29 SP:Iteration 10Q (1602.313041 sec): 3 clusters Score: Raw -131864.722571 + Penalty 2296.878951 = -129567.843620 nChanged 36 SP:Iteration 11Q (1602.357225 sec): 3 clusters Score: Raw -131919.970492 + Penalty 2296.878951 = -129623.091542 nChanged 30 SP:Iteration 12Q (1602.408569 sec): 3 clusters Score: Raw -131957.200888 + Penalty 2296.878951 = -129660.321937 nChanged 26 SP:Iteration 13Q (1602.452694 sec): 3 clusters Score: Raw -131987.522985 + Penalty 2296.878951 = -129690.644034 nChanged 27 SP:Iteration 14Q (1602.490138 sec): 3 clusters Score: Raw -132018.015631 + Penalty 2296.878951 = -129721.136680 nChanged 10 SP:Iteration 15Q (1602.536925 sec): 3 clusters Score: Raw -132023.930648 + Penalty 2296.878951 = -129727.051697 nChanged 7 SP:Iteration 16Q (1602.591101 sec): 3 clusters Score: Raw -132036.766230 + Penalty 2296.878951 = -129739.887279 nChanged 9 SP:Iteration 17Q (1602.638389 sec): 3 clusters Score: Raw -132051.151400 + Penalty 2296.878951 = -129754.272449 nChanged 9 SP:Iteration 18Q (1602.678443 sec): 3 clusters Score: Raw -132057.182997 + Penalty 2296.878951 = -129760.304046 nChanged 3 SP:Iteration 19Q (1602.742621 sec): 3 clusters Score: Raw -132058.288270 + Penalty 2296.878951 = -129761.409319 nChanged 1 SP:Iteration 20F (1602.780036 sec): 3 clusters Score: Raw -132063.700477 + Penalty 2296.878951 = -129766.821526 nChanged 4 SP:Iteration 21Q (1602.833793 sec): 3 clusters Score: Raw -132073.433006 + Penalty 2296.878951 = -129776.554055 nChanged 5 SP:Iteration 22Q (1602.877113 sec): 3 clusters Score: Raw -132080.270375 + Penalty 2296.878951 = -129783.391424 nChanged 5 SP:Iteration 23Q (1602.930903 sec): 3 clusters Score: Raw -132091.106194 + Penalty 2296.878951 = -129794.227243 nChanged 9 SP:Iteration 24Q (1602.968801 sec): 3 clusters Score: Raw -132097.004583 + Penalty 2296.878951 = -129800.125632 nChanged 2 SP:Iteration 25Q (1603.014321 sec): 3 clusters Score: Raw -132097.457062 + Penalty 2296.878951 = -129800.578111 nChanged 0 SP:Iteration 26F (1603.058594 sec): 3 clusters Score: Raw -132097.457062 + Penalty 2296.878951 = -129800.578111 nChanged 0 Trying to split cluster 29 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1603.083233 sec): 2 clusters Score: Raw -7571.332929 + Penalty 833.608541 = -6737.724388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1603.130619 sec): 3 clusters Score: Raw -7776.226037 + Penalty 1667.217082 = -6109.008955 nChanged 25 SP:Iteration 1F (1603.174517 sec): 3 clusters Score: Raw -7853.723675 + Penalty 1667.217082 = -6186.506592 nChanged 7 SP:Iteration 2Q (1603.220202 sec): 3 clusters Score: Raw -7879.587680 + Penalty 1667.217082 = -6212.370598 nChanged 3 SP:Iteration 3Q (1603.264760 sec): 3 clusters Score: Raw -7895.276244 + Penalty 1667.217082 = -6228.059162 nChanged 3 SP:Iteration 4Q (1603.305457 sec): 3 clusters Score: Raw -7906.499438 + Penalty 1667.217082 = -6239.282356 nChanged 1 SP:Iteration 5Q (1603.353527 sec): 3 clusters Score: Raw -7912.419111 + Penalty 1667.217082 = -6245.202028 nChanged 2 SP:Iteration 6Q (1603.410841 sec): 3 clusters Score: Raw -7923.031107 + Penalty 1667.217082 = -6255.814024 nChanged 0 SP:Iteration 7F (1603.458107 sec): 3 clusters Score: Raw -7923.031107 + Penalty 1667.217082 = -6255.814024 nChanged 0 Trying to split cluster 30 (14064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1603.500392 sec): 2 clusters Score: Raw -1993624.371949 + Penalty 1552.098213 = -1992072.273736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1603.570104 sec): 3 clusters Score: Raw -1985488.583096 + Penalty 3104.196426 = -1982384.386669 nChanged 6126 SP:Iteration 1F (1603.638388 sec): 3 clusters Score: Raw -1988950.071253 + Penalty 3104.196426 = -1985845.874827 nChanged 940 SP:Iteration 2F (1603.702492 sec): 3 clusters Score: Raw -1989483.588669 + Penalty 3104.196426 = -1986379.392243 nChanged 903 SP:Iteration 3F (1603.765880 sec): 3 clusters Score: Raw -1989982.875273 + Penalty 3104.196426 = -1986878.678846 nChanged 802 SP:Iteration 4F (1603.833655 sec): 3 clusters Score: Raw -1990418.298535 + Penalty 3104.196426 = -1987314.102108 nChanged 747 SP:Iteration 5F (1603.909925 sec): 3 clusters Score: Raw -1990898.036304 + Penalty 3104.196426 = -1987793.839877 nChanged 758 SP:Iteration 6F (1603.970428 sec): 3 clusters Score: Raw -1991426.971809 + Penalty 3104.196426 = -1988322.775383 nChanged 650 SP:Iteration 7Q (1604.048518 sec): 3 clusters Score: Raw -1991934.145407 + Penalty 3104.196426 = -1988829.948981 nChanged 556 SP:Iteration 8Q (1604.117444 sec): 3 clusters Score: Raw -1992357.495939 + Penalty 3104.196426 = -1989253.299512 nChanged 448 SP:Iteration 9Q (1604.188521 sec): 3 clusters Score: Raw -1992740.132798 + Penalty 3104.196426 = -1989635.936372 nChanged 363 SP:Iteration 10Q (1604.257099 sec): 3 clusters Score: Raw -1993036.030904 + Penalty 3104.196426 = -1989931.834478 nChanged 272 SP:Iteration 11Q (1604.324416 sec): 3 clusters Score: Raw -1993223.877718 + Penalty 3104.196426 = -1990119.681291 nChanged 208 SP:Iteration 12Q (1604.394715 sec): 3 clusters Score: Raw -1993354.801316 + Penalty 3104.196426 = -1990250.604890 nChanged 161 SP:Iteration 13Q (1604.457747 sec): 3 clusters Score: Raw -1993456.753042 + Penalty 3104.196426 = -1990352.556615 nChanged 138 SP:Iteration 14Q (1604.522054 sec): 3 clusters Score: Raw -1993534.458040 + Penalty 3104.196426 = -1990430.261614 nChanged 121 SP:Iteration 15Q (1604.588684 sec): 3 clusters Score: Raw -1993592.852320 + Penalty 3104.196426 = -1990488.655893 nChanged 87 SP:Iteration 16Q (1604.652546 sec): 3 clusters Score: Raw -1993632.792398 + Penalty 3104.196426 = -1990528.595971 nChanged 79 SP:Iteration 17Q (1604.708550 sec): 3 clusters Score: Raw -1993670.180874 + Penalty 3104.196426 = -1990565.984448 nChanged 54 SP:Iteration 18Q (1604.770189 sec): 3 clusters Score: Raw -1993696.836466 + Penalty 3104.196426 = -1990592.640040 nChanged 59 SP:Iteration 19Q (1604.834975 sec): 3 clusters Score: Raw -1993717.322947 + Penalty 3104.196426 = -1990613.126521 nChanged 41 SP:Iteration 20F (1604.914334 sec): 3 clusters Score: Raw -1993731.464102 + Penalty 3104.196426 = -1990627.267675 nChanged 37 SP:Iteration 21Q (1604.979445 sec): 3 clusters Score: Raw -1993742.355255 + Penalty 3104.196426 = -1990638.158829 nChanged 24 SP:Iteration 22Q (1605.043389 sec): 3 clusters Score: Raw -1993747.985275 + Penalty 3104.196426 = -1990643.788848 nChanged 19 SP:Iteration 23Q (1605.111313 sec): 3 clusters Score: Raw -1993753.019690 + Penalty 3104.196426 = -1990648.823264 nChanged 18 SP:Iteration 24Q (1605.171660 sec): 3 clusters Score: Raw -1993756.677546 + Penalty 3104.196426 = -1990652.481120 nChanged 13 SP:Iteration 25Q (1605.237056 sec): 3 clusters Score: Raw -1993759.870386 + Penalty 3104.196426 = -1990655.673960 nChanged 14 SP:Iteration 26Q (1605.303207 sec): 3 clusters Score: Raw -1993763.406502 + Penalty 3104.196426 = -1990659.210075 nChanged 15 SP:Iteration 27Q (1605.368709 sec): 3 clusters Score: Raw -1993767.018416 + Penalty 3104.196426 = -1990662.821989 nChanged 18 SP:Iteration 28Q (1605.429394 sec): 3 clusters Score: Raw -1993772.296703 + Penalty 3104.196426 = -1990668.100277 nChanged 19 SP:Iteration 29Q (1605.485957 sec): 3 clusters Score: Raw -1993779.314240 + Penalty 3104.196426 = -1990675.117813 nChanged 20 SP:Iteration 30Q (1605.551777 sec): 3 clusters Score: Raw -1993785.455274 + Penalty 3104.196426 = -1990681.258847 nChanged 12 SP:Iteration 31Q (1605.620715 sec): 3 clusters Score: Raw -1993788.183973 + Penalty 3104.196426 = -1990683.987547 nChanged 11 SP:Iteration 32Q (1605.690116 sec): 3 clusters Score: Raw -1993791.352082 + Penalty 3104.196426 = -1990687.155655 nChanged 8 SP:Iteration 33Q (1605.753439 sec): 3 clusters Score: Raw -1993793.547897 + Penalty 3104.196426 = -1990689.351471 nChanged 6 SP:Iteration 34Q (1605.820806 sec): 3 clusters Score: Raw -1993795.105360 + Penalty 3104.196426 = -1990690.908934 nChanged 6 SP:Iteration 35Q (1605.880669 sec): 3 clusters Score: Raw -1993797.064283 + Penalty 3104.196426 = -1990692.867857 nChanged 7 SP:Iteration 36Q (1605.942004 sec): 3 clusters Score: Raw -1993798.641669 + Penalty 3104.196426 = -1990694.445243 nChanged 6 SP:Iteration 37Q (1606.012243 sec): 3 clusters Score: Raw -1993800.164236 + Penalty 3104.196426 = -1990695.967809 nChanged 9 SP:Iteration 38Q (1606.064665 sec): 3 clusters Score: Raw -1993802.219950 + Penalty 3104.196426 = -1990698.023524 nChanged 7 SP:Iteration 39Q (1606.124355 sec): 3 clusters Score: Raw -1993803.914485 + Penalty 3104.196426 = -1990699.718059 nChanged 11 SP:Iteration 40F (1606.190122 sec): 3 clusters Score: Raw -1993806.955203 + Penalty 3104.196426 = -1990702.758776 nChanged 6 SP:Iteration 41Q (1606.263980 sec): 3 clusters Score: Raw -1993808.019243 + Penalty 3104.196426 = -1990703.822816 nChanged 7 SP:Iteration 42Q (1606.338760 sec): 3 clusters Score: Raw -1993809.294253 + Penalty 3104.196426 = -1990705.097826 nChanged 7 SP:Iteration 43Q (1606.408770 sec): 3 clusters Score: Raw -1993810.162298 + Penalty 3104.196426 = -1990705.965871 nChanged 2 SP:Iteration 44Q (1606.477703 sec): 3 clusters Score: Raw -1993810.438369 + Penalty 3104.196426 = -1990706.241942 nChanged 0 SP:Iteration 45F (1606.550010 sec): 3 clusters Score: Raw -1993810.438369 + Penalty 3104.196426 = -1990706.241942 nChanged 0 Trying to split cluster 31 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1606.568371 sec): 2 clusters Score: Raw -5841.797943 + Penalty 763.828059 = -5077.969883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1606.600683 sec): 3 clusters Score: Raw -6094.368235 + Penalty 1527.656119 = -4566.712116 nChanged 13 SP:Iteration 1F (1606.642906 sec): 3 clusters Score: Raw -6174.378095 + Penalty 1527.656119 = -4646.721976 nChanged 4 SP:Iteration 2Q (1606.691757 sec): 3 clusters Score: Raw -6197.924495 + Penalty 1527.656119 = -4670.268376 nChanged 1 SP:Iteration 3Q (1606.735698 sec): 3 clusters Score: Raw -6206.250047 + Penalty 1527.656119 = -4678.593928 nChanged 1 SP:Iteration 4Q (1606.782019 sec): 3 clusters Score: Raw -6213.522956 + Penalty 1527.656119 = -4685.866838 nChanged 0 SP:Iteration 5F (1606.837509 sec): 3 clusters Score: Raw -6213.522956 + Penalty 1527.656119 = -4685.866838 nChanged 0 Trying to split cluster 32 (1710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1606.862802 sec): 2 clusters Score: Raw -259711.360203 + Penalty 1209.690406 = -258501.669797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1606.914768 sec): 3 clusters Score: Raw -259023.272164 + Penalty 2419.380811 = -256603.891353 nChanged 570 SP:Iteration 1F (1606.962881 sec): 3 clusters Score: Raw -259370.620157 + Penalty 2419.380811 = -256951.239346 nChanged 123 SP:Iteration 2F (1607.006980 sec): 3 clusters Score: Raw -259468.611510 + Penalty 2419.380811 = -257049.230699 nChanged 81 SP:Iteration 3Q (1607.055734 sec): 3 clusters Score: Raw -259533.621251 + Penalty 2419.380811 = -257114.240440 nChanged 69 SP:Iteration 4Q (1607.105736 sec): 3 clusters Score: Raw -259595.357535 + Penalty 2419.380811 = -257175.976724 nChanged 55 SP:Iteration 5Q (1607.148805 sec): 3 clusters Score: Raw -259635.513852 + Penalty 2419.380811 = -257216.133041 nChanged 37 SP:Iteration 6Q (1607.193315 sec): 3 clusters Score: Raw -259667.405109 + Penalty 2419.380811 = -257248.024298 nChanged 31 SP:Iteration 7Q (1607.246485 sec): 3 clusters Score: Raw -259687.276135 + Penalty 2419.380811 = -257267.895324 nChanged 26 SP:Iteration 8Q (1607.288967 sec): 3 clusters Score: Raw -259705.309935 + Penalty 2419.380811 = -257285.929124 nChanged 23 SP:Iteration 9Q (1607.338638 sec): 3 clusters Score: Raw -259719.256809 + Penalty 2419.380811 = -257299.875998 nChanged 13 SP:Iteration 10Q (1607.397248 sec): 3 clusters Score: Raw -259727.833471 + Penalty 2419.380811 = -257308.452659 nChanged 19 SP:Iteration 11Q (1607.447316 sec): 3 clusters Score: Raw -259743.654628 + Penalty 2419.380811 = -257324.273817 nChanged 15 SP:Iteration 12Q (1607.479198 sec): 3 clusters Score: Raw -259751.788818 + Penalty 2419.380811 = -257332.408007 nChanged 17 SP:Iteration 13Q (1607.522951 sec): 3 clusters Score: Raw -259761.684224 + Penalty 2419.380811 = -257342.303413 nChanged 13 SP:Iteration 14Q (1607.563533 sec): 3 clusters Score: Raw -259771.965704 + Penalty 2419.380811 = -257352.584893 nChanged 12 SP:Iteration 15Q (1607.610988 sec): 3 clusters Score: Raw -259781.699260 + Penalty 2419.380811 = -257362.318449 nChanged 17 SP:Iteration 16Q (1607.667031 sec): 3 clusters Score: Raw -259790.764586 + Penalty 2419.380811 = -257371.383775 nChanged 11 SP:Iteration 17Q (1607.714930 sec): 3 clusters Score: Raw -259797.731386 + Penalty 2419.380811 = -257378.350575 nChanged 14 SP:Iteration 18Q (1607.757961 sec): 3 clusters Score: Raw -259805.030326 + Penalty 2419.380811 = -257385.649515 nChanged 15 SP:Iteration 19Q (1607.810447 sec): 3 clusters Score: Raw -259814.032662 + Penalty 2419.380811 = -257394.651851 nChanged 15 SP:Iteration 20F (1607.855186 sec): 3 clusters Score: Raw -259823.576223 + Penalty 2419.380811 = -257404.195412 nChanged 18 SP:Iteration 21Q (1607.899380 sec): 3 clusters Score: Raw -259833.779091 + Penalty 2419.380811 = -257414.398280 nChanged 10 SP:Iteration 22Q (1607.946434 sec): 3 clusters Score: Raw -259839.354063 + Penalty 2419.380811 = -257419.973252 nChanged 12 SP:Iteration 23Q (1607.988898 sec): 3 clusters Score: Raw -259846.506526 + Penalty 2419.380811 = -257427.125715 nChanged 11 SP:Iteration 24Q (1608.029499 sec): 3 clusters Score: Raw -259851.457057 + Penalty 2419.380811 = -257432.076246 nChanged 7 SP:Iteration 25Q (1608.084661 sec): 3 clusters Score: Raw -259855.134370 + Penalty 2419.380811 = -257435.753559 nChanged 6 SP:Iteration 26Q (1608.124836 sec): 3 clusters Score: Raw -259857.007667 + Penalty 2419.380811 = -257437.626856 nChanged 4 SP:Iteration 27Q (1608.170170 sec): 3 clusters Score: Raw -259858.402738 + Penalty 2419.380811 = -257439.021927 nChanged 4 SP:Iteration 28Q (1608.218690 sec): 3 clusters Score: Raw -259861.883071 + Penalty 2419.380811 = -257442.502260 nChanged 4 SP:Iteration 29Q (1608.268500 sec): 3 clusters Score: Raw -259864.273284 + Penalty 2419.380811 = -257444.892473 nChanged 5 SP:Iteration 30Q (1608.319099 sec): 3 clusters Score: Raw -259870.520752 + Penalty 2419.380811 = -257451.139941 nChanged 9 SP:Iteration 31Q (1608.367369 sec): 3 clusters Score: Raw -259874.327972 + Penalty 2419.380811 = -257454.947161 nChanged 7 SP:Iteration 32Q (1608.415179 sec): 3 clusters Score: Raw -259879.260097 + Penalty 2419.380811 = -257459.879286 nChanged 5 SP:Iteration 33Q (1608.474344 sec): 3 clusters Score: Raw -259881.605154 + Penalty 2419.380811 = -257462.224343 nChanged 5 SP:Iteration 34Q (1608.514206 sec): 3 clusters Score: Raw -259884.667240 + Penalty 2419.380811 = -257465.286429 nChanged 1 SP:Iteration 35Q (1608.556043 sec): 3 clusters Score: Raw -259885.380498 + Penalty 2419.380811 = -257465.999687 nChanged 3 SP:Iteration 36Q (1608.609241 sec): 3 clusters Score: Raw -259886.667440 + Penalty 2419.380811 = -257467.286629 nChanged 3 SP:Iteration 37Q (1608.661899 sec): 3 clusters Score: Raw -259887.801896 + Penalty 2419.380811 = -257468.421084 nChanged 4 SP:Iteration 38Q (1608.712915 sec): 3 clusters Score: Raw -259890.267187 + Penalty 2419.380811 = -257470.886376 nChanged 5 SP:Iteration 39Q (1608.756257 sec): 3 clusters Score: Raw -259891.864456 + Penalty 2419.380811 = -257472.483645 nChanged 1 SP:Iteration 40F (1608.800299 sec): 3 clusters Score: Raw -259892.296409 + Penalty 2419.380811 = -257472.915598 nChanged 1 SP:Iteration 41Q (1608.847592 sec): 3 clusters Score: Raw -259892.477804 + Penalty 2419.380811 = -257473.096993 nChanged 0 SP:Iteration 42F (1608.896450 sec): 3 clusters Score: Raw -259892.477804 + Penalty 2419.380811 = -257473.096993 nChanged 0 Trying to split cluster 33 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1608.919612 sec): 2 clusters Score: Raw -10613.773539 + Penalty 795.898967 = -9817.874571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1608.966409 sec): 3 clusters Score: Raw -10971.373991 + Penalty 1591.797935 = -9379.576056 nChanged 23 SP:Iteration 1F (1609.013003 sec): 3 clusters Score: Raw -11046.329871 + Penalty 1591.797935 = -9454.531936 nChanged 7 SP:Iteration 2F (1609.053928 sec): 3 clusters Score: Raw -11070.943114 + Penalty 1591.797935 = -9479.145179 nChanged 2 SP:Iteration 3Q (1609.093310 sec): 3 clusters Score: Raw -11076.986073 + Penalty 1591.797935 = -9485.188138 nChanged 4 SP:Iteration 4Q (1609.144245 sec): 3 clusters Score: Raw -11093.490008 + Penalty 1591.797935 = -9501.692074 nChanged 3 SP:Iteration 5Q (1609.189019 sec): 3 clusters Score: Raw -11100.268299 + Penalty 1591.797935 = -9508.470364 nChanged 0 SP:Iteration 6F (1609.230920 sec): 3 clusters Score: Raw -11100.268299 + Penalty 1591.797935 = -9508.470364 nChanged 0 Trying to split cluster 34 (10156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1609.271546 sec): 2 clusters Score: Raw -1473322.642108 + Penalty 1499.195741 = -1471823.446368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1609.333877 sec): 3 clusters Score: Raw -1467552.484561 + Penalty 2998.391481 = -1464554.093080 nChanged 4415 SP:Iteration 1F (1609.397163 sec): 3 clusters Score: Raw -1469928.610857 + Penalty 2998.391481 = -1466930.219376 nChanged 659 SP:Iteration 2F (1609.461068 sec): 3 clusters Score: Raw -1470246.652559 + Penalty 2998.391481 = -1467248.261078 nChanged 571 SP:Iteration 3F (1609.524901 sec): 3 clusters Score: Raw -1470555.674926 + Penalty 2998.391481 = -1467557.283445 nChanged 528 SP:Iteration 4F (1609.573660 sec): 3 clusters Score: Raw -1470868.352832 + Penalty 2998.391481 = -1467869.961351 nChanged 552 SP:Iteration 5F (1609.642145 sec): 3 clusters Score: Raw -1471238.322409 + Penalty 2998.391481 = -1468239.930927 nChanged 558 SP:Iteration 6F (1609.697421 sec): 3 clusters Score: Raw -1471641.918356 + Penalty 2998.391481 = -1468643.526875 nChanged 540 SP:Iteration 7F (1609.766720 sec): 3 clusters Score: Raw -1472013.304281 + Penalty 2998.391481 = -1469014.912799 nChanged 478 SP:Iteration 8Q (1609.833134 sec): 3 clusters Score: Raw -1472320.860653 + Penalty 2998.391481 = -1469322.469171 nChanged 417 SP:Iteration 9Q (1609.888797 sec): 3 clusters Score: Raw -1472539.885442 + Penalty 2998.391481 = -1469541.493961 nChanged 325 SP:Iteration 10Q (1609.962442 sec): 3 clusters Score: Raw -1472685.993015 + Penalty 2998.391481 = -1469687.601534 nChanged 240 SP:Iteration 11Q (1610.027929 sec): 3 clusters Score: Raw -1472773.167751 + Penalty 2998.391481 = -1469774.776270 nChanged 161 SP:Iteration 12Q (1610.090211 sec): 3 clusters Score: Raw -1472815.305996 + Penalty 2998.391481 = -1469816.914514 nChanged 112 SP:Iteration 13Q (1610.156118 sec): 3 clusters Score: Raw -1472840.242107 + Penalty 2998.391481 = -1469841.850626 nChanged 78 SP:Iteration 14Q (1610.210247 sec): 3 clusters Score: Raw -1472855.471504 + Penalty 2998.391481 = -1469857.080022 nChanged 66 SP:Iteration 15Q (1610.279051 sec): 3 clusters Score: Raw -1472868.645329 + Penalty 2998.391481 = -1469870.253848 nChanged 59 SP:Iteration 16Q (1610.337009 sec): 3 clusters Score: Raw -1472878.472582 + Penalty 2998.391481 = -1469880.081101 nChanged 48 SP:Iteration 17Q (1610.399223 sec): 3 clusters Score: Raw -1472886.777768 + Penalty 2998.391481 = -1469888.386286 nChanged 55 SP:Iteration 18Q (1610.450949 sec): 3 clusters Score: Raw -1472896.657093 + Penalty 2998.391481 = -1469898.265612 nChanged 40 SP:Iteration 19Q (1610.513962 sec): 3 clusters Score: Raw -1472902.430987 + Penalty 2998.391481 = -1469904.039505 nChanged 30 SP:Iteration 20F (1610.574419 sec): 3 clusters Score: Raw -1472907.649795 + Penalty 2998.391481 = -1469909.258314 nChanged 35 SP:Iteration 21Q (1610.645826 sec): 3 clusters Score: Raw -1472915.100054 + Penalty 2998.391481 = -1469916.708572 nChanged 58 SP:Iteration 22Q (1610.702130 sec): 3 clusters Score: Raw -1472928.071034 + Penalty 2998.391481 = -1469929.679552 nChanged 64 SP:Iteration 23Q (1610.758990 sec): 3 clusters Score: Raw -1472942.593268 + Penalty 2998.391481 = -1469944.201787 nChanged 70 SP:Iteration 24Q (1610.821083 sec): 3 clusters Score: Raw -1472959.234093 + Penalty 2998.391481 = -1469960.842612 nChanged 83 SP:Iteration 25Q (1610.868530 sec): 3 clusters Score: Raw -1472979.373191 + Penalty 2998.391481 = -1469980.981709 nChanged 73 SP:Iteration 26Q (1610.927646 sec): 3 clusters Score: Raw -1472994.470289 + Penalty 2998.391481 = -1469996.078808 nChanged 66 SP:Iteration 27Q (1610.994007 sec): 3 clusters Score: Raw -1473008.557820 + Penalty 2998.391481 = -1470010.166339 nChanged 65 SP:Iteration 28Q (1611.061005 sec): 3 clusters Score: Raw -1473022.183912 + Penalty 2998.391481 = -1470023.792430 nChanged 62 SP:Iteration 29Q (1611.125586 sec): 3 clusters Score: Raw -1473034.482050 + Penalty 2998.391481 = -1470036.090569 nChanged 57 SP:Iteration 30Q (1611.180805 sec): 3 clusters Score: Raw -1473045.684860 + Penalty 2998.391481 = -1470047.293379 nChanged 54 SP:Iteration 31Q (1611.251158 sec): 3 clusters Score: Raw -1473057.264228 + Penalty 2998.391481 = -1470058.872746 nChanged 55 SP:Iteration 32Q (1611.317126 sec): 3 clusters Score: Raw -1473070.449292 + Penalty 2998.391481 = -1470072.057811 nChanged 54 SP:Iteration 33Q (1611.367467 sec): 3 clusters Score: Raw -1473083.853736 + Penalty 2998.391481 = -1470085.462255 nChanged 58 SP:Iteration 34Q (1611.427224 sec): 3 clusters Score: Raw -1473095.951496 + Penalty 2998.391481 = -1470097.560014 nChanged 64 SP:Iteration 35Q (1611.494781 sec): 3 clusters Score: Raw -1473109.800539 + Penalty 2998.391481 = -1470111.409058 nChanged 53 SP:Iteration 36Q (1611.564055 sec): 3 clusters Score: Raw -1473121.056926 + Penalty 2998.391481 = -1470122.665444 nChanged 50 SP:Iteration 37Q (1611.628372 sec): 3 clusters Score: Raw -1473132.873973 + Penalty 2998.391481 = -1470134.482492 nChanged 61 SP:Iteration 38Q (1611.678860 sec): 3 clusters Score: Raw -1473147.673662 + Penalty 2998.391481 = -1470149.282180 nChanged 58 SP:Iteration 39Q (1611.737140 sec): 3 clusters Score: Raw -1473160.238451 + Penalty 2998.391481 = -1470161.846970 nChanged 55 SP:Iteration 40F (1611.802840 sec): 3 clusters Score: Raw -1473172.018597 + Penalty 2998.391481 = -1470173.627115 nChanged 65 SP:Iteration 41Q (1611.855668 sec): 3 clusters Score: Raw -1473186.970519 + Penalty 2998.391481 = -1470188.579037 nChanged 50 SP:Iteration 42Q (1611.917163 sec): 3 clusters Score: Raw -1473197.787836 + Penalty 2998.391481 = -1470199.396355 nChanged 49 SP:Iteration 43Q (1611.982578 sec): 3 clusters Score: Raw -1473206.353388 + Penalty 2998.391481 = -1470207.961906 nChanged 39 SP:Iteration 44Q (1612.042228 sec): 3 clusters Score: Raw -1473213.099050 + Penalty 2998.391481 = -1470214.707568 nChanged 32 SP:Iteration 45Q (1612.112713 sec): 3 clusters Score: Raw -1473218.650755 + Penalty 2998.391481 = -1470220.259273 nChanged 42 SP:Iteration 46Q (1612.171750 sec): 3 clusters Score: Raw -1473228.560998 + Penalty 2998.391481 = -1470230.169517 nChanged 45 SP:Iteration 47Q (1612.220623 sec): 3 clusters Score: Raw -1473237.027984 + Penalty 2998.391481 = -1470238.636503 nChanged 33 SP:Iteration 48Q (1612.280766 sec): 3 clusters Score: Raw -1473242.820696 + Penalty 2998.391481 = -1470244.429214 nChanged 35 SP:Iteration 49Q (1612.347451 sec): 3 clusters Score: Raw -1473249.192012 + Penalty 2998.391481 = -1470250.800531 nChanged 43 SP:Iteration 50Q (1612.399842 sec): 3 clusters Score: Raw -1473258.163028 + Penalty 2998.391481 = -1470259.771547 nChanged 52 SP:Iteration 51Q (1612.462267 sec): 3 clusters Score: Raw -1473270.212152 + Penalty 2998.391481 = -1470271.820671 nChanged 53 SP:Iteration 52Q (1612.524438 sec): 3 clusters Score: Raw -1473282.662965 + Penalty 2998.391481 = -1470284.271483 nChanged 48 SP:Iteration 53Q (1612.578002 sec): 3 clusters Score: Raw -1473292.576744 + Penalty 2998.391481 = -1470294.185262 nChanged 41 SP:Iteration 54Q (1612.648257 sec): 3 clusters Score: Raw -1473300.803702 + Penalty 2998.391481 = -1470302.412221 nChanged 35 SP:Iteration 55Q (1612.706679 sec): 3 clusters Score: Raw -1473310.278565 + Penalty 2998.391481 = -1470311.887083 nChanged 44 SP:Iteration 56Q (1612.780501 sec): 3 clusters Score: Raw -1473320.376564 + Penalty 2998.391481 = -1470321.985082 nChanged 44 SP:Iteration 57Q (1612.839349 sec): 3 clusters Score: Raw -1473330.414990 + Penalty 2998.391481 = -1470332.023508 nChanged 49 SP:Iteration 58Q (1612.891427 sec): 3 clusters Score: Raw -1473344.185155 + Penalty 2998.391481 = -1470345.793673 nChanged 49 SP:Iteration 59Q (1612.962530 sec): 3 clusters Score: Raw -1473358.846074 + Penalty 2998.391481 = -1470360.454593 nChanged 53 SP:Iteration 60F (1613.026916 sec): 3 clusters Score: Raw -1473375.623215 + Penalty 2998.391481 = -1470377.231733 nChanged 48 SP:Iteration 61Q (1613.087879 sec): 3 clusters Score: Raw -1473389.419929 + Penalty 2998.391481 = -1470391.028447 nChanged 34 SP:Iteration 62Q (1613.142081 sec): 3 clusters Score: Raw -1473398.958921 + Penalty 2998.391481 = -1470400.567439 nChanged 45 SP:Iteration 63Q (1613.200824 sec): 3 clusters Score: Raw -1473413.036204 + Penalty 2998.391481 = -1470414.644723 nChanged 41 SP:Iteration 64Q (1613.273335 sec): 3 clusters Score: Raw -1473424.710568 + Penalty 2998.391481 = -1470426.319087 nChanged 39 SP:Iteration 65Q (1613.335809 sec): 3 clusters Score: Raw -1473436.868256 + Penalty 2998.391481 = -1470438.476775 nChanged 42 SP:Iteration 66Q (1613.390369 sec): 3 clusters Score: Raw -1473450.515957 + Penalty 2998.391481 = -1470452.124476 nChanged 42 SP:Iteration 67Q (1613.453167 sec): 3 clusters Score: Raw -1473464.957450 + Penalty 2998.391481 = -1470466.565969 nChanged 42 SP:Iteration 68Q (1613.508762 sec): 3 clusters Score: Raw -1473478.227802 + Penalty 2998.391481 = -1470479.836320 nChanged 42 SP:Iteration 69Q (1613.570378 sec): 3 clusters Score: Raw -1473493.661689 + Penalty 2998.391481 = -1470495.270208 nChanged 43 SP:Iteration 70Q (1613.626532 sec): 3 clusters Score: Raw -1473508.463856 + Penalty 2998.391481 = -1470510.072375 nChanged 38 SP:Iteration 71Q (1613.687342 sec): 3 clusters Score: Raw -1473521.570824 + Penalty 2998.391481 = -1470523.179343 nChanged 42 SP:Iteration 72Q (1613.749389 sec): 3 clusters Score: Raw -1473538.672267 + Penalty 2998.391481 = -1470540.280786 nChanged 39 SP:Iteration 73Q (1613.820437 sec): 3 clusters Score: Raw -1473553.550808 + Penalty 2998.391481 = -1470555.159326 nChanged 39 SP:Iteration 74Q (1613.874989 sec): 3 clusters Score: Raw -1473569.594599 + Penalty 2998.391481 = -1470571.203118 nChanged 45 SP:Iteration 75Q (1613.932311 sec): 3 clusters Score: Raw -1473588.509815 + Penalty 2998.391481 = -1470590.118333 nChanged 40 SP:Iteration 76Q (1613.988480 sec): 3 clusters Score: Raw -1473606.039521 + Penalty 2998.391481 = -1470607.648039 nChanged 44 SP:Iteration 77Q (1614.049125 sec): 3 clusters Score: Raw -1473623.631068 + Penalty 2998.391481 = -1470625.239586 nChanged 43 SP:Iteration 78Q (1614.110769 sec): 3 clusters Score: Raw -1473639.113426 + Penalty 2998.391481 = -1470640.721945 nChanged 35 SP:Iteration 79Q (1614.159860 sec): 3 clusters Score: Raw -1473652.619450 + Penalty 2998.391481 = -1470654.227968 nChanged 40 SP:Iteration 80F (1614.227949 sec): 3 clusters Score: Raw -1473667.859106 + Penalty 2998.391481 = -1470669.467625 nChanged 25 SP:Iteration 81Q (1614.277877 sec): 3 clusters Score: Raw -1473677.342315 + Penalty 2998.391481 = -1470678.950834 nChanged 15 SP:Iteration 82Q (1614.347723 sec): 3 clusters Score: Raw -1473681.569352 + Penalty 2998.391481 = -1470683.177871 nChanged 14 SP:Iteration 83Q (1614.406790 sec): 3 clusters Score: Raw -1473684.794879 + Penalty 2998.391481 = -1470686.403397 nChanged 13 SP:Iteration 84Q (1614.460999 sec): 3 clusters Score: Raw -1473687.905724 + Penalty 2998.391481 = -1470689.514242 nChanged 9 SP:Iteration 85Q (1614.524926 sec): 3 clusters Score: Raw -1473690.472822 + Penalty 2998.391481 = -1470692.081341 nChanged 6 SP:Iteration 86Q (1614.582195 sec): 3 clusters Score: Raw -1473692.153990 + Penalty 2998.391481 = -1470693.762508 nChanged 4 SP:Iteration 87Q (1614.639191 sec): 3 clusters Score: Raw -1473693.414742 + Penalty 2998.391481 = -1470695.023261 nChanged 1 SP:Iteration 88Q (1614.685481 sec): 3 clusters Score: Raw -1473693.671201 + Penalty 2998.391481 = -1470695.279720 nChanged 2 SP:Iteration 89Q (1614.738814 sec): 3 clusters Score: Raw -1473694.115290 + Penalty 2998.391481 = -1470695.723809 nChanged 4 SP:Iteration 90Q (1614.799081 sec): 3 clusters Score: Raw -1473694.747089 + Penalty 2998.391481 = -1470696.355608 nChanged 3 SP:Iteration 91Q (1614.852871 sec): 3 clusters Score: Raw -1473695.036810 + Penalty 2998.391481 = -1470696.645328 nChanged 2 SP:Iteration 92Q (1614.915318 sec): 3 clusters Score: Raw -1473695.185608 + Penalty 2998.391481 = -1470696.794126 nChanged 0 SP:Iteration 93F (1614.972947 sec): 3 clusters Score: Raw -1473695.185608 + Penalty 2998.391481 = -1470696.794126 nChanged 0 Trying to split cluster 35 (3510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1615.010399 sec): 2 clusters Score: Raw -467168.878977 + Penalty 1326.547839 = -465842.331138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1615.051229 sec): 3 clusters Score: Raw -465460.584916 + Penalty 2653.095678 = -462807.489239 nChanged 1362 SP:Iteration 1F (1615.100579 sec): 3 clusters Score: Raw -466186.426202 + Penalty 2653.095678 = -463533.330524 nChanged 253 SP:Iteration 2F (1615.145183 sec): 3 clusters Score: Raw -466333.885668 + Penalty 2653.095678 = -463680.789990 nChanged 185 SP:Iteration 3F (1615.200561 sec): 3 clusters Score: Raw -466445.572419 + Penalty 2653.095678 = -463792.476741 nChanged 170 SP:Iteration 4Q (1615.251833 sec): 3 clusters Score: Raw -466558.472769 + Penalty 2653.095678 = -463905.377091 nChanged 167 SP:Iteration 5Q (1615.293935 sec): 3 clusters Score: Raw -466674.636230 + Penalty 2653.095678 = -464021.540552 nChanged 161 SP:Iteration 6Q (1615.348463 sec): 3 clusters Score: Raw -466780.157750 + Penalty 2653.095678 = -464127.062072 nChanged 146 SP:Iteration 7Q (1615.392134 sec): 3 clusters Score: Raw -466885.716453 + Penalty 2653.095678 = -464232.620775 nChanged 146 SP:Iteration 8Q (1615.439802 sec): 3 clusters Score: Raw -467004.023230 + Penalty 2653.095678 = -464350.927552 nChanged 150 SP:Iteration 9Q (1615.490854 sec): 3 clusters Score: Raw -467147.111371 + Penalty 2653.095678 = -464494.015694 nChanged 123 SP:Iteration 10Q (1615.538795 sec): 3 clusters Score: Raw -467244.824708 + Penalty 2653.095678 = -464591.729030 nChanged 89 SP:Iteration 11Q (1615.576077 sec): 3 clusters Score: Raw -467305.138035 + Penalty 2653.095678 = -464652.042357 nChanged 52 SP:Iteration 12Q (1615.623841 sec): 3 clusters Score: Raw -467341.761640 + Penalty 2653.095678 = -464688.665962 nChanged 44 SP:Iteration 13Q (1615.671031 sec): 3 clusters Score: Raw -467373.407405 + Penalty 2653.095678 = -464720.311727 nChanged 40 SP:Iteration 14Q (1615.726909 sec): 3 clusters Score: Raw -467402.361416 + Penalty 2653.095678 = -464749.265739 nChanged 30 SP:Iteration 15Q (1615.783006 sec): 3 clusters Score: Raw -467422.130684 + Penalty 2653.095678 = -464769.035006 nChanged 20 SP:Iteration 16Q (1615.825168 sec): 3 clusters Score: Raw -467438.101475 + Penalty 2653.095678 = -464785.005797 nChanged 18 SP:Iteration 17Q (1615.874276 sec): 3 clusters Score: Raw -467449.202568 + Penalty 2653.095678 = -464796.106890 nChanged 15 SP:Iteration 18Q (1615.934468 sec): 3 clusters Score: Raw -467460.787527 + Penalty 2653.095678 = -464807.691849 nChanged 17 SP:Iteration 19Q (1615.977097 sec): 3 clusters Score: Raw -467473.906720 + Penalty 2653.095678 = -464820.811042 nChanged 18 SP:Iteration 20F (1616.025885 sec): 3 clusters Score: Raw -467485.767973 + Penalty 2653.095678 = -464832.672295 nChanged 14 SP:Iteration 21Q (1616.081023 sec): 3 clusters Score: Raw -467495.627790 + Penalty 2653.095678 = -464842.532112 nChanged 11 SP:Iteration 22Q (1616.122672 sec): 3 clusters Score: Raw -467501.882593 + Penalty 2653.095678 = -464848.786915 nChanged 7 SP:Iteration 23Q (1616.173893 sec): 3 clusters Score: Raw -467505.677396 + Penalty 2653.095678 = -464852.581718 nChanged 3 SP:Iteration 24Q (1616.231892 sec): 3 clusters Score: Raw -467506.585953 + Penalty 2653.095678 = -464853.490275 nChanged 0 SP:Iteration 25F (1616.273214 sec): 3 clusters Score: Raw -467506.585953 + Penalty 2653.095678 = -464853.490275 nChanged 0 Trying to split cluster 36 (35397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1616.346206 sec): 2 clusters Score: Raw -5155606.214225 + Penalty 1702.087132 = -5153904.127093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1616.443223 sec): 3 clusters Score: Raw -5133716.908469 + Penalty 3404.174264 = -5130312.734205 nChanged 16371 SP:Iteration 1F (1616.542991 sec): 3 clusters Score: Raw -5142937.514937 + Penalty 3404.174264 = -5139533.340674 nChanged 1833 SP:Iteration 2F (1616.646809 sec): 3 clusters Score: Raw -5143691.729029 + Penalty 3404.174264 = -5140287.554766 nChanged 1904 SP:Iteration 3F (1616.744336 sec): 3 clusters Score: Raw -5144577.215441 + Penalty 3404.174264 = -5141173.041178 nChanged 1971 SP:Iteration 4F (1616.854206 sec): 3 clusters Score: Raw -5145574.726411 + Penalty 3404.174264 = -5142170.552147 nChanged 2074 SP:Iteration 5F (1616.956855 sec): 3 clusters Score: Raw -5146793.693181 + Penalty 3404.174264 = -5143389.518917 nChanged 2161 SP:Iteration 6F (1617.061695 sec): 3 clusters Score: Raw -5148191.141429 + Penalty 3404.174264 = -5144786.967165 nChanged 2118 SP:Iteration 7F (1617.165509 sec): 3 clusters Score: Raw -5149613.756523 + Penalty 3404.174264 = -5146209.582260 nChanged 1880 SP:Iteration 8F (1617.269746 sec): 3 clusters Score: Raw -5150822.163963 + Penalty 3404.174264 = -5147417.989699 nChanged 1522 SP:Iteration 9Q (1617.376105 sec): 3 clusters Score: Raw -5151600.779363 + Penalty 3404.174264 = -5148196.605099 nChanged 1093 SP:Iteration 10Q (1617.479169 sec): 3 clusters Score: Raw -5152009.345146 + Penalty 3404.174264 = -5148605.170882 nChanged 751 SP:Iteration 11Q (1617.575665 sec): 3 clusters Score: Raw -5152262.474107 + Penalty 3404.174264 = -5148858.299844 nChanged 551 SP:Iteration 12Q (1617.679816 sec): 3 clusters Score: Raw -5152420.513167 + Penalty 3404.174264 = -5149016.338904 nChanged 492 SP:Iteration 13Q (1617.788564 sec): 3 clusters Score: Raw -5152569.864507 + Penalty 3404.174264 = -5149165.690244 nChanged 456 SP:Iteration 14Q (1617.888703 sec): 3 clusters Score: Raw -5152707.545093 + Penalty 3404.174264 = -5149303.370829 nChanged 465 SP:Iteration 15Q (1617.989361 sec): 3 clusters Score: Raw -5152828.068704 + Penalty 3404.174264 = -5149423.894440 nChanged 427 SP:Iteration 16Q (1618.100672 sec): 3 clusters Score: Raw -5152937.949132 + Penalty 3404.174264 = -5149533.774868 nChanged 421 SP:Iteration 17Q (1618.202690 sec): 3 clusters Score: Raw -5153047.518745 + Penalty 3404.174264 = -5149643.344481 nChanged 412 SP:Iteration 18Q (1618.300946 sec): 3 clusters Score: Raw -5153150.744599 + Penalty 3404.174264 = -5149746.570335 nChanged 384 SP:Iteration 19Q (1618.400240 sec): 3 clusters Score: Raw -5153246.365071 + Penalty 3404.174264 = -5149842.190807 nChanged 400 SP:Iteration 20F (1618.501774 sec): 3 clusters Score: Raw -5153351.308682 + Penalty 3404.174264 = -5149947.134418 nChanged 422 SP:Iteration 21Q (1618.614937 sec): 3 clusters Score: Raw -5153462.645209 + Penalty 3404.174264 = -5150058.470945 nChanged 395 SP:Iteration 22Q (1618.712762 sec): 3 clusters Score: Raw -5153569.465615 + Penalty 3404.174264 = -5150165.291351 nChanged 384 SP:Iteration 23Q (1618.814081 sec): 3 clusters Score: Raw -5153674.168324 + Penalty 3404.174264 = -5150269.994061 nChanged 386 SP:Iteration 24Q (1618.901610 sec): 3 clusters Score: Raw -5153785.944907 + Penalty 3404.174264 = -5150381.770644 nChanged 380 SP:Iteration 25Q (1619.006851 sec): 3 clusters Score: Raw -5153903.757323 + Penalty 3404.174264 = -5150499.583060 nChanged 359 SP:Iteration 26Q (1619.096595 sec): 3 clusters Score: Raw -5154013.012925 + Penalty 3404.174264 = -5150608.838661 nChanged 377 SP:Iteration 27Q (1619.203626 sec): 3 clusters Score: Raw -5154139.207987 + Penalty 3404.174264 = -5150735.033723 nChanged 384 SP:Iteration 28Q (1619.293215 sec): 3 clusters Score: Raw -5154272.765458 + Penalty 3404.174264 = -5150868.591194 nChanged 375 SP:Iteration 29Q (1619.396581 sec): 3 clusters Score: Raw -5154407.860279 + Penalty 3404.174264 = -5151003.686015 nChanged 354 SP:Iteration 30Q (1619.496776 sec): 3 clusters Score: Raw -5154544.674539 + Penalty 3404.174264 = -5151140.500276 nChanged 341 SP:Iteration 31Q (1619.597237 sec): 3 clusters Score: Raw -5154672.866451 + Penalty 3404.174264 = -5151268.692188 nChanged 309 SP:Iteration 32Q (1619.692651 sec): 3 clusters Score: Raw -5154780.957333 + Penalty 3404.174264 = -5151376.783069 nChanged 283 SP:Iteration 33Q (1619.790114 sec): 3 clusters Score: Raw -5154878.617323 + Penalty 3404.174264 = -5151474.443059 nChanged 255 SP:Iteration 34Q (1619.891012 sec): 3 clusters Score: Raw -5154967.588718 + Penalty 3404.174264 = -5151563.414455 nChanged 242 SP:Iteration 35Q (1619.981402 sec): 3 clusters Score: Raw -5155057.068755 + Penalty 3404.174264 = -5151652.894492 nChanged 230 SP:Iteration 36Q (1620.078428 sec): 3 clusters Score: Raw -5155132.064849 + Penalty 3404.174264 = -5151727.890585 nChanged 196 SP:Iteration 37Q (1620.180924 sec): 3 clusters Score: Raw -5155189.729457 + Penalty 3404.174264 = -5151785.555194 nChanged 178 SP:Iteration 38Q (1620.277815 sec): 3 clusters Score: Raw -5155241.213627 + Penalty 3404.174264 = -5151837.039363 nChanged 159 SP:Iteration 39Q (1620.371276 sec): 3 clusters Score: Raw -5155284.024981 + Penalty 3404.174264 = -5151879.850718 nChanged 160 SP:Iteration 40F (1620.466299 sec): 3 clusters Score: Raw -5155333.524892 + Penalty 3404.174264 = -5151929.350628 nChanged 156 SP:Iteration 41Q (1620.561886 sec): 3 clusters Score: Raw -5155389.097916 + Penalty 3404.174264 = -5151984.923652 nChanged 151 SP:Iteration 42Q (1620.661511 sec): 3 clusters Score: Raw -5155442.705208 + Penalty 3404.174264 = -5152038.530945 nChanged 128 SP:Iteration 43Q (1620.750041 sec): 3 clusters Score: Raw -5155484.747860 + Penalty 3404.174264 = -5152080.573596 nChanged 123 SP:Iteration 44Q (1620.847380 sec): 3 clusters Score: Raw -5155523.052286 + Penalty 3404.174264 = -5152118.878022 nChanged 93 SP:Iteration 45Q (1620.927168 sec): 3 clusters Score: Raw -5155550.676699 + Penalty 3404.174264 = -5152146.502435 nChanged 82 SP:Iteration 46Q (1621.026318 sec): 3 clusters Score: Raw -5155576.867872 + Penalty 3404.174264 = -5152172.693609 nChanged 70 SP:Iteration 47Q (1621.109195 sec): 3 clusters Score: Raw -5155597.845793 + Penalty 3404.174264 = -5152193.671530 nChanged 57 SP:Iteration 48Q (1621.198643 sec): 3 clusters Score: Raw -5155618.709855 + Penalty 3404.174264 = -5152214.535591 nChanged 58 SP:Iteration 49Q (1621.285612 sec): 3 clusters Score: Raw -5155636.016991 + Penalty 3404.174264 = -5152231.842727 nChanged 47 SP:Iteration 50Q (1621.370731 sec): 3 clusters Score: Raw -5155648.551522 + Penalty 3404.174264 = -5152244.377259 nChanged 44 SP:Iteration 51Q (1621.461313 sec): 3 clusters Score: Raw -5155660.085044 + Penalty 3404.174264 = -5152255.910780 nChanged 42 SP:Iteration 52Q (1621.562314 sec): 3 clusters Score: Raw -5155669.145304 + Penalty 3404.174264 = -5152264.971041 nChanged 36 SP:Iteration 53Q (1621.657799 sec): 3 clusters Score: Raw -5155677.584767 + Penalty 3404.174264 = -5152273.410504 nChanged 32 SP:Iteration 54Q (1621.747385 sec): 3 clusters Score: Raw -5155683.502843 + Penalty 3404.174264 = -5152279.328579 nChanged 28 SP:Iteration 55Q (1621.836481 sec): 3 clusters Score: Raw -5155689.546960 + Penalty 3404.174264 = -5152285.372696 nChanged 24 SP:Iteration 56Q (1621.932867 sec): 3 clusters Score: Raw -5155696.276086 + Penalty 3404.174264 = -5152292.101822 nChanged 25 SP:Iteration 57Q (1622.025271 sec): 3 clusters Score: Raw -5155701.425531 + Penalty 3404.174264 = -5152297.251268 nChanged 23 SP:Iteration 58Q (1622.121553 sec): 3 clusters Score: Raw -5155706.740858 + Penalty 3404.174264 = -5152302.566595 nChanged 21 SP:Iteration 59Q (1622.212407 sec): 3 clusters Score: Raw -5155711.939868 + Penalty 3404.174264 = -5152307.765605 nChanged 24 SP:Iteration 60F (1622.315950 sec): 3 clusters Score: Raw -5155718.433169 + Penalty 3404.174264 = -5152314.258905 nChanged 29 SP:Iteration 61Q (1622.414550 sec): 3 clusters Score: Raw -5155726.548450 + Penalty 3404.174264 = -5152322.374186 nChanged 29 SP:Iteration 62Q (1622.509619 sec): 3 clusters Score: Raw -5155734.643210 + Penalty 3404.174264 = -5152330.468947 nChanged 27 SP:Iteration 63Q (1622.596213 sec): 3 clusters Score: Raw -5155741.400998 + Penalty 3404.174264 = -5152337.226734 nChanged 26 SP:Iteration 64Q (1622.699459 sec): 3 clusters Score: Raw -5155749.472734 + Penalty 3404.174264 = -5152345.298471 nChanged 25 SP:Iteration 65Q (1622.793406 sec): 3 clusters Score: Raw -5155759.007845 + Penalty 3404.174264 = -5152354.833582 nChanged 34 SP:Iteration 66Q (1622.888341 sec): 3 clusters Score: Raw -5155769.642163 + Penalty 3404.174264 = -5152365.467900 nChanged 25 SP:Iteration 67Q (1622.980524 sec): 3 clusters Score: Raw -5155776.063612 + Penalty 3404.174264 = -5152371.889348 nChanged 27 SP:Iteration 68Q (1623.073841 sec): 3 clusters Score: Raw -5155785.454784 + Penalty 3404.174264 = -5152381.280520 nChanged 32 SP:Iteration 69Q (1623.156795 sec): 3 clusters Score: Raw -5155798.096561 + Penalty 3404.174264 = -5152393.922297 nChanged 26 SP:Iteration 70Q (1623.248544 sec): 3 clusters Score: Raw -5155807.349948 + Penalty 3404.174264 = -5152403.175685 nChanged 25 SP:Iteration 71Q (1623.344624 sec): 3 clusters Score: Raw -5155816.403819 + Penalty 3404.174264 = -5152412.229556 nChanged 27 SP:Iteration 72Q (1623.438126 sec): 3 clusters Score: Raw -5155827.276155 + Penalty 3404.174264 = -5152423.101891 nChanged 29 SP:Iteration 73Q (1623.534578 sec): 3 clusters Score: Raw -5155836.484789 + Penalty 3404.174264 = -5152432.310526 nChanged 26 SP:Iteration 74Q (1623.622759 sec): 3 clusters Score: Raw -5155843.699195 + Penalty 3404.174264 = -5152439.524931 nChanged 19 SP:Iteration 75Q (1623.720015 sec): 3 clusters Score: Raw -5155849.078797 + Penalty 3404.174264 = -5152444.904534 nChanged 14 SP:Iteration 76Q (1623.803275 sec): 3 clusters Score: Raw -5155853.438338 + Penalty 3404.174264 = -5152449.264074 nChanged 21 SP:Iteration 77Q (1623.882782 sec): 3 clusters Score: Raw -5155859.749245 + Penalty 3404.174264 = -5152455.574981 nChanged 15 SP:Iteration 78Q (1623.977481 sec): 3 clusters Score: Raw -5155864.113800 + Penalty 3404.174264 = -5152459.939536 nChanged 8 SP:Iteration 79Q (1624.073898 sec): 3 clusters Score: Raw -5155866.636449 + Penalty 3404.174264 = -5152462.462185 nChanged 12 SP:Iteration 80F (1624.172166 sec): 3 clusters Score: Raw -5155869.093716 + Penalty 3404.174264 = -5152464.919452 nChanged 8 SP:Iteration 81Q (1624.275517 sec): 3 clusters Score: Raw -5155870.743613 + Penalty 3404.174264 = -5152466.569350 nChanged 8 SP:Iteration 82Q (1624.362028 sec): 3 clusters Score: Raw -5155874.175577 + Penalty 3404.174264 = -5152470.001313 nChanged 5 SP:Iteration 83Q (1624.453553 sec): 3 clusters Score: Raw -5155875.608809 + Penalty 3404.174264 = -5152471.434545 nChanged 5 SP:Iteration 84Q (1624.542928 sec): 3 clusters Score: Raw -5155876.851038 + Penalty 3404.174264 = -5152472.676775 nChanged 7 SP:Iteration 85Q (1624.635515 sec): 3 clusters Score: Raw -5155878.799764 + Penalty 3404.174264 = -5152474.625500 nChanged 6 SP:Iteration 86Q (1624.723353 sec): 3 clusters Score: Raw -5155880.352637 + Penalty 3404.174264 = -5152476.178374 nChanged 3 SP:Iteration 87Q (1624.810938 sec): 3 clusters Score: Raw -5155880.788550 + Penalty 3404.174264 = -5152476.614287 nChanged 1 SP:Iteration 88Q (1624.904697 sec): 3 clusters Score: Raw -5155881.182984 + Penalty 3404.174264 = -5152477.008720 nChanged 2 SP:Iteration 89Q (1624.993379 sec): 3 clusters Score: Raw -5155881.761843 + Penalty 3404.174264 = -5152477.587579 nChanged 0 SP:Iteration 90F (1625.085680 sec): 3 clusters Score: Raw -5155881.761843 + Penalty 3404.174264 = -5152477.587579 nChanged 0 Trying to split cluster 37 (5382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1625.115232 sec): 2 clusters Score: Raw -773981.650426 + Penalty 1396.007491 = -772585.642935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1625.168522 sec): 3 clusters Score: Raw -771149.286243 + Penalty 2792.014983 = -768357.271261 nChanged 2159 SP:Iteration 1F (1625.224514 sec): 3 clusters Score: Raw -772427.564958 + Penalty 2792.014983 = -769635.549975 nChanged 386 SP:Iteration 2F (1625.281614 sec): 3 clusters Score: Raw -772635.702528 + Penalty 2792.014983 = -769843.687545 nChanged 298 SP:Iteration 3F (1625.342576 sec): 3 clusters Score: Raw -772817.919025 + Penalty 2792.014983 = -770025.904042 nChanged 294 SP:Iteration 4F (1625.402509 sec): 3 clusters Score: Raw -772995.375365 + Penalty 2792.014983 = -770203.360383 nChanged 275 SP:Iteration 5F (1625.450225 sec): 3 clusters Score: Raw -773151.201921 + Penalty 2792.014983 = -770359.186938 nChanged 238 SP:Iteration 6Q (1625.506004 sec): 3 clusters Score: Raw -773289.878166 + Penalty 2792.014983 = -770497.863183 nChanged 215 SP:Iteration 7Q (1625.574180 sec): 3 clusters Score: Raw -773418.261006 + Penalty 2792.014983 = -770626.246023 nChanged 191 SP:Iteration 8Q (1625.622022 sec): 3 clusters Score: Raw -773546.546498 + Penalty 2792.014983 = -770754.531515 nChanged 205 SP:Iteration 9Q (1625.664402 sec): 3 clusters Score: Raw -773695.392391 + Penalty 2792.014983 = -770903.377408 nChanged 214 SP:Iteration 10Q (1625.725333 sec): 3 clusters Score: Raw -773863.732391 + Penalty 2792.014983 = -771071.717408 nChanged 170 SP:Iteration 11Q (1625.783179 sec): 3 clusters Score: Raw -773984.254465 + Penalty 2792.014983 = -771192.239482 nChanged 126 SP:Iteration 12Q (1625.840348 sec): 3 clusters Score: Raw -774057.192348 + Penalty 2792.014983 = -771265.177365 nChanged 92 SP:Iteration 13Q (1625.895766 sec): 3 clusters Score: Raw -774104.685123 + Penalty 2792.014983 = -771312.670140 nChanged 86 SP:Iteration 14Q (1625.938310 sec): 3 clusters Score: Raw -774145.294529 + Penalty 2792.014983 = -771353.279546 nChanged 58 SP:Iteration 15Q (1625.993932 sec): 3 clusters Score: Raw -774170.598811 + Penalty 2792.014983 = -771378.583828 nChanged 42 SP:Iteration 16Q (1626.046354 sec): 3 clusters Score: Raw -774186.700425 + Penalty 2792.014983 = -771394.685443 nChanged 39 SP:Iteration 17Q (1626.102450 sec): 3 clusters Score: Raw -774201.985857 + Penalty 2792.014983 = -771409.970875 nChanged 20 SP:Iteration 18Q (1626.163460 sec): 3 clusters Score: Raw -774209.599702 + Penalty 2792.014983 = -771417.584719 nChanged 21 SP:Iteration 19Q (1626.223975 sec): 3 clusters Score: Raw -774217.687165 + Penalty 2792.014983 = -771425.672182 nChanged 22 SP:Iteration 20F (1626.280306 sec): 3 clusters Score: Raw -774226.707216 + Penalty 2792.014983 = -771434.692233 nChanged 21 SP:Iteration 21Q (1626.336234 sec): 3 clusters Score: Raw -774234.726595 + Penalty 2792.014983 = -771442.711612 nChanged 22 SP:Iteration 22Q (1626.392879 sec): 3 clusters Score: Raw -774244.778596 + Penalty 2792.014983 = -771452.763613 nChanged 17 SP:Iteration 23Q (1626.444592 sec): 3 clusters Score: Raw -774249.580349 + Penalty 2792.014983 = -771457.565366 nChanged 10 SP:Iteration 24Q (1626.492543 sec): 3 clusters Score: Raw -774252.523578 + Penalty 2792.014983 = -771460.508595 nChanged 10 SP:Iteration 25Q (1626.548066 sec): 3 clusters Score: Raw -774255.338173 + Penalty 2792.014983 = -771463.323190 nChanged 4 SP:Iteration 26Q (1626.602234 sec): 3 clusters Score: Raw -774255.986521 + Penalty 2792.014983 = -771463.971538 nChanged 3 SP:Iteration 27Q (1626.645304 sec): 3 clusters Score: Raw -774256.569611 + Penalty 2792.014983 = -771464.554628 nChanged 0 SP:Iteration 28F (1626.698760 sec): 3 clusters Score: Raw -774256.569611 + Penalty 2792.014983 = -771464.554628 nChanged 0 Trying to split cluster 38 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1626.728084 sec): 2 clusters Score: Raw -26010.142485 + Penalty 971.157023 = -25038.985462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1626.771180 sec): 3 clusters Score: Raw -26039.996276 + Penalty 1942.314046 = -24097.682231 nChanged 76 SP:Iteration 1F (1626.822474 sec): 3 clusters Score: Raw -26213.263503 + Penalty 1942.314046 = -24270.949457 nChanged 28 SP:Iteration 2F (1626.865370 sec): 3 clusters Score: Raw -26288.093623 + Penalty 1942.314046 = -24345.779577 nChanged 17 SP:Iteration 3Q (1626.924490 sec): 3 clusters Score: Raw -26328.178469 + Penalty 1942.314046 = -24385.864423 nChanged 7 SP:Iteration 4Q (1626.969118 sec): 3 clusters Score: Raw -26345.639558 + Penalty 1942.314046 = -24403.325512 nChanged 5 SP:Iteration 5Q (1627.006217 sec): 3 clusters Score: Raw -26359.030575 + Penalty 1942.314046 = -24416.716529 nChanged 4 SP:Iteration 6Q (1627.053372 sec): 3 clusters Score: Raw -26369.902995 + Penalty 1942.314046 = -24427.588950 nChanged 2 SP:Iteration 7Q (1627.100904 sec): 3 clusters Score: Raw -26372.681942 + Penalty 1942.314046 = -24430.367896 nChanged 0 SP:Iteration 8F (1627.152057 sec): 3 clusters Score: Raw -26372.681942 + Penalty 1942.314046 = -24430.367896 nChanged 0 Trying to split cluster 39 (22058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1627.213329 sec): 2 clusters Score: Raw -3170002.817259 + Penalty 1625.232477 = -3168377.584782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1627.296144 sec): 3 clusters Score: Raw -3156651.085384 + Penalty 3250.464954 = -3153400.620430 nChanged 10065 SP:Iteration 1F (1627.380330 sec): 3 clusters Score: Raw -3162445.457408 + Penalty 3250.464954 = -3159194.992454 nChanged 1268 SP:Iteration 2F (1627.463678 sec): 3 clusters Score: Raw -3163141.118226 + Penalty 3250.464954 = -3159890.653272 nChanged 1321 SP:Iteration 3F (1627.545973 sec): 3 clusters Score: Raw -3163961.085703 + Penalty 3250.464954 = -3160710.620750 nChanged 1354 SP:Iteration 4F (1627.624466 sec): 3 clusters Score: Raw -3164884.863130 + Penalty 3250.464954 = -3161634.398177 nChanged 1356 SP:Iteration 5F (1627.711772 sec): 3 clusters Score: Raw -3165985.007219 + Penalty 3250.464954 = -3162734.542266 nChanged 1365 SP:Iteration 6F (1627.791062 sec): 3 clusters Score: Raw -3167221.337248 + Penalty 3250.464954 = -3163970.872294 nChanged 1299 SP:Iteration 7F (1627.868751 sec): 3 clusters Score: Raw -3168438.071041 + Penalty 3250.464954 = -3165187.606087 nChanged 1113 SP:Iteration 8F (1627.955817 sec): 3 clusters Score: Raw -3169360.891848 + Penalty 3250.464954 = -3166110.426894 nChanged 798 SP:Iteration 9Q (1628.045020 sec): 3 clusters Score: Raw -3169863.651228 + Penalty 3250.464954 = -3166613.186274 nChanged 571 SP:Iteration 10Q (1628.132005 sec): 3 clusters Score: Raw -3170103.134384 + Penalty 3250.464954 = -3166852.669431 nChanged 369 SP:Iteration 11Q (1628.214740 sec): 3 clusters Score: Raw -3170234.390032 + Penalty 3250.464954 = -3166983.925078 nChanged 268 SP:Iteration 12Q (1628.287292 sec): 3 clusters Score: Raw -3170308.725463 + Penalty 3250.464954 = -3167058.260509 nChanged 191 SP:Iteration 13Q (1628.359239 sec): 3 clusters Score: Raw -3170349.639185 + Penalty 3250.464954 = -3167099.174231 nChanged 153 SP:Iteration 14Q (1628.440412 sec): 3 clusters Score: Raw -3170377.567295 + Penalty 3250.464954 = -3167127.102342 nChanged 120 SP:Iteration 15Q (1628.516714 sec): 3 clusters Score: Raw -3170395.756678 + Penalty 3250.464954 = -3167145.291724 nChanged 83 SP:Iteration 16Q (1628.591879 sec): 3 clusters Score: Raw -3170405.737500 + Penalty 3250.464954 = -3167155.272546 nChanged 77 SP:Iteration 17Q (1628.675402 sec): 3 clusters Score: Raw -3170414.546345 + Penalty 3250.464954 = -3167164.081391 nChanged 63 SP:Iteration 18Q (1628.761209 sec): 3 clusters Score: Raw -3170420.974181 + Penalty 3250.464954 = -3167170.509228 nChanged 38 SP:Iteration 19Q (1628.844093 sec): 3 clusters Score: Raw -3170424.336704 + Penalty 3250.464954 = -3167173.871750 nChanged 38 SP:Iteration 20F (1628.927190 sec): 3 clusters Score: Raw -3170427.548431 + Penalty 3250.464954 = -3167177.083478 nChanged 29 SP:Iteration 21Q (1629.010598 sec): 3 clusters Score: Raw -3170430.143837 + Penalty 3250.464954 = -3167179.678884 nChanged 23 SP:Iteration 22Q (1629.084162 sec): 3 clusters Score: Raw -3170432.009972 + Penalty 3250.464954 = -3167181.545018 nChanged 18 SP:Iteration 23Q (1629.154368 sec): 3 clusters Score: Raw -3170433.234234 + Penalty 3250.464954 = -3167182.769280 nChanged 11 SP:Iteration 24Q (1629.235445 sec): 3 clusters Score: Raw -3170433.878873 + Penalty 3250.464954 = -3167183.413919 nChanged 10 SP:Iteration 25Q (1629.312218 sec): 3 clusters Score: Raw -3170434.770219 + Penalty 3250.464954 = -3167184.305265 nChanged 18 SP:Iteration 26Q (1629.396383 sec): 3 clusters Score: Raw -3170436.793330 + Penalty 3250.464954 = -3167186.328376 nChanged 21 SP:Iteration 27Q (1629.472129 sec): 3 clusters Score: Raw -3170438.688124 + Penalty 3250.464954 = -3167188.223170 nChanged 16 SP:Iteration 28Q (1629.552749 sec): 3 clusters Score: Raw -3170440.127338 + Penalty 3250.464954 = -3167189.662384 nChanged 16 SP:Iteration 29Q (1629.633739 sec): 3 clusters Score: Raw -3170441.414229 + Penalty 3250.464954 = -3167190.949275 nChanged 19 SP:Iteration 30Q (1629.703154 sec): 3 clusters Score: Raw -3170443.441908 + Penalty 3250.464954 = -3167192.976954 nChanged 22 SP:Iteration 31Q (1629.789098 sec): 3 clusters Score: Raw -3170445.482242 + Penalty 3250.464954 = -3167195.017288 nChanged 21 SP:Iteration 32Q (1629.867693 sec): 3 clusters Score: Raw -3170447.121217 + Penalty 3250.464954 = -3167196.656263 nChanged 15 SP:Iteration 33Q (1629.945385 sec): 3 clusters Score: Raw -3170448.427566 + Penalty 3250.464954 = -3167197.962612 nChanged 15 SP:Iteration 34Q (1630.008381 sec): 3 clusters Score: Raw -3170449.935009 + Penalty 3250.464954 = -3167199.470056 nChanged 22 SP:Iteration 35Q (1630.098608 sec): 3 clusters Score: Raw -3170452.550517 + Penalty 3250.464954 = -3167202.085563 nChanged 24 SP:Iteration 36Q (1630.169779 sec): 3 clusters Score: Raw -3170454.260457 + Penalty 3250.464954 = -3167203.795503 nChanged 20 SP:Iteration 37Q (1630.247043 sec): 3 clusters Score: Raw -3170455.650037 + Penalty 3250.464954 = -3167205.185083 nChanged 15 SP:Iteration 38Q (1630.336191 sec): 3 clusters Score: Raw -3170456.871407 + Penalty 3250.464954 = -3167206.406453 nChanged 16 SP:Iteration 39Q (1630.415618 sec): 3 clusters Score: Raw -3170457.966423 + Penalty 3250.464954 = -3167207.501469 nChanged 17 SP:Iteration 40F (1630.499081 sec): 3 clusters Score: Raw -3170459.443428 + Penalty 3250.464954 = -3167208.978475 nChanged 15 SP:Iteration 41Q (1630.578562 sec): 3 clusters Score: Raw -3170460.660047 + Penalty 3250.464954 = -3167210.195093 nChanged 16 SP:Iteration 42Q (1630.653302 sec): 3 clusters Score: Raw -3170462.047703 + Penalty 3250.464954 = -3167211.582750 nChanged 13 SP:Iteration 43Q (1630.734157 sec): 3 clusters Score: Raw -3170463.203636 + Penalty 3250.464954 = -3167212.738683 nChanged 16 SP:Iteration 44Q (1630.813864 sec): 3 clusters Score: Raw -3170464.524404 + Penalty 3250.464954 = -3167214.059451 nChanged 17 SP:Iteration 45Q (1630.894283 sec): 3 clusters Score: Raw -3170465.874224 + Penalty 3250.464954 = -3167215.409270 nChanged 8 SP:Iteration 46Q (1630.955632 sec): 3 clusters Score: Raw -3170466.456902 + Penalty 3250.464954 = -3167215.991948 nChanged 7 SP:Iteration 47Q (1631.040832 sec): 3 clusters Score: Raw -3170466.937979 + Penalty 3250.464954 = -3167216.473025 nChanged 6 SP:Iteration 48Q (1631.110059 sec): 3 clusters Score: Raw -3170467.446828 + Penalty 3250.464954 = -3167216.981874 nChanged 7 SP:Iteration 49Q (1631.184549 sec): 3 clusters Score: Raw -3170467.915893 + Penalty 3250.464954 = -3167217.450939 nChanged 4 SP:Iteration 50Q (1631.273814 sec): 3 clusters Score: Raw -3170468.169835 + Penalty 3250.464954 = -3167217.704881 nChanged 4 SP:Iteration 51Q (1631.355229 sec): 3 clusters Score: Raw -3170468.388632 + Penalty 3250.464954 = -3167217.923678 nChanged 0 SP:Iteration 52F (1631.439897 sec): 3 clusters Score: Raw -3170468.388632 + Penalty 3250.464954 = -3167217.923678 nChanged 0 Trying to split cluster 40 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1631.463816 sec): 2 clusters Score: Raw -9225.715132 + Penalty 850.055150 = -8375.659982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1631.508930 sec): 3 clusters Score: Raw -9468.166924 + Penalty 1700.110300 = -7768.056624 nChanged 34 SP:Iteration 1F (1631.536571 sec): 3 clusters Score: Raw -9559.459474 + Penalty 1700.110300 = -7859.349174 nChanged 10 SP:Iteration 2F (1631.577488 sec): 3 clusters Score: Raw -9590.696264 + Penalty 1700.110300 = -7890.585964 nChanged 8 SP:Iteration 3Q (1631.632106 sec): 3 clusters Score: Raw -9608.611213 + Penalty 1700.110300 = -7908.500912 nChanged 6 SP:Iteration 4Q (1631.679666 sec): 3 clusters Score: Raw -9633.841406 + Penalty 1700.110300 = -7933.731106 nChanged 3 SP:Iteration 5Q (1631.712299 sec): 3 clusters Score: Raw -9638.291977 + Penalty 1700.110300 = -7938.181676 nChanged 1 SP:Iteration 6Q (1631.766135 sec): 3 clusters Score: Raw -9639.773959 + Penalty 1700.110300 = -7939.663658 nChanged 1 SP:Iteration 7Q (1631.817285 sec): 3 clusters Score: Raw -9643.245646 + Penalty 1700.110300 = -7943.135346 nChanged 0 SP:Iteration 8F (1631.855841 sec): 3 clusters Score: Raw -9643.245646 + Penalty 1700.110300 = -7943.135346 nChanged 0 Trying to split cluster 41 (81934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1631.993375 sec): 2 clusters Score: Raw -11860877.212364 + Penalty 1838.471265 = -11859038.741098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1632.142351 sec): 3 clusters Score: Raw -11808029.431092 + Penalty 3676.942530 = -11804352.488562 nChanged 39078 SP:Iteration 1F (1632.317446 sec): 3 clusters Score: Raw -11830858.284722 + Penalty 3676.942530 = -11827181.342192 nChanged 3369 SP:Iteration 2Q (1632.506580 sec): 3 clusters Score: Raw -11831959.101090 + Penalty 3676.942530 = -11828282.158559 nChanged 3540 SP:Iteration 3Q (1632.695468 sec): 3 clusters Score: Raw -11833416.878107 + Penalty 3676.942530 = -11829739.935577 nChanged 4089 SP:Iteration 4Q (1632.882350 sec): 3 clusters Score: Raw -11835507.012098 + Penalty 3676.942530 = -11831830.069568 nChanged 4729 SP:Iteration 5F (1633.049934 sec): 3 clusters Score: Raw -11838367.723640 + Penalty 3676.942530 = -11834690.781110 nChanged 5267 SP:Iteration 6F (1633.227653 sec): 3 clusters Score: Raw -11842413.224184 + Penalty 3676.942530 = -11838736.281654 nChanged 5721 SP:Iteration 7F (1633.409010 sec): 3 clusters Score: Raw -11846988.002291 + Penalty 3676.942530 = -11843311.059761 nChanged 4967 SP:Iteration 8F (1633.587830 sec): 3 clusters Score: Raw -11850216.400159 + Penalty 3676.942530 = -11846539.457629 nChanged 3520 SP:Iteration 9Q (1633.756758 sec): 3 clusters Score: Raw -11851706.311323 + Penalty 3676.942530 = -11848029.368793 nChanged 2152 SP:Iteration 10Q (1633.936349 sec): 3 clusters Score: Raw -11852400.730998 + Penalty 3676.942530 = -11848723.788468 nChanged 1555 SP:Iteration 11Q (1634.114948 sec): 3 clusters Score: Raw -11852899.853638 + Penalty 3676.942530 = -11849222.911108 nChanged 1398 SP:Iteration 12Q (1634.292152 sec): 3 clusters Score: Raw -11853378.398843 + Penalty 3676.942530 = -11849701.456313 nChanged 1396 SP:Iteration 13Q (1634.472032 sec): 3 clusters Score: Raw -11853888.872543 + Penalty 3676.942530 = -11850211.930013 nChanged 1480 SP:Iteration 14Q (1634.652317 sec): 3 clusters Score: Raw -11854461.166453 + Penalty 3676.942530 = -11850784.223922 nChanged 1472 SP:Iteration 15Q (1634.829974 sec): 3 clusters Score: Raw -11855072.520088 + Penalty 3676.942530 = -11851395.577557 nChanged 1494 SP:Iteration 16Q (1635.009588 sec): 3 clusters Score: Raw -11855706.330893 + Penalty 3676.942530 = -11852029.388363 nChanged 1436 SP:Iteration 17Q (1635.187328 sec): 3 clusters Score: Raw -11856347.110684 + Penalty 3676.942530 = -11852670.168154 nChanged 1387 SP:Iteration 18Q (1635.368625 sec): 3 clusters Score: Raw -11856961.094031 + Penalty 3676.942530 = -11853284.151500 nChanged 1349 SP:Iteration 19Q (1635.539713 sec): 3 clusters Score: Raw -11857579.970134 + Penalty 3676.942530 = -11853903.027604 nChanged 1301 SP:Iteration 20F (1635.712132 sec): 3 clusters Score: Raw -11858189.929046 + Penalty 3676.942530 = -11854512.986516 nChanged 1223 SP:Iteration 21Q (1635.892114 sec): 3 clusters Score: Raw -11858697.202524 + Penalty 3676.942530 = -11855020.259994 nChanged 1056 SP:Iteration 22Q (1636.065902 sec): 3 clusters Score: Raw -11859089.610186 + Penalty 3676.942530 = -11855412.667655 nChanged 919 SP:Iteration 23Q (1636.240734 sec): 3 clusters Score: Raw -11859379.647575 + Penalty 3676.942530 = -11855702.705045 nChanged 777 SP:Iteration 24Q (1636.417119 sec): 3 clusters Score: Raw -11859604.285793 + Penalty 3676.942530 = -11855927.343263 nChanged 661 SP:Iteration 25Q (1636.587280 sec): 3 clusters Score: Raw -11859778.227805 + Penalty 3676.942530 = -11856101.285275 nChanged 602 SP:Iteration 26Q (1636.756889 sec): 3 clusters Score: Raw -11859915.171232 + Penalty 3676.942530 = -11856238.228702 nChanged 552 SP:Iteration 27Q (1636.921286 sec): 3 clusters Score: Raw -11860031.995799 + Penalty 3676.942530 = -11856355.053269 nChanged 497 SP:Iteration 28Q (1637.100228 sec): 3 clusters Score: Raw -11860123.842338 + Penalty 3676.942530 = -11856446.899807 nChanged 460 SP:Iteration 29Q (1637.278196 sec): 3 clusters Score: Raw -11860206.016606 + Penalty 3676.942530 = -11856529.074076 nChanged 481 SP:Iteration 30Q (1637.444549 sec): 3 clusters Score: Raw -11860292.574557 + Penalty 3676.942530 = -11856615.632027 nChanged 444 SP:Iteration 31Q (1637.609253 sec): 3 clusters Score: Raw -11860362.679621 + Penalty 3676.942530 = -11856685.737091 nChanged 420 SP:Iteration 32Q (1637.769865 sec): 3 clusters Score: Raw -11860429.969747 + Penalty 3676.942530 = -11856753.027217 nChanged 398 SP:Iteration 33Q (1637.929998 sec): 3 clusters Score: Raw -11860489.514768 + Penalty 3676.942530 = -11856812.572237 nChanged 396 SP:Iteration 34Q (1638.097619 sec): 3 clusters Score: Raw -11860547.424169 + Penalty 3676.942530 = -11856870.481639 nChanged 359 SP:Iteration 35Q (1638.263212 sec): 3 clusters Score: Raw -11860598.242903 + Penalty 3676.942530 = -11856921.300373 nChanged 340 SP:Iteration 36Q (1638.435494 sec): 3 clusters Score: Raw -11860644.361336 + Penalty 3676.942530 = -11856967.418805 nChanged 319 SP:Iteration 37Q (1638.597288 sec): 3 clusters Score: Raw -11860684.693649 + Penalty 3676.942530 = -11857007.751119 nChanged 286 SP:Iteration 38Q (1638.762524 sec): 3 clusters Score: Raw -11860721.815269 + Penalty 3676.942530 = -11857044.872738 nChanged 294 SP:Iteration 39Q (1638.928402 sec): 3 clusters Score: Raw -11860759.794925 + Penalty 3676.942530 = -11857082.852394 nChanged 278 SP:Iteration 40F (1639.104003 sec): 3 clusters Score: Raw -11860793.596368 + Penalty 3676.942530 = -11857116.653838 nChanged 267 SP:Iteration 41Q (1639.266004 sec): 3 clusters Score: Raw -11860824.767075 + Penalty 3676.942530 = -11857147.824544 nChanged 252 SP:Iteration 42Q (1639.429378 sec): 3 clusters Score: Raw -11860853.199991 + Penalty 3676.942530 = -11857176.257460 nChanged 231 SP:Iteration 43Q (1639.595540 sec): 3 clusters Score: Raw -11860877.398579 + Penalty 3676.942530 = -11857200.456049 nChanged 222 SP:Iteration 44Q (1639.764354 sec): 3 clusters Score: Raw -11860899.497888 + Penalty 3676.942530 = -11857222.555358 nChanged 193 SP:Iteration 45Q (1639.910647 sec): 3 clusters Score: Raw -11860918.494775 + Penalty 3676.942530 = -11857241.552244 nChanged 206 SP:Iteration 46Q (1640.088121 sec): 3 clusters Score: Raw -11860939.284894 + Penalty 3676.942530 = -11857262.342364 nChanged 212 SP:Iteration 47Q (1640.251384 sec): 3 clusters Score: Raw -11860960.279698 + Penalty 3676.942530 = -11857283.337167 nChanged 203 SP:Iteration 48Q (1640.419063 sec): 3 clusters Score: Raw -11860980.039364 + Penalty 3676.942530 = -11857303.096833 nChanged 198 SP:Iteration 49Q (1640.575966 sec): 3 clusters Score: Raw -11861001.801514 + Penalty 3676.942530 = -11857324.858984 nChanged 216 SP:Iteration 50Q (1640.741203 sec): 3 clusters Score: Raw -11861025.188462 + Penalty 3676.942530 = -11857348.245932 nChanged 205 SP:Iteration 51Q (1640.898524 sec): 3 clusters Score: Raw -11861048.116834 + Penalty 3676.942530 = -11857371.174303 nChanged 209 SP:Iteration 52Q (1641.065958 sec): 3 clusters Score: Raw -11861071.254338 + Penalty 3676.942530 = -11857394.311807 nChanged 181 SP:Iteration 53Q (1641.222261 sec): 3 clusters Score: Raw -11861089.894374 + Penalty 3676.942530 = -11857412.951843 nChanged 168 SP:Iteration 54Q (1641.387510 sec): 3 clusters Score: Raw -11861106.358767 + Penalty 3676.942530 = -11857429.416236 nChanged 166 SP:Iteration 55Q (1641.550379 sec): 3 clusters Score: Raw -11861122.537142 + Penalty 3676.942530 = -11857445.594612 nChanged 180 SP:Iteration 56Q (1641.704584 sec): 3 clusters Score: Raw -11861140.292992 + Penalty 3676.942530 = -11857463.350461 nChanged 154 SP:Iteration 57Q (1641.863599 sec): 3 clusters Score: Raw -11861154.200585 + Penalty 3676.942530 = -11857477.258054 nChanged 151 SP:Iteration 58Q (1642.025520 sec): 3 clusters Score: Raw -11861166.470411 + Penalty 3676.942530 = -11857489.527881 nChanged 135 SP:Iteration 59Q (1642.183968 sec): 3 clusters Score: Raw -11861178.031643 + Penalty 3676.942530 = -11857501.089113 nChanged 135 SP:Iteration 60F (1642.357568 sec): 3 clusters Score: Raw -11861190.564835 + Penalty 3676.942530 = -11857513.622305 nChanged 125 SP:Iteration 61Q (1642.523397 sec): 3 clusters Score: Raw -11861200.471640 + Penalty 3676.942530 = -11857523.529110 nChanged 112 SP:Iteration 62Q (1642.682154 sec): 3 clusters Score: Raw -11861209.695335 + Penalty 3676.942530 = -11857532.752804 nChanged 105 SP:Iteration 63Q (1642.838954 sec): 3 clusters Score: Raw -11861217.239940 + Penalty 3676.942530 = -11857540.297410 nChanged 111 SP:Iteration 64Q (1642.997451 sec): 3 clusters Score: Raw -11861225.257960 + Penalty 3676.942530 = -11857548.315430 nChanged 103 SP:Iteration 65Q (1643.159297 sec): 3 clusters Score: Raw -11861231.922436 + Penalty 3676.942530 = -11857554.979905 nChanged 87 SP:Iteration 66Q (1643.316857 sec): 3 clusters Score: Raw -11861237.763401 + Penalty 3676.942530 = -11857560.820870 nChanged 73 SP:Iteration 67Q (1643.480505 sec): 3 clusters Score: Raw -11861242.959980 + Penalty 3676.942530 = -11857566.017449 nChanged 84 SP:Iteration 68Q (1643.638205 sec): 3 clusters Score: Raw -11861249.608259 + Penalty 3676.942530 = -11857572.665728 nChanged 82 SP:Iteration 69Q (1643.796994 sec): 3 clusters Score: Raw -11861255.924619 + Penalty 3676.942530 = -11857578.982089 nChanged 82 SP:Iteration 70Q (1643.958129 sec): 3 clusters Score: Raw -11861262.437891 + Penalty 3676.942530 = -11857585.495361 nChanged 83 SP:Iteration 71Q (1644.114058 sec): 3 clusters Score: Raw -11861268.409539 + Penalty 3676.942530 = -11857591.467008 nChanged 75 SP:Iteration 72Q (1644.271154 sec): 3 clusters Score: Raw -11861274.018702 + Penalty 3676.942530 = -11857597.076172 nChanged 92 SP:Iteration 73Q (1644.427530 sec): 3 clusters Score: Raw -11861280.892339 + Penalty 3676.942530 = -11857603.949809 nChanged 76 SP:Iteration 74Q (1644.571011 sec): 3 clusters Score: Raw -11861286.670077 + Penalty 3676.942530 = -11857609.727547 nChanged 87 SP:Iteration 75Q (1644.729179 sec): 3 clusters Score: Raw -11861294.158596 + Penalty 3676.942530 = -11857617.216066 nChanged 87 SP:Iteration 76Q (1644.892925 sec): 3 clusters Score: Raw -11861301.515993 + Penalty 3676.942530 = -11857624.573463 nChanged 96 SP:Iteration 77Q (1645.052228 sec): 3 clusters Score: Raw -11861309.187808 + Penalty 3676.942530 = -11857632.245278 nChanged 87 SP:Iteration 78Q (1645.205870 sec): 3 clusters Score: Raw -11861316.551400 + Penalty 3676.942530 = -11857639.608870 nChanged 92 SP:Iteration 79Q (1645.367034 sec): 3 clusters Score: Raw -11861323.793005 + Penalty 3676.942530 = -11857646.850474 nChanged 89 SP:Iteration 80F (1645.536205 sec): 3 clusters Score: Raw -11861329.886473 + Penalty 3676.942530 = -11857652.943943 nChanged 80 SP:Iteration 81Q (1645.697932 sec): 3 clusters Score: Raw -11861335.881926 + Penalty 3676.942530 = -11857658.939395 nChanged 79 SP:Iteration 82Q (1645.848565 sec): 3 clusters Score: Raw -11861340.995881 + Penalty 3676.942530 = -11857664.053351 nChanged 79 SP:Iteration 83Q (1646.006590 sec): 3 clusters Score: Raw -11861346.920769 + Penalty 3676.942530 = -11857669.978238 nChanged 83 SP:Iteration 84Q (1646.162290 sec): 3 clusters Score: Raw -11861352.378474 + Penalty 3676.942530 = -11857675.435944 nChanged 79 SP:Iteration 85Q (1646.308859 sec): 3 clusters Score: Raw -11861359.239075 + Penalty 3676.942530 = -11857682.296544 nChanged 79 SP:Iteration 86Q (1646.463888 sec): 3 clusters Score: Raw -11861365.180841 + Penalty 3676.942530 = -11857688.238310 nChanged 73 SP:Iteration 87Q (1646.623547 sec): 3 clusters Score: Raw -11861369.829305 + Penalty 3676.942530 = -11857692.886774 nChanged 65 SP:Iteration 88Q (1646.776292 sec): 3 clusters Score: Raw -11861374.017122 + Penalty 3676.942530 = -11857697.074592 nChanged 63 SP:Iteration 89Q (1646.929662 sec): 3 clusters Score: Raw -11861377.973943 + Penalty 3676.942530 = -11857701.031412 nChanged 50 SP:Iteration 90Q (1647.086208 sec): 3 clusters Score: Raw -11861380.853512 + Penalty 3676.942530 = -11857703.910982 nChanged 50 SP:Iteration 91Q (1647.249272 sec): 3 clusters Score: Raw -11861383.685637 + Penalty 3676.942530 = -11857706.743107 nChanged 39 SP:Iteration 92Q (1647.402537 sec): 3 clusters Score: Raw -11861385.499877 + Penalty 3676.942530 = -11857708.557347 nChanged 34 SP:Iteration 93Q (1647.554130 sec): 3 clusters Score: Raw -11861387.432972 + Penalty 3676.942530 = -11857710.490442 nChanged 32 SP:Iteration 94Q (1647.720360 sec): 3 clusters Score: Raw -11861389.436762 + Penalty 3676.942530 = -11857712.494232 nChanged 37 SP:Iteration 95Q (1647.872434 sec): 3 clusters Score: Raw -11861391.706345 + Penalty 3676.942530 = -11857714.763814 nChanged 41 SP:Iteration 96Q (1648.028736 sec): 3 clusters Score: Raw -11861394.534854 + Penalty 3676.942530 = -11857717.592324 nChanged 48 SP:Iteration 97Q (1648.186248 sec): 3 clusters Score: Raw -11861398.037739 + Penalty 3676.942530 = -11857721.095209 nChanged 52 SP:Iteration 98Q (1648.344188 sec): 3 clusters Score: Raw -11861401.797398 + Penalty 3676.942530 = -11857724.854868 nChanged 45 SP:Iteration 99Q (1648.508061 sec): 3 clusters Score: Raw -11861404.411357 + Penalty 3676.942530 = -11857727.468827 nChanged 47 SP:Iteration 100F (1648.679780 sec): 3 clusters Score: Raw -11861406.982166 + Penalty 3676.942530 = -11857730.039636 nChanged 46 SP:Iteration 101Q (1648.834725 sec): 3 clusters Score: Raw -11861409.973108 + Penalty 3676.942530 = -11857733.030578 nChanged 48 SP:Iteration 102Q (1648.988890 sec): 3 clusters Score: Raw -11861413.314495 + Penalty 3676.942530 = -11857736.371965 nChanged 55 SP:Iteration 103Q (1649.152348 sec): 3 clusters Score: Raw -11861417.438629 + Penalty 3676.942530 = -11857740.496098 nChanged 45 SP:Iteration 104Q (1649.309550 sec): 3 clusters Score: Raw -11861421.049387 + Penalty 3676.942530 = -11857744.106856 nChanged 50 SP:Iteration 105Q (1649.464450 sec): 3 clusters Score: Raw -11861424.741562 + Penalty 3676.942530 = -11857747.799031 nChanged 41 SP:Iteration 106Q (1649.626634 sec): 3 clusters Score: Raw -11861427.636387 + Penalty 3676.942530 = -11857750.693857 nChanged 39 SP:Iteration 107Q (1649.778480 sec): 3 clusters Score: Raw -11861429.828860 + Penalty 3676.942530 = -11857752.886329 nChanged 32 SP:Iteration 108Q (1649.936030 sec): 3 clusters Score: Raw -11861431.888934 + Penalty 3676.942530 = -11857754.946403 nChanged 38 SP:Iteration 109Q (1650.083782 sec): 3 clusters Score: Raw -11861434.431472 + Penalty 3676.942530 = -11857757.488942 nChanged 37 SP:Iteration 110Q (1650.237654 sec): 3 clusters Score: Raw -11861437.162083 + Penalty 3676.942530 = -11857760.219553 nChanged 38 SP:Iteration 111Q (1650.382386 sec): 3 clusters Score: Raw -11861439.745664 + Penalty 3676.942530 = -11857762.803134 nChanged 39 SP:Iteration 112Q (1650.547087 sec): 3 clusters Score: Raw -11861442.184702 + Penalty 3676.942530 = -11857765.242172 nChanged 37 SP:Iteration 113Q (1650.702635 sec): 3 clusters Score: Raw -11861444.502231 + Penalty 3676.942530 = -11857767.559701 nChanged 41 SP:Iteration 114Q (1650.856251 sec): 3 clusters Score: Raw -11861447.002241 + Penalty 3676.942530 = -11857770.059710 nChanged 41 SP:Iteration 115Q (1651.010141 sec): 3 clusters Score: Raw -11861449.605724 + Penalty 3676.942530 = -11857772.663193 nChanged 48 SP:Iteration 116Q (1651.163197 sec): 3 clusters Score: Raw -11861452.738315 + Penalty 3676.942530 = -11857775.795785 nChanged 41 SP:Iteration 117Q (1651.320550 sec): 3 clusters Score: Raw -11861455.608760 + Penalty 3676.942530 = -11857778.666230 nChanged 44 SP:Iteration 118Q (1651.463896 sec): 3 clusters Score: Raw -11861458.545948 + Penalty 3676.942530 = -11857781.603417 nChanged 34 SP:Iteration 119Q (1651.622679 sec): 3 clusters Score: Raw -11861460.574717 + Penalty 3676.942530 = -11857783.632187 nChanged 38 SP:Iteration 120F (1651.794666 sec): 3 clusters Score: Raw -11861463.174355 + Penalty 3676.942530 = -11857786.231825 nChanged 32 SP:Iteration 121Q (1651.953408 sec): 3 clusters Score: Raw -11861465.389886 + Penalty 3676.942530 = -11857788.447356 nChanged 40 SP:Iteration 122Q (1652.113855 sec): 3 clusters Score: Raw -11861468.045837 + Penalty 3676.942530 = -11857791.103306 nChanged 34 SP:Iteration 123Q (1652.267729 sec): 3 clusters Score: Raw -11861470.016619 + Penalty 3676.942530 = -11857793.074089 nChanged 31 SP:Iteration 124Q (1652.415890 sec): 3 clusters Score: Raw -11861471.574323 + Penalty 3676.942530 = -11857794.631793 nChanged 32 SP:Iteration 125Q (1652.569603 sec): 3 clusters Score: Raw -11861473.720165 + Penalty 3676.942530 = -11857796.777634 nChanged 41 SP:Iteration 126Q (1652.730317 sec): 3 clusters Score: Raw -11861476.837970 + Penalty 3676.942530 = -11857799.895440 nChanged 49 SP:Iteration 127Q (1652.877101 sec): 3 clusters Score: Raw -11861480.492196 + Penalty 3676.942530 = -11857803.549665 nChanged 41 SP:Iteration 128Q (1653.036398 sec): 3 clusters Score: Raw -11861482.863483 + Penalty 3676.942530 = -11857805.920953 nChanged 30 SP:Iteration 129Q (1653.190691 sec): 3 clusters Score: Raw -11861484.622806 + Penalty 3676.942530 = -11857807.680275 nChanged 30 SP:Iteration 130Q (1653.338099 sec): 3 clusters Score: Raw -11861486.536635 + Penalty 3676.942530 = -11857809.594104 nChanged 29 SP:Iteration 131Q (1653.490410 sec): 3 clusters Score: Raw -11861488.260223 + Penalty 3676.942530 = -11857811.317693 nChanged 36 SP:Iteration 132Q (1653.638191 sec): 3 clusters Score: Raw -11861491.065326 + Penalty 3676.942530 = -11857814.122796 nChanged 37 SP:Iteration 133Q (1653.798883 sec): 3 clusters Score: Raw -11861493.381908 + Penalty 3676.942530 = -11857816.439377 nChanged 34 SP:Iteration 134Q (1653.955135 sec): 3 clusters Score: Raw -11861495.882320 + Penalty 3676.942530 = -11857818.939789 nChanged 37 SP:Iteration 135Q (1654.104447 sec): 3 clusters Score: Raw -11861498.504988 + Penalty 3676.942530 = -11857821.562457 nChanged 32 SP:Iteration 136Q (1654.262775 sec): 3 clusters Score: Raw -11861500.239562 + Penalty 3676.942530 = -11857823.297032 nChanged 25 SP:Iteration 137Q (1654.423128 sec): 3 clusters Score: Raw -11861501.710207 + Penalty 3676.942530 = -11857824.767677 nChanged 18 SP:Iteration 138Q (1654.578120 sec): 3 clusters Score: Raw -11861502.617429 + Penalty 3676.942530 = -11857825.674899 nChanged 19 SP:Iteration 139Q (1654.728324 sec): 3 clusters Score: Raw -11861503.637193 + Penalty 3676.942530 = -11857826.694663 nChanged 21 SP:Iteration 140F (1654.900103 sec): 3 clusters Score: Raw -11861504.969731 + Penalty 3676.942530 = -11857828.027200 nChanged 27 SP:Iteration 141Q (1655.057078 sec): 3 clusters Score: Raw -11861506.329101 + Penalty 3676.942530 = -11857829.386570 nChanged 25 SP:Iteration 142Q (1655.209246 sec): 3 clusters Score: Raw -11861507.573304 + Penalty 3676.942530 = -11857830.630774 nChanged 22 SP:Iteration 143Q (1655.354622 sec): 3 clusters Score: Raw -11861508.653351 + Penalty 3676.942530 = -11857831.710821 nChanged 20 SP:Iteration 144Q (1655.508048 sec): 3 clusters Score: Raw -11861510.089306 + Penalty 3676.942530 = -11857833.146776 nChanged 19 SP:Iteration 145Q (1655.659652 sec): 3 clusters Score: Raw -11861511.226346 + Penalty 3676.942530 = -11857834.283816 nChanged 13 SP:Iteration 146Q (1655.813828 sec): 3 clusters Score: Raw -11861511.964163 + Penalty 3676.942530 = -11857835.021633 nChanged 15 SP:Iteration 147Q (1655.964891 sec): 3 clusters Score: Raw -11861512.692694 + Penalty 3676.942530 = -11857835.750164 nChanged 17 SP:Iteration 148Q (1656.117833 sec): 3 clusters Score: Raw -11861513.782120 + Penalty 3676.942530 = -11857836.839590 nChanged 19 SP:Iteration 149Q (1656.267629 sec): 3 clusters Score: Raw -11861514.937484 + Penalty 3676.942530 = -11857837.994954 nChanged 18 SP:Iteration 150Q (1656.429045 sec): 3 clusters Score: Raw -11861515.874523 + Penalty 3676.942530 = -11857838.931992 nChanged 18 SP:Iteration 151Q (1656.575924 sec): 3 clusters Score: Raw -11861516.868917 + Penalty 3676.942530 = -11857839.926386 nChanged 20 SP:Iteration 152Q (1656.740395 sec): 3 clusters Score: Raw -11861517.833085 + Penalty 3676.942530 = -11857840.890555 nChanged 17 SP:Iteration 153Q (1656.890804 sec): 3 clusters Score: Raw -11861518.720764 + Penalty 3676.942530 = -11857841.778234 nChanged 10 SP:Iteration 154Q (1657.036749 sec): 3 clusters Score: Raw -11861519.517318 + Penalty 3676.942530 = -11857842.574788 nChanged 13 SP:Iteration 155Q (1657.175593 sec): 3 clusters Score: Raw -11861520.607616 + Penalty 3676.942530 = -11857843.665085 nChanged 16 SP:Iteration 156Q (1657.328750 sec): 3 clusters Score: Raw -11861521.869395 + Penalty 3676.942530 = -11857844.926865 nChanged 23 SP:Iteration 157Q (1657.482770 sec): 3 clusters Score: Raw -11861523.166293 + Penalty 3676.942530 = -11857846.223763 nChanged 19 SP:Iteration 158Q (1657.637151 sec): 3 clusters Score: Raw -11861524.237523 + Penalty 3676.942530 = -11857847.294993 nChanged 15 SP:Iteration 159Q (1657.784863 sec): 3 clusters Score: Raw -11861524.810502 + Penalty 3676.942530 = -11857847.867972 nChanged 12 SP:Iteration 160F (1657.963244 sec): 3 clusters Score: Raw -11861525.370935 + Penalty 3676.942530 = -11857848.428404 nChanged 10 SP:Iteration 161Q (1658.108714 sec): 3 clusters Score: Raw -11861525.867194 + Penalty 3676.942530 = -11857848.924664 nChanged 10 SP:Iteration 162Q (1658.266423 sec): 3 clusters Score: Raw -11861526.236901 + Penalty 3676.942530 = -11857849.294370 nChanged 3 SP:Iteration 163Q (1658.418616 sec): 3 clusters Score: Raw -11861526.379134 + Penalty 3676.942530 = -11857849.436604 nChanged 5 SP:Iteration 164Q (1658.575030 sec): 3 clusters Score: Raw -11861526.622907 + Penalty 3676.942530 = -11857849.680377 nChanged 4 SP:Iteration 165Q (1658.729677 sec): 3 clusters Score: Raw -11861526.864545 + Penalty 3676.942530 = -11857849.922015 nChanged 6 SP:Iteration 166Q (1658.884173 sec): 3 clusters Score: Raw -11861527.111446 + Penalty 3676.942530 = -11857850.168916 nChanged 6 SP:Iteration 167Q (1659.036935 sec): 3 clusters Score: Raw -11861527.332181 + Penalty 3676.942530 = -11857850.389651 nChanged 2 SP:Iteration 168Q (1659.190509 sec): 3 clusters Score: Raw -11861527.386515 + Penalty 3676.942530 = -11857850.443985 nChanged 1 SP:Iteration 169Q (1659.340965 sec): 3 clusters Score: Raw -11861527.409876 + Penalty 3676.942530 = -11857850.467345 nChanged 2 SP:Iteration 170Q (1659.507541 sec): 3 clusters Score: Raw -11861527.447087 + Penalty 3676.942530 = -11857850.504557 nChanged 0 SP:Iteration 171F (1659.682684 sec): 3 clusters Score: Raw -11861527.447087 + Penalty 3676.942530 = -11857850.504557 nChanged 0 Time taken for this iteration:1656.293054 seconds. 20->42 Clusters: Score -39948806.624584, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 286983 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 14 (127 points): Lose 129.554555 but Gain 2042.166467 Iteration 0F (1663.488173 sec): 20 clusters Score: Raw -31941143.926637 + Penalty 38801.162876 = -31902342.763760 nChanged 272703 Deleting Class 1 (57 points): Lose 166.058054 but Gain 2042.166467 Iteration 1F (1667.043352 sec): 19 clusters Score: Raw -39341911.179701 + Penalty 36758.996409 = -39305152.183292 nChanged 40763 Deleting Class 16 (67 points): Lose 237.927324 but Gain 2042.166467 Iteration 2F (1670.393870 sec): 18 clusters Score: Raw -39547101.973153 + Penalty 34716.829942 = -39512385.143211 nChanged 14251 Deleting Class 2 (216 points): Lose 1163.381634 but Gain 2042.166467 Iteration 3Q (1671.901230 sec): 17 clusters Score: Raw -39610715.852079 + Penalty 32674.663475 = -39578041.188605 nChanged 9546 Iteration 4Q (1673.335158 sec): 17 clusters Score: Raw -39632232.628880 + Penalty 32674.663475 = -39599557.965405 nChanged 6934 Iteration 5Q (1674.786176 sec): 17 clusters Score: Raw -39644095.584740 + Penalty 32674.663475 = -39611420.921266 nChanged 5086 Iteration 6Q (1676.120601 sec): 17 clusters Score: Raw -39650380.491925 + Penalty 32674.663475 = -39617705.828450 nChanged 3447 Iteration 7Q (1677.500875 sec): 17 clusters Score: Raw -39654251.035462 + Penalty 32674.663475 = -39621576.371988 nChanged 2423 Iteration 8Q (1678.887024 sec): 17 clusters Score: Raw -39656468.829514 + Penalty 32674.663475 = -39623794.166039 nChanged 1652 Iteration 9Q (1680.093051 sec): 17 clusters Score: Raw -39657578.265225 + Penalty 32674.663475 = -39624903.601750 nChanged 1134 Iteration 10Q (1681.471895 sec): 17 clusters Score: Raw -39658227.438493 + Penalty 32674.663475 = -39625552.775019 nChanged 830 Iteration 11Q (1682.796633 sec): 17 clusters Score: Raw -39658598.729900 + Penalty 32674.663475 = -39625924.066425 nChanged 535 Iteration 12Q (1684.164984 sec): 17 clusters Score: Raw -39658782.052107 + Penalty 32674.663475 = -39626107.388633 nChanged 402 Iteration 13Q (1685.490909 sec): 17 clusters Score: Raw -39658955.791094 + Penalty 32674.663475 = -39626281.127619 nChanged 286 Iteration 14Q (1686.742153 sec): 17 clusters Score: Raw -39659037.924788 + Penalty 32674.663475 = -39626363.261314 nChanged 211 Iteration 15Q (1688.106591 sec): 17 clusters Score: Raw -39659146.143520 + Penalty 32674.663475 = -39626471.480045 nChanged 143 Iteration 16Q (1689.409702 sec): 17 clusters Score: Raw -39659182.874260 + Penalty 32674.663475 = -39626508.210786 nChanged 116 Iteration 17Q (1690.689802 sec): 17 clusters Score: Raw -39659238.539340 + Penalty 32674.663475 = -39626563.875865 nChanged 84 Iteration 18Q (1692.039803 sec): 17 clusters Score: Raw -39659271.499002 + Penalty 32674.663475 = -39626596.835528 nChanged 62 Iteration 19Q (1693.333897 sec): 17 clusters Score: Raw -39659297.482790 + Penalty 32674.663475 = -39626622.819316 nChanged 46 Writing temp clu file Because OldScore, -39626596.835528, is greater than current (better) Score,-39626622.819316 Compute initial score before splitting: Score: Raw -39659297.482790 + Penalty 32674.663475 = -39626622.819316 Trying to split cluster 3 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1693.451219 sec): 2 clusters Score: Raw -44759.573205 + Penalty 967.823573 = -43791.749632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1693.495385 sec): 3 clusters Score: Raw -44951.634600 + Penalty 1935.647145 = -43015.987455 nChanged 121 SP:Iteration 1F (1693.528151 sec): 3 clusters Score: Raw -45282.548634 + Penalty 1935.647145 = -43346.901489 nChanged 48 SP:Iteration 2F (1693.570688 sec): 3 clusters Score: Raw -45487.624776 + Penalty 1935.647145 = -43551.977631 nChanged 29 SP:Iteration 3F (1693.617036 sec): 3 clusters Score: Raw -45708.984336 + Penalty 1935.647145 = -43773.337191 nChanged 8 SP:Iteration 4Q (1693.650988 sec): 3 clusters Score: Raw -45768.686598 + Penalty 1935.647145 = -43833.039453 nChanged 5 SP:Iteration 5Q (1693.706263 sec): 3 clusters Score: Raw -45852.545661 + Penalty 1935.647145 = -43916.898516 nChanged 7 SP:Iteration 6Q (1693.743721 sec): 3 clusters Score: Raw -45892.341407 + Penalty 1935.647145 = -43956.694262 nChanged 5 SP:Iteration 7Q (1693.801670 sec): 3 clusters Score: Raw -45924.081700 + Penalty 1935.647145 = -43988.434555 nChanged 2 SP:Iteration 8Q (1693.841446 sec): 3 clusters Score: Raw -45949.996270 + Penalty 1935.647145 = -44014.349125 nChanged 4 SP:Iteration 9Q (1693.884514 sec): 3 clusters Score: Raw -45960.802635 + Penalty 1935.647145 = -44025.155490 nChanged 0 SP:Iteration 10F (1693.920842 sec): 3 clusters Score: Raw -45970.239739 + Penalty 1935.647145 = -44034.592594 nChanged 1 SP:Iteration 11Q (1693.975553 sec): 3 clusters Score: Raw -45991.868631 + Penalty 1935.647145 = -44056.221486 nChanged 1 SP:Iteration 12Q (1694.017245 sec): 3 clusters Score: Raw -46013.635625 + Penalty 1935.647145 = -44077.988480 nChanged 1 SP:Iteration 13Q (1694.060089 sec): 3 clusters Score: Raw -46018.739433 + Penalty 1935.647145 = -44083.092288 nChanged 0 SP:Iteration 14F (1694.110637 sec): 3 clusters Score: Raw -46018.739433 + Penalty 1935.647145 = -44083.092288 nChanged 0 Score: Raw -39660569.172072 + Penalty 34716.829942 = -39625852.342130 Splitting cluster 3 changes total score from -39626622.819316 to -39625852.342130 So it's not getting split. Trying to split cluster 4 (522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1697.425761 sec): 2 clusters Score: Raw -34853.769546 + Penalty 1016.870983 = -33836.898563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1697.466367 sec): 3 clusters Score: Raw -34874.170420 + Penalty 2033.741966 = -32840.428454 nChanged 161 SP:Iteration 1F (1697.516654 sec): 3 clusters Score: Raw -35348.921325 + Penalty 2033.741966 = -33315.179358 nChanged 74 SP:Iteration 2F (1697.545880 sec): 3 clusters Score: Raw -35690.469174 + Penalty 2033.741966 = -33656.727208 nChanged 48 SP:Iteration 3F (1697.598627 sec): 3 clusters Score: Raw -36096.191211 + Penalty 2033.741966 = -34062.449245 nChanged 37 SP:Iteration 4F (1697.643046 sec): 3 clusters Score: Raw -36514.902655 + Penalty 2033.741966 = -34481.160689 nChanged 29 SP:Iteration 5F (1697.679849 sec): 3 clusters Score: Raw -36791.653284 + Penalty 2033.741966 = -34757.911318 nChanged 26 SP:Iteration 6Q (1697.729132 sec): 3 clusters Score: Raw -36930.408150 + Penalty 2033.741966 = -34896.666184 nChanged 8 SP:Iteration 7Q (1697.766219 sec): 3 clusters Score: Raw -36988.361206 + Penalty 2033.741966 = -34954.619240 nChanged 5 SP:Iteration 8Q (1697.811826 sec): 3 clusters Score: Raw -37053.113957 + Penalty 2033.741966 = -35019.371991 nChanged 3 SP:Iteration 9Q (1697.860910 sec): 3 clusters Score: Raw -37090.111659 + Penalty 2033.741966 = -35056.369692 nChanged 1 SP:Iteration 10Q (1697.900639 sec): 3 clusters Score: Raw -37092.448411 + Penalty 2033.741966 = -35058.706445 nChanged 0 SP:Iteration 11F (1697.946862 sec): 3 clusters Score: Raw -37092.448411 + Penalty 2033.741966 = -35058.706445 nChanged 0 Score: Raw -39661548.684708 + Penalty 34716.829942 = -39626831.854766 Splitting cluster 4 changes total score from -39626622.819316 to -39626831.854766 So it's getting split into cluster 1. Trying to split cluster 5 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1701.124134 sec): 2 clusters Score: Raw -35092.715490 + Penalty 926.322081 = -34166.393409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1701.176285 sec): 3 clusters Score: Raw -35248.902105 + Penalty 1852.644161 = -33396.257944 nChanged 66 SP:Iteration 1F (1701.223478 sec): 3 clusters Score: Raw -35425.467057 + Penalty 1852.644161 = -33572.822896 nChanged 24 SP:Iteration 2F (1701.266636 sec): 3 clusters Score: Raw -35497.070574 + Penalty 1852.644161 = -33644.426413 nChanged 17 SP:Iteration 3F (1701.298805 sec): 3 clusters Score: Raw -35545.436985 + Penalty 1852.644161 = -33692.792824 nChanged 6 SP:Iteration 4Q (1701.341620 sec): 3 clusters Score: Raw -35567.143652 + Penalty 1852.644161 = -33714.499491 nChanged 4 SP:Iteration 5Q (1701.369721 sec): 3 clusters Score: Raw -35581.214033 + Penalty 1852.644161 = -33728.569871 nChanged 3 SP:Iteration 6Q (1701.416439 sec): 3 clusters Score: Raw -35590.099258 + Penalty 1852.644161 = -33737.455096 nChanged 1 SP:Iteration 7Q (1701.461654 sec): 3 clusters Score: Raw -35592.311393 + Penalty 1852.644161 = -33739.667231 nChanged 0 SP:Iteration 8F (1701.506346 sec): 3 clusters Score: Raw -35592.311393 + Penalty 1852.644161 = -33739.667231 nChanged 0 Trying to split cluster 6 (768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1701.524177 sec): 2 clusters Score: Raw -83296.311857 + Penalty 1079.615832 = -82216.696025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1701.569376 sec): 3 clusters Score: Raw -83212.347535 + Penalty 2159.231663 = -81053.115872 nChanged 209 SP:Iteration 1F (1701.614151 sec): 3 clusters Score: Raw -83519.021340 + Penalty 2159.231663 = -81359.789676 nChanged 68 SP:Iteration 2F (1701.658414 sec): 3 clusters Score: Raw -83637.463049 + Penalty 2159.231663 = -81478.231385 nChanged 39 SP:Iteration 3F (1701.704001 sec): 3 clusters Score: Raw -83722.660406 + Penalty 2159.231663 = -81563.428743 nChanged 25 SP:Iteration 4Q (1701.753378 sec): 3 clusters Score: Raw -83776.455072 + Penalty 2159.231663 = -81617.223409 nChanged 18 SP:Iteration 5Q (1701.800229 sec): 3 clusters Score: Raw -83805.590235 + Penalty 2159.231663 = -81646.358571 nChanged 17 SP:Iteration 6Q (1701.844335 sec): 3 clusters Score: Raw -83839.354784 + Penalty 2159.231663 = -81680.123120 nChanged 18 SP:Iteration 7Q (1701.889249 sec): 3 clusters Score: Raw -83871.221171 + Penalty 2159.231663 = -81711.989508 nChanged 13 SP:Iteration 8Q (1701.929176 sec): 3 clusters Score: Raw -83888.512374 + Penalty 2159.231663 = -81729.280711 nChanged 10 SP:Iteration 9Q (1701.961294 sec): 3 clusters Score: Raw -83909.930924 + Penalty 2159.231663 = -81750.699260 nChanged 16 SP:Iteration 10Q (1702.012855 sec): 3 clusters Score: Raw -83937.090893 + Penalty 2159.231663 = -81777.859230 nChanged 17 SP:Iteration 11Q (1702.047394 sec): 3 clusters Score: Raw -83972.608499 + Penalty 2159.231663 = -81813.376836 nChanged 20 SP:Iteration 12Q (1702.084615 sec): 3 clusters Score: Raw -84004.974204 + Penalty 2159.231663 = -81845.742540 nChanged 18 SP:Iteration 13Q (1702.124376 sec): 3 clusters Score: Raw -84022.448464 + Penalty 2159.231663 = -81863.216801 nChanged 15 SP:Iteration 14Q (1702.173955 sec): 3 clusters Score: Raw -84048.199060 + Penalty 2159.231663 = -81888.967397 nChanged 15 SP:Iteration 15Q (1702.208722 sec): 3 clusters Score: Raw -84068.723006 + Penalty 2159.231663 = -81909.491343 nChanged 11 SP:Iteration 16Q (1702.251634 sec): 3 clusters Score: Raw -84088.744416 + Penalty 2159.231663 = -81929.512753 nChanged 12 SP:Iteration 17Q (1702.291312 sec): 3 clusters Score: Raw -84111.884290 + Penalty 2159.231663 = -81952.652626 nChanged 13 SP:Iteration 18Q (1702.334088 sec): 3 clusters Score: Raw -84141.960437 + Penalty 2159.231663 = -81982.728773 nChanged 12 SP:Iteration 19Q (1702.375166 sec): 3 clusters Score: Raw -84165.445555 + Penalty 2159.231663 = -82006.213892 nChanged 3 SP:Iteration 20F (1702.419197 sec): 3 clusters Score: Raw -84169.466155 + Penalty 2159.231663 = -82010.234492 nChanged 3 SP:Iteration 21Q (1702.462476 sec): 3 clusters Score: Raw -84181.876251 + Penalty 2159.231663 = -82022.644588 nChanged 2 SP:Iteration 22Q (1702.505910 sec): 3 clusters Score: Raw -84194.649467 + Penalty 2159.231663 = -82035.417804 nChanged 3 SP:Iteration 23Q (1702.541464 sec): 3 clusters Score: Raw -84199.462587 + Penalty 2159.231663 = -82040.230923 nChanged 1 SP:Iteration 24Q (1702.596810 sec): 3 clusters Score: Raw -84201.012524 + Penalty 2159.231663 = -82041.780861 nChanged 1 SP:Iteration 25Q (1702.636213 sec): 3 clusters Score: Raw -84201.333391 + Penalty 2159.231663 = -82042.101728 nChanged 0 SP:Iteration 26F (1702.670138 sec): 3 clusters Score: Raw -84201.333391 + Penalty 2159.231663 = -82042.101728 nChanged 0 Trying to split cluster 7 (1846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1702.691979 sec): 2 clusters Score: Raw -251221.112673 + Penalty 1222.126167 = -249998.986506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1702.742238 sec): 3 clusters Score: Raw -250464.023708 + Penalty 2444.252335 = -248019.771373 nChanged 658 SP:Iteration 1F (1702.778658 sec): 3 clusters Score: Raw -251159.199176 + Penalty 2444.252335 = -248714.946841 nChanged 231 SP:Iteration 2F (1702.817275 sec): 3 clusters Score: Raw -251666.955827 + Penalty 2444.252335 = -249222.703492 nChanged 214 SP:Iteration 3F (1702.877238 sec): 3 clusters Score: Raw -252130.188802 + Penalty 2444.252335 = -249685.936467 nChanged 146 SP:Iteration 4F (1702.913269 sec): 3 clusters Score: Raw -252362.336246 + Penalty 2444.252335 = -249918.083911 nChanged 89 SP:Iteration 5Q (1702.965566 sec): 3 clusters Score: Raw -252457.421666 + Penalty 2444.252335 = -250013.169331 nChanged 47 SP:Iteration 6Q (1702.996610 sec): 3 clusters Score: Raw -252500.891148 + Penalty 2444.252335 = -250056.638813 nChanged 20 SP:Iteration 7Q (1703.040850 sec): 3 clusters Score: Raw -252522.617954 + Penalty 2444.252335 = -250078.365619 nChanged 20 SP:Iteration 8Q (1703.098628 sec): 3 clusters Score: Raw -252534.871843 + Penalty 2444.252335 = -250090.619508 nChanged 7 SP:Iteration 9Q (1703.142550 sec): 3 clusters Score: Raw -252538.119966 + Penalty 2444.252335 = -250093.867632 nChanged 4 SP:Iteration 10Q (1703.184164 sec): 3 clusters Score: Raw -252541.883708 + Penalty 2444.252335 = -250097.631373 nChanged 7 SP:Iteration 11Q (1703.226808 sec): 3 clusters Score: Raw -252546.425886 + Penalty 2444.252335 = -250102.173551 nChanged 2 SP:Iteration 12Q (1703.276848 sec): 3 clusters Score: Raw -252547.434355 + Penalty 2444.252335 = -250103.182020 nChanged 3 SP:Iteration 13Q (1703.323824 sec): 3 clusters Score: Raw -252549.827376 + Penalty 2444.252335 = -250105.575041 nChanged 2 SP:Iteration 14Q (1703.380609 sec): 3 clusters Score: Raw -252551.279570 + Penalty 2444.252335 = -250107.027235 nChanged 1 SP:Iteration 15Q (1703.422521 sec): 3 clusters Score: Raw -252551.912507 + Penalty 2444.252335 = -250107.660173 nChanged 1 SP:Iteration 16Q (1703.468486 sec): 3 clusters Score: Raw -252552.497441 + Penalty 2444.252335 = -250108.245106 nChanged 0 SP:Iteration 17F (1703.514440 sec): 3 clusters Score: Raw -252552.497441 + Penalty 2444.252335 = -250108.245106 nChanged 0 Score: Raw -39662880.069476 + Penalty 36758.996409 = -39626121.073067 Splitting cluster 7 changes total score from -39626622.819316 to -39626121.073067 So it's not getting split. Trying to split cluster 8 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1706.857518 sec): 2 clusters Score: Raw -20180.573953 + Penalty 862.593501 = -19317.980452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1706.901246 sec): 3 clusters Score: Raw -20375.158122 + Penalty 1725.187002 = -18649.971121 nChanged 30 SP:Iteration 1F (1706.946591 sec): 3 clusters Score: Raw -20453.653877 + Penalty 1725.187002 = -18728.466875 nChanged 12 SP:Iteration 2F (1706.991423 sec): 3 clusters Score: Raw -20477.756606 + Penalty 1725.187002 = -18752.569604 nChanged 2 SP:Iteration 3Q (1707.024653 sec): 3 clusters Score: Raw -20479.903683 + Penalty 1725.187002 = -18754.716681 nChanged 3 SP:Iteration 4Q (1707.078100 sec): 3 clusters Score: Raw -20490.884069 + Penalty 1725.187002 = -18765.697067 nChanged 4 SP:Iteration 5Q (1707.119944 sec): 3 clusters Score: Raw -20512.838028 + Penalty 1725.187002 = -18787.651026 nChanged 2 SP:Iteration 6Q (1707.168397 sec): 3 clusters Score: Raw -20516.615148 + Penalty 1725.187002 = -18791.428146 nChanged 2 SP:Iteration 7Q (1707.204208 sec): 3 clusters Score: Raw -20522.344845 + Penalty 1725.187002 = -18797.157843 nChanged 3 SP:Iteration 8Q (1707.253879 sec): 3 clusters Score: Raw -20535.237755 + Penalty 1725.187002 = -18810.050753 nChanged 1 SP:Iteration 9Q (1707.308073 sec): 3 clusters Score: Raw -20541.690865 + Penalty 1725.187002 = -18816.503863 nChanged 1 SP:Iteration 10Q (1707.347369 sec): 3 clusters Score: Raw -20551.267596 + Penalty 1725.187002 = -18826.080594 nChanged 0 SP:Iteration 11F (1707.386506 sec): 3 clusters Score: Raw -20551.267596 + Penalty 1725.187002 = -18826.080594 nChanged 0 Trying to split cluster 9 (888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1707.418278 sec): 2 clusters Score: Raw -64070.681654 + Penalty 1103.207908 = -62967.473746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1707.469224 sec): 3 clusters Score: Raw -63976.788450 + Penalty 2206.415816 = -61770.372633 nChanged 307 SP:Iteration 1F (1707.505515 sec): 3 clusters Score: Raw -64645.789510 + Penalty 2206.415816 = -62439.373693 nChanged 130 SP:Iteration 2F (1707.545642 sec): 3 clusters Score: Raw -65125.589394 + Penalty 2206.415816 = -62919.173577 nChanged 65 SP:Iteration 3F (1707.589648 sec): 3 clusters Score: Raw -65351.024919 + Penalty 2206.415816 = -63144.609103 nChanged 35 SP:Iteration 4Q (1707.630531 sec): 3 clusters Score: Raw -65499.776223 + Penalty 2206.415816 = -63293.360407 nChanged 34 SP:Iteration 5Q (1707.680159 sec): 3 clusters Score: Raw -65615.804136 + Penalty 2206.415816 = -63409.388319 nChanged 30 SP:Iteration 6Q (1707.720699 sec): 3 clusters Score: Raw -65718.290838 + Penalty 2206.415816 = -63511.875021 nChanged 18 SP:Iteration 7Q (1707.774613 sec): 3 clusters Score: Raw -65763.005556 + Penalty 2206.415816 = -63556.589740 nChanged 20 SP:Iteration 8Q (1707.821367 sec): 3 clusters Score: Raw -65789.953639 + Penalty 2206.415816 = -63583.537823 nChanged 11 SP:Iteration 9Q (1707.857145 sec): 3 clusters Score: Raw -65803.861302 + Penalty 2206.415816 = -63597.445485 nChanged 8 SP:Iteration 10Q (1707.905371 sec): 3 clusters Score: Raw -65810.799117 + Penalty 2206.415816 = -63604.383301 nChanged 7 SP:Iteration 11Q (1707.941511 sec): 3 clusters Score: Raw -65816.831061 + Penalty 2206.415816 = -63610.415244 nChanged 4 SP:Iteration 12Q (1707.981956 sec): 3 clusters Score: Raw -65820.469918 + Penalty 2206.415816 = -63614.054101 nChanged 6 SP:Iteration 13Q (1708.024826 sec): 3 clusters Score: Raw -65826.391266 + Penalty 2206.415816 = -63619.975450 nChanged 2 SP:Iteration 14Q (1708.076566 sec): 3 clusters Score: Raw -65827.510016 + Penalty 2206.415816 = -63621.094199 nChanged 1 SP:Iteration 15Q (1708.114115 sec): 3 clusters Score: Raw -65828.556922 + Penalty 2206.415816 = -63622.141106 nChanged 1 SP:Iteration 16Q (1708.163631 sec): 3 clusters Score: Raw -65829.109683 + Penalty 2206.415816 = -63622.693866 nChanged 2 SP:Iteration 17Q (1708.207257 sec): 3 clusters Score: Raw -65829.949637 + Penalty 2206.415816 = -63623.533821 nChanged 1 SP:Iteration 18Q (1708.247505 sec): 3 clusters Score: Raw -65831.013891 + Penalty 2206.415816 = -63624.598074 nChanged 0 SP:Iteration 19F (1708.289830 sec): 3 clusters Score: Raw -65831.013891 + Penalty 2206.415816 = -63624.598074 nChanged 0 Score: Raw -39663309.016945 + Penalty 36758.996409 = -39626550.020536 Splitting cluster 9 changes total score from -39626622.819316 to -39626550.020536 So it's not getting split. Trying to split cluster 10 (44094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1711.688465 sec): 2 clusters Score: Raw -5971260.650009 + Penalty 1737.787837 = -5969522.862172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1711.807755 sec): 3 clusters Score: Raw -5943701.975053 + Penalty 3475.575674 = -5940226.399379 nChanged 20546 SP:Iteration 1F (1711.915362 sec): 3 clusters Score: Raw -5958316.928575 + Penalty 3475.575674 = -5954841.352901 nChanged 4079 SP:Iteration 2F (1712.037029 sec): 3 clusters Score: Raw -5963623.726763 + Penalty 3475.575674 = -5960148.151089 nChanged 5346 SP:Iteration 3F (1712.151198 sec): 3 clusters Score: Raw -5969850.811979 + Penalty 3475.575674 = -5966375.236305 nChanged 4608 SP:Iteration 4F (1712.271432 sec): 3 clusters Score: Raw -5974130.610934 + Penalty 3475.575674 = -5970655.035260 nChanged 2732 SP:Iteration 5F (1712.380182 sec): 3 clusters Score: Raw -5975827.560649 + Penalty 3475.575674 = -5972351.984975 nChanged 1393 SP:Iteration 6Q (1712.496738 sec): 3 clusters Score: Raw -5976376.308608 + Penalty 3475.575674 = -5972900.732934 nChanged 837 SP:Iteration 7Q (1712.613363 sec): 3 clusters Score: Raw -5976628.549117 + Penalty 3475.575674 = -5973152.973443 nChanged 547 SP:Iteration 8Q (1712.727842 sec): 3 clusters Score: Raw -5976765.660537 + Penalty 3475.575674 = -5973290.084863 nChanged 422 SP:Iteration 9Q (1712.849685 sec): 3 clusters Score: Raw -5976856.975642 + Penalty 3475.575674 = -5973381.399968 nChanged 334 SP:Iteration 10Q (1712.974370 sec): 3 clusters Score: Raw -5976921.987042 + Penalty 3475.575674 = -5973446.411368 nChanged 265 SP:Iteration 11Q (1713.093089 sec): 3 clusters Score: Raw -5976964.960134 + Penalty 3475.575674 = -5973489.384459 nChanged 219 SP:Iteration 12Q (1713.217404 sec): 3 clusters Score: Raw -5976998.554142 + Penalty 3475.575674 = -5973522.978467 nChanged 206 SP:Iteration 13Q (1713.338710 sec): 3 clusters Score: Raw -5977026.966671 + Penalty 3475.575674 = -5973551.390997 nChanged 193 SP:Iteration 14Q (1713.444662 sec): 3 clusters Score: Raw -5977053.488830 + Penalty 3475.575674 = -5973577.913155 nChanged 172 SP:Iteration 15Q (1713.562251 sec): 3 clusters Score: Raw -5977074.235915 + Penalty 3475.575674 = -5973598.660241 nChanged 151 SP:Iteration 16Q (1713.672267 sec): 3 clusters Score: Raw -5977091.179294 + Penalty 3475.575674 = -5973615.603620 nChanged 136 SP:Iteration 17Q (1713.786442 sec): 3 clusters Score: Raw -5977106.623171 + Penalty 3475.575674 = -5973631.047496 nChanged 131 SP:Iteration 18Q (1713.902632 sec): 3 clusters Score: Raw -5977121.038495 + Penalty 3475.575674 = -5973645.462820 nChanged 106 SP:Iteration 19Q (1714.013355 sec): 3 clusters Score: Raw -5977132.694855 + Penalty 3475.575674 = -5973657.119181 nChanged 100 SP:Iteration 20F (1714.115731 sec): 3 clusters Score: Raw -5977143.272930 + Penalty 3475.575674 = -5973667.697256 nChanged 99 SP:Iteration 21Q (1714.234412 sec): 3 clusters Score: Raw -5977153.245319 + Penalty 3475.575674 = -5973677.669644 nChanged 83 SP:Iteration 22Q (1714.353196 sec): 3 clusters Score: Raw -5977161.929241 + Penalty 3475.575674 = -5973686.353566 nChanged 78 SP:Iteration 23Q (1714.482267 sec): 3 clusters Score: Raw -5977170.210112 + Penalty 3475.575674 = -5973694.634438 nChanged 76 SP:Iteration 24Q (1714.600995 sec): 3 clusters Score: Raw -5977177.116772 + Penalty 3475.575674 = -5973701.541098 nChanged 59 SP:Iteration 25Q (1714.713429 sec): 3 clusters Score: Raw -5977182.153533 + Penalty 3475.575674 = -5973706.577858 nChanged 53 SP:Iteration 26Q (1714.842789 sec): 3 clusters Score: Raw -5977186.800153 + Penalty 3475.575674 = -5973711.224479 nChanged 65 SP:Iteration 27Q (1714.950716 sec): 3 clusters Score: Raw -5977192.356044 + Penalty 3475.575674 = -5973716.780370 nChanged 54 SP:Iteration 28Q (1715.071725 sec): 3 clusters Score: Raw -5977196.863361 + Penalty 3475.575674 = -5973721.287687 nChanged 48 SP:Iteration 29Q (1715.191377 sec): 3 clusters Score: Raw -5977200.279831 + Penalty 3475.575674 = -5973724.704157 nChanged 41 SP:Iteration 30Q (1715.318054 sec): 3 clusters Score: Raw -5977203.088826 + Penalty 3475.575674 = -5973727.513152 nChanged 37 SP:Iteration 31Q (1715.428859 sec): 3 clusters Score: Raw -5977205.131868 + Penalty 3475.575674 = -5973729.556193 nChanged 23 SP:Iteration 32Q (1715.547145 sec): 3 clusters Score: Raw -5977206.103798 + Penalty 3475.575674 = -5973730.528123 nChanged 16 SP:Iteration 33Q (1715.663441 sec): 3 clusters Score: Raw -5977206.870391 + Penalty 3475.575674 = -5973731.294717 nChanged 23 SP:Iteration 34Q (1715.787827 sec): 3 clusters Score: Raw -5977207.982526 + Penalty 3475.575674 = -5973732.406851 nChanged 19 SP:Iteration 35Q (1715.903675 sec): 3 clusters Score: Raw -5977209.022861 + Penalty 3475.575674 = -5973733.447187 nChanged 27 SP:Iteration 36Q (1716.032538 sec): 3 clusters Score: Raw -5977210.423005 + Penalty 3475.575674 = -5973734.847331 nChanged 24 SP:Iteration 37Q (1716.148226 sec): 3 clusters Score: Raw -5977211.505662 + Penalty 3475.575674 = -5973735.929988 nChanged 22 SP:Iteration 38Q (1716.269160 sec): 3 clusters Score: Raw -5977212.784732 + Penalty 3475.575674 = -5973737.209058 nChanged 22 SP:Iteration 39Q (1716.381906 sec): 3 clusters Score: Raw -5977214.210324 + Penalty 3475.575674 = -5973738.634650 nChanged 20 SP:Iteration 40F (1716.509868 sec): 3 clusters Score: Raw -5977215.363825 + Penalty 3475.575674 = -5973739.788151 nChanged 17 SP:Iteration 41Q (1716.623664 sec): 3 clusters Score: Raw -5977216.595504 + Penalty 3475.575674 = -5973741.019830 nChanged 21 SP:Iteration 42Q (1716.743848 sec): 3 clusters Score: Raw -5977217.824662 + Penalty 3475.575674 = -5973742.248988 nChanged 14 SP:Iteration 43Q (1716.864232 sec): 3 clusters Score: Raw -5977218.682760 + Penalty 3475.575674 = -5973743.107086 nChanged 12 SP:Iteration 44Q (1716.986580 sec): 3 clusters Score: Raw -5977219.222105 + Penalty 3475.575674 = -5973743.646431 nChanged 14 SP:Iteration 45Q (1717.094674 sec): 3 clusters Score: Raw -5977219.725139 + Penalty 3475.575674 = -5973744.149465 nChanged 14 SP:Iteration 46Q (1717.220463 sec): 3 clusters Score: Raw -5977220.222997 + Penalty 3475.575674 = -5973744.647323 nChanged 7 SP:Iteration 47Q (1717.338539 sec): 3 clusters Score: Raw -5977220.386154 + Penalty 3475.575674 = -5973744.810480 nChanged 3 SP:Iteration 48Q (1717.454288 sec): 3 clusters Score: Raw -5977220.519357 + Penalty 3475.575674 = -5973744.943682 nChanged 3 SP:Iteration 49Q (1717.577389 sec): 3 clusters Score: Raw -5977220.700926 + Penalty 3475.575674 = -5973745.125252 nChanged 2 SP:Iteration 50Q (1717.694196 sec): 3 clusters Score: Raw -5977220.742159 + Penalty 3475.575674 = -5973745.166485 nChanged 0 SP:Iteration 51F (1717.809043 sec): 3 clusters Score: Raw -5977220.742159 + Penalty 3475.575674 = -5973745.166485 nChanged 0 Score: Raw -39667508.776857 + Penalty 36758.996409 = -39630749.780448 Splitting cluster 10 changes total score from -39626622.819316 to -39630749.780448 So it's getting split into cluster 2. Trying to split cluster 11 (409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1721.160731 sec): 2 clusters Score: Raw -35826.967274 + Penalty 977.228713 = -34849.738561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1721.209114 sec): 3 clusters Score: Raw -35907.864914 + Penalty 1954.457426 = -33953.407488 nChanged 111 SP:Iteration 1F (1721.243154 sec): 3 clusters Score: Raw -36272.339542 + Penalty 1954.457426 = -34317.882116 nChanged 44 SP:Iteration 2F (1721.303682 sec): 3 clusters Score: Raw -36537.009095 + Penalty 1954.457426 = -34582.551670 nChanged 41 SP:Iteration 3F (1721.354154 sec): 3 clusters Score: Raw -36779.593006 + Penalty 1954.457426 = -34825.135580 nChanged 18 SP:Iteration 4Q (1721.399750 sec): 3 clusters Score: Raw -36902.948848 + Penalty 1954.457426 = -34948.491422 nChanged 11 SP:Iteration 5Q (1721.443231 sec): 3 clusters Score: Raw -37007.156167 + Penalty 1954.457426 = -35052.698741 nChanged 3 SP:Iteration 6Q (1721.496412 sec): 3 clusters Score: Raw -37012.561457 + Penalty 1954.457426 = -35058.104032 nChanged 2 SP:Iteration 7Q (1721.545327 sec): 3 clusters Score: Raw -37026.386519 + Penalty 1954.457426 = -35071.929094 nChanged 0 SP:Iteration 8F (1721.589266 sec): 3 clusters Score: Raw -37026.386519 + Penalty 1954.457426 = -35071.929094 nChanged 0 Score: Raw -39668708.196103 + Penalty 38801.162876 = -39629907.033226 Splitting cluster 11 changes total score from -39626622.819316 to -39629907.033226 So it's getting split into cluster 14. Trying to split cluster 12 (2147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1725.124147 sec): 2 clusters Score: Raw -280564.306326 + Penalty 1246.671855 = -279317.634471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1725.177777 sec): 3 clusters Score: Raw -280050.911519 + Penalty 2493.343709 = -277557.567810 nChanged 850 SP:Iteration 1F (1725.220724 sec): 3 clusters Score: Raw -282946.373763 + Penalty 2493.343709 = -280453.030053 nChanged 297 SP:Iteration 2F (1725.264184 sec): 3 clusters Score: Raw -284193.229631 + Penalty 2493.343709 = -281699.885921 nChanged 156 SP:Iteration 3F (1725.321179 sec): 3 clusters Score: Raw -284914.602972 + Penalty 2493.343709 = -282421.259262 nChanged 125 SP:Iteration 4F (1725.365528 sec): 3 clusters Score: Raw -285376.186144 + Penalty 2493.343709 = -282882.842435 nChanged 70 SP:Iteration 5Q (1725.400371 sec): 3 clusters Score: Raw -285672.777839 + Penalty 2493.343709 = -283179.434130 nChanged 44 SP:Iteration 6Q (1725.447648 sec): 3 clusters Score: Raw -285790.467736 + Penalty 2493.343709 = -283297.124026 nChanged 27 SP:Iteration 7Q (1725.505542 sec): 3 clusters Score: Raw -285843.978872 + Penalty 2493.343709 = -283350.635163 nChanged 21 SP:Iteration 8Q (1725.545394 sec): 3 clusters Score: Raw -285897.213815 + Penalty 2493.343709 = -283403.870106 nChanged 18 SP:Iteration 9Q (1725.607383 sec): 3 clusters Score: Raw -285965.189231 + Penalty 2493.343709 = -283471.845521 nChanged 17 SP:Iteration 10Q (1725.656171 sec): 3 clusters Score: Raw -286011.340273 + Penalty 2493.343709 = -283517.996564 nChanged 9 SP:Iteration 11Q (1725.695719 sec): 3 clusters Score: Raw -286024.294551 + Penalty 2493.343709 = -283530.950841 nChanged 7 SP:Iteration 12Q (1725.748417 sec): 3 clusters Score: Raw -286029.748056 + Penalty 2493.343709 = -283536.404347 nChanged 5 SP:Iteration 13Q (1725.793054 sec): 3 clusters Score: Raw -286033.971151 + Penalty 2493.343709 = -283540.627441 nChanged 1 SP:Iteration 14Q (1725.851052 sec): 3 clusters Score: Raw -286034.558883 + Penalty 2493.343709 = -283541.215173 nChanged 0 SP:Iteration 15F (1725.908612 sec): 3 clusters Score: Raw -286034.558883 + Penalty 2493.343709 = -283541.215173 nChanged 0 Score: Raw -39674178.448659 + Penalty 40843.329343 = -39633335.119316 Splitting cluster 12 changes total score from -39626622.819316 to -39633335.119316 So it's getting split into cluster 16. Trying to split cluster 13 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1729.653760 sec): 2 clusters Score: Raw -50263.991400 + Penalty 970.330049 = -49293.661351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1729.703640 sec): 3 clusters Score: Raw -50331.595961 + Penalty 1940.660098 = -48390.935863 nChanged 105 SP:Iteration 1F (1729.740930 sec): 3 clusters Score: Raw -50565.780065 + Penalty 1940.660098 = -48625.119967 nChanged 37 SP:Iteration 2F (1729.802780 sec): 3 clusters Score: Raw -50665.916977 + Penalty 1940.660098 = -48725.256879 nChanged 27 SP:Iteration 3F (1729.839537 sec): 3 clusters Score: Raw -50786.735058 + Penalty 1940.660098 = -48846.074960 nChanged 18 SP:Iteration 4Q (1729.892308 sec): 3 clusters Score: Raw -50884.513410 + Penalty 1940.660098 = -48943.853312 nChanged 11 SP:Iteration 5Q (1729.927428 sec): 3 clusters Score: Raw -50952.864825 + Penalty 1940.660098 = -49012.204727 nChanged 9 SP:Iteration 6Q (1729.962866 sec): 3 clusters Score: Raw -51011.134443 + Penalty 1940.660098 = -49070.474345 nChanged 8 SP:Iteration 7Q (1730.001052 sec): 3 clusters Score: Raw -51044.949550 + Penalty 1940.660098 = -49104.289452 nChanged 2 SP:Iteration 8Q (1730.047586 sec): 3 clusters Score: Raw -51057.121320 + Penalty 1940.660098 = -49116.461222 nChanged 0 SP:Iteration 9F (1730.087689 sec): 3 clusters Score: Raw -51057.677664 + Penalty 1940.660098 = -49117.017566 nChanged 1 SP:Iteration 10Q (1730.124206 sec): 3 clusters Score: Raw -51071.833434 + Penalty 1940.660098 = -49131.173336 nChanged 0 SP:Iteration 11F (1730.167874 sec): 3 clusters Score: Raw -51071.833434 + Penalty 1940.660098 = -49131.173336 nChanged 0 Trying to split cluster 15 (231231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1730.490599 sec): 2 clusters Score: Raw -32626741.583947 + Penalty 2007.065530 = -32624734.518417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1730.891285 sec): 3 clusters Score: Raw -32473172.264582 + Penalty 4014.131059 = -32469158.133523 nChanged 112454 SP:Iteration 1F (1731.299695 sec): 3 clusters Score: Raw -32542212.741258 + Penalty 4014.131059 = -32538198.610198 nChanged 10593 SP:Iteration 2Q (1731.732306 sec): 3 clusters Score: Raw -32546630.207360 + Penalty 4014.131059 = -32542616.076300 nChanged 13067 SP:Iteration 3F (1732.152499 sec): 3 clusters Score: Raw -32554632.348750 + Penalty 4014.131059 = -32550618.217690 nChanged 17152 SP:Iteration 4F (1732.562858 sec): 3 clusters Score: Raw -32571781.751414 + Penalty 4014.131059 = -32567767.620355 nChanged 22385 SP:Iteration 5F (1732.978476 sec): 3 clusters Score: Raw -32601320.145087 + Penalty 4014.131059 = -32597306.014028 nChanged 23230 SP:Iteration 6F (1733.392772 sec): 3 clusters Score: Raw -32633396.476793 + Penalty 4014.131059 = -32629382.345734 nChanged 16824 SP:Iteration 7F (1733.804632 sec): 3 clusters Score: Raw -32652730.834119 + Penalty 4014.131059 = -32648716.703060 nChanged 9486 SP:Iteration 8Q (1734.215230 sec): 3 clusters Score: Raw -32661693.404122 + Penalty 4014.131059 = -32657679.273063 nChanged 5526 SP:Iteration 9Q (1734.605346 sec): 3 clusters Score: Raw -32666652.322989 + Penalty 4014.131059 = -32662638.191929 nChanged 3682 SP:Iteration 10Q (1734.994416 sec): 3 clusters Score: Raw -32670010.545161 + Penalty 4014.131059 = -32665996.414102 nChanged 2535 SP:Iteration 11Q (1735.376147 sec): 3 clusters Score: Raw -32672627.568936 + Penalty 4014.131059 = -32668613.437877 nChanged 1711 SP:Iteration 12Q (1735.752565 sec): 3 clusters Score: Raw -32674359.838632 + Penalty 4014.131059 = -32670345.707573 nChanged 1023 SP:Iteration 13Q (1736.108789 sec): 3 clusters Score: Raw -32675086.061367 + Penalty 4014.131059 = -32671071.930308 nChanged 600 SP:Iteration 14Q (1736.461626 sec): 3 clusters Score: Raw -32675312.638507 + Penalty 4014.131059 = -32671298.507448 nChanged 337 SP:Iteration 15Q (1736.814736 sec): 3 clusters Score: Raw -32675378.769350 + Penalty 4014.131059 = -32671364.638291 nChanged 203 SP:Iteration 16Q (1737.163788 sec): 3 clusters Score: Raw -32675401.851560 + Penalty 4014.131059 = -32671387.720501 nChanged 100 SP:Iteration 17Q (1737.514195 sec): 3 clusters Score: Raw -32675408.492335 + Penalty 4014.131059 = -32671394.361275 nChanged 66 SP:Iteration 18Q (1737.863977 sec): 3 clusters Score: Raw -32675411.859983 + Penalty 4014.131059 = -32671397.728924 nChanged 49 SP:Iteration 19Q (1738.210062 sec): 3 clusters Score: Raw -32675414.158734 + Penalty 4014.131059 = -32671400.027674 nChanged 35 SP:Iteration 20F (1738.623413 sec): 3 clusters Score: Raw -32675415.792013 + Penalty 4014.131059 = -32671401.660953 nChanged 23 SP:Iteration 21Q (1738.964896 sec): 3 clusters Score: Raw -32675416.521444 + Penalty 4014.131059 = -32671402.390385 nChanged 8 SP:Iteration 22Q (1739.311505 sec): 3 clusters Score: Raw -32675416.871241 + Penalty 4014.131059 = -32671402.740182 nChanged 7 SP:Iteration 23Q (1739.655111 sec): 3 clusters Score: Raw -32675417.084974 + Penalty 4014.131059 = -32671402.953915 nChanged 1 SP:Iteration 24Q (1739.995462 sec): 3 clusters Score: Raw -32675417.095367 + Penalty 4014.131059 = -32671402.964308 nChanged 1 SP:Iteration 25Q (1740.340028 sec): 3 clusters Score: Raw -32675417.109874 + Penalty 4014.131059 = -32671402.978815 nChanged 1 SP:Iteration 26Q (1740.678227 sec): 3 clusters Score: Raw -32675417.121314 + Penalty 4014.131059 = -32671402.990255 nChanged 0 SP:Iteration 27F (1741.082592 sec): 3 clusters Score: Raw -32675417.121314 + Penalty 4014.131059 = -32671402.990255 nChanged 0 Score: Raw -39722853.986027 + Penalty 42885.495811 = -39679968.490216 Splitting cluster 15 changes total score from -39626622.819316 to -39679968.490216 So it's getting split into cluster 21. Trying to split cluster 17 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1744.939373 sec): 2 clusters Score: Raw -57138.080827 + Penalty 1030.594731 = -56107.486097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1744.982320 sec): 3 clusters Score: Raw -57133.559909 + Penalty 2061.189461 = -55072.370448 nChanged 165 SP:Iteration 1F (1745.028699 sec): 3 clusters Score: Raw -57512.564743 + Penalty 2061.189461 = -55451.375282 nChanged 76 SP:Iteration 2F (1745.066257 sec): 3 clusters Score: Raw -57815.915953 + Penalty 2061.189461 = -55754.726492 nChanged 41 SP:Iteration 3F (1745.117891 sec): 3 clusters Score: Raw -58062.557068 + Penalty 2061.189461 = -56001.367607 nChanged 21 SP:Iteration 4Q (1745.163392 sec): 3 clusters Score: Raw -58165.611798 + Penalty 2061.189461 = -56104.422337 nChanged 15 SP:Iteration 5Q (1745.202373 sec): 3 clusters Score: Raw -58222.622431 + Penalty 2061.189461 = -56161.432970 nChanged 13 SP:Iteration 6Q (1745.239231 sec): 3 clusters Score: Raw -58270.685981 + Penalty 2061.189461 = -56209.496520 nChanged 9 SP:Iteration 7Q (1745.287574 sec): 3 clusters Score: Raw -58306.089430 + Penalty 2061.189461 = -56244.899968 nChanged 10 SP:Iteration 8Q (1745.330609 sec): 3 clusters Score: Raw -58355.334796 + Penalty 2061.189461 = -56294.145335 nChanged 9 SP:Iteration 9Q (1745.376411 sec): 3 clusters Score: Raw -58391.268367 + Penalty 2061.189461 = -56330.078906 nChanged 5 SP:Iteration 10Q (1745.424470 sec): 3 clusters Score: Raw -58402.527205 + Penalty 2061.189461 = -56341.337744 nChanged 2 SP:Iteration 11Q (1745.471208 sec): 3 clusters Score: Raw -58409.321794 + Penalty 2061.189461 = -56348.132333 nChanged 4 SP:Iteration 12Q (1745.525354 sec): 3 clusters Score: Raw -58429.246737 + Penalty 2061.189461 = -56368.057276 nChanged 6 SP:Iteration 13Q (1745.561429 sec): 3 clusters Score: Raw -58451.247251 + Penalty 2061.189461 = -56390.057790 nChanged 7 SP:Iteration 14Q (1745.604373 sec): 3 clusters Score: Raw -58462.618765 + Penalty 2061.189461 = -56401.429304 nChanged 2 SP:Iteration 15Q (1745.651928 sec): 3 clusters Score: Raw -58466.062967 + Penalty 2061.189461 = -56404.873505 nChanged 1 SP:Iteration 16Q (1745.707638 sec): 3 clusters Score: Raw -58467.271873 + Penalty 2061.189461 = -56406.082412 nChanged 0 SP:Iteration 17F (1745.743050 sec): 3 clusters Score: Raw -58467.271873 + Penalty 2061.189461 = -56406.082412 nChanged 0 Score: Raw -39724183.177073 + Penalty 44927.662278 = -39679255.514795 Splitting cluster 17 changes total score from -39626622.819316 to -39679255.514795 So it's getting split into cluster 22. Trying to split cluster 18 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1749.792135 sec): 2 clusters Score: Raw -50579.705298 + Penalty 970.330049 = -49609.375250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1749.846434 sec): 3 clusters Score: Raw -50663.681811 + Penalty 1940.660098 = -48723.021713 nChanged 93 SP:Iteration 1F (1749.894265 sec): 3 clusters Score: Raw -50854.364144 + Penalty 1940.660098 = -48913.704046 nChanged 36 SP:Iteration 2F (1749.934294 sec): 3 clusters Score: Raw -50943.004144 + Penalty 1940.660098 = -49002.344046 nChanged 28 SP:Iteration 3F (1749.984687 sec): 3 clusters Score: Raw -51061.381995 + Penalty 1940.660098 = -49120.721897 nChanged 21 SP:Iteration 4F (1750.032465 sec): 3 clusters Score: Raw -51169.110990 + Penalty 1940.660098 = -49228.450893 nChanged 16 SP:Iteration 5Q (1750.074332 sec): 3 clusters Score: Raw -51279.072752 + Penalty 1940.660098 = -49338.412655 nChanged 7 SP:Iteration 6Q (1750.117766 sec): 3 clusters Score: Raw -51321.457273 + Penalty 1940.660098 = -49380.797175 nChanged 6 SP:Iteration 7Q (1750.160597 sec): 3 clusters Score: Raw -51346.980199 + Penalty 1940.660098 = -49406.320101 nChanged 4 SP:Iteration 8Q (1750.200489 sec): 3 clusters Score: Raw -51358.445088 + Penalty 1940.660098 = -49417.784990 nChanged 4 SP:Iteration 9Q (1750.246117 sec): 3 clusters Score: Raw -51373.758540 + Penalty 1940.660098 = -49433.098443 nChanged 2 SP:Iteration 10Q (1750.291951 sec): 3 clusters Score: Raw -51381.722109 + Penalty 1940.660098 = -49441.062011 nChanged 3 SP:Iteration 11Q (1750.349332 sec): 3 clusters Score: Raw -51418.207023 + Penalty 1940.660098 = -49477.546925 nChanged 2 SP:Iteration 12Q (1750.385436 sec): 3 clusters Score: Raw -51451.640854 + Penalty 1940.660098 = -49510.980756 nChanged 1 SP:Iteration 13Q (1750.426435 sec): 3 clusters Score: Raw -51455.971049 + Penalty 1940.660098 = -49515.310951 nChanged 1 SP:Iteration 14Q (1750.483142 sec): 3 clusters Score: Raw -51457.058147 + Penalty 1940.660098 = -49516.398049 nChanged 0 SP:Iteration 15F (1750.525999 sec): 3 clusters Score: Raw -51457.058147 + Penalty 1940.660098 = -49516.398049 nChanged 0 Trying to split cluster 19 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1750.541997 sec): 2 clusters Score: Raw -44604.887333 + Penalty 983.464490 = -43621.422843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1750.596888 sec): 3 clusters Score: Raw -44647.356962 + Penalty 1966.928980 = -42680.427982 nChanged 122 SP:Iteration 1F (1750.638185 sec): 3 clusters Score: Raw -44975.645155 + Penalty 1966.928980 = -43008.716175 nChanged 40 SP:Iteration 2F (1750.684695 sec): 3 clusters Score: Raw -45109.288959 + Penalty 1966.928980 = -43142.359979 nChanged 19 SP:Iteration 3Q (1750.724604 sec): 3 clusters Score: Raw -45215.890228 + Penalty 1966.928980 = -43248.961248 nChanged 15 SP:Iteration 4Q (1750.767055 sec): 3 clusters Score: Raw -45271.499380 + Penalty 1966.928980 = -43304.570401 nChanged 8 SP:Iteration 5Q (1750.823241 sec): 3 clusters Score: Raw -45291.765260 + Penalty 1966.928980 = -43324.836280 nChanged 3 SP:Iteration 6Q (1750.859044 sec): 3 clusters Score: Raw -45296.718482 + Penalty 1966.928980 = -43329.789502 nChanged 1 SP:Iteration 7Q (1750.915007 sec): 3 clusters Score: Raw -45297.197761 + Penalty 1966.928980 = -43330.268781 nChanged 0 SP:Iteration 8F (1750.961020 sec): 3 clusters Score: Raw -45297.197761 + Penalty 1966.928980 = -43330.268781 nChanged 0 Trying to split cluster 20 (1689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1750.988190 sec): 2 clusters Score: Raw -207416.000458 + Penalty 1207.682436 = -206208.318022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1751.025195 sec): 3 clusters Score: Raw -206769.503877 + Penalty 2415.364873 = -204354.139004 nChanged 582 SP:Iteration 1F (1751.075635 sec): 3 clusters Score: Raw -207450.559166 + Penalty 2415.364873 = -205035.194293 nChanged 252 SP:Iteration 2F (1751.124561 sec): 3 clusters Score: Raw -208092.201151 + Penalty 2415.364873 = -205676.836278 nChanged 170 SP:Iteration 3F (1751.182758 sec): 3 clusters Score: Raw -208472.359236 + Penalty 2415.364873 = -206056.994363 nChanged 112 SP:Iteration 4F (1751.226301 sec): 3 clusters Score: Raw -208701.207459 + Penalty 2415.364873 = -206285.842586 nChanged 78 SP:Iteration 5Q (1751.272029 sec): 3 clusters Score: Raw -208819.799999 + Penalty 2415.364873 = -206404.435126 nChanged 58 SP:Iteration 6Q (1751.322633 sec): 3 clusters Score: Raw -208884.543309 + Penalty 2415.364873 = -206469.178436 nChanged 40 SP:Iteration 7Q (1751.366677 sec): 3 clusters Score: Raw -208927.877427 + Penalty 2415.364873 = -206512.512554 nChanged 21 SP:Iteration 8Q (1751.414885 sec): 3 clusters Score: Raw -208946.430096 + Penalty 2415.364873 = -206531.065223 nChanged 21 SP:Iteration 9Q (1751.461470 sec): 3 clusters Score: Raw -208965.126958 + Penalty 2415.364873 = -206549.762085 nChanged 12 SP:Iteration 10Q (1751.509226 sec): 3 clusters Score: Raw -208979.360282 + Penalty 2415.364873 = -206563.995409 nChanged 14 SP:Iteration 11Q (1751.562310 sec): 3 clusters Score: Raw -208992.951593 + Penalty 2415.364873 = -206577.586720 nChanged 11 SP:Iteration 12Q (1751.606529 sec): 3 clusters Score: Raw -209004.670033 + Penalty 2415.364873 = -206589.305160 nChanged 11 SP:Iteration 13Q (1751.652462 sec): 3 clusters Score: Raw -209020.547291 + Penalty 2415.364873 = -206605.182418 nChanged 9 SP:Iteration 14Q (1751.709209 sec): 3 clusters Score: Raw -209032.950083 + Penalty 2415.364873 = -206617.585210 nChanged 9 SP:Iteration 15Q (1751.752386 sec): 3 clusters Score: Raw -209045.219967 + Penalty 2415.364873 = -206629.855094 nChanged 4 SP:Iteration 16Q (1751.792740 sec): 3 clusters Score: Raw -209046.912675 + Penalty 2415.364873 = -206631.547802 nChanged 4 SP:Iteration 17Q (1751.837946 sec): 3 clusters Score: Raw -209048.545536 + Penalty 2415.364873 = -206633.180663 nChanged 0 SP:Iteration 18F (1751.883340 sec): 3 clusters Score: Raw -209048.545536 + Penalty 2415.364873 = -206633.180663 nChanged 0 Score: Raw -39725815.722151 + Penalty 46969.828745 = -39678845.893406 Splitting cluster 20 changes total score from -39626622.819316 to -39678845.893406 So it's getting split into cluster 23. Deleting Class 14 (171 points): Lose 1773.018178 but Gain 2042.166467 Iteration 20F (1760.370413 sec): 23 clusters Score: Raw -39743052.069974 + Penalty 44927.662278 = -39698124.407696 nChanged 6292 Iteration 21Q (1762.229364 sec): 23 clusters Score: Raw -39752629.644409 + Penalty 44927.662278 = -39707701.982131 nChanged 2631 Iteration 22Q (1764.011947 sec): 23 clusters Score: Raw -39754397.561995 + Penalty 44927.662278 = -39709469.899718 nChanged 1720 Iteration 23Q (1765.856768 sec): 23 clusters Score: Raw -39755240.418918 + Penalty 44927.662278 = -39710312.756640 nChanged 1303 Iteration 24Q (1767.693710 sec): 23 clusters Score: Raw -39755808.782953 + Penalty 44927.662278 = -39710881.120675 nChanged 1051 Iteration 25Q (1769.535856 sec): 23 clusters Score: Raw -39756157.581039 + Penalty 44927.662278 = -39711229.918761 nChanged 894 Iteration 26Q (1771.423975 sec): 23 clusters Score: Raw -39756380.127535 + Penalty 44927.662278 = -39711452.465257 nChanged 732 Iteration 27Q (1773.257311 sec): 23 clusters Score: Raw -39756535.321946 + Penalty 44927.662278 = -39711607.659668 nChanged 632 Iteration 28Q (1775.099508 sec): 23 clusters Score: Raw -39756655.891074 + Penalty 44927.662278 = -39711728.228796 nChanged 551 Iteration 29Q (1777.026194 sec): 23 clusters Score: Raw -39756736.833843 + Penalty 44927.662278 = -39711809.171565 nChanged 545 Iteration 30Q (1778.842084 sec): 23 clusters Score: Raw -39756827.464836 + Penalty 44927.662278 = -39711899.802558 nChanged 549 Iteration 31Q (1780.600335 sec): 23 clusters Score: Raw -39756934.679929 + Penalty 44927.662278 = -39712007.017651 nChanged 511 Iteration 32Q (1782.503753 sec): 23 clusters Score: Raw -39757023.127889 + Penalty 44927.662278 = -39712095.465612 nChanged 447 Iteration 33Q (1784.282423 sec): 23 clusters Score: Raw -39757091.008358 + Penalty 44927.662278 = -39712163.346080 nChanged 408 Iteration 34Q (1786.139406 sec): 23 clusters Score: Raw -39757142.154448 + Penalty 44927.662278 = -39712214.492170 nChanged 394 Iteration 35Q (1787.982543 sec): 23 clusters Score: Raw -39757187.776602 + Penalty 44927.662278 = -39712260.114324 nChanged 384 Iteration 36Q (1789.835367 sec): 23 clusters Score: Raw -39757230.711531 + Penalty 44927.662278 = -39712303.049253 nChanged 378 Iteration 37Q (1791.636035 sec): 23 clusters Score: Raw -39757266.648013 + Penalty 44927.662278 = -39712338.985735 nChanged 378 Iteration 38Q (1793.533932 sec): 23 clusters Score: Raw -39757301.039844 + Penalty 44927.662278 = -39712373.377566 nChanged 356 Iteration 39Q (1795.357911 sec): 23 clusters Score: Raw -39757334.315033 + Penalty 44927.662278 = -39712406.652755 nChanged 338 Iteration 40F (1799.423632 sec): 23 clusters Score: Raw -39760981.209785 + Penalty 44927.662278 = -39716053.547507 nChanged 455 Iteration 41Q (1801.237945 sec): 23 clusters Score: Raw -39763699.742771 + Penalty 44927.662278 = -39718772.080493 nChanged 367 Iteration 42Q (1803.052529 sec): 23 clusters Score: Raw -39764207.375734 + Penalty 44927.662278 = -39719279.713457 nChanged 323 Iteration 43Q (1804.987102 sec): 23 clusters Score: Raw -39764471.813741 + Penalty 44927.662278 = -39719544.151463 nChanged 275 Iteration 44Q (1806.814930 sec): 23 clusters Score: Raw -39764588.576438 + Penalty 44927.662278 = -39719660.914160 nChanged 261 Iteration 45Q (1808.666516 sec): 23 clusters Score: Raw -39764707.933411 + Penalty 44927.662278 = -39719780.271133 nChanged 242 Iteration 46Q (1810.569586 sec): 23 clusters Score: Raw -39764759.360993 + Penalty 44927.662278 = -39719831.698715 nChanged 211 Iteration 47Q (1812.418030 sec): 23 clusters Score: Raw -39764793.195977 + Penalty 44927.662278 = -39719865.533699 nChanged 194 Iteration 48Q (1814.265026 sec): 23 clusters Score: Raw -39764818.456463 + Penalty 44927.662278 = -39719890.794185 nChanged 195 Iteration 49Q (1816.103789 sec): 23 clusters Score: Raw -39764835.029386 + Penalty 44927.662278 = -39719907.367108 nChanged 178 Iteration 50Q (1817.948463 sec): 23 clusters Score: Raw -39764845.434844 + Penalty 44927.662278 = -39719917.772566 nChanged 162 Iteration 51Q (1819.802414 sec): 23 clusters Score: Raw -39764852.987109 + Penalty 44927.662278 = -39719925.324831 nChanged 150 Iteration 52Q (1821.708169 sec): 23 clusters Score: Raw -39764858.894188 + Penalty 44927.662278 = -39719931.231910 nChanged 123 Iteration 53Q (1823.534172 sec): 23 clusters Score: Raw -39764864.067823 + Penalty 44927.662278 = -39719936.405545 nChanged 121 Iteration 54Q (1825.452391 sec): 23 clusters Score: Raw -39764867.862250 + Penalty 44927.662278 = -39719940.199972 nChanged 124 Iteration 55Q (1827.247394 sec): 23 clusters Score: Raw -39764872.014323 + Penalty 44927.662278 = -39719944.352045 nChanged 121 Iteration 56Q (1829.062666 sec): 23 clusters Score: Raw -39764876.445732 + Penalty 44927.662278 = -39719948.783454 nChanged 115 Iteration 57Q (1830.894686 sec): 23 clusters Score: Raw -39764880.381225 + Penalty 44927.662278 = -39719952.718947 nChanged 123 Iteration 58Q (1832.682764 sec): 23 clusters Score: Raw -39764884.323462 + Penalty 44927.662278 = -39719956.661184 nChanged 115 Writing temp clu file Because OldScore, -39719952.718947, is greater than current (better) Score,-39719956.661184 Compute initial score before splitting: Score: Raw -39764884.323462 + Penalty 44927.662278 = -39719956.661184 Trying to split cluster 1 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1832.796586 sec): 2 clusters Score: Raw -21371.944359 + Penalty 913.902845 = -20458.041514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1832.834321 sec): 3 clusters Score: Raw -21725.128872 + Penalty 1827.805690 = -19897.323183 nChanged 78 SP:Iteration 1F (1832.883707 sec): 3 clusters Score: Raw -22149.783642 + Penalty 1827.805690 = -20321.977952 nChanged 19 SP:Iteration 2F (1832.933874 sec): 3 clusters Score: Raw -22327.377038 + Penalty 1827.805690 = -20499.571348 nChanged 11 SP:Iteration 3Q (1832.986372 sec): 3 clusters Score: Raw -22456.002229 + Penalty 1827.805690 = -20628.196540 nChanged 7 SP:Iteration 4Q (1833.029841 sec): 3 clusters Score: Raw -22528.268350 + Penalty 1827.805690 = -20700.462660 nChanged 3 SP:Iteration 5Q (1833.077394 sec): 3 clusters Score: Raw -22539.380796 + Penalty 1827.805690 = -20711.575107 nChanged 1 SP:Iteration 6Q (1833.128538 sec): 3 clusters Score: Raw -22547.595452 + Penalty 1827.805690 = -20719.789762 nChanged 2 SP:Iteration 7Q (1833.174235 sec): 3 clusters Score: Raw -22569.173851 + Penalty 1827.805690 = -20741.368161 nChanged 2 SP:Iteration 8Q (1833.220903 sec): 3 clusters Score: Raw -22593.745864 + Penalty 1827.805690 = -20765.940174 nChanged 2 SP:Iteration 9Q (1833.268732 sec): 3 clusters Score: Raw -22597.687107 + Penalty 1827.805690 = -20769.881418 nChanged 0 SP:Iteration 10F (1833.316384 sec): 3 clusters Score: Raw -22598.119592 + Penalty 1827.805690 = -20770.313902 nChanged 1 SP:Iteration 11Q (1833.360830 sec): 3 clusters Score: Raw -22604.900103 + Penalty 1827.805690 = -20777.094413 nChanged 1 SP:Iteration 12Q (1833.403785 sec): 3 clusters Score: Raw -22606.174955 + Penalty 1827.805690 = -20778.369266 nChanged 0 SP:Iteration 13F (1833.452010 sec): 3 clusters Score: Raw -22606.174955 + Penalty 1827.805690 = -20778.369266 nChanged 0 Score: Raw -39766120.828886 + Penalty 46969.828745 = -39719151.000141 Splitting cluster 1 changes total score from -39719956.661184 to -39719151.000141 So it's not getting split. Trying to split cluster 2 (44912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1837.845879 sec): 2 clusters Score: Raw -6180820.855649 + Penalty 1740.774799 = -6179080.080850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1837.963767 sec): 3 clusters Score: Raw -6152516.887948 + Penalty 3481.549597 = -6149035.338351 nChanged 21009 SP:Iteration 1F (1838.082214 sec): 3 clusters Score: Raw -6164549.212424 + Penalty 3481.549597 = -6161067.662827 nChanged 2025 SP:Iteration 2Q (1838.188170 sec): 3 clusters Score: Raw -6165247.203452 + Penalty 3481.549597 = -6161765.653855 nChanged 2045 SP:Iteration 3Q (1838.312946 sec): 3 clusters Score: Raw -6166007.522278 + Penalty 3481.549597 = -6162525.972681 nChanged 2057 SP:Iteration 4Q (1838.426221 sec): 3 clusters Score: Raw -6166948.175149 + Penalty 3481.549597 = -6163466.625552 nChanged 2275 SP:Iteration 5F (1838.549977 sec): 3 clusters Score: Raw -6168261.369191 + Penalty 3481.549597 = -6164779.819594 nChanged 2510 SP:Iteration 6F (1838.676027 sec): 3 clusters Score: Raw -6170143.443000 + Penalty 3481.549597 = -6166661.893403 nChanged 2906 SP:Iteration 7F (1838.791036 sec): 3 clusters Score: Raw -6172629.727838 + Penalty 3481.549597 = -6169148.178241 nChanged 3055 SP:Iteration 8F (1838.907403 sec): 3 clusters Score: Raw -6175202.602311 + Penalty 3481.549597 = -6171721.052714 nChanged 2798 SP:Iteration 9F (1839.036704 sec): 3 clusters Score: Raw -6177318.142618 + Penalty 3481.549597 = -6173836.593021 nChanged 2332 SP:Iteration 10F (1839.142358 sec): 3 clusters Score: Raw -6178809.172349 + Penalty 3481.549597 = -6175327.622752 nChanged 1766 SP:Iteration 11Q (1839.262452 sec): 3 clusters Score: Raw -6179851.505500 + Penalty 3481.549597 = -6176369.955903 nChanged 1452 SP:Iteration 12Q (1839.382159 sec): 3 clusters Score: Raw -6180753.691462 + Penalty 3481.549597 = -6177272.141864 nChanged 1237 SP:Iteration 13Q (1839.497270 sec): 3 clusters Score: Raw -6181481.724053 + Penalty 3481.549597 = -6178000.174456 nChanged 1065 SP:Iteration 14Q (1839.606602 sec): 3 clusters Score: Raw -6182023.709654 + Penalty 3481.549597 = -6178542.160057 nChanged 852 SP:Iteration 15Q (1839.733766 sec): 3 clusters Score: Raw -6182370.883300 + Penalty 3481.549597 = -6178889.333703 nChanged 656 SP:Iteration 16Q (1839.848413 sec): 3 clusters Score: Raw -6182590.883343 + Penalty 3481.549597 = -6179109.333746 nChanged 551 SP:Iteration 17Q (1839.958162 sec): 3 clusters Score: Raw -6182747.636404 + Penalty 3481.549597 = -6179266.086807 nChanged 447 SP:Iteration 18Q (1840.084173 sec): 3 clusters Score: Raw -6182860.315288 + Penalty 3481.549597 = -6179378.765691 nChanged 371 SP:Iteration 19Q (1840.184877 sec): 3 clusters Score: Raw -6182941.708615 + Penalty 3481.549597 = -6179460.159018 nChanged 322 SP:Iteration 20F (1840.271717 sec): 3 clusters Score: Raw -6183011.315433 + Penalty 3481.549597 = -6179529.765835 nChanged 283 SP:Iteration 21Q (1840.374321 sec): 3 clusters Score: Raw -6183061.599789 + Penalty 3481.549597 = -6179580.050192 nChanged 231 SP:Iteration 22Q (1840.488646 sec): 3 clusters Score: Raw -6183095.625451 + Penalty 3481.549597 = -6179614.075854 nChanged 203 SP:Iteration 23Q (1840.603059 sec): 3 clusters Score: Raw -6183122.669391 + Penalty 3481.549597 = -6179641.119794 nChanged 188 SP:Iteration 24Q (1840.720228 sec): 3 clusters Score: Raw -6183144.871272 + Penalty 3481.549597 = -6179663.321675 nChanged 142 SP:Iteration 25Q (1840.830338 sec): 3 clusters Score: Raw -6183156.701466 + Penalty 3481.549597 = -6179675.151869 nChanged 103 SP:Iteration 26Q (1840.946688 sec): 3 clusters Score: Raw -6183164.829423 + Penalty 3481.549597 = -6179683.279826 nChanged 75 SP:Iteration 27Q (1841.057546 sec): 3 clusters Score: Raw -6183170.254606 + Penalty 3481.549597 = -6179688.705009 nChanged 62 SP:Iteration 28Q (1841.139237 sec): 3 clusters Score: Raw -6183174.352536 + Penalty 3481.549597 = -6179692.802939 nChanged 59 SP:Iteration 29Q (1841.246593 sec): 3 clusters Score: Raw -6183178.581790 + Penalty 3481.549597 = -6179697.032193 nChanged 61 SP:Iteration 30Q (1841.358451 sec): 3 clusters Score: Raw -6183182.905828 + Penalty 3481.549597 = -6179701.356231 nChanged 68 SP:Iteration 31Q (1841.481350 sec): 3 clusters Score: Raw -6183189.188080 + Penalty 3481.549597 = -6179707.638482 nChanged 71 SP:Iteration 32Q (1841.602069 sec): 3 clusters Score: Raw -6183196.183316 + Penalty 3481.549597 = -6179714.633719 nChanged 70 SP:Iteration 33Q (1841.714781 sec): 3 clusters Score: Raw -6183200.960585 + Penalty 3481.549597 = -6179719.410988 nChanged 67 SP:Iteration 34Q (1841.827238 sec): 3 clusters Score: Raw -6183206.035669 + Penalty 3481.549597 = -6179724.486072 nChanged 69 SP:Iteration 35Q (1841.933674 sec): 3 clusters Score: Raw -6183210.349724 + Penalty 3481.549597 = -6179728.800126 nChanged 60 SP:Iteration 36Q (1842.040480 sec): 3 clusters Score: Raw -6183214.544448 + Penalty 3481.549597 = -6179732.994850 nChanged 58 SP:Iteration 37Q (1842.161602 sec): 3 clusters Score: Raw -6183219.395552 + Penalty 3481.549597 = -6179737.845955 nChanged 64 SP:Iteration 38Q (1842.281364 sec): 3 clusters Score: Raw -6183225.671378 + Penalty 3481.549597 = -6179744.121781 nChanged 69 SP:Iteration 39Q (1842.398762 sec): 3 clusters Score: Raw -6183234.558370 + Penalty 3481.549597 = -6179753.008773 nChanged 101 SP:Iteration 40F (1842.519573 sec): 3 clusters Score: Raw -6183244.848288 + Penalty 3481.549597 = -6179763.298691 nChanged 87 SP:Iteration 41Q (1842.633184 sec): 3 clusters Score: Raw -6183252.346944 + Penalty 3481.549597 = -6179770.797347 nChanged 83 SP:Iteration 42Q (1842.745898 sec): 3 clusters Score: Raw -6183259.772784 + Penalty 3481.549597 = -6179778.223187 nChanged 82 SP:Iteration 43Q (1842.853327 sec): 3 clusters Score: Raw -6183266.833138 + Penalty 3481.549597 = -6179785.283541 nChanged 83 SP:Iteration 44Q (1842.976165 sec): 3 clusters Score: Raw -6183273.557857 + Penalty 3481.549597 = -6179792.008260 nChanged 81 SP:Iteration 45Q (1843.102441 sec): 3 clusters Score: Raw -6183280.709460 + Penalty 3481.549597 = -6179799.159863 nChanged 78 SP:Iteration 46Q (1843.207959 sec): 3 clusters Score: Raw -6183288.793425 + Penalty 3481.549597 = -6179807.243828 nChanged 87 SP:Iteration 47Q (1843.330596 sec): 3 clusters Score: Raw -6183297.685788 + Penalty 3481.549597 = -6179816.136191 nChanged 86 SP:Iteration 48Q (1843.450593 sec): 3 clusters Score: Raw -6183306.454134 + Penalty 3481.549597 = -6179824.904537 nChanged 97 SP:Iteration 49Q (1843.567788 sec): 3 clusters Score: Raw -6183316.252007 + Penalty 3481.549597 = -6179834.702410 nChanged 90 SP:Iteration 50Q (1843.676464 sec): 3 clusters Score: Raw -6183323.796123 + Penalty 3481.549597 = -6179842.246526 nChanged 69 SP:Iteration 51Q (1843.806100 sec): 3 clusters Score: Raw -6183329.362867 + Penalty 3481.549597 = -6179847.813270 nChanged 71 SP:Iteration 52Q (1843.925185 sec): 3 clusters Score: Raw -6183335.389205 + Penalty 3481.549597 = -6179853.839608 nChanged 65 SP:Iteration 53Q (1844.042186 sec): 3 clusters Score: Raw -6183342.581914 + Penalty 3481.549597 = -6179861.032317 nChanged 76 SP:Iteration 54Q (1844.147906 sec): 3 clusters Score: Raw -6183349.488631 + Penalty 3481.549597 = -6179867.939034 nChanged 92 SP:Iteration 55Q (1844.254086 sec): 3 clusters Score: Raw -6183358.395944 + Penalty 3481.549597 = -6179876.846347 nChanged 95 SP:Iteration 56Q (1844.371199 sec): 3 clusters Score: Raw -6183366.139012 + Penalty 3481.549597 = -6179884.589415 nChanged 79 SP:Iteration 57Q (1844.486951 sec): 3 clusters Score: Raw -6183372.211686 + Penalty 3481.549597 = -6179890.662089 nChanged 81 SP:Iteration 58Q (1844.585392 sec): 3 clusters Score: Raw -6183378.305966 + Penalty 3481.549597 = -6179896.756369 nChanged 76 SP:Iteration 59Q (1844.704947 sec): 3 clusters Score: Raw -6183384.217572 + Penalty 3481.549597 = -6179902.667975 nChanged 74 SP:Iteration 60F (1844.828311 sec): 3 clusters Score: Raw -6183389.922456 + Penalty 3481.549597 = -6179908.372859 nChanged 77 SP:Iteration 61Q (1844.944948 sec): 3 clusters Score: Raw -6183394.671336 + Penalty 3481.549597 = -6179913.121739 nChanged 63 SP:Iteration 62Q (1845.052596 sec): 3 clusters Score: Raw -6183397.915186 + Penalty 3481.549597 = -6179916.365589 nChanged 51 SP:Iteration 63Q (1845.164074 sec): 3 clusters Score: Raw -6183400.372809 + Penalty 3481.549597 = -6179918.823212 nChanged 54 SP:Iteration 64Q (1845.277319 sec): 3 clusters Score: Raw -6183403.072444 + Penalty 3481.549597 = -6179921.522847 nChanged 64 SP:Iteration 65Q (1845.389682 sec): 3 clusters Score: Raw -6183407.110223 + Penalty 3481.549597 = -6179925.560626 nChanged 75 SP:Iteration 66Q (1845.515469 sec): 3 clusters Score: Raw -6183413.445744 + Penalty 3481.549597 = -6179931.896147 nChanged 89 SP:Iteration 67Q (1845.622391 sec): 3 clusters Score: Raw -6183421.819677 + Penalty 3481.549597 = -6179940.270079 nChanged 87 SP:Iteration 68Q (1845.748778 sec): 3 clusters Score: Raw -6183429.368416 + Penalty 3481.549597 = -6179947.818818 nChanged 81 SP:Iteration 69Q (1845.863465 sec): 3 clusters Score: Raw -6183436.302996 + Penalty 3481.549597 = -6179954.753399 nChanged 92 SP:Iteration 70Q (1845.977402 sec): 3 clusters Score: Raw -6183444.326122 + Penalty 3481.549597 = -6179962.776525 nChanged 87 SP:Iteration 71Q (1846.095989 sec): 3 clusters Score: Raw -6183451.003752 + Penalty 3481.549597 = -6179969.454155 nChanged 94 SP:Iteration 72Q (1846.213667 sec): 3 clusters Score: Raw -6183458.044930 + Penalty 3481.549597 = -6179976.495333 nChanged 95 SP:Iteration 73Q (1846.335105 sec): 3 clusters Score: Raw -6183466.803153 + Penalty 3481.549597 = -6179985.253556 nChanged 94 SP:Iteration 74Q (1846.456805 sec): 3 clusters Score: Raw -6183475.550979 + Penalty 3481.549597 = -6179994.001382 nChanged 90 SP:Iteration 75Q (1846.571708 sec): 3 clusters Score: Raw -6183482.334962 + Penalty 3481.549597 = -6180000.785364 nChanged 69 SP:Iteration 76Q (1846.681767 sec): 3 clusters Score: Raw -6183487.661232 + Penalty 3481.549597 = -6180006.111635 nChanged 67 SP:Iteration 77Q (1846.792063 sec): 3 clusters Score: Raw -6183492.425497 + Penalty 3481.549597 = -6180010.875900 nChanged 67 SP:Iteration 78Q (1846.922770 sec): 3 clusters Score: Raw -6183496.869093 + Penalty 3481.549597 = -6180015.319495 nChanged 79 SP:Iteration 79Q (1847.030042 sec): 3 clusters Score: Raw -6183503.354578 + Penalty 3481.549597 = -6180021.804981 nChanged 99 SP:Iteration 80F (1847.148632 sec): 3 clusters Score: Raw -6183512.997392 + Penalty 3481.549597 = -6180031.447795 nChanged 93 SP:Iteration 81Q (1847.268744 sec): 3 clusters Score: Raw -6183521.220709 + Penalty 3481.549597 = -6180039.671112 nChanged 92 SP:Iteration 82Q (1847.392280 sec): 3 clusters Score: Raw -6183529.468329 + Penalty 3481.549597 = -6180047.918732 nChanged 92 SP:Iteration 83Q (1847.512033 sec): 3 clusters Score: Raw -6183536.803899 + Penalty 3481.549597 = -6180055.254302 nChanged 85 SP:Iteration 84Q (1847.625483 sec): 3 clusters Score: Raw -6183543.014067 + Penalty 3481.549597 = -6180061.464470 nChanged 75 SP:Iteration 85Q (1847.735178 sec): 3 clusters Score: Raw -6183547.995642 + Penalty 3481.549597 = -6180066.446045 nChanged 85 SP:Iteration 86Q (1847.860994 sec): 3 clusters Score: Raw -6183554.253892 + Penalty 3481.549597 = -6180072.704295 nChanged 82 SP:Iteration 87Q (1847.979085 sec): 3 clusters Score: Raw -6183560.400018 + Penalty 3481.549597 = -6180078.850421 nChanged 80 SP:Iteration 88Q (1848.093300 sec): 3 clusters Score: Raw -6183566.626806 + Penalty 3481.549597 = -6180085.077209 nChanged 101 SP:Iteration 89Q (1848.210733 sec): 3 clusters Score: Raw -6183574.078697 + Penalty 3481.549597 = -6180092.529100 nChanged 87 SP:Iteration 90Q (1848.318309 sec): 3 clusters Score: Raw -6183580.724324 + Penalty 3481.549597 = -6180099.174727 nChanged 70 SP:Iteration 91Q (1848.448803 sec): 3 clusters Score: Raw -6183585.034050 + Penalty 3481.549597 = -6180103.484453 nChanged 63 SP:Iteration 92Q (1848.563750 sec): 3 clusters Score: Raw -6183589.019947 + Penalty 3481.549597 = -6180107.470350 nChanged 58 SP:Iteration 93Q (1848.682859 sec): 3 clusters Score: Raw -6183592.650318 + Penalty 3481.549597 = -6180111.100721 nChanged 50 SP:Iteration 94Q (1848.802796 sec): 3 clusters Score: Raw -6183595.702386 + Penalty 3481.549597 = -6180114.152789 nChanged 47 SP:Iteration 95Q (1848.917448 sec): 3 clusters Score: Raw -6183599.137621 + Penalty 3481.549597 = -6180117.588024 nChanged 52 SP:Iteration 96Q (1849.037252 sec): 3 clusters Score: Raw -6183602.992911 + Penalty 3481.549597 = -6180121.443314 nChanged 53 SP:Iteration 97Q (1849.151156 sec): 3 clusters Score: Raw -6183607.183092 + Penalty 3481.549597 = -6180125.633495 nChanged 59 SP:Iteration 98Q (1849.259563 sec): 3 clusters Score: Raw -6183612.020943 + Penalty 3481.549597 = -6180130.471346 nChanged 67 SP:Iteration 99Q (1849.382021 sec): 3 clusters Score: Raw -6183616.367821 + Penalty 3481.549597 = -6180134.818224 nChanged 58 SP:Iteration 100F (1849.505015 sec): 3 clusters Score: Raw -6183620.251293 + Penalty 3481.549597 = -6180138.701696 nChanged 61 SP:Iteration 101Q (1849.624778 sec): 3 clusters Score: Raw -6183624.637306 + Penalty 3481.549597 = -6180143.087709 nChanged 51 SP:Iteration 102Q (1849.731268 sec): 3 clusters Score: Raw -6183628.541599 + Penalty 3481.549597 = -6180146.992002 nChanged 51 SP:Iteration 103Q (1849.847212 sec): 3 clusters Score: Raw -6183632.375352 + Penalty 3481.549597 = -6180150.825755 nChanged 44 SP:Iteration 104Q (1849.974961 sec): 3 clusters Score: Raw -6183635.808703 + Penalty 3481.549597 = -6180154.259106 nChanged 47 SP:Iteration 105Q (1850.085794 sec): 3 clusters Score: Raw -6183638.962928 + Penalty 3481.549597 = -6180157.413331 nChanged 46 SP:Iteration 106Q (1850.201647 sec): 3 clusters Score: Raw -6183641.320694 + Penalty 3481.549597 = -6180159.771097 nChanged 34 SP:Iteration 107Q (1850.318098 sec): 3 clusters Score: Raw -6183643.877983 + Penalty 3481.549597 = -6180162.328386 nChanged 41 SP:Iteration 108Q (1850.442502 sec): 3 clusters Score: Raw -6183646.268657 + Penalty 3481.549597 = -6180164.719060 nChanged 38 SP:Iteration 109Q (1850.554601 sec): 3 clusters Score: Raw -6183648.852225 + Penalty 3481.549597 = -6180167.302628 nChanged 49 SP:Iteration 110Q (1850.661063 sec): 3 clusters Score: Raw -6183652.121894 + Penalty 3481.549597 = -6180170.572297 nChanged 56 SP:Iteration 111Q (1850.782669 sec): 3 clusters Score: Raw -6183655.979367 + Penalty 3481.549597 = -6180174.429770 nChanged 48 SP:Iteration 112Q (1850.887748 sec): 3 clusters Score: Raw -6183659.086040 + Penalty 3481.549597 = -6180177.536443 nChanged 49 SP:Iteration 113Q (1851.001541 sec): 3 clusters Score: Raw -6183662.091480 + Penalty 3481.549597 = -6180180.541883 nChanged 39 SP:Iteration 114Q (1851.120247 sec): 3 clusters Score: Raw -6183664.545061 + Penalty 3481.549597 = -6180182.995464 nChanged 44 SP:Iteration 115Q (1851.234945 sec): 3 clusters Score: Raw -6183668.093594 + Penalty 3481.549597 = -6180186.543997 nChanged 47 SP:Iteration 116Q (1851.356584 sec): 3 clusters Score: Raw -6183670.907668 + Penalty 3481.549597 = -6180189.358071 nChanged 53 SP:Iteration 117Q (1851.461722 sec): 3 clusters Score: Raw -6183674.370740 + Penalty 3481.549597 = -6180192.821143 nChanged 56 SP:Iteration 118Q (1851.582573 sec): 3 clusters Score: Raw -6183678.571397 + Penalty 3481.549597 = -6180197.021800 nChanged 50 SP:Iteration 119Q (1851.699888 sec): 3 clusters Score: Raw -6183681.694924 + Penalty 3481.549597 = -6180200.145327 nChanged 64 SP:Iteration 120F (1851.821053 sec): 3 clusters Score: Raw -6183686.071092 + Penalty 3481.549597 = -6180204.521495 nChanged 66 SP:Iteration 121Q (1851.943369 sec): 3 clusters Score: Raw -6183691.089303 + Penalty 3481.549597 = -6180209.539706 nChanged 69 SP:Iteration 122Q (1852.054862 sec): 3 clusters Score: Raw -6183696.551810 + Penalty 3481.549597 = -6180215.002213 nChanged 69 SP:Iteration 123Q (1852.178678 sec): 3 clusters Score: Raw -6183701.671706 + Penalty 3481.549597 = -6180220.122109 nChanged 61 SP:Iteration 124Q (1852.288610 sec): 3 clusters Score: Raw -6183705.644702 + Penalty 3481.549597 = -6180224.095105 nChanged 57 SP:Iteration 125Q (1852.408073 sec): 3 clusters Score: Raw -6183709.019963 + Penalty 3481.549597 = -6180227.470366 nChanged 52 SP:Iteration 126Q (1852.527003 sec): 3 clusters Score: Raw -6183711.578602 + Penalty 3481.549597 = -6180230.029005 nChanged 46 SP:Iteration 127Q (1852.638522 sec): 3 clusters Score: Raw -6183714.035882 + Penalty 3481.549597 = -6180232.486285 nChanged 48 SP:Iteration 128Q (1852.753001 sec): 3 clusters Score: Raw -6183717.326485 + Penalty 3481.549597 = -6180235.776888 nChanged 52 SP:Iteration 129Q (1852.868113 sec): 3 clusters Score: Raw -6183721.304430 + Penalty 3481.549597 = -6180239.754833 nChanged 46 SP:Iteration 130Q (1852.971903 sec): 3 clusters Score: Raw -6183723.899252 + Penalty 3481.549597 = -6180242.349655 nChanged 43 SP:Iteration 131Q (1853.090472 sec): 3 clusters Score: Raw -6183725.747498 + Penalty 3481.549597 = -6180244.197901 nChanged 45 SP:Iteration 132Q (1853.209235 sec): 3 clusters Score: Raw -6183727.844305 + Penalty 3481.549597 = -6180246.294708 nChanged 37 SP:Iteration 133Q (1853.330673 sec): 3 clusters Score: Raw -6183729.342052 + Penalty 3481.549597 = -6180247.792455 nChanged 24 SP:Iteration 134Q (1853.443293 sec): 3 clusters Score: Raw -6183730.508954 + Penalty 3481.549597 = -6180248.959357 nChanged 30 SP:Iteration 135Q (1853.556989 sec): 3 clusters Score: Raw -6183732.577684 + Penalty 3481.549597 = -6180251.028087 nChanged 37 SP:Iteration 136Q (1853.670021 sec): 3 clusters Score: Raw -6183734.289236 + Penalty 3481.549597 = -6180252.739639 nChanged 25 SP:Iteration 137Q (1853.779485 sec): 3 clusters Score: Raw -6183735.590396 + Penalty 3481.549597 = -6180254.040799 nChanged 27 SP:Iteration 138Q (1853.898248 sec): 3 clusters Score: Raw -6183736.979949 + Penalty 3481.549597 = -6180255.430352 nChanged 34 SP:Iteration 139Q (1854.012523 sec): 3 clusters Score: Raw -6183738.795575 + Penalty 3481.549597 = -6180257.245978 nChanged 36 SP:Iteration 140F (1854.125033 sec): 3 clusters Score: Raw -6183741.079814 + Penalty 3481.549597 = -6180259.530217 nChanged 37 SP:Iteration 141Q (1854.253007 sec): 3 clusters Score: Raw -6183743.443434 + Penalty 3481.549597 = -6180261.893837 nChanged 41 SP:Iteration 142Q (1854.372039 sec): 3 clusters Score: Raw -6183745.645569 + Penalty 3481.549597 = -6180264.095972 nChanged 35 SP:Iteration 143Q (1854.485258 sec): 3 clusters Score: Raw -6183747.301081 + Penalty 3481.549597 = -6180265.751484 nChanged 37 SP:Iteration 144Q (1854.605576 sec): 3 clusters Score: Raw -6183749.189456 + Penalty 3481.549597 = -6180267.639859 nChanged 33 SP:Iteration 145Q (1854.721476 sec): 3 clusters Score: Raw -6183750.727183 + Penalty 3481.549597 = -6180269.177585 nChanged 38 SP:Iteration 146Q (1854.839742 sec): 3 clusters Score: Raw -6183752.133448 + Penalty 3481.549597 = -6180270.583851 nChanged 28 SP:Iteration 147Q (1854.954550 sec): 3 clusters Score: Raw -6183753.337442 + Penalty 3481.549597 = -6180271.787845 nChanged 27 SP:Iteration 148Q (1855.071124 sec): 3 clusters Score: Raw -6183754.884040 + Penalty 3481.549597 = -6180273.334443 nChanged 39 SP:Iteration 149Q (1855.197317 sec): 3 clusters Score: Raw -6183757.117121 + Penalty 3481.549597 = -6180275.567524 nChanged 39 SP:Iteration 150Q (1855.304100 sec): 3 clusters Score: Raw -6183759.165509 + Penalty 3481.549597 = -6180277.615912 nChanged 37 SP:Iteration 151Q (1855.418900 sec): 3 clusters Score: Raw -6183761.245961 + Penalty 3481.549597 = -6180279.696364 nChanged 29 SP:Iteration 152Q (1855.537403 sec): 3 clusters Score: Raw -6183762.992437 + Penalty 3481.549597 = -6180281.442840 nChanged 38 SP:Iteration 153Q (1855.659067 sec): 3 clusters Score: Raw -6183765.165637 + Penalty 3481.549597 = -6180283.616040 nChanged 45 SP:Iteration 154Q (1855.776940 sec): 3 clusters Score: Raw -6183767.858287 + Penalty 3481.549597 = -6180286.308690 nChanged 43 SP:Iteration 155Q (1855.890953 sec): 3 clusters Score: Raw -6183770.318820 + Penalty 3481.549597 = -6180288.769223 nChanged 38 SP:Iteration 156Q (1856.011866 sec): 3 clusters Score: Raw -6183772.493534 + Penalty 3481.549597 = -6180290.943937 nChanged 43 SP:Iteration 157Q (1856.117495 sec): 3 clusters Score: Raw -6183774.721724 + Penalty 3481.549597 = -6180293.172127 nChanged 34 SP:Iteration 158Q (1856.243425 sec): 3 clusters Score: Raw -6183776.176338 + Penalty 3481.549597 = -6180294.626741 nChanged 27 SP:Iteration 159Q (1856.361142 sec): 3 clusters Score: Raw -6183777.493290 + Penalty 3481.549597 = -6180295.943693 nChanged 36 SP:Iteration 160F (1856.479293 sec): 3 clusters Score: Raw -6183779.265433 + Penalty 3481.549597 = -6180297.715836 nChanged 30 SP:Iteration 161Q (1856.588964 sec): 3 clusters Score: Raw -6183780.848093 + Penalty 3481.549597 = -6180299.298496 nChanged 25 SP:Iteration 162Q (1856.703341 sec): 3 clusters Score: Raw -6183782.119834 + Penalty 3481.549597 = -6180300.570237 nChanged 24 SP:Iteration 163Q (1856.824616 sec): 3 clusters Score: Raw -6183782.985714 + Penalty 3481.549597 = -6180301.436117 nChanged 25 SP:Iteration 164Q (1856.937904 sec): 3 clusters Score: Raw -6183783.763902 + Penalty 3481.549597 = -6180302.214305 nChanged 16 SP:Iteration 165Q (1857.055874 sec): 3 clusters Score: Raw -6183784.258649 + Penalty 3481.549597 = -6180302.709052 nChanged 10 SP:Iteration 166Q (1857.169704 sec): 3 clusters Score: Raw -6183784.535201 + Penalty 3481.549597 = -6180302.985604 nChanged 10 SP:Iteration 167Q (1857.290181 sec): 3 clusters Score: Raw -6183784.807825 + Penalty 3481.549597 = -6180303.258228 nChanged 3 SP:Iteration 168Q (1857.395638 sec): 3 clusters Score: Raw -6183784.872821 + Penalty 3481.549597 = -6180303.323224 nChanged 7 SP:Iteration 169Q (1857.509453 sec): 3 clusters Score: Raw -6183785.018423 + Penalty 3481.549597 = -6180303.468826 nChanged 1 SP:Iteration 170Q (1857.631698 sec): 3 clusters Score: Raw -6183785.031762 + Penalty 3481.549597 = -6180303.482165 nChanged 0 SP:Iteration 171F (1857.753047 sec): 3 clusters Score: Raw -6183785.031762 + Penalty 3481.549597 = -6180303.482165 nChanged 0 Score: Raw -39767850.774403 + Penalty 46969.828745 = -39720880.945658 Splitting cluster 2 changes total score from -39719956.661184 to -39720880.945658 So it's getting split into cluster 14. Trying to split cluster 3 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1862.118732 sec): 2 clusters Score: Raw -55347.293520 + Penalty 998.430166 = -54348.863354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1862.150110 sec): 3 clusters Score: Raw -55422.755133 + Penalty 1996.860331 = -53425.894802 nChanged 152 SP:Iteration 1F (1862.196200 sec): 3 clusters Score: Raw -55917.812409 + Penalty 1996.860331 = -53920.952078 nChanged 70 SP:Iteration 2F (1862.237693 sec): 3 clusters Score: Raw -56265.530390 + Penalty 1996.860331 = -54268.670059 nChanged 32 SP:Iteration 3F (1862.285933 sec): 3 clusters Score: Raw -56494.138220 + Penalty 1996.860331 = -54497.277889 nChanged 15 SP:Iteration 4Q (1862.316868 sec): 3 clusters Score: Raw -56656.616420 + Penalty 1996.860331 = -54659.756089 nChanged 13 SP:Iteration 5Q (1862.357770 sec): 3 clusters Score: Raw -56742.965700 + Penalty 1996.860331 = -54746.105369 nChanged 10 SP:Iteration 6Q (1862.400654 sec): 3 clusters Score: Raw -56827.107990 + Penalty 1996.860331 = -54830.247659 nChanged 7 SP:Iteration 7Q (1862.448849 sec): 3 clusters Score: Raw -56861.800683 + Penalty 1996.860331 = -54864.940352 nChanged 1 SP:Iteration 8Q (1862.494008 sec): 3 clusters Score: Raw -56864.542835 + Penalty 1996.860331 = -54867.682504 nChanged 0 SP:Iteration 9F (1862.518788 sec): 3 clusters Score: Raw -56864.542835 + Penalty 1996.860331 = -54867.682504 nChanged 0 Score: Raw -39769368.023718 + Penalty 49011.995212 = -39720356.028506 Splitting cluster 3 changes total score from -39719956.661184 to -39720356.028506 So it's getting split into cluster 24. Trying to split cluster 4 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1867.031094 sec): 2 clusters Score: Raw -27292.075443 + Penalty 998.778504 = -26293.296939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1867.086202 sec): 3 clusters Score: Raw -27641.497202 + Penalty 1997.557009 = -25643.940193 nChanged 133 SP:Iteration 1F (1867.105365 sec): 3 clusters Score: Raw -28167.905185 + Penalty 1997.557009 = -26170.348176 nChanged 47 SP:Iteration 2F (1867.158563 sec): 3 clusters Score: Raw -28454.153922 + Penalty 1997.557009 = -26456.596913 nChanged 25 SP:Iteration 3F (1867.201122 sec): 3 clusters Score: Raw -28576.639254 + Penalty 1997.557009 = -26579.082246 nChanged 7 SP:Iteration 4Q (1867.249068 sec): 3 clusters Score: Raw -28703.294228 + Penalty 1997.557009 = -26705.737219 nChanged 6 SP:Iteration 5Q (1867.289992 sec): 3 clusters Score: Raw -28753.869413 + Penalty 1997.557009 = -26756.312404 nChanged 8 SP:Iteration 6Q (1867.328066 sec): 3 clusters Score: Raw -28808.013913 + Penalty 1997.557009 = -26810.456905 nChanged 1 SP:Iteration 7Q (1867.383557 sec): 3 clusters Score: Raw -28809.470953 + Penalty 1997.557009 = -26811.913944 nChanged 0 SP:Iteration 8F (1867.419161 sec): 3 clusters Score: Raw -28809.470953 + Penalty 1997.557009 = -26811.913944 nChanged 0 Score: Raw -39770885.419227 + Penalty 51054.161679 = -39719831.257548 Splitting cluster 4 changes total score from -39719956.661184 to -39719831.257548 So it's not getting split. Trying to split cluster 5 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1872.021921 sec): 2 clusters Score: Raw -44326.202868 + Penalty 961.382835 = -43364.820032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1872.076279 sec): 3 clusters Score: Raw -44494.754769 + Penalty 1922.765670 = -42571.989099 nChanged 89 SP:Iteration 1F (1872.115984 sec): 3 clusters Score: Raw -44780.411641 + Penalty 1922.765670 = -42857.645971 nChanged 38 SP:Iteration 2F (1872.144987 sec): 3 clusters Score: Raw -44908.416380 + Penalty 1922.765670 = -42985.650710 nChanged 13 SP:Iteration 3Q (1872.190044 sec): 3 clusters Score: Raw -44947.010728 + Penalty 1922.765670 = -43024.245058 nChanged 5 SP:Iteration 4Q (1872.223786 sec): 3 clusters Score: Raw -44986.008091 + Penalty 1922.765670 = -43063.242420 nChanged 4 SP:Iteration 5Q (1872.263892 sec): 3 clusters Score: Raw -45003.517616 + Penalty 1922.765670 = -43080.751946 nChanged 4 SP:Iteration 6Q (1872.307753 sec): 3 clusters Score: Raw -45017.607104 + Penalty 1922.765670 = -43094.841434 nChanged 4 SP:Iteration 7Q (1872.352944 sec): 3 clusters Score: Raw -45046.650707 + Penalty 1922.765670 = -43123.885036 nChanged 3 SP:Iteration 8Q (1872.386357 sec): 3 clusters Score: Raw -45098.290824 + Penalty 1922.765670 = -43175.525154 nChanged 2 SP:Iteration 9Q (1872.436497 sec): 3 clusters Score: Raw -45135.466114 + Penalty 1922.765670 = -43212.700444 nChanged 2 SP:Iteration 10Q (1872.476563 sec): 3 clusters Score: Raw -45138.845378 + Penalty 1922.765670 = -43216.079707 nChanged 0 SP:Iteration 11F (1872.509639 sec): 3 clusters Score: Raw -45138.845378 + Penalty 1922.765670 = -43216.079707 nChanged 0 Trying to split cluster 6 (813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1872.531043 sec): 2 clusters Score: Raw -88626.891175 + Penalty 1088.868805 = -87538.022369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1872.563776 sec): 3 clusters Score: Raw -88485.087686 + Penalty 2177.737611 = -86307.350075 nChanged 237 SP:Iteration 1F (1872.616080 sec): 3 clusters Score: Raw -88832.620689 + Penalty 2177.737611 = -86654.883078 nChanged 80 SP:Iteration 2F (1872.650077 sec): 3 clusters Score: Raw -88963.031898 + Penalty 2177.737611 = -86785.294287 nChanged 43 SP:Iteration 3F (1872.698330 sec): 3 clusters Score: Raw -89028.024996 + Penalty 2177.737611 = -86850.287385 nChanged 38 SP:Iteration 4Q (1872.748401 sec): 3 clusters Score: Raw -89103.867233 + Penalty 2177.737611 = -86926.129622 nChanged 40 SP:Iteration 5Q (1872.784801 sec): 3 clusters Score: Raw -89167.062102 + Penalty 2177.737611 = -86989.324492 nChanged 26 SP:Iteration 6Q (1872.821905 sec): 3 clusters Score: Raw -89207.890815 + Penalty 2177.737611 = -87030.153204 nChanged 18 SP:Iteration 7Q (1872.863328 sec): 3 clusters Score: Raw -89235.169886 + Penalty 2177.737611 = -87057.432275 nChanged 11 SP:Iteration 8Q (1872.906827 sec): 3 clusters Score: Raw -89249.807639 + Penalty 2177.737611 = -87072.070028 nChanged 5 SP:Iteration 9Q (1872.939207 sec): 3 clusters Score: Raw -89259.998253 + Penalty 2177.737611 = -87082.260642 nChanged 5 SP:Iteration 10Q (1872.981480 sec): 3 clusters Score: Raw -89269.366681 + Penalty 2177.737611 = -87091.629070 nChanged 4 SP:Iteration 11Q (1873.015321 sec): 3 clusters Score: Raw -89278.157318 + Penalty 2177.737611 = -87100.419708 nChanged 3 SP:Iteration 12Q (1873.065460 sec): 3 clusters Score: Raw -89286.081576 + Penalty 2177.737611 = -87108.343966 nChanged 3 SP:Iteration 13Q (1873.115577 sec): 3 clusters Score: Raw -89293.244819 + Penalty 2177.737611 = -87115.507209 nChanged 4 SP:Iteration 14Q (1873.148615 sec): 3 clusters Score: Raw -89301.329106 + Penalty 2177.737611 = -87123.591495 nChanged 4 SP:Iteration 15Q (1873.197745 sec): 3 clusters Score: Raw -89310.368253 + Penalty 2177.737611 = -87132.630643 nChanged 7 SP:Iteration 16Q (1873.254009 sec): 3 clusters Score: Raw -89323.930821 + Penalty 2177.737611 = -87146.193211 nChanged 10 SP:Iteration 17Q (1873.299319 sec): 3 clusters Score: Raw -89358.348759 + Penalty 2177.737611 = -87180.611149 nChanged 10 SP:Iteration 18Q (1873.334796 sec): 3 clusters Score: Raw -89376.335390 + Penalty 2177.737611 = -87198.597780 nChanged 8 SP:Iteration 19Q (1873.378131 sec): 3 clusters Score: Raw -89387.990377 + Penalty 2177.737611 = -87210.252766 nChanged 6 SP:Iteration 20F (1873.430976 sec): 3 clusters Score: Raw -89398.802723 + Penalty 2177.737611 = -87221.065113 nChanged 7 SP:Iteration 21Q (1873.476501 sec): 3 clusters Score: Raw -89408.876341 + Penalty 2177.737611 = -87231.138730 nChanged 4 SP:Iteration 22Q (1873.516756 sec): 3 clusters Score: Raw -89417.695938 + Penalty 2177.737611 = -87239.958328 nChanged 7 SP:Iteration 23Q (1873.559061 sec): 3 clusters Score: Raw -89430.273473 + Penalty 2177.737611 = -87252.535863 nChanged 8 SP:Iteration 24Q (1873.609875 sec): 3 clusters Score: Raw -89439.491197 + Penalty 2177.737611 = -87261.753587 nChanged 9 SP:Iteration 25Q (1873.657093 sec): 3 clusters Score: Raw -89455.451641 + Penalty 2177.737611 = -87277.714030 nChanged 9 SP:Iteration 26Q (1873.690383 sec): 3 clusters Score: Raw -89482.672032 + Penalty 2177.737611 = -87304.934421 nChanged 10 SP:Iteration 27Q (1873.743775 sec): 3 clusters Score: Raw -89505.350254 + Penalty 2177.737611 = -87327.612644 nChanged 11 SP:Iteration 28Q (1873.786207 sec): 3 clusters Score: Raw -89555.761241 + Penalty 2177.737611 = -87378.023630 nChanged 12 SP:Iteration 29Q (1873.827631 sec): 3 clusters Score: Raw -89581.820600 + Penalty 2177.737611 = -87404.082990 nChanged 11 SP:Iteration 30Q (1873.871020 sec): 3 clusters Score: Raw -89595.281008 + Penalty 2177.737611 = -87417.543398 nChanged 2 SP:Iteration 31Q (1873.918449 sec): 3 clusters Score: Raw -89596.477697 + Penalty 2177.737611 = -87418.740087 nChanged 1 SP:Iteration 32Q (1873.971829 sec): 3 clusters Score: Raw -89597.282172 + Penalty 2177.737611 = -87419.544562 nChanged 0 SP:Iteration 33F (1874.012037 sec): 3 clusters Score: Raw -89597.282172 + Penalty 2177.737611 = -87419.544562 nChanged 0 Trying to split cluster 7 (767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1874.048916 sec): 2 clusters Score: Raw -102760.800743 + Penalty 1079.404105 = -101681.396638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1874.089055 sec): 3 clusters Score: Raw -102585.083621 + Penalty 2158.808210 = -100426.275410 nChanged 226 SP:Iteration 1F (1874.128292 sec): 3 clusters Score: Raw -102814.802201 + Penalty 2158.808210 = -100655.993990 nChanged 69 SP:Iteration 2F (1874.175065 sec): 3 clusters Score: Raw -102901.235403 + Penalty 2158.808210 = -100742.427192 nChanged 22 SP:Iteration 3Q (1874.230214 sec): 3 clusters Score: Raw -102931.929551 + Penalty 2158.808210 = -100773.121340 nChanged 17 SP:Iteration 4Q (1874.265229 sec): 3 clusters Score: Raw -102954.904660 + Penalty 2158.808210 = -100796.096449 nChanged 11 SP:Iteration 5Q (1874.310427 sec): 3 clusters Score: Raw -102975.189713 + Penalty 2158.808210 = -100816.381503 nChanged 13 SP:Iteration 6Q (1874.344144 sec): 3 clusters Score: Raw -102992.680460 + Penalty 2158.808210 = -100833.872250 nChanged 8 SP:Iteration 7Q (1874.385831 sec): 3 clusters Score: Raw -103007.699433 + Penalty 2158.808210 = -100848.891222 nChanged 7 SP:Iteration 8Q (1874.433166 sec): 3 clusters Score: Raw -103015.975039 + Penalty 2158.808210 = -100857.166829 nChanged 1 SP:Iteration 9Q (1874.479958 sec): 3 clusters Score: Raw -103016.733186 + Penalty 2158.808210 = -100857.924976 nChanged 0 SP:Iteration 10F (1874.517603 sec): 3 clusters Score: Raw -103016.733186 + Penalty 2158.808210 = -100857.924976 nChanged 0 Trying to split cluster 8 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1874.540120 sec): 2 clusters Score: Raw -21724.644257 + Penalty 885.793749 = -20838.850509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1874.595392 sec): 3 clusters Score: Raw -21983.014063 + Penalty 1771.587497 = -20211.426566 nChanged 49 SP:Iteration 1F (1874.636721 sec): 3 clusters Score: Raw -22173.394317 + Penalty 1771.587497 = -20401.806820 nChanged 13 SP:Iteration 2F (1874.671072 sec): 3 clusters Score: Raw -22215.272581 + Penalty 1771.587497 = -20443.685084 nChanged 5 SP:Iteration 3Q (1874.708442 sec): 3 clusters Score: Raw -22231.468453 + Penalty 1771.587497 = -20459.880956 nChanged 1 SP:Iteration 4Q (1874.765144 sec): 3 clusters Score: Raw -22232.574425 + Penalty 1771.587497 = -20460.986927 nChanged 0 SP:Iteration 5F (1874.804051 sec): 3 clusters Score: Raw -22232.574425 + Penalty 1771.587497 = -20460.986927 nChanged 0 Trying to split cluster 9 (870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1874.826325 sec): 2 clusters Score: Raw -56086.265810 + Penalty 1099.880147 = -54986.385663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1874.873026 sec): 3 clusters Score: Raw -55983.112177 + Penalty 2199.760294 = -53783.351883 nChanged 304 SP:Iteration 1F (1874.906378 sec): 3 clusters Score: Raw -56319.366545 + Penalty 2199.760294 = -54119.606251 nChanged 97 SP:Iteration 2F (1874.930923 sec): 3 clusters Score: Raw -56528.176848 + Penalty 2199.760294 = -54328.416554 nChanged 97 SP:Iteration 3F (1874.966774 sec): 3 clusters Score: Raw -56851.644940 + Penalty 2199.760294 = -54651.884646 nChanged 100 SP:Iteration 4F (1875.008417 sec): 3 clusters Score: Raw -57328.518434 + Penalty 2199.760294 = -55128.758141 nChanged 64 SP:Iteration 5F (1875.043880 sec): 3 clusters Score: Raw -57681.649658 + Penalty 2199.760294 = -55481.889364 nChanged 47 SP:Iteration 6F (1875.084458 sec): 3 clusters Score: Raw -57979.757511 + Penalty 2199.760294 = -55779.997218 nChanged 30 SP:Iteration 7Q (1875.123876 sec): 3 clusters Score: Raw -58094.445461 + Penalty 2199.760294 = -55894.685167 nChanged 25 SP:Iteration 8Q (1875.154996 sec): 3 clusters Score: Raw -58153.798501 + Penalty 2199.760294 = -55954.038208 nChanged 21 SP:Iteration 9Q (1875.186077 sec): 3 clusters Score: Raw -58199.229167 + Penalty 2199.760294 = -55999.468874 nChanged 7 SP:Iteration 10Q (1875.223392 sec): 3 clusters Score: Raw -58209.901978 + Penalty 2199.760294 = -56010.141684 nChanged 2 SP:Iteration 11Q (1875.279980 sec): 3 clusters Score: Raw -58212.958350 + Penalty 2199.760294 = -56013.198056 nChanged 1 SP:Iteration 12Q (1875.312288 sec): 3 clusters Score: Raw -58215.569361 + Penalty 2199.760294 = -56015.809067 nChanged 1 SP:Iteration 13Q (1875.366058 sec): 3 clusters Score: Raw -58216.712818 + Penalty 2199.760294 = -56016.952524 nChanged 0 SP:Iteration 14F (1875.415973 sec): 3 clusters Score: Raw -58216.712818 + Penalty 2199.760294 = -56016.952524 nChanged 0 Score: Raw -39771498.470726 + Penalty 51054.161679 = -39720444.309047 Splitting cluster 9 changes total score from -39719956.661184 to -39720444.309047 So it's getting split into cluster 25. Trying to split cluster 10 (10515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1880.003975 sec): 2 clusters Score: Raw -1396633.756007 + Penalty 1504.840689 = -1395128.915318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1880.066949 sec): 3 clusters Score: Raw -1390748.615157 + Penalty 3009.681379 = -1387738.933779 nChanged 4520 SP:Iteration 1F (1880.111779 sec): 3 clusters Score: Raw -1394576.121984 + Penalty 3009.681379 = -1391566.440605 nChanged 1362 SP:Iteration 2F (1880.174152 sec): 3 clusters Score: Raw -1397254.255472 + Penalty 3009.681379 = -1394244.574094 nChanged 1318 SP:Iteration 3F (1880.233564 sec): 3 clusters Score: Raw -1399695.634223 + Penalty 3009.681379 = -1396685.952844 nChanged 799 SP:Iteration 4F (1880.297093 sec): 3 clusters Score: Raw -1400596.947714 + Penalty 3009.681379 = -1397587.266336 nChanged 414 SP:Iteration 5Q (1880.354704 sec): 3 clusters Score: Raw -1400823.070543 + Penalty 3009.681379 = -1397813.389164 nChanged 203 SP:Iteration 6Q (1880.417005 sec): 3 clusters Score: Raw -1400887.315136 + Penalty 3009.681379 = -1397877.633758 nChanged 97 SP:Iteration 7Q (1880.467072 sec): 3 clusters Score: Raw -1400908.859394 + Penalty 3009.681379 = -1397899.178015 nChanged 51 SP:Iteration 8Q (1880.533537 sec): 3 clusters Score: Raw -1400920.435378 + Penalty 3009.681379 = -1397910.753999 nChanged 36 SP:Iteration 9Q (1880.595884 sec): 3 clusters Score: Raw -1400924.994743 + Penalty 3009.681379 = -1397915.313365 nChanged 15 SP:Iteration 10Q (1880.650730 sec): 3 clusters Score: Raw -1400926.458295 + Penalty 3009.681379 = -1397916.776916 nChanged 12 SP:Iteration 11Q (1880.703353 sec): 3 clusters Score: Raw -1400928.127924 + Penalty 3009.681379 = -1397918.446545 nChanged 9 SP:Iteration 12Q (1880.763311 sec): 3 clusters Score: Raw -1400928.673234 + Penalty 3009.681379 = -1397918.991855 nChanged 4 SP:Iteration 13Q (1880.814740 sec): 3 clusters Score: Raw -1400929.051048 + Penalty 3009.681379 = -1397919.369669 nChanged 2 SP:Iteration 14Q (1880.869963 sec): 3 clusters Score: Raw -1400929.423599 + Penalty 3009.681379 = -1397919.742220 nChanged 2 SP:Iteration 15Q (1880.929783 sec): 3 clusters Score: Raw -1400929.690577 + Penalty 3009.681379 = -1397920.009199 nChanged 4 SP:Iteration 16Q (1880.996510 sec): 3 clusters Score: Raw -1400930.484557 + Penalty 3009.681379 = -1397920.803179 nChanged 2 SP:Iteration 17Q (1881.050972 sec): 3 clusters Score: Raw -1400930.943386 + Penalty 3009.681379 = -1397921.262007 nChanged 3 SP:Iteration 18Q (1881.109315 sec): 3 clusters Score: Raw -1400931.530246 + Penalty 3009.681379 = -1397921.848867 nChanged 7 SP:Iteration 19Q (1881.171284 sec): 3 clusters Score: Raw -1400932.253376 + Penalty 3009.681379 = -1397922.571998 nChanged 4 SP:Iteration 20F (1881.232481 sec): 3 clusters Score: Raw -1400932.630678 + Penalty 3009.681379 = -1397922.949299 nChanged 4 SP:Iteration 21Q (1881.291979 sec): 3 clusters Score: Raw -1400933.082880 + Penalty 3009.681379 = -1397923.401501 nChanged 1 SP:Iteration 22Q (1881.357475 sec): 3 clusters Score: Raw -1400933.147055 + Penalty 3009.681379 = -1397923.465676 nChanged 0 SP:Iteration 23F (1881.420180 sec): 3 clusters Score: Raw -1400933.147055 + Penalty 3009.681379 = -1397923.465676 nChanged 0 Score: Raw -39775797.861774 + Penalty 53096.328147 = -39722701.533627 Splitting cluster 10 changes total score from -39719956.661184 to -39722701.533627 So it's getting split into cluster 26. Trying to split cluster 11 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1886.242607 sec): 2 clusters Score: Raw -42759.992827 + Penalty 1004.924195 = -41755.068632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1886.288476 sec): 3 clusters Score: Raw -42716.085473 + Penalty 2009.848390 = -40706.237083 nChanged 116 SP:Iteration 1F (1886.333917 sec): 3 clusters Score: Raw -42929.674516 + Penalty 2009.848390 = -40919.826127 nChanged 45 SP:Iteration 2F (1886.376874 sec): 3 clusters Score: Raw -43092.200046 + Penalty 2009.848390 = -41082.351656 nChanged 39 SP:Iteration 3F (1886.417861 sec): 3 clusters Score: Raw -43284.600663 + Penalty 2009.848390 = -41274.752273 nChanged 37 SP:Iteration 4F (1886.465497 sec): 3 clusters Score: Raw -43448.218927 + Penalty 2009.848390 = -41438.370538 nChanged 31 SP:Iteration 5F (1886.511162 sec): 3 clusters Score: Raw -43535.070498 + Penalty 2009.848390 = -41525.222109 nChanged 15 SP:Iteration 6Q (1886.544749 sec): 3 clusters Score: Raw -43577.124050 + Penalty 2009.848390 = -41567.275660 nChanged 8 SP:Iteration 7Q (1886.597447 sec): 3 clusters Score: Raw -43593.621372 + Penalty 2009.848390 = -41583.772983 nChanged 5 SP:Iteration 8Q (1886.642442 sec): 3 clusters Score: Raw -43598.652390 + Penalty 2009.848390 = -41588.804001 nChanged 4 SP:Iteration 9Q (1886.678715 sec): 3 clusters Score: Raw -43600.714909 + Penalty 2009.848390 = -41590.866519 nChanged 1 SP:Iteration 10Q (1886.717603 sec): 3 clusters Score: Raw -43601.154980 + Penalty 2009.848390 = -41591.306590 nChanged 2 SP:Iteration 11Q (1886.759666 sec): 3 clusters Score: Raw -43602.023001 + Penalty 2009.848390 = -41592.174612 nChanged 1 SP:Iteration 12Q (1886.795533 sec): 3 clusters Score: Raw -43603.503446 + Penalty 2009.848390 = -41593.655056 nChanged 2 SP:Iteration 13Q (1886.838008 sec): 3 clusters Score: Raw -43613.165952 + Penalty 2009.848390 = -41603.317562 nChanged 2 SP:Iteration 14Q (1886.878705 sec): 3 clusters Score: Raw -43616.059785 + Penalty 2009.848390 = -41606.211395 nChanged 1 SP:Iteration 15Q (1886.915013 sec): 3 clusters Score: Raw -43616.258689 + Penalty 2009.848390 = -41606.410299 nChanged 0 SP:Iteration 16F (1886.953183 sec): 3 clusters Score: Raw -43616.258689 + Penalty 2009.848390 = -41606.410299 nChanged 0 Trying to split cluster 12 (765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1886.970580 sec): 2 clusters Score: Raw -108673.954805 + Penalty 1078.979823 = -107594.974982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1887.013873 sec): 3 clusters Score: Raw -108589.402006 + Penalty 2157.959646 = -106431.442360 nChanged 237 SP:Iteration 1F (1887.059491 sec): 3 clusters Score: Raw -109046.353571 + Penalty 2157.959646 = -106888.393925 nChanged 78 SP:Iteration 2F (1887.098979 sec): 3 clusters Score: Raw -109235.119885 + Penalty 2157.959646 = -107077.160239 nChanged 55 SP:Iteration 3F (1887.132258 sec): 3 clusters Score: Raw -109390.720026 + Penalty 2157.959646 = -107232.760380 nChanged 51 SP:Iteration 4F (1887.170302 sec): 3 clusters Score: Raw -109543.064803 + Penalty 2157.959646 = -107385.105157 nChanged 40 SP:Iteration 5F (1887.214032 sec): 3 clusters Score: Raw -109629.164720 + Penalty 2157.959646 = -107471.205074 nChanged 25 SP:Iteration 6Q (1887.254758 sec): 3 clusters Score: Raw -109669.781798 + Penalty 2157.959646 = -107511.822152 nChanged 14 SP:Iteration 7Q (1887.306636 sec): 3 clusters Score: Raw -109694.867621 + Penalty 2157.959646 = -107536.907975 nChanged 10 SP:Iteration 8Q (1887.341186 sec): 3 clusters Score: Raw -109708.533544 + Penalty 2157.959646 = -107550.573898 nChanged 5 SP:Iteration 9Q (1887.389018 sec): 3 clusters Score: Raw -109714.266136 + Penalty 2157.959646 = -107556.306490 nChanged 4 SP:Iteration 10Q (1887.426252 sec): 3 clusters Score: Raw -109716.192117 + Penalty 2157.959646 = -107558.232471 nChanged 4 SP:Iteration 11Q (1887.464467 sec): 3 clusters Score: Raw -109723.813051 + Penalty 2157.959646 = -107565.853405 nChanged 2 SP:Iteration 12Q (1887.511471 sec): 3 clusters Score: Raw -109724.752263 + Penalty 2157.959646 = -107566.792617 nChanged 1 SP:Iteration 13Q (1887.545568 sec): 3 clusters Score: Raw -109726.367313 + Penalty 2157.959646 = -107568.407667 nChanged 1 SP:Iteration 14Q (1887.586363 sec): 3 clusters Score: Raw -109727.677765 + Penalty 2157.959646 = -107569.718119 nChanged 1 SP:Iteration 15Q (1887.631861 sec): 3 clusters Score: Raw -109728.739291 + Penalty 2157.959646 = -107570.779645 nChanged 0 SP:Iteration 16F (1887.674998 sec): 3 clusters Score: Raw -109728.739291 + Penalty 2157.959646 = -107570.779645 nChanged 0 Trying to split cluster 13 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1887.698573 sec): 2 clusters Score: Raw -67780.757741 + Penalty 1017.492399 = -66763.265343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1887.743203 sec): 3 clusters Score: Raw -67828.851610 + Penalty 2034.984797 = -65793.866813 nChanged 147 SP:Iteration 1F (1887.786565 sec): 3 clusters Score: Raw -68114.622791 + Penalty 2034.984797 = -66079.637993 nChanged 74 SP:Iteration 2F (1887.839788 sec): 3 clusters Score: Raw -68302.339152 + Penalty 2034.984797 = -66267.354355 nChanged 35 SP:Iteration 3F (1887.876681 sec): 3 clusters Score: Raw -68390.439646 + Penalty 2034.984797 = -66355.454848 nChanged 21 SP:Iteration 4Q (1887.930375 sec): 3 clusters Score: Raw -68442.262491 + Penalty 2034.984797 = -66407.277693 nChanged 9 SP:Iteration 5Q (1887.969637 sec): 3 clusters Score: Raw -68481.725540 + Penalty 2034.984797 = -66446.740742 nChanged 11 SP:Iteration 6Q (1888.019936 sec): 3 clusters Score: Raw -68546.716384 + Penalty 2034.984797 = -66511.731587 nChanged 11 SP:Iteration 7Q (1888.076036 sec): 3 clusters Score: Raw -68590.053106 + Penalty 2034.984797 = -66555.068308 nChanged 9 SP:Iteration 8Q (1888.122088 sec): 3 clusters Score: Raw -68654.036784 + Penalty 2034.984797 = -66619.051986 nChanged 9 SP:Iteration 9Q (1888.164487 sec): 3 clusters Score: Raw -68724.682245 + Penalty 2034.984797 = -66689.697447 nChanged 10 SP:Iteration 10Q (1888.194072 sec): 3 clusters Score: Raw -68789.285877 + Penalty 2034.984797 = -66754.301080 nChanged 7 SP:Iteration 11Q (1888.241757 sec): 3 clusters Score: Raw -68814.172981 + Penalty 2034.984797 = -66779.188184 nChanged 4 SP:Iteration 12Q (1888.278491 sec): 3 clusters Score: Raw -68827.008238 + Penalty 2034.984797 = -66792.023441 nChanged 3 SP:Iteration 13Q (1888.333931 sec): 3 clusters Score: Raw -68835.741773 + Penalty 2034.984797 = -66800.756976 nChanged 3 SP:Iteration 14Q (1888.379186 sec): 3 clusters Score: Raw -68840.685927 + Penalty 2034.984797 = -66805.701130 nChanged 0 SP:Iteration 15F (1888.421760 sec): 3 clusters Score: Raw -68843.511964 + Penalty 2034.984797 = -66808.527166 nChanged 1 SP:Iteration 16Q (1888.463757 sec): 3 clusters Score: Raw -68849.480204 + Penalty 2034.984797 = -66814.495406 nChanged 3 SP:Iteration 17Q (1888.509021 sec): 3 clusters Score: Raw -68855.384134 + Penalty 2034.984797 = -66820.399337 nChanged 3 SP:Iteration 18Q (1888.543000 sec): 3 clusters Score: Raw -68877.474672 + Penalty 2034.984797 = -66842.489875 nChanged 3 SP:Iteration 19Q (1888.587998 sec): 3 clusters Score: Raw -68910.304035 + Penalty 2034.984797 = -66875.319238 nChanged 2 SP:Iteration 20F (1888.634072 sec): 3 clusters Score: Raw -68923.985602 + Penalty 2034.984797 = -66889.000804 nChanged 4 SP:Iteration 21Q (1888.669079 sec): 3 clusters Score: Raw -68946.178343 + Penalty 2034.984797 = -66911.193545 nChanged 4 SP:Iteration 22Q (1888.698185 sec): 3 clusters Score: Raw -68957.454988 + Penalty 2034.984797 = -66922.470190 nChanged 2 SP:Iteration 23Q (1888.741143 sec): 3 clusters Score: Raw -68960.611599 + Penalty 2034.984797 = -66925.626802 nChanged 1 SP:Iteration 24Q (1888.791431 sec): 3 clusters Score: Raw -68961.854523 + Penalty 2034.984797 = -66926.869726 nChanged 0 SP:Iteration 25F (1888.841760 sec): 3 clusters Score: Raw -68961.854523 + Penalty 2034.984797 = -66926.869726 nChanged 0 Score: Raw -39776978.958556 + Penalty 55138.494614 = -39721840.463942 Splitting cluster 13 changes total score from -39719956.661184 to -39721840.463942 So it's getting split into cluster 27. Trying to split cluster 15 (206286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1894.084746 sec): 2 clusters Score: Raw -29234983.251461 + Penalty 1988.515561 = -29232994.735900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1894.470027 sec): 3 clusters Score: Raw -29097988.981737 + Penalty 3977.031121 = -29094011.950615 nChanged 100073 SP:Iteration 1F (1894.844859 sec): 3 clusters Score: Raw -29158293.641691 + Penalty 3977.031121 = -29154316.610570 nChanged 7481 SP:Iteration 2Q (1895.226987 sec): 3 clusters Score: Raw -29160526.515053 + Penalty 3977.031121 = -29156549.483932 nChanged 9057 SP:Iteration 3Q (1895.615019 sec): 3 clusters Score: Raw -29164103.771896 + Penalty 3977.031121 = -29160126.740775 nChanged 11603 SP:Iteration 4F (1895.991028 sec): 3 clusters Score: Raw -29170253.650724 + Penalty 3977.031121 = -29166276.619603 nChanged 15115 SP:Iteration 5F (1896.365664 sec): 3 clusters Score: Raw -29180783.106231 + Penalty 3977.031121 = -29176806.075110 nChanged 17957 SP:Iteration 6F (1896.732730 sec): 3 clusters Score: Raw -29196158.514810 + Penalty 3977.031121 = -29192181.483688 nChanged 17300 SP:Iteration 7F (1897.099658 sec): 3 clusters Score: Raw -29212794.114439 + Penalty 3977.031121 = -29208817.083317 nChanged 12703 SP:Iteration 8F (1897.474461 sec): 3 clusters Score: Raw -29225375.585190 + Penalty 3977.031121 = -29221398.554069 nChanged 6704 SP:Iteration 9Q (1897.836100 sec): 3 clusters Score: Raw -29231724.537831 + Penalty 3977.031121 = -29227747.506710 nChanged 2582 SP:Iteration 10Q (1898.189004 sec): 3 clusters Score: Raw -29234044.916366 + Penalty 3977.031121 = -29230067.885245 nChanged 837 SP:Iteration 11Q (1898.509696 sec): 3 clusters Score: Raw -29234825.506397 + Penalty 3977.031121 = -29230848.475276 nChanged 287 SP:Iteration 12Q (1898.817833 sec): 3 clusters Score: Raw -29235126.036463 + Penalty 3977.031121 = -29231149.005342 nChanged 140 SP:Iteration 13Q (1899.105374 sec): 3 clusters Score: Raw -29235254.468655 + Penalty 3977.031121 = -29231277.437534 nChanged 101 SP:Iteration 14Q (1899.392480 sec): 3 clusters Score: Raw -29235348.740800 + Penalty 3977.031121 = -29231371.709679 nChanged 85 SP:Iteration 15Q (1899.685614 sec): 3 clusters Score: Raw -29235425.663428 + Penalty 3977.031121 = -29231448.632307 nChanged 73 SP:Iteration 16Q (1900.032614 sec): 3 clusters Score: Raw -29235480.372285 + Penalty 3977.031121 = -29231503.341163 nChanged 58 SP:Iteration 17Q (1900.321988 sec): 3 clusters Score: Raw -29235524.359289 + Penalty 3977.031121 = -29231547.328168 nChanged 54 SP:Iteration 18Q (1900.618984 sec): 3 clusters Score: Raw -29235564.846430 + Penalty 3977.031121 = -29231587.815308 nChanged 52 SP:Iteration 19Q (1900.924486 sec): 3 clusters Score: Raw -29235596.512043 + Penalty 3977.031121 = -29231619.480922 nChanged 38 SP:Iteration 20F (1901.289549 sec): 3 clusters Score: Raw -29235623.011165 + Penalty 3977.031121 = -29231645.980044 nChanged 42 SP:Iteration 21Q (1901.592064 sec): 3 clusters Score: Raw -29235647.859940 + Penalty 3977.031121 = -29231670.828819 nChanged 30 SP:Iteration 22Q (1901.897922 sec): 3 clusters Score: Raw -29235661.129916 + Penalty 3977.031121 = -29231684.098795 nChanged 17 SP:Iteration 23Q (1902.215777 sec): 3 clusters Score: Raw -29235674.013411 + Penalty 3977.031121 = -29231696.982290 nChanged 23 SP:Iteration 24Q (1902.530233 sec): 3 clusters Score: Raw -29235688.818015 + Penalty 3977.031121 = -29231711.786894 nChanged 29 SP:Iteration 25Q (1902.830292 sec): 3 clusters Score: Raw -29235704.541411 + Penalty 3977.031121 = -29231727.510289 nChanged 29 SP:Iteration 26Q (1903.128451 sec): 3 clusters Score: Raw -29235720.084616 + Penalty 3977.031121 = -29231743.053495 nChanged 33 SP:Iteration 27Q (1903.436655 sec): 3 clusters Score: Raw -29235737.622948 + Penalty 3977.031121 = -29231760.591827 nChanged 36 SP:Iteration 28Q (1903.742507 sec): 3 clusters Score: Raw -29235754.006900 + Penalty 3977.031121 = -29231776.975779 nChanged 22 SP:Iteration 29Q (1904.049317 sec): 3 clusters Score: Raw -29235762.918061 + Penalty 3977.031121 = -29231785.886940 nChanged 32 SP:Iteration 30Q (1904.349265 sec): 3 clusters Score: Raw -29235777.542531 + Penalty 3977.031121 = -29231800.511410 nChanged 33 SP:Iteration 31Q (1904.651856 sec): 3 clusters Score: Raw -29235791.455484 + Penalty 3977.031121 = -29231814.424363 nChanged 37 SP:Iteration 32Q (1904.952760 sec): 3 clusters Score: Raw -29235808.307401 + Penalty 3977.031121 = -29231831.276280 nChanged 28 SP:Iteration 33Q (1905.261150 sec): 3 clusters Score: Raw -29235820.486482 + Penalty 3977.031121 = -29231843.455360 nChanged 27 SP:Iteration 34Q (1905.563852 sec): 3 clusters Score: Raw -29235830.933565 + Penalty 3977.031121 = -29231853.902444 nChanged 27 SP:Iteration 35Q (1905.877566 sec): 3 clusters Score: Raw -29235842.356259 + Penalty 3977.031121 = -29231865.325138 nChanged 24 SP:Iteration 36Q (1906.190753 sec): 3 clusters Score: Raw -29235851.043184 + Penalty 3977.031121 = -29231874.012063 nChanged 21 SP:Iteration 37Q (1906.496667 sec): 3 clusters Score: Raw -29235859.334417 + Penalty 3977.031121 = -29231882.303296 nChanged 16 SP:Iteration 38Q (1906.776338 sec): 3 clusters Score: Raw -29235863.858570 + Penalty 3977.031121 = -29231886.827449 nChanged 11 SP:Iteration 39Q (1907.083334 sec): 3 clusters Score: Raw -29235867.311979 + Penalty 3977.031121 = -29231890.280858 nChanged 7 SP:Iteration 40F (1907.451809 sec): 3 clusters Score: Raw -29235869.108676 + Penalty 3977.031121 = -29231892.077554 nChanged 7 SP:Iteration 41Q (1907.757877 sec): 3 clusters Score: Raw -29235871.542460 + Penalty 3977.031121 = -29231894.511338 nChanged 8 SP:Iteration 42Q (1908.043306 sec): 3 clusters Score: Raw -29235874.652616 + Penalty 3977.031121 = -29231897.621495 nChanged 8 SP:Iteration 43Q (1908.342770 sec): 3 clusters Score: Raw -29235879.200151 + Penalty 3977.031121 = -29231902.169030 nChanged 14 SP:Iteration 44Q (1908.652862 sec): 3 clusters Score: Raw -29235884.358201 + Penalty 3977.031121 = -29231907.327080 nChanged 18 SP:Iteration 45Q (1908.962763 sec): 3 clusters Score: Raw -29235891.531190 + Penalty 3977.031121 = -29231914.500068 nChanged 19 SP:Iteration 46Q (1909.271220 sec): 3 clusters Score: Raw -29235898.845363 + Penalty 3977.031121 = -29231921.814241 nChanged 19 SP:Iteration 47Q (1909.586278 sec): 3 clusters Score: Raw -29235906.115093 + Penalty 3977.031121 = -29231929.083972 nChanged 23 SP:Iteration 48Q (1909.892774 sec): 3 clusters Score: Raw -29235913.935486 + Penalty 3977.031121 = -29231936.904365 nChanged 22 SP:Iteration 49Q (1910.201900 sec): 3 clusters Score: Raw -29235924.479967 + Penalty 3977.031121 = -29231947.448846 nChanged 26 SP:Iteration 50Q (1910.514489 sec): 3 clusters Score: Raw -29235932.845621 + Penalty 3977.031121 = -29231955.814500 nChanged 22 SP:Iteration 51Q (1910.817487 sec): 3 clusters Score: Raw -29235940.516440 + Penalty 3977.031121 = -29231963.485319 nChanged 17 SP:Iteration 52Q (1911.124478 sec): 3 clusters Score: Raw -29235945.228813 + Penalty 3977.031121 = -29231968.197692 nChanged 13 SP:Iteration 53Q (1911.432908 sec): 3 clusters Score: Raw -29235949.136154 + Penalty 3977.031121 = -29231972.105033 nChanged 13 SP:Iteration 54Q (1911.751107 sec): 3 clusters Score: Raw -29235952.136733 + Penalty 3977.031121 = -29231975.105612 nChanged 14 SP:Iteration 55Q (1912.067856 sec): 3 clusters Score: Raw -29235957.405616 + Penalty 3977.031121 = -29231980.374495 nChanged 25 SP:Iteration 56Q (1912.363860 sec): 3 clusters Score: Raw -29235967.332324 + Penalty 3977.031121 = -29231990.301203 nChanged 20 SP:Iteration 57Q (1912.665508 sec): 3 clusters Score: Raw -29235975.421061 + Penalty 3977.031121 = -29231998.389940 nChanged 21 SP:Iteration 58Q (1912.981075 sec): 3 clusters Score: Raw -29235983.985012 + Penalty 3977.031121 = -29232006.953891 nChanged 24 SP:Iteration 59Q (1913.281017 sec): 3 clusters Score: Raw -29235993.426485 + Penalty 3977.031121 = -29232016.395364 nChanged 31 SP:Iteration 60F (1913.659154 sec): 3 clusters Score: Raw -29236003.985158 + Penalty 3977.031121 = -29232026.954037 nChanged 22 SP:Iteration 61Q (1913.957762 sec): 3 clusters Score: Raw -29236010.598692 + Penalty 3977.031121 = -29232033.567571 nChanged 21 SP:Iteration 62Q (1914.229562 sec): 3 clusters Score: Raw -29236016.161038 + Penalty 3977.031121 = -29232039.129917 nChanged 20 SP:Iteration 63Q (1914.542027 sec): 3 clusters Score: Raw -29236021.572582 + Penalty 3977.031121 = -29232044.541461 nChanged 23 SP:Iteration 64Q (1914.856012 sec): 3 clusters Score: Raw -29236028.670891 + Penalty 3977.031121 = -29232051.639770 nChanged 31 SP:Iteration 65Q (1915.175977 sec): 3 clusters Score: Raw -29236038.287432 + Penalty 3977.031121 = -29232061.256311 nChanged 23 SP:Iteration 66Q (1915.481788 sec): 3 clusters Score: Raw -29236046.541703 + Penalty 3977.031121 = -29232069.510582 nChanged 22 SP:Iteration 67Q (1915.789932 sec): 3 clusters Score: Raw -29236052.908866 + Penalty 3977.031121 = -29232075.877745 nChanged 14 SP:Iteration 68Q (1916.103435 sec): 3 clusters Score: Raw -29236057.437312 + Penalty 3977.031121 = -29232080.406191 nChanged 18 SP:Iteration 69Q (1916.411226 sec): 3 clusters Score: Raw -29236063.276543 + Penalty 3977.031121 = -29232086.245422 nChanged 16 SP:Iteration 70Q (1916.695297 sec): 3 clusters Score: Raw -29236067.999672 + Penalty 3977.031121 = -29232090.968550 nChanged 19 SP:Iteration 71Q (1917.017778 sec): 3 clusters Score: Raw -29236071.977628 + Penalty 3977.031121 = -29232094.946507 nChanged 14 SP:Iteration 72Q (1917.306137 sec): 3 clusters Score: Raw -29236074.348165 + Penalty 3977.031121 = -29232097.317043 nChanged 7 SP:Iteration 73Q (1917.609643 sec): 3 clusters Score: Raw -29236076.681063 + Penalty 3977.031121 = -29232099.649942 nChanged 9 SP:Iteration 74Q (1917.904880 sec): 3 clusters Score: Raw -29236078.357314 + Penalty 3977.031121 = -29232101.326193 nChanged 7 SP:Iteration 75Q (1918.224603 sec): 3 clusters Score: Raw -29236079.585031 + Penalty 3977.031121 = -29232102.553910 nChanged 4 SP:Iteration 76Q (1918.521044 sec): 3 clusters Score: Raw -29236080.336260 + Penalty 3977.031121 = -29232103.305139 nChanged 5 SP:Iteration 77Q (1918.825326 sec): 3 clusters Score: Raw -29236081.467107 + Penalty 3977.031121 = -29232104.435985 nChanged 3 SP:Iteration 78Q (1919.116445 sec): 3 clusters Score: Raw -29236082.123622 + Penalty 3977.031121 = -29232105.092500 nChanged 2 SP:Iteration 79Q (1919.416264 sec): 3 clusters Score: Raw -29236082.508321 + Penalty 3977.031121 = -29232105.477199 nChanged 1 SP:Iteration 80F (1919.794923 sec): 3 clusters Score: Raw -29236082.584662 + Penalty 3977.031121 = -29232105.553541 nChanged 0 Trying to split cluster 16 (792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1919.836326 sec): 2 clusters Score: Raw -103557.784713 + Penalty 1084.616226 = -102473.168487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1919.886160 sec): 3 clusters Score: Raw -103361.380068 + Penalty 2169.232452 = -101192.147616 nChanged 237 SP:Iteration 1F (1919.920720 sec): 3 clusters Score: Raw -103696.831585 + Penalty 2169.232452 = -101527.599133 nChanged 90 SP:Iteration 2F (1919.963646 sec): 3 clusters Score: Raw -103896.149471 + Penalty 2169.232452 = -101726.917018 nChanged 65 SP:Iteration 3F (1920.000363 sec): 3 clusters Score: Raw -104041.234060 + Penalty 2169.232452 = -101872.001608 nChanged 46 SP:Iteration 4F (1920.039809 sec): 3 clusters Score: Raw -104154.346460 + Penalty 2169.232452 = -101985.114008 nChanged 33 SP:Iteration 5Q (1920.086254 sec): 3 clusters Score: Raw -104298.390593 + Penalty 2169.232452 = -102129.158141 nChanged 27 SP:Iteration 6Q (1920.118839 sec): 3 clusters Score: Raw -104406.236046 + Penalty 2169.232452 = -102237.003594 nChanged 26 SP:Iteration 7Q (1920.168391 sec): 3 clusters Score: Raw -104467.928979 + Penalty 2169.232452 = -102298.696527 nChanged 15 SP:Iteration 8Q (1920.195858 sec): 3 clusters Score: Raw -104500.709653 + Penalty 2169.232452 = -102331.477201 nChanged 16 SP:Iteration 9Q (1920.237365 sec): 3 clusters Score: Raw -104546.382390 + Penalty 2169.232452 = -102377.149937 nChanged 9 SP:Iteration 10Q (1920.277648 sec): 3 clusters Score: Raw -104565.013650 + Penalty 2169.232452 = -102395.781198 nChanged 11 SP:Iteration 11Q (1920.312649 sec): 3 clusters Score: Raw -104607.814745 + Penalty 2169.232452 = -102438.582293 nChanged 17 SP:Iteration 12Q (1920.370412 sec): 3 clusters Score: Raw -104637.270036 + Penalty 2169.232452 = -102468.037583 nChanged 9 SP:Iteration 13Q (1920.404331 sec): 3 clusters Score: Raw -104660.090174 + Penalty 2169.232452 = -102490.857722 nChanged 10 SP:Iteration 14Q (1920.456319 sec): 3 clusters Score: Raw -104680.437860 + Penalty 2169.232452 = -102511.205408 nChanged 7 SP:Iteration 15Q (1920.500739 sec): 3 clusters Score: Raw -104687.161958 + Penalty 2169.232452 = -102517.929506 nChanged 9 SP:Iteration 16Q (1920.539258 sec): 3 clusters Score: Raw -104699.144727 + Penalty 2169.232452 = -102529.912275 nChanged 5 SP:Iteration 17Q (1920.594037 sec): 3 clusters Score: Raw -104708.604452 + Penalty 2169.232452 = -102539.371999 nChanged 5 SP:Iteration 18Q (1920.634756 sec): 3 clusters Score: Raw -104719.586355 + Penalty 2169.232452 = -102550.353902 nChanged 3 SP:Iteration 19Q (1920.679201 sec): 3 clusters Score: Raw -104724.332960 + Penalty 2169.232452 = -102555.100508 nChanged 4 SP:Iteration 20F (1920.726716 sec): 3 clusters Score: Raw -104729.420388 + Penalty 2169.232452 = -102560.187936 nChanged 5 SP:Iteration 21Q (1920.771000 sec): 3 clusters Score: Raw -104748.632468 + Penalty 2169.232452 = -102579.400015 nChanged 7 SP:Iteration 22Q (1920.816617 sec): 3 clusters Score: Raw -104759.678643 + Penalty 2169.232452 = -102590.446191 nChanged 3 SP:Iteration 23Q (1920.866086 sec): 3 clusters Score: Raw -104761.512737 + Penalty 2169.232452 = -102592.280285 nChanged 0 SP:Iteration 24F (1920.906470 sec): 3 clusters Score: Raw -104761.512737 + Penalty 2169.232452 = -102592.280285 nChanged 0 Score: Raw -39778182.686580 + Penalty 57180.661081 = -39721002.025499 Splitting cluster 16 changes total score from -39719956.661184 to -39721002.025499 So it's getting split into cluster 28. Trying to split cluster 17 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1926.069057 sec): 2 clusters Score: Raw -32570.155477 + Penalty 953.301059 = -31616.854417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1926.113149 sec): 3 clusters Score: Raw -32620.654725 + Penalty 1906.602119 = -30714.052607 nChanged 79 SP:Iteration 1F (1926.151752 sec): 3 clusters Score: Raw -32816.374030 + Penalty 1906.602119 = -30909.771911 nChanged 27 SP:Iteration 2F (1926.194273 sec): 3 clusters Score: Raw -32903.626674 + Penalty 1906.602119 = -30997.024555 nChanged 11 SP:Iteration 3Q (1926.237702 sec): 3 clusters Score: Raw -32949.501100 + Penalty 1906.602119 = -31042.898982 nChanged 3 SP:Iteration 4Q (1926.280588 sec): 3 clusters Score: Raw -32955.595559 + Penalty 1906.602119 = -31048.993440 nChanged 3 SP:Iteration 5Q (1926.314997 sec): 3 clusters Score: Raw -32967.111108 + Penalty 1906.602119 = -31060.508989 nChanged 5 SP:Iteration 6Q (1926.355196 sec): 3 clusters Score: Raw -32989.959167 + Penalty 1906.602119 = -31083.357048 nChanged 7 SP:Iteration 7Q (1926.390749 sec): 3 clusters Score: Raw -33032.520079 + Penalty 1906.602119 = -31125.917960 nChanged 10 SP:Iteration 8Q (1926.433667 sec): 3 clusters Score: Raw -33076.321710 + Penalty 1906.602119 = -31169.719591 nChanged 9 SP:Iteration 9Q (1926.480313 sec): 3 clusters Score: Raw -33130.328300 + Penalty 1906.602119 = -31223.726182 nChanged 7 SP:Iteration 10Q (1926.533514 sec): 3 clusters Score: Raw -33169.301287 + Penalty 1906.602119 = -31262.699168 nChanged 5 SP:Iteration 11Q (1926.568266 sec): 3 clusters Score: Raw -33201.504173 + Penalty 1906.602119 = -31294.902055 nChanged 6 SP:Iteration 12Q (1926.602632 sec): 3 clusters Score: Raw -33237.723165 + Penalty 1906.602119 = -31331.121046 nChanged 6 SP:Iteration 13Q (1926.648527 sec): 3 clusters Score: Raw -33256.767592 + Penalty 1906.602119 = -31350.165473 nChanged 4 SP:Iteration 14Q (1926.695980 sec): 3 clusters Score: Raw -33291.306728 + Penalty 1906.602119 = -31384.704609 nChanged 4 SP:Iteration 15Q (1926.744480 sec): 3 clusters Score: Raw -33329.274970 + Penalty 1906.602119 = -31422.672851 nChanged 3 SP:Iteration 16Q (1926.795364 sec): 3 clusters Score: Raw -33339.156586 + Penalty 1906.602119 = -31432.554468 nChanged 2 SP:Iteration 17Q (1926.833844 sec): 3 clusters Score: Raw -33348.100997 + Penalty 1906.602119 = -31441.498879 nChanged 2 SP:Iteration 18Q (1926.888281 sec): 3 clusters Score: Raw -33354.194969 + Penalty 1906.602119 = -31447.592851 nChanged 1 SP:Iteration 19Q (1926.919421 sec): 3 clusters Score: Raw -33357.756914 + Penalty 1906.602119 = -31451.154795 nChanged 0 SP:Iteration 20F (1926.966002 sec): 3 clusters Score: Raw -33357.756914 + Penalty 1906.602119 = -31451.154795 nChanged 0 Trying to split cluster 18 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1926.994082 sec): 2 clusters Score: Raw -66903.071941 + Penalty 1005.592920 = -65897.479021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1927.040326 sec): 3 clusters Score: Raw -66923.951421 + Penalty 2011.185840 = -64912.765581 nChanged 144 SP:Iteration 1F (1927.084820 sec): 3 clusters Score: Raw -67268.863251 + Penalty 2011.185840 = -65257.677411 nChanged 70 SP:Iteration 2F (1927.127026 sec): 3 clusters Score: Raw -67536.701931 + Penalty 2011.185840 = -65525.516091 nChanged 35 SP:Iteration 3F (1927.164061 sec): 3 clusters Score: Raw -67728.507246 + Penalty 2011.185840 = -65717.321406 nChanged 21 SP:Iteration 4Q (1927.203907 sec): 3 clusters Score: Raw -67877.080989 + Penalty 2011.185840 = -65865.895149 nChanged 9 SP:Iteration 5Q (1927.254518 sec): 3 clusters Score: Raw -67966.938774 + Penalty 2011.185840 = -65955.752934 nChanged 7 SP:Iteration 6Q (1927.300884 sec): 3 clusters Score: Raw -68017.584754 + Penalty 2011.185840 = -66006.398914 nChanged 5 SP:Iteration 7Q (1927.344096 sec): 3 clusters Score: Raw -68043.533564 + Penalty 2011.185840 = -66032.347724 nChanged 5 SP:Iteration 8Q (1927.392278 sec): 3 clusters Score: Raw -68058.533548 + Penalty 2011.185840 = -66047.347708 nChanged 2 SP:Iteration 9Q (1927.430761 sec): 3 clusters Score: Raw -68064.174528 + Penalty 2011.185840 = -66052.988688 nChanged 1 SP:Iteration 10Q (1927.474571 sec): 3 clusters Score: Raw -68066.596273 + Penalty 2011.185840 = -66055.410433 nChanged 2 SP:Iteration 11Q (1927.519321 sec): 3 clusters Score: Raw -68070.068751 + Penalty 2011.185840 = -66058.882911 nChanged 1 SP:Iteration 12Q (1927.564324 sec): 3 clusters Score: Raw -68073.165913 + Penalty 2011.185840 = -66061.980073 nChanged 0 SP:Iteration 13F (1927.609557 sec): 3 clusters Score: Raw -68073.165913 + Penalty 2011.185840 = -66061.980073 nChanged 0 Score: Raw -39779352.780551 + Penalty 59222.827548 = -39720129.953003 Splitting cluster 18 changes total score from -39719956.661184 to -39720129.953003 So it's getting split into cluster 29. Trying to split cluster 19 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1932.965146 sec): 2 clusters Score: Raw -54875.517240 + Penalty 1015.934381 = -53859.582859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1933.012363 sec): 3 clusters Score: Raw -54840.712862 + Penalty 2031.868762 = -52808.844099 nChanged 141 SP:Iteration 1F (1933.057888 sec): 3 clusters Score: Raw -55111.423720 + Penalty 2031.868762 = -53079.554958 nChanged 52 SP:Iteration 2F (1933.095292 sec): 3 clusters Score: Raw -55209.936336 + Penalty 2031.868762 = -53178.067574 nChanged 30 SP:Iteration 3F (1933.142193 sec): 3 clusters Score: Raw -55271.826913 + Penalty 2031.868762 = -53239.958150 nChanged 16 SP:Iteration 4Q (1933.189351 sec): 3 clusters Score: Raw -55303.733115 + Penalty 2031.868762 = -53271.864353 nChanged 11 SP:Iteration 5Q (1933.233091 sec): 3 clusters Score: Raw -55323.029760 + Penalty 2031.868762 = -53291.160998 nChanged 5 SP:Iteration 6Q (1933.281589 sec): 3 clusters Score: Raw -55335.497125 + Penalty 2031.868762 = -53303.628363 nChanged 4 SP:Iteration 7Q (1933.317729 sec): 3 clusters Score: Raw -55350.359226 + Penalty 2031.868762 = -53318.490464 nChanged 7 SP:Iteration 8Q (1933.364785 sec): 3 clusters Score: Raw -55382.122533 + Penalty 2031.868762 = -53350.253770 nChanged 9 SP:Iteration 9Q (1933.411435 sec): 3 clusters Score: Raw -55408.443661 + Penalty 2031.868762 = -53376.574899 nChanged 7 SP:Iteration 10Q (1933.451520 sec): 3 clusters Score: Raw -55438.866728 + Penalty 2031.868762 = -53406.997966 nChanged 3 SP:Iteration 11Q (1933.483678 sec): 3 clusters Score: Raw -55442.429371 + Penalty 2031.868762 = -53410.560609 nChanged 1 SP:Iteration 12Q (1933.527991 sec): 3 clusters Score: Raw -55442.825244 + Penalty 2031.868762 = -53410.956482 nChanged 0 SP:Iteration 13F (1933.581023 sec): 3 clusters Score: Raw -55443.217568 + Penalty 2031.868762 = -53411.348806 nChanged 1 SP:Iteration 14Q (1933.610500 sec): 3 clusters Score: Raw -55459.459887 + Penalty 2031.868762 = -53427.591125 nChanged 2 SP:Iteration 15Q (1933.653556 sec): 3 clusters Score: Raw -55471.542683 + Penalty 2031.868762 = -53439.673921 nChanged 1 SP:Iteration 16Q (1933.693751 sec): 3 clusters Score: Raw -55476.391041 + Penalty 2031.868762 = -53444.522279 nChanged 2 SP:Iteration 17Q (1933.734560 sec): 3 clusters Score: Raw -55489.261184 + Penalty 2031.868762 = -53457.392422 nChanged 3 SP:Iteration 18Q (1933.772518 sec): 3 clusters Score: Raw -55493.816267 + Penalty 2031.868762 = -53461.947505 nChanged 2 SP:Iteration 19Q (1933.817039 sec): 3 clusters Score: Raw -55498.416241 + Penalty 2031.868762 = -53466.547479 nChanged 0 SP:Iteration 20F (1933.857161 sec): 3 clusters Score: Raw -55498.416241 + Penalty 2031.868762 = -53466.547479 nChanged 0 Trying to split cluster 20 (1451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1933.879173 sec): 2 clusters Score: Raw -192752.102768 + Penalty 1183.001341 = -191569.101427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1933.930778 sec): 3 clusters Score: Raw -192217.367696 + Penalty 2366.002682 = -189851.365014 nChanged 508 SP:Iteration 1F (1933.973667 sec): 3 clusters Score: Raw -192588.183410 + Penalty 2366.002682 = -190222.180727 nChanged 97 SP:Iteration 2F (1934.013731 sec): 3 clusters Score: Raw -192680.434042 + Penalty 2366.002682 = -190314.431360 nChanged 67 SP:Iteration 3Q (1934.046176 sec): 3 clusters Score: Raw -192745.170587 + Penalty 2366.002682 = -190379.167904 nChanged 55 SP:Iteration 4Q (1934.090962 sec): 3 clusters Score: Raw -192800.852437 + Penalty 2366.002682 = -190434.849755 nChanged 50 SP:Iteration 5Q (1934.134728 sec): 3 clusters Score: Raw -192861.731484 + Penalty 2366.002682 = -190495.728802 nChanged 37 SP:Iteration 6Q (1934.184651 sec): 3 clusters Score: Raw -192897.334319 + Penalty 2366.002682 = -190531.331637 nChanged 33 SP:Iteration 7Q (1934.229811 sec): 3 clusters Score: Raw -192927.740112 + Penalty 2366.002682 = -190561.737430 nChanged 29 SP:Iteration 8Q (1934.280050 sec): 3 clusters Score: Raw -192949.100892 + Penalty 2366.002682 = -190583.098210 nChanged 25 SP:Iteration 9Q (1934.309549 sec): 3 clusters Score: Raw -192972.599858 + Penalty 2366.002682 = -190606.597176 nChanged 26 SP:Iteration 10Q (1934.349045 sec): 3 clusters Score: Raw -192993.519519 + Penalty 2366.002682 = -190627.516837 nChanged 21 SP:Iteration 11Q (1934.384796 sec): 3 clusters Score: Raw -193018.675516 + Penalty 2366.002682 = -190652.672834 nChanged 21 SP:Iteration 12Q (1934.434908 sec): 3 clusters Score: Raw -193037.543720 + Penalty 2366.002682 = -190671.541038 nChanged 12 SP:Iteration 13Q (1934.480906 sec): 3 clusters Score: Raw -193044.753330 + Penalty 2366.002682 = -190678.750647 nChanged 12 SP:Iteration 14Q (1934.520058 sec): 3 clusters Score: Raw -193051.700896 + Penalty 2366.002682 = -190685.698214 nChanged 6 SP:Iteration 15Q (1934.565652 sec): 3 clusters Score: Raw -193055.840928 + Penalty 2366.002682 = -190689.838246 nChanged 2 SP:Iteration 16Q (1934.618911 sec): 3 clusters Score: Raw -193056.484885 + Penalty 2366.002682 = -190690.482203 nChanged 2 SP:Iteration 17Q (1934.651795 sec): 3 clusters Score: Raw -193057.062181 + Penalty 2366.002682 = -190691.059498 nChanged 1 SP:Iteration 18Q (1934.699859 sec): 3 clusters Score: Raw -193058.235811 + Penalty 2366.002682 = -190692.233129 nChanged 3 SP:Iteration 19Q (1934.747119 sec): 3 clusters Score: Raw -193060.588444 + Penalty 2366.002682 = -190694.585762 nChanged 1 SP:Iteration 20F (1934.786031 sec): 3 clusters Score: Raw -193060.719957 + Penalty 2366.002682 = -190694.717275 nChanged 2 SP:Iteration 21Q (1934.834166 sec): 3 clusters Score: Raw -193061.055591 + Penalty 2366.002682 = -190695.052909 nChanged 0 SP:Iteration 22F (1934.883797 sec): 3 clusters Score: Raw -193061.055591 + Penalty 2366.002682 = -190695.052909 nChanged 0 Trying to split cluster 21 (14120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1934.929315 sec): 2 clusters Score: Raw -2011815.925202 + Penalty 1552.743971 = -2010263.181231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1934.987626 sec): 3 clusters Score: Raw -2003727.324031 + Penalty 3105.487941 = -2000621.836090 nChanged 6263 SP:Iteration 1F (1935.053210 sec): 3 clusters Score: Raw -2009932.045996 + Penalty 3105.487941 = -2006826.558055 nChanged 1942 SP:Iteration 2F (1935.125052 sec): 3 clusters Score: Raw -2013334.156267 + Penalty 3105.487941 = -2010228.668326 nChanged 1544 SP:Iteration 3F (1935.197250 sec): 3 clusters Score: Raw -2015899.770524 + Penalty 3105.487941 = -2012794.282583 nChanged 1196 SP:Iteration 4F (1935.265087 sec): 3 clusters Score: Raw -2017930.110076 + Penalty 3105.487941 = -2014824.622135 nChanged 962 SP:Iteration 5F (1935.334928 sec): 3 clusters Score: Raw -2019509.887857 + Penalty 3105.487941 = -2016404.399916 nChanged 801 SP:Iteration 6F (1935.394745 sec): 3 clusters Score: Raw -2020724.791827 + Penalty 3105.487941 = -2017619.303886 nChanged 551 SP:Iteration 7Q (1935.457910 sec): 3 clusters Score: Raw -2021433.078752 + Penalty 3105.487941 = -2018327.590810 nChanged 351 SP:Iteration 8Q (1935.523614 sec): 3 clusters Score: Raw -2021783.496216 + Penalty 3105.487941 = -2018678.008274 nChanged 210 SP:Iteration 9Q (1935.588752 sec): 3 clusters Score: Raw -2021930.733090 + Penalty 3105.487941 = -2018825.245148 nChanged 125 SP:Iteration 10Q (1935.647601 sec): 3 clusters Score: Raw -2021985.231688 + Penalty 3105.487941 = -2018879.743747 nChanged 69 SP:Iteration 11Q (1935.702126 sec): 3 clusters Score: Raw -2022005.135068 + Penalty 3105.487941 = -2018899.647127 nChanged 34 SP:Iteration 12Q (1935.765634 sec): 3 clusters Score: Raw -2022013.653115 + Penalty 3105.487941 = -2018908.165174 nChanged 20 SP:Iteration 13Q (1935.833995 sec): 3 clusters Score: Raw -2022017.686200 + Penalty 3105.487941 = -2018912.198259 nChanged 14 SP:Iteration 14Q (1935.899940 sec): 3 clusters Score: Raw -2022020.491623 + Penalty 3105.487941 = -2018915.003682 nChanged 8 SP:Iteration 15Q (1935.978930 sec): 3 clusters Score: Raw -2022021.660831 + Penalty 3105.487941 = -2018916.172890 nChanged 2 SP:Iteration 16Q (1936.049646 sec): 3 clusters Score: Raw -2022021.911937 + Penalty 3105.487941 = -2018916.423996 nChanged 2 SP:Iteration 17Q (1936.115677 sec): 3 clusters Score: Raw -2022022.287971 + Penalty 3105.487941 = -2018916.800030 nChanged 2 SP:Iteration 18Q (1936.184084 sec): 3 clusters Score: Raw -2022022.568169 + Penalty 3105.487941 = -2018917.080228 nChanged 3 SP:Iteration 19Q (1936.242570 sec): 3 clusters Score: Raw -2022022.977514 + Penalty 3105.487941 = -2018917.489573 nChanged 2 SP:Iteration 20F (1936.316312 sec): 3 clusters Score: Raw -2022023.179211 + Penalty 3105.487941 = -2018917.691270 nChanged 1 SP:Iteration 21Q (1936.395179 sec): 3 clusters Score: Raw -2022023.372879 + Penalty 3105.487941 = -2018917.884938 nChanged 2 SP:Iteration 22Q (1936.464647 sec): 3 clusters Score: Raw -2022023.586090 + Penalty 3105.487941 = -2018918.098149 nChanged 2 SP:Iteration 23Q (1936.533785 sec): 3 clusters Score: Raw -2022023.778875 + Penalty 3105.487941 = -2018918.290934 nChanged 0 SP:Iteration 24F (1936.593029 sec): 3 clusters Score: Raw -2022023.778875 + Penalty 3105.487941 = -2018918.290934 nChanged 0 Score: Raw -39789560.634224 + Penalty 61264.994015 = -39728295.640209 Splitting cluster 21 changes total score from -39719956.661184 to -39728295.640209 So it's getting split into cluster 30. Trying to split cluster 22 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1942.189312 sec): 2 clusters Score: Raw -32416.063315 + Penalty 927.944390 = -31488.118924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1942.221931 sec): 3 clusters Score: Raw -32486.119774 + Penalty 1855.888781 = -30630.230993 nChanged 55 SP:Iteration 1F (1942.271873 sec): 3 clusters Score: Raw -32624.400337 + Penalty 1855.888781 = -30768.511557 nChanged 26 SP:Iteration 2F (1942.310776 sec): 3 clusters Score: Raw -32703.048935 + Penalty 1855.888781 = -30847.160155 nChanged 10 SP:Iteration 3Q (1942.349993 sec): 3 clusters Score: Raw -32729.196447 + Penalty 1855.888781 = -30873.307666 nChanged 6 SP:Iteration 4Q (1942.397894 sec): 3 clusters Score: Raw -32736.237379 + Penalty 1855.888781 = -30880.348598 nChanged 2 SP:Iteration 5Q (1942.441049 sec): 3 clusters Score: Raw -32737.914715 + Penalty 1855.888781 = -30882.025934 nChanged 1 SP:Iteration 6Q (1942.478296 sec): 3 clusters Score: Raw -32739.946957 + Penalty 1855.888781 = -30884.058176 nChanged 1 SP:Iteration 7Q (1942.533836 sec): 3 clusters Score: Raw -32741.769978 + Penalty 1855.888781 = -30885.881198 nChanged 0 SP:Iteration 8F (1942.578825 sec): 3 clusters Score: Raw -32741.769978 + Penalty 1855.888781 = -30885.881198 nChanged 0 Trying to split cluster 23 (959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1942.605352 sec): 2 clusters Score: Raw -117202.964061 + Penalty 1115.707300 = -116087.256762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1942.645678 sec): 3 clusters Score: Raw -116915.578163 + Penalty 2231.414599 = -114684.163563 nChanged 309 SP:Iteration 1F (1942.685232 sec): 3 clusters Score: Raw -117295.048412 + Penalty 2231.414599 = -115063.633813 nChanged 99 SP:Iteration 2F (1942.731870 sec): 3 clusters Score: Raw -117455.687957 + Penalty 2231.414599 = -115224.273357 nChanged 65 SP:Iteration 3F (1942.780918 sec): 3 clusters Score: Raw -117550.650984 + Penalty 2231.414599 = -115319.236385 nChanged 44 SP:Iteration 4Q (1942.814522 sec): 3 clusters Score: Raw -117625.593386 + Penalty 2231.414599 = -115394.178787 nChanged 22 SP:Iteration 5Q (1942.860587 sec): 3 clusters Score: Raw -117656.240676 + Penalty 2231.414599 = -115424.826076 nChanged 16 SP:Iteration 6Q (1942.908452 sec): 3 clusters Score: Raw -117675.420733 + Penalty 2231.414599 = -115444.006133 nChanged 17 SP:Iteration 7Q (1942.950622 sec): 3 clusters Score: Raw -117697.301711 + Penalty 2231.414599 = -115465.887112 nChanged 7 SP:Iteration 8Q (1942.998496 sec): 3 clusters Score: Raw -117706.169493 + Penalty 2231.414599 = -115474.754894 nChanged 7 SP:Iteration 9Q (1943.036915 sec): 3 clusters Score: Raw -117713.286000 + Penalty 2231.414599 = -115481.871401 nChanged 3 SP:Iteration 10Q (1943.080907 sec): 3 clusters Score: Raw -117715.061035 + Penalty 2231.414599 = -115483.646435 nChanged 0 SP:Iteration 11F (1943.133190 sec): 3 clusters Score: Raw -117715.061035 + Penalty 2231.414599 = -115483.646435 nChanged 0 Deleting Class 28 (311 points): Lose 1439.099688 but Gain 2042.166467 Iteration 59Q (1946.196282 sec): 30 clusters Score: Raw -39791813.163694 + Penalty 59222.827548 = -39732590.336146 nChanged 6064 Iteration 60F (1951.494266 sec): 30 clusters Score: Raw -39796786.532525 + Penalty 59222.827548 = -39737563.704977 nChanged 4350 Iteration 61Q (1954.082961 sec): 30 clusters Score: Raw -39799043.480685 + Penalty 59222.827548 = -39739820.653137 nChanged 2585 Iteration 62Q (1956.607800 sec): 30 clusters Score: Raw -39800150.608127 + Penalty 59222.827548 = -39740927.780579 nChanged 2107 Iteration 63Q (1959.099307 sec): 30 clusters Score: Raw -39800945.858887 + Penalty 59222.827548 = -39741723.031339 nChanged 1904 Iteration 64Q (1961.582941 sec): 30 clusters Score: Raw -39801541.125610 + Penalty 59222.827548 = -39742318.298062 nChanged 1779 Iteration 65Q (1964.116861 sec): 30 clusters Score: Raw -39802024.149619 + Penalty 59222.827548 = -39742801.322071 nChanged 1655 Iteration 66Q (1966.753542 sec): 30 clusters Score: Raw -39802459.294106 + Penalty 59222.827548 = -39743236.466558 nChanged 1588 Iteration 67Q (1969.239098 sec): 30 clusters Score: Raw -39802846.989626 + Penalty 59222.827548 = -39743624.162078 nChanged 1503 Iteration 68Q (1971.780115 sec): 30 clusters Score: Raw -39803172.631373 + Penalty 59222.827548 = -39743949.803825 nChanged 1414 Iteration 69Q (1974.312463 sec): 30 clusters Score: Raw -39803486.256292 + Penalty 59222.827548 = -39744263.428744 nChanged 1396 Iteration 70Q (1976.853688 sec): 30 clusters Score: Raw -39803763.498963 + Penalty 59222.827548 = -39744540.671415 nChanged 1341 Iteration 71Q (1979.332749 sec): 30 clusters Score: Raw -39804028.383735 + Penalty 59222.827548 = -39744805.556187 nChanged 1346 Iteration 72Q (1981.828770 sec): 30 clusters Score: Raw -39804258.137337 + Penalty 59222.827548 = -39745035.309789 nChanged 1331 Iteration 73Q (1984.281239 sec): 30 clusters Score: Raw -39804473.971609 + Penalty 59222.827548 = -39745251.144061 nChanged 1281 Iteration 74Q (1986.719323 sec): 30 clusters Score: Raw -39804692.167516 + Penalty 59222.827548 = -39745469.339968 nChanged 1294 Iteration 75Q (1989.231761 sec): 30 clusters Score: Raw -39804900.303349 + Penalty 59222.827548 = -39745677.475801 nChanged 1321 Iteration 76Q (1991.738628 sec): 30 clusters Score: Raw -39805106.774884 + Penalty 59222.827548 = -39745883.947336 nChanged 1241 Iteration 77Q (1994.281581 sec): 30 clusters Score: Raw -39805299.161897 + Penalty 59222.827548 = -39746076.334349 nChanged 1308 Iteration 78Q (1996.785509 sec): 30 clusters Score: Raw -39805494.741693 + Penalty 59222.827548 = -39746271.914145 nChanged 1366 Iteration 79Q (1999.320410 sec): 30 clusters Score: Raw -39805706.675978 + Penalty 59222.827548 = -39746483.848430 nChanged 1412 Iteration 80F (2004.687014 sec): 30 clusters Score: Raw -39806104.776104 + Penalty 59222.827548 = -39746881.948556 nChanged 1560 Iteration 81Q (2007.103459 sec): 30 clusters Score: Raw -39806669.742822 + Penalty 59222.827548 = -39747446.915274 nChanged 1588 Iteration 82Q (2009.638730 sec): 30 clusters Score: Raw -39807092.541780 + Penalty 59222.827548 = -39747869.714232 nChanged 1657 Iteration 83Q (2012.204316 sec): 30 clusters Score: Raw -39807446.133965 + Penalty 59222.827548 = -39748223.306417 nChanged 1747 Iteration 84Q (2014.771047 sec): 30 clusters Score: Raw -39807836.632404 + Penalty 59222.827548 = -39748613.804856 nChanged 1890 Iteration 85Q (2017.372594 sec): 30 clusters Score: Raw -39808226.483534 + Penalty 59222.827548 = -39749003.655986 nChanged 2052 Iteration 86Q (2019.849313 sec): 30 clusters Score: Raw -39808674.993904 + Penalty 59222.827548 = -39749452.166356 nChanged 2323 Iteration 87Q (2022.298504 sec): 30 clusters Score: Raw -39809201.109055 + Penalty 59222.827548 = -39749978.281506 nChanged 2652 Iteration 88Q (2024.775768 sec): 30 clusters Score: Raw -39809863.923683 + Penalty 59222.827548 = -39750641.096135 nChanged 3106 Iteration 89Q (2027.233945 sec): 30 clusters Score: Raw -39810746.235960 + Penalty 59222.827548 = -39751523.408412 nChanged 3649 Iteration 90Q (2029.716288 sec): 30 clusters Score: Raw -39811930.436264 + Penalty 59222.827548 = -39752707.608716 nChanged 4345 Iteration 91Q (2032.243175 sec): 30 clusters Score: Raw -39813578.843723 + Penalty 59222.827548 = -39754356.016175 nChanged 5198 Iteration 92Q (2034.772288 sec): 30 clusters Score: Raw -39815888.410366 + Penalty 59222.827548 = -39756665.582818 nChanged 6449 Iteration 93Q (2037.238021 sec): 30 clusters Score: Raw -39819090.870058 + Penalty 59222.827548 = -39759868.042510 nChanged 7569 Iteration 94Q (2039.728523 sec): 30 clusters Score: Raw -39823123.560753 + Penalty 59222.827548 = -39763900.733205 nChanged 8650 Iteration 95Q (2042.138374 sec): 30 clusters Score: Raw -39827921.762886 + Penalty 59222.827548 = -39768698.935338 nChanged 9752 Iteration 96Q (2044.611309 sec): 30 clusters Score: Raw -39833672.534624 + Penalty 59222.827548 = -39774449.707075 nChanged 10604 Iteration 97Q (2047.038816 sec): 30 clusters Score: Raw -39840241.826044 + Penalty 59222.827548 = -39781018.998496 nChanged 11466 Iteration 98Q (2049.564440 sec): 30 clusters Score: Raw -39847452.128201 + Penalty 59222.827548 = -39788229.300653 nChanged 11608 Writing temp clu file Because OldScore, -39781018.998496, is greater than current (better) Score,-39788229.300653 Compute initial score before splitting: Score: Raw -39847452.128201 + Penalty 59222.827548 = -39788229.300653 Trying to split cluster 1 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2049.660603 sec): 2 clusters Score: Raw -20787.883227 + Penalty 912.133317 = -19875.749910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2049.707577 sec): 3 clusters Score: Raw -21094.609673 + Penalty 1824.266635 = -19270.343038 nChanged 87 SP:Iteration 1F (2049.749945 sec): 3 clusters Score: Raw -21402.524272 + Penalty 1824.266635 = -19578.257638 nChanged 17 SP:Iteration 2F (2049.793821 sec): 3 clusters Score: Raw -21443.517006 + Penalty 1824.266635 = -19619.250371 nChanged 5 SP:Iteration 3Q (2049.840696 sec): 3 clusters Score: Raw -21490.116519 + Penalty 1824.266635 = -19665.849884 nChanged 8 SP:Iteration 4Q (2049.871272 sec): 3 clusters Score: Raw -21520.487742 + Penalty 1824.266635 = -19696.221108 nChanged 4 SP:Iteration 5Q (2049.925828 sec): 3 clusters Score: Raw -21531.799370 + Penalty 1824.266635 = -19707.532735 nChanged 3 SP:Iteration 6Q (2049.958068 sec): 3 clusters Score: Raw -21547.317302 + Penalty 1824.266635 = -19723.050667 nChanged 3 SP:Iteration 7Q (2050.001990 sec): 3 clusters Score: Raw -21579.469539 + Penalty 1824.266635 = -19755.202905 nChanged 2 SP:Iteration 8Q (2050.035613 sec): 3 clusters Score: Raw -21594.248425 + Penalty 1824.266635 = -19769.981790 nChanged 2 SP:Iteration 9Q (2050.070750 sec): 3 clusters Score: Raw -21608.898544 + Penalty 1824.266635 = -19784.631909 nChanged 2 SP:Iteration 10Q (2050.121769 sec): 3 clusters Score: Raw -21615.807018 + Penalty 1824.266635 = -19791.540384 nChanged 0 SP:Iteration 11F (2050.156418 sec): 3 clusters Score: Raw -21624.988497 + Penalty 1824.266635 = -19800.721863 nChanged 1 SP:Iteration 12Q (2050.201383 sec): 3 clusters Score: Raw -21650.090006 + Penalty 1824.266635 = -19825.823371 nChanged 1 SP:Iteration 13Q (2050.244560 sec): 3 clusters Score: Raw -21654.029020 + Penalty 1824.266635 = -19829.762385 nChanged 0 SP:Iteration 14F (2050.281400 sec): 3 clusters Score: Raw -21654.029020 + Penalty 1824.266635 = -19829.762385 nChanged 0 Trying to split cluster 2 (15082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2050.335267 sec): 2 clusters Score: Raw -2109491.145839 + Penalty 1563.454305 = -2107927.691535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2050.394021 sec): 3 clusters Score: Raw -2100589.970213 + Penalty 3126.908609 = -2097463.061604 nChanged 6723 SP:Iteration 1F (2050.471794 sec): 3 clusters Score: Raw -2104174.720512 + Penalty 3126.908609 = -2101047.811903 nChanged 768 SP:Iteration 2F (2050.539561 sec): 3 clusters Score: Raw -2104464.617432 + Penalty 3126.908609 = -2101337.708823 nChanged 690 SP:Iteration 3Q (2050.598259 sec): 3 clusters Score: Raw -2104740.836095 + Penalty 3126.908609 = -2101613.927486 nChanged 670 SP:Iteration 4Q (2050.669688 sec): 3 clusters Score: Raw -2105012.018157 + Penalty 3126.908609 = -2101885.109548 nChanged 635 SP:Iteration 5Q (2050.740920 sec): 3 clusters Score: Raw -2105282.855231 + Penalty 3126.908609 = -2102155.946622 nChanged 614 SP:Iteration 6Q (2050.800638 sec): 3 clusters Score: Raw -2105580.257782 + Penalty 3126.908609 = -2102453.349173 nChanged 651 SP:Iteration 7Q (2050.859260 sec): 3 clusters Score: Raw -2105895.542988 + Penalty 3126.908609 = -2102768.634379 nChanged 695 SP:Iteration 8Q (2050.935060 sec): 3 clusters Score: Raw -2106274.019074 + Penalty 3126.908609 = -2103147.110465 nChanged 756 SP:Iteration 9F (2050.994273 sec): 3 clusters Score: Raw -2106766.421058 + Penalty 3126.908609 = -2103639.512449 nChanged 787 SP:Iteration 10F (2051.061401 sec): 3 clusters Score: Raw -2107297.689137 + Penalty 3126.908609 = -2104170.780528 nChanged 782 SP:Iteration 11F (2051.131708 sec): 3 clusters Score: Raw -2107871.111099 + Penalty 3126.908609 = -2104744.202490 nChanged 764 SP:Iteration 12F (2051.202785 sec): 3 clusters Score: Raw -2108377.121533 + Penalty 3126.908609 = -2105250.212923 nChanged 647 SP:Iteration 13Q (2051.267018 sec): 3 clusters Score: Raw -2108758.844506 + Penalty 3126.908609 = -2105631.935897 nChanged 512 SP:Iteration 14Q (2051.333696 sec): 3 clusters Score: Raw -2109019.661524 + Penalty 3126.908609 = -2105892.752915 nChanged 401 SP:Iteration 15Q (2051.402330 sec): 3 clusters Score: Raw -2109185.950389 + Penalty 3126.908609 = -2106059.041780 nChanged 301 SP:Iteration 16Q (2051.467286 sec): 3 clusters Score: Raw -2109309.415229 + Penalty 3126.908609 = -2106182.506620 nChanged 263 SP:Iteration 17Q (2051.535490 sec): 3 clusters Score: Raw -2109411.415687 + Penalty 3126.908609 = -2106284.507078 nChanged 240 SP:Iteration 18Q (2051.599914 sec): 3 clusters Score: Raw -2109502.608373 + Penalty 3126.908609 = -2106375.699763 nChanged 221 SP:Iteration 19Q (2051.671469 sec): 3 clusters Score: Raw -2109594.282473 + Penalty 3126.908609 = -2106467.373864 nChanged 212 SP:Iteration 20F (2051.746039 sec): 3 clusters Score: Raw -2109665.515062 + Penalty 3126.908609 = -2106538.606453 nChanged 169 SP:Iteration 21Q (2051.806230 sec): 3 clusters Score: Raw -2109720.408225 + Penalty 3126.908609 = -2106593.499616 nChanged 170 SP:Iteration 22Q (2051.873569 sec): 3 clusters Score: Raw -2109776.169491 + Penalty 3126.908609 = -2106649.260882 nChanged 166 SP:Iteration 23Q (2051.944149 sec): 3 clusters Score: Raw -2109825.456084 + Penalty 3126.908609 = -2106698.547475 nChanged 157 SP:Iteration 24Q (2052.009256 sec): 3 clusters Score: Raw -2109862.854410 + Penalty 3126.908609 = -2106735.945801 nChanged 126 SP:Iteration 25Q (2052.077608 sec): 3 clusters Score: Raw -2109893.328785 + Penalty 3126.908609 = -2106766.420176 nChanged 112 SP:Iteration 26Q (2052.145981 sec): 3 clusters Score: Raw -2109919.766546 + Penalty 3126.908609 = -2106792.857937 nChanged 100 SP:Iteration 27Q (2052.219138 sec): 3 clusters Score: Raw -2109943.710570 + Penalty 3126.908609 = -2106816.801961 nChanged 87 SP:Iteration 28Q (2052.285730 sec): 3 clusters Score: Raw -2109963.278863 + Penalty 3126.908609 = -2106836.370254 nChanged 72 SP:Iteration 29Q (2052.336201 sec): 3 clusters Score: Raw -2109978.387788 + Penalty 3126.908609 = -2106851.479179 nChanged 70 SP:Iteration 30Q (2052.402295 sec): 3 clusters Score: Raw -2109991.188198 + Penalty 3126.908609 = -2106864.279589 nChanged 78 SP:Iteration 31Q (2052.470561 sec): 3 clusters Score: Raw -2110006.004403 + Penalty 3126.908609 = -2106879.095794 nChanged 63 SP:Iteration 32Q (2052.531145 sec): 3 clusters Score: Raw -2110016.127334 + Penalty 3126.908609 = -2106889.218725 nChanged 56 SP:Iteration 33Q (2052.600329 sec): 3 clusters Score: Raw -2110025.166589 + Penalty 3126.908609 = -2106898.257980 nChanged 55 SP:Iteration 34Q (2052.657441 sec): 3 clusters Score: Raw -2110033.797350 + Penalty 3126.908609 = -2106906.888741 nChanged 45 SP:Iteration 35Q (2052.727860 sec): 3 clusters Score: Raw -2110041.083392 + Penalty 3126.908609 = -2106914.174783 nChanged 34 SP:Iteration 36Q (2052.783985 sec): 3 clusters Score: Raw -2110045.961764 + Penalty 3126.908609 = -2106919.053155 nChanged 35 SP:Iteration 37Q (2052.846543 sec): 3 clusters Score: Raw -2110052.083780 + Penalty 3126.908609 = -2106925.175171 nChanged 35 SP:Iteration 38Q (2052.917251 sec): 3 clusters Score: Raw -2110057.993816 + Penalty 3126.908609 = -2106931.085207 nChanged 36 SP:Iteration 39Q (2052.983294 sec): 3 clusters Score: Raw -2110061.803231 + Penalty 3126.908609 = -2106934.894622 nChanged 27 SP:Iteration 40F (2053.056378 sec): 3 clusters Score: Raw -2110064.826496 + Penalty 3126.908609 = -2106937.917886 nChanged 23 SP:Iteration 41Q (2053.134559 sec): 3 clusters Score: Raw -2110066.988385 + Penalty 3126.908609 = -2106940.079776 nChanged 21 SP:Iteration 42Q (2053.189852 sec): 3 clusters Score: Raw -2110069.179430 + Penalty 3126.908609 = -2106942.270821 nChanged 25 SP:Iteration 43Q (2053.262417 sec): 3 clusters Score: Raw -2110072.179558 + Penalty 3126.908609 = -2106945.270949 nChanged 22 SP:Iteration 44Q (2053.328400 sec): 3 clusters Score: Raw -2110074.526778 + Penalty 3126.908609 = -2106947.618169 nChanged 21 SP:Iteration 45Q (2053.408566 sec): 3 clusters Score: Raw -2110076.951299 + Penalty 3126.908609 = -2106950.042690 nChanged 23 SP:Iteration 46Q (2053.466896 sec): 3 clusters Score: Raw -2110079.529852 + Penalty 3126.908609 = -2106952.621242 nChanged 29 SP:Iteration 47Q (2053.531277 sec): 3 clusters Score: Raw -2110084.240234 + Penalty 3126.908609 = -2106957.331625 nChanged 43 SP:Iteration 48Q (2053.600027 sec): 3 clusters Score: Raw -2110090.540539 + Penalty 3126.908609 = -2106963.631930 nChanged 45 SP:Iteration 49Q (2053.661995 sec): 3 clusters Score: Raw -2110096.737093 + Penalty 3126.908609 = -2106969.828484 nChanged 43 SP:Iteration 50Q (2053.722669 sec): 3 clusters Score: Raw -2110103.553054 + Penalty 3126.908609 = -2106976.644445 nChanged 46 SP:Iteration 51Q (2053.792506 sec): 3 clusters Score: Raw -2110111.087482 + Penalty 3126.908609 = -2106984.178873 nChanged 47 SP:Iteration 52Q (2053.846876 sec): 3 clusters Score: Raw -2110118.494921 + Penalty 3126.908609 = -2106991.586312 nChanged 39 SP:Iteration 53Q (2053.910967 sec): 3 clusters Score: Raw -2110123.827777 + Penalty 3126.908609 = -2106996.919168 nChanged 49 SP:Iteration 54Q (2053.973844 sec): 3 clusters Score: Raw -2110131.015426 + Penalty 3126.908609 = -2107004.106817 nChanged 35 SP:Iteration 55Q (2054.035636 sec): 3 clusters Score: Raw -2110135.185876 + Penalty 3126.908609 = -2107008.277267 nChanged 30 SP:Iteration 56Q (2054.105470 sec): 3 clusters Score: Raw -2110139.143209 + Penalty 3126.908609 = -2107012.234600 nChanged 26 SP:Iteration 57Q (2054.172377 sec): 3 clusters Score: Raw -2110141.360931 + Penalty 3126.908609 = -2107014.452322 nChanged 23 SP:Iteration 58Q (2054.245228 sec): 3 clusters Score: Raw -2110143.631463 + Penalty 3126.908609 = -2107016.722854 nChanged 21 SP:Iteration 59Q (2054.306765 sec): 3 clusters Score: Raw -2110145.686509 + Penalty 3126.908609 = -2107018.777899 nChanged 27 SP:Iteration 60F (2054.372316 sec): 3 clusters Score: Raw -2110149.036261 + Penalty 3126.908609 = -2107022.127652 nChanged 23 SP:Iteration 61Q (2054.433916 sec): 3 clusters Score: Raw -2110151.735568 + Penalty 3126.908609 = -2107024.826959 nChanged 21 SP:Iteration 62Q (2054.512248 sec): 3 clusters Score: Raw -2110154.473468 + Penalty 3126.908609 = -2107027.564859 nChanged 23 SP:Iteration 63Q (2054.569101 sec): 3 clusters Score: Raw -2110156.716447 + Penalty 3126.908609 = -2107029.807838 nChanged 12 SP:Iteration 64Q (2054.639147 sec): 3 clusters Score: Raw -2110157.801312 + Penalty 3126.908609 = -2107030.892703 nChanged 10 SP:Iteration 65Q (2054.706207 sec): 3 clusters Score: Raw -2110159.013669 + Penalty 3126.908609 = -2107032.105060 nChanged 10 SP:Iteration 66Q (2054.764089 sec): 3 clusters Score: Raw -2110160.045475 + Penalty 3126.908609 = -2107033.136866 nChanged 11 SP:Iteration 67Q (2054.820458 sec): 3 clusters Score: Raw -2110161.212084 + Penalty 3126.908609 = -2107034.303475 nChanged 13 SP:Iteration 68Q (2054.883885 sec): 3 clusters Score: Raw -2110162.846803 + Penalty 3126.908609 = -2107035.938194 nChanged 16 SP:Iteration 69Q (2054.948501 sec): 3 clusters Score: Raw -2110164.715904 + Penalty 3126.908609 = -2107037.807295 nChanged 12 SP:Iteration 70Q (2055.010513 sec): 3 clusters Score: Raw -2110166.517762 + Penalty 3126.908609 = -2107039.609153 nChanged 22 SP:Iteration 71Q (2055.071474 sec): 3 clusters Score: Raw -2110168.866651 + Penalty 3126.908609 = -2107041.958042 nChanged 15 SP:Iteration 72Q (2055.139010 sec): 3 clusters Score: Raw -2110170.792043 + Penalty 3126.908609 = -2107043.883434 nChanged 11 SP:Iteration 73Q (2055.213367 sec): 3 clusters Score: Raw -2110171.980481 + Penalty 3126.908609 = -2107045.071872 nChanged 11 SP:Iteration 74Q (2055.274290 sec): 3 clusters Score: Raw -2110172.936800 + Penalty 3126.908609 = -2107046.028191 nChanged 15 SP:Iteration 75Q (2055.342368 sec): 3 clusters Score: Raw -2110174.371395 + Penalty 3126.908609 = -2107047.462785 nChanged 11 SP:Iteration 76Q (2055.418764 sec): 3 clusters Score: Raw -2110175.744908 + Penalty 3126.908609 = -2107048.836299 nChanged 11 SP:Iteration 77Q (2055.490741 sec): 3 clusters Score: Raw -2110176.994401 + Penalty 3126.908609 = -2107050.085792 nChanged 12 SP:Iteration 78Q (2055.563081 sec): 3 clusters Score: Raw -2110178.521330 + Penalty 3126.908609 = -2107051.612721 nChanged 14 SP:Iteration 79Q (2055.629152 sec): 3 clusters Score: Raw -2110180.155783 + Penalty 3126.908609 = -2107053.247174 nChanged 17 SP:Iteration 80F (2055.704984 sec): 3 clusters Score: Raw -2110182.151396 + Penalty 3126.908609 = -2107055.242787 nChanged 17 SP:Iteration 81Q (2055.772165 sec): 3 clusters Score: Raw -2110184.617361 + Penalty 3126.908609 = -2107057.708751 nChanged 19 SP:Iteration 82Q (2055.839635 sec): 3 clusters Score: Raw -2110187.346199 + Penalty 3126.908609 = -2107060.437590 nChanged 20 SP:Iteration 83Q (2055.908465 sec): 3 clusters Score: Raw -2110188.891085 + Penalty 3126.908609 = -2107061.982476 nChanged 11 SP:Iteration 84Q (2055.983186 sec): 3 clusters Score: Raw -2110189.731373 + Penalty 3126.908609 = -2107062.822764 nChanged 9 SP:Iteration 85Q (2056.058051 sec): 3 clusters Score: Raw -2110190.440856 + Penalty 3126.908609 = -2107063.532247 nChanged 8 SP:Iteration 86Q (2056.127762 sec): 3 clusters Score: Raw -2110191.042720 + Penalty 3126.908609 = -2107064.134110 nChanged 7 SP:Iteration 87Q (2056.189620 sec): 3 clusters Score: Raw -2110191.683187 + Penalty 3126.908609 = -2107064.774578 nChanged 6 SP:Iteration 88Q (2056.251071 sec): 3 clusters Score: Raw -2110192.300807 + Penalty 3126.908609 = -2107065.392198 nChanged 9 SP:Iteration 89Q (2056.333431 sec): 3 clusters Score: Raw -2110193.485020 + Penalty 3126.908609 = -2107066.576411 nChanged 10 SP:Iteration 90Q (2056.399337 sec): 3 clusters Score: Raw -2110195.001718 + Penalty 3126.908609 = -2107068.093109 nChanged 17 SP:Iteration 91Q (2056.470177 sec): 3 clusters Score: Raw -2110197.209362 + Penalty 3126.908609 = -2107070.300753 nChanged 21 SP:Iteration 92Q (2056.537825 sec): 3 clusters Score: Raw -2110200.474146 + Penalty 3126.908609 = -2107073.565537 nChanged 23 SP:Iteration 93Q (2056.606852 sec): 3 clusters Score: Raw -2110203.305450 + Penalty 3126.908609 = -2107076.396841 nChanged 17 SP:Iteration 94Q (2056.675783 sec): 3 clusters Score: Raw -2110204.935335 + Penalty 3126.908609 = -2107078.026726 nChanged 15 SP:Iteration 95Q (2056.736488 sec): 3 clusters Score: Raw -2110206.532280 + Penalty 3126.908609 = -2107079.623671 nChanged 12 SP:Iteration 96Q (2056.808648 sec): 3 clusters Score: Raw -2110207.882992 + Penalty 3126.908609 = -2107080.974383 nChanged 12 SP:Iteration 97Q (2056.871657 sec): 3 clusters Score: Raw -2110209.068549 + Penalty 3126.908609 = -2107082.159940 nChanged 12 SP:Iteration 98Q (2056.951547 sec): 3 clusters Score: Raw -2110210.089713 + Penalty 3126.908609 = -2107083.181104 nChanged 16 SP:Iteration 99Q (2057.024340 sec): 3 clusters Score: Raw -2110211.456594 + Penalty 3126.908609 = -2107084.547985 nChanged 10 SP:Iteration 100F (2057.082291 sec): 3 clusters Score: Raw -2110212.097597 + Penalty 3126.908609 = -2107085.188988 nChanged 5 SP:Iteration 101Q (2057.157851 sec): 3 clusters Score: Raw -2110212.498114 + Penalty 3126.908609 = -2107085.589505 nChanged 5 SP:Iteration 102Q (2057.231412 sec): 3 clusters Score: Raw -2110213.004926 + Penalty 3126.908609 = -2107086.096317 nChanged 5 SP:Iteration 103Q (2057.299106 sec): 3 clusters Score: Raw -2110213.368919 + Penalty 3126.908609 = -2107086.460310 nChanged 5 SP:Iteration 104Q (2057.371398 sec): 3 clusters Score: Raw -2110213.744247 + Penalty 3126.908609 = -2107086.835638 nChanged 4 SP:Iteration 105Q (2057.432942 sec): 3 clusters Score: Raw -2110213.973577 + Penalty 3126.908609 = -2107087.064968 nChanged 1 SP:Iteration 106Q (2057.503508 sec): 3 clusters Score: Raw -2110214.021536 + Penalty 3126.908609 = -2107087.112927 nChanged 5 SP:Iteration 107Q (2057.584745 sec): 3 clusters Score: Raw -2110214.336652 + Penalty 3126.908609 = -2107087.428043 nChanged 5 SP:Iteration 108Q (2057.649519 sec): 3 clusters Score: Raw -2110214.766046 + Penalty 3126.908609 = -2107087.857436 nChanged 8 SP:Iteration 109Q (2057.725872 sec): 3 clusters Score: Raw -2110215.903123 + Penalty 3126.908609 = -2107088.994514 nChanged 7 SP:Iteration 110Q (2057.792161 sec): 3 clusters Score: Raw -2110216.767323 + Penalty 3126.908609 = -2107089.858714 nChanged 9 SP:Iteration 111Q (2057.865453 sec): 3 clusters Score: Raw -2110217.428543 + Penalty 3126.908609 = -2107090.519933 nChanged 8 SP:Iteration 112Q (2057.937259 sec): 3 clusters Score: Raw -2110217.917688 + Penalty 3126.908609 = -2107091.009079 nChanged 6 SP:Iteration 113Q (2058.009059 sec): 3 clusters Score: Raw -2110218.513983 + Penalty 3126.908609 = -2107091.605374 nChanged 7 SP:Iteration 114Q (2058.069824 sec): 3 clusters Score: Raw -2110219.193187 + Penalty 3126.908609 = -2107092.284577 nChanged 4 SP:Iteration 115Q (2058.139475 sec): 3 clusters Score: Raw -2110219.417849 + Penalty 3126.908609 = -2107092.509240 nChanged 2 SP:Iteration 116Q (2058.211804 sec): 3 clusters Score: Raw -2110219.563968 + Penalty 3126.908609 = -2107092.655359 nChanged 2 SP:Iteration 117Q (2058.293746 sec): 3 clusters Score: Raw -2110219.674724 + Penalty 3126.908609 = -2107092.766115 nChanged 4 SP:Iteration 118Q (2058.365153 sec): 3 clusters Score: Raw -2110220.010620 + Penalty 3126.908609 = -2107093.102011 nChanged 3 SP:Iteration 119Q (2058.435352 sec): 3 clusters Score: Raw -2110220.270373 + Penalty 3126.908609 = -2107093.361764 nChanged 5 SP:Iteration 120F (2058.498976 sec): 3 clusters Score: Raw -2110220.655235 + Penalty 3126.908609 = -2107093.746626 nChanged 3 SP:Iteration 121Q (2058.562351 sec): 3 clusters Score: Raw -2110220.802713 + Penalty 3126.908609 = -2107093.894104 nChanged 2 SP:Iteration 122Q (2058.625576 sec): 3 clusters Score: Raw -2110220.964146 + Penalty 3126.908609 = -2107094.055537 nChanged 1 SP:Iteration 123Q (2058.693403 sec): 3 clusters Score: Raw -2110220.985206 + Penalty 3126.908609 = -2107094.076597 nChanged 0 SP:Iteration 124F (2058.754208 sec): 3 clusters Score: Raw -2110220.985206 + Penalty 3126.908609 = -2107094.076597 nChanged 0 Trying to split cluster 3 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2058.780821 sec): 2 clusters Score: Raw -26689.543869 + Penalty 891.952381 = -25797.591488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2058.829338 sec): 3 clusters Score: Raw -26822.394693 + Penalty 1783.904761 = -25038.489932 nChanged 48 SP:Iteration 1F (2058.873315 sec): 3 clusters Score: Raw -26941.159228 + Penalty 1783.904761 = -25157.254467 nChanged 8 SP:Iteration 2Q (2058.921170 sec): 3 clusters Score: Raw -26962.142962 + Penalty 1783.904761 = -25178.238201 nChanged 1 SP:Iteration 3Q (2058.970726 sec): 3 clusters Score: Raw -26974.249374 + Penalty 1783.904761 = -25190.344613 nChanged 2 SP:Iteration 4Q (2059.014885 sec): 3 clusters Score: Raw -26989.265916 + Penalty 1783.904761 = -25205.361155 nChanged 0 SP:Iteration 5F (2059.056083 sec): 3 clusters Score: Raw -26989.265916 + Penalty 1783.904761 = -25205.361155 nChanged 0 Trying to split cluster 4 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2059.072074 sec): 2 clusters Score: Raw -22442.308463 + Penalty 977.625538 = -21464.682924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2059.123742 sec): 3 clusters Score: Raw -22581.706077 + Penalty 1955.251077 = -20626.455000 nChanged 142 SP:Iteration 1F (2059.162454 sec): 3 clusters Score: Raw -23044.913560 + Penalty 1955.251077 = -21089.662483 nChanged 61 SP:Iteration 2F (2059.203646 sec): 3 clusters Score: Raw -23297.097867 + Penalty 1955.251077 = -21341.846790 nChanged 19 SP:Iteration 3Q (2059.254798 sec): 3 clusters Score: Raw -23432.717381 + Penalty 1955.251077 = -21477.466304 nChanged 6 SP:Iteration 4Q (2059.294366 sec): 3 clusters Score: Raw -23500.327707 + Penalty 1955.251077 = -21545.076630 nChanged 5 SP:Iteration 5Q (2059.345193 sec): 3 clusters Score: Raw -23528.544807 + Penalty 1955.251077 = -21573.293730 nChanged 6 SP:Iteration 6Q (2059.386041 sec): 3 clusters Score: Raw -23574.777039 + Penalty 1955.251077 = -21619.525962 nChanged 4 SP:Iteration 7Q (2059.422329 sec): 3 clusters Score: Raw -23585.821584 + Penalty 1955.251077 = -21630.570507 nChanged 2 SP:Iteration 8Q (2059.460120 sec): 3 clusters Score: Raw -23591.087572 + Penalty 1955.251077 = -21635.836495 nChanged 1 SP:Iteration 9Q (2059.501013 sec): 3 clusters Score: Raw -23593.299789 + Penalty 1955.251077 = -21638.048712 nChanged 1 SP:Iteration 10Q (2059.539065 sec): 3 clusters Score: Raw -23595.545833 + Penalty 1955.251077 = -21640.294756 nChanged 2 SP:Iteration 11Q (2059.573156 sec): 3 clusters Score: Raw -23599.231396 + Penalty 1955.251077 = -21643.980319 nChanged 1 SP:Iteration 12Q (2059.610492 sec): 3 clusters Score: Raw -23600.863026 + Penalty 1955.251077 = -21645.611949 nChanged 0 SP:Iteration 13F (2059.655706 sec): 3 clusters Score: Raw -23604.132564 + Penalty 1955.251077 = -21648.881487 nChanged 1 SP:Iteration 14Q (2059.691309 sec): 3 clusters Score: Raw -23605.090310 + Penalty 1955.251077 = -21649.839233 nChanged 0 SP:Iteration 15F (2059.728385 sec): 3 clusters Score: Raw -23605.090310 + Penalty 1955.251077 = -21649.839233 nChanged 0 Score: Raw -39852147.085025 + Penalty 61264.994015 = -39790882.091010 Splitting cluster 4 changes total score from -39788229.300653 to -39790882.091010 So it's getting split into cluster 28. Trying to split cluster 5 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2065.286266 sec): 2 clusters Score: Raw -39598.909864 + Penalty 940.868528 = -38658.041336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2065.330755 sec): 3 clusters Score: Raw -39743.581180 + Penalty 1881.737056 = -37861.844124 nChanged 76 SP:Iteration 1F (2065.366701 sec): 3 clusters Score: Raw -39930.139228 + Penalty 1881.737056 = -38048.402172 nChanged 25 SP:Iteration 2F (2065.410412 sec): 3 clusters Score: Raw -40012.238270 + Penalty 1881.737056 = -38130.501215 nChanged 20 SP:Iteration 3F (2065.460932 sec): 3 clusters Score: Raw -40085.665399 + Penalty 1881.737056 = -38203.928343 nChanged 10 SP:Iteration 4Q (2065.503473 sec): 3 clusters Score: Raw -40132.128576 + Penalty 1881.737056 = -38250.391520 nChanged 2 SP:Iteration 5Q (2065.545068 sec): 3 clusters Score: Raw -40135.572058 + Penalty 1881.737056 = -38253.835002 nChanged 0 SP:Iteration 6F (2065.590194 sec): 3 clusters Score: Raw -40135.572058 + Penalty 1881.737056 = -38253.835002 nChanged 0 Trying to split cluster 6 (860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2065.618220 sec): 2 clusters Score: Raw -93619.782383 + Penalty 1098.001513 = -92521.780869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2065.660038 sec): 3 clusters Score: Raw -93454.566859 + Penalty 2196.003027 = -91258.563833 nChanged 262 SP:Iteration 1F (2065.701302 sec): 3 clusters Score: Raw -93868.091455 + Penalty 2196.003027 = -91672.088428 nChanged 103 SP:Iteration 2F (2065.755760 sec): 3 clusters Score: Raw -94127.527203 + Penalty 2196.003027 = -91931.524177 nChanged 71 SP:Iteration 3F (2065.792711 sec): 3 clusters Score: Raw -94307.633555 + Penalty 2196.003027 = -92111.630529 nChanged 60 SP:Iteration 4F (2065.843738 sec): 3 clusters Score: Raw -94458.893404 + Penalty 2196.003027 = -92262.890377 nChanged 41 SP:Iteration 5Q (2065.896862 sec): 3 clusters Score: Raw -94561.033313 + Penalty 2196.003027 = -92365.030287 nChanged 27 SP:Iteration 6Q (2065.932926 sec): 3 clusters Score: Raw -94631.614439 + Penalty 2196.003027 = -92435.611413 nChanged 17 SP:Iteration 7Q (2065.977113 sec): 3 clusters Score: Raw -94654.454509 + Penalty 2196.003027 = -92458.451483 nChanged 10 SP:Iteration 8Q (2066.027577 sec): 3 clusters Score: Raw -94669.679105 + Penalty 2196.003027 = -92473.676078 nChanged 7 SP:Iteration 9Q (2066.060072 sec): 3 clusters Score: Raw -94682.455724 + Penalty 2196.003027 = -92486.452698 nChanged 9 SP:Iteration 10Q (2066.103691 sec): 3 clusters Score: Raw -94694.412159 + Penalty 2196.003027 = -92498.409133 nChanged 3 SP:Iteration 11Q (2066.147707 sec): 3 clusters Score: Raw -94703.888678 + Penalty 2196.003027 = -92507.885652 nChanged 0 SP:Iteration 12F (2066.187570 sec): 3 clusters Score: Raw -94703.888678 + Penalty 2196.003027 = -92507.885652 nChanged 0 Trying to split cluster 7 (734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2066.214300 sec): 2 clusters Score: Raw -98402.936187 + Penalty 1072.257717 = -97330.678469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2066.263313 sec): 3 clusters Score: Raw -98222.818975 + Penalty 2144.515434 = -96078.303541 nChanged 202 SP:Iteration 1F (2066.303072 sec): 3 clusters Score: Raw -98482.808803 + Penalty 2144.515434 = -96338.293368 nChanged 54 SP:Iteration 2F (2066.341467 sec): 3 clusters Score: Raw -98573.582916 + Penalty 2144.515434 = -96429.067482 nChanged 35 SP:Iteration 3Q (2066.384828 sec): 3 clusters Score: Raw -98623.699426 + Penalty 2144.515434 = -96479.183992 nChanged 15 SP:Iteration 4Q (2066.423313 sec): 3 clusters Score: Raw -98655.172169 + Penalty 2144.515434 = -96510.656735 nChanged 15 SP:Iteration 5Q (2066.467005 sec): 3 clusters Score: Raw -98673.665056 + Penalty 2144.515434 = -96529.149622 nChanged 7 SP:Iteration 6Q (2066.514096 sec): 3 clusters Score: Raw -98681.513070 + Penalty 2144.515434 = -96536.997636 nChanged 5 SP:Iteration 7Q (2066.550712 sec): 3 clusters Score: Raw -98684.722779 + Penalty 2144.515434 = -96540.207344 nChanged 2 SP:Iteration 8Q (2066.593328 sec): 3 clusters Score: Raw -98685.917899 + Penalty 2144.515434 = -96541.402465 nChanged 0 SP:Iteration 9F (2066.638688 sec): 3 clusters Score: Raw -98685.917899 + Penalty 2144.515434 = -96541.402465 nChanged 0 Trying to split cluster 8 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2066.674882 sec): 2 clusters Score: Raw -18773.756174 + Penalty 864.989122 = -17908.767052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2066.711382 sec): 3 clusters Score: Raw -19058.273178 + Penalty 1729.978243 = -17328.294935 nChanged 46 SP:Iteration 1F (2066.754089 sec): 3 clusters Score: Raw -19254.899117 + Penalty 1729.978243 = -17524.920874 nChanged 15 SP:Iteration 2F (2066.797034 sec): 3 clusters Score: Raw -19334.174935 + Penalty 1729.978243 = -17604.196691 nChanged 3 SP:Iteration 3Q (2066.843626 sec): 3 clusters Score: Raw -19355.372679 + Penalty 1729.978243 = -17625.394436 nChanged 1 SP:Iteration 4Q (2066.890908 sec): 3 clusters Score: Raw -19371.822831 + Penalty 1729.978243 = -17641.844587 nChanged 2 SP:Iteration 5Q (2066.938087 sec): 3 clusters Score: Raw -19378.395488 + Penalty 1729.978243 = -17648.417245 nChanged 2 SP:Iteration 6Q (2066.989593 sec): 3 clusters Score: Raw -19381.656359 + Penalty 1729.978243 = -17651.678115 nChanged 0 SP:Iteration 7F (2067.036902 sec): 3 clusters Score: Raw -19381.656359 + Penalty 1729.978243 = -17651.678115 nChanged 0 Trying to split cluster 9 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2067.063073 sec): 2 clusters Score: Raw -40944.064610 + Penalty 1027.416851 = -39916.647759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2067.107007 sec): 3 clusters Score: Raw -40846.326069 + Penalty 2054.833703 = -38791.492366 nChanged 123 SP:Iteration 1F (2067.159261 sec): 3 clusters Score: Raw -41013.036767 + Penalty 2054.833703 = -38958.203064 nChanged 51 SP:Iteration 2F (2067.202594 sec): 3 clusters Score: Raw -41128.592882 + Penalty 2054.833703 = -39073.759179 nChanged 40 SP:Iteration 3F (2067.243643 sec): 3 clusters Score: Raw -41231.519288 + Penalty 2054.833703 = -39176.685585 nChanged 23 SP:Iteration 4Q (2067.282222 sec): 3 clusters Score: Raw -41281.918934 + Penalty 2054.833703 = -39227.085231 nChanged 20 SP:Iteration 5Q (2067.332569 sec): 3 clusters Score: Raw -41339.389517 + Penalty 2054.833703 = -39284.555814 nChanged 17 SP:Iteration 6Q (2067.381911 sec): 3 clusters Score: Raw -41397.122300 + Penalty 2054.833703 = -39342.288597 nChanged 10 SP:Iteration 7Q (2067.427607 sec): 3 clusters Score: Raw -41423.081335 + Penalty 2054.833703 = -39368.247632 nChanged 11 SP:Iteration 8Q (2067.476454 sec): 3 clusters Score: Raw -41459.686098 + Penalty 2054.833703 = -39404.852395 nChanged 8 SP:Iteration 9Q (2067.520326 sec): 3 clusters Score: Raw -41482.792173 + Penalty 2054.833703 = -39427.958470 nChanged 5 SP:Iteration 10Q (2067.569791 sec): 3 clusters Score: Raw -41500.711712 + Penalty 2054.833703 = -39445.878009 nChanged 7 SP:Iteration 11Q (2067.614567 sec): 3 clusters Score: Raw -41515.615173 + Penalty 2054.833703 = -39460.781470 nChanged 6 SP:Iteration 12Q (2067.657384 sec): 3 clusters Score: Raw -41539.624566 + Penalty 2054.833703 = -39484.790863 nChanged 6 SP:Iteration 13Q (2067.703852 sec): 3 clusters Score: Raw -41552.013857 + Penalty 2054.833703 = -39497.180154 nChanged 5 SP:Iteration 14Q (2067.753461 sec): 3 clusters Score: Raw -41563.374469 + Penalty 2054.833703 = -39508.540766 nChanged 6 SP:Iteration 15Q (2067.799930 sec): 3 clusters Score: Raw -41585.073841 + Penalty 2054.833703 = -39530.240138 nChanged 6 SP:Iteration 16Q (2067.847826 sec): 3 clusters Score: Raw -41599.214296 + Penalty 2054.833703 = -39544.380593 nChanged 5 SP:Iteration 17Q (2067.895444 sec): 3 clusters Score: Raw -41610.183874 + Penalty 2054.833703 = -39555.350171 nChanged 5 SP:Iteration 18Q (2067.942449 sec): 3 clusters Score: Raw -41625.255538 + Penalty 2054.833703 = -39570.421835 nChanged 1 SP:Iteration 19Q (2067.989802 sec): 3 clusters Score: Raw -41630.566833 + Penalty 2054.833703 = -39575.733130 nChanged 3 SP:Iteration 20F (2068.037079 sec): 3 clusters Score: Raw -41645.131184 + Penalty 2054.833703 = -39590.297481 nChanged 7 SP:Iteration 21Q (2068.090418 sec): 3 clusters Score: Raw -41677.249129 + Penalty 2054.833703 = -39622.415426 nChanged 9 SP:Iteration 22Q (2068.137616 sec): 3 clusters Score: Raw -41699.423392 + Penalty 2054.833703 = -39644.589689 nChanged 7 SP:Iteration 23Q (2068.188742 sec): 3 clusters Score: Raw -41728.416454 + Penalty 2054.833703 = -39673.582752 nChanged 16 SP:Iteration 24Q (2068.237531 sec): 3 clusters Score: Raw -41768.905890 + Penalty 2054.833703 = -39714.072187 nChanged 9 SP:Iteration 25Q (2068.276550 sec): 3 clusters Score: Raw -41796.540302 + Penalty 2054.833703 = -39741.706599 nChanged 7 SP:Iteration 26Q (2068.325433 sec): 3 clusters Score: Raw -41806.598892 + Penalty 2054.833703 = -39751.765189 nChanged 2 SP:Iteration 27Q (2068.372390 sec): 3 clusters Score: Raw -41814.110586 + Penalty 2054.833703 = -39759.276883 nChanged 2 SP:Iteration 28Q (2068.420310 sec): 3 clusters Score: Raw -41824.907725 + Penalty 2054.833703 = -39770.074022 nChanged 1 SP:Iteration 29Q (2068.459952 sec): 3 clusters Score: Raw -41825.920621 + Penalty 2054.833703 = -39771.086918 nChanged 0 SP:Iteration 30F (2068.499987 sec): 3 clusters Score: Raw -41825.920621 + Penalty 2054.833703 = -39771.086918 nChanged 0 Trying to split cluster 10 (6068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2068.544692 sec): 2 clusters Score: Raw -815376.938228 + Penalty 1415.502455 = -813961.435772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2068.602674 sec): 3 clusters Score: Raw -812188.036251 + Penalty 2831.004911 = -809357.031340 nChanged 2529 SP:Iteration 1F (2068.660575 sec): 3 clusters Score: Raw -813641.458889 + Penalty 2831.004911 = -810810.453979 nChanged 431 SP:Iteration 2F (2068.720217 sec): 3 clusters Score: Raw -813858.079755 + Penalty 2831.004911 = -811027.074844 nChanged 307 SP:Iteration 3F (2068.777184 sec): 3 clusters Score: Raw -814015.830265 + Penalty 2831.004911 = -811184.825354 nChanged 273 SP:Iteration 4Q (2068.836821 sec): 3 clusters Score: Raw -814164.785828 + Penalty 2831.004911 = -811333.780918 nChanged 237 SP:Iteration 5Q (2068.889220 sec): 3 clusters Score: Raw -814302.415392 + Penalty 2831.004911 = -811471.410482 nChanged 240 SP:Iteration 6Q (2068.944808 sec): 3 clusters Score: Raw -814452.904772 + Penalty 2831.004911 = -811621.899861 nChanged 253 SP:Iteration 7Q (2068.996926 sec): 3 clusters Score: Raw -814621.353958 + Penalty 2831.004911 = -811790.349047 nChanged 281 SP:Iteration 8Q (2069.043673 sec): 3 clusters Score: Raw -814811.960419 + Penalty 2831.004911 = -811980.955508 nChanged 263 SP:Iteration 9Q (2069.098196 sec): 3 clusters Score: Raw -815020.173893 + Penalty 2831.004911 = -812189.168982 nChanged 279 SP:Iteration 10Q (2069.162481 sec): 3 clusters Score: Raw -815210.235922 + Penalty 2831.004911 = -812379.231011 nChanged 251 SP:Iteration 11Q (2069.209666 sec): 3 clusters Score: Raw -815341.397323 + Penalty 2831.004911 = -812510.392412 nChanged 192 SP:Iteration 12Q (2069.276061 sec): 3 clusters Score: Raw -815423.523379 + Penalty 2831.004911 = -812592.518469 nChanged 139 SP:Iteration 13Q (2069.323069 sec): 3 clusters Score: Raw -815493.193954 + Penalty 2831.004911 = -812662.189043 nChanged 139 SP:Iteration 14Q (2069.379279 sec): 3 clusters Score: Raw -815556.573324 + Penalty 2831.004911 = -812725.568413 nChanged 129 SP:Iteration 15Q (2069.423398 sec): 3 clusters Score: Raw -815610.154599 + Penalty 2831.004911 = -812779.149688 nChanged 124 SP:Iteration 16Q (2069.486561 sec): 3 clusters Score: Raw -815678.867907 + Penalty 2831.004911 = -812847.862996 nChanged 118 SP:Iteration 17Q (2069.532858 sec): 3 clusters Score: Raw -815738.845478 + Penalty 2831.004911 = -812907.840567 nChanged 116 SP:Iteration 18Q (2069.597966 sec): 3 clusters Score: Raw -815814.404350 + Penalty 2831.004911 = -812983.399440 nChanged 141 SP:Iteration 19Q (2069.651810 sec): 3 clusters Score: Raw -815943.239729 + Penalty 2831.004911 = -813112.234819 nChanged 170 SP:Iteration 20F (2069.708079 sec): 3 clusters Score: Raw -816123.586344 + Penalty 2831.004911 = -813292.581433 nChanged 175 SP:Iteration 21Q (2069.765973 sec): 3 clusters Score: Raw -816328.602655 + Penalty 2831.004911 = -813497.597744 nChanged 195 SP:Iteration 22Q (2069.821913 sec): 3 clusters Score: Raw -816541.089766 + Penalty 2831.004911 = -813710.084856 nChanged 180 SP:Iteration 23Q (2069.882838 sec): 3 clusters Score: Raw -816739.040887 + Penalty 2831.004911 = -813908.035977 nChanged 180 SP:Iteration 24Q (2069.938516 sec): 3 clusters Score: Raw -816959.737185 + Penalty 2831.004911 = -814128.732275 nChanged 178 SP:Iteration 25Q (2069.987705 sec): 3 clusters Score: Raw -817175.095376 + Penalty 2831.004911 = -814344.090465 nChanged 151 SP:Iteration 26Q (2070.028749 sec): 3 clusters Score: Raw -817430.669770 + Penalty 2831.004911 = -814599.664859 nChanged 150 SP:Iteration 27Q (2070.091016 sec): 3 clusters Score: Raw -817736.190232 + Penalty 2831.004911 = -814905.185322 nChanged 127 SP:Iteration 28Q (2070.130881 sec): 3 clusters Score: Raw -817978.741357 + Penalty 2831.004911 = -815147.736447 nChanged 103 SP:Iteration 29Q (2070.180537 sec): 3 clusters Score: Raw -818143.493303 + Penalty 2831.004911 = -815312.488392 nChanged 72 SP:Iteration 30Q (2070.234875 sec): 3 clusters Score: Raw -818246.824556 + Penalty 2831.004911 = -815415.819645 nChanged 41 SP:Iteration 31Q (2070.273380 sec): 3 clusters Score: Raw -818275.255230 + Penalty 2831.004911 = -815444.250319 nChanged 16 SP:Iteration 32Q (2070.339372 sec): 3 clusters Score: Raw -818281.246836 + Penalty 2831.004911 = -815450.241925 nChanged 4 SP:Iteration 33Q (2070.376367 sec): 3 clusters Score: Raw -818282.157066 + Penalty 2831.004911 = -815451.152156 nChanged 2 SP:Iteration 34Q (2070.432156 sec): 3 clusters Score: Raw -818282.437340 + Penalty 2831.004911 = -815451.432429 nChanged 0 SP:Iteration 35F (2070.475476 sec): 3 clusters Score: Raw -818282.437340 + Penalty 2831.004911 = -815451.432429 nChanged 0 Score: Raw -39855052.584138 + Penalty 63307.160482 = -39791745.423655 Splitting cluster 10 changes total score from -39788229.300653 to -39791745.423655 So it's getting split into cluster 31. Trying to split cluster 11 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2076.283553 sec): 2 clusters Score: Raw -46597.100548 + Penalty 1025.361720 = -45571.738828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2076.320567 sec): 3 clusters Score: Raw -46599.619054 + Penalty 2050.723440 = -44548.895614 nChanged 163 SP:Iteration 1F (2076.379854 sec): 3 clusters Score: Raw -46901.611901 + Penalty 2050.723440 = -44850.888461 nChanged 59 SP:Iteration 2F (2076.422093 sec): 3 clusters Score: Raw -47072.988578 + Penalty 2050.723440 = -45022.265137 nChanged 37 SP:Iteration 3F (2076.471916 sec): 3 clusters Score: Raw -47194.757950 + Penalty 2050.723440 = -45144.034510 nChanged 28 SP:Iteration 4F (2076.515159 sec): 3 clusters Score: Raw -47284.102163 + Penalty 2050.723440 = -45233.378723 nChanged 25 SP:Iteration 5Q (2076.561092 sec): 3 clusters Score: Raw -47369.012792 + Penalty 2050.723440 = -45318.289351 nChanged 16 SP:Iteration 6Q (2076.615203 sec): 3 clusters Score: Raw -47429.134261 + Penalty 2050.723440 = -45378.410821 nChanged 13 SP:Iteration 7Q (2076.659065 sec): 3 clusters Score: Raw -47464.096702 + Penalty 2050.723440 = -45413.373261 nChanged 3 SP:Iteration 8Q (2076.701242 sec): 3 clusters Score: Raw -47467.065356 + Penalty 2050.723440 = -45416.341916 nChanged 5 SP:Iteration 9Q (2076.758742 sec): 3 clusters Score: Raw -47472.826874 + Penalty 2050.723440 = -45422.103433 nChanged 5 SP:Iteration 10Q (2076.807751 sec): 3 clusters Score: Raw -47488.059604 + Penalty 2050.723440 = -45437.336164 nChanged 7 SP:Iteration 11Q (2076.843537 sec): 3 clusters Score: Raw -47505.568884 + Penalty 2050.723440 = -45454.845443 nChanged 3 SP:Iteration 12Q (2076.895039 sec): 3 clusters Score: Raw -47519.228050 + Penalty 2050.723440 = -45468.504610 nChanged 4 SP:Iteration 13Q (2076.936443 sec): 3 clusters Score: Raw -47523.800110 + Penalty 2050.723440 = -45473.076669 nChanged 4 SP:Iteration 14Q (2076.975223 sec): 3 clusters Score: Raw -47532.090792 + Penalty 2050.723440 = -45481.367352 nChanged 3 SP:Iteration 15Q (2077.020915 sec): 3 clusters Score: Raw -47548.218983 + Penalty 2050.723440 = -45497.495543 nChanged 1 SP:Iteration 16Q (2077.062833 sec): 3 clusters Score: Raw -47548.501230 + Penalty 2050.723440 = -45497.777790 nChanged 0 SP:Iteration 17F (2077.104071 sec): 3 clusters Score: Raw -47548.501230 + Penalty 2050.723440 = -45497.777790 nChanged 0 Trying to split cluster 12 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2077.132516 sec): 2 clusters Score: Raw -89132.014779 + Penalty 1045.091301 = -88086.923478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2077.184321 sec): 3 clusters Score: Raw -89061.491588 + Penalty 2090.182602 = -86971.308986 nChanged 165 SP:Iteration 1F (2077.229994 sec): 3 clusters Score: Raw -89329.145115 + Penalty 2090.182602 = -87238.962514 nChanged 51 SP:Iteration 2F (2077.267393 sec): 3 clusters Score: Raw -89450.904355 + Penalty 2090.182602 = -87360.721753 nChanged 34 SP:Iteration 3F (2077.321811 sec): 3 clusters Score: Raw -89544.285935 + Penalty 2090.182602 = -87454.103333 nChanged 24 SP:Iteration 4Q (2077.366370 sec): 3 clusters Score: Raw -89600.185793 + Penalty 2090.182602 = -87510.003191 nChanged 25 SP:Iteration 5Q (2077.412165 sec): 3 clusters Score: Raw -89686.653626 + Penalty 2090.182602 = -87596.471025 nChanged 25 SP:Iteration 6Q (2077.455129 sec): 3 clusters Score: Raw -89775.408476 + Penalty 2090.182602 = -87685.225874 nChanged 24 SP:Iteration 7Q (2077.500747 sec): 3 clusters Score: Raw -89818.289489 + Penalty 2090.182602 = -87728.106887 nChanged 19 SP:Iteration 8Q (2077.540279 sec): 3 clusters Score: Raw -89853.085184 + Penalty 2090.182602 = -87762.902583 nChanged 15 SP:Iteration 9Q (2077.586255 sec): 3 clusters Score: Raw -89891.602943 + Penalty 2090.182602 = -87801.420341 nChanged 19 SP:Iteration 10Q (2077.629269 sec): 3 clusters Score: Raw -89937.876953 + Penalty 2090.182602 = -87847.694351 nChanged 11 SP:Iteration 11Q (2077.674638 sec): 3 clusters Score: Raw -89955.588722 + Penalty 2090.182602 = -87865.406121 nChanged 5 SP:Iteration 12Q (2077.712463 sec): 3 clusters Score: Raw -89960.505723 + Penalty 2090.182602 = -87870.323121 nChanged 6 SP:Iteration 13Q (2077.758414 sec): 3 clusters Score: Raw -89964.521430 + Penalty 2090.182602 = -87874.338828 nChanged 1 SP:Iteration 14Q (2077.807501 sec): 3 clusters Score: Raw -89965.680735 + Penalty 2090.182602 = -87875.498133 nChanged 2 SP:Iteration 15Q (2077.847712 sec): 3 clusters Score: Raw -89968.801634 + Penalty 2090.182602 = -87878.619032 nChanged 6 SP:Iteration 16Q (2077.888384 sec): 3 clusters Score: Raw -89982.961634 + Penalty 2090.182602 = -87892.779032 nChanged 5 SP:Iteration 17Q (2077.940688 sec): 3 clusters Score: Raw -89984.689829 + Penalty 2090.182602 = -87894.507227 nChanged 3 SP:Iteration 18Q (2077.986029 sec): 3 clusters Score: Raw -89985.853957 + Penalty 2090.182602 = -87895.671355 nChanged 3 SP:Iteration 19Q (2078.037314 sec): 3 clusters Score: Raw -89994.532253 + Penalty 2090.182602 = -87904.349651 nChanged 0 SP:Iteration 20F (2078.073209 sec): 3 clusters Score: Raw -89994.532253 + Penalty 2090.182602 = -87904.349651 nChanged 0 Trying to split cluster 13 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2078.094048 sec): 2 clusters Score: Raw -43976.875499 + Penalty 956.942668 = -43019.932831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2078.138807 sec): 3 clusters Score: Raw -44056.420696 + Penalty 1913.885336 = -42142.535360 nChanged 96 SP:Iteration 1F (2078.184851 sec): 3 clusters Score: Raw -44236.638241 + Penalty 1913.885336 = -42322.752905 nChanged 16 SP:Iteration 2Q (2078.229156 sec): 3 clusters Score: Raw -44273.621203 + Penalty 1913.885336 = -42359.735867 nChanged 8 SP:Iteration 3Q (2078.274767 sec): 3 clusters Score: Raw -44286.874990 + Penalty 1913.885336 = -42372.989654 nChanged 2 SP:Iteration 4Q (2078.316687 sec): 3 clusters Score: Raw -44290.226302 + Penalty 1913.885336 = -42376.340965 nChanged 5 SP:Iteration 5Q (2078.365739 sec): 3 clusters Score: Raw -44323.512202 + Penalty 1913.885336 = -42409.626866 nChanged 7 SP:Iteration 6Q (2078.414834 sec): 3 clusters Score: Raw -44347.926370 + Penalty 1913.885336 = -42434.041034 nChanged 4 SP:Iteration 7Q (2078.460636 sec): 3 clusters Score: Raw -44364.982667 + Penalty 1913.885336 = -42451.097331 nChanged 2 SP:Iteration 8Q (2078.505128 sec): 3 clusters Score: Raw -44370.969134 + Penalty 1913.885336 = -42457.083798 nChanged 3 SP:Iteration 9Q (2078.545547 sec): 3 clusters Score: Raw -44375.320353 + Penalty 1913.885336 = -42461.435017 nChanged 2 SP:Iteration 10Q (2078.591395 sec): 3 clusters Score: Raw -44387.377539 + Penalty 1913.885336 = -42473.492202 nChanged 6 SP:Iteration 11Q (2078.622621 sec): 3 clusters Score: Raw -44398.779119 + Penalty 1913.885336 = -42484.893783 nChanged 7 SP:Iteration 12Q (2078.665094 sec): 3 clusters Score: Raw -44421.730380 + Penalty 1913.885336 = -42507.845044 nChanged 4 SP:Iteration 13Q (2078.703734 sec): 3 clusters Score: Raw -44433.346400 + Penalty 1913.885336 = -42519.461063 nChanged 4 SP:Iteration 14Q (2078.739518 sec): 3 clusters Score: Raw -44498.994812 + Penalty 1913.885336 = -42585.109476 nChanged 9 SP:Iteration 15Q (2078.772573 sec): 3 clusters Score: Raw -44516.752863 + Penalty 1913.885336 = -42602.867527 nChanged 3 SP:Iteration 16Q (2078.813632 sec): 3 clusters Score: Raw -44532.667053 + Penalty 1913.885336 = -42618.781717 nChanged 3 SP:Iteration 17Q (2078.852126 sec): 3 clusters Score: Raw -44548.350674 + Penalty 1913.885336 = -42634.465337 nChanged 1 SP:Iteration 18Q (2078.895459 sec): 3 clusters Score: Raw -44549.711453 + Penalty 1913.885336 = -42635.826117 nChanged 1 SP:Iteration 19Q (2078.939658 sec): 3 clusters Score: Raw -44551.562668 + Penalty 1913.885336 = -42637.677332 nChanged 1 SP:Iteration 20F (2078.977828 sec): 3 clusters Score: Raw -44556.918985 + Penalty 1913.885336 = -42643.033649 nChanged 5 SP:Iteration 21Q (2079.016716 sec): 3 clusters Score: Raw -44584.700442 + Penalty 1913.885336 = -42670.815106 nChanged 6 SP:Iteration 22Q (2079.069986 sec): 3 clusters Score: Raw -44613.266085 + Penalty 1913.885336 = -42699.380749 nChanged 5 SP:Iteration 23Q (2079.101905 sec): 3 clusters Score: Raw -44629.130645 + Penalty 1913.885336 = -42715.245308 nChanged 2 SP:Iteration 24Q (2079.144184 sec): 3 clusters Score: Raw -44632.904132 + Penalty 1913.885336 = -42719.018796 nChanged 3 SP:Iteration 25Q (2079.186544 sec): 3 clusters Score: Raw -44642.991848 + Penalty 1913.885336 = -42729.106512 nChanged 1 SP:Iteration 26Q (2079.228441 sec): 3 clusters Score: Raw -44645.782913 + Penalty 1913.885336 = -42731.897577 nChanged 2 SP:Iteration 27Q (2079.270100 sec): 3 clusters Score: Raw -44649.027833 + Penalty 1913.885336 = -42735.142497 nChanged 1 SP:Iteration 28Q (2079.312976 sec): 3 clusters Score: Raw -44650.776076 + Penalty 1913.885336 = -42736.890740 nChanged 1 SP:Iteration 29Q (2079.369619 sec): 3 clusters Score: Raw -44654.429202 + Penalty 1913.885336 = -42740.543865 nChanged 0 SP:Iteration 30F (2079.412223 sec): 3 clusters Score: Raw -44654.429202 + Penalty 1913.885336 = -42740.543865 nChanged 0 Trying to split cluster 14 (90738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2079.558547 sec): 2 clusters Score: Raw -13021279.652548 + Penalty 1855.056371 = -13019424.596178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2079.753984 sec): 3 clusters Score: Raw -12962508.113672 + Penalty 3710.112741 = -12958798.000931 nChanged 43170 SP:Iteration 1F (2079.942105 sec): 3 clusters Score: Raw -12987795.639955 + Penalty 3710.112741 = -12984085.527214 nChanged 4031 SP:Iteration 2Q (2080.137578 sec): 3 clusters Score: Raw -12989320.606878 + Penalty 3710.112741 = -12985610.494137 nChanged 4821 SP:Iteration 3F (2080.330101 sec): 3 clusters Score: Raw -12991698.139094 + Penalty 3710.112741 = -12987988.026353 nChanged 5950 SP:Iteration 4F (2080.520474 sec): 3 clusters Score: Raw -12995447.577362 + Penalty 3710.112741 = -12991737.464620 nChanged 7151 SP:Iteration 5F (2080.713086 sec): 3 clusters Score: Raw -13001078.066768 + Penalty 3710.112741 = -12997367.954026 nChanged 7442 SP:Iteration 6F (2080.907001 sec): 3 clusters Score: Raw -13007803.837519 + Penalty 3710.112741 = -13004093.724778 nChanged 6496 SP:Iteration 7F (2081.098060 sec): 3 clusters Score: Raw -13013897.511748 + Penalty 3710.112741 = -13010187.399007 nChanged 4652 SP:Iteration 8F (2081.284062 sec): 3 clusters Score: Raw -13017963.240109 + Penalty 3710.112741 = -13014253.127367 nChanged 3047 SP:Iteration 9Q (2081.478131 sec): 3 clusters Score: Raw -13020189.430756 + Penalty 3710.112741 = -13016479.318015 nChanged 2127 SP:Iteration 10Q (2081.666256 sec): 3 clusters Score: Raw -13021510.808873 + Penalty 3710.112741 = -13017800.696131 nChanged 1532 SP:Iteration 11Q (2081.856502 sec): 3 clusters Score: Raw -13022365.310632 + Penalty 3710.112741 = -13018655.197891 nChanged 1281 SP:Iteration 12Q (2082.029046 sec): 3 clusters Score: Raw -13023000.542161 + Penalty 3710.112741 = -13019290.429420 nChanged 1002 SP:Iteration 13Q (2082.210663 sec): 3 clusters Score: Raw -13023472.655041 + Penalty 3710.112741 = -13019762.542300 nChanged 895 SP:Iteration 14Q (2082.387475 sec): 3 clusters Score: Raw -13023840.819913 + Penalty 3710.112741 = -13020130.707172 nChanged 791 SP:Iteration 15Q (2082.557202 sec): 3 clusters Score: Raw -13024140.280398 + Penalty 3710.112741 = -13020430.167656 nChanged 683 SP:Iteration 16Q (2082.728038 sec): 3 clusters Score: Raw -13024370.938373 + Penalty 3710.112741 = -13020660.825632 nChanged 582 SP:Iteration 17Q (2082.899603 sec): 3 clusters Score: Raw -13024541.519688 + Penalty 3710.112741 = -13020831.406947 nChanged 519 SP:Iteration 18Q (2083.076064 sec): 3 clusters Score: Raw -13024672.782446 + Penalty 3710.112741 = -13020962.669704 nChanged 407 SP:Iteration 19Q (2083.246602 sec): 3 clusters Score: Raw -13024753.325140 + Penalty 3710.112741 = -13021043.212399 nChanged 340 SP:Iteration 20F (2083.436467 sec): 3 clusters Score: Raw -13024812.201785 + Penalty 3710.112741 = -13021102.089044 nChanged 296 SP:Iteration 21Q (2083.615791 sec): 3 clusters Score: Raw -13024858.168934 + Penalty 3710.112741 = -13021148.056193 nChanged 261 SP:Iteration 22Q (2083.796092 sec): 3 clusters Score: Raw -13024895.229644 + Penalty 3710.112741 = -13021185.116903 nChanged 239 SP:Iteration 23Q (2083.967108 sec): 3 clusters Score: Raw -13024924.120842 + Penalty 3710.112741 = -13021214.008100 nChanged 195 SP:Iteration 24Q (2084.115005 sec): 3 clusters Score: Raw -13024944.606197 + Penalty 3710.112741 = -13021234.493456 nChanged 163 SP:Iteration 25Q (2084.286572 sec): 3 clusters Score: Raw -13024959.131214 + Penalty 3710.112741 = -13021249.018473 nChanged 136 SP:Iteration 26Q (2084.461369 sec): 3 clusters Score: Raw -13024970.746115 + Penalty 3710.112741 = -13021260.633373 nChanged 118 SP:Iteration 27Q (2084.640596 sec): 3 clusters Score: Raw -13024980.849811 + Penalty 3710.112741 = -13021270.737070 nChanged 103 SP:Iteration 28Q (2084.812132 sec): 3 clusters Score: Raw -13024988.944703 + Penalty 3710.112741 = -13021278.831962 nChanged 105 SP:Iteration 29Q (2084.996126 sec): 3 clusters Score: Raw -13024996.746553 + Penalty 3710.112741 = -13021286.633811 nChanged 97 SP:Iteration 30Q (2085.168861 sec): 3 clusters Score: Raw -13025004.012672 + Penalty 3710.112741 = -13021293.899931 nChanged 94 SP:Iteration 31Q (2085.338362 sec): 3 clusters Score: Raw -13025010.334442 + Penalty 3710.112741 = -13021300.221701 nChanged 97 SP:Iteration 32Q (2085.512014 sec): 3 clusters Score: Raw -13025016.753462 + Penalty 3710.112741 = -13021306.640721 nChanged 93 SP:Iteration 33Q (2085.681749 sec): 3 clusters Score: Raw -13025022.969150 + Penalty 3710.112741 = -13021312.856408 nChanged 93 SP:Iteration 34Q (2085.849593 sec): 3 clusters Score: Raw -13025028.567961 + Penalty 3710.112741 = -13021318.455220 nChanged 87 SP:Iteration 35Q (2086.020692 sec): 3 clusters Score: Raw -13025033.481434 + Penalty 3710.112741 = -13021323.368692 nChanged 76 SP:Iteration 36Q (2086.192976 sec): 3 clusters Score: Raw -13025037.451270 + Penalty 3710.112741 = -13021327.338529 nChanged 60 SP:Iteration 37Q (2086.367566 sec): 3 clusters Score: Raw -13025039.975737 + Penalty 3710.112741 = -13021329.862995 nChanged 45 SP:Iteration 38Q (2086.548606 sec): 3 clusters Score: Raw -13025041.826594 + Penalty 3710.112741 = -13021331.713852 nChanged 38 SP:Iteration 39Q (2086.724787 sec): 3 clusters Score: Raw -13025043.513781 + Penalty 3710.112741 = -13021333.401039 nChanged 36 SP:Iteration 40F (2086.913263 sec): 3 clusters Score: Raw -13025044.848481 + Penalty 3710.112741 = -13021334.735740 nChanged 32 SP:Iteration 41Q (2087.091377 sec): 3 clusters Score: Raw -13025045.842618 + Penalty 3710.112741 = -13021335.729877 nChanged 21 SP:Iteration 42Q (2087.263588 sec): 3 clusters Score: Raw -13025046.694385 + Penalty 3710.112741 = -13021336.581644 nChanged 25 SP:Iteration 43Q (2087.438747 sec): 3 clusters Score: Raw -13025047.968433 + Penalty 3710.112741 = -13021337.855692 nChanged 35 SP:Iteration 44Q (2087.615690 sec): 3 clusters Score: Raw -13025049.601723 + Penalty 3710.112741 = -13021339.488981 nChanged 32 SP:Iteration 45Q (2087.785040 sec): 3 clusters Score: Raw -13025050.971150 + Penalty 3710.112741 = -13021340.858409 nChanged 32 SP:Iteration 46Q (2087.962062 sec): 3 clusters Score: Raw -13025052.035248 + Penalty 3710.112741 = -13021341.922506 nChanged 27 SP:Iteration 47Q (2088.138618 sec): 3 clusters Score: Raw -13025052.931951 + Penalty 3710.112741 = -13021342.819210 nChanged 20 SP:Iteration 48Q (2088.306627 sec): 3 clusters Score: Raw -13025053.517740 + Penalty 3710.112741 = -13021343.404998 nChanged 14 SP:Iteration 49Q (2088.479107 sec): 3 clusters Score: Raw -13025053.849837 + Penalty 3710.112741 = -13021343.737096 nChanged 15 SP:Iteration 50Q (2088.644491 sec): 3 clusters Score: Raw -13025054.438453 + Penalty 3710.112741 = -13021344.325712 nChanged 19 SP:Iteration 51Q (2088.823021 sec): 3 clusters Score: Raw -13025054.912184 + Penalty 3710.112741 = -13021344.799443 nChanged 18 SP:Iteration 52Q (2088.999226 sec): 3 clusters Score: Raw -13025055.396837 + Penalty 3710.112741 = -13021345.284095 nChanged 19 SP:Iteration 53Q (2089.171527 sec): 3 clusters Score: Raw -13025056.176009 + Penalty 3710.112741 = -13021346.063268 nChanged 21 SP:Iteration 54Q (2089.348089 sec): 3 clusters Score: Raw -13025056.823404 + Penalty 3710.112741 = -13021346.710663 nChanged 19 SP:Iteration 55Q (2089.528026 sec): 3 clusters Score: Raw -13025057.409572 + Penalty 3710.112741 = -13021347.296830 nChanged 22 SP:Iteration 56Q (2089.712305 sec): 3 clusters Score: Raw -13025058.040760 + Penalty 3710.112741 = -13021347.928019 nChanged 19 SP:Iteration 57Q (2089.892516 sec): 3 clusters Score: Raw -13025058.793461 + Penalty 3710.112741 = -13021348.680719 nChanged 21 SP:Iteration 58Q (2090.069855 sec): 3 clusters Score: Raw -13025059.396201 + Penalty 3710.112741 = -13021349.283460 nChanged 20 SP:Iteration 59Q (2090.241460 sec): 3 clusters Score: Raw -13025060.221859 + Penalty 3710.112741 = -13021350.109118 nChanged 26 SP:Iteration 60F (2090.416707 sec): 3 clusters Score: Raw -13025061.032005 + Penalty 3710.112741 = -13021350.919263 nChanged 20 SP:Iteration 61Q (2090.603515 sec): 3 clusters Score: Raw -13025061.588439 + Penalty 3710.112741 = -13021351.475698 nChanged 16 SP:Iteration 62Q (2090.778549 sec): 3 clusters Score: Raw -13025062.018663 + Penalty 3710.112741 = -13021351.905921 nChanged 13 SP:Iteration 63Q (2090.962014 sec): 3 clusters Score: Raw -13025062.450734 + Penalty 3710.112741 = -13021352.337992 nChanged 13 SP:Iteration 64Q (2091.130911 sec): 3 clusters Score: Raw -13025062.792791 + Penalty 3710.112741 = -13021352.680050 nChanged 8 SP:Iteration 65Q (2091.300734 sec): 3 clusters Score: Raw -13025062.972701 + Penalty 3710.112741 = -13021352.859959 nChanged 5 SP:Iteration 66Q (2091.474520 sec): 3 clusters Score: Raw -13025063.099869 + Penalty 3710.112741 = -13021352.987127 nChanged 9 SP:Iteration 67Q (2091.649484 sec): 3 clusters Score: Raw -13025063.390653 + Penalty 3710.112741 = -13021353.277912 nChanged 14 SP:Iteration 68Q (2091.831072 sec): 3 clusters Score: Raw -13025063.756125 + Penalty 3710.112741 = -13021353.643383 nChanged 14 SP:Iteration 69Q (2092.006130 sec): 3 clusters Score: Raw -13025064.172436 + Penalty 3710.112741 = -13021354.059695 nChanged 12 SP:Iteration 70Q (2092.174094 sec): 3 clusters Score: Raw -13025064.435658 + Penalty 3710.112741 = -13021354.322917 nChanged 8 SP:Iteration 71Q (2092.349943 sec): 3 clusters Score: Raw -13025064.559470 + Penalty 3710.112741 = -13021354.446728 nChanged 5 SP:Iteration 72Q (2092.533719 sec): 3 clusters Score: Raw -13025064.668110 + Penalty 3710.112741 = -13021354.555369 nChanged 4 SP:Iteration 73Q (2092.710258 sec): 3 clusters Score: Raw -13025064.761175 + Penalty 3710.112741 = -13021354.648433 nChanged 8 SP:Iteration 74Q (2092.887379 sec): 3 clusters Score: Raw -13025064.963035 + Penalty 3710.112741 = -13021354.850294 nChanged 8 SP:Iteration 75Q (2093.058026 sec): 3 clusters Score: Raw -13025065.219612 + Penalty 3710.112741 = -13021355.106871 nChanged 11 SP:Iteration 76Q (2093.230187 sec): 3 clusters Score: Raw -13025065.480602 + Penalty 3710.112741 = -13021355.367860 nChanged 6 SP:Iteration 77Q (2093.416180 sec): 3 clusters Score: Raw -13025065.637103 + Penalty 3710.112741 = -13021355.524361 nChanged 5 SP:Iteration 78Q (2093.594695 sec): 3 clusters Score: Raw -13025065.733956 + Penalty 3710.112741 = -13021355.621214 nChanged 6 SP:Iteration 79Q (2093.767776 sec): 3 clusters Score: Raw -13025065.898738 + Penalty 3710.112741 = -13021355.785997 nChanged 6 SP:Iteration 80F (2093.960707 sec): 3 clusters Score: Raw -13025066.022340 + Penalty 3710.112741 = -13021355.909599 nChanged 9 SP:Iteration 81Q (2094.139038 sec): 3 clusters Score: Raw -13025066.288534 + Penalty 3710.112741 = -13021356.175793 nChanged 11 SP:Iteration 82Q (2094.313918 sec): 3 clusters Score: Raw -13025066.512946 + Penalty 3710.112741 = -13021356.400205 nChanged 13 SP:Iteration 83Q (2094.494582 sec): 3 clusters Score: Raw -13025066.996580 + Penalty 3710.112741 = -13021356.883838 nChanged 11 SP:Iteration 84Q (2094.679960 sec): 3 clusters Score: Raw -13025067.304698 + Penalty 3710.112741 = -13021357.191956 nChanged 12 SP:Iteration 85Q (2094.851942 sec): 3 clusters Score: Raw -13025067.661987 + Penalty 3710.112741 = -13021357.549245 nChanged 11 SP:Iteration 86Q (2095.030196 sec): 3 clusters Score: Raw -13025067.900211 + Penalty 3710.112741 = -13021357.787469 nChanged 13 SP:Iteration 87Q (2095.212214 sec): 3 clusters Score: Raw -13025068.263855 + Penalty 3710.112741 = -13021358.151113 nChanged 11 SP:Iteration 88Q (2095.385308 sec): 3 clusters Score: Raw -13025068.624078 + Penalty 3710.112741 = -13021358.511337 nChanged 11 SP:Iteration 89Q (2095.555713 sec): 3 clusters Score: Raw -13025069.005586 + Penalty 3710.112741 = -13021358.892845 nChanged 7 SP:Iteration 90Q (2095.729264 sec): 3 clusters Score: Raw -13025069.230542 + Penalty 3710.112741 = -13021359.117801 nChanged 12 SP:Iteration 91Q (2095.897477 sec): 3 clusters Score: Raw -13025069.488715 + Penalty 3710.112741 = -13021359.375973 nChanged 8 SP:Iteration 92Q (2096.076957 sec): 3 clusters Score: Raw -13025069.694181 + Penalty 3710.112741 = -13021359.581439 nChanged 7 SP:Iteration 93Q (2096.251062 sec): 3 clusters Score: Raw -13025069.892424 + Penalty 3710.112741 = -13021359.779682 nChanged 7 SP:Iteration 94Q (2096.421293 sec): 3 clusters Score: Raw -13025070.079819 + Penalty 3710.112741 = -13021359.967078 nChanged 7 SP:Iteration 95Q (2096.592681 sec): 3 clusters Score: Raw -13025070.270953 + Penalty 3710.112741 = -13021360.158212 nChanged 11 SP:Iteration 96Q (2096.776456 sec): 3 clusters Score: Raw -13025070.511488 + Penalty 3710.112741 = -13021360.398747 nChanged 10 SP:Iteration 97Q (2096.947809 sec): 3 clusters Score: Raw -13025070.753185 + Penalty 3710.112741 = -13021360.640443 nChanged 6 SP:Iteration 98Q (2097.117589 sec): 3 clusters Score: Raw -13025070.918643 + Penalty 3710.112741 = -13021360.805902 nChanged 4 SP:Iteration 99Q (2097.283765 sec): 3 clusters Score: Raw -13025071.046899 + Penalty 3710.112741 = -13021360.934158 nChanged 4 SP:Iteration 100F (2097.485618 sec): 3 clusters Score: Raw -13025071.206215 + Penalty 3710.112741 = -13021361.093474 nChanged 8 SP:Iteration 101Q (2097.658520 sec): 3 clusters Score: Raw -13025071.462501 + Penalty 3710.112741 = -13021361.349760 nChanged 13 SP:Iteration 102Q (2097.832923 sec): 3 clusters Score: Raw -13025071.908995 + Penalty 3710.112741 = -13021361.796253 nChanged 19 SP:Iteration 103Q (2098.007680 sec): 3 clusters Score: Raw -13025072.539099 + Penalty 3710.112741 = -13021362.426358 nChanged 14 SP:Iteration 104Q (2098.172376 sec): 3 clusters Score: Raw -13025072.954614 + Penalty 3710.112741 = -13021362.841872 nChanged 10 SP:Iteration 105Q (2098.349499 sec): 3 clusters Score: Raw -13025073.221907 + Penalty 3710.112741 = -13021363.109166 nChanged 10 SP:Iteration 106Q (2098.525091 sec): 3 clusters Score: Raw -13025073.389553 + Penalty 3710.112741 = -13021363.276812 nChanged 9 SP:Iteration 107Q (2098.702820 sec): 3 clusters Score: Raw -13025073.580563 + Penalty 3710.112741 = -13021363.467822 nChanged 11 SP:Iteration 108Q (2098.877342 sec): 3 clusters Score: Raw -13025073.905551 + Penalty 3710.112741 = -13021363.792810 nChanged 10 SP:Iteration 109Q (2099.048677 sec): 3 clusters Score: Raw -13025074.267327 + Penalty 3710.112741 = -13021364.154586 nChanged 11 SP:Iteration 110Q (2099.213164 sec): 3 clusters Score: Raw -13025074.538714 + Penalty 3710.112741 = -13021364.425972 nChanged 5 SP:Iteration 111Q (2099.389311 sec): 3 clusters Score: Raw -13025074.715919 + Penalty 3710.112741 = -13021364.603178 nChanged 7 SP:Iteration 112Q (2099.562614 sec): 3 clusters Score: Raw -13025074.857462 + Penalty 3710.112741 = -13021364.744721 nChanged 3 SP:Iteration 113Q (2099.728864 sec): 3 clusters Score: Raw -13025074.923877 + Penalty 3710.112741 = -13021364.811136 nChanged 1 SP:Iteration 114Q (2099.907821 sec): 3 clusters Score: Raw -13025074.944391 + Penalty 3710.112741 = -13021364.831650 nChanged 0 SP:Iteration 115F (2100.093467 sec): 3 clusters Score: Raw -13025074.944391 + Penalty 3710.112741 = -13021364.831650 nChanged 0 Score: Raw -39858847.875981 + Penalty 65349.326950 = -39793498.549032 Splitting cluster 14 changes total score from -39788229.300653 to -39793498.549032 So it's getting split into cluster 32. Trying to split cluster 15 (121280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2106.208549 sec): 2 clusters Score: Raw -17201792.497675 + Penalty 1902.201795 = -17199890.295880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2106.447997 sec): 3 clusters Score: Raw -17122319.548071 + Penalty 3804.403590 = -17118515.144481 nChanged 58470 SP:Iteration 1F (2106.697695 sec): 3 clusters Score: Raw -17156628.643825 + Penalty 3804.403590 = -17152824.240235 nChanged 4303 SP:Iteration 2Q (2106.946641 sec): 3 clusters Score: Raw -17157860.397836 + Penalty 3804.403590 = -17154055.994245 nChanged 4819 SP:Iteration 3Q (2107.195895 sec): 3 clusters Score: Raw -17159578.830913 + Penalty 3804.403590 = -17155774.427323 nChanged 5601 SP:Iteration 4Q (2107.435445 sec): 3 clusters Score: Raw -17162137.538445 + Penalty 3804.403590 = -17158333.134855 nChanged 6713 SP:Iteration 5F (2107.669824 sec): 3 clusters Score: Raw -17165935.666314 + Penalty 3804.403590 = -17162131.262724 nChanged 7924 SP:Iteration 6F (2107.905973 sec): 3 clusters Score: Raw -17171229.453377 + Penalty 3804.403590 = -17167425.049786 nChanged 8542 SP:Iteration 7F (2108.139032 sec): 3 clusters Score: Raw -17177616.582097 + Penalty 3804.403590 = -17173812.178507 nChanged 8360 SP:Iteration 8F (2108.382145 sec): 3 clusters Score: Raw -17184895.010704 + Penalty 3804.403590 = -17181090.607114 nChanged 7325 SP:Iteration 9F (2108.608903 sec): 3 clusters Score: Raw -17194410.901869 + Penalty 3804.403590 = -17190606.498279 nChanged 5927 SP:Iteration 10Q (2108.837854 sec): 3 clusters Score: Raw -17213344.967948 + Penalty 3804.403590 = -17209540.564358 nChanged 5155 SP:Iteration 11Q (2109.054271 sec): 3 clusters Score: Raw -17233083.684725 + Penalty 3804.403590 = -17229279.281134 nChanged 7166 SP:Iteration 12F (2109.285304 sec): 3 clusters Score: Raw -17241717.370928 + Penalty 3804.403590 = -17237912.967338 nChanged 6328 SP:Iteration 13F (2109.530044 sec): 3 clusters Score: Raw -17247649.225486 + Penalty 3804.403590 = -17243844.821896 nChanged 4955 SP:Iteration 14Q (2109.754349 sec): 3 clusters Score: Raw -17251370.122328 + Penalty 3804.403590 = -17247565.718738 nChanged 3314 SP:Iteration 15Q (2109.978735 sec): 3 clusters Score: Raw -17253230.591239 + Penalty 3804.403590 = -17249426.187649 nChanged 2157 SP:Iteration 16Q (2110.207506 sec): 3 clusters Score: Raw -17254206.905693 + Penalty 3804.403590 = -17250402.502103 nChanged 1528 SP:Iteration 17Q (2110.421586 sec): 3 clusters Score: Raw -17254840.750915 + Penalty 3804.403590 = -17251036.347324 nChanged 1223 SP:Iteration 18Q (2110.658219 sec): 3 clusters Score: Raw -17255312.133399 + Penalty 3804.403590 = -17251507.729809 nChanged 1072 SP:Iteration 19Q (2110.887031 sec): 3 clusters Score: Raw -17255692.326608 + Penalty 3804.403590 = -17251887.923017 nChanged 968 SP:Iteration 20F (2111.132977 sec): 3 clusters Score: Raw -17256034.280901 + Penalty 3804.403590 = -17252229.877310 nChanged 856 SP:Iteration 21Q (2111.341733 sec): 3 clusters Score: Raw -17256319.643961 + Penalty 3804.403590 = -17252515.240371 nChanged 760 SP:Iteration 22Q (2111.564549 sec): 3 clusters Score: Raw -17256566.906997 + Penalty 3804.403590 = -17252762.503407 nChanged 708 SP:Iteration 23Q (2111.799609 sec): 3 clusters Score: Raw -17256816.163340 + Penalty 3804.403590 = -17253011.759750 nChanged 677 SP:Iteration 24Q (2112.019514 sec): 3 clusters Score: Raw -17257068.285399 + Penalty 3804.403590 = -17253263.881808 nChanged 645 SP:Iteration 25Q (2112.240155 sec): 3 clusters Score: Raw -17257345.747109 + Penalty 3804.403590 = -17253541.343519 nChanged 663 SP:Iteration 26Q (2112.466651 sec): 3 clusters Score: Raw -17257651.796147 + Penalty 3804.403590 = -17253847.392557 nChanged 629 SP:Iteration 27Q (2112.687105 sec): 3 clusters Score: Raw -17258003.224740 + Penalty 3804.403590 = -17254198.821149 nChanged 690 SP:Iteration 28Q (2112.902414 sec): 3 clusters Score: Raw -17258481.782980 + Penalty 3804.403590 = -17254677.379390 nChanged 686 SP:Iteration 29Q (2113.139519 sec): 3 clusters Score: Raw -17259061.191807 + Penalty 3804.403590 = -17255256.788216 nChanged 633 SP:Iteration 30Q (2113.359582 sec): 3 clusters Score: Raw -17259584.313202 + Penalty 3804.403590 = -17255779.909612 nChanged 411 SP:Iteration 31Q (2113.576339 sec): 3 clusters Score: Raw -17259879.223629 + Penalty 3804.403590 = -17256074.820039 nChanged 235 SP:Iteration 32Q (2113.802489 sec): 3 clusters Score: Raw -17260043.568092 + Penalty 3804.403590 = -17256239.164502 nChanged 137 SP:Iteration 33Q (2114.029503 sec): 3 clusters Score: Raw -17260141.838308 + Penalty 3804.403590 = -17256337.434718 nChanged 80 SP:Iteration 34Q (2114.253122 sec): 3 clusters Score: Raw -17260188.237533 + Penalty 3804.403590 = -17256383.833943 nChanged 35 SP:Iteration 35Q (2114.476958 sec): 3 clusters Score: Raw -17260226.972360 + Penalty 3804.403590 = -17256422.568769 nChanged 24 SP:Iteration 36Q (2114.690165 sec): 3 clusters Score: Raw -17260252.539193 + Penalty 3804.403590 = -17256448.135603 nChanged 18 SP:Iteration 37Q (2114.907414 sec): 3 clusters Score: Raw -17260258.838855 + Penalty 3804.403590 = -17256454.435264 nChanged 4 SP:Iteration 38Q (2115.122413 sec): 3 clusters Score: Raw -17260272.120174 + Penalty 3804.403590 = -17256467.716583 nChanged 8 SP:Iteration 39Q (2115.345502 sec): 3 clusters Score: Raw -17260274.510111 + Penalty 3804.403590 = -17256470.106521 nChanged 2 SP:Iteration 40F (2115.570573 sec): 3 clusters Score: Raw -17261023.307425 + Penalty 3804.403590 = -17257218.903834 nChanged 597 SP:Iteration 41Q (2115.783845 sec): 3 clusters Score: Raw -17262750.880574 + Penalty 3804.403590 = -17258946.476984 nChanged 666 SP:Iteration 42Q (2116.005258 sec): 3 clusters Score: Raw -17265455.331844 + Penalty 3804.403590 = -17261650.928254 nChanged 409 SP:Iteration 43Q (2116.210524 sec): 3 clusters Score: Raw -17267559.658192 + Penalty 3804.403590 = -17263755.254602 nChanged 184 SP:Iteration 44Q (2116.414142 sec): 3 clusters Score: Raw -17268929.103449 + Penalty 3804.403590 = -17265124.699859 nChanged 103 SP:Iteration 45Q (2116.603167 sec): 3 clusters Score: Raw -17269644.380148 + Penalty 3804.403590 = -17265839.976558 nChanged 38 SP:Iteration 46Q (2116.805166 sec): 3 clusters Score: Raw -17269973.198677 + Penalty 3804.403590 = -17266168.795086 nChanged 22 SP:Iteration 47Q (2116.990655 sec): 3 clusters Score: Raw -17270082.039525 + Penalty 3804.403590 = -17266277.635935 nChanged 6 SP:Iteration 48Q (2117.183477 sec): 3 clusters Score: Raw -17270138.559496 + Penalty 3804.403590 = -17266334.155906 nChanged 4 SP:Iteration 49Q (2117.390787 sec): 3 clusters Score: Raw -17270207.540446 + Penalty 3804.403590 = -17266403.136855 nChanged 4 SP:Iteration 50Q (2117.589531 sec): 3 clusters Score: Raw -17270208.528467 + Penalty 3804.403590 = -17266404.124877 nChanged 0 SP:Iteration 51F (2117.829977 sec): 3 clusters Score: Raw -17270553.209380 + Penalty 3804.403590 = -17266748.805790 nChanged 26 SP:Iteration 52Q (2118.033875 sec): 3 clusters Score: Raw -17270602.768789 + Penalty 3804.403590 = -17266798.365199 nChanged 2 SP:Iteration 53Q (2118.208796 sec): 3 clusters Score: Raw -17270602.813254 + Penalty 3804.403590 = -17266798.409664 nChanged 0 SP:Iteration 54F (2118.449835 sec): 3 clusters Score: Raw -17270602.813254 + Penalty 3804.403590 = -17266798.409664 nChanged 0 Score: Raw -39927658.191561 + Penalty 67391.493417 = -39860266.698144 Splitting cluster 15 changes total score from -39788229.300653 to -39860266.698144 So it's getting split into cluster 33. Trying to split cluster 16 (703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2124.569143 sec): 2 clusters Score: Raw -91027.101383 + Penalty 1065.245495 = -89961.855888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2124.618292 sec): 3 clusters Score: Raw -90891.815203 + Penalty 2130.490990 = -88761.324213 nChanged 196 SP:Iteration 1F (2124.668077 sec): 3 clusters Score: Raw -91146.904433 + Penalty 2130.490990 = -89016.413444 nChanged 55 SP:Iteration 2F (2124.709669 sec): 3 clusters Score: Raw -91220.374641 + Penalty 2130.490990 = -89089.883651 nChanged 31 SP:Iteration 3Q (2124.746510 sec): 3 clusters Score: Raw -91264.844671 + Penalty 2130.490990 = -89134.353681 nChanged 20 SP:Iteration 4Q (2124.792809 sec): 3 clusters Score: Raw -91298.442682 + Penalty 2130.490990 = -89167.951692 nChanged 15 SP:Iteration 5Q (2124.843539 sec): 3 clusters Score: Raw -91314.753287 + Penalty 2130.490990 = -89184.262297 nChanged 9 SP:Iteration 6Q (2124.885630 sec): 3 clusters Score: Raw -91329.773841 + Penalty 2130.490990 = -89199.282851 nChanged 9 SP:Iteration 7Q (2124.934555 sec): 3 clusters Score: Raw -91346.701980 + Penalty 2130.490990 = -89216.210990 nChanged 8 SP:Iteration 8Q (2124.977864 sec): 3 clusters Score: Raw -91359.254425 + Penalty 2130.490990 = -89228.763435 nChanged 5 SP:Iteration 9Q (2125.022274 sec): 3 clusters Score: Raw -91368.826394 + Penalty 2130.490990 = -89238.335404 nChanged 7 SP:Iteration 10Q (2125.071424 sec): 3 clusters Score: Raw -91380.200562 + Penalty 2130.490990 = -89249.709572 nChanged 4 SP:Iteration 11Q (2125.115830 sec): 3 clusters Score: Raw -91383.428416 + Penalty 2130.490990 = -89252.937427 nChanged 2 SP:Iteration 12Q (2125.159741 sec): 3 clusters Score: Raw -91385.708048 + Penalty 2130.490990 = -89255.217058 nChanged 1 SP:Iteration 13Q (2125.195061 sec): 3 clusters Score: Raw -91387.150738 + Penalty 2130.490990 = -89256.659748 nChanged 0 SP:Iteration 14F (2125.234264 sec): 3 clusters Score: Raw -91387.150738 + Penalty 2130.490990 = -89256.659748 nChanged 0 Trying to split cluster 17 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2125.254530 sec): 2 clusters Score: Raw -31895.007061 + Penalty 950.046301 = -30944.960760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2125.308426 sec): 3 clusters Score: Raw -31918.102249 + Penalty 1900.092602 = -30018.009647 nChanged 84 SP:Iteration 1F (2125.347778 sec): 3 clusters Score: Raw -32086.419254 + Penalty 1900.092602 = -30186.326652 nChanged 24 SP:Iteration 2F (2125.391817 sec): 3 clusters Score: Raw -32158.786747 + Penalty 1900.092602 = -30258.694145 nChanged 16 SP:Iteration 3Q (2125.430686 sec): 3 clusters Score: Raw -32200.455138 + Penalty 1900.092602 = -30300.362536 nChanged 15 SP:Iteration 4Q (2125.488122 sec): 3 clusters Score: Raw -32233.782222 + Penalty 1900.092602 = -30333.689620 nChanged 10 SP:Iteration 5Q (2125.534458 sec): 3 clusters Score: Raw -32266.802497 + Penalty 1900.092602 = -30366.709896 nChanged 4 SP:Iteration 6Q (2125.567696 sec): 3 clusters Score: Raw -32289.831833 + Penalty 1900.092602 = -30389.739231 nChanged 2 SP:Iteration 7Q (2125.602418 sec): 3 clusters Score: Raw -32294.026664 + Penalty 1900.092602 = -30393.934062 nChanged 1 SP:Iteration 8Q (2125.644958 sec): 3 clusters Score: Raw -32300.150609 + Penalty 1900.092602 = -30400.058007 nChanged 0 SP:Iteration 9F (2125.680624 sec): 3 clusters Score: Raw -32300.150609 + Penalty 1900.092602 = -30400.058007 nChanged 0 Trying to split cluster 18 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2125.701826 sec): 2 clusters Score: Raw -47773.518576 + Penalty 941.859384 = -46831.659192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2125.754387 sec): 3 clusters Score: Raw -47803.234407 + Penalty 1883.718769 = -45919.515638 nChanged 58 SP:Iteration 1F (2125.787345 sec): 3 clusters Score: Raw -47934.134970 + Penalty 1883.718769 = -46050.416201 nChanged 25 SP:Iteration 2F (2125.822838 sec): 3 clusters Score: Raw -47984.903420 + Penalty 1883.718769 = -46101.184651 nChanged 13 SP:Iteration 3Q (2125.857098 sec): 3 clusters Score: Raw -48013.156322 + Penalty 1883.718769 = -46129.437553 nChanged 9 SP:Iteration 4Q (2125.899382 sec): 3 clusters Score: Raw -48039.917689 + Penalty 1883.718769 = -46156.198920 nChanged 8 SP:Iteration 5Q (2125.941013 sec): 3 clusters Score: Raw -48055.168152 + Penalty 1883.718769 = -46171.449383 nChanged 5 SP:Iteration 6Q (2125.994539 sec): 3 clusters Score: Raw -48063.539420 + Penalty 1883.718769 = -46179.820651 nChanged 2 SP:Iteration 7Q (2126.031083 sec): 3 clusters Score: Raw -48069.167531 + Penalty 1883.718769 = -46185.448762 nChanged 2 SP:Iteration 8Q (2126.071958 sec): 3 clusters Score: Raw -48076.975454 + Penalty 1883.718769 = -46193.256685 nChanged 0 SP:Iteration 9F (2126.104393 sec): 3 clusters Score: Raw -48076.975454 + Penalty 1883.718769 = -46193.256685 nChanged 0 Trying to split cluster 19 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2126.141025 sec): 2 clusters Score: Raw -49109.254998 + Penalty 999.819063 = -48109.435935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2126.185678 sec): 3 clusters Score: Raw -49123.968337 + Penalty 1999.638126 = -47124.330212 nChanged 121 SP:Iteration 1F (2126.225335 sec): 3 clusters Score: Raw -49378.307834 + Penalty 1999.638126 = -47378.669708 nChanged 45 SP:Iteration 2F (2126.265470 sec): 3 clusters Score: Raw -49538.025097 + Penalty 1999.638126 = -47538.386972 nChanged 31 SP:Iteration 3F (2126.309581 sec): 3 clusters Score: Raw -49660.988415 + Penalty 1999.638126 = -47661.350289 nChanged 25 SP:Iteration 4F (2126.360030 sec): 3 clusters Score: Raw -49759.570800 + Penalty 1999.638126 = -47759.932674 nChanged 11 SP:Iteration 5Q (2126.403980 sec): 3 clusters Score: Raw -49826.645113 + Penalty 1999.638126 = -47827.006987 nChanged 10 SP:Iteration 6Q (2126.453356 sec): 3 clusters Score: Raw -49845.308388 + Penalty 1999.638126 = -47845.670262 nChanged 3 SP:Iteration 7Q (2126.515433 sec): 3 clusters Score: Raw -49850.439804 + Penalty 1999.638126 = -47850.801678 nChanged 2 SP:Iteration 8Q (2126.550188 sec): 3 clusters Score: Raw -49859.123809 + Penalty 1999.638126 = -47859.485684 nChanged 1 SP:Iteration 9Q (2126.604788 sec): 3 clusters Score: Raw -49860.264204 + Penalty 1999.638126 = -47860.626078 nChanged 0 SP:Iteration 10F (2126.638060 sec): 3 clusters Score: Raw -49860.264204 + Penalty 1999.638126 = -47860.626078 nChanged 0 Trying to split cluster 20 (1376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2126.651778 sec): 2 clusters Score: Raw -182929.227569 + Penalty 1174.377103 = -181754.850466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2126.704043 sec): 3 clusters Score: Raw -182419.962317 + Penalty 2348.754206 = -180071.208111 nChanged 467 SP:Iteration 1F (2126.746159 sec): 3 clusters Score: Raw -182766.412784 + Penalty 2348.754206 = -180417.658578 nChanged 132 SP:Iteration 2F (2126.788296 sec): 3 clusters Score: Raw -182933.003076 + Penalty 2348.754206 = -180584.248870 nChanged 98 SP:Iteration 3F (2126.841494 sec): 3 clusters Score: Raw -183061.734083 + Penalty 2348.754206 = -180712.979877 nChanged 78 SP:Iteration 4F (2126.877584 sec): 3 clusters Score: Raw -183145.941647 + Penalty 2348.754206 = -180797.187441 nChanged 53 SP:Iteration 5Q (2126.930732 sec): 3 clusters Score: Raw -183208.422350 + Penalty 2348.754206 = -180859.668144 nChanged 44 SP:Iteration 6Q (2126.970442 sec): 3 clusters Score: Raw -183263.235808 + Penalty 2348.754206 = -180914.481602 nChanged 38 SP:Iteration 7Q (2127.018929 sec): 3 clusters Score: Raw -183306.975290 + Penalty 2348.754206 = -180958.221084 nChanged 37 SP:Iteration 8Q (2127.073708 sec): 3 clusters Score: Raw -183339.273434 + Penalty 2348.754206 = -180990.519228 nChanged 26 SP:Iteration 9Q (2127.106685 sec): 3 clusters Score: Raw -183360.952579 + Penalty 2348.754206 = -181012.198373 nChanged 21 SP:Iteration 10Q (2127.149432 sec): 3 clusters Score: Raw -183378.810493 + Penalty 2348.754206 = -181030.056287 nChanged 18 SP:Iteration 11Q (2127.194277 sec): 3 clusters Score: Raw -183395.310650 + Penalty 2348.754206 = -181046.556444 nChanged 16 SP:Iteration 12Q (2127.235740 sec): 3 clusters Score: Raw -183409.520300 + Penalty 2348.754206 = -181060.766094 nChanged 12 SP:Iteration 13Q (2127.279473 sec): 3 clusters Score: Raw -183419.834696 + Penalty 2348.754206 = -181071.080490 nChanged 11 SP:Iteration 14Q (2127.322728 sec): 3 clusters Score: Raw -183430.664230 + Penalty 2348.754206 = -181081.910024 nChanged 12 SP:Iteration 15Q (2127.366014 sec): 3 clusters Score: Raw -183441.446808 + Penalty 2348.754206 = -181092.692602 nChanged 14 SP:Iteration 16Q (2127.408917 sec): 3 clusters Score: Raw -183455.304407 + Penalty 2348.754206 = -181106.550201 nChanged 10 SP:Iteration 17Q (2127.452401 sec): 3 clusters Score: Raw -183467.605546 + Penalty 2348.754206 = -181118.851340 nChanged 8 SP:Iteration 18Q (2127.496441 sec): 3 clusters Score: Raw -183473.081030 + Penalty 2348.754206 = -181124.326824 nChanged 3 SP:Iteration 19Q (2127.540330 sec): 3 clusters Score: Raw -183474.743917 + Penalty 2348.754206 = -181125.989711 nChanged 2 SP:Iteration 20F (2127.585069 sec): 3 clusters Score: Raw -183476.951298 + Penalty 2348.754206 = -181128.197092 nChanged 2 SP:Iteration 21Q (2127.621156 sec): 3 clusters Score: Raw -183478.565318 + Penalty 2348.754206 = -181129.811112 nChanged 2 SP:Iteration 22Q (2127.675746 sec): 3 clusters Score: Raw -183480.332181 + Penalty 2348.754206 = -181131.577975 nChanged 2 SP:Iteration 23Q (2127.726421 sec): 3 clusters Score: Raw -183482.711597 + Penalty 2348.754206 = -181133.957391 nChanged 3 SP:Iteration 24Q (2127.755548 sec): 3 clusters Score: Raw -183485.681474 + Penalty 2348.754206 = -181136.927268 nChanged 4 SP:Iteration 25Q (2127.813369 sec): 3 clusters Score: Raw -183488.126555 + Penalty 2348.754206 = -181139.372349 nChanged 2 SP:Iteration 26Q (2127.859268 sec): 3 clusters Score: Raw -183490.060777 + Penalty 2348.754206 = -181141.306571 nChanged 3 SP:Iteration 27Q (2127.897618 sec): 3 clusters Score: Raw -183492.560159 + Penalty 2348.754206 = -181143.805953 nChanged 2 SP:Iteration 28Q (2127.956006 sec): 3 clusters Score: Raw -183495.719076 + Penalty 2348.754206 = -181146.964870 nChanged 4 SP:Iteration 29Q (2128.002549 sec): 3 clusters Score: Raw -183501.914700 + Penalty 2348.754206 = -181153.160494 nChanged 5 SP:Iteration 30Q (2128.052001 sec): 3 clusters Score: Raw -183507.153890 + Penalty 2348.754206 = -181158.399684 nChanged 1 SP:Iteration 31Q (2128.095922 sec): 3 clusters Score: Raw -183508.420766 + Penalty 2348.754206 = -181159.666560 nChanged 3 SP:Iteration 32Q (2128.146830 sec): 3 clusters Score: Raw -183510.837840 + Penalty 2348.754206 = -181162.083634 nChanged 1 SP:Iteration 33Q (2128.182687 sec): 3 clusters Score: Raw -183511.807726 + Penalty 2348.754206 = -181163.053520 nChanged 1 SP:Iteration 34Q (2128.227923 sec): 3 clusters Score: Raw -183513.252651 + Penalty 2348.754206 = -181164.498445 nChanged 2 SP:Iteration 35Q (2128.276512 sec): 3 clusters Score: Raw -183514.483475 + Penalty 2348.754206 = -181165.729269 nChanged 1 SP:Iteration 36Q (2128.333336 sec): 3 clusters Score: Raw -183514.640096 + Penalty 2348.754206 = -181165.885890 nChanged 0 SP:Iteration 37F (2128.372632 sec): 3 clusters Score: Raw -183514.640096 + Penalty 2348.754206 = -181165.885890 nChanged 0 Trying to split cluster 21 (3208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2128.401498 sec): 2 clusters Score: Raw -481888.191258 + Penalty 1311.927982 = -480576.263276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2128.445810 sec): 3 clusters Score: Raw -480334.223305 + Penalty 2623.855965 = -477710.367340 nChanged 1222 SP:Iteration 1F (2128.495823 sec): 3 clusters Score: Raw -481075.450785 + Penalty 2623.855965 = -478451.594820 nChanged 274 SP:Iteration 2F (2128.541776 sec): 3 clusters Score: Raw -481261.089350 + Penalty 2623.855965 = -478637.233385 nChanged 192 SP:Iteration 3F (2128.590891 sec): 3 clusters Score: Raw -481385.016702 + Penalty 2623.855965 = -478761.160737 nChanged 167 SP:Iteration 4F (2128.646376 sec): 3 clusters Score: Raw -481501.985674 + Penalty 2623.855965 = -478878.129709 nChanged 127 SP:Iteration 5Q (2128.703012 sec): 3 clusters Score: Raw -481585.958612 + Penalty 2623.855965 = -478962.102648 nChanged 111 SP:Iteration 6Q (2128.740309 sec): 3 clusters Score: Raw -481673.781292 + Penalty 2623.855965 = -479049.925327 nChanged 116 SP:Iteration 7Q (2128.785278 sec): 3 clusters Score: Raw -481769.775492 + Penalty 2623.855965 = -479145.919527 nChanged 108 SP:Iteration 8Q (2128.828657 sec): 3 clusters Score: Raw -481861.895640 + Penalty 2623.855965 = -479238.039676 nChanged 95 SP:Iteration 9Q (2128.873601 sec): 3 clusters Score: Raw -481950.500561 + Penalty 2623.855965 = -479326.644596 nChanged 97 SP:Iteration 10Q (2128.919983 sec): 3 clusters Score: Raw -482038.088854 + Penalty 2623.855965 = -479414.232889 nChanged 99 SP:Iteration 11Q (2128.973866 sec): 3 clusters Score: Raw -482119.442711 + Penalty 2623.855965 = -479495.586746 nChanged 81 SP:Iteration 12Q (2129.019892 sec): 3 clusters Score: Raw -482189.146802 + Penalty 2623.855965 = -479565.290837 nChanged 62 SP:Iteration 13Q (2129.067459 sec): 3 clusters Score: Raw -482257.802161 + Penalty 2623.855965 = -479633.946196 nChanged 80 SP:Iteration 14Q (2129.112386 sec): 3 clusters Score: Raw -482332.654895 + Penalty 2623.855965 = -479708.798930 nChanged 69 SP:Iteration 15Q (2129.156141 sec): 3 clusters Score: Raw -482390.554314 + Penalty 2623.855965 = -479766.698349 nChanged 53 SP:Iteration 16Q (2129.212298 sec): 3 clusters Score: Raw -482423.742326 + Penalty 2623.855965 = -479799.886361 nChanged 37 SP:Iteration 17Q (2129.257559 sec): 3 clusters Score: Raw -482439.718766 + Penalty 2623.855965 = -479815.862801 nChanged 15 SP:Iteration 18Q (2129.311137 sec): 3 clusters Score: Raw -482444.196100 + Penalty 2623.855965 = -479820.340135 nChanged 5 SP:Iteration 19Q (2129.351795 sec): 3 clusters Score: Raw -482446.187583 + Penalty 2623.855965 = -479822.331618 nChanged 0 SP:Iteration 20F (2129.399424 sec): 3 clusters Score: Raw -482446.187583 + Penalty 2623.855965 = -479822.331618 nChanged 0 Trying to split cluster 22 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2129.422958 sec): 2 clusters Score: Raw -33040.256720 + Penalty 931.141215 = -32109.115505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2129.471944 sec): 3 clusters Score: Raw -33088.429308 + Penalty 1862.282429 = -31226.146879 nChanged 86 SP:Iteration 1F (2129.512849 sec): 3 clusters Score: Raw -33302.992046 + Penalty 1862.282429 = -31440.709617 nChanged 29 SP:Iteration 2F (2129.558311 sec): 3 clusters Score: Raw -33413.011508 + Penalty 1862.282429 = -31550.729078 nChanged 16 SP:Iteration 3F (2129.597496 sec): 3 clusters Score: Raw -33486.522109 + Penalty 1862.282429 = -31624.239679 nChanged 13 SP:Iteration 4Q (2129.648859 sec): 3 clusters Score: Raw -33517.675556 + Penalty 1862.282429 = -31655.393127 nChanged 3 SP:Iteration 5Q (2129.695838 sec): 3 clusters Score: Raw -33554.792859 + Penalty 1862.282429 = -31692.510430 nChanged 3 SP:Iteration 6Q (2129.734376 sec): 3 clusters Score: Raw -33566.488410 + Penalty 1862.282429 = -31704.205980 nChanged 2 SP:Iteration 7Q (2129.774767 sec): 3 clusters Score: Raw -33578.533946 + Penalty 1862.282429 = -31716.251516 nChanged 0 SP:Iteration 8F (2129.831633 sec): 3 clusters Score: Raw -33578.533946 + Penalty 1862.282429 = -31716.251516 nChanged 0 Trying to split cluster 23 (1041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2129.858307 sec): 2 clusters Score: Raw -127451.525465 + Penalty 1129.039774 = -126322.485691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2129.907320 sec): 3 clusters Score: Raw -127170.067756 + Penalty 2258.079547 = -124911.988209 nChanged 352 SP:Iteration 1F (2129.939737 sec): 3 clusters Score: Raw -127512.065938 + Penalty 2258.079547 = -125253.986390 nChanged 82 SP:Iteration 2F (2130.003262 sec): 3 clusters Score: Raw -127622.834289 + Penalty 2258.079547 = -125364.754742 nChanged 45 SP:Iteration 3Q (2130.046159 sec): 3 clusters Score: Raw -127689.096106 + Penalty 2258.079547 = -125431.016559 nChanged 34 SP:Iteration 4Q (2130.085298 sec): 3 clusters Score: Raw -127731.657480 + Penalty 2258.079547 = -125473.577933 nChanged 25 SP:Iteration 5Q (2130.131044 sec): 3 clusters Score: Raw -127764.311715 + Penalty 2258.079547 = -125506.232168 nChanged 19 SP:Iteration 6Q (2130.176649 sec): 3 clusters Score: Raw -127788.193592 + Penalty 2258.079547 = -125530.114045 nChanged 17 SP:Iteration 7Q (2130.231654 sec): 3 clusters Score: Raw -127805.196129 + Penalty 2258.079547 = -125547.116582 nChanged 14 SP:Iteration 8Q (2130.271095 sec): 3 clusters Score: Raw -127823.089493 + Penalty 2258.079547 = -125565.009946 nChanged 9 SP:Iteration 9Q (2130.333294 sec): 3 clusters Score: Raw -127833.359911 + Penalty 2258.079547 = -125575.280364 nChanged 12 SP:Iteration 10Q (2130.381403 sec): 3 clusters Score: Raw -127851.638078 + Penalty 2258.079547 = -125593.558531 nChanged 13 SP:Iteration 11Q (2130.418140 sec): 3 clusters Score: Raw -127868.169708 + Penalty 2258.079547 = -125610.090161 nChanged 13 SP:Iteration 12Q (2130.465405 sec): 3 clusters Score: Raw -127885.699794 + Penalty 2258.079547 = -125627.620247 nChanged 11 SP:Iteration 13Q (2130.512946 sec): 3 clusters Score: Raw -127899.327987 + Penalty 2258.079547 = -125641.248440 nChanged 10 SP:Iteration 14Q (2130.554841 sec): 3 clusters Score: Raw -127909.588147 + Penalty 2258.079547 = -125651.508599 nChanged 14 SP:Iteration 15Q (2130.599877 sec): 3 clusters Score: Raw -127924.060504 + Penalty 2258.079547 = -125665.980957 nChanged 10 SP:Iteration 16Q (2130.632555 sec): 3 clusters Score: Raw -127945.996350 + Penalty 2258.079547 = -125687.916802 nChanged 15 SP:Iteration 17Q (2130.677386 sec): 3 clusters Score: Raw -127962.681427 + Penalty 2258.079547 = -125704.601880 nChanged 7 SP:Iteration 18Q (2130.727613 sec): 3 clusters Score: Raw -127969.277713 + Penalty 2258.079547 = -125711.198165 nChanged 3 SP:Iteration 19Q (2130.763195 sec): 3 clusters Score: Raw -127975.299654 + Penalty 2258.079547 = -125717.220106 nChanged 3 SP:Iteration 20F (2130.807649 sec): 3 clusters Score: Raw -127976.962793 + Penalty 2258.079547 = -125718.883245 nChanged 2 SP:Iteration 21Q (2130.863240 sec): 3 clusters Score: Raw -127979.094156 + Penalty 2258.079547 = -125721.014609 nChanged 1 SP:Iteration 22Q (2130.900292 sec): 3 clusters Score: Raw -127980.236967 + Penalty 2258.079547 = -125722.157419 nChanged 2 SP:Iteration 23Q (2130.927836 sec): 3 clusters Score: Raw -127982.956611 + Penalty 2258.079547 = -125724.877064 nChanged 2 SP:Iteration 24Q (2130.972519 sec): 3 clusters Score: Raw -127984.431338 + Penalty 2258.079547 = -125726.351791 nChanged 1 SP:Iteration 25Q (2131.009898 sec): 3 clusters Score: Raw -127985.186085 + Penalty 2258.079547 = -125727.106537 nChanged 2 SP:Iteration 26Q (2131.051311 sec): 3 clusters Score: Raw -127986.532010 + Penalty 2258.079547 = -125728.452463 nChanged 1 SP:Iteration 27Q (2131.089986 sec): 3 clusters Score: Raw -127988.974935 + Penalty 2258.079547 = -125730.895388 nChanged 2 SP:Iteration 28Q (2131.139435 sec): 3 clusters Score: Raw -127993.151144 + Penalty 2258.079547 = -125735.071596 nChanged 6 SP:Iteration 29Q (2131.187302 sec): 3 clusters Score: Raw -128003.160648 + Penalty 2258.079547 = -125745.081100 nChanged 8 SP:Iteration 30Q (2131.234275 sec): 3 clusters Score: Raw -128017.172051 + Penalty 2258.079547 = -125759.092504 nChanged 8 SP:Iteration 31Q (2131.282212 sec): 3 clusters Score: Raw -128034.442727 + Penalty 2258.079547 = -125776.363179 nChanged 12 SP:Iteration 32Q (2131.322904 sec): 3 clusters Score: Raw -128054.067921 + Penalty 2258.079547 = -125795.988373 nChanged 8 SP:Iteration 33Q (2131.363631 sec): 3 clusters Score: Raw -128061.037724 + Penalty 2258.079547 = -125802.958177 nChanged 5 SP:Iteration 34Q (2131.403674 sec): 3 clusters Score: Raw -128062.731953 + Penalty 2258.079547 = -125804.652406 nChanged 0 SP:Iteration 35F (2131.452505 sec): 3 clusters Score: Raw -128062.731953 + Penalty 2258.079547 = -125804.652406 nChanged 0 Trying to split cluster 24 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2131.468786 sec): 2 clusters Score: Raw -61026.765120 + Penalty 995.970659 = -60030.794461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2131.510879 sec): 3 clusters Score: Raw -61031.220423 + Penalty 1991.941318 = -59039.279104 nChanged 118 SP:Iteration 1F (2131.551267 sec): 3 clusters Score: Raw -61233.633049 + Penalty 1991.941318 = -59241.691730 nChanged 28 SP:Iteration 2F (2131.587015 sec): 3 clusters Score: Raw -61269.827720 + Penalty 1991.941318 = -59277.886401 nChanged 9 SP:Iteration 3Q (2131.639880 sec): 3 clusters Score: Raw -61283.365732 + Penalty 1991.941318 = -59291.424414 nChanged 9 SP:Iteration 4Q (2131.673802 sec): 3 clusters Score: Raw -61302.225369 + Penalty 1991.941318 = -59310.284051 nChanged 14 SP:Iteration 5Q (2131.718346 sec): 3 clusters Score: Raw -61336.818762 + Penalty 1991.941318 = -59344.877443 nChanged 13 SP:Iteration 6Q (2131.767000 sec): 3 clusters Score: Raw -61390.026847 + Penalty 1991.941318 = -59398.085529 nChanged 14 SP:Iteration 7Q (2131.815651 sec): 3 clusters Score: Raw -61438.620594 + Penalty 1991.941318 = -59446.679276 nChanged 12 SP:Iteration 8Q (2131.855259 sec): 3 clusters Score: Raw -61462.656295 + Penalty 1991.941318 = -59470.714976 nChanged 7 SP:Iteration 9Q (2131.892446 sec): 3 clusters Score: Raw -61486.769349 + Penalty 1991.941318 = -59494.828031 nChanged 7 SP:Iteration 10Q (2131.936518 sec): 3 clusters Score: Raw -61503.792995 + Penalty 1991.941318 = -59511.851676 nChanged 5 SP:Iteration 11Q (2131.992898 sec): 3 clusters Score: Raw -61527.136653 + Penalty 1991.941318 = -59535.195335 nChanged 4 SP:Iteration 12Q (2132.021160 sec): 3 clusters Score: Raw -61540.400629 + Penalty 1991.941318 = -59548.459311 nChanged 2 SP:Iteration 13Q (2132.074913 sec): 3 clusters Score: Raw -61546.233099 + Penalty 1991.941318 = -59554.291780 nChanged 3 SP:Iteration 14Q (2132.118778 sec): 3 clusters Score: Raw -61570.697115 + Penalty 1991.941318 = -59578.755796 nChanged 4 SP:Iteration 15Q (2132.163183 sec): 3 clusters Score: Raw -61578.856309 + Penalty 1991.941318 = -59586.914991 nChanged 5 SP:Iteration 16Q (2132.216180 sec): 3 clusters Score: Raw -61593.590781 + Penalty 1991.941318 = -59601.649463 nChanged 3 SP:Iteration 17Q (2132.263143 sec): 3 clusters Score: Raw -61630.760398 + Penalty 1991.941318 = -59638.819080 nChanged 9 SP:Iteration 18Q (2132.304459 sec): 3 clusters Score: Raw -61707.225995 + Penalty 1991.941318 = -59715.284676 nChanged 16 SP:Iteration 19Q (2132.356113 sec): 3 clusters Score: Raw -61752.024762 + Penalty 1991.941318 = -59760.083443 nChanged 15 SP:Iteration 20F (2132.393409 sec): 3 clusters Score: Raw -61796.756578 + Penalty 1991.941318 = -59804.815260 nChanged 18 SP:Iteration 21Q (2132.437470 sec): 3 clusters Score: Raw -61870.216565 + Penalty 1991.941318 = -59878.275247 nChanged 19 SP:Iteration 22Q (2132.463358 sec): 3 clusters Score: Raw -61946.082334 + Penalty 1991.941318 = -59954.141016 nChanged 21 SP:Iteration 23Q (2132.502487 sec): 3 clusters Score: Raw -62066.198526 + Penalty 1991.941318 = -60074.257208 nChanged 27 SP:Iteration 24F (2132.543794 sec): 3 clusters Score: Raw -62139.169436 + Penalty 1991.941318 = -60147.228118 nChanged 10 SP:Iteration 25Q (2132.586197 sec): 3 clusters Score: Raw -62162.122253 + Penalty 1991.941318 = -60170.180935 nChanged 4 SP:Iteration 26Q (2132.627539 sec): 3 clusters Score: Raw -62183.730233 + Penalty 1991.941318 = -60191.788915 nChanged 4 SP:Iteration 27Q (2132.672395 sec): 3 clusters Score: Raw -62215.552461 + Penalty 1991.941318 = -60223.611143 nChanged 2 SP:Iteration 28Q (2132.708393 sec): 3 clusters Score: Raw -62219.756826 + Penalty 1991.941318 = -60227.815508 nChanged 0 SP:Iteration 29F (2132.758893 sec): 3 clusters Score: Raw -62219.756826 + Penalty 1991.941318 = -60227.815508 nChanged 0 Score: Raw -39928851.183267 + Penalty 69433.659884 = -39859417.523383 Splitting cluster 24 changes total score from -39788229.300653 to -39859417.523383 So it's getting split into cluster 34. Trying to split cluster 25 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2139.253851 sec): 2 clusters Score: Raw -17738.587929 + Penalty 945.763476 = -16792.824453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2139.305521 sec): 3 clusters Score: Raw -17866.832868 + Penalty 1891.526952 = -15975.305916 nChanged 85 SP:Iteration 1F (2139.339532 sec): 3 clusters Score: Raw -18040.000867 + Penalty 1891.526952 = -16148.473914 nChanged 24 SP:Iteration 2F (2139.392503 sec): 3 clusters Score: Raw -18112.228100 + Penalty 1891.526952 = -16220.701148 nChanged 18 SP:Iteration 3F (2139.431942 sec): 3 clusters Score: Raw -18161.148283 + Penalty 1891.526952 = -16269.621330 nChanged 8 SP:Iteration 4Q (2139.483420 sec): 3 clusters Score: Raw -18184.730558 + Penalty 1891.526952 = -16293.203606 nChanged 7 SP:Iteration 5Q (2139.527228 sec): 3 clusters Score: Raw -18202.761348 + Penalty 1891.526952 = -16311.234396 nChanged 3 SP:Iteration 6Q (2139.575428 sec): 3 clusters Score: Raw -18207.056229 + Penalty 1891.526952 = -16315.529276 nChanged 1 SP:Iteration 7Q (2139.623930 sec): 3 clusters Score: Raw -18207.398409 + Penalty 1891.526952 = -16315.871457 nChanged 0 SP:Iteration 8F (2139.664956 sec): 3 clusters Score: Raw -18207.398409 + Penalty 1891.526952 = -16315.871457 nChanged 0 Trying to split cluster 26 (29257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2139.728282 sec): 2 clusters Score: Raw -3988616.095132 + Penalty 1671.129548 = -3986944.965584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2139.817876 sec): 3 clusters Score: Raw -3970507.629509 + Penalty 3342.259096 = -3967165.370414 nChanged 13458 SP:Iteration 1F (2139.902101 sec): 3 clusters Score: Raw -3977995.378577 + Penalty 3342.259096 = -3974653.119481 nChanged 1469 SP:Iteration 2F (2139.996989 sec): 3 clusters Score: Raw -3978503.344134 + Penalty 3342.259096 = -3975161.085038 nChanged 1320 SP:Iteration 3Q (2140.083734 sec): 3 clusters Score: Raw -3978967.495070 + Penalty 3342.259096 = -3975625.235975 nChanged 1268 SP:Iteration 4Q (2140.181860 sec): 3 clusters Score: Raw -3979526.904136 + Penalty 3342.259096 = -3976184.645040 nChanged 1366 SP:Iteration 5Q (2140.277690 sec): 3 clusters Score: Raw -3980284.086103 + Penalty 3342.259096 = -3976941.827008 nChanged 1531 SP:Iteration 6F (2140.366484 sec): 3 clusters Score: Raw -3981259.504532 + Penalty 3342.259096 = -3977917.245436 nChanged 1742 SP:Iteration 7F (2140.463798 sec): 3 clusters Score: Raw -3982461.278522 + Penalty 3342.259096 = -3979119.019426 nChanged 1929 SP:Iteration 8F (2140.548916 sec): 3 clusters Score: Raw -3983857.797765 + Penalty 3342.259096 = -3980515.538669 nChanged 1971 SP:Iteration 9F (2140.629957 sec): 3 clusters Score: Raw -3985187.416373 + Penalty 3342.259096 = -3981845.157278 nChanged 1802 SP:Iteration 10F (2140.716829 sec): 3 clusters Score: Raw -3986400.328948 + Penalty 3342.259096 = -3983058.069852 nChanged 1591 SP:Iteration 11F (2140.798829 sec): 3 clusters Score: Raw -3987441.209568 + Penalty 3342.259096 = -3984098.950472 nChanged 1476 SP:Iteration 12F (2140.892762 sec): 3 clusters Score: Raw -3988402.382323 + Penalty 3342.259096 = -3985060.123227 nChanged 1319 SP:Iteration 13Q (2140.988248 sec): 3 clusters Score: Raw -3989250.454631 + Penalty 3342.259096 = -3985908.195535 nChanged 1115 SP:Iteration 14Q (2141.091173 sec): 3 clusters Score: Raw -3989958.914534 + Penalty 3342.259096 = -3986616.655439 nChanged 945 SP:Iteration 15Q (2141.184503 sec): 3 clusters Score: Raw -3990539.224254 + Penalty 3342.259096 = -3987196.965159 nChanged 715 SP:Iteration 16Q (2141.267966 sec): 3 clusters Score: Raw -3990940.955216 + Penalty 3342.259096 = -3987598.696120 nChanged 520 SP:Iteration 17Q (2141.366618 sec): 3 clusters Score: Raw -3991233.657635 + Penalty 3342.259096 = -3987891.398539 nChanged 409 SP:Iteration 18Q (2141.459009 sec): 3 clusters Score: Raw -3991437.948491 + Penalty 3342.259096 = -3988095.689396 nChanged 295 SP:Iteration 19Q (2141.561138 sec): 3 clusters Score: Raw -3991544.849060 + Penalty 3342.259096 = -3988202.589964 nChanged 244 SP:Iteration 20F (2141.650497 sec): 3 clusters Score: Raw -3991619.140448 + Penalty 3342.259096 = -3988276.881352 nChanged 172 SP:Iteration 21Q (2141.753290 sec): 3 clusters Score: Raw -3991656.400172 + Penalty 3342.259096 = -3988314.141076 nChanged 129 SP:Iteration 22Q (2141.847447 sec): 3 clusters Score: Raw -3991677.674523 + Penalty 3342.259096 = -3988335.415428 nChanged 108 SP:Iteration 23Q (2141.933672 sec): 3 clusters Score: Raw -3991693.606189 + Penalty 3342.259096 = -3988351.347093 nChanged 102 SP:Iteration 24Q (2142.017066 sec): 3 clusters Score: Raw -3991708.224871 + Penalty 3342.259096 = -3988365.965775 nChanged 84 SP:Iteration 25Q (2142.112499 sec): 3 clusters Score: Raw -3991719.753902 + Penalty 3342.259096 = -3988377.494806 nChanged 80 SP:Iteration 26Q (2142.198146 sec): 3 clusters Score: Raw -3991730.878492 + Penalty 3342.259096 = -3988388.619397 nChanged 68 SP:Iteration 27Q (2142.289019 sec): 3 clusters Score: Raw -3991738.763900 + Penalty 3342.259096 = -3988396.504804 nChanged 66 SP:Iteration 28Q (2142.379088 sec): 3 clusters Score: Raw -3991747.708256 + Penalty 3342.259096 = -3988405.449160 nChanged 67 SP:Iteration 29Q (2142.455695 sec): 3 clusters Score: Raw -3991757.904244 + Penalty 3342.259096 = -3988415.645148 nChanged 68 SP:Iteration 30Q (2142.548386 sec): 3 clusters Score: Raw -3991765.918913 + Penalty 3342.259096 = -3988423.659818 nChanged 49 SP:Iteration 31Q (2142.629689 sec): 3 clusters Score: Raw -3991771.598873 + Penalty 3342.259096 = -3988429.339777 nChanged 45 SP:Iteration 32Q (2142.718233 sec): 3 clusters Score: Raw -3991776.345893 + Penalty 3342.259096 = -3988434.086797 nChanged 42 SP:Iteration 33Q (2142.803622 sec): 3 clusters Score: Raw -3991780.610598 + Penalty 3342.259096 = -3988438.351502 nChanged 28 SP:Iteration 34Q (2142.899790 sec): 3 clusters Score: Raw -3991782.939521 + Penalty 3342.259096 = -3988440.680426 nChanged 17 SP:Iteration 35Q (2142.981884 sec): 3 clusters Score: Raw -3991784.260451 + Penalty 3342.259096 = -3988442.001355 nChanged 18 SP:Iteration 36Q (2143.067322 sec): 3 clusters Score: Raw -3991785.725289 + Penalty 3342.259096 = -3988443.466193 nChanged 20 SP:Iteration 37Q (2143.156335 sec): 3 clusters Score: Raw -3991787.010879 + Penalty 3342.259096 = -3988444.751784 nChanged 14 SP:Iteration 38Q (2143.255017 sec): 3 clusters Score: Raw -3991787.689576 + Penalty 3342.259096 = -3988445.430480 nChanged 14 SP:Iteration 39Q (2143.336927 sec): 3 clusters Score: Raw -3991788.820267 + Penalty 3342.259096 = -3988446.561171 nChanged 20 SP:Iteration 40F (2143.440224 sec): 3 clusters Score: Raw -3991790.168449 + Penalty 3342.259096 = -3988447.909353 nChanged 19 SP:Iteration 41Q (2143.523196 sec): 3 clusters Score: Raw -3991791.405916 + Penalty 3342.259096 = -3988449.146820 nChanged 14 SP:Iteration 42Q (2143.616639 sec): 3 clusters Score: Raw -3991792.373650 + Penalty 3342.259096 = -3988450.114554 nChanged 20 SP:Iteration 43Q (2143.704914 sec): 3 clusters Score: Raw -3991794.155468 + Penalty 3342.259096 = -3988451.896373 nChanged 25 SP:Iteration 44Q (2143.793964 sec): 3 clusters Score: Raw -3991796.084718 + Penalty 3342.259096 = -3988453.825622 nChanged 20 SP:Iteration 45Q (2143.886895 sec): 3 clusters Score: Raw -3991797.357534 + Penalty 3342.259096 = -3988455.098438 nChanged 18 SP:Iteration 46Q (2143.973827 sec): 3 clusters Score: Raw -3991798.358524 + Penalty 3342.259096 = -3988456.099428 nChanged 9 SP:Iteration 47Q (2144.046970 sec): 3 clusters Score: Raw -3991799.331159 + Penalty 3342.259096 = -3988457.072063 nChanged 17 SP:Iteration 48Q (2144.147889 sec): 3 clusters Score: Raw -3991800.546171 + Penalty 3342.259096 = -3988458.287076 nChanged 16 SP:Iteration 49Q (2144.234041 sec): 3 clusters Score: Raw -3991802.270686 + Penalty 3342.259096 = -3988460.011590 nChanged 23 SP:Iteration 50Q (2144.316790 sec): 3 clusters Score: Raw -3991804.403972 + Penalty 3342.259096 = -3988462.144876 nChanged 15 SP:Iteration 51Q (2144.393667 sec): 3 clusters Score: Raw -3991805.458606 + Penalty 3342.259096 = -3988463.199511 nChanged 13 SP:Iteration 52Q (2144.481435 sec): 3 clusters Score: Raw -3991807.578232 + Penalty 3342.259096 = -3988465.319137 nChanged 18 SP:Iteration 53Q (2144.577696 sec): 3 clusters Score: Raw -3991809.412692 + Penalty 3342.259096 = -3988467.153597 nChanged 19 SP:Iteration 54Q (2144.659352 sec): 3 clusters Score: Raw -3991810.792235 + Penalty 3342.259096 = -3988468.533139 nChanged 17 SP:Iteration 55Q (2144.760322 sec): 3 clusters Score: Raw -3991812.506292 + Penalty 3342.259096 = -3988470.247196 nChanged 13 SP:Iteration 56Q (2144.850079 sec): 3 clusters Score: Raw -3991813.905751 + Penalty 3342.259096 = -3988471.646656 nChanged 14 SP:Iteration 57Q (2144.937532 sec): 3 clusters Score: Raw -3991815.036076 + Penalty 3342.259096 = -3988472.776980 nChanged 14 SP:Iteration 58Q (2145.014897 sec): 3 clusters Score: Raw -3991816.335283 + Penalty 3342.259096 = -3988474.076187 nChanged 13 SP:Iteration 59Q (2145.107513 sec): 3 clusters Score: Raw -3991817.367431 + Penalty 3342.259096 = -3988475.108336 nChanged 14 SP:Iteration 60F (2145.192791 sec): 3 clusters Score: Raw -3991818.794674 + Penalty 3342.259096 = -3988476.535579 nChanged 13 SP:Iteration 61Q (2145.281439 sec): 3 clusters Score: Raw -3991819.987276 + Penalty 3342.259096 = -3988477.728180 nChanged 8 SP:Iteration 62Q (2145.370774 sec): 3 clusters Score: Raw -3991820.499126 + Penalty 3342.259096 = -3988478.240030 nChanged 9 SP:Iteration 63Q (2145.457732 sec): 3 clusters Score: Raw -3991821.219166 + Penalty 3342.259096 = -3988478.960071 nChanged 15 SP:Iteration 64Q (2145.548377 sec): 3 clusters Score: Raw -3991822.211255 + Penalty 3342.259096 = -3988479.952159 nChanged 7 SP:Iteration 65Q (2145.634099 sec): 3 clusters Score: Raw -3991822.575307 + Penalty 3342.259096 = -3988480.316212 nChanged 9 SP:Iteration 66Q (2145.723762 sec): 3 clusters Score: Raw -3991823.153782 + Penalty 3342.259096 = -3988480.894686 nChanged 8 SP:Iteration 67Q (2145.809352 sec): 3 clusters Score: Raw -3991823.388926 + Penalty 3342.259096 = -3988481.129830 nChanged 3 SP:Iteration 68Q (2145.901197 sec): 3 clusters Score: Raw -3991823.537756 + Penalty 3342.259096 = -3988481.278661 nChanged 7 SP:Iteration 69Q (2145.989800 sec): 3 clusters Score: Raw -3991823.984313 + Penalty 3342.259096 = -3988481.725218 nChanged 8 SP:Iteration 70Q (2146.071991 sec): 3 clusters Score: Raw -3991824.579044 + Penalty 3342.259096 = -3988482.319948 nChanged 10 SP:Iteration 71Q (2146.154638 sec): 3 clusters Score: Raw -3991825.582493 + Penalty 3342.259096 = -3988483.323397 nChanged 10 SP:Iteration 72Q (2146.243943 sec): 3 clusters Score: Raw -3991826.451895 + Penalty 3342.259096 = -3988484.192799 nChanged 12 SP:Iteration 73Q (2146.339497 sec): 3 clusters Score: Raw -3991827.209636 + Penalty 3342.259096 = -3988484.950540 nChanged 8 SP:Iteration 74Q (2146.432994 sec): 3 clusters Score: Raw -3991827.648803 + Penalty 3342.259096 = -3988485.389707 nChanged 6 SP:Iteration 75Q (2146.522931 sec): 3 clusters Score: Raw -3991828.131042 + Penalty 3342.259096 = -3988485.871946 nChanged 4 SP:Iteration 76Q (2146.608502 sec): 3 clusters Score: Raw -3991828.516828 + Penalty 3342.259096 = -3988486.257733 nChanged 3 SP:Iteration 77Q (2146.702592 sec): 3 clusters Score: Raw -3991828.744802 + Penalty 3342.259096 = -3988486.485706 nChanged 5 SP:Iteration 78Q (2146.795825 sec): 3 clusters Score: Raw -3991829.014522 + Penalty 3342.259096 = -3988486.755426 nChanged 4 SP:Iteration 79Q (2146.890546 sec): 3 clusters Score: Raw -3991829.299282 + Penalty 3342.259096 = -3988487.040187 nChanged 3 SP:Iteration 80F (2146.972381 sec): 3 clusters Score: Raw -3991829.471650 + Penalty 3342.259096 = -3988487.212554 nChanged 2 SP:Iteration 81Q (2147.061147 sec): 3 clusters Score: Raw -3991829.561288 + Penalty 3342.259096 = -3988487.302192 nChanged 2 SP:Iteration 82Q (2147.146496 sec): 3 clusters Score: Raw -3991829.707112 + Penalty 3342.259096 = -3988487.448016 nChanged 2 SP:Iteration 83Q (2147.239247 sec): 3 clusters Score: Raw -3991829.890472 + Penalty 3342.259096 = -3988487.631377 nChanged 1 SP:Iteration 84Q (2147.338936 sec): 3 clusters Score: Raw -3991829.985629 + Penalty 3342.259096 = -3988487.726534 nChanged 2 SP:Iteration 85Q (2147.429857 sec): 3 clusters Score: Raw -3991830.117267 + Penalty 3342.259096 = -3988487.858172 nChanged 3 SP:Iteration 86Q (2147.509311 sec): 3 clusters Score: Raw -3991830.380423 + Penalty 3342.259096 = -3988488.121327 nChanged 4 SP:Iteration 87Q (2147.601363 sec): 3 clusters Score: Raw -3991830.611852 + Penalty 3342.259096 = -3988488.352756 nChanged 4 SP:Iteration 88Q (2147.683942 sec): 3 clusters Score: Raw -3991830.901405 + Penalty 3342.259096 = -3988488.642309 nChanged 3 SP:Iteration 89Q (2147.778447 sec): 3 clusters Score: Raw -3991831.129615 + Penalty 3342.259096 = -3988488.870520 nChanged 4 SP:Iteration 90Q (2147.868338 sec): 3 clusters Score: Raw -3991831.481215 + Penalty 3342.259096 = -3988489.222120 nChanged 0 SP:Iteration 91F (2147.953020 sec): 3 clusters Score: Raw -3991831.481215 + Penalty 3342.259096 = -3988489.222120 nChanged 0 Score: Raw -39932066.569351 + Penalty 71475.826351 = -39860590.743000 Splitting cluster 26 changes total score from -39788229.300653 to -39860590.743000 So it's getting split into cluster 35. Trying to split cluster 27 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.361703 sec): 2 clusters Score: Raw -49694.291820 + Penalty 950.046301 = -48744.245519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.404556 sec): 3 clusters Score: Raw -49727.952817 + Penalty 1900.092602 = -47827.860215 nChanged 72 SP:Iteration 1F (2154.431379 sec): 3 clusters Score: Raw -49848.036526 + Penalty 1900.092602 = -47947.943924 nChanged 17 SP:Iteration 2Q (2154.484546 sec): 3 clusters Score: Raw -49888.008792 + Penalty 1900.092602 = -47987.916190 nChanged 9 SP:Iteration 3Q (2154.530771 sec): 3 clusters Score: Raw -49901.680005 + Penalty 1900.092602 = -48001.587403 nChanged 5 SP:Iteration 4Q (2154.576950 sec): 3 clusters Score: Raw -49906.431466 + Penalty 1900.092602 = -48006.338864 nChanged 2 SP:Iteration 5Q (2154.622418 sec): 3 clusters Score: Raw -49908.066949 + Penalty 1900.092602 = -48007.974347 nChanged 5 SP:Iteration 6Q (2154.667354 sec): 3 clusters Score: Raw -49925.479944 + Penalty 1900.092602 = -48025.387342 nChanged 7 SP:Iteration 7Q (2154.711540 sec): 3 clusters Score: Raw -49934.385377 + Penalty 1900.092602 = -48034.292775 nChanged 5 SP:Iteration 8Q (2154.754116 sec): 3 clusters Score: Raw -49943.010348 + Penalty 1900.092602 = -48042.917746 nChanged 2 SP:Iteration 9Q (2154.798019 sec): 3 clusters Score: Raw -49944.111318 + Penalty 1900.092602 = -48044.018716 nChanged 1 SP:Iteration 10Q (2154.833569 sec): 3 clusters Score: Raw -49951.038362 + Penalty 1900.092602 = -48050.945761 nChanged 1 SP:Iteration 11Q (2154.879368 sec): 3 clusters Score: Raw -49951.794480 + Penalty 1900.092602 = -48051.701878 nChanged 1 SP:Iteration 12Q (2154.921950 sec): 3 clusters Score: Raw -49953.172515 + Penalty 1900.092602 = -48053.079913 nChanged 0 SP:Iteration 13F (2154.957568 sec): 3 clusters Score: Raw -49953.172515 + Penalty 1900.092602 = -48053.079913 nChanged 0 Trying to split cluster 29 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.977800 sec): 2 clusters Score: Raw -23812.828986 + Penalty 845.651087 = -22967.177899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2155.010988 sec): 3 clusters Score: Raw -23924.729770 + Penalty 1691.302173 = -22233.427597 nChanged 22 SP:Iteration 1F (2155.046751 sec): 3 clusters Score: Raw -23990.395389 + Penalty 1691.302173 = -22299.093215 nChanged 9 SP:Iteration 2Q (2155.082296 sec): 3 clusters Score: Raw -24024.729680 + Penalty 1691.302173 = -22333.427506 nChanged 2 SP:Iteration 3Q (2155.130230 sec): 3 clusters Score: Raw -24030.289639 + Penalty 1691.302173 = -22338.987466 nChanged 1 SP:Iteration 4Q (2155.164708 sec): 3 clusters Score: Raw -24036.005642 + Penalty 1691.302173 = -22344.703469 nChanged 0 SP:Iteration 5F (2155.210440 sec): 3 clusters Score: Raw -24036.005642 + Penalty 1691.302173 = -22344.703469 nChanged 0 Trying to split cluster 30 (10147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2155.239920 sec): 2 clusters Score: Raw -1437699.161645 + Penalty 1499.051673 = -1436200.109972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2155.302221 sec): 3 clusters Score: Raw -1431975.038312 + Penalty 2998.103347 = -1428976.934966 nChanged 4348 SP:Iteration 1F (2155.356124 sec): 3 clusters Score: Raw -1434356.552630 + Penalty 2998.103347 = -1431358.449283 nChanged 670 SP:Iteration 2F (2155.412899 sec): 3 clusters Score: Raw -1434682.883329 + Penalty 2998.103347 = -1431684.779982 nChanged 618 SP:Iteration 3F (2155.481923 sec): 3 clusters Score: Raw -1434990.595136 + Penalty 2998.103347 = -1431992.491789 nChanged 564 SP:Iteration 4F (2155.536657 sec): 3 clusters Score: Raw -1435314.676341 + Penalty 2998.103347 = -1432316.572994 nChanged 564 SP:Iteration 5F (2155.596251 sec): 3 clusters Score: Raw -1435657.223407 + Penalty 2998.103347 = -1432659.120060 nChanged 539 SP:Iteration 6F (2155.660289 sec): 3 clusters Score: Raw -1436011.534387 + Penalty 2998.103347 = -1433013.431040 nChanged 513 SP:Iteration 7F (2155.726123 sec): 3 clusters Score: Raw -1436384.846563 + Penalty 2998.103347 = -1433386.743217 nChanged 484 SP:Iteration 8Q (2155.774525 sec): 3 clusters Score: Raw -1436747.932846 + Penalty 2998.103347 = -1433749.829499 nChanged 420 SP:Iteration 9Q (2155.842503 sec): 3 clusters Score: Raw -1437090.303443 + Penalty 2998.103347 = -1434092.200096 nChanged 309 SP:Iteration 10Q (2155.902859 sec): 3 clusters Score: Raw -1437322.774855 + Penalty 2998.103347 = -1434324.671509 nChanged 217 SP:Iteration 11Q (2155.957376 sec): 3 clusters Score: Raw -1437499.915437 + Penalty 2998.103347 = -1434501.812090 nChanged 167 SP:Iteration 12Q (2156.020791 sec): 3 clusters Score: Raw -1437641.032995 + Penalty 2998.103347 = -1434642.929648 nChanged 112 SP:Iteration 13Q (2156.067806 sec): 3 clusters Score: Raw -1437735.401438 + Penalty 2998.103347 = -1434737.298091 nChanged 69 SP:Iteration 14Q (2156.124289 sec): 3 clusters Score: Raw -1437800.440015 + Penalty 2998.103347 = -1434802.336668 nChanged 44 SP:Iteration 15Q (2156.175173 sec): 3 clusters Score: Raw -1437838.010899 + Penalty 2998.103347 = -1434839.907552 nChanged 31 SP:Iteration 16Q (2156.239444 sec): 3 clusters Score: Raw -1437871.480686 + Penalty 2998.103347 = -1434873.377339 nChanged 31 SP:Iteration 17Q (2156.290537 sec): 3 clusters Score: Raw -1437903.846662 + Penalty 2998.103347 = -1434905.743315 nChanged 32 SP:Iteration 18Q (2156.357862 sec): 3 clusters Score: Raw -1437926.325452 + Penalty 2998.103347 = -1434928.222106 nChanged 15 SP:Iteration 19Q (2156.402562 sec): 3 clusters Score: Raw -1437937.313688 + Penalty 2998.103347 = -1434939.210341 nChanged 13 SP:Iteration 20F (2156.464148 sec): 3 clusters Score: Raw -1437945.907014 + Penalty 2998.103347 = -1434947.803667 nChanged 6 SP:Iteration 21Q (2156.521181 sec): 3 clusters Score: Raw -1437950.170107 + Penalty 2998.103347 = -1434952.066760 nChanged 8 SP:Iteration 22Q (2156.570814 sec): 3 clusters Score: Raw -1437954.080168 + Penalty 2998.103347 = -1434955.976821 nChanged 3 SP:Iteration 23Q (2156.626686 sec): 3 clusters Score: Raw -1437956.940603 + Penalty 2998.103347 = -1434958.837256 nChanged 5 SP:Iteration 24Q (2156.698231 sec): 3 clusters Score: Raw -1437961.298244 + Penalty 2998.103347 = -1434963.194898 nChanged 4 SP:Iteration 25Q (2156.753036 sec): 3 clusters Score: Raw -1437967.424763 + Penalty 2998.103347 = -1434969.321416 nChanged 5 SP:Iteration 26Q (2156.799954 sec): 3 clusters Score: Raw -1437969.879206 + Penalty 2998.103347 = -1434971.775860 nChanged 2 SP:Iteration 27Q (2156.849599 sec): 3 clusters Score: Raw -1437971.540826 + Penalty 2998.103347 = -1434973.437479 nChanged 2 SP:Iteration 28Q (2156.905697 sec): 3 clusters Score: Raw -1437972.369703 + Penalty 2998.103347 = -1434974.266356 nChanged 0 SP:Iteration 29F (2156.957934 sec): 3 clusters Score: Raw -1437972.369703 + Penalty 2998.103347 = -1434974.266356 nChanged 0 Deleting Class 24 (202 points): Lose 2011.331512 but Gain 2042.166467 Iteration 99Q (2161.104397 sec): 35 clusters Score: Raw -39946488.738045 + Penalty 69433.659884 = -39877055.078161 nChanged 15607 Iteration 100F (2167.304602 sec): 35 clusters Score: Raw -39962699.074565 + Penalty 69433.659884 = -39893265.414681 nChanged 11582 Iteration 101Q (2169.986519 sec): 35 clusters Score: Raw -39970863.775312 + Penalty 69433.659884 = -39901430.115428 nChanged 7675 Iteration 102Q (2172.714616 sec): 35 clusters Score: Raw -39975153.666324 + Penalty 69433.659884 = -39905720.006440 nChanged 5711 Iteration 103Q (2175.274942 sec): 35 clusters Score: Raw -39977605.710441 + Penalty 69433.659884 = -39908172.050558 nChanged 4673 Iteration 104Q (2177.892706 sec): 35 clusters Score: Raw -39979164.543115 + Penalty 69433.659884 = -39909730.883231 nChanged 3860 Iteration 105Q (2180.675305 sec): 35 clusters Score: Raw -39980207.132667 + Penalty 69433.659884 = -39910773.472783 nChanged 3262 Iteration 106Q (2183.386241 sec): 35 clusters Score: Raw -39980976.553580 + Penalty 69433.659884 = -39911542.893696 nChanged 2891 Iteration 107Q (2186.027206 sec): 35 clusters Score: Raw -39981625.650807 + Penalty 69433.659884 = -39912191.990923 nChanged 2637 Iteration 108Q (2188.732449 sec): 35 clusters Score: Raw -39982195.404188 + Penalty 69433.659884 = -39912761.744304 nChanged 2517 Iteration 109Q (2191.378510 sec): 35 clusters Score: Raw -39982759.266621 + Penalty 69433.659884 = -39913325.606737 nChanged 2435 Iteration 110Q (2194.043972 sec): 35 clusters Score: Raw -39983297.740576 + Penalty 69433.659884 = -39913864.080692 nChanged 2360 Iteration 111Q (2196.747583 sec): 35 clusters Score: Raw -39983813.528951 + Penalty 69433.659884 = -39914379.869067 nChanged 2220 Iteration 112Q (2199.468233 sec): 35 clusters Score: Raw -39984281.936593 + Penalty 69433.659884 = -39914848.276709 nChanged 2188 Iteration 113Q (2202.044327 sec): 35 clusters Score: Raw -39984715.780992 + Penalty 69433.659884 = -39915282.121108 nChanged 1981 Iteration 114Q (2204.775613 sec): 35 clusters Score: Raw -39985076.043706 + Penalty 69433.659884 = -39915642.383822 nChanged 1857 Iteration 115Q (2207.479155 sec): 35 clusters Score: Raw -39985434.153071 + Penalty 69433.659884 = -39916000.493187 nChanged 1804 Iteration 116Q (2210.035354 sec): 35 clusters Score: Raw -39985762.971081 + Penalty 69433.659884 = -39916329.311197 nChanged 1763 Iteration 117Q (2212.699558 sec): 35 clusters Score: Raw -39986043.627299 + Penalty 69433.659884 = -39916609.967415 nChanged 1605 Iteration 118Q (2215.393940 sec): 35 clusters Score: Raw -39986274.419149 + Penalty 69433.659884 = -39916840.759265 nChanged 1439 Iteration 119Q (2218.029511 sec): 35 clusters Score: Raw -39986462.653524 + Penalty 69433.659884 = -39917028.993640 nChanged 1279 Iteration 120F (2224.268204 sec): 35 clusters Score: Raw -39986949.505977 + Penalty 69433.659884 = -39917515.846093 nChanged 1303 Iteration 121Q (2226.990557 sec): 35 clusters Score: Raw -39987491.724902 + Penalty 69433.659884 = -39918058.065018 nChanged 1165 Iteration 122Q (2229.690418 sec): 35 clusters Score: Raw -39987700.402418 + Penalty 69433.659884 = -39918266.742534 nChanged 1029 Iteration 123Q (2232.367952 sec): 35 clusters Score: Raw -39987838.721419 + Penalty 69433.659884 = -39918405.061535 nChanged 994 Iteration 124Q (2235.059210 sec): 35 clusters Score: Raw -39987951.313925 + Penalty 69433.659884 = -39918517.654041 nChanged 933 Iteration 125Q (2237.833506 sec): 35 clusters Score: Raw -39988038.833236 + Penalty 69433.659884 = -39918605.173352 nChanged 874 Iteration 126Q (2240.595492 sec): 35 clusters Score: Raw -39988114.852255 + Penalty 69433.659884 = -39918681.192371 nChanged 840 Iteration 127Q (2243.300833 sec): 35 clusters Score: Raw -39988179.821725 + Penalty 69433.659884 = -39918746.161841 nChanged 807 Iteration 128Q (2245.997969 sec): 35 clusters Score: Raw -39988242.831787 + Penalty 69433.659884 = -39918809.171903 nChanged 790 Iteration 129Q (2248.768890 sec): 35 clusters Score: Raw -39988304.521334 + Penalty 69433.659884 = -39918870.861450 nChanged 704 Iteration 130Q (2251.595441 sec): 35 clusters Score: Raw -39988356.066514 + Penalty 69433.659884 = -39918922.406630 nChanged 651 Iteration 131Q (2254.295454 sec): 35 clusters Score: Raw -39988401.278369 + Penalty 69433.659884 = -39918967.618485 nChanged 619 Iteration 132Q (2257.015279 sec): 35 clusters Score: Raw -39988443.735489 + Penalty 69433.659884 = -39919010.075605 nChanged 614 Iteration 133Q (2259.594527 sec): 35 clusters Score: Raw -39988488.642671 + Penalty 69433.659884 = -39919054.982787 nChanged 601 Iteration 134Q (2262.385936 sec): 35 clusters Score: Raw -39988536.015194 + Penalty 69433.659884 = -39919102.355310 nChanged 603 Iteration 135Q (2265.146087 sec): 35 clusters Score: Raw -39988583.555841 + Penalty 69433.659884 = -39919149.895957 nChanged 602 Iteration 136Q (2267.913975 sec): 35 clusters Score: Raw -39988632.429448 + Penalty 69433.659884 = -39919198.769564 nChanged 599 Iteration 137Q (2270.588992 sec): 35 clusters Score: Raw -39988680.537437 + Penalty 69433.659884 = -39919246.877553 nChanged 617 Iteration 138Q (2273.391298 sec): 35 clusters Score: Raw -39988729.977540 + Penalty 69433.659884 = -39919296.317656 nChanged 649 Writing temp clu file Because OldScore, -39919246.877553, is greater than current (better) Score,-39919296.317656 Compute initial score before splitting: Score: Raw -39988729.977540 + Penalty 69433.659884 = -39919296.317656 Trying to split cluster 1 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2273.498650 sec): 2 clusters Score: Raw -18963.513951 + Penalty 895.275605 = -18068.238346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2273.545189 sec): 3 clusters Score: Raw -19304.665957 + Penalty 1790.551209 = -17514.114747 nChanged 75 SP:Iteration 1F (2273.589451 sec): 3 clusters Score: Raw -19703.584409 + Penalty 1790.551209 = -17913.033200 nChanged 27 SP:Iteration 2F (2273.629027 sec): 3 clusters Score: Raw -20000.617604 + Penalty 1790.551209 = -18210.066395 nChanged 5 SP:Iteration 3Q (2273.669747 sec): 3 clusters Score: Raw -20064.117162 + Penalty 1790.551209 = -18273.565953 nChanged 1 SP:Iteration 4Q (2273.723449 sec): 3 clusters Score: Raw -20079.284364 + Penalty 1790.551209 = -18288.733155 nChanged 3 SP:Iteration 5Q (2273.760926 sec): 3 clusters Score: Raw -20106.953603 + Penalty 1790.551209 = -18316.402393 nChanged 2 SP:Iteration 6Q (2273.809731 sec): 3 clusters Score: Raw -20141.737857 + Penalty 1790.551209 = -18351.186648 nChanged 0 SP:Iteration 7F (2273.855694 sec): 3 clusters Score: Raw -20141.737857 + Penalty 1790.551209 = -18351.186648 nChanged 0 Score: Raw -39989939.283358 + Penalty 71475.826351 = -39918463.457007 Splitting cluster 1 changes total score from -39919296.317656 to -39918463.457007 So it's not getting split. Trying to split cluster 2 (14287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2280.409898 sec): 2 clusters Score: Raw -2012464.806018 + Penalty 1554.654613 = -2010910.151405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2280.492031 sec): 3 clusters Score: Raw -2004100.194381 + Penalty 3109.309226 = -2000990.885155 nChanged 6323 SP:Iteration 1F (2280.558495 sec): 3 clusters Score: Raw -2007543.428002 + Penalty 3109.309226 = -2004434.118776 nChanged 862 SP:Iteration 2F (2280.630424 sec): 3 clusters Score: Raw -2007971.004542 + Penalty 3109.309226 = -2004861.695315 nChanged 822 SP:Iteration 3F (2280.691950 sec): 3 clusters Score: Raw -2008417.512405 + Penalty 3109.309226 = -2005308.203179 nChanged 813 SP:Iteration 4F (2280.766309 sec): 3 clusters Score: Raw -2008964.569112 + Penalty 3109.309226 = -2005855.259886 nChanged 888 SP:Iteration 5F (2280.832596 sec): 3 clusters Score: Raw -2009598.156172 + Penalty 3109.309226 = -2006488.846946 nChanged 909 SP:Iteration 6F (2280.897797 sec): 3 clusters Score: Raw -2010315.907994 + Penalty 3109.309226 = -2007206.598767 nChanged 872 SP:Iteration 7F (2280.963217 sec): 3 clusters Score: Raw -2011027.721258 + Penalty 3109.309226 = -2007918.412032 nChanged 778 SP:Iteration 8F (2281.027902 sec): 3 clusters Score: Raw -2011569.424006 + Penalty 3109.309226 = -2008460.114780 nChanged 606 SP:Iteration 9Q (2281.093213 sec): 3 clusters Score: Raw -2011929.464948 + Penalty 3109.309226 = -2008820.155722 nChanged 479 SP:Iteration 10Q (2281.170344 sec): 3 clusters Score: Raw -2012161.475909 + Penalty 3109.309226 = -2009052.166683 nChanged 356 SP:Iteration 11Q (2281.231269 sec): 3 clusters Score: Raw -2012310.839218 + Penalty 3109.309226 = -2009201.529991 nChanged 295 SP:Iteration 12Q (2281.297448 sec): 3 clusters Score: Raw -2012445.042959 + Penalty 3109.309226 = -2009335.733732 nChanged 274 SP:Iteration 13Q (2281.359111 sec): 3 clusters Score: Raw -2012588.013719 + Penalty 3109.309226 = -2009478.704493 nChanged 268 SP:Iteration 14Q (2281.438496 sec): 3 clusters Score: Raw -2012720.018352 + Penalty 3109.309226 = -2009610.709126 nChanged 240 SP:Iteration 15Q (2281.495102 sec): 3 clusters Score: Raw -2012833.142655 + Penalty 3109.309226 = -2009723.833429 nChanged 222 SP:Iteration 16Q (2281.557304 sec): 3 clusters Score: Raw -2012925.062746 + Penalty 3109.309226 = -2009815.753520 nChanged 203 SP:Iteration 17Q (2281.625593 sec): 3 clusters Score: Raw -2013002.272966 + Penalty 3109.309226 = -2009892.963740 nChanged 187 SP:Iteration 18Q (2281.685647 sec): 3 clusters Score: Raw -2013072.338231 + Penalty 3109.309226 = -2009963.029005 nChanged 163 SP:Iteration 19Q (2281.759149 sec): 3 clusters Score: Raw -2013130.139229 + Penalty 3109.309226 = -2010020.830002 nChanged 141 SP:Iteration 20F (2281.815325 sec): 3 clusters Score: Raw -2013173.916162 + Penalty 3109.309226 = -2010064.606935 nChanged 111 SP:Iteration 21Q (2281.881284 sec): 3 clusters Score: Raw -2013201.753188 + Penalty 3109.309226 = -2010092.443961 nChanged 91 SP:Iteration 22Q (2281.952855 sec): 3 clusters Score: Raw -2013220.960789 + Penalty 3109.309226 = -2010111.651562 nChanged 75 SP:Iteration 23Q (2282.024515 sec): 3 clusters Score: Raw -2013236.126353 + Penalty 3109.309226 = -2010126.817127 nChanged 66 SP:Iteration 24Q (2282.087291 sec): 3 clusters Score: Raw -2013250.851426 + Penalty 3109.309226 = -2010141.542199 nChanged 79 SP:Iteration 25Q (2282.141060 sec): 3 clusters Score: Raw -2013267.241195 + Penalty 3109.309226 = -2010157.931969 nChanged 76 SP:Iteration 26Q (2282.212119 sec): 3 clusters Score: Raw -2013286.003236 + Penalty 3109.309226 = -2010176.694009 nChanged 73 SP:Iteration 27Q (2282.273989 sec): 3 clusters Score: Raw -2013303.490203 + Penalty 3109.309226 = -2010194.180976 nChanged 55 SP:Iteration 28Q (2282.343903 sec): 3 clusters Score: Raw -2013314.158358 + Penalty 3109.309226 = -2010204.849132 nChanged 41 SP:Iteration 29Q (2282.401762 sec): 3 clusters Score: Raw -2013320.718184 + Penalty 3109.309226 = -2010211.408958 nChanged 35 SP:Iteration 30Q (2282.468545 sec): 3 clusters Score: Raw -2013327.783700 + Penalty 3109.309226 = -2010218.474474 nChanged 31 SP:Iteration 31Q (2282.543639 sec): 3 clusters Score: Raw -2013333.009440 + Penalty 3109.309226 = -2010223.700214 nChanged 29 SP:Iteration 32Q (2282.606085 sec): 3 clusters Score: Raw -2013337.818953 + Penalty 3109.309226 = -2010228.509726 nChanged 29 SP:Iteration 33Q (2282.681092 sec): 3 clusters Score: Raw -2013344.067717 + Penalty 3109.309226 = -2010234.758491 nChanged 35 SP:Iteration 34Q (2282.746362 sec): 3 clusters Score: Raw -2013350.366228 + Penalty 3109.309226 = -2010241.057002 nChanged 24 SP:Iteration 35Q (2282.819966 sec): 3 clusters Score: Raw -2013354.042582 + Penalty 3109.309226 = -2010244.733356 nChanged 15 SP:Iteration 36Q (2282.889512 sec): 3 clusters Score: Raw -2013355.779260 + Penalty 3109.309226 = -2010246.470034 nChanged 9 SP:Iteration 37Q (2282.959653 sec): 3 clusters Score: Raw -2013356.603302 + Penalty 3109.309226 = -2010247.294075 nChanged 5 SP:Iteration 38Q (2283.021423 sec): 3 clusters Score: Raw -2013357.166580 + Penalty 3109.309226 = -2010247.857354 nChanged 4 SP:Iteration 39Q (2283.090160 sec): 3 clusters Score: Raw -2013357.952531 + Penalty 3109.309226 = -2010248.643304 nChanged 3 SP:Iteration 40F (2283.156246 sec): 3 clusters Score: Raw -2013358.566356 + Penalty 3109.309226 = -2010249.257130 nChanged 2 SP:Iteration 41Q (2283.223509 sec): 3 clusters Score: Raw -2013358.810330 + Penalty 3109.309226 = -2010249.501104 nChanged 2 SP:Iteration 42Q (2283.290226 sec): 3 clusters Score: Raw -2013359.088679 + Penalty 3109.309226 = -2010249.779453 nChanged 1 SP:Iteration 43Q (2283.337714 sec): 3 clusters Score: Raw -2013359.211970 + Penalty 3109.309226 = -2010249.902744 nChanged 2 SP:Iteration 44Q (2283.406844 sec): 3 clusters Score: Raw -2013359.419763 + Penalty 3109.309226 = -2010250.110537 nChanged 2 SP:Iteration 45Q (2283.484458 sec): 3 clusters Score: Raw -2013359.976690 + Penalty 3109.309226 = -2010250.667464 nChanged 5 SP:Iteration 46Q (2283.547692 sec): 3 clusters Score: Raw -2013360.551619 + Penalty 3109.309226 = -2010251.242393 nChanged 2 SP:Iteration 47Q (2283.610877 sec): 3 clusters Score: Raw -2013360.723338 + Penalty 3109.309226 = -2010251.414112 nChanged 1 SP:Iteration 48Q (2283.679668 sec): 3 clusters Score: Raw -2013360.925541 + Penalty 3109.309226 = -2010251.616315 nChanged 1 SP:Iteration 49Q (2283.744553 sec): 3 clusters Score: Raw -2013361.024095 + Penalty 3109.309226 = -2010251.714868 nChanged 1 SP:Iteration 50Q (2283.806075 sec): 3 clusters Score: Raw -2013361.114959 + Penalty 3109.309226 = -2010251.805733 nChanged 1 SP:Iteration 51Q (2283.880081 sec): 3 clusters Score: Raw -2013361.246739 + Penalty 3109.309226 = -2010251.937512 nChanged 2 SP:Iteration 52Q (2283.945766 sec): 3 clusters Score: Raw -2013361.385397 + Penalty 3109.309226 = -2010252.076171 nChanged 0 SP:Iteration 53F (2284.013775 sec): 3 clusters Score: Raw -2013361.385397 + Penalty 3109.309226 = -2010252.076171 nChanged 0 Trying to split cluster 3 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2284.039679 sec): 2 clusters Score: Raw -38492.744855 + Penalty 947.680903 = -37545.063952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2284.072313 sec): 3 clusters Score: Raw -38607.853323 + Penalty 1895.361805 = -36712.491518 nChanged 91 SP:Iteration 1F (2284.117163 sec): 3 clusters Score: Raw -38776.082372 + Penalty 1895.361805 = -36880.720567 nChanged 33 SP:Iteration 2F (2284.175060 sec): 3 clusters Score: Raw -38876.330479 + Penalty 1895.361805 = -36980.968674 nChanged 14 SP:Iteration 3Q (2284.214459 sec): 3 clusters Score: Raw -38938.606326 + Penalty 1895.361805 = -37043.244521 nChanged 10 SP:Iteration 4Q (2284.259568 sec): 3 clusters Score: Raw -39006.358641 + Penalty 1895.361805 = -37110.996836 nChanged 5 SP:Iteration 5Q (2284.300924 sec): 3 clusters Score: Raw -39019.456027 + Penalty 1895.361805 = -37124.094222 nChanged 2 SP:Iteration 6Q (2284.352231 sec): 3 clusters Score: Raw -39022.033263 + Penalty 1895.361805 = -37126.671458 nChanged 1 SP:Iteration 7Q (2284.392789 sec): 3 clusters Score: Raw -39023.409444 + Penalty 1895.361805 = -37128.047639 nChanged 1 SP:Iteration 8Q (2284.441422 sec): 3 clusters Score: Raw -39024.887325 + Penalty 1895.361805 = -37129.525520 nChanged 0 SP:Iteration 9F (2284.488786 sec): 3 clusters Score: Raw -39024.887325 + Penalty 1895.361805 = -37129.525520 nChanged 0 Trying to split cluster 4 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2284.514119 sec): 2 clusters Score: Raw -8669.070152 + Penalty 874.980448 = -7794.089704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2284.561534 sec): 3 clusters Score: Raw -8909.713527 + Penalty 1749.960895 = -7159.752632 nChanged 46 SP:Iteration 1F (2284.610373 sec): 3 clusters Score: Raw -9055.154294 + Penalty 1749.960895 = -7305.193398 nChanged 12 SP:Iteration 2F (2284.645639 sec): 3 clusters Score: Raw -9157.379979 + Penalty 1749.960895 = -7407.419083 nChanged 10 SP:Iteration 3Q (2284.691778 sec): 3 clusters Score: Raw -9198.416396 + Penalty 1749.960895 = -7448.455501 nChanged 8 SP:Iteration 4Q (2284.747171 sec): 3 clusters Score: Raw -9231.644718 + Penalty 1749.960895 = -7481.683823 nChanged 3 SP:Iteration 5Q (2284.792975 sec): 3 clusters Score: Raw -9254.531742 + Penalty 1749.960895 = -7504.570847 nChanged 2 SP:Iteration 6Q (2284.820693 sec): 3 clusters Score: Raw -9272.409585 + Penalty 1749.960895 = -7522.448690 nChanged 1 SP:Iteration 7Q (2284.872569 sec): 3 clusters Score: Raw -9276.609449 + Penalty 1749.960895 = -7526.648554 nChanged 1 SP:Iteration 8Q (2284.921556 sec): 3 clusters Score: Raw -9290.172050 + Penalty 1749.960895 = -7540.211155 nChanged 0 SP:Iteration 9F (2284.961534 sec): 3 clusters Score: Raw -9293.016083 + Penalty 1749.960895 = -7543.055187 nChanged 1 SP:Iteration 10Q (2284.997137 sec): 3 clusters Score: Raw -9308.975948 + Penalty 1749.960895 = -7559.015052 nChanged 1 SP:Iteration 11Q (2285.047843 sec): 3 clusters Score: Raw -9323.288507 + Penalty 1749.960895 = -7573.327612 nChanged 0 SP:Iteration 12F (2285.097663 sec): 3 clusters Score: Raw -9323.288507 + Penalty 1749.960895 = -7573.327612 nChanged 0 Trying to split cluster 5 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2285.111731 sec): 2 clusters Score: Raw -39479.394113 + Penalty 940.370824 = -38539.023288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2285.172744 sec): 3 clusters Score: Raw -39578.371861 + Penalty 1880.741649 = -37697.630212 nChanged 81 SP:Iteration 1F (2285.208769 sec): 3 clusters Score: Raw -39877.427667 + Penalty 1880.741649 = -37996.686018 nChanged 34 SP:Iteration 2F (2285.253179 sec): 3 clusters Score: Raw -40042.525576 + Penalty 1880.741649 = -38161.783927 nChanged 16 SP:Iteration 3Q (2285.299501 sec): 3 clusters Score: Raw -40098.647501 + Penalty 1880.741649 = -38217.905852 nChanged 2 SP:Iteration 4Q (2285.340621 sec): 3 clusters Score: Raw -40106.195549 + Penalty 1880.741649 = -38225.453900 nChanged 2 SP:Iteration 5Q (2285.385781 sec): 3 clusters Score: Raw -40110.531641 + Penalty 1880.741649 = -38229.789992 nChanged 1 SP:Iteration 6Q (2285.431482 sec): 3 clusters Score: Raw -40112.645045 + Penalty 1880.741649 = -38231.903396 nChanged 0 SP:Iteration 7F (2285.475843 sec): 3 clusters Score: Raw -40112.645045 + Penalty 1880.741649 = -38231.903396 nChanged 0 Trying to split cluster 6 (861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2285.509585 sec): 2 clusters Score: Raw -93644.063829 + Penalty 1098.190357 = -92545.873472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2285.547081 sec): 3 clusters Score: Raw -93434.719404 + Penalty 2196.380714 = -91238.338690 nChanged 276 SP:Iteration 1F (2285.582596 sec): 3 clusters Score: Raw -93791.982446 + Penalty 2196.380714 = -91595.601732 nChanged 84 SP:Iteration 2F (2285.620722 sec): 3 clusters Score: Raw -93972.872072 + Penalty 2196.380714 = -91776.491358 nChanged 57 SP:Iteration 3F (2285.669127 sec): 3 clusters Score: Raw -94078.050622 + Penalty 2196.380714 = -91881.669908 nChanged 36 SP:Iteration 4Q (2285.711896 sec): 3 clusters Score: Raw -94132.583375 + Penalty 2196.380714 = -91936.202661 nChanged 21 SP:Iteration 5Q (2285.748587 sec): 3 clusters Score: Raw -94174.494505 + Penalty 2196.380714 = -91978.113791 nChanged 23 SP:Iteration 6Q (2285.794513 sec): 3 clusters Score: Raw -94204.099274 + Penalty 2196.380714 = -92007.718560 nChanged 17 SP:Iteration 7Q (2285.837690 sec): 3 clusters Score: Raw -94220.097551 + Penalty 2196.380714 = -92023.716837 nChanged 12 SP:Iteration 8Q (2285.886675 sec): 3 clusters Score: Raw -94231.664813 + Penalty 2196.380714 = -92035.284100 nChanged 10 SP:Iteration 9Q (2285.925932 sec): 3 clusters Score: Raw -94241.399390 + Penalty 2196.380714 = -92045.018676 nChanged 9 SP:Iteration 10Q (2285.971773 sec): 3 clusters Score: Raw -94248.495148 + Penalty 2196.380714 = -92052.114434 nChanged 3 SP:Iteration 11Q (2286.028962 sec): 3 clusters Score: Raw -94250.996046 + Penalty 2196.380714 = -92054.615332 nChanged 2 SP:Iteration 12Q (2286.073252 sec): 3 clusters Score: Raw -94253.629387 + Penalty 2196.380714 = -92057.248673 nChanged 2 SP:Iteration 13Q (2286.124717 sec): 3 clusters Score: Raw -94254.738188 + Penalty 2196.380714 = -92058.357474 nChanged 0 SP:Iteration 14F (2286.158070 sec): 3 clusters Score: Raw -94254.738188 + Penalty 2196.380714 = -92058.357474 nChanged 0 Trying to split cluster 7 (728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2286.192252 sec): 2 clusters Score: Raw -97531.444490 + Penalty 1070.923920 = -96460.520570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2286.242518 sec): 3 clusters Score: Raw -97343.139435 + Penalty 2141.847841 = -95201.291595 nChanged 222 SP:Iteration 1F (2286.278856 sec): 3 clusters Score: Raw -97556.462591 + Penalty 2141.847841 = -95414.614751 nChanged 39 SP:Iteration 2F (2286.328012 sec): 3 clusters Score: Raw -97596.310580 + Penalty 2141.847841 = -95454.462739 nChanged 17 SP:Iteration 3Q (2286.377757 sec): 3 clusters Score: Raw -97619.549583 + Penalty 2141.847841 = -95477.701743 nChanged 18 SP:Iteration 4Q (2286.411803 sec): 3 clusters Score: Raw -97635.633450 + Penalty 2141.847841 = -95493.785609 nChanged 7 SP:Iteration 5Q (2286.458279 sec): 3 clusters Score: Raw -97639.708536 + Penalty 2141.847841 = -95497.860695 nChanged 4 SP:Iteration 6Q (2286.510511 sec): 3 clusters Score: Raw -97646.625060 + Penalty 2141.847841 = -95504.777219 nChanged 6 SP:Iteration 7Q (2286.562569 sec): 3 clusters Score: Raw -97656.081564 + Penalty 2141.847841 = -95514.233723 nChanged 6 SP:Iteration 8Q (2286.597542 sec): 3 clusters Score: Raw -97662.528699 + Penalty 2141.847841 = -95520.680858 nChanged 4 SP:Iteration 9Q (2286.642618 sec): 3 clusters Score: Raw -97664.998702 + Penalty 2141.847841 = -95523.150861 nChanged 3 SP:Iteration 10Q (2286.692477 sec): 3 clusters Score: Raw -97667.772987 + Penalty 2141.847841 = -95525.925147 nChanged 3 SP:Iteration 11Q (2286.739614 sec): 3 clusters Score: Raw -97671.011517 + Penalty 2141.847841 = -95529.163676 nChanged 3 SP:Iteration 12Q (2286.787412 sec): 3 clusters Score: Raw -97673.005646 + Penalty 2141.847841 = -95531.157805 nChanged 1 SP:Iteration 13Q (2286.826515 sec): 3 clusters Score: Raw -97673.699189 + Penalty 2141.847841 = -95531.851349 nChanged 0 SP:Iteration 14F (2286.880279 sec): 3 clusters Score: Raw -97673.699189 + Penalty 2141.847841 = -95531.851349 nChanged 0 Trying to split cluster 8 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2286.905687 sec): 2 clusters Score: Raw -18946.370887 + Penalty 866.566804 = -18079.804083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2286.954880 sec): 3 clusters Score: Raw -19170.088116 + Penalty 1733.133608 = -17436.954508 nChanged 58 SP:Iteration 1F (2286.989656 sec): 3 clusters Score: Raw -19412.439268 + Penalty 1733.133608 = -17679.305660 nChanged 18 SP:Iteration 2F (2287.033650 sec): 3 clusters Score: Raw -19522.688719 + Penalty 1733.133608 = -17789.555111 nChanged 9 SP:Iteration 3Q (2287.074730 sec): 3 clusters Score: Raw -19567.625242 + Penalty 1733.133608 = -17834.491634 nChanged 0 SP:Iteration 4F (2287.125675 sec): 3 clusters Score: Raw -19567.625242 + Penalty 1733.133608 = -17834.491634 nChanged 0 Trying to split cluster 9 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2287.145554 sec): 2 clusters Score: Raw -40483.603685 + Penalty 1025.361720 = -39458.241965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2287.190011 sec): 3 clusters Score: Raw -40467.669877 + Penalty 2050.723440 = -38416.946437 nChanged 141 SP:Iteration 1F (2287.230681 sec): 3 clusters Score: Raw -40682.547461 + Penalty 2050.723440 = -38631.824021 nChanged 53 SP:Iteration 2F (2287.276194 sec): 3 clusters Score: Raw -40792.056026 + Penalty 2050.723440 = -38741.332586 nChanged 33 SP:Iteration 3F (2287.321846 sec): 3 clusters Score: Raw -40862.959284 + Penalty 2050.723440 = -38812.235844 nChanged 17 SP:Iteration 4Q (2287.368156 sec): 3 clusters Score: Raw -40895.607491 + Penalty 2050.723440 = -38844.884051 nChanged 10 SP:Iteration 5Q (2287.418981 sec): 3 clusters Score: Raw -40910.998577 + Penalty 2050.723440 = -38860.275137 nChanged 4 SP:Iteration 6Q (2287.449170 sec): 3 clusters Score: Raw -40923.645911 + Penalty 2050.723440 = -38872.922471 nChanged 3 SP:Iteration 7Q (2287.494966 sec): 3 clusters Score: Raw -40930.699382 + Penalty 2050.723440 = -38879.975941 nChanged 3 SP:Iteration 8Q (2287.538817 sec): 3 clusters Score: Raw -40940.689911 + Penalty 2050.723440 = -38889.966471 nChanged 2 SP:Iteration 9Q (2287.585333 sec): 3 clusters Score: Raw -40946.782936 + Penalty 2050.723440 = -38896.059496 nChanged 3 SP:Iteration 10Q (2287.630100 sec): 3 clusters Score: Raw -40952.617752 + Penalty 2050.723440 = -38901.894312 nChanged 4 SP:Iteration 11Q (2287.676823 sec): 3 clusters Score: Raw -40962.551281 + Penalty 2050.723440 = -38911.827841 nChanged 4 SP:Iteration 12Q (2287.726829 sec): 3 clusters Score: Raw -40969.673208 + Penalty 2050.723440 = -38918.949767 nChanged 3 SP:Iteration 13Q (2287.769356 sec): 3 clusters Score: Raw -40972.528947 + Penalty 2050.723440 = -38921.805506 nChanged 0 SP:Iteration 14F (2287.821066 sec): 3 clusters Score: Raw -40972.528947 + Penalty 2050.723440 = -38921.805506 nChanged 0 Trying to split cluster 10 (9302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2287.859720 sec): 2 clusters Score: Raw -1304301.601129 + Penalty 1484.922515 = -1302816.678613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2287.916992 sec): 3 clusters Score: Raw -1299180.611426 + Penalty 2969.845031 = -1296210.766395 nChanged 3991 SP:Iteration 1F (2287.973588 sec): 3 clusters Score: Raw -1302039.221286 + Penalty 2969.845031 = -1299069.376255 nChanged 1006 SP:Iteration 2F (2288.026760 sec): 3 clusters Score: Raw -1303439.082187 + Penalty 2969.845031 = -1300469.237156 nChanged 1098 SP:Iteration 3F (2288.101929 sec): 3 clusters Score: Raw -1304598.252222 + Penalty 2969.845031 = -1301628.407191 nChanged 834 SP:Iteration 4F (2288.144783 sec): 3 clusters Score: Raw -1305317.593789 + Penalty 2969.845031 = -1302347.748758 nChanged 526 SP:Iteration 5F (2288.202736 sec): 3 clusters Score: Raw -1305682.869573 + Penalty 2969.845031 = -1302713.024542 nChanged 346 SP:Iteration 6Q (2288.260399 sec): 3 clusters Score: Raw -1305865.778033 + Penalty 2969.845031 = -1302895.933002 nChanged 185 SP:Iteration 7Q (2288.321097 sec): 3 clusters Score: Raw -1305942.489623 + Penalty 2969.845031 = -1302972.644592 nChanged 105 SP:Iteration 8Q (2288.378945 sec): 3 clusters Score: Raw -1305979.447721 + Penalty 2969.845031 = -1303009.602691 nChanged 66 SP:Iteration 9Q (2288.440279 sec): 3 clusters Score: Raw -1306000.019261 + Penalty 2969.845031 = -1303030.174230 nChanged 54 SP:Iteration 10Q (2288.496194 sec): 3 clusters Score: Raw -1306017.626221 + Penalty 2969.845031 = -1303047.781190 nChanged 40 SP:Iteration 11Q (2288.562016 sec): 3 clusters Score: Raw -1306028.978633 + Penalty 2969.845031 = -1303059.133603 nChanged 40 SP:Iteration 12Q (2288.630141 sec): 3 clusters Score: Raw -1306038.257885 + Penalty 2969.845031 = -1303068.412854 nChanged 21 SP:Iteration 13Q (2288.680927 sec): 3 clusters Score: Raw -1306042.969118 + Penalty 2969.845031 = -1303073.124088 nChanged 21 SP:Iteration 14Q (2288.739247 sec): 3 clusters Score: Raw -1306047.816564 + Penalty 2969.845031 = -1303077.971533 nChanged 14 SP:Iteration 15Q (2288.802250 sec): 3 clusters Score: Raw -1306050.556188 + Penalty 2969.845031 = -1303080.711157 nChanged 10 SP:Iteration 16Q (2288.865837 sec): 3 clusters Score: Raw -1306052.251565 + Penalty 2969.845031 = -1303082.406534 nChanged 7 SP:Iteration 17Q (2288.925908 sec): 3 clusters Score: Raw -1306052.892997 + Penalty 2969.845031 = -1303083.047967 nChanged 7 SP:Iteration 18Q (2288.988028 sec): 3 clusters Score: Raw -1306054.478525 + Penalty 2969.845031 = -1303084.633494 nChanged 7 SP:Iteration 19Q (2289.048731 sec): 3 clusters Score: Raw -1306056.071609 + Penalty 2969.845031 = -1303086.226578 nChanged 9 SP:Iteration 20F (2289.105271 sec): 3 clusters Score: Raw -1306057.402225 + Penalty 2969.845031 = -1303087.557194 nChanged 2 SP:Iteration 21Q (2289.160172 sec): 3 clusters Score: Raw -1306057.508150 + Penalty 2969.845031 = -1303087.663119 nChanged 3 SP:Iteration 22Q (2289.228417 sec): 3 clusters Score: Raw -1306058.084406 + Penalty 2969.845031 = -1303088.239376 nChanged 1 SP:Iteration 23Q (2289.286167 sec): 3 clusters Score: Raw -1306058.208739 + Penalty 2969.845031 = -1303088.363708 nChanged 3 SP:Iteration 24Q (2289.344855 sec): 3 clusters Score: Raw -1306059.057208 + Penalty 2969.845031 = -1303089.212178 nChanged 3 SP:Iteration 25Q (2289.406779 sec): 3 clusters Score: Raw -1306059.883022 + Penalty 2969.845031 = -1303090.037991 nChanged 4 SP:Iteration 26Q (2289.474374 sec): 3 clusters Score: Raw -1306060.692631 + Penalty 2969.845031 = -1303090.847600 nChanged 4 SP:Iteration 27Q (2289.537734 sec): 3 clusters Score: Raw -1306061.231527 + Penalty 2969.845031 = -1303091.386496 nChanged 6 SP:Iteration 28Q (2289.596212 sec): 3 clusters Score: Raw -1306062.626588 + Penalty 2969.845031 = -1303092.781557 nChanged 6 SP:Iteration 29Q (2289.652424 sec): 3 clusters Score: Raw -1306063.435001 + Penalty 2969.845031 = -1303093.589971 nChanged 4 SP:Iteration 30Q (2289.710377 sec): 3 clusters Score: Raw -1306064.010337 + Penalty 2969.845031 = -1303094.165306 nChanged 2 SP:Iteration 31Q (2289.763059 sec): 3 clusters Score: Raw -1306064.392161 + Penalty 2969.845031 = -1303094.547130 nChanged 1 SP:Iteration 32Q (2289.833881 sec): 3 clusters Score: Raw -1306064.488485 + Penalty 2969.845031 = -1303094.643455 nChanged 1 SP:Iteration 33Q (2289.877935 sec): 3 clusters Score: Raw -1306064.658623 + Penalty 2969.845031 = -1303094.813592 nChanged 0 SP:Iteration 34F (2289.945638 sec): 3 clusters Score: Raw -1306064.658623 + Penalty 2969.845031 = -1303094.813592 nChanged 0 Score: Raw -39990524.116946 + Penalty 71475.826351 = -39919048.290595 Splitting cluster 10 changes total score from -39919296.317656 to -39919048.290595 So it's not getting split. Trying to split cluster 11 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2296.415945 sec): 2 clusters Score: Raw -42903.633321 + Penalty 1008.240636 = -41895.392685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2296.465386 sec): 3 clusters Score: Raw -42889.363278 + Penalty 2016.481273 = -40872.882005 nChanged 133 SP:Iteration 1F (2296.514111 sec): 3 clusters Score: Raw -43165.867906 + Penalty 2016.481273 = -41149.386633 nChanged 44 SP:Iteration 2F (2296.558091 sec): 3 clusters Score: Raw -43318.536054 + Penalty 2016.481273 = -41302.054781 nChanged 28 SP:Iteration 3F (2296.603233 sec): 3 clusters Score: Raw -43453.712555 + Penalty 2016.481273 = -41437.231282 nChanged 20 SP:Iteration 4Q (2296.651383 sec): 3 clusters Score: Raw -43565.762246 + Penalty 2016.481273 = -41549.280973 nChanged 15 SP:Iteration 5Q (2296.687622 sec): 3 clusters Score: Raw -43626.838663 + Penalty 2016.481273 = -41610.357390 nChanged 15 SP:Iteration 6Q (2296.728690 sec): 3 clusters Score: Raw -43700.948696 + Penalty 2016.481273 = -41684.467424 nChanged 10 SP:Iteration 7Q (2296.768784 sec): 3 clusters Score: Raw -43746.810637 + Penalty 2016.481273 = -41730.329364 nChanged 4 SP:Iteration 8Q (2296.811852 sec): 3 clusters Score: Raw -43755.218781 + Penalty 2016.481273 = -41738.737508 nChanged 2 SP:Iteration 9Q (2296.844925 sec): 3 clusters Score: Raw -43769.394080 + Penalty 2016.481273 = -41752.912807 nChanged 3 SP:Iteration 10Q (2296.891821 sec): 3 clusters Score: Raw -43783.781884 + Penalty 2016.481273 = -41767.300611 nChanged 3 SP:Iteration 11Q (2296.936278 sec): 3 clusters Score: Raw -43793.454400 + Penalty 2016.481273 = -41776.973127 nChanged 0 SP:Iteration 12F (2296.977810 sec): 3 clusters Score: Raw -43793.454400 + Penalty 2016.481273 = -41776.973127 nChanged 0 Trying to split cluster 12 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2297.004943 sec): 2 clusters Score: Raw -89018.129948 + Penalty 1044.829415 = -87973.300533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2297.038883 sec): 3 clusters Score: Raw -88955.507968 + Penalty 2089.658830 = -86865.849138 nChanged 167 SP:Iteration 1F (2297.088063 sec): 3 clusters Score: Raw -89291.723180 + Penalty 2089.658830 = -87202.064350 nChanged 66 SP:Iteration 2F (2297.130294 sec): 3 clusters Score: Raw -89444.892923 + Penalty 2089.658830 = -87355.234092 nChanged 43 SP:Iteration 3F (2297.173168 sec): 3 clusters Score: Raw -89569.294586 + Penalty 2089.658830 = -87479.635756 nChanged 25 SP:Iteration 4Q (2297.212760 sec): 3 clusters Score: Raw -89635.754653 + Penalty 2089.658830 = -87546.095823 nChanged 22 SP:Iteration 5Q (2297.238023 sec): 3 clusters Score: Raw -89694.495221 + Penalty 2089.658830 = -87604.836390 nChanged 18 SP:Iteration 6Q (2297.282506 sec): 3 clusters Score: Raw -89730.559915 + Penalty 2089.658830 = -87640.901084 nChanged 11 SP:Iteration 7Q (2297.322756 sec): 3 clusters Score: Raw -89759.956956 + Penalty 2089.658830 = -87670.298125 nChanged 6 SP:Iteration 8Q (2297.362593 sec): 3 clusters Score: Raw -89782.877740 + Penalty 2089.658830 = -87693.218910 nChanged 8 SP:Iteration 9Q (2297.401039 sec): 3 clusters Score: Raw -89794.462891 + Penalty 2089.658830 = -87704.804060 nChanged 6 SP:Iteration 10Q (2297.444026 sec): 3 clusters Score: Raw -89815.219847 + Penalty 2089.658830 = -87725.561017 nChanged 7 SP:Iteration 11Q (2297.485200 sec): 3 clusters Score: Raw -89825.522076 + Penalty 2089.658830 = -87735.863246 nChanged 3 SP:Iteration 12Q (2297.517036 sec): 3 clusters Score: Raw -89837.524834 + Penalty 2089.658830 = -87747.866004 nChanged 2 SP:Iteration 13Q (2297.556858 sec): 3 clusters Score: Raw -89839.247784 + Penalty 2089.658830 = -87749.588954 nChanged 1 SP:Iteration 14Q (2297.598749 sec): 3 clusters Score: Raw -89840.296128 + Penalty 2089.658830 = -87750.637298 nChanged 1 SP:Iteration 15Q (2297.651802 sec): 3 clusters Score: Raw -89840.625395 + Penalty 2089.658830 = -87750.966564 nChanged 2 SP:Iteration 16Q (2297.688313 sec): 3 clusters Score: Raw -89843.426829 + Penalty 2089.658830 = -87753.767999 nChanged 3 SP:Iteration 17Q (2297.730828 sec): 3 clusters Score: Raw -89851.635500 + Penalty 2089.658830 = -87761.976669 nChanged 2 SP:Iteration 18Q (2297.771816 sec): 3 clusters Score: Raw -89852.773660 + Penalty 2089.658830 = -87763.114830 nChanged 2 SP:Iteration 19Q (2297.817310 sec): 3 clusters Score: Raw -89854.452003 + Penalty 2089.658830 = -87764.793172 nChanged 2 SP:Iteration 20F (2297.866362 sec): 3 clusters Score: Raw -89859.476053 + Penalty 2089.658830 = -87769.817222 nChanged 3 SP:Iteration 21Q (2297.902103 sec): 3 clusters Score: Raw -89865.933480 + Penalty 2089.658830 = -87776.274650 nChanged 2 SP:Iteration 22Q (2297.953409 sec): 3 clusters Score: Raw -89870.449110 + Penalty 2089.658830 = -87780.790280 nChanged 3 SP:Iteration 23Q (2297.997864 sec): 3 clusters Score: Raw -89878.033421 + Penalty 2089.658830 = -87788.374591 nChanged 3 SP:Iteration 24Q (2298.044959 sec): 3 clusters Score: Raw -89881.499136 + Penalty 2089.658830 = -87791.840305 nChanged 0 SP:Iteration 25F (2298.085883 sec): 3 clusters Score: Raw -89881.499136 + Penalty 2089.658830 = -87791.840305 nChanged 0 Trying to split cluster 13 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2298.109248 sec): 2 clusters Score: Raw -43983.774497 + Penalty 956.942668 = -43026.831829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2298.162719 sec): 3 clusters Score: Raw -44056.745996 + Penalty 1913.885336 = -42142.860660 nChanged 76 SP:Iteration 1F (2298.202254 sec): 3 clusters Score: Raw -44231.551895 + Penalty 1913.885336 = -42317.666559 nChanged 27 SP:Iteration 2F (2298.250210 sec): 3 clusters Score: Raw -44288.619298 + Penalty 1913.885336 = -42374.733962 nChanged 12 SP:Iteration 3Q (2298.295197 sec): 3 clusters Score: Raw -44326.154090 + Penalty 1913.885336 = -42412.268754 nChanged 6 SP:Iteration 4Q (2298.346051 sec): 3 clusters Score: Raw -44353.256314 + Penalty 1913.885336 = -42439.370978 nChanged 8 SP:Iteration 5Q (2298.382732 sec): 3 clusters Score: Raw -44392.360303 + Penalty 1913.885336 = -42478.474967 nChanged 5 SP:Iteration 6Q (2298.427061 sec): 3 clusters Score: Raw -44404.217871 + Penalty 1913.885336 = -42490.332535 nChanged 1 SP:Iteration 7Q (2298.461368 sec): 3 clusters Score: Raw -44407.644470 + Penalty 1913.885336 = -42493.759133 nChanged 1 SP:Iteration 8Q (2298.507887 sec): 3 clusters Score: Raw -44408.634228 + Penalty 1913.885336 = -42494.748892 nChanged 1 SP:Iteration 9Q (2298.555242 sec): 3 clusters Score: Raw -44409.754517 + Penalty 1913.885336 = -42495.869181 nChanged 0 SP:Iteration 10F (2298.608897 sec): 3 clusters Score: Raw -44409.754517 + Penalty 1913.885336 = -42495.869181 nChanged 0 Trying to split cluster 14 (62928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2298.713579 sec): 2 clusters Score: Raw -9132977.077883 + Penalty 1795.583805 = -9131181.494078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2298.858440 sec): 3 clusters Score: Raw -9092570.646715 + Penalty 3591.167611 = -9088979.479104 nChanged 29812 SP:Iteration 1F (2299.003466 sec): 3 clusters Score: Raw -9110284.175080 + Penalty 3591.167611 = -9106693.007469 nChanged 3006 SP:Iteration 2Q (2299.154567 sec): 3 clusters Score: Raw -9111429.599282 + Penalty 3591.167611 = -9107838.431671 nChanged 3198 SP:Iteration 3F (2299.301611 sec): 3 clusters Score: Raw -9112838.568866 + Penalty 3591.167611 = -9109247.401255 nChanged 3520 SP:Iteration 4F (2299.457982 sec): 3 clusters Score: Raw -9114677.215906 + Penalty 3591.167611 = -9111086.048296 nChanged 3861 SP:Iteration 5F (2299.600194 sec): 3 clusters Score: Raw -9116891.341525 + Penalty 3591.167611 = -9113300.173914 nChanged 3953 SP:Iteration 6F (2299.746629 sec): 3 clusters Score: Raw -9119322.531103 + Penalty 3591.167611 = -9115731.363492 nChanged 3802 SP:Iteration 7F (2299.898137 sec): 3 clusters Score: Raw -9121851.135132 + Penalty 3591.167611 = -9118259.967521 nChanged 3346 SP:Iteration 8F (2300.043916 sec): 3 clusters Score: Raw -9124248.068874 + Penalty 3591.167611 = -9120656.901263 nChanged 2707 SP:Iteration 9Q (2300.190012 sec): 3 clusters Score: Raw -9126005.750278 + Penalty 3591.167611 = -9122414.582667 nChanged 1955 SP:Iteration 10Q (2300.342879 sec): 3 clusters Score: Raw -9126934.893132 + Penalty 3591.167611 = -9123343.725521 nChanged 1449 SP:Iteration 11Q (2300.493166 sec): 3 clusters Score: Raw -9127465.974984 + Penalty 3591.167611 = -9123874.807374 nChanged 1079 SP:Iteration 12Q (2300.635344 sec): 3 clusters Score: Raw -9127798.066873 + Penalty 3591.167611 = -9124206.899262 nChanged 903 SP:Iteration 13Q (2300.783014 sec): 3 clusters Score: Raw -9128040.132266 + Penalty 3591.167611 = -9124448.964655 nChanged 842 SP:Iteration 14Q (2300.919897 sec): 3 clusters Score: Raw -9128261.231057 + Penalty 3591.167611 = -9124670.063446 nChanged 884 SP:Iteration 15Q (2301.052621 sec): 3 clusters Score: Raw -9128505.668679 + Penalty 3591.167611 = -9124914.501068 nChanged 883 SP:Iteration 16Q (2301.180347 sec): 3 clusters Score: Raw -9128751.683460 + Penalty 3591.167611 = -9125160.515849 nChanged 905 SP:Iteration 17Q (2301.328441 sec): 3 clusters Score: Raw -9129011.878665 + Penalty 3591.167611 = -9125420.711054 nChanged 922 SP:Iteration 18Q (2301.458915 sec): 3 clusters Score: Raw -9129279.460293 + Penalty 3591.167611 = -9125688.292683 nChanged 898 SP:Iteration 19Q (2301.610269 sec): 3 clusters Score: Raw -9129556.469667 + Penalty 3591.167611 = -9125965.302056 nChanged 965 SP:Iteration 20F (2301.757371 sec): 3 clusters Score: Raw -9129879.987576 + Penalty 3591.167611 = -9126288.819965 nChanged 928 SP:Iteration 21Q (2301.894815 sec): 3 clusters Score: Raw -9130200.747720 + Penalty 3591.167611 = -9126609.580109 nChanged 911 SP:Iteration 22Q (2302.038759 sec): 3 clusters Score: Raw -9130537.223280 + Penalty 3591.167611 = -9126946.055669 nChanged 891 SP:Iteration 23Q (2302.176410 sec): 3 clusters Score: Raw -9130872.602860 + Penalty 3591.167611 = -9127281.435250 nChanged 851 SP:Iteration 24Q (2302.315511 sec): 3 clusters Score: Raw -9131196.747862 + Penalty 3591.167611 = -9127605.580252 nChanged 754 SP:Iteration 25Q (2302.450624 sec): 3 clusters Score: Raw -9131487.914297 + Penalty 3591.167611 = -9127896.746686 nChanged 677 SP:Iteration 26Q (2302.584845 sec): 3 clusters Score: Raw -9131757.881372 + Penalty 3591.167611 = -9128166.713761 nChanged 599 SP:Iteration 27Q (2302.701889 sec): 3 clusters Score: Raw -9131993.920599 + Penalty 3591.167611 = -9128402.752988 nChanged 561 SP:Iteration 28Q (2302.843833 sec): 3 clusters Score: Raw -9132211.314251 + Penalty 3591.167611 = -9128620.146640 nChanged 470 SP:Iteration 29Q (2302.974805 sec): 3 clusters Score: Raw -9132386.648302 + Penalty 3591.167611 = -9128795.480691 nChanged 422 SP:Iteration 30Q (2303.121447 sec): 3 clusters Score: Raw -9132533.461507 + Penalty 3591.167611 = -9128942.293896 nChanged 345 SP:Iteration 31Q (2303.239864 sec): 3 clusters Score: Raw -9132658.444343 + Penalty 3591.167611 = -9129067.276732 nChanged 318 SP:Iteration 32Q (2303.382536 sec): 3 clusters Score: Raw -9132774.435024 + Penalty 3591.167611 = -9129183.267413 nChanged 260 SP:Iteration 33Q (2303.506564 sec): 3 clusters Score: Raw -9132865.423016 + Penalty 3591.167611 = -9129274.255405 nChanged 239 SP:Iteration 34Q (2303.641197 sec): 3 clusters Score: Raw -9132958.581088 + Penalty 3591.167611 = -9129367.413478 nChanged 236 SP:Iteration 35Q (2303.771146 sec): 3 clusters Score: Raw -9133052.050209 + Penalty 3591.167611 = -9129460.882599 nChanged 191 SP:Iteration 36Q (2303.900877 sec): 3 clusters Score: Raw -9133121.630718 + Penalty 3591.167611 = -9129530.463107 nChanged 163 SP:Iteration 37Q (2304.025634 sec): 3 clusters Score: Raw -9133178.065077 + Penalty 3591.167611 = -9129586.897466 nChanged 144 SP:Iteration 38Q (2304.151785 sec): 3 clusters Score: Raw -9133232.258102 + Penalty 3591.167611 = -9129641.090492 nChanged 120 SP:Iteration 39Q (2304.275605 sec): 3 clusters Score: Raw -9133275.096170 + Penalty 3591.167611 = -9129683.928559 nChanged 122 SP:Iteration 40F (2304.419999 sec): 3 clusters Score: Raw -9133316.575279 + Penalty 3591.167611 = -9129725.407668 nChanged 88 SP:Iteration 41Q (2304.546306 sec): 3 clusters Score: Raw -9133348.258083 + Penalty 3591.167611 = -9129757.090472 nChanged 85 SP:Iteration 42Q (2304.674757 sec): 3 clusters Score: Raw -9133376.997300 + Penalty 3591.167611 = -9129785.829690 nChanged 69 SP:Iteration 43Q (2304.805021 sec): 3 clusters Score: Raw -9133396.204665 + Penalty 3591.167611 = -9129805.037054 nChanged 48 SP:Iteration 44Q (2304.930310 sec): 3 clusters Score: Raw -9133407.314109 + Penalty 3591.167611 = -9129816.146498 nChanged 28 SP:Iteration 45Q (2305.058849 sec): 3 clusters Score: Raw -9133413.415968 + Penalty 3591.167611 = -9129822.248357 nChanged 29 SP:Iteration 46Q (2305.191701 sec): 3 clusters Score: Raw -9133419.947165 + Penalty 3591.167611 = -9129828.779554 nChanged 30 SP:Iteration 47Q (2305.326703 sec): 3 clusters Score: Raw -9133426.897413 + Penalty 3591.167611 = -9129835.729802 nChanged 32 SP:Iteration 48Q (2305.449957 sec): 3 clusters Score: Raw -9133434.418852 + Penalty 3591.167611 = -9129843.251242 nChanged 27 SP:Iteration 49Q (2305.571038 sec): 3 clusters Score: Raw -9133441.191164 + Penalty 3591.167611 = -9129850.023553 nChanged 33 SP:Iteration 50Q (2305.688668 sec): 3 clusters Score: Raw -9133449.009373 + Penalty 3591.167611 = -9129857.841762 nChanged 23 SP:Iteration 51Q (2305.818356 sec): 3 clusters Score: Raw -9133452.658291 + Penalty 3591.167611 = -9129861.490681 nChanged 17 SP:Iteration 52Q (2305.939728 sec): 3 clusters Score: Raw -9133456.342129 + Penalty 3591.167611 = -9129865.174519 nChanged 18 SP:Iteration 53Q (2306.065277 sec): 3 clusters Score: Raw -9133460.399446 + Penalty 3591.167611 = -9129869.231835 nChanged 20 SP:Iteration 54Q (2306.182812 sec): 3 clusters Score: Raw -9133465.178726 + Penalty 3591.167611 = -9129874.011115 nChanged 17 SP:Iteration 55Q (2306.308449 sec): 3 clusters Score: Raw -9133469.110984 + Penalty 3591.167611 = -9129877.943373 nChanged 18 SP:Iteration 56Q (2306.438867 sec): 3 clusters Score: Raw -9133473.532911 + Penalty 3591.167611 = -9129882.365300 nChanged 14 SP:Iteration 57Q (2306.566164 sec): 3 clusters Score: Raw -9133476.741751 + Penalty 3591.167611 = -9129885.574140 nChanged 8 SP:Iteration 58Q (2306.699198 sec): 3 clusters Score: Raw -9133478.383259 + Penalty 3591.167611 = -9129887.215648 nChanged 8 SP:Iteration 59Q (2306.829338 sec): 3 clusters Score: Raw -9133480.240112 + Penalty 3591.167611 = -9129889.072502 nChanged 4 SP:Iteration 60F (2306.961857 sec): 3 clusters Score: Raw -9133481.748714 + Penalty 3591.167611 = -9129890.581103 nChanged 9 SP:Iteration 61Q (2307.091969 sec): 3 clusters Score: Raw -9133484.510852 + Penalty 3591.167611 = -9129893.343241 nChanged 8 SP:Iteration 62Q (2307.211312 sec): 3 clusters Score: Raw -9133486.092957 + Penalty 3591.167611 = -9129894.925346 nChanged 8 SP:Iteration 63Q (2307.333466 sec): 3 clusters Score: Raw -9133487.556376 + Penalty 3591.167611 = -9129896.388765 nChanged 5 SP:Iteration 64Q (2307.447483 sec): 3 clusters Score: Raw -9133488.657674 + Penalty 3591.167611 = -9129897.490063 nChanged 4 SP:Iteration 65Q (2307.580765 sec): 3 clusters Score: Raw -9133489.158149 + Penalty 3591.167611 = -9129897.990538 nChanged 3 SP:Iteration 66Q (2307.692101 sec): 3 clusters Score: Raw -9133489.672451 + Penalty 3591.167611 = -9129898.504840 nChanged 5 SP:Iteration 67Q (2307.820856 sec): 3 clusters Score: Raw -9133490.259493 + Penalty 3591.167611 = -9129899.091882 nChanged 4 SP:Iteration 68Q (2307.948573 sec): 3 clusters Score: Raw -9133490.881260 + Penalty 3591.167611 = -9129899.713649 nChanged 4 SP:Iteration 69Q (2308.072896 sec): 3 clusters Score: Raw -9133491.789368 + Penalty 3591.167611 = -9129900.621757 nChanged 4 SP:Iteration 70Q (2308.210723 sec): 3 clusters Score: Raw -9133492.587679 + Penalty 3591.167611 = -9129901.420068 nChanged 4 SP:Iteration 71Q (2308.330212 sec): 3 clusters Score: Raw -9133493.317173 + Penalty 3591.167611 = -9129902.149563 nChanged 2 SP:Iteration 72Q (2308.458537 sec): 3 clusters Score: Raw -9133493.540876 + Penalty 3591.167611 = -9129902.373265 nChanged 2 SP:Iteration 73Q (2308.588727 sec): 3 clusters Score: Raw -9133493.926843 + Penalty 3591.167611 = -9129902.759233 nChanged 1 SP:Iteration 74Q (2308.720227 sec): 3 clusters Score: Raw -9133493.981892 + Penalty 3591.167611 = -9129902.814281 nChanged 2 SP:Iteration 75Q (2308.844093 sec): 3 clusters Score: Raw -9133494.198354 + Penalty 3591.167611 = -9129903.030743 nChanged 0 SP:Iteration 76F (2308.988620 sec): 3 clusters Score: Raw -9133494.198354 + Penalty 3591.167611 = -9129903.030743 nChanged 0 Trying to split cluster 15 (61639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2309.070216 sec): 2 clusters Score: Raw -8879965.419648 + Penalty 1792.220636 = -8878173.199013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2309.211494 sec): 3 clusters Score: Raw -8840550.675366 + Penalty 3584.441271 = -8836966.234094 nChanged 29117 SP:Iteration 1F (2309.353766 sec): 3 clusters Score: Raw -8857804.889602 + Penalty 3584.441271 = -8854220.448331 nChanged 3136 SP:Iteration 2F (2309.495786 sec): 3 clusters Score: Raw -8859757.614160 + Penalty 3584.441271 = -8856173.172888 nChanged 3997 SP:Iteration 3F (2309.654919 sec): 3 clusters Score: Raw -8862560.506834 + Penalty 3584.441271 = -8858976.065562 nChanged 4572 SP:Iteration 4F (2309.795460 sec): 3 clusters Score: Raw -8865957.936285 + Penalty 3584.441271 = -8862373.495013 nChanged 5016 SP:Iteration 5F (2309.939699 sec): 3 clusters Score: Raw -8870043.068051 + Penalty 3584.441271 = -8866458.626780 nChanged 4762 SP:Iteration 6F (2310.079699 sec): 3 clusters Score: Raw -8873899.375921 + Penalty 3584.441271 = -8870314.934650 nChanged 3927 SP:Iteration 7F (2310.233757 sec): 3 clusters Score: Raw -8877106.843796 + Penalty 3584.441271 = -8873522.402524 nChanged 2895 SP:Iteration 8Q (2310.380447 sec): 3 clusters Score: Raw -8879481.513003 + Penalty 3584.441271 = -8875897.071732 nChanged 2128 SP:Iteration 9Q (2310.531517 sec): 3 clusters Score: Raw -8881210.741283 + Penalty 3584.441271 = -8877626.300012 nChanged 1564 SP:Iteration 10Q (2310.674309 sec): 3 clusters Score: Raw -8882425.899745 + Penalty 3584.441271 = -8878841.458474 nChanged 1192 SP:Iteration 11Q (2310.806822 sec): 3 clusters Score: Raw -8883231.150018 + Penalty 3584.441271 = -8879646.708747 nChanged 905 SP:Iteration 12Q (2310.951143 sec): 3 clusters Score: Raw -8883768.069355 + Penalty 3584.441271 = -8880183.628083 nChanged 717 SP:Iteration 13Q (2311.086326 sec): 3 clusters Score: Raw -8884133.135698 + Penalty 3584.441271 = -8880548.694427 nChanged 564 SP:Iteration 14Q (2311.210960 sec): 3 clusters Score: Raw -8884368.819844 + Penalty 3584.441271 = -8880784.378572 nChanged 431 SP:Iteration 15Q (2311.347793 sec): 3 clusters Score: Raw -8884512.725784 + Penalty 3584.441271 = -8880928.284513 nChanged 356 SP:Iteration 16Q (2311.487499 sec): 3 clusters Score: Raw -8884620.191223 + Penalty 3584.441271 = -8881035.749952 nChanged 299 SP:Iteration 17Q (2311.622720 sec): 3 clusters Score: Raw -8884700.285324 + Penalty 3584.441271 = -8881115.844053 nChanged 272 SP:Iteration 18Q (2311.762193 sec): 3 clusters Score: Raw -8884761.167086 + Penalty 3584.441271 = -8881176.725814 nChanged 209 SP:Iteration 19Q (2311.886088 sec): 3 clusters Score: Raw -8884801.107612 + Penalty 3584.441271 = -8881216.666341 nChanged 175 SP:Iteration 20F (2312.036486 sec): 3 clusters Score: Raw -8884832.355905 + Penalty 3584.441271 = -8881247.914633 nChanged 152 SP:Iteration 21Q (2312.170205 sec): 3 clusters Score: Raw -8884858.673956 + Penalty 3584.441271 = -8881274.232684 nChanged 137 SP:Iteration 22Q (2312.306449 sec): 3 clusters Score: Raw -8884876.281133 + Penalty 3584.441271 = -8881291.839861 nChanged 100 SP:Iteration 23Q (2312.439122 sec): 3 clusters Score: Raw -8884888.274812 + Penalty 3584.441271 = -8881303.833540 nChanged 90 SP:Iteration 24Q (2312.570567 sec): 3 clusters Score: Raw -8884896.047659 + Penalty 3584.441271 = -8881311.606388 nChanged 67 SP:Iteration 25Q (2312.696446 sec): 3 clusters Score: Raw -8884900.830866 + Penalty 3584.441271 = -8881316.389594 nChanged 48 SP:Iteration 26Q (2312.829099 sec): 3 clusters Score: Raw -8884904.888228 + Penalty 3584.441271 = -8881320.446957 nChanged 48 SP:Iteration 27Q (2312.958464 sec): 3 clusters Score: Raw -8884908.053588 + Penalty 3584.441271 = -8881323.612317 nChanged 40 SP:Iteration 28Q (2313.081820 sec): 3 clusters Score: Raw -8884911.087895 + Penalty 3584.441271 = -8881326.646624 nChanged 36 SP:Iteration 29Q (2313.211796 sec): 3 clusters Score: Raw -8884913.408668 + Penalty 3584.441271 = -8881328.967397 nChanged 41 SP:Iteration 30Q (2313.340533 sec): 3 clusters Score: Raw -8884916.115162 + Penalty 3584.441271 = -8881331.673891 nChanged 31 SP:Iteration 31Q (2313.469502 sec): 3 clusters Score: Raw -8884917.977995 + Penalty 3584.441271 = -8881333.536723 nChanged 25 SP:Iteration 32Q (2313.597605 sec): 3 clusters Score: Raw -8884919.417790 + Penalty 3584.441271 = -8881334.976519 nChanged 25 SP:Iteration 33Q (2313.725995 sec): 3 clusters Score: Raw -8884921.266015 + Penalty 3584.441271 = -8881336.824743 nChanged 23 SP:Iteration 34Q (2313.861537 sec): 3 clusters Score: Raw -8884922.833089 + Penalty 3584.441271 = -8881338.391817 nChanged 31 SP:Iteration 35Q (2313.988258 sec): 3 clusters Score: Raw -8884924.709653 + Penalty 3584.441271 = -8881340.268382 nChanged 20 SP:Iteration 36Q (2314.133518 sec): 3 clusters Score: Raw -8884925.727436 + Penalty 3584.441271 = -8881341.286165 nChanged 21 SP:Iteration 37Q (2314.259713 sec): 3 clusters Score: Raw -8884926.924935 + Penalty 3584.441271 = -8881342.483663 nChanged 18 SP:Iteration 38Q (2314.390753 sec): 3 clusters Score: Raw -8884927.719604 + Penalty 3584.441271 = -8881343.278333 nChanged 12 SP:Iteration 39Q (2314.522471 sec): 3 clusters Score: Raw -8884928.349423 + Penalty 3584.441271 = -8881343.908151 nChanged 6 SP:Iteration 40F (2314.678285 sec): 3 clusters Score: Raw -8884928.565687 + Penalty 3584.441271 = -8881344.124415 nChanged 4 SP:Iteration 41Q (2314.811803 sec): 3 clusters Score: Raw -8884928.668620 + Penalty 3584.441271 = -8881344.227349 nChanged 2 SP:Iteration 42Q (2314.948579 sec): 3 clusters Score: Raw -8884928.776626 + Penalty 3584.441271 = -8881344.335354 nChanged 1 SP:Iteration 43Q (2315.075668 sec): 3 clusters Score: Raw -8884928.797533 + Penalty 3584.441271 = -8881344.356262 nChanged 0 SP:Iteration 44F (2315.219918 sec): 3 clusters Score: Raw -8884928.797533 + Penalty 3584.441271 = -8881344.356262 nChanged 0 Score: Raw -39993724.437337 + Penalty 71475.826351 = -39922248.610985 Splitting cluster 15 changes total score from -39919296.317656 to -39922248.610985 So it's getting split into cluster 24. Trying to split cluster 16 (765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2321.654248 sec): 2 clusters Score: Raw -98954.878284 + Penalty 1078.979823 = -97875.898461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2321.691965 sec): 3 clusters Score: Raw -98842.062870 + Penalty 2157.959646 = -96684.103224 nChanged 219 SP:Iteration 1F (2321.744634 sec): 3 clusters Score: Raw -99110.535520 + Penalty 2157.959646 = -96952.575874 nChanged 57 SP:Iteration 2F (2321.787182 sec): 3 clusters Score: Raw -99223.067041 + Penalty 2157.959646 = -97065.107395 nChanged 48 SP:Iteration 3F (2321.849064 sec): 3 clusters Score: Raw -99318.217688 + Penalty 2157.959646 = -97160.258042 nChanged 37 SP:Iteration 4Q (2321.886568 sec): 3 clusters Score: Raw -99373.978474 + Penalty 2157.959646 = -97216.018828 nChanged 17 SP:Iteration 5Q (2321.944802 sec): 3 clusters Score: Raw -99423.376347 + Penalty 2157.959646 = -97265.416701 nChanged 22 SP:Iteration 6Q (2321.991665 sec): 3 clusters Score: Raw -99477.777520 + Penalty 2157.959646 = -97319.817874 nChanged 19 SP:Iteration 7Q (2322.031229 sec): 3 clusters Score: Raw -99514.576161 + Penalty 2157.959646 = -97356.616515 nChanged 13 SP:Iteration 8Q (2322.086168 sec): 3 clusters Score: Raw -99540.057231 + Penalty 2157.959646 = -97382.097585 nChanged 10 SP:Iteration 9Q (2322.132066 sec): 3 clusters Score: Raw -99565.073422 + Penalty 2157.959646 = -97407.113776 nChanged 6 SP:Iteration 10Q (2322.180632 sec): 3 clusters Score: Raw -99576.545366 + Penalty 2157.959646 = -97418.585720 nChanged 7 SP:Iteration 11Q (2322.223001 sec): 3 clusters Score: Raw -99584.165967 + Penalty 2157.959646 = -97426.206321 nChanged 4 SP:Iteration 12Q (2322.259609 sec): 3 clusters Score: Raw -99595.789650 + Penalty 2157.959646 = -97437.830004 nChanged 6 SP:Iteration 13Q (2322.314665 sec): 3 clusters Score: Raw -99602.662252 + Penalty 2157.959646 = -97444.702606 nChanged 2 SP:Iteration 14Q (2322.359468 sec): 3 clusters Score: Raw -99606.419924 + Penalty 2157.959646 = -97448.460278 nChanged 5 SP:Iteration 15Q (2322.400251 sec): 3 clusters Score: Raw -99613.984634 + Penalty 2157.959646 = -97456.024988 nChanged 3 SP:Iteration 16Q (2322.448927 sec): 3 clusters Score: Raw -99620.170747 + Penalty 2157.959646 = -97462.211101 nChanged 5 SP:Iteration 17Q (2322.490907 sec): 3 clusters Score: Raw -99630.394036 + Penalty 2157.959646 = -97472.434390 nChanged 3 SP:Iteration 18Q (2322.518960 sec): 3 clusters Score: Raw -99633.560972 + Penalty 2157.959646 = -97475.601326 nChanged 1 SP:Iteration 19Q (2322.560236 sec): 3 clusters Score: Raw -99635.397164 + Penalty 2157.959646 = -97477.437518 nChanged 0 SP:Iteration 20F (2322.616294 sec): 3 clusters Score: Raw -99635.397164 + Penalty 2157.959646 = -97477.437518 nChanged 0 Trying to split cluster 17 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2322.638299 sec): 2 clusters Score: Raw -31206.440672 + Penalty 947.203663 = -30259.237009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2322.675268 sec): 3 clusters Score: Raw -31258.915795 + Penalty 1894.407326 = -29364.508470 nChanged 79 SP:Iteration 1F (2322.726569 sec): 3 clusters Score: Raw -31432.112239 + Penalty 1894.407326 = -29537.704914 nChanged 26 SP:Iteration 2F (2322.774880 sec): 3 clusters Score: Raw -31503.815253 + Penalty 1894.407326 = -29609.407927 nChanged 10 SP:Iteration 3Q (2322.813736 sec): 3 clusters Score: Raw -31524.517503 + Penalty 1894.407326 = -29630.110177 nChanged 7 SP:Iteration 4Q (2322.862661 sec): 3 clusters Score: Raw -31538.116356 + Penalty 1894.407326 = -29643.709031 nChanged 4 SP:Iteration 5Q (2322.899384 sec): 3 clusters Score: Raw -31549.264219 + Penalty 1894.407326 = -29654.856894 nChanged 3 SP:Iteration 6Q (2322.954636 sec): 3 clusters Score: Raw -31550.569373 + Penalty 1894.407326 = -29656.162047 nChanged 1 SP:Iteration 7Q (2322.987857 sec): 3 clusters Score: Raw -31551.228276 + Penalty 1894.407326 = -29656.820950 nChanged 2 SP:Iteration 8Q (2323.043936 sec): 3 clusters Score: Raw -31568.959905 + Penalty 1894.407326 = -29674.552579 nChanged 4 SP:Iteration 9Q (2323.081593 sec): 3 clusters Score: Raw -31576.424615 + Penalty 1894.407326 = -29682.017289 nChanged 0 SP:Iteration 10F (2323.125732 sec): 3 clusters Score: Raw -31576.424615 + Penalty 1894.407326 = -29682.017289 nChanged 0 Trying to split cluster 18 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2323.150441 sec): 2 clusters Score: Raw -48091.277659 + Penalty 942.844236 = -47148.433423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2323.186793 sec): 3 clusters Score: Raw -48150.342462 + Penalty 1885.688472 = -46264.653990 nChanged 57 SP:Iteration 1F (2323.232971 sec): 3 clusters Score: Raw -48261.793417 + Penalty 1885.688472 = -46376.104945 nChanged 17 SP:Iteration 2F (2323.270021 sec): 3 clusters Score: Raw -48290.409135 + Penalty 1885.688472 = -46404.720663 nChanged 3 SP:Iteration 3Q (2323.321378 sec): 3 clusters Score: Raw -48295.584388 + Penalty 1885.688472 = -46409.895916 nChanged 0 SP:Iteration 4F (2323.356279 sec): 3 clusters Score: Raw -48295.584388 + Penalty 1885.688472 = -46409.895916 nChanged 0 Trying to split cluster 19 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2323.377407 sec): 2 clusters Score: Raw -48509.622084 + Penalty 998.081078 = -47511.541006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2323.434450 sec): 3 clusters Score: Raw -48520.320281 + Penalty 1996.162157 = -46524.158124 nChanged 127 SP:Iteration 1F (2323.469371 sec): 3 clusters Score: Raw -48765.933800 + Penalty 1996.162157 = -46769.771644 nChanged 39 SP:Iteration 2F (2323.515007 sec): 3 clusters Score: Raw -48887.655430 + Penalty 1996.162157 = -46891.493273 nChanged 25 SP:Iteration 3F (2323.560743 sec): 3 clusters Score: Raw -48933.984176 + Penalty 1996.162157 = -46937.822019 nChanged 12 SP:Iteration 4Q (2323.605371 sec): 3 clusters Score: Raw -48974.593452 + Penalty 1996.162157 = -46978.431295 nChanged 15 SP:Iteration 5Q (2323.644288 sec): 3 clusters Score: Raw -49018.953018 + Penalty 1996.162157 = -47022.790861 nChanged 14 SP:Iteration 6Q (2323.682152 sec): 3 clusters Score: Raw -49040.745825 + Penalty 1996.162157 = -47044.583668 nChanged 5 SP:Iteration 7Q (2323.713763 sec): 3 clusters Score: Raw -49054.223573 + Penalty 1996.162157 = -47058.061416 nChanged 2 SP:Iteration 8Q (2323.756661 sec): 3 clusters Score: Raw -49058.169688 + Penalty 1996.162157 = -47062.007531 nChanged 1 SP:Iteration 9Q (2323.801316 sec): 3 clusters Score: Raw -49060.945445 + Penalty 1996.162157 = -47064.783288 nChanged 0 SP:Iteration 10F (2323.853063 sec): 3 clusters Score: Raw -49060.945445 + Penalty 1996.162157 = -47064.783288 nChanged 0 Trying to split cluster 20 (1376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2323.878249 sec): 2 clusters Score: Raw -182696.901347 + Penalty 1174.377103 = -181522.524244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2323.927495 sec): 3 clusters Score: Raw -182218.602183 + Penalty 2348.754206 = -179869.847977 nChanged 465 SP:Iteration 1F (2323.964024 sec): 3 clusters Score: Raw -182611.389719 + Penalty 2348.754206 = -180262.635513 nChanged 125 SP:Iteration 2F (2324.011062 sec): 3 clusters Score: Raw -182773.311127 + Penalty 2348.754206 = -180424.556921 nChanged 82 SP:Iteration 3F (2324.055561 sec): 3 clusters Score: Raw -182894.582354 + Penalty 2348.754206 = -180545.828148 nChanged 77 SP:Iteration 4F (2324.097072 sec): 3 clusters Score: Raw -182997.850466 + Penalty 2348.754206 = -180649.096260 nChanged 55 SP:Iteration 5Q (2324.149110 sec): 3 clusters Score: Raw -183057.259979 + Penalty 2348.754206 = -180708.505773 nChanged 39 SP:Iteration 6Q (2324.199821 sec): 3 clusters Score: Raw -183104.638161 + Penalty 2348.754206 = -180755.883955 nChanged 30 SP:Iteration 7Q (2324.248843 sec): 3 clusters Score: Raw -183145.220506 + Penalty 2348.754206 = -180796.466300 nChanged 23 SP:Iteration 8Q (2324.285410 sec): 3 clusters Score: Raw -183178.153802 + Penalty 2348.754206 = -180829.399596 nChanged 23 SP:Iteration 9Q (2324.330167 sec): 3 clusters Score: Raw -183209.199022 + Penalty 2348.754206 = -180860.444816 nChanged 20 SP:Iteration 10Q (2324.366173 sec): 3 clusters Score: Raw -183228.132628 + Penalty 2348.754206 = -180879.378422 nChanged 16 SP:Iteration 11Q (2324.412370 sec): 3 clusters Score: Raw -183244.446331 + Penalty 2348.754206 = -180895.692125 nChanged 19 SP:Iteration 12Q (2324.457277 sec): 3 clusters Score: Raw -183265.760096 + Penalty 2348.754206 = -180917.005890 nChanged 16 SP:Iteration 13Q (2324.503063 sec): 3 clusters Score: Raw -183281.165835 + Penalty 2348.754206 = -180932.411629 nChanged 9 SP:Iteration 14Q (2324.551015 sec): 3 clusters Score: Raw -183287.973408 + Penalty 2348.754206 = -180939.219202 nChanged 13 SP:Iteration 15Q (2324.596970 sec): 3 clusters Score: Raw -183300.700013 + Penalty 2348.754206 = -180951.945807 nChanged 8 SP:Iteration 16Q (2324.650525 sec): 3 clusters Score: Raw -183310.685017 + Penalty 2348.754206 = -180961.930811 nChanged 12 SP:Iteration 17Q (2324.698446 sec): 3 clusters Score: Raw -183328.998874 + Penalty 2348.754206 = -180980.244668 nChanged 14 SP:Iteration 18Q (2324.747235 sec): 3 clusters Score: Raw -183345.121869 + Penalty 2348.754206 = -180996.367663 nChanged 17 SP:Iteration 19Q (2324.789856 sec): 3 clusters Score: Raw -183362.301455 + Penalty 2348.754206 = -181013.547249 nChanged 18 SP:Iteration 20F (2324.841104 sec): 3 clusters Score: Raw -183383.975472 + Penalty 2348.754206 = -181035.221266 nChanged 13 SP:Iteration 21Q (2324.892670 sec): 3 clusters Score: Raw -183399.115542 + Penalty 2348.754206 = -181050.361336 nChanged 11 SP:Iteration 22Q (2324.936465 sec): 3 clusters Score: Raw -183410.097733 + Penalty 2348.754206 = -181061.343527 nChanged 6 SP:Iteration 23Q (2324.985639 sec): 3 clusters Score: Raw -183415.417687 + Penalty 2348.754206 = -181066.663481 nChanged 2 SP:Iteration 24Q (2325.023253 sec): 3 clusters Score: Raw -183417.440930 + Penalty 2348.754206 = -181068.686724 nChanged 2 SP:Iteration 25Q (2325.071544 sec): 3 clusters Score: Raw -183419.602582 + Penalty 2348.754206 = -181070.848376 nChanged 3 SP:Iteration 26Q (2325.127575 sec): 3 clusters Score: Raw -183421.366625 + Penalty 2348.754206 = -181072.612419 nChanged 2 SP:Iteration 27Q (2325.170385 sec): 3 clusters Score: Raw -183422.266526 + Penalty 2348.754206 = -181073.512320 nChanged 0 SP:Iteration 28F (2325.224649 sec): 3 clusters Score: Raw -183422.266526 + Penalty 2348.754206 = -181073.512320 nChanged 0 Trying to split cluster 21 (3217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2325.246467 sec): 2 clusters Score: Raw -483194.831560 + Penalty 1312.383236 = -481882.448325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2325.292691 sec): 3 clusters Score: Raw -481622.421954 + Penalty 2624.766471 = -478997.655483 nChanged 1267 SP:Iteration 1F (2325.344688 sec): 3 clusters Score: Raw -482364.371613 + Penalty 2624.766471 = -479739.605141 nChanged 274 SP:Iteration 2F (2325.395496 sec): 3 clusters Score: Raw -482550.099126 + Penalty 2624.766471 = -479925.332655 nChanged 177 SP:Iteration 3F (2325.432854 sec): 3 clusters Score: Raw -482661.934571 + Penalty 2624.766471 = -480037.168100 nChanged 133 SP:Iteration 4Q (2325.496113 sec): 3 clusters Score: Raw -482748.419484 + Penalty 2624.766471 = -480123.653012 nChanged 138 SP:Iteration 5Q (2325.535885 sec): 3 clusters Score: Raw -482862.498645 + Penalty 2624.766471 = -480237.732174 nChanged 134 SP:Iteration 6Q (2325.591697 sec): 3 clusters Score: Raw -482957.375114 + Penalty 2624.766471 = -480332.608643 nChanged 117 SP:Iteration 7Q (2325.633460 sec): 3 clusters Score: Raw -483056.663489 + Penalty 2624.766471 = -480431.897018 nChanged 138 SP:Iteration 8Q (2325.686295 sec): 3 clusters Score: Raw -483196.613525 + Penalty 2624.766471 = -480571.847054 nChanged 127 SP:Iteration 9Q (2325.733359 sec): 3 clusters Score: Raw -483318.063231 + Penalty 2624.766471 = -480693.296760 nChanged 111 SP:Iteration 10Q (2325.779149 sec): 3 clusters Score: Raw -483421.368179 + Penalty 2624.766471 = -480796.601708 nChanged 101 SP:Iteration 11Q (2325.829914 sec): 3 clusters Score: Raw -483507.148239 + Penalty 2624.766471 = -480882.381768 nChanged 85 SP:Iteration 12Q (2325.883568 sec): 3 clusters Score: Raw -483564.332977 + Penalty 2624.766471 = -480939.566505 nChanged 71 SP:Iteration 13Q (2325.937057 sec): 3 clusters Score: Raw -483611.984780 + Penalty 2624.766471 = -480987.218308 nChanged 37 SP:Iteration 14Q (2325.982334 sec): 3 clusters Score: Raw -483635.788847 + Penalty 2624.766471 = -481011.022375 nChanged 35 SP:Iteration 15Q (2326.019544 sec): 3 clusters Score: Raw -483657.014700 + Penalty 2624.766471 = -481032.248229 nChanged 29 SP:Iteration 16Q (2326.066656 sec): 3 clusters Score: Raw -483676.290667 + Penalty 2624.766471 = -481051.524196 nChanged 23 SP:Iteration 17Q (2326.104645 sec): 3 clusters Score: Raw -483688.266354 + Penalty 2624.766471 = -481063.499883 nChanged 15 SP:Iteration 18Q (2326.144488 sec): 3 clusters Score: Raw -483694.852248 + Penalty 2624.766471 = -481070.085776 nChanged 12 SP:Iteration 19Q (2326.190566 sec): 3 clusters Score: Raw -483701.101396 + Penalty 2624.766471 = -481076.334924 nChanged 9 SP:Iteration 20F (2326.241958 sec): 3 clusters Score: Raw -483704.210547 + Penalty 2624.766471 = -481079.444076 nChanged 7 SP:Iteration 21Q (2326.293507 sec): 3 clusters Score: Raw -483706.048040 + Penalty 2624.766471 = -481081.281569 nChanged 5 SP:Iteration 22Q (2326.336474 sec): 3 clusters Score: Raw -483707.529842 + Penalty 2624.766471 = -481082.763370 nChanged 2 SP:Iteration 23Q (2326.387502 sec): 3 clusters Score: Raw -483707.850608 + Penalty 2624.766471 = -481083.084136 nChanged 1 SP:Iteration 24Q (2326.438601 sec): 3 clusters Score: Raw -483708.024250 + Penalty 2624.766471 = -481083.257778 nChanged 0 SP:Iteration 25F (2326.483564 sec): 3 clusters Score: Raw -483708.024250 + Penalty 2624.766471 = -481083.257778 nChanged 0 Trying to split cluster 22 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2326.505166 sec): 2 clusters Score: Raw -33016.013221 + Penalty 931.141215 = -32084.872006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2326.539438 sec): 3 clusters Score: Raw -33126.346957 + Penalty 1862.282429 = -31264.064527 nChanged 70 SP:Iteration 1F (2326.580563 sec): 3 clusters Score: Raw -33311.132315 + Penalty 1862.282429 = -31448.849886 nChanged 23 SP:Iteration 2F (2326.627266 sec): 3 clusters Score: Raw -33383.040994 + Penalty 1862.282429 = -31520.758564 nChanged 13 SP:Iteration 3Q (2326.668132 sec): 3 clusters Score: Raw -33450.601461 + Penalty 1862.282429 = -31588.319031 nChanged 8 SP:Iteration 4Q (2326.705890 sec): 3 clusters Score: Raw -33489.855172 + Penalty 1862.282429 = -31627.572743 nChanged 8 SP:Iteration 5Q (2326.745453 sec): 3 clusters Score: Raw -33543.225646 + Penalty 1862.282429 = -31680.943217 nChanged 5 SP:Iteration 6Q (2326.791844 sec): 3 clusters Score: Raw -33590.148809 + Penalty 1862.282429 = -31727.866380 nChanged 2 SP:Iteration 7Q (2326.835968 sec): 3 clusters Score: Raw -33609.098448 + Penalty 1862.282429 = -31746.816019 nChanged 2 SP:Iteration 8Q (2326.881033 sec): 3 clusters Score: Raw -33614.408849 + Penalty 1862.282429 = -31752.126420 nChanged 1 SP:Iteration 9Q (2326.923933 sec): 3 clusters Score: Raw -33622.210172 + Penalty 1862.282429 = -31759.927742 nChanged 1 SP:Iteration 10Q (2326.961457 sec): 3 clusters Score: Raw -33628.855982 + Penalty 1862.282429 = -31766.573553 nChanged 0 SP:Iteration 11F (2327.007467 sec): 3 clusters Score: Raw -33628.855982 + Penalty 1862.282429 = -31766.573553 nChanged 0 Trying to split cluster 23 (987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2327.040137 sec): 2 clusters Score: Raw -120752.775474 + Penalty 1120.383881 = -119632.391593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2327.079086 sec): 3 clusters Score: Raw -120431.840085 + Penalty 2240.767763 = -118191.072322 nChanged 314 SP:Iteration 1F (2327.128326 sec): 3 clusters Score: Raw -120821.974893 + Penalty 2240.767763 = -118581.207131 nChanged 96 SP:Iteration 2F (2327.180332 sec): 3 clusters Score: Raw -120968.650147 + Penalty 2240.767763 = -118727.882384 nChanged 59 SP:Iteration 3F (2327.218584 sec): 3 clusters Score: Raw -121066.796972 + Penalty 2240.767763 = -118826.029209 nChanged 38 SP:Iteration 4Q (2327.255267 sec): 3 clusters Score: Raw -121135.748204 + Penalty 2240.767763 = -118894.980442 nChanged 25 SP:Iteration 5Q (2327.300425 sec): 3 clusters Score: Raw -121180.015022 + Penalty 2240.767763 = -118939.247259 nChanged 35 SP:Iteration 6Q (2327.358762 sec): 3 clusters Score: Raw -121238.882989 + Penalty 2240.767763 = -118998.115226 nChanged 23 SP:Iteration 7Q (2327.401667 sec): 3 clusters Score: Raw -121268.950792 + Penalty 2240.767763 = -119028.183029 nChanged 25 SP:Iteration 8Q (2327.441375 sec): 3 clusters Score: Raw -121300.006054 + Penalty 2240.767763 = -119059.238291 nChanged 15 SP:Iteration 9Q (2327.480237 sec): 3 clusters Score: Raw -121321.991248 + Penalty 2240.767763 = -119081.223485 nChanged 16 SP:Iteration 10Q (2327.535177 sec): 3 clusters Score: Raw -121348.174003 + Penalty 2240.767763 = -119107.406240 nChanged 11 SP:Iteration 11Q (2327.580175 sec): 3 clusters Score: Raw -121369.234692 + Penalty 2240.767763 = -119128.466930 nChanged 5 SP:Iteration 12Q (2327.615415 sec): 3 clusters Score: Raw -121378.090134 + Penalty 2240.767763 = -119137.322371 nChanged 8 SP:Iteration 13Q (2327.663908 sec): 3 clusters Score: Raw -121388.604372 + Penalty 2240.767763 = -119147.836609 nChanged 6 SP:Iteration 14Q (2327.711291 sec): 3 clusters Score: Raw -121399.838676 + Penalty 2240.767763 = -119159.070913 nChanged 11 SP:Iteration 15Q (2327.754902 sec): 3 clusters Score: Raw -121414.277494 + Penalty 2240.767763 = -119173.509731 nChanged 6 SP:Iteration 16Q (2327.796434 sec): 3 clusters Score: Raw -121418.467657 + Penalty 2240.767763 = -119177.699894 nChanged 5 SP:Iteration 17Q (2327.841614 sec): 3 clusters Score: Raw -121425.326643 + Penalty 2240.767763 = -119184.558880 nChanged 4 SP:Iteration 18Q (2327.874097 sec): 3 clusters Score: Raw -121430.216992 + Penalty 2240.767763 = -119189.449229 nChanged 1 SP:Iteration 19Q (2327.908612 sec): 3 clusters Score: Raw -121432.727565 + Penalty 2240.767763 = -119191.959802 nChanged 3 SP:Iteration 20F (2327.954044 sec): 3 clusters Score: Raw -121436.348368 + Penalty 2240.767763 = -119195.580606 nChanged 2 SP:Iteration 21Q (2327.992108 sec): 3 clusters Score: Raw -121439.677874 + Penalty 2240.767763 = -119198.910111 nChanged 3 SP:Iteration 22Q (2328.037583 sec): 3 clusters Score: Raw -121452.629094 + Penalty 2240.767763 = -119211.861331 nChanged 7 SP:Iteration 23Q (2328.083267 sec): 3 clusters Score: Raw -121469.137539 + Penalty 2240.767763 = -119228.369776 nChanged 11 SP:Iteration 24Q (2328.139267 sec): 3 clusters Score: Raw -121483.166103 + Penalty 2240.767763 = -119242.398340 nChanged 11 SP:Iteration 25Q (2328.177888 sec): 3 clusters Score: Raw -121491.468670 + Penalty 2240.767763 = -119250.700907 nChanged 3 SP:Iteration 26Q (2328.230064 sec): 3 clusters Score: Raw -121499.656005 + Penalty 2240.767763 = -119258.888243 nChanged 5 SP:Iteration 27Q (2328.279145 sec): 3 clusters Score: Raw -121503.870472 + Penalty 2240.767763 = -119263.102709 nChanged 4 SP:Iteration 28Q (2328.313433 sec): 3 clusters Score: Raw -121506.545345 + Penalty 2240.767763 = -119265.777582 nChanged 2 SP:Iteration 29Q (2328.368260 sec): 3 clusters Score: Raw -121507.392232 + Penalty 2240.767763 = -119266.624469 nChanged 0 SP:Iteration 30F (2328.413504 sec): 3 clusters Score: Raw -121507.392232 + Penalty 2240.767763 = -119266.624469 nChanged 0 Trying to split cluster 25 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2328.438586 sec): 2 clusters Score: Raw -18177.578265 + Penalty 949.575968 = -17228.002297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2328.490953 sec): 3 clusters Score: Raw -18337.825470 + Penalty 1899.151936 = -16438.673535 nChanged 94 SP:Iteration 1F (2328.534582 sec): 3 clusters Score: Raw -18666.898130 + Penalty 1899.151936 = -16767.746195 nChanged 25 SP:Iteration 2F (2328.566898 sec): 3 clusters Score: Raw -18779.991299 + Penalty 1899.151936 = -16880.839363 nChanged 19 SP:Iteration 3F (2328.606038 sec): 3 clusters Score: Raw -18863.229483 + Penalty 1899.151936 = -16964.077547 nChanged 6 SP:Iteration 4Q (2328.648810 sec): 3 clusters Score: Raw -18881.555650 + Penalty 1899.151936 = -16982.403714 nChanged 0 SP:Iteration 5F (2328.691595 sec): 3 clusters Score: Raw -18881.555650 + Penalty 1899.151936 = -16982.403714 nChanged 0 Trying to split cluster 26 (3994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2328.719034 sec): 2 clusters Score: Raw -533519.564525 + Penalty 1347.539134 = -532172.025392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2328.775065 sec): 3 clusters Score: Raw -531567.972527 + Penalty 2695.078267 = -528872.894260 nChanged 1527 SP:Iteration 1F (2328.815559 sec): 3 clusters Score: Raw -532442.254569 + Penalty 2695.078267 = -529747.176302 nChanged 296 SP:Iteration 2F (2328.871958 sec): 3 clusters Score: Raw -532655.310183 + Penalty 2695.078267 = -529960.231916 nChanged 282 SP:Iteration 3F (2328.917200 sec): 3 clusters Score: Raw -532872.535521 + Penalty 2695.078267 = -530177.457254 nChanged 232 SP:Iteration 4F (2328.979243 sec): 3 clusters Score: Raw -533047.404050 + Penalty 2695.078267 = -530352.325783 nChanged 223 SP:Iteration 5F (2329.027731 sec): 3 clusters Score: Raw -533233.167241 + Penalty 2695.078267 = -530538.088973 nChanged 203 SP:Iteration 6F (2329.073401 sec): 3 clusters Score: Raw -533395.062930 + Penalty 2695.078267 = -530699.984663 nChanged 156 SP:Iteration 7Q (2329.127023 sec): 3 clusters Score: Raw -533507.134769 + Penalty 2695.078267 = -530812.056502 nChanged 126 SP:Iteration 8Q (2329.184209 sec): 3 clusters Score: Raw -533600.283841 + Penalty 2695.078267 = -530905.205574 nChanged 106 SP:Iteration 9Q (2329.236310 sec): 3 clusters Score: Raw -533680.458304 + Penalty 2695.078267 = -530985.380037 nChanged 88 SP:Iteration 10Q (2329.282998 sec): 3 clusters Score: Raw -533754.500177 + Penalty 2695.078267 = -531059.421910 nChanged 76 SP:Iteration 11Q (2329.339243 sec): 3 clusters Score: Raw -533813.499576 + Penalty 2695.078267 = -531118.421309 nChanged 50 SP:Iteration 12Q (2329.390029 sec): 3 clusters Score: Raw -533844.574417 + Penalty 2695.078267 = -531149.496150 nChanged 34 SP:Iteration 13Q (2329.440829 sec): 3 clusters Score: Raw -533868.545822 + Penalty 2695.078267 = -531173.467555 nChanged 21 SP:Iteration 14Q (2329.484867 sec): 3 clusters Score: Raw -533878.733987 + Penalty 2695.078267 = -531183.655720 nChanged 14 SP:Iteration 15Q (2329.529521 sec): 3 clusters Score: Raw -533888.912457 + Penalty 2695.078267 = -531193.834190 nChanged 19 SP:Iteration 16Q (2329.591957 sec): 3 clusters Score: Raw -533904.701473 + Penalty 2695.078267 = -531209.623206 nChanged 17 SP:Iteration 17Q (2329.641977 sec): 3 clusters Score: Raw -533920.489523 + Penalty 2695.078267 = -531225.411256 nChanged 18 SP:Iteration 18Q (2329.695438 sec): 3 clusters Score: Raw -533931.093940 + Penalty 2695.078267 = -531236.015673 nChanged 13 SP:Iteration 19Q (2329.748960 sec): 3 clusters Score: Raw -533939.137122 + Penalty 2695.078267 = -531244.058855 nChanged 7 SP:Iteration 20F (2329.792924 sec): 3 clusters Score: Raw -533943.186019 + Penalty 2695.078267 = -531248.107752 nChanged 6 SP:Iteration 21Q (2329.856276 sec): 3 clusters Score: Raw -533951.238641 + Penalty 2695.078267 = -531256.160374 nChanged 8 SP:Iteration 22Q (2329.897171 sec): 3 clusters Score: Raw -533956.610039 + Penalty 2695.078267 = -531261.531772 nChanged 9 SP:Iteration 23Q (2329.950453 sec): 3 clusters Score: Raw -533964.539565 + Penalty 2695.078267 = -531269.461298 nChanged 5 SP:Iteration 24Q (2330.007801 sec): 3 clusters Score: Raw -533967.069100 + Penalty 2695.078267 = -531271.990833 nChanged 3 SP:Iteration 25Q (2330.054066 sec): 3 clusters Score: Raw -533969.484942 + Penalty 2695.078267 = -531274.406674 nChanged 3 SP:Iteration 26Q (2330.100077 sec): 3 clusters Score: Raw -533971.272576 + Penalty 2695.078267 = -531276.194309 nChanged 3 SP:Iteration 27Q (2330.158271 sec): 3 clusters Score: Raw -533972.636987 + Penalty 2695.078267 = -531277.558720 nChanged 3 SP:Iteration 28Q (2330.209271 sec): 3 clusters Score: Raw -533974.646625 + Penalty 2695.078267 = -531279.568358 nChanged 2 SP:Iteration 29Q (2330.265054 sec): 3 clusters Score: Raw -533975.483160 + Penalty 2695.078267 = -531280.404893 nChanged 1 SP:Iteration 30Q (2330.308954 sec): 3 clusters Score: Raw -533975.710211 + Penalty 2695.078267 = -531280.631944 nChanged 1 SP:Iteration 31Q (2330.364879 sec): 3 clusters Score: Raw -533976.359743 + Penalty 2695.078267 = -531281.281475 nChanged 0 SP:Iteration 32F (2330.414053 sec): 3 clusters Score: Raw -533976.359743 + Penalty 2695.078267 = -531281.281475 nChanged 0 Trying to split cluster 27 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2330.431965 sec): 2 clusters Score: Raw -49973.319409 + Penalty 950.982903 = -49022.336506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2330.477057 sec): 3 clusters Score: Raw -50025.779454 + Penalty 1901.965806 = -48123.813648 nChanged 68 SP:Iteration 1F (2330.530316 sec): 3 clusters Score: Raw -50146.208771 + Penalty 1901.965806 = -48244.242966 nChanged 19 SP:Iteration 2F (2330.578062 sec): 3 clusters Score: Raw -50181.366710 + Penalty 1901.965806 = -48279.400904 nChanged 8 SP:Iteration 3Q (2330.622836 sec): 3 clusters Score: Raw -50200.508171 + Penalty 1901.965806 = -48298.542365 nChanged 7 SP:Iteration 4Q (2330.671678 sec): 3 clusters Score: Raw -50237.829639 + Penalty 1901.965806 = -48335.863833 nChanged 4 SP:Iteration 5Q (2330.713604 sec): 3 clusters Score: Raw -50242.030283 + Penalty 1901.965806 = -48340.064477 nChanged 1 SP:Iteration 6Q (2330.752423 sec): 3 clusters Score: Raw -50243.097168 + Penalty 1901.965806 = -48341.131362 nChanged 0 SP:Iteration 7F (2330.782700 sec): 3 clusters Score: Raw -50243.097168 + Penalty 1901.965806 = -48341.131362 nChanged 0 Trying to split cluster 28 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2330.814608 sec): 2 clusters Score: Raw -23534.176244 + Penalty 950.046301 = -22584.129943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2330.849362 sec): 3 clusters Score: Raw -23623.855450 + Penalty 1900.092602 = -21723.762848 nChanged 90 SP:Iteration 1F (2330.902901 sec): 3 clusters Score: Raw -23854.411999 + Penalty 1900.092602 = -21954.319397 nChanged 30 SP:Iteration 2F (2330.947140 sec): 3 clusters Score: Raw -24015.738973 + Penalty 1900.092602 = -22115.646371 nChanged 26 SP:Iteration 3F (2331.000341 sec): 3 clusters Score: Raw -24209.166044 + Penalty 1900.092602 = -22309.073442 nChanged 16 SP:Iteration 4Q (2331.035209 sec): 3 clusters Score: Raw -24322.222521 + Penalty 1900.092602 = -22422.129919 nChanged 11 SP:Iteration 5Q (2331.081805 sec): 3 clusters Score: Raw -24394.605059 + Penalty 1900.092602 = -22494.512457 nChanged 11 SP:Iteration 6Q (2331.116908 sec): 3 clusters Score: Raw -24448.054145 + Penalty 1900.092602 = -22547.961543 nChanged 3 SP:Iteration 7Q (2331.153247 sec): 3 clusters Score: Raw -24471.752330 + Penalty 1900.092602 = -22571.659728 nChanged 0 SP:Iteration 8F (2331.199719 sec): 3 clusters Score: Raw -24471.752330 + Penalty 1900.092602 = -22571.659728 nChanged 0 Trying to split cluster 29 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2331.227682 sec): 2 clusters Score: Raw -25217.055407 + Penalty 855.187156 = -24361.868251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2331.265001 sec): 3 clusters Score: Raw -25332.100077 + Penalty 1710.374311 = -23621.725766 nChanged 20 SP:Iteration 1F (2331.304644 sec): 3 clusters Score: Raw -25408.328004 + Penalty 1710.374311 = -23697.953692 nChanged 7 SP:Iteration 2Q (2331.349741 sec): 3 clusters Score: Raw -25433.775630 + Penalty 1710.374311 = -23723.401319 nChanged 2 SP:Iteration 3Q (2331.387911 sec): 3 clusters Score: Raw -25442.788691 + Penalty 1710.374311 = -23732.414380 nChanged 2 SP:Iteration 4Q (2331.429623 sec): 3 clusters Score: Raw -25446.340413 + Penalty 1710.374311 = -23735.966101 nChanged 1 SP:Iteration 5Q (2331.464460 sec): 3 clusters Score: Raw -25447.989531 + Penalty 1710.374311 = -23737.615219 nChanged 2 SP:Iteration 6Q (2331.495204 sec): 3 clusters Score: Raw -25450.303171 + Penalty 1710.374311 = -23739.928860 nChanged 0 SP:Iteration 7F (2331.541878 sec): 3 clusters Score: Raw -25450.303171 + Penalty 1710.374311 = -23739.928860 nChanged 0 Trying to split cluster 30 (9701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2331.591349 sec): 2 clusters Score: Raw -1373116.313641 + Penalty 1491.747441 = -1371624.566200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2331.641299 sec): 3 clusters Score: Raw -1367600.341670 + Penalty 2983.494882 = -1364616.846789 nChanged 4180 SP:Iteration 1F (2331.706283 sec): 3 clusters Score: Raw -1369901.674831 + Penalty 2983.494882 = -1366918.179949 nChanged 632 SP:Iteration 2F (2331.769141 sec): 3 clusters Score: Raw -1370199.915020 + Penalty 2983.494882 = -1367216.420138 nChanged 517 SP:Iteration 3F (2331.830961 sec): 3 clusters Score: Raw -1370469.902543 + Penalty 2983.494882 = -1367486.407661 nChanged 474 SP:Iteration 4Q (2331.880515 sec): 3 clusters Score: Raw -1370722.024326 + Penalty 2983.494882 = -1367738.529444 nChanged 467 SP:Iteration 5Q (2331.928175 sec): 3 clusters Score: Raw -1370977.235348 + Penalty 2983.494882 = -1367993.740466 nChanged 472 SP:Iteration 6Q (2331.984701 sec): 3 clusters Score: Raw -1371243.448766 + Penalty 2983.494882 = -1368259.953884 nChanged 441 SP:Iteration 7Q (2332.044672 sec): 3 clusters Score: Raw -1371514.713892 + Penalty 2983.494882 = -1368531.219010 nChanged 401 SP:Iteration 8Q (2332.082216 sec): 3 clusters Score: Raw -1371822.044627 + Penalty 2983.494882 = -1368838.549745 nChanged 434 SP:Iteration 9Q (2332.120294 sec): 3 clusters Score: Raw -1372143.914475 + Penalty 2983.494882 = -1369160.419593 nChanged 396 SP:Iteration 10Q (2332.173017 sec): 3 clusters Score: Raw -1372421.320399 + Penalty 2983.494882 = -1369437.825517 nChanged 312 SP:Iteration 11Q (2332.235651 sec): 3 clusters Score: Raw -1372632.636096 + Penalty 2983.494882 = -1369649.141214 nChanged 279 SP:Iteration 12Q (2332.295248 sec): 3 clusters Score: Raw -1372838.235791 + Penalty 2983.494882 = -1369854.740909 nChanged 268 SP:Iteration 13Q (2332.356750 sec): 3 clusters Score: Raw -1373123.533586 + Penalty 2983.494882 = -1370140.038705 nChanged 293 SP:Iteration 14Q (2332.402492 sec): 3 clusters Score: Raw -1373884.561393 + Penalty 2983.494882 = -1370901.066512 nChanged 367 SP:Iteration 15Q (2332.457930 sec): 3 clusters Score: Raw -1376319.387386 + Penalty 2983.494882 = -1373335.892504 nChanged 473 SP:Iteration 16Q (2332.515818 sec): 3 clusters Score: Raw -1377871.062645 + Penalty 2983.494882 = -1374887.567763 nChanged 434 SP:Iteration 17Q (2332.575697 sec): 3 clusters Score: Raw -1378471.710006 + Penalty 2983.494882 = -1375488.215125 nChanged 281 SP:Iteration 18Q (2332.635441 sec): 3 clusters Score: Raw -1378919.205514 + Penalty 2983.494882 = -1375935.710632 nChanged 212 SP:Iteration 19Q (2332.687871 sec): 3 clusters Score: Raw -1379348.628995 + Penalty 2983.494882 = -1376365.134113 nChanged 166 SP:Iteration 20F (2332.752776 sec): 3 clusters Score: Raw -1379827.931514 + Penalty 2983.494882 = -1376844.436632 nChanged 136 SP:Iteration 21Q (2332.804996 sec): 3 clusters Score: Raw -1380293.103888 + Penalty 2983.494882 = -1377309.609006 nChanged 78 SP:Iteration 22Q (2332.857437 sec): 3 clusters Score: Raw -1380680.606127 + Penalty 2983.494882 = -1377697.111245 nChanged 67 SP:Iteration 23Q (2332.910543 sec): 3 clusters Score: Raw -1381296.531563 + Penalty 2983.494882 = -1378313.036681 nChanged 57 SP:Iteration 24Q (2332.969487 sec): 3 clusters Score: Raw -1381884.565130 + Penalty 2983.494882 = -1378901.070248 nChanged 37 SP:Iteration 25Q (2333.041107 sec): 3 clusters Score: Raw -1382248.413010 + Penalty 2983.494882 = -1379264.918128 nChanged 6 SP:Iteration 26Q (2333.097999 sec): 3 clusters Score: Raw -1382395.988312 + Penalty 2983.494882 = -1379412.493431 nChanged 8 SP:Iteration 27Q (2333.155912 sec): 3 clusters Score: Raw -1382416.934565 + Penalty 2983.494882 = -1379433.439683 nChanged 1 SP:Iteration 28Q (2333.205867 sec): 3 clusters Score: Raw -1382417.307594 + Penalty 2983.494882 = -1379433.812713 nChanged 0 SP:Iteration 29F (2333.273596 sec): 3 clusters Score: Raw -1382435.648935 + Penalty 2983.494882 = -1379452.154054 nChanged 2 SP:Iteration 30Q (2333.325020 sec): 3 clusters Score: Raw -1382436.486192 + Penalty 2983.494882 = -1379452.991310 nChanged 0 SP:Iteration 31F (2333.398196 sec): 3 clusters Score: Raw -1382436.486192 + Penalty 2983.494882 = -1379452.991310 nChanged 0 Score: Raw -40003044.609888 + Penalty 73517.992818 = -39929526.617069 Splitting cluster 30 changes total score from -39919296.317656 to -39929526.617069 So it's getting split into cluster 36. Trying to split cluster 31 (5106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2340.380617 sec): 2 clusters Score: Raw -688971.775948 + Penalty 1387.452885 = -687584.323063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2340.425658 sec): 3 clusters Score: Raw -686341.717834 + Penalty 2774.905769 = -683566.812065 nChanged 2044 SP:Iteration 1F (2340.471383 sec): 3 clusters Score: Raw -687489.661034 + Penalty 2774.905769 = -684714.755265 nChanged 363 SP:Iteration 2F (2340.528393 sec): 3 clusters Score: Raw -687707.869586 + Penalty 2774.905769 = -684932.963817 nChanged 278 SP:Iteration 3F (2340.583860 sec): 3 clusters Score: Raw -687881.893086 + Penalty 2774.905769 = -685106.987317 nChanged 273 SP:Iteration 4F (2340.645779 sec): 3 clusters Score: Raw -688095.096130 + Penalty 2774.905769 = -685320.190360 nChanged 322 SP:Iteration 5F (2340.686349 sec): 3 clusters Score: Raw -688354.179827 + Penalty 2774.905769 = -685579.274058 nChanged 317 SP:Iteration 6F (2340.729245 sec): 3 clusters Score: Raw -688621.199857 + Penalty 2774.905769 = -685846.294087 nChanged 296 SP:Iteration 7F (2340.778396 sec): 3 clusters Score: Raw -688890.550442 + Penalty 2774.905769 = -686115.644673 nChanged 262 SP:Iteration 8F (2340.840703 sec): 3 clusters Score: Raw -689143.081462 + Penalty 2774.905769 = -686368.175693 nChanged 198 SP:Iteration 9Q (2340.899202 sec): 3 clusters Score: Raw -689315.652232 + Penalty 2774.905769 = -686540.746463 nChanged 144 SP:Iteration 10Q (2340.955830 sec): 3 clusters Score: Raw -689441.788359 + Penalty 2774.905769 = -686666.882590 nChanged 120 SP:Iteration 11Q (2341.009159 sec): 3 clusters Score: Raw -689546.860918 + Penalty 2774.905769 = -686771.955149 nChanged 83 SP:Iteration 12Q (2341.051224 sec): 3 clusters Score: Raw -689601.667756 + Penalty 2774.905769 = -686826.761986 nChanged 48 SP:Iteration 13Q (2341.102885 sec): 3 clusters Score: Raw -689630.440768 + Penalty 2774.905769 = -686855.534999 nChanged 26 SP:Iteration 14Q (2341.154161 sec): 3 clusters Score: Raw -689645.087817 + Penalty 2774.905769 = -686870.182047 nChanged 23 SP:Iteration 15Q (2341.210508 sec): 3 clusters Score: Raw -689659.271236 + Penalty 2774.905769 = -686884.365467 nChanged 13 SP:Iteration 16Q (2341.259859 sec): 3 clusters Score: Raw -689668.935975 + Penalty 2774.905769 = -686894.030206 nChanged 10 SP:Iteration 17Q (2341.309951 sec): 3 clusters Score: Raw -689674.694012 + Penalty 2774.905769 = -686899.788242 nChanged 9 SP:Iteration 18Q (2341.372004 sec): 3 clusters Score: Raw -689680.122898 + Penalty 2774.905769 = -686905.217129 nChanged 8 SP:Iteration 19Q (2341.425361 sec): 3 clusters Score: Raw -689682.507987 + Penalty 2774.905769 = -686907.602217 nChanged 2 SP:Iteration 20F (2341.470217 sec): 3 clusters Score: Raw -689683.124783 + Penalty 2774.905769 = -686908.219014 nChanged 1 SP:Iteration 21Q (2341.519207 sec): 3 clusters Score: Raw -689683.433752 + Penalty 2774.905769 = -686908.527983 nChanged 0 SP:Iteration 22F (2341.575663 sec): 3 clusters Score: Raw -689683.433752 + Penalty 2774.905769 = -686908.527983 nChanged 0 Trying to split cluster 32 (23948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2341.632328 sec): 2 clusters Score: Raw -3390451.510521 + Penalty 1638.591515 = -3388812.919006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2341.705191 sec): 3 clusters Score: Raw -3375863.442141 + Penalty 3277.183030 = -3372586.259111 nChanged 10940 SP:Iteration 1F (2341.796250 sec): 3 clusters Score: Raw -3381872.252827 + Penalty 3277.183030 = -3378595.069797 nChanged 1150 SP:Iteration 2Q (2341.883131 sec): 3 clusters Score: Raw -3382237.175977 + Penalty 3277.183030 = -3378959.992947 nChanged 1053 SP:Iteration 3Q (2341.961301 sec): 3 clusters Score: Raw -3382557.995463 + Penalty 3277.183030 = -3379280.812433 nChanged 941 SP:Iteration 4Q (2342.058201 sec): 3 clusters Score: Raw -3382835.071572 + Penalty 3277.183030 = -3379557.888542 nChanged 806 SP:Iteration 5Q (2342.141779 sec): 3 clusters Score: Raw -3383059.483877 + Penalty 3277.183030 = -3379782.300847 nChanged 794 SP:Iteration 6Q (2342.240296 sec): 3 clusters Score: Raw -3383285.310436 + Penalty 3277.183030 = -3380008.127407 nChanged 745 SP:Iteration 7Q (2342.311600 sec): 3 clusters Score: Raw -3383507.470196 + Penalty 3277.183030 = -3380230.287166 nChanged 740 SP:Iteration 8Q (2342.385368 sec): 3 clusters Score: Raw -3383731.256785 + Penalty 3277.183030 = -3380454.073755 nChanged 785 SP:Iteration 9Q (2342.472840 sec): 3 clusters Score: Raw -3383989.972510 + Penalty 3277.183030 = -3380712.789480 nChanged 778 SP:Iteration 10Q (2342.570101 sec): 3 clusters Score: Raw -3384276.535796 + Penalty 3277.183030 = -3380999.352766 nChanged 864 SP:Iteration 11Q (2342.646121 sec): 3 clusters Score: Raw -3384659.576821 + Penalty 3277.183030 = -3381382.393791 nChanged 947 SP:Iteration 12Q (2342.730738 sec): 3 clusters Score: Raw -3385171.680864 + Penalty 3277.183030 = -3381894.497834 nChanged 1050 SP:Iteration 13Q (2342.820146 sec): 3 clusters Score: Raw -3385841.591006 + Penalty 3277.183030 = -3382564.407976 nChanged 1109 SP:Iteration 14Q (2342.896210 sec): 3 clusters Score: Raw -3386638.846740 + Penalty 3277.183030 = -3383361.663710 nChanged 1105 SP:Iteration 15Q (2342.970748 sec): 3 clusters Score: Raw -3387458.373107 + Penalty 3277.183030 = -3384181.190077 nChanged 969 SP:Iteration 16Q (2343.045109 sec): 3 clusters Score: Raw -3388207.583762 + Penalty 3277.183030 = -3384930.400732 nChanged 830 SP:Iteration 17Q (2343.127797 sec): 3 clusters Score: Raw -3388872.570358 + Penalty 3277.183030 = -3385595.387329 nChanged 681 SP:Iteration 18Q (2343.213892 sec): 3 clusters Score: Raw -3389444.758819 + Penalty 3277.183030 = -3386167.575789 nChanged 501 SP:Iteration 19Q (2343.293338 sec): 3 clusters Score: Raw -3389861.021817 + Penalty 3277.183030 = -3386583.838787 nChanged 369 SP:Iteration 20F (2343.374008 sec): 3 clusters Score: Raw -3390158.524299 + Penalty 3277.183030 = -3386881.341269 nChanged 228 SP:Iteration 21Q (2343.445644 sec): 3 clusters Score: Raw -3390332.581051 + Penalty 3277.183030 = -3387055.398021 nChanged 140 SP:Iteration 22Q (2343.502718 sec): 3 clusters Score: Raw -3390453.085943 + Penalty 3277.183030 = -3387175.902913 nChanged 82 SP:Iteration 23Q (2343.578949 sec): 3 clusters Score: Raw -3390526.531134 + Penalty 3277.183030 = -3387249.348104 nChanged 61 SP:Iteration 24Q (2343.652871 sec): 3 clusters Score: Raw -3390585.042169 + Penalty 3277.183030 = -3387307.859140 nChanged 32 SP:Iteration 25Q (2343.721611 sec): 3 clusters Score: Raw -3390615.005685 + Penalty 3277.183030 = -3387337.822655 nChanged 23 SP:Iteration 26Q (2343.787275 sec): 3 clusters Score: Raw -3390631.625246 + Penalty 3277.183030 = -3387354.442216 nChanged 12 SP:Iteration 27Q (2343.862281 sec): 3 clusters Score: Raw -3390639.398324 + Penalty 3277.183030 = -3387362.215294 nChanged 11 SP:Iteration 28Q (2343.940377 sec): 3 clusters Score: Raw -3390647.282394 + Penalty 3277.183030 = -3387370.099364 nChanged 6 SP:Iteration 29Q (2343.988316 sec): 3 clusters Score: Raw -3390650.944016 + Penalty 3277.183030 = -3387373.760986 nChanged 5 SP:Iteration 30Q (2344.063684 sec): 3 clusters Score: Raw -3390654.049031 + Penalty 3277.183030 = -3387376.866001 nChanged 4 SP:Iteration 31Q (2344.144714 sec): 3 clusters Score: Raw -3390655.642312 + Penalty 3277.183030 = -3387378.459283 nChanged 2 SP:Iteration 32Q (2344.208461 sec): 3 clusters Score: Raw -3390657.680028 + Penalty 3277.183030 = -3387380.496998 nChanged 4 SP:Iteration 33Q (2344.292129 sec): 3 clusters Score: Raw -3390661.118467 + Penalty 3277.183030 = -3387383.935438 nChanged 3 SP:Iteration 34Q (2344.356028 sec): 3 clusters Score: Raw -3390663.900923 + Penalty 3277.183030 = -3387386.717893 nChanged 3 SP:Iteration 35Q (2344.427714 sec): 3 clusters Score: Raw -3390667.511214 + Penalty 3277.183030 = -3387390.328184 nChanged 2 SP:Iteration 36Q (2344.502356 sec): 3 clusters Score: Raw -3390668.376265 + Penalty 3277.183030 = -3387391.193235 nChanged 2 SP:Iteration 37Q (2344.581490 sec): 3 clusters Score: Raw -3390672.125940 + Penalty 3277.183030 = -3387394.942910 nChanged 9 SP:Iteration 38Q (2344.640378 sec): 3 clusters Score: Raw -3390680.730414 + Penalty 3277.183030 = -3387403.547384 nChanged 8 SP:Iteration 39Q (2344.723265 sec): 3 clusters Score: Raw -3390687.509103 + Penalty 3277.183030 = -3387410.326074 nChanged 5 SP:Iteration 40F (2344.803506 sec): 3 clusters Score: Raw -3390691.748272 + Penalty 3277.183030 = -3387414.565243 nChanged 2 SP:Iteration 41Q (2344.869274 sec): 3 clusters Score: Raw -3390692.870254 + Penalty 3277.183030 = -3387415.687224 nChanged 2 SP:Iteration 42Q (2344.937122 sec): 3 clusters Score: Raw -3390695.734006 + Penalty 3277.183030 = -3387418.550976 nChanged 3 SP:Iteration 43Q (2345.020520 sec): 3 clusters Score: Raw -3390698.761617 + Penalty 3277.183030 = -3387421.578587 nChanged 0 SP:Iteration 44F (2345.086549 sec): 3 clusters Score: Raw -3390698.761617 + Penalty 3277.183030 = -3387421.578587 nChanged 0 Trying to split cluster 33 (57379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2345.200455 sec): 2 clusters Score: Raw -8215235.006268 + Penalty 1780.582970 = -8213454.423298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2345.335223 sec): 3 clusters Score: Raw -8178706.540938 + Penalty 3561.165940 = -8175145.374998 nChanged 27033 SP:Iteration 1F (2345.471999 sec): 3 clusters Score: Raw -8194207.378624 + Penalty 3561.165940 = -8190646.212684 nChanged 2436 SP:Iteration 2Q (2345.606519 sec): 3 clusters Score: Raw -8195098.986157 + Penalty 3561.165940 = -8191537.820217 nChanged 2738 SP:Iteration 3Q (2345.757474 sec): 3 clusters Score: Raw -8196386.790546 + Penalty 3561.165940 = -8192825.624606 nChanged 3212 SP:Iteration 4F (2345.895946 sec): 3 clusters Score: Raw -8198260.430556 + Penalty 3561.165940 = -8194699.264616 nChanged 3637 SP:Iteration 5F (2346.034538 sec): 3 clusters Score: Raw -8200798.090784 + Penalty 3561.165940 = -8197236.924844 nChanged 3989 SP:Iteration 6F (2346.159731 sec): 3 clusters Score: Raw -8203780.803866 + Penalty 3561.165940 = -8200219.637926 nChanged 3861 SP:Iteration 7F (2346.289164 sec): 3 clusters Score: Raw -8206482.738385 + Penalty 3561.165940 = -8202921.572445 nChanged 3319 SP:Iteration 8F (2346.424690 sec): 3 clusters Score: Raw -8208620.017006 + Penalty 3561.165940 = -8205058.851066 nChanged 2589 SP:Iteration 9Q (2346.563879 sec): 3 clusters Score: Raw -8210065.250103 + Penalty 3561.165940 = -8206504.084163 nChanged 1964 SP:Iteration 10Q (2346.701246 sec): 3 clusters Score: Raw -8210936.456867 + Penalty 3561.165940 = -8207375.290927 nChanged 1390 SP:Iteration 11Q (2346.839651 sec): 3 clusters Score: Raw -8211475.495299 + Penalty 3561.165940 = -8207914.329359 nChanged 1070 SP:Iteration 12Q (2346.964377 sec): 3 clusters Score: Raw -8211867.686016 + Penalty 3561.165940 = -8208306.520076 nChanged 890 SP:Iteration 13Q (2347.084217 sec): 3 clusters Score: Raw -8212180.150705 + Penalty 3561.165940 = -8208618.984764 nChanged 807 SP:Iteration 14Q (2347.220184 sec): 3 clusters Score: Raw -8212467.234247 + Penalty 3561.165940 = -8208906.068307 nChanged 745 SP:Iteration 15Q (2347.349487 sec): 3 clusters Score: Raw -8212720.702631 + Penalty 3561.165940 = -8209159.536691 nChanged 690 SP:Iteration 16Q (2347.486914 sec): 3 clusters Score: Raw -8212922.768978 + Penalty 3561.165940 = -8209361.603038 nChanged 600 SP:Iteration 17Q (2347.613477 sec): 3 clusters Score: Raw -8213084.469516 + Penalty 3561.165940 = -8209523.303576 nChanged 546 SP:Iteration 18Q (2347.747604 sec): 3 clusters Score: Raw -8213224.465428 + Penalty 3561.165940 = -8209663.299487 nChanged 498 SP:Iteration 19Q (2347.868026 sec): 3 clusters Score: Raw -8213349.457770 + Penalty 3561.165940 = -8209788.291829 nChanged 448 SP:Iteration 20F (2348.009802 sec): 3 clusters Score: Raw -8213448.381024 + Penalty 3561.165940 = -8209887.215084 nChanged 399 SP:Iteration 21Q (2348.148408 sec): 3 clusters Score: Raw -8213535.562294 + Penalty 3561.165940 = -8209974.396354 nChanged 415 SP:Iteration 22Q (2348.280204 sec): 3 clusters Score: Raw -8213625.279000 + Penalty 3561.165940 = -8210064.113060 nChanged 396 SP:Iteration 23Q (2348.418374 sec): 3 clusters Score: Raw -8213704.728945 + Penalty 3561.165940 = -8210143.563005 nChanged 362 SP:Iteration 24Q (2348.555977 sec): 3 clusters Score: Raw -8213773.900757 + Penalty 3561.165940 = -8210212.734816 nChanged 338 SP:Iteration 25Q (2348.690655 sec): 3 clusters Score: Raw -8213839.442154 + Penalty 3561.165940 = -8210278.276214 nChanged 313 SP:Iteration 26Q (2348.814873 sec): 3 clusters Score: Raw -8213895.797587 + Penalty 3561.165940 = -8210334.631647 nChanged 305 SP:Iteration 27Q (2348.944821 sec): 3 clusters Score: Raw -8213949.915085 + Penalty 3561.165940 = -8210388.749145 nChanged 300 SP:Iteration 28Q (2349.089168 sec): 3 clusters Score: Raw -8214007.206609 + Penalty 3561.165940 = -8210446.040669 nChanged 301 SP:Iteration 29Q (2349.220826 sec): 3 clusters Score: Raw -8214065.561209 + Penalty 3561.165940 = -8210504.395269 nChanged 289 SP:Iteration 30Q (2349.360207 sec): 3 clusters Score: Raw -8214122.098556 + Penalty 3561.165940 = -8210560.932615 nChanged 282 SP:Iteration 31Q (2349.494770 sec): 3 clusters Score: Raw -8214183.107235 + Penalty 3561.165940 = -8210621.941295 nChanged 291 SP:Iteration 32Q (2349.623945 sec): 3 clusters Score: Raw -8214241.382691 + Penalty 3561.165940 = -8210680.216751 nChanged 268 SP:Iteration 33Q (2349.760204 sec): 3 clusters Score: Raw -8214294.012827 + Penalty 3561.165940 = -8210732.846887 nChanged 255 SP:Iteration 34Q (2349.885891 sec): 3 clusters Score: Raw -8214340.879644 + Penalty 3561.165940 = -8210779.713704 nChanged 253 SP:Iteration 35Q (2350.016348 sec): 3 clusters Score: Raw -8214391.899649 + Penalty 3561.165940 = -8210830.733709 nChanged 256 SP:Iteration 36Q (2350.136740 sec): 3 clusters Score: Raw -8214448.646171 + Penalty 3561.165940 = -8210887.480231 nChanged 272 SP:Iteration 37Q (2350.282438 sec): 3 clusters Score: Raw -8214510.577600 + Penalty 3561.165940 = -8210949.411660 nChanged 271 SP:Iteration 38Q (2350.417665 sec): 3 clusters Score: Raw -8214574.064158 + Penalty 3561.165940 = -8211012.898218 nChanged 267 SP:Iteration 39Q (2350.551064 sec): 3 clusters Score: Raw -8214639.074622 + Penalty 3561.165940 = -8211077.908682 nChanged 284 SP:Iteration 40F (2350.686765 sec): 3 clusters Score: Raw -8214713.734853 + Penalty 3561.165940 = -8211152.568913 nChanged 285 SP:Iteration 41Q (2350.811769 sec): 3 clusters Score: Raw -8214791.144853 + Penalty 3561.165940 = -8211229.978913 nChanged 290 SP:Iteration 42Q (2350.938848 sec): 3 clusters Score: Raw -8214863.082533 + Penalty 3561.165940 = -8211301.916593 nChanged 276 SP:Iteration 43Q (2351.073022 sec): 3 clusters Score: Raw -8214926.433592 + Penalty 3561.165940 = -8211365.267652 nChanged 269 SP:Iteration 44Q (2351.202999 sec): 3 clusters Score: Raw -8214991.917244 + Penalty 3561.165940 = -8211430.751304 nChanged 281 SP:Iteration 45Q (2351.334201 sec): 3 clusters Score: Raw -8215069.489490 + Penalty 3561.165940 = -8211508.323550 nChanged 278 SP:Iteration 46Q (2351.466093 sec): 3 clusters Score: Raw -8215140.075423 + Penalty 3561.165940 = -8211578.909483 nChanged 278 SP:Iteration 47Q (2351.587996 sec): 3 clusters Score: Raw -8215209.486086 + Penalty 3561.165940 = -8211648.320146 nChanged 233 SP:Iteration 48Q (2351.709217 sec): 3 clusters Score: Raw -8215262.834090 + Penalty 3561.165940 = -8211701.668150 nChanged 229 SP:Iteration 49Q (2351.842633 sec): 3 clusters Score: Raw -8215315.769282 + Penalty 3561.165940 = -8211754.603342 nChanged 207 SP:Iteration 50Q (2351.966774 sec): 3 clusters Score: Raw -8215357.924346 + Penalty 3561.165940 = -8211796.758406 nChanged 200 SP:Iteration 51Q (2352.096877 sec): 3 clusters Score: Raw -8215395.607080 + Penalty 3561.165940 = -8211834.441140 nChanged 197 SP:Iteration 52Q (2352.224933 sec): 3 clusters Score: Raw -8215429.681851 + Penalty 3561.165940 = -8211868.515911 nChanged 185 SP:Iteration 53Q (2352.348610 sec): 3 clusters Score: Raw -8215459.534381 + Penalty 3561.165940 = -8211898.368441 nChanged 159 SP:Iteration 54Q (2352.474980 sec): 3 clusters Score: Raw -8215483.302801 + Penalty 3561.165940 = -8211922.136861 nChanged 152 SP:Iteration 55Q (2352.587072 sec): 3 clusters Score: Raw -8215506.593249 + Penalty 3561.165940 = -8211945.427309 nChanged 158 SP:Iteration 56Q (2352.721191 sec): 3 clusters Score: Raw -8215528.536252 + Penalty 3561.165940 = -8211967.370312 nChanged 142 SP:Iteration 57Q (2352.840905 sec): 3 clusters Score: Raw -8215549.707055 + Penalty 3561.165940 = -8211988.541115 nChanged 133 SP:Iteration 58Q (2352.965190 sec): 3 clusters Score: Raw -8215568.308969 + Penalty 3561.165940 = -8212007.143029 nChanged 126 SP:Iteration 59Q (2353.089656 sec): 3 clusters Score: Raw -8215587.911082 + Penalty 3561.165940 = -8212026.745142 nChanged 126 SP:Iteration 60F (2353.223108 sec): 3 clusters Score: Raw -8215606.788941 + Penalty 3561.165940 = -8212045.623000 nChanged 112 SP:Iteration 61Q (2353.345595 sec): 3 clusters Score: Raw -8215622.481934 + Penalty 3561.165940 = -8212061.315993 nChanged 106 SP:Iteration 62Q (2353.458662 sec): 3 clusters Score: Raw -8215634.968727 + Penalty 3561.165940 = -8212073.802787 nChanged 83 SP:Iteration 63Q (2353.575351 sec): 3 clusters Score: Raw -8215645.667561 + Penalty 3561.165940 = -8212084.501621 nChanged 77 SP:Iteration 64Q (2353.694174 sec): 3 clusters Score: Raw -8215654.941527 + Penalty 3561.165940 = -8212093.775587 nChanged 80 SP:Iteration 65Q (2353.825605 sec): 3 clusters Score: Raw -8215665.779820 + Penalty 3561.165940 = -8212104.613880 nChanged 85 SP:Iteration 66Q (2353.952208 sec): 3 clusters Score: Raw -8215677.689175 + Penalty 3561.165940 = -8212116.523235 nChanged 73 SP:Iteration 67Q (2354.078950 sec): 3 clusters Score: Raw -8215688.540956 + Penalty 3561.165940 = -8212127.375016 nChanged 86 SP:Iteration 68Q (2354.205809 sec): 3 clusters Score: Raw -8215698.988333 + Penalty 3561.165940 = -8212137.822393 nChanged 74 SP:Iteration 69Q (2354.327568 sec): 3 clusters Score: Raw -8215708.167795 + Penalty 3561.165940 = -8212147.001855 nChanged 68 SP:Iteration 70Q (2354.450423 sec): 3 clusters Score: Raw -8215715.994856 + Penalty 3561.165940 = -8212154.828916 nChanged 63 SP:Iteration 71Q (2354.574455 sec): 3 clusters Score: Raw -8215722.597214 + Penalty 3561.165940 = -8212161.431274 nChanged 59 SP:Iteration 72Q (2354.700486 sec): 3 clusters Score: Raw -8215728.570838 + Penalty 3561.165940 = -8212167.404898 nChanged 60 SP:Iteration 73Q (2354.813416 sec): 3 clusters Score: Raw -8215734.238119 + Penalty 3561.165940 = -8212173.072179 nChanged 51 SP:Iteration 74Q (2354.940517 sec): 3 clusters Score: Raw -8215739.400005 + Penalty 3561.165940 = -8212178.234064 nChanged 42 SP:Iteration 75Q (2355.060214 sec): 3 clusters Score: Raw -8215743.609570 + Penalty 3561.165940 = -8212182.443630 nChanged 52 SP:Iteration 76Q (2355.195455 sec): 3 clusters Score: Raw -8215749.511484 + Penalty 3561.165940 = -8212188.345544 nChanged 52 SP:Iteration 77Q (2355.312952 sec): 3 clusters Score: Raw -8215754.549478 + Penalty 3561.165940 = -8212193.383538 nChanged 42 SP:Iteration 78Q (2355.446075 sec): 3 clusters Score: Raw -8215758.059996 + Penalty 3561.165940 = -8212196.894056 nChanged 36 SP:Iteration 79Q (2355.568511 sec): 3 clusters Score: Raw -8215762.004534 + Penalty 3561.165940 = -8212200.838594 nChanged 41 SP:Iteration 80F (2355.704710 sec): 3 clusters Score: Raw -8215767.610767 + Penalty 3561.165940 = -8212206.444827 nChanged 48 SP:Iteration 81Q (2355.827266 sec): 3 clusters Score: Raw -8215776.399645 + Penalty 3561.165940 = -8212215.233705 nChanged 65 SP:Iteration 82Q (2355.951501 sec): 3 clusters Score: Raw -8215785.540651 + Penalty 3561.165940 = -8212224.374711 nChanged 51 SP:Iteration 83Q (2356.075158 sec): 3 clusters Score: Raw -8215791.943607 + Penalty 3561.165940 = -8212230.777667 nChanged 43 SP:Iteration 84Q (2356.214193 sec): 3 clusters Score: Raw -8215796.897425 + Penalty 3561.165940 = -8212235.731485 nChanged 44 SP:Iteration 85Q (2356.334817 sec): 3 clusters Score: Raw -8215802.413974 + Penalty 3561.165940 = -8212241.248034 nChanged 40 SP:Iteration 86Q (2356.463947 sec): 3 clusters Score: Raw -8215807.175291 + Penalty 3561.165940 = -8212246.009351 nChanged 42 SP:Iteration 87Q (2356.582374 sec): 3 clusters Score: Raw -8215812.418578 + Penalty 3561.165940 = -8212251.252638 nChanged 50 SP:Iteration 88Q (2356.715107 sec): 3 clusters Score: Raw -8215819.466907 + Penalty 3561.165940 = -8212258.300967 nChanged 56 SP:Iteration 89Q (2356.846029 sec): 3 clusters Score: Raw -8215826.237308 + Penalty 3561.165940 = -8212265.071368 nChanged 44 SP:Iteration 90Q (2356.979220 sec): 3 clusters Score: Raw -8215830.863421 + Penalty 3561.165940 = -8212269.697481 nChanged 41 SP:Iteration 91Q (2357.102438 sec): 3 clusters Score: Raw -8215836.080020 + Penalty 3561.165940 = -8212274.914080 nChanged 44 SP:Iteration 92Q (2357.231222 sec): 3 clusters Score: Raw -8215844.152073 + Penalty 3561.165940 = -8212282.986133 nChanged 59 SP:Iteration 93Q (2357.354182 sec): 3 clusters Score: Raw -8215857.382297 + Penalty 3561.165940 = -8212296.216357 nChanged 73 SP:Iteration 94Q (2357.474074 sec): 3 clusters Score: Raw -8215871.331109 + Penalty 3561.165940 = -8212310.165169 nChanged 70 SP:Iteration 95Q (2357.600178 sec): 3 clusters Score: Raw -8215887.731589 + Penalty 3561.165940 = -8212326.565649 nChanged 70 SP:Iteration 96Q (2357.727687 sec): 3 clusters Score: Raw -8215906.664841 + Penalty 3561.165940 = -8212345.498901 nChanged 81 SP:Iteration 97Q (2357.848747 sec): 3 clusters Score: Raw -8215928.611071 + Penalty 3561.165940 = -8212367.445131 nChanged 87 SP:Iteration 98Q (2357.973239 sec): 3 clusters Score: Raw -8215960.645892 + Penalty 3561.165940 = -8212399.479952 nChanged 95 SP:Iteration 99Q (2358.089475 sec): 3 clusters Score: Raw -8215993.030702 + Penalty 3561.165940 = -8212431.864762 nChanged 102 SP:Iteration 100F (2358.233797 sec): 3 clusters Score: Raw -8216019.940980 + Penalty 3561.165940 = -8212458.775040 nChanged 95 SP:Iteration 101Q (2358.359178 sec): 3 clusters Score: Raw -8216047.721057 + Penalty 3561.165940 = -8212486.555117 nChanged 83 SP:Iteration 102Q (2358.479264 sec): 3 clusters Score: Raw -8216069.994037 + Penalty 3561.165940 = -8212508.828097 nChanged 73 SP:Iteration 103Q (2358.605101 sec): 3 clusters Score: Raw -8216095.605979 + Penalty 3561.165940 = -8212534.440039 nChanged 87 SP:Iteration 104Q (2358.728396 sec): 3 clusters Score: Raw -8216127.658435 + Penalty 3561.165940 = -8212566.492495 nChanged 89 SP:Iteration 105Q (2358.856719 sec): 3 clusters Score: Raw -8216161.423230 + Penalty 3561.165940 = -8212600.257290 nChanged 89 SP:Iteration 106Q (2358.974175 sec): 3 clusters Score: Raw -8216194.523919 + Penalty 3561.165940 = -8212633.357978 nChanged 77 SP:Iteration 107Q (2359.100996 sec): 3 clusters Score: Raw -8216221.675072 + Penalty 3561.165940 = -8212660.509132 nChanged 71 SP:Iteration 108Q (2359.215393 sec): 3 clusters Score: Raw -8216240.922957 + Penalty 3561.165940 = -8212679.757017 nChanged 63 SP:Iteration 109Q (2359.328227 sec): 3 clusters Score: Raw -8216253.957960 + Penalty 3561.165940 = -8212692.792020 nChanged 54 SP:Iteration 110Q (2359.444961 sec): 3 clusters Score: Raw -8216267.437202 + Penalty 3561.165940 = -8212706.271262 nChanged 67 SP:Iteration 111Q (2359.564258 sec): 3 clusters Score: Raw -8216282.388472 + Penalty 3561.165940 = -8212721.222532 nChanged 50 SP:Iteration 112Q (2359.680007 sec): 3 clusters Score: Raw -8216292.299175 + Penalty 3561.165940 = -8212731.133235 nChanged 40 SP:Iteration 113Q (2359.797196 sec): 3 clusters Score: Raw -8216299.107202 + Penalty 3561.165940 = -8212737.941262 nChanged 33 SP:Iteration 114Q (2359.906291 sec): 3 clusters Score: Raw -8216306.570567 + Penalty 3561.165940 = -8212745.404627 nChanged 34 SP:Iteration 115Q (2360.032620 sec): 3 clusters Score: Raw -8216312.282748 + Penalty 3561.165940 = -8212751.116808 nChanged 21 SP:Iteration 116Q (2360.146638 sec): 3 clusters Score: Raw -8216315.431015 + Penalty 3561.165940 = -8212754.265075 nChanged 16 SP:Iteration 117Q (2360.263140 sec): 3 clusters Score: Raw -8216317.519891 + Penalty 3561.165940 = -8212756.353951 nChanged 14 SP:Iteration 118Q (2360.386423 sec): 3 clusters Score: Raw -8216318.717321 + Penalty 3561.165940 = -8212757.551381 nChanged 10 SP:Iteration 119Q (2360.493481 sec): 3 clusters Score: Raw -8216319.850496 + Penalty 3561.165940 = -8212758.684556 nChanged 10 SP:Iteration 120F (2360.630444 sec): 3 clusters Score: Raw -8216320.565319 + Penalty 3561.165940 = -8212759.399379 nChanged 6 SP:Iteration 121Q (2360.749070 sec): 3 clusters Score: Raw -8216321.133711 + Penalty 3561.165940 = -8212759.967771 nChanged 6 SP:Iteration 122Q (2360.872114 sec): 3 clusters Score: Raw -8216321.566154 + Penalty 3561.165940 = -8212760.400214 nChanged 5 SP:Iteration 123Q (2360.983629 sec): 3 clusters Score: Raw -8216321.960343 + Penalty 3561.165940 = -8212760.794403 nChanged 5 SP:Iteration 124Q (2361.099547 sec): 3 clusters Score: Raw -8216322.524488 + Penalty 3561.165940 = -8212761.358548 nChanged 9 SP:Iteration 125Q (2361.215193 sec): 3 clusters Score: Raw -8216323.564649 + Penalty 3561.165940 = -8212762.398709 nChanged 9 SP:Iteration 126Q (2361.330642 sec): 3 clusters Score: Raw -8216324.676922 + Penalty 3561.165940 = -8212763.510982 nChanged 12 SP:Iteration 127Q (2361.454786 sec): 3 clusters Score: Raw -8216325.854632 + Penalty 3561.165940 = -8212764.688692 nChanged 7 SP:Iteration 128Q (2361.570913 sec): 3 clusters Score: Raw -8216326.831934 + Penalty 3561.165940 = -8212765.665994 nChanged 12 SP:Iteration 129Q (2361.684647 sec): 3 clusters Score: Raw -8216328.275879 + Penalty 3561.165940 = -8212767.109939 nChanged 9 SP:Iteration 130Q (2361.819222 sec): 3 clusters Score: Raw -8216329.407194 + Penalty 3561.165940 = -8212768.241254 nChanged 7 SP:Iteration 131Q (2361.940624 sec): 3 clusters Score: Raw -8216329.992226 + Penalty 3561.165940 = -8212768.826286 nChanged 5 SP:Iteration 132Q (2362.063149 sec): 3 clusters Score: Raw -8216330.435068 + Penalty 3561.165940 = -8212769.269128 nChanged 2 SP:Iteration 133Q (2362.171506 sec): 3 clusters Score: Raw -8216330.540879 + Penalty 3561.165940 = -8212769.374938 nChanged 0 SP:Iteration 134F (2362.303011 sec): 3 clusters Score: Raw -8216330.540879 + Penalty 3561.165940 = -8212769.374938 nChanged 0 Trying to split cluster 34 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2362.336242 sec): 2 clusters Score: Raw -41549.963774 + Penalty 926.864652 = -40623.099121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2362.373915 sec): 3 clusters Score: Raw -41628.409029 + Penalty 1853.729304 = -39774.679725 nChanged 64 SP:Iteration 1F (2362.417429 sec): 3 clusters Score: Raw -41761.855190 + Penalty 1853.729304 = -39908.125886 nChanged 15 SP:Iteration 2Q (2362.461333 sec): 3 clusters Score: Raw -41814.402186 + Penalty 1853.729304 = -39960.672881 nChanged 5 SP:Iteration 3Q (2362.515344 sec): 3 clusters Score: Raw -41828.655088 + Penalty 1853.729304 = -39974.925784 nChanged 3 SP:Iteration 4Q (2362.562228 sec): 3 clusters Score: Raw -41838.752521 + Penalty 1853.729304 = -39985.023217 nChanged 1 SP:Iteration 5Q (2362.614713 sec): 3 clusters Score: Raw -41845.584494 + Penalty 1853.729304 = -39991.855190 nChanged 0 SP:Iteration 6F (2362.654329 sec): 3 clusters Score: Raw -41845.584494 + Penalty 1853.729304 = -39991.855190 nChanged 0 Trying to split cluster 35 (24335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2362.712904 sec): 2 clusters Score: Raw -3352379.477778 + Penalty 1641.196525 = -3350738.281253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2362.801252 sec): 3 clusters Score: Raw -3337664.091934 + Penalty 3282.393050 = -3334381.698884 nChanged 11092 SP:Iteration 1F (2362.889017 sec): 3 clusters Score: Raw -3343765.634399 + Penalty 3282.393050 = -3340483.241349 nChanged 1180 SP:Iteration 2Q (2362.978067 sec): 3 clusters Score: Raw -3344199.331455 + Penalty 3282.393050 = -3340916.938405 nChanged 1221 SP:Iteration 3F (2363.056187 sec): 3 clusters Score: Raw -3344711.022542 + Penalty 3282.393050 = -3341428.629492 nChanged 1265 SP:Iteration 4F (2363.140537 sec): 3 clusters Score: Raw -3345309.950088 + Penalty 3282.393050 = -3342027.557038 nChanged 1370 SP:Iteration 5F (2363.226506 sec): 3 clusters Score: Raw -3346098.517037 + Penalty 3282.393050 = -3342816.123988 nChanged 1454 SP:Iteration 6F (2363.302111 sec): 3 clusters Score: Raw -3347012.573105 + Penalty 3282.393050 = -3343730.180055 nChanged 1372 SP:Iteration 7F (2363.391568 sec): 3 clusters Score: Raw -3348041.341003 + Penalty 3282.393050 = -3344758.947953 nChanged 1217 SP:Iteration 8F (2363.480710 sec): 3 clusters Score: Raw -3349078.249328 + Penalty 3282.393050 = -3345795.856278 nChanged 1073 SP:Iteration 9Q (2363.572488 sec): 3 clusters Score: Raw -3349944.972554 + Penalty 3282.393050 = -3346662.579504 nChanged 811 SP:Iteration 10Q (2363.656933 sec): 3 clusters Score: Raw -3350456.362874 + Penalty 3282.393050 = -3347173.969824 nChanged 568 SP:Iteration 11Q (2363.742621 sec): 3 clusters Score: Raw -3350773.248069 + Penalty 3282.393050 = -3347490.855019 nChanged 420 SP:Iteration 12Q (2363.827912 sec): 3 clusters Score: Raw -3351008.013789 + Penalty 3282.393050 = -3347725.620740 nChanged 369 SP:Iteration 13Q (2363.915027 sec): 3 clusters Score: Raw -3351231.361045 + Penalty 3282.393050 = -3347948.967996 nChanged 344 SP:Iteration 14Q (2364.000593 sec): 3 clusters Score: Raw -3351435.233618 + Penalty 3282.393050 = -3348152.840568 nChanged 305 SP:Iteration 15Q (2364.083664 sec): 3 clusters Score: Raw -3351594.023558 + Penalty 3282.393050 = -3348311.630508 nChanged 267 SP:Iteration 16Q (2364.159335 sec): 3 clusters Score: Raw -3351741.311468 + Penalty 3282.393050 = -3348458.918418 nChanged 254 SP:Iteration 17Q (2364.255413 sec): 3 clusters Score: Raw -3351871.618633 + Penalty 3282.393050 = -3348589.225584 nChanged 225 SP:Iteration 18Q (2364.329837 sec): 3 clusters Score: Raw -3351979.556954 + Penalty 3282.393050 = -3348697.163904 nChanged 200 SP:Iteration 19Q (2364.406586 sec): 3 clusters Score: Raw -3352066.622893 + Penalty 3282.393050 = -3348784.229843 nChanged 146 SP:Iteration 20F (2364.503539 sec): 3 clusters Score: Raw -3352122.018748 + Penalty 3282.393050 = -3348839.625698 nChanged 133 SP:Iteration 21Q (2364.587444 sec): 3 clusters Score: Raw -3352168.107727 + Penalty 3282.393050 = -3348885.714677 nChanged 115 SP:Iteration 22Q (2364.678442 sec): 3 clusters Score: Raw -3352200.879394 + Penalty 3282.393050 = -3348918.486344 nChanged 86 SP:Iteration 23Q (2364.767018 sec): 3 clusters Score: Raw -3352223.251285 + Penalty 3282.393050 = -3348940.858236 nChanged 89 SP:Iteration 24Q (2364.847223 sec): 3 clusters Score: Raw -3352250.737238 + Penalty 3282.393050 = -3348968.344188 nChanged 89 SP:Iteration 25Q (2364.936400 sec): 3 clusters Score: Raw -3352277.848356 + Penalty 3282.393050 = -3348995.455307 nChanged 76 SP:Iteration 26Q (2365.010931 sec): 3 clusters Score: Raw -3352297.010370 + Penalty 3282.393050 = -3349014.617320 nChanged 65 SP:Iteration 27Q (2365.104204 sec): 3 clusters Score: Raw -3352310.915378 + Penalty 3282.393050 = -3349028.522328 nChanged 42 SP:Iteration 28Q (2365.180602 sec): 3 clusters Score: Raw -3352320.082425 + Penalty 3282.393050 = -3349037.689375 nChanged 49 SP:Iteration 29Q (2365.259603 sec): 3 clusters Score: Raw -3352331.830069 + Penalty 3282.393050 = -3349049.437019 nChanged 53 SP:Iteration 30Q (2365.344767 sec): 3 clusters Score: Raw -3352343.469137 + Penalty 3282.393050 = -3349061.076088 nChanged 36 SP:Iteration 31Q (2365.435587 sec): 3 clusters Score: Raw -3352351.553663 + Penalty 3282.393050 = -3349069.160614 nChanged 31 SP:Iteration 32Q (2365.505583 sec): 3 clusters Score: Raw -3352357.329239 + Penalty 3282.393050 = -3349074.936189 nChanged 25 SP:Iteration 33Q (2365.602626 sec): 3 clusters Score: Raw -3352361.321860 + Penalty 3282.393050 = -3349078.928811 nChanged 17 SP:Iteration 34Q (2365.687378 sec): 3 clusters Score: Raw -3352364.222461 + Penalty 3282.393050 = -3349081.829412 nChanged 26 SP:Iteration 35Q (2365.756794 sec): 3 clusters Score: Raw -3352370.771641 + Penalty 3282.393050 = -3349088.378591 nChanged 36 SP:Iteration 36Q (2365.846353 sec): 3 clusters Score: Raw -3352380.764106 + Penalty 3282.393050 = -3349098.371056 nChanged 33 SP:Iteration 37Q (2365.932865 sec): 3 clusters Score: Raw -3352390.303727 + Penalty 3282.393050 = -3349107.910677 nChanged 42 SP:Iteration 38Q (2366.010824 sec): 3 clusters Score: Raw -3352400.148305 + Penalty 3282.393050 = -3349117.755255 nChanged 35 SP:Iteration 39Q (2366.077627 sec): 3 clusters Score: Raw -3352409.024612 + Penalty 3282.393050 = -3349126.631562 nChanged 29 SP:Iteration 40F (2366.165638 sec): 3 clusters Score: Raw -3352417.182905 + Penalty 3282.393050 = -3349134.789855 nChanged 29 SP:Iteration 41Q (2366.237194 sec): 3 clusters Score: Raw -3352425.266176 + Penalty 3282.393050 = -3349142.873126 nChanged 39 SP:Iteration 42Q (2366.311743 sec): 3 clusters Score: Raw -3352434.316002 + Penalty 3282.393050 = -3349151.922952 nChanged 30 SP:Iteration 43Q (2366.381348 sec): 3 clusters Score: Raw -3352440.560460 + Penalty 3282.393050 = -3349158.167411 nChanged 27 SP:Iteration 44Q (2366.457953 sec): 3 clusters Score: Raw -3352446.290358 + Penalty 3282.393050 = -3349163.897308 nChanged 30 SP:Iteration 45Q (2366.522505 sec): 3 clusters Score: Raw -3352452.998653 + Penalty 3282.393050 = -3349170.605603 nChanged 31 SP:Iteration 46Q (2366.599442 sec): 3 clusters Score: Raw -3352460.098701 + Penalty 3282.393050 = -3349177.705651 nChanged 25 SP:Iteration 47Q (2366.681332 sec): 3 clusters Score: Raw -3352464.139055 + Penalty 3282.393050 = -3349181.746005 nChanged 15 SP:Iteration 48Q (2366.756309 sec): 3 clusters Score: Raw -3352466.564580 + Penalty 3282.393050 = -3349184.171531 nChanged 15 SP:Iteration 49Q (2366.819454 sec): 3 clusters Score: Raw -3352470.323545 + Penalty 3282.393050 = -3349187.930495 nChanged 16 SP:Iteration 50Q (2366.862423 sec): 3 clusters Score: Raw -3352474.488339 + Penalty 3282.393050 = -3349192.095289 nChanged 19 SP:Iteration 51Q (2366.906618 sec): 3 clusters Score: Raw -3352479.974264 + Penalty 3282.393050 = -3349197.581215 nChanged 20 SP:Iteration 52Q (2366.955011 sec): 3 clusters Score: Raw -3352485.462369 + Penalty 3282.393050 = -3349203.069319 nChanged 24 SP:Iteration 53Q (2366.997844 sec): 3 clusters Score: Raw -3352491.968454 + Penalty 3282.393050 = -3349209.575404 nChanged 24 SP:Iteration 54Q (2367.041562 sec): 3 clusters Score: Raw -3352500.657750 + Penalty 3282.393050 = -3349218.264700 nChanged 36 SP:Iteration 55Q (2367.119582 sec): 3 clusters Score: Raw -3352509.928053 + Penalty 3282.393050 = -3349227.535003 nChanged 25 SP:Iteration 56Q (2367.195263 sec): 3 clusters Score: Raw -3352516.221977 + Penalty 3282.393050 = -3349233.828927 nChanged 27 SP:Iteration 57Q (2367.271640 sec): 3 clusters Score: Raw -3352523.649573 + Penalty 3282.393050 = -3349241.256523 nChanged 32 SP:Iteration 58Q (2367.349336 sec): 3 clusters Score: Raw -3352530.822725 + Penalty 3282.393050 = -3349248.429675 nChanged 18 SP:Iteration 59Q (2367.417211 sec): 3 clusters Score: Raw -3352533.927986 + Penalty 3282.393050 = -3349251.534937 nChanged 16 SP:Iteration 60F (2367.489743 sec): 3 clusters Score: Raw -3352539.565090 + Penalty 3282.393050 = -3349257.172040 nChanged 20 SP:Iteration 61Q (2367.561481 sec): 3 clusters Score: Raw -3352544.327993 + Penalty 3282.393050 = -3349261.934943 nChanged 15 SP:Iteration 62Q (2367.640792 sec): 3 clusters Score: Raw -3352548.543694 + Penalty 3282.393050 = -3349266.150644 nChanged 10 SP:Iteration 63Q (2367.709489 sec): 3 clusters Score: Raw -3352551.034761 + Penalty 3282.393050 = -3349268.641711 nChanged 8 SP:Iteration 64Q (2367.786244 sec): 3 clusters Score: Raw -3352552.897160 + Penalty 3282.393050 = -3349270.504110 nChanged 7 SP:Iteration 65Q (2367.856532 sec): 3 clusters Score: Raw -3352555.804748 + Penalty 3282.393050 = -3349273.411698 nChanged 11 SP:Iteration 66Q (2367.925051 sec): 3 clusters Score: Raw -3352558.625160 + Penalty 3282.393050 = -3349276.232110 nChanged 14 SP:Iteration 67Q (2368.006042 sec): 3 clusters Score: Raw -3352560.990847 + Penalty 3282.393050 = -3349278.597797 nChanged 10 SP:Iteration 68Q (2368.087194 sec): 3 clusters Score: Raw -3352563.701083 + Penalty 3282.393050 = -3349281.308034 nChanged 14 SP:Iteration 69Q (2368.163857 sec): 3 clusters Score: Raw -3352568.720062 + Penalty 3282.393050 = -3349286.327013 nChanged 16 SP:Iteration 70Q (2368.234862 sec): 3 clusters Score: Raw -3352571.936585 + Penalty 3282.393050 = -3349289.543536 nChanged 14 SP:Iteration 71Q (2368.323937 sec): 3 clusters Score: Raw -3352574.377380 + Penalty 3282.393050 = -3349291.984330 nChanged 9 SP:Iteration 72Q (2368.396237 sec): 3 clusters Score: Raw -3352576.024173 + Penalty 3282.393050 = -3349293.631123 nChanged 8 SP:Iteration 73Q (2368.478672 sec): 3 clusters Score: Raw -3352578.114009 + Penalty 3282.393050 = -3349295.720959 nChanged 10 SP:Iteration 74Q (2368.559563 sec): 3 clusters Score: Raw -3352580.445827 + Penalty 3282.393050 = -3349298.052777 nChanged 5 SP:Iteration 75Q (2368.635608 sec): 3 clusters Score: Raw -3352581.278065 + Penalty 3282.393050 = -3349298.885015 nChanged 5 SP:Iteration 76Q (2368.723501 sec): 3 clusters Score: Raw -3352582.063420 + Penalty 3282.393050 = -3349299.670371 nChanged 6 SP:Iteration 77Q (2368.805070 sec): 3 clusters Score: Raw -3352583.455274 + Penalty 3282.393050 = -3349301.062224 nChanged 4 SP:Iteration 78Q (2368.886456 sec): 3 clusters Score: Raw -3352584.501174 + Penalty 3282.393050 = -3349302.108125 nChanged 4 SP:Iteration 79Q (2368.957502 sec): 3 clusters Score: Raw -3352585.175062 + Penalty 3282.393050 = -3349302.782012 nChanged 2 SP:Iteration 80F (2369.040381 sec): 3 clusters Score: Raw -3352585.617520 + Penalty 3282.393050 = -3349303.224470 nChanged 3 SP:Iteration 81Q (2369.112431 sec): 3 clusters Score: Raw -3352586.364348 + Penalty 3282.393050 = -3349303.971298 nChanged 4 SP:Iteration 82Q (2369.205267 sec): 3 clusters Score: Raw -3352586.986074 + Penalty 3282.393050 = -3349304.593024 nChanged 2 SP:Iteration 83Q (2369.286818 sec): 3 clusters Score: Raw -3352587.387446 + Penalty 3282.393050 = -3349304.994396 nChanged 1 SP:Iteration 84Q (2369.368147 sec): 3 clusters Score: Raw -3352587.565305 + Penalty 3282.393050 = -3349305.172255 nChanged 0 SP:Iteration 85F (2369.449042 sec): 3 clusters Score: Raw -3352587.565305 + Penalty 3282.393050 = -3349305.172255 nChanged 0 Iteration 139Q (2372.494955 sec): 37 clusters Score: Raw -40005381.052529 + Penalty 73517.992818 = -39931863.059711 nChanged 2620 Iteration 140F (2379.031590 sec): 37 clusters Score: Raw -40007361.899134 + Penalty 73517.992818 = -39933843.906315 nChanged 1906 Iteration 141Q (2381.835733 sec): 37 clusters Score: Raw -40007926.615345 + Penalty 73517.992818 = -39934408.622527 nChanged 1430 Iteration 142Q (2384.679782 sec): 37 clusters Score: Raw -40008175.615193 + Penalty 73517.992818 = -39934657.622375 nChanged 1234 Iteration 143Q (2387.519027 sec): 37 clusters Score: Raw -40008349.002240 + Penalty 73517.992818 = -39934831.009422 nChanged 1140 Iteration 144Q (2390.433182 sec): 37 clusters Score: Raw -40008491.915672 + Penalty 73517.992818 = -39934973.922853 nChanged 1061 Iteration 145Q (2393.337816 sec): 37 clusters Score: Raw -40008606.144773 + Penalty 73517.992818 = -39935088.151954 nChanged 1023 Iteration 146Q (2396.082960 sec): 37 clusters Score: Raw -40008722.191137 + Penalty 73517.992818 = -39935204.198318 nChanged 975 Iteration 147Q (2399.039198 sec): 37 clusters Score: Raw -40008819.359538 + Penalty 73517.992818 = -39935301.366719 nChanged 891 Iteration 148Q (2401.895796 sec): 37 clusters Score: Raw -40008905.951122 + Penalty 73517.992818 = -39935387.958304 nChanged 847 Iteration 149Q (2404.663747 sec): 37 clusters Score: Raw -40008991.035627 + Penalty 73517.992818 = -39935473.042809 nChanged 874 Iteration 150Q (2407.575288 sec): 37 clusters Score: Raw -40009079.773687 + Penalty 73517.992818 = -39935561.780869 nChanged 816 Iteration 151Q (2410.471992 sec): 37 clusters Score: Raw -40009149.566896 + Penalty 73517.992818 = -39935631.574077 nChanged 750 Iteration 152Q (2413.202622 sec): 37 clusters Score: Raw -40009204.095710 + Penalty 73517.992818 = -39935686.102892 nChanged 687 Iteration 153Q (2416.025865 sec): 37 clusters Score: Raw -40009256.058192 + Penalty 73517.992818 = -39935738.065374 nChanged 619 Iteration 154Q (2419.153634 sec): 37 clusters Score: Raw -40009303.704108 + Penalty 73517.992818 = -39935785.711290 nChanged 587 Iteration 155Q (2422.043087 sec): 37 clusters Score: Raw -40009349.741455 + Penalty 73517.992818 = -39935831.748637 nChanged 570 Iteration 156Q (2424.888332 sec): 37 clusters Score: Raw -40009402.796549 + Penalty 73517.992818 = -39935884.803731 nChanged 575 Iteration 157Q (2428.005843 sec): 37 clusters Score: Raw -40009460.243634 + Penalty 73517.992818 = -39935942.250816 nChanged 576 Iteration 158Q (2431.028088 sec): 37 clusters Score: Raw -40009518.671412 + Penalty 73517.992818 = -39936000.678594 nChanged 535 Iteration 159Q (2434.099129 sec): 37 clusters Score: Raw -40009596.503836 + Penalty 73517.992818 = -39936078.511017 nChanged 528 Iteration 160F (2440.709695 sec): 37 clusters Score: Raw -40009737.021154 + Penalty 73517.992818 = -39936219.028335 nChanged 542 Iteration 161Q (2443.782328 sec): 37 clusters Score: Raw -40009969.691331 + Penalty 73517.992818 = -39936451.698513 nChanged 498 Iteration 162Q (2446.805112 sec): 37 clusters Score: Raw -40010097.340552 + Penalty 73517.992818 = -39936579.347734 nChanged 483 Iteration 163Q (2449.953658 sec): 37 clusters Score: Raw -40010188.567387 + Penalty 73517.992818 = -39936670.574569 nChanged 452 Iteration 164Q (2452.831258 sec): 37 clusters Score: Raw -40010264.689836 + Penalty 73517.992818 = -39936746.697018 nChanged 421 Iteration 165Q (2455.693909 sec): 37 clusters Score: Raw -40010323.158110 + Penalty 73517.992818 = -39936805.165292 nChanged 361 Iteration 166Q (2458.588543 sec): 37 clusters Score: Raw -40010384.156264 + Penalty 73517.992818 = -39936866.163446 nChanged 329 Iteration 167Q (2461.432725 sec): 37 clusters Score: Raw -40010434.962210 + Penalty 73517.992818 = -39936916.969391 nChanged 295 Iteration 168Q (2464.290113 sec): 37 clusters Score: Raw -40010466.304164 + Penalty 73517.992818 = -39936948.311346 nChanged 276 Iteration 169Q (2467.159433 sec): 37 clusters Score: Raw -40010487.211963 + Penalty 73517.992818 = -39936969.219145 nChanged 263 Iteration 170Q (2470.059817 sec): 37 clusters Score: Raw -40010502.523607 + Penalty 73517.992818 = -39936984.530788 nChanged 262 Iteration 171Q (2472.815315 sec): 37 clusters Score: Raw -40010515.847901 + Penalty 73517.992818 = -39936997.855083 nChanged 238 Iteration 172Q (2475.706831 sec): 37 clusters Score: Raw -40010527.170897 + Penalty 73517.992818 = -39937009.178079 nChanged 216 Iteration 173Q (2478.545852 sec): 37 clusters Score: Raw -40010538.456752 + Penalty 73517.992818 = -39937020.463933 nChanged 217 Iteration 174Q (2481.523089 sec): 37 clusters Score: Raw -40010550.334109 + Penalty 73517.992818 = -39937032.341291 nChanged 218 Iteration 175Q (2484.398006 sec): 37 clusters Score: Raw -40010561.813685 + Penalty 73517.992818 = -39937043.820866 nChanged 203 Iteration 176Q (2487.182997 sec): 37 clusters Score: Raw -40010571.784083 + Penalty 73517.992818 = -39937053.791264 nChanged 180 Iteration 177Q (2490.098693 sec): 37 clusters Score: Raw -40010581.299697 + Penalty 73517.992818 = -39937063.306879 nChanged 173 Iteration 178Q (2492.975208 sec): 37 clusters Score: Raw -40010589.229712 + Penalty 73517.992818 = -39937071.236894 nChanged 159 Writing temp clu file Because OldScore, -39937063.306879, is greater than current (better) Score,-39937071.236894 Compute initial score before splitting: Score: Raw -40010589.229712 + Penalty 73517.992818 = -39937071.236894 Trying to split cluster 1 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2493.064012 sec): 2 clusters Score: Raw -19082.117640 + Penalty 896.586096 = -18185.531544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2493.098913 sec): 3 clusters Score: Raw -19505.682598 + Penalty 1793.172191 = -17712.510406 nChanged 71 SP:Iteration 1F (2493.143022 sec): 3 clusters Score: Raw -19777.800551 + Penalty 1793.172191 = -17984.628360 nChanged 15 SP:Iteration 2F (2493.189811 sec): 3 clusters Score: Raw -19924.984733 + Penalty 1793.172191 = -18131.812541 nChanged 11 SP:Iteration 3Q (2493.239134 sec): 3 clusters Score: Raw -19990.886414 + Penalty 1793.172191 = -18197.714223 nChanged 3 SP:Iteration 4Q (2493.288864 sec): 3 clusters Score: Raw -20013.351300 + Penalty 1793.172191 = -18220.179109 nChanged 1 SP:Iteration 5Q (2493.336190 sec): 3 clusters Score: Raw -20015.391236 + Penalty 1793.172191 = -18222.219044 nChanged 0 SP:Iteration 6F (2493.373762 sec): 3 clusters Score: Raw -20015.391236 + Penalty 1793.172191 = -18222.219044 nChanged 0 Score: Raw -40011528.708545 + Penalty 75560.159285 = -39935968.549260 Splitting cluster 1 changes total score from -39937071.236894 to -39935968.549260 So it's not getting split. Trying to split cluster 2 (17117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2500.152502 sec): 2 clusters Score: Raw -2405610.370814 + Penalty 1584.021953 = -2404026.348861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2500.226558 sec): 3 clusters Score: Raw -2395366.242959 + Penalty 3168.043905 = -2392198.199054 nChanged 7682 SP:Iteration 1F (2500.275147 sec): 3 clusters Score: Raw -2399569.370952 + Penalty 3168.043905 = -2396401.327047 nChanged 996 SP:Iteration 2F (2500.351247 sec): 3 clusters Score: Raw -2400084.327384 + Penalty 3168.043905 = -2396916.283479 nChanged 1017 SP:Iteration 3F (2500.408094 sec): 3 clusters Score: Raw -2400664.481663 + Penalty 3168.043905 = -2397496.437758 nChanged 1091 SP:Iteration 4F (2500.466773 sec): 3 clusters Score: Raw -2401412.259268 + Penalty 3168.043905 = -2398244.215363 nChanged 1118 SP:Iteration 5F (2500.537625 sec): 3 clusters Score: Raw -2402283.016246 + Penalty 3168.043905 = -2399114.972341 nChanged 1181 SP:Iteration 6F (2500.608743 sec): 3 clusters Score: Raw -2403253.449880 + Penalty 3168.043905 = -2400085.405974 nChanged 1156 SP:Iteration 7F (2500.685872 sec): 3 clusters Score: Raw -2404143.357608 + Penalty 3168.043905 = -2400975.313703 nChanged 995 SP:Iteration 8F (2500.751676 sec): 3 clusters Score: Raw -2404873.910370 + Penalty 3168.043905 = -2401705.866465 nChanged 761 SP:Iteration 9Q (2500.815600 sec): 3 clusters Score: Raw -2405338.605689 + Penalty 3168.043905 = -2402170.561784 nChanged 552 SP:Iteration 10Q (2500.885123 sec): 3 clusters Score: Raw -2405609.728376 + Penalty 3168.043905 = -2402441.684471 nChanged 405 SP:Iteration 11Q (2500.958840 sec): 3 clusters Score: Raw -2405751.599744 + Penalty 3168.043905 = -2402583.555839 nChanged 260 SP:Iteration 12Q (2501.023027 sec): 3 clusters Score: Raw -2405822.690924 + Penalty 3168.043905 = -2402654.647019 nChanged 190 SP:Iteration 13Q (2501.083284 sec): 3 clusters Score: Raw -2405864.741932 + Penalty 3168.043905 = -2402696.698027 nChanged 139 SP:Iteration 14Q (2501.149762 sec): 3 clusters Score: Raw -2405893.578944 + Penalty 3168.043905 = -2402725.535039 nChanged 104 SP:Iteration 15Q (2501.213493 sec): 3 clusters Score: Raw -2405913.626730 + Penalty 3168.043905 = -2402745.582825 nChanged 91 SP:Iteration 16Q (2501.285473 sec): 3 clusters Score: Raw -2405928.216468 + Penalty 3168.043905 = -2402760.172563 nChanged 66 SP:Iteration 17Q (2501.358958 sec): 3 clusters Score: Raw -2405937.901176 + Penalty 3168.043905 = -2402769.857271 nChanged 55 SP:Iteration 18Q (2501.421896 sec): 3 clusters Score: Raw -2405944.111783 + Penalty 3168.043905 = -2402776.067878 nChanged 49 SP:Iteration 19Q (2501.477840 sec): 3 clusters Score: Raw -2405950.965557 + Penalty 3168.043905 = -2402782.921652 nChanged 60 SP:Iteration 20F (2501.549343 sec): 3 clusters Score: Raw -2405959.974623 + Penalty 3168.043905 = -2402791.930718 nChanged 60 SP:Iteration 21Q (2501.621890 sec): 3 clusters Score: Raw -2405968.430693 + Penalty 3168.043905 = -2402800.386788 nChanged 49 SP:Iteration 22Q (2501.683243 sec): 3 clusters Score: Raw -2405975.584752 + Penalty 3168.043905 = -2402807.540847 nChanged 63 SP:Iteration 23Q (2501.752316 sec): 3 clusters Score: Raw -2405983.594081 + Penalty 3168.043905 = -2402815.550176 nChanged 49 SP:Iteration 24Q (2501.823270 sec): 3 clusters Score: Raw -2405988.775677 + Penalty 3168.043905 = -2402820.731772 nChanged 43 SP:Iteration 25Q (2501.883176 sec): 3 clusters Score: Raw -2405994.155014 + Penalty 3168.043905 = -2402826.111109 nChanged 41 SP:Iteration 26Q (2501.950367 sec): 3 clusters Score: Raw -2405999.170759 + Penalty 3168.043905 = -2402831.126854 nChanged 43 SP:Iteration 27Q (2502.020875 sec): 3 clusters Score: Raw -2406004.530649 + Penalty 3168.043905 = -2402836.486743 nChanged 37 SP:Iteration 28Q (2502.087736 sec): 3 clusters Score: Raw -2406007.899501 + Penalty 3168.043905 = -2402839.855596 nChanged 33 SP:Iteration 29Q (2502.116544 sec): 3 clusters Score: Raw -2406010.905109 + Penalty 3168.043905 = -2402842.861204 nChanged 40 SP:Iteration 30Q (2502.170156 sec): 3 clusters Score: Raw -2406014.801243 + Penalty 3168.043905 = -2402846.757338 nChanged 36 SP:Iteration 31Q (2502.231073 sec): 3 clusters Score: Raw -2406018.619261 + Penalty 3168.043905 = -2402850.575356 nChanged 50 SP:Iteration 32Q (2502.292171 sec): 3 clusters Score: Raw -2406024.336672 + Penalty 3168.043905 = -2402856.292767 nChanged 51 SP:Iteration 33Q (2502.362701 sec): 3 clusters Score: Raw -2406031.168322 + Penalty 3168.043905 = -2402863.124417 nChanged 57 SP:Iteration 34Q (2502.413022 sec): 3 clusters Score: Raw -2406038.720035 + Penalty 3168.043905 = -2402870.676130 nChanged 53 SP:Iteration 35Q (2502.486576 sec): 3 clusters Score: Raw -2406045.200932 + Penalty 3168.043905 = -2402877.157027 nChanged 43 SP:Iteration 36Q (2502.549766 sec): 3 clusters Score: Raw -2406049.953724 + Penalty 3168.043905 = -2402881.909819 nChanged 46 SP:Iteration 37Q (2502.622981 sec): 3 clusters Score: Raw -2406055.954582 + Penalty 3168.043905 = -2402887.910677 nChanged 52 SP:Iteration 38Q (2502.686395 sec): 3 clusters Score: Raw -2406061.600398 + Penalty 3168.043905 = -2402893.556493 nChanged 64 SP:Iteration 39Q (2502.753167 sec): 3 clusters Score: Raw -2406068.953696 + Penalty 3168.043905 = -2402900.909791 nChanged 60 SP:Iteration 40F (2502.832220 sec): 3 clusters Score: Raw -2406076.571316 + Penalty 3168.043905 = -2402908.527411 nChanged 71 SP:Iteration 41Q (2502.871019 sec): 3 clusters Score: Raw -2406086.376042 + Penalty 3168.043905 = -2402918.332137 nChanged 83 SP:Iteration 42Q (2502.924067 sec): 3 clusters Score: Raw -2406099.141535 + Penalty 3168.043905 = -2402931.097630 nChanged 89 SP:Iteration 43Q (2502.980887 sec): 3 clusters Score: Raw -2406112.493761 + Penalty 3168.043905 = -2402944.449855 nChanged 90 SP:Iteration 44Q (2503.049433 sec): 3 clusters Score: Raw -2406128.303314 + Penalty 3168.043905 = -2402960.259409 nChanged 103 SP:Iteration 45Q (2503.105023 sec): 3 clusters Score: Raw -2406146.742674 + Penalty 3168.043905 = -2402978.698769 nChanged 101 SP:Iteration 46Q (2503.177602 sec): 3 clusters Score: Raw -2406162.279333 + Penalty 3168.043905 = -2402994.235427 nChanged 80 SP:Iteration 47Q (2503.248217 sec): 3 clusters Score: Raw -2406173.060908 + Penalty 3168.043905 = -2403005.017003 nChanged 79 SP:Iteration 48Q (2503.312497 sec): 3 clusters Score: Raw -2406183.497201 + Penalty 3168.043905 = -2403015.453295 nChanged 83 SP:Iteration 49Q (2503.363342 sec): 3 clusters Score: Raw -2406196.241148 + Penalty 3168.043905 = -2403028.197243 nChanged 90 SP:Iteration 50Q (2503.430101 sec): 3 clusters Score: Raw -2406210.769505 + Penalty 3168.043905 = -2403042.725600 nChanged 108 SP:Iteration 51Q (2503.505972 sec): 3 clusters Score: Raw -2406229.314776 + Penalty 3168.043905 = -2403061.270871 nChanged 107 SP:Iteration 52Q (2503.573149 sec): 3 clusters Score: Raw -2406247.382499 + Penalty 3168.043905 = -2403079.338594 nChanged 114 SP:Iteration 53Q (2503.636221 sec): 3 clusters Score: Raw -2406270.562013 + Penalty 3168.043905 = -2403102.518108 nChanged 138 SP:Iteration 54Q (2503.706666 sec): 3 clusters Score: Raw -2406301.997120 + Penalty 3168.043905 = -2403133.953214 nChanged 154 SP:Iteration 55Q (2503.788572 sec): 3 clusters Score: Raw -2406339.645760 + Penalty 3168.043905 = -2403171.601854 nChanged 161 SP:Iteration 56Q (2503.847553 sec): 3 clusters Score: Raw -2406374.919277 + Penalty 3168.043905 = -2403206.875372 nChanged 147 SP:Iteration 57Q (2503.924093 sec): 3 clusters Score: Raw -2406409.222140 + Penalty 3168.043905 = -2403241.178235 nChanged 146 SP:Iteration 58Q (2503.991543 sec): 3 clusters Score: Raw -2406444.166177 + Penalty 3168.043905 = -2403276.122272 nChanged 154 SP:Iteration 59Q (2504.056949 sec): 3 clusters Score: Raw -2406482.980206 + Penalty 3168.043905 = -2403314.936300 nChanged 145 SP:Iteration 60F (2504.133659 sec): 3 clusters Score: Raw -2406517.790659 + Penalty 3168.043905 = -2403349.746754 nChanged 138 SP:Iteration 61Q (2504.208712 sec): 3 clusters Score: Raw -2406548.403282 + Penalty 3168.043905 = -2403380.359377 nChanged 130 SP:Iteration 62Q (2504.277493 sec): 3 clusters Score: Raw -2406574.720664 + Penalty 3168.043905 = -2403406.676759 nChanged 122 SP:Iteration 63Q (2504.342503 sec): 3 clusters Score: Raw -2406597.637451 + Penalty 3168.043905 = -2403429.593546 nChanged 121 SP:Iteration 64Q (2504.408872 sec): 3 clusters Score: Raw -2406621.667816 + Penalty 3168.043905 = -2403453.623911 nChanged 117 SP:Iteration 65Q (2504.479634 sec): 3 clusters Score: Raw -2406643.917581 + Penalty 3168.043905 = -2403475.873676 nChanged 110 SP:Iteration 66Q (2504.557333 sec): 3 clusters Score: Raw -2406664.900595 + Penalty 3168.043905 = -2403496.856689 nChanged 122 SP:Iteration 67Q (2504.615020 sec): 3 clusters Score: Raw -2406688.466652 + Penalty 3168.043905 = -2403520.422747 nChanged 111 SP:Iteration 68Q (2504.650709 sec): 3 clusters Score: Raw -2406708.846305 + Penalty 3168.043905 = -2403540.802400 nChanged 90 SP:Iteration 69Q (2504.716033 sec): 3 clusters Score: Raw -2406724.716638 + Penalty 3168.043905 = -2403556.672732 nChanged 98 SP:Iteration 70Q (2504.783201 sec): 3 clusters Score: Raw -2406740.118838 + Penalty 3168.043905 = -2403572.074933 nChanged 92 SP:Iteration 71Q (2504.847511 sec): 3 clusters Score: Raw -2406754.839520 + Penalty 3168.043905 = -2403586.795614 nChanged 94 SP:Iteration 72Q (2504.914544 sec): 3 clusters Score: Raw -2406769.686492 + Penalty 3168.043905 = -2403601.642587 nChanged 94 SP:Iteration 73Q (2504.981298 sec): 3 clusters Score: Raw -2406783.970998 + Penalty 3168.043905 = -2403615.927093 nChanged 80 SP:Iteration 74Q (2505.047924 sec): 3 clusters Score: Raw -2406795.526126 + Penalty 3168.043905 = -2403627.482220 nChanged 77 SP:Iteration 75Q (2505.113673 sec): 3 clusters Score: Raw -2406807.615794 + Penalty 3168.043905 = -2403639.571889 nChanged 89 SP:Iteration 76Q (2505.178120 sec): 3 clusters Score: Raw -2406822.333468 + Penalty 3168.043905 = -2403654.289563 nChanged 83 SP:Iteration 77Q (2505.257677 sec): 3 clusters Score: Raw -2406835.524174 + Penalty 3168.043905 = -2403667.480269 nChanged 66 SP:Iteration 78Q (2505.319889 sec): 3 clusters Score: Raw -2406846.054794 + Penalty 3168.043905 = -2403678.010889 nChanged 59 SP:Iteration 79Q (2505.385494 sec): 3 clusters Score: Raw -2406855.789313 + Penalty 3168.043905 = -2403687.745408 nChanged 52 SP:Iteration 80F (2505.454327 sec): 3 clusters Score: Raw -2406862.756574 + Penalty 3168.043905 = -2403694.712669 nChanged 54 SP:Iteration 81Q (2505.520478 sec): 3 clusters Score: Raw -2406870.111991 + Penalty 3168.043905 = -2403702.068086 nChanged 54 SP:Iteration 82Q (2505.580273 sec): 3 clusters Score: Raw -2406877.517741 + Penalty 3168.043905 = -2403709.473835 nChanged 60 SP:Iteration 83Q (2505.641517 sec): 3 clusters Score: Raw -2406885.001606 + Penalty 3168.043905 = -2403716.957701 nChanged 52 SP:Iteration 84Q (2505.712368 sec): 3 clusters Score: Raw -2406892.259321 + Penalty 3168.043905 = -2403724.215416 nChanged 61 SP:Iteration 85Q (2505.771543 sec): 3 clusters Score: Raw -2406902.306388 + Penalty 3168.043905 = -2403734.262483 nChanged 68 SP:Iteration 86Q (2505.837869 sec): 3 clusters Score: Raw -2406913.414507 + Penalty 3168.043905 = -2403745.370602 nChanged 65 SP:Iteration 87Q (2505.903605 sec): 3 clusters Score: Raw -2406922.770511 + Penalty 3168.043905 = -2403754.726606 nChanged 60 SP:Iteration 88Q (2505.968731 sec): 3 clusters Score: Raw -2406931.772627 + Penalty 3168.043905 = -2403763.728722 nChanged 67 SP:Iteration 89Q (2506.035465 sec): 3 clusters Score: Raw -2406939.570242 + Penalty 3168.043905 = -2403771.526336 nChanged 53 SP:Iteration 90Q (2506.102942 sec): 3 clusters Score: Raw -2406945.535242 + Penalty 3168.043905 = -2403777.491337 nChanged 49 SP:Iteration 91Q (2506.168260 sec): 3 clusters Score: Raw -2406949.920387 + Penalty 3168.043905 = -2403781.876481 nChanged 32 SP:Iteration 92Q (2506.240156 sec): 3 clusters Score: Raw -2406952.959030 + Penalty 3168.043905 = -2403784.915124 nChanged 36 SP:Iteration 93Q (2506.299988 sec): 3 clusters Score: Raw -2406956.676092 + Penalty 3168.043905 = -2403788.632187 nChanged 37 SP:Iteration 94Q (2506.379424 sec): 3 clusters Score: Raw -2406959.920217 + Penalty 3168.043905 = -2403791.876312 nChanged 31 SP:Iteration 95Q (2506.438348 sec): 3 clusters Score: Raw -2406963.378912 + Penalty 3168.043905 = -2403795.335007 nChanged 34 SP:Iteration 96Q (2506.511454 sec): 3 clusters Score: Raw -2406967.243782 + Penalty 3168.043905 = -2403799.199877 nChanged 42 SP:Iteration 97Q (2506.566442 sec): 3 clusters Score: Raw -2406972.190714 + Penalty 3168.043905 = -2403804.146808 nChanged 37 SP:Iteration 98Q (2506.632009 sec): 3 clusters Score: Raw -2406976.391163 + Penalty 3168.043905 = -2403808.347258 nChanged 33 SP:Iteration 99Q (2506.702244 sec): 3 clusters Score: Raw -2406980.479707 + Penalty 3168.043905 = -2403812.435801 nChanged 32 SP:Iteration 100F (2506.777756 sec): 3 clusters Score: Raw -2406985.068819 + Penalty 3168.043905 = -2403817.024913 nChanged 35 SP:Iteration 101Q (2506.840063 sec): 3 clusters Score: Raw -2406988.901721 + Penalty 3168.043905 = -2403820.857815 nChanged 38 SP:Iteration 102Q (2506.916503 sec): 3 clusters Score: Raw -2406993.353003 + Penalty 3168.043905 = -2403825.309098 nChanged 32 SP:Iteration 103Q (2506.982881 sec): 3 clusters Score: Raw -2406996.570476 + Penalty 3168.043905 = -2403828.526571 nChanged 29 SP:Iteration 104Q (2507.042249 sec): 3 clusters Score: Raw -2406999.511479 + Penalty 3168.043905 = -2403831.467573 nChanged 27 SP:Iteration 105Q (2507.113011 sec): 3 clusters Score: Raw -2407002.643023 + Penalty 3168.043905 = -2403834.599118 nChanged 32 SP:Iteration 106Q (2507.175815 sec): 3 clusters Score: Raw -2407007.160560 + Penalty 3168.043905 = -2403839.116655 nChanged 33 SP:Iteration 107Q (2507.235891 sec): 3 clusters Score: Raw -2407011.993388 + Penalty 3168.043905 = -2403843.949483 nChanged 37 SP:Iteration 108Q (2507.300018 sec): 3 clusters Score: Raw -2407017.032013 + Penalty 3168.043905 = -2403848.988108 nChanged 39 SP:Iteration 109Q (2507.366701 sec): 3 clusters Score: Raw -2407021.653011 + Penalty 3168.043905 = -2403853.609106 nChanged 38 SP:Iteration 110Q (2507.435472 sec): 3 clusters Score: Raw -2407026.791789 + Penalty 3168.043905 = -2403858.747884 nChanged 49 SP:Iteration 111Q (2507.520135 sec): 3 clusters Score: Raw -2407035.640401 + Penalty 3168.043905 = -2403867.596496 nChanged 54 SP:Iteration 112Q (2507.575908 sec): 3 clusters Score: Raw -2407044.028475 + Penalty 3168.043905 = -2403875.984570 nChanged 43 SP:Iteration 113Q (2507.642908 sec): 3 clusters Score: Raw -2407049.740296 + Penalty 3168.043905 = -2403881.696391 nChanged 37 SP:Iteration 114Q (2507.706688 sec): 3 clusters Score: Raw -2407054.078759 + Penalty 3168.043905 = -2403886.034854 nChanged 35 SP:Iteration 115Q (2507.778931 sec): 3 clusters Score: Raw -2407057.254612 + Penalty 3168.043905 = -2403889.210707 nChanged 28 SP:Iteration 116Q (2507.853156 sec): 3 clusters Score: Raw -2407061.172477 + Penalty 3168.043905 = -2403893.128571 nChanged 46 SP:Iteration 117Q (2507.913999 sec): 3 clusters Score: Raw -2407066.796821 + Penalty 3168.043905 = -2403898.752916 nChanged 28 SP:Iteration 118Q (2507.953669 sec): 3 clusters Score: Raw -2407070.150668 + Penalty 3168.043905 = -2403902.106762 nChanged 25 SP:Iteration 119Q (2508.019877 sec): 3 clusters Score: Raw -2407073.890813 + Penalty 3168.043905 = -2403905.846907 nChanged 29 SP:Iteration 120F (2508.090158 sec): 3 clusters Score: Raw -2407077.742488 + Penalty 3168.043905 = -2403909.698583 nChanged 30 SP:Iteration 121Q (2508.149711 sec): 3 clusters Score: Raw -2407082.038218 + Penalty 3168.043905 = -2403913.994313 nChanged 31 SP:Iteration 122Q (2508.217494 sec): 3 clusters Score: Raw -2407086.270495 + Penalty 3168.043905 = -2403918.226590 nChanged 30 SP:Iteration 123Q (2508.285766 sec): 3 clusters Score: Raw -2407090.383329 + Penalty 3168.043905 = -2403922.339423 nChanged 32 SP:Iteration 124Q (2508.358495 sec): 3 clusters Score: Raw -2407093.932032 + Penalty 3168.043905 = -2403925.888127 nChanged 27 SP:Iteration 125Q (2508.412158 sec): 3 clusters Score: Raw -2407097.435538 + Penalty 3168.043905 = -2403929.391632 nChanged 24 SP:Iteration 126Q (2508.446012 sec): 3 clusters Score: Raw -2407099.833092 + Penalty 3168.043905 = -2403931.789187 nChanged 19 SP:Iteration 127Q (2508.513270 sec): 3 clusters Score: Raw -2407101.701215 + Penalty 3168.043905 = -2403933.657310 nChanged 14 SP:Iteration 128Q (2508.577282 sec): 3 clusters Score: Raw -2407103.385834 + Penalty 3168.043905 = -2403935.341928 nChanged 14 SP:Iteration 129Q (2508.652243 sec): 3 clusters Score: Raw -2407105.799243 + Penalty 3168.043905 = -2403937.755337 nChanged 16 SP:Iteration 130Q (2508.717543 sec): 3 clusters Score: Raw -2407107.558639 + Penalty 3168.043905 = -2403939.514734 nChanged 14 SP:Iteration 131Q (2508.780844 sec): 3 clusters Score: Raw -2407109.146737 + Penalty 3168.043905 = -2403941.102832 nChanged 13 SP:Iteration 132Q (2508.848403 sec): 3 clusters Score: Raw -2407110.760889 + Penalty 3168.043905 = -2403942.716983 nChanged 15 SP:Iteration 133Q (2508.916091 sec): 3 clusters Score: Raw -2407112.105767 + Penalty 3168.043905 = -2403944.061862 nChanged 13 SP:Iteration 134Q (2508.980137 sec): 3 clusters Score: Raw -2407113.623894 + Penalty 3168.043905 = -2403945.579988 nChanged 17 SP:Iteration 135Q (2509.045536 sec): 3 clusters Score: Raw -2407115.334840 + Penalty 3168.043905 = -2403947.290935 nChanged 16 SP:Iteration 136Q (2509.119779 sec): 3 clusters Score: Raw -2407116.447071 + Penalty 3168.043905 = -2403948.403166 nChanged 6 SP:Iteration 137Q (2509.180927 sec): 3 clusters Score: Raw -2407116.911932 + Penalty 3168.043905 = -2403948.868027 nChanged 6 SP:Iteration 138Q (2509.256528 sec): 3 clusters Score: Raw -2407117.519889 + Penalty 3168.043905 = -2403949.475984 nChanged 2 SP:Iteration 139Q (2509.325582 sec): 3 clusters Score: Raw -2407117.637034 + Penalty 3168.043905 = -2403949.593129 nChanged 1 SP:Iteration 140F (2509.387899 sec): 3 clusters Score: Raw -2407117.657930 + Penalty 3168.043905 = -2403949.614024 nChanged 0 Trying to split cluster 3 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2509.404241 sec): 2 clusters Score: Raw -38733.696658 + Penalty 948.631198 = -37785.065461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2509.433534 sec): 3 clusters Score: Raw -38847.908055 + Penalty 1897.262395 = -36950.645659 nChanged 93 SP:Iteration 1F (2509.467375 sec): 3 clusters Score: Raw -39070.205113 + Penalty 1897.262395 = -37172.942717 nChanged 39 SP:Iteration 2F (2509.512126 sec): 3 clusters Score: Raw -39200.227184 + Penalty 1897.262395 = -37302.964788 nChanged 14 SP:Iteration 3Q (2509.549390 sec): 3 clusters Score: Raw -39260.142387 + Penalty 1897.262395 = -37362.879992 nChanged 6 SP:Iteration 4Q (2509.581575 sec): 3 clusters Score: Raw -39302.463945 + Penalty 1897.262395 = -37405.201550 nChanged 5 SP:Iteration 5Q (2509.620765 sec): 3 clusters Score: Raw -39315.321149 + Penalty 1897.262395 = -37418.058754 nChanged 2 SP:Iteration 6Q (2509.655684 sec): 3 clusters Score: Raw -39318.417368 + Penalty 1897.262395 = -37421.154972 nChanged 1 SP:Iteration 7Q (2509.701111 sec): 3 clusters Score: Raw -39324.942576 + Penalty 1897.262395 = -37427.680181 nChanged 2 SP:Iteration 8Q (2509.734744 sec): 3 clusters Score: Raw -39328.654388 + Penalty 1897.262395 = -37431.391993 nChanged 2 SP:Iteration 9Q (2509.764604 sec): 3 clusters Score: Raw -39333.681754 + Penalty 1897.262395 = -37436.419359 nChanged 0 SP:Iteration 10F (2509.805229 sec): 3 clusters Score: Raw -39333.681754 + Penalty 1897.262395 = -37436.419359 nChanged 0 Trying to split cluster 4 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2509.826881 sec): 2 clusters Score: Raw -8841.135234 + Penalty 891.952381 = -7949.182854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2509.858032 sec): 3 clusters Score: Raw -9074.744008 + Penalty 1783.904761 = -7290.839247 nChanged 56 SP:Iteration 1F (2509.888061 sec): 3 clusters Score: Raw -9269.676543 + Penalty 1783.904761 = -7485.771782 nChanged 19 SP:Iteration 2F (2509.934270 sec): 3 clusters Score: Raw -9491.807518 + Penalty 1783.904761 = -7707.902757 nChanged 16 SP:Iteration 3F (2509.977127 sec): 3 clusters Score: Raw -9653.147110 + Penalty 1783.904761 = -7869.242349 nChanged 11 SP:Iteration 4Q (2510.018899 sec): 3 clusters Score: Raw -9718.201391 + Penalty 1783.904761 = -7934.296630 nChanged 5 SP:Iteration 5Q (2510.053890 sec): 3 clusters Score: Raw -9734.798962 + Penalty 1783.904761 = -7950.894201 nChanged 4 SP:Iteration 6Q (2510.093180 sec): 3 clusters Score: Raw -9740.951374 + Penalty 1783.904761 = -7957.046613 nChanged 4 SP:Iteration 7Q (2510.124699 sec): 3 clusters Score: Raw -9745.064141 + Penalty 1783.904761 = -7961.159380 nChanged 4 SP:Iteration 8Q (2510.165914 sec): 3 clusters Score: Raw -9748.453572 + Penalty 1783.904761 = -7964.548811 nChanged 2 SP:Iteration 9Q (2510.206169 sec): 3 clusters Score: Raw -9749.217788 + Penalty 1783.904761 = -7965.313027 nChanged 1 SP:Iteration 10Q (2510.253124 sec): 3 clusters Score: Raw -9750.256862 + Penalty 1783.904761 = -7966.352101 nChanged 1 SP:Iteration 11Q (2510.282198 sec): 3 clusters Score: Raw -9766.614580 + Penalty 1783.904761 = -7982.709819 nChanged 3 SP:Iteration 12Q (2510.319760 sec): 3 clusters Score: Raw -9804.418747 + Penalty 1783.904761 = -8020.513986 nChanged 3 SP:Iteration 13Q (2510.349624 sec): 3 clusters Score: Raw -9810.820079 + Penalty 1783.904761 = -8026.915318 nChanged 0 SP:Iteration 14F (2510.384018 sec): 3 clusters Score: Raw -9810.820079 + Penalty 1783.904761 = -8026.915318 nChanged 0 Score: Raw -40011565.119795 + Penalty 75560.159285 = -39936004.960509 Splitting cluster 4 changes total score from -39937071.236894 to -39936004.960509 So it's not getting split. Trying to split cluster 5 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2517.231547 sec): 2 clusters Score: Raw -39479.394113 + Penalty 940.370824 = -38539.023288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2517.283956 sec): 3 clusters Score: Raw -39592.351060 + Penalty 1880.741649 = -37711.609411 nChanged 83 SP:Iteration 1F (2517.328348 sec): 3 clusters Score: Raw -39794.829684 + Penalty 1880.741649 = -37914.088035 nChanged 32 SP:Iteration 2F (2517.373069 sec): 3 clusters Score: Raw -39895.735434 + Penalty 1880.741649 = -38014.993785 nChanged 22 SP:Iteration 3F (2517.418141 sec): 3 clusters Score: Raw -39963.720533 + Penalty 1880.741649 = -38082.978884 nChanged 5 SP:Iteration 4Q (2517.469600 sec): 3 clusters Score: Raw -39968.913389 + Penalty 1880.741649 = -38088.171740 nChanged 2 SP:Iteration 5Q (2517.502084 sec): 3 clusters Score: Raw -39974.100250 + Penalty 1880.741649 = -38093.358601 nChanged 2 SP:Iteration 6Q (2517.559965 sec): 3 clusters Score: Raw -39986.720374 + Penalty 1880.741649 = -38105.978725 nChanged 4 SP:Iteration 7Q (2517.599306 sec): 3 clusters Score: Raw -40002.754838 + Penalty 1880.741649 = -38122.013189 nChanged 3 SP:Iteration 8Q (2517.641907 sec): 3 clusters Score: Raw -40009.574018 + Penalty 1880.741649 = -38128.832369 nChanged 1 SP:Iteration 9Q (2517.686145 sec): 3 clusters Score: Raw -40010.344135 + Penalty 1880.741649 = -38129.602486 nChanged 1 SP:Iteration 10Q (2517.732262 sec): 3 clusters Score: Raw -40016.732826 + Penalty 1880.741649 = -38135.991177 nChanged 1 SP:Iteration 11Q (2517.775168 sec): 3 clusters Score: Raw -40020.336613 + Penalty 1880.741649 = -38139.594964 nChanged 1 SP:Iteration 12Q (2517.818380 sec): 3 clusters Score: Raw -40022.365464 + Penalty 1880.741649 = -38141.623815 nChanged 0 SP:Iteration 13F (2517.867041 sec): 3 clusters Score: Raw -40022.365464 + Penalty 1880.741649 = -38141.623815 nChanged 0 Trying to split cluster 6 (850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2517.891495 sec): 2 clusters Score: Raw -92250.370237 + Penalty 1096.100907 = -91154.269331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2517.940076 sec): 3 clusters Score: Raw -92039.858782 + Penalty 2192.201814 = -89847.656968 nChanged 261 SP:Iteration 1F (2517.980876 sec): 3 clusters Score: Raw -92399.804793 + Penalty 2192.201814 = -90207.602980 nChanged 84 SP:Iteration 2F (2518.027235 sec): 3 clusters Score: Raw -92576.829013 + Penalty 2192.201814 = -90384.627200 nChanged 57 SP:Iteration 3F (2518.075973 sec): 3 clusters Score: Raw -92689.830768 + Penalty 2192.201814 = -90497.628954 nChanged 40 SP:Iteration 4Q (2518.127799 sec): 3 clusters Score: Raw -92776.331281 + Penalty 2192.201814 = -90584.129467 nChanged 31 SP:Iteration 5Q (2518.182059 sec): 3 clusters Score: Raw -92870.702222 + Penalty 2192.201814 = -90678.500408 nChanged 47 SP:Iteration 6F (2518.233637 sec): 3 clusters Score: Raw -92972.232349 + Penalty 2192.201814 = -90780.030535 nChanged 28 SP:Iteration 7Q (2518.283589 sec): 3 clusters Score: Raw -93053.887377 + Penalty 2192.201814 = -90861.685564 nChanged 32 SP:Iteration 8Q (2518.335850 sec): 3 clusters Score: Raw -93109.086432 + Penalty 2192.201814 = -90916.884619 nChanged 22 SP:Iteration 9Q (2518.371511 sec): 3 clusters Score: Raw -93153.325448 + Penalty 2192.201814 = -90961.123634 nChanged 16 SP:Iteration 10Q (2518.426251 sec): 3 clusters Score: Raw -93172.536845 + Penalty 2192.201814 = -90980.335031 nChanged 15 SP:Iteration 11Q (2518.475615 sec): 3 clusters Score: Raw -93192.281526 + Penalty 2192.201814 = -91000.079712 nChanged 7 SP:Iteration 12Q (2518.528389 sec): 3 clusters Score: Raw -93202.996255 + Penalty 2192.201814 = -91010.794441 nChanged 6 SP:Iteration 13Q (2518.572541 sec): 3 clusters Score: Raw -93221.633632 + Penalty 2192.201814 = -91029.431818 nChanged 10 SP:Iteration 14Q (2518.622409 sec): 3 clusters Score: Raw -93239.443910 + Penalty 2192.201814 = -91047.242097 nChanged 9 SP:Iteration 15Q (2518.666537 sec): 3 clusters Score: Raw -93252.199145 + Penalty 2192.201814 = -91059.997332 nChanged 7 SP:Iteration 16Q (2518.702131 sec): 3 clusters Score: Raw -93265.244642 + Penalty 2192.201814 = -91073.042828 nChanged 2 SP:Iteration 17Q (2518.760912 sec): 3 clusters Score: Raw -93271.129127 + Penalty 2192.201814 = -91078.927313 nChanged 2 SP:Iteration 18Q (2518.797025 sec): 3 clusters Score: Raw -93275.054635 + Penalty 2192.201814 = -91082.852822 nChanged 3 SP:Iteration 19Q (2518.847709 sec): 3 clusters Score: Raw -93281.558927 + Penalty 2192.201814 = -91089.357114 nChanged 0 SP:Iteration 20F (2518.897321 sec): 3 clusters Score: Raw -93281.558927 + Penalty 2192.201814 = -91089.357114 nChanged 0 Trying to split cluster 7 (867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2518.922987 sec): 2 clusters Score: Raw -116616.507950 + Penalty 1099.318834 = -115517.189117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2518.971723 sec): 3 clusters Score: Raw -116395.249949 + Penalty 2198.637667 = -114196.612281 nChanged 269 SP:Iteration 1F (2519.016115 sec): 3 clusters Score: Raw -116766.475121 + Penalty 2198.637667 = -114567.837453 nChanged 69 SP:Iteration 2F (2519.066891 sec): 3 clusters Score: Raw -116885.469548 + Penalty 2198.637667 = -114686.831881 nChanged 44 SP:Iteration 3F (2519.117529 sec): 3 clusters Score: Raw -116958.538986 + Penalty 2198.637667 = -114759.901319 nChanged 40 SP:Iteration 4Q (2519.160659 sec): 3 clusters Score: Raw -117040.688856 + Penalty 2198.637667 = -114842.051188 nChanged 28 SP:Iteration 5Q (2519.201704 sec): 3 clusters Score: Raw -117101.612835 + Penalty 2198.637667 = -114902.975168 nChanged 30 SP:Iteration 6Q (2519.250683 sec): 3 clusters Score: Raw -117151.222527 + Penalty 2198.637667 = -114952.584860 nChanged 19 SP:Iteration 7Q (2519.291029 sec): 3 clusters Score: Raw -117183.128240 + Penalty 2198.637667 = -114984.490573 nChanged 12 SP:Iteration 8Q (2519.342030 sec): 3 clusters Score: Raw -117207.180889 + Penalty 2198.637667 = -115008.543221 nChanged 8 SP:Iteration 9Q (2519.391180 sec): 3 clusters Score: Raw -117218.876354 + Penalty 2198.637667 = -115020.238686 nChanged 7 SP:Iteration 10Q (2519.446368 sec): 3 clusters Score: Raw -117225.826280 + Penalty 2198.637667 = -115027.188612 nChanged 3 SP:Iteration 11Q (2519.487131 sec): 3 clusters Score: Raw -117228.250719 + Penalty 2198.637667 = -115029.613052 nChanged 4 SP:Iteration 12Q (2519.535044 sec): 3 clusters Score: Raw -117234.503628 + Penalty 2198.637667 = -115035.865961 nChanged 2 SP:Iteration 13Q (2519.591069 sec): 3 clusters Score: Raw -117236.985636 + Penalty 2198.637667 = -115038.347968 nChanged 3 SP:Iteration 14Q (2519.641075 sec): 3 clusters Score: Raw -117240.398282 + Penalty 2198.637667 = -115041.760614 nChanged 2 SP:Iteration 15Q (2519.677517 sec): 3 clusters Score: Raw -117241.496695 + Penalty 2198.637667 = -115042.859028 nChanged 0 SP:Iteration 16F (2519.738429 sec): 3 clusters Score: Raw -117241.496695 + Penalty 2198.637667 = -115042.859028 nChanged 0 Trying to split cluster 8 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2519.756250 sec): 2 clusters Score: Raw -18946.370887 + Penalty 866.566804 = -18079.804083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2519.800466 sec): 3 clusters Score: Raw -19192.252212 + Penalty 1733.133608 = -17459.118604 nChanged 41 SP:Iteration 1F (2519.859972 sec): 3 clusters Score: Raw -19313.572056 + Penalty 1733.133608 = -17580.438448 nChanged 9 SP:Iteration 2Q (2519.904081 sec): 3 clusters Score: Raw -19344.311341 + Penalty 1733.133608 = -17611.177733 nChanged 3 SP:Iteration 3Q (2519.943305 sec): 3 clusters Score: Raw -19362.178806 + Penalty 1733.133608 = -17629.045198 nChanged 1 SP:Iteration 4Q (2519.992825 sec): 3 clusters Score: Raw -19363.723401 + Penalty 1733.133608 = -17630.589793 nChanged 0 SP:Iteration 5F (2520.030578 sec): 3 clusters Score: Raw -19363.723401 + Penalty 1733.133608 = -17630.589793 nChanged 0 Trying to split cluster 9 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2520.062477 sec): 2 clusters Score: Raw -40296.904000 + Penalty 1024.175584 = -39272.728417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2520.110705 sec): 3 clusters Score: Raw -40271.446445 + Penalty 2048.351167 = -38223.095278 nChanged 150 SP:Iteration 1F (2520.154915 sec): 3 clusters Score: Raw -40559.163433 + Penalty 2048.351167 = -38510.812266 nChanged 43 SP:Iteration 2F (2520.209032 sec): 3 clusters Score: Raw -40696.792677 + Penalty 2048.351167 = -38648.441510 nChanged 32 SP:Iteration 3F (2520.251826 sec): 3 clusters Score: Raw -40769.444490 + Penalty 2048.351167 = -38721.093323 nChanged 14 SP:Iteration 4Q (2520.303307 sec): 3 clusters Score: Raw -40790.184573 + Penalty 2048.351167 = -38741.833406 nChanged 3 SP:Iteration 5Q (2520.352221 sec): 3 clusters Score: Raw -40794.228252 + Penalty 2048.351167 = -38745.877085 nChanged 2 SP:Iteration 6Q (2520.391333 sec): 3 clusters Score: Raw -40798.515633 + Penalty 2048.351167 = -38750.164466 nChanged 1 SP:Iteration 7Q (2520.450936 sec): 3 clusters Score: Raw -40800.376722 + Penalty 2048.351167 = -38752.025555 nChanged 1 SP:Iteration 8Q (2520.502072 sec): 3 clusters Score: Raw -40807.769197 + Penalty 2048.351167 = -38759.418030 nChanged 4 SP:Iteration 9Q (2520.539697 sec): 3 clusters Score: Raw -40812.126789 + Penalty 2048.351167 = -38763.775622 nChanged 2 SP:Iteration 10Q (2520.593994 sec): 3 clusters Score: Raw -40819.316012 + Penalty 2048.351167 = -38770.964845 nChanged 1 SP:Iteration 11Q (2520.629107 sec): 3 clusters Score: Raw -40821.522589 + Penalty 2048.351167 = -38773.171422 nChanged 1 SP:Iteration 12Q (2520.667299 sec): 3 clusters Score: Raw -40828.219141 + Penalty 2048.351167 = -38779.867974 nChanged 1 SP:Iteration 13Q (2520.708501 sec): 3 clusters Score: Raw -40833.065917 + Penalty 2048.351167 = -38784.714750 nChanged 2 SP:Iteration 14Q (2520.756217 sec): 3 clusters Score: Raw -40833.516836 + Penalty 2048.351167 = -38785.165668 nChanged 0 SP:Iteration 15F (2520.815682 sec): 3 clusters Score: Raw -40833.516836 + Penalty 2048.351167 = -38785.165668 nChanged 0 Trying to split cluster 10 (11598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2520.858333 sec): 2 clusters Score: Raw -1634629.443333 + Penalty 1520.770542 = -1633108.672791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2520.916420 sec): 3 clusters Score: Raw -1627988.862550 + Penalty 3041.541083 = -1624947.321466 nChanged 5152 SP:Iteration 1F (2520.981690 sec): 3 clusters Score: Raw -1630969.209918 + Penalty 3041.541083 = -1627927.668835 nChanged 984 SP:Iteration 2F (2521.058884 sec): 3 clusters Score: Raw -1631955.536110 + Penalty 3041.541083 = -1628913.995027 nChanged 1190 SP:Iteration 3F (2521.126901 sec): 3 clusters Score: Raw -1633453.366936 + Penalty 3041.541083 = -1630411.825853 nChanged 1239 SP:Iteration 4F (2521.184121 sec): 3 clusters Score: Raw -1634846.506007 + Penalty 3041.541083 = -1631804.964924 nChanged 904 SP:Iteration 5F (2521.257530 sec): 3 clusters Score: Raw -1635597.671543 + Penalty 3041.541083 = -1632556.130459 nChanged 556 SP:Iteration 6Q (2521.320595 sec): 3 clusters Score: Raw -1635967.262621 + Penalty 3041.541083 = -1632925.721538 nChanged 327 SP:Iteration 7Q (2521.366066 sec): 3 clusters Score: Raw -1636134.589790 + Penalty 3041.541083 = -1633093.048707 nChanged 179 SP:Iteration 8Q (2521.426574 sec): 3 clusters Score: Raw -1636208.067082 + Penalty 3041.541083 = -1633166.525999 nChanged 114 SP:Iteration 9Q (2521.485651 sec): 3 clusters Score: Raw -1636261.847350 + Penalty 3041.541083 = -1633220.306266 nChanged 94 SP:Iteration 10Q (2521.549768 sec): 3 clusters Score: Raw -1636304.030954 + Penalty 3041.541083 = -1633262.489871 nChanged 70 SP:Iteration 11Q (2521.615493 sec): 3 clusters Score: Raw -1636334.046508 + Penalty 3041.541083 = -1633292.505425 nChanged 61 SP:Iteration 12Q (2521.677293 sec): 3 clusters Score: Raw -1636364.788961 + Penalty 3041.541083 = -1633323.247878 nChanged 58 SP:Iteration 13Q (2521.727284 sec): 3 clusters Score: Raw -1636395.030488 + Penalty 3041.541083 = -1633353.489405 nChanged 57 SP:Iteration 14Q (2521.788118 sec): 3 clusters Score: Raw -1636429.047080 + Penalty 3041.541083 = -1633387.505997 nChanged 54 SP:Iteration 15Q (2521.849006 sec): 3 clusters Score: Raw -1636456.924614 + Penalty 3041.541083 = -1633415.383530 nChanged 43 SP:Iteration 16Q (2521.904354 sec): 3 clusters Score: Raw -1636483.943906 + Penalty 3041.541083 = -1633442.402823 nChanged 49 SP:Iteration 17Q (2521.958474 sec): 3 clusters Score: Raw -1636511.448439 + Penalty 3041.541083 = -1633469.907356 nChanged 46 SP:Iteration 18Q (2522.029408 sec): 3 clusters Score: Raw -1636531.396013 + Penalty 3041.541083 = -1633489.854929 nChanged 26 SP:Iteration 19Q (2522.082123 sec): 3 clusters Score: Raw -1636539.979764 + Penalty 3041.541083 = -1633498.438681 nChanged 23 SP:Iteration 20F (2522.147830 sec): 3 clusters Score: Raw -1636545.659819 + Penalty 3041.541083 = -1633504.118735 nChanged 10 SP:Iteration 21Q (2522.207131 sec): 3 clusters Score: Raw -1636548.480126 + Penalty 3041.541083 = -1633506.939042 nChanged 11 SP:Iteration 22Q (2522.262311 sec): 3 clusters Score: Raw -1636550.978109 + Penalty 3041.541083 = -1633509.437025 nChanged 8 SP:Iteration 23Q (2522.312717 sec): 3 clusters Score: Raw -1636552.519079 + Penalty 3041.541083 = -1633510.977996 nChanged 10 SP:Iteration 24Q (2522.384311 sec): 3 clusters Score: Raw -1636554.832222 + Penalty 3041.541083 = -1633513.291139 nChanged 10 SP:Iteration 25Q (2522.442058 sec): 3 clusters Score: Raw -1636556.285215 + Penalty 3041.541083 = -1633514.744132 nChanged 3 SP:Iteration 26Q (2522.497438 sec): 3 clusters Score: Raw -1636556.723249 + Penalty 3041.541083 = -1633515.182166 nChanged 3 SP:Iteration 27Q (2522.551510 sec): 3 clusters Score: Raw -1636557.419519 + Penalty 3041.541083 = -1633515.878436 nChanged 4 SP:Iteration 28Q (2522.617108 sec): 3 clusters Score: Raw -1636558.134654 + Penalty 3041.541083 = -1633516.593571 nChanged 3 SP:Iteration 29Q (2522.680867 sec): 3 clusters Score: Raw -1636559.421900 + Penalty 3041.541083 = -1633517.880817 nChanged 4 SP:Iteration 30Q (2522.750571 sec): 3 clusters Score: Raw -1636559.963167 + Penalty 3041.541083 = -1633518.422083 nChanged 4 SP:Iteration 31Q (2522.802973 sec): 3 clusters Score: Raw -1636560.485167 + Penalty 3041.541083 = -1633518.944084 nChanged 4 SP:Iteration 32Q (2522.872656 sec): 3 clusters Score: Raw -1636560.848541 + Penalty 3041.541083 = -1633519.307458 nChanged 2 SP:Iteration 33Q (2522.928666 sec): 3 clusters Score: Raw -1636561.118421 + Penalty 3041.541083 = -1633519.577338 nChanged 2 SP:Iteration 34Q (2522.987418 sec): 3 clusters Score: Raw -1636561.335432 + Penalty 3041.541083 = -1633519.794348 nChanged 1 SP:Iteration 35Q (2523.053548 sec): 3 clusters Score: Raw -1636561.388730 + Penalty 3041.541083 = -1633519.847647 nChanged 0 SP:Iteration 36F (2523.118455 sec): 3 clusters Score: Raw -1636561.388730 + Penalty 3041.541083 = -1633519.847647 nChanged 0 Score: Raw -40012527.380347 + Penalty 75560.159285 = -39936967.221061 Splitting cluster 10 changes total score from -39937071.236894 to -39936967.221061 So it's not getting split. Trying to split cluster 11 (500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2529.584433 sec): 2 clusters Score: Raw -43384.427936 + Penalty 1009.873816 = -42374.554120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2529.634101 sec): 3 clusters Score: Raw -43373.592149 + Penalty 2019.747632 = -41353.844517 nChanged 133 SP:Iteration 1F (2529.683440 sec): 3 clusters Score: Raw -43710.435699 + Penalty 2019.747632 = -41690.688067 nChanged 54 SP:Iteration 2F (2529.722692 sec): 3 clusters Score: Raw -43911.217972 + Penalty 2019.747632 = -41891.470340 nChanged 28 SP:Iteration 3F (2529.770971 sec): 3 clusters Score: Raw -44000.457933 + Penalty 2019.747632 = -41980.710301 nChanged 10 SP:Iteration 4Q (2529.820092 sec): 3 clusters Score: Raw -44013.460091 + Penalty 2019.747632 = -41993.712459 nChanged 3 SP:Iteration 5Q (2529.859582 sec): 3 clusters Score: Raw -44027.593074 + Penalty 2019.747632 = -42007.845442 nChanged 0 SP:Iteration 6F (2529.904266 sec): 3 clusters Score: Raw -44027.593074 + Penalty 2019.747632 = -42007.845442 nChanged 0 Trying to split cluster 12 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2529.928962 sec): 2 clusters Score: Raw -89158.317960 + Penalty 1045.091301 = -88113.226660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2529.978402 sec): 3 clusters Score: Raw -89038.484913 + Penalty 2090.182602 = -86948.302311 nChanged 182 SP:Iteration 1F (2530.024646 sec): 3 clusters Score: Raw -89314.209214 + Penalty 2090.182602 = -87224.026613 nChanged 60 SP:Iteration 2F (2530.070663 sec): 3 clusters Score: Raw -89433.606436 + Penalty 2090.182602 = -87343.423835 nChanged 45 SP:Iteration 3F (2530.120043 sec): 3 clusters Score: Raw -89527.071968 + Penalty 2090.182602 = -87436.889366 nChanged 31 SP:Iteration 4Q (2530.169287 sec): 3 clusters Score: Raw -89593.355388 + Penalty 2090.182602 = -87503.172786 nChanged 15 SP:Iteration 5Q (2530.218559 sec): 3 clusters Score: Raw -89637.569124 + Penalty 2090.182602 = -87547.386522 nChanged 12 SP:Iteration 6Q (2530.262927 sec): 3 clusters Score: Raw -89659.513214 + Penalty 2090.182602 = -87569.330613 nChanged 10 SP:Iteration 7Q (2530.303101 sec): 3 clusters Score: Raw -89677.166779 + Penalty 2090.182602 = -87586.984178 nChanged 8 SP:Iteration 8Q (2530.352367 sec): 3 clusters Score: Raw -89693.005765 + Penalty 2090.182602 = -87602.823163 nChanged 5 SP:Iteration 9Q (2530.412580 sec): 3 clusters Score: Raw -89711.041790 + Penalty 2090.182602 = -87620.859189 nChanged 10 SP:Iteration 10Q (2530.448793 sec): 3 clusters Score: Raw -89740.876085 + Penalty 2090.182602 = -87650.693483 nChanged 8 SP:Iteration 11Q (2530.508473 sec): 3 clusters Score: Raw -89757.905141 + Penalty 2090.182602 = -87667.722540 nChanged 4 SP:Iteration 12Q (2530.550742 sec): 3 clusters Score: Raw -89776.433915 + Penalty 2090.182602 = -87686.251314 nChanged 5 SP:Iteration 13Q (2530.609822 sec): 3 clusters Score: Raw -89791.140151 + Penalty 2090.182602 = -87700.957549 nChanged 7 SP:Iteration 14Q (2530.656185 sec): 3 clusters Score: Raw -89806.208952 + Penalty 2090.182602 = -87716.026350 nChanged 7 SP:Iteration 15Q (2530.708347 sec): 3 clusters Score: Raw -89815.009357 + Penalty 2090.182602 = -87724.826756 nChanged 1 SP:Iteration 16Q (2530.755640 sec): 3 clusters Score: Raw -89816.127278 + Penalty 2090.182602 = -87725.944676 nChanged 0 SP:Iteration 17F (2530.809433 sec): 3 clusters Score: Raw -89816.127278 + Penalty 2090.182602 = -87725.944676 nChanged 0 Trying to split cluster 13 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2530.823151 sec): 2 clusters Score: Raw -44362.188904 + Penalty 958.287503 = -43403.901400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2530.884588 sec): 3 clusters Score: Raw -44458.570895 + Penalty 1916.575007 = -42541.995888 nChanged 87 SP:Iteration 1F (2530.937031 sec): 3 clusters Score: Raw -44674.437814 + Penalty 1916.575007 = -42757.862807 nChanged 27 SP:Iteration 2F (2530.987541 sec): 3 clusters Score: Raw -44766.601207 + Penalty 1916.575007 = -42850.026200 nChanged 12 SP:Iteration 3Q (2531.038207 sec): 3 clusters Score: Raw -44843.154430 + Penalty 1916.575007 = -42926.579423 nChanged 11 SP:Iteration 4Q (2531.080840 sec): 3 clusters Score: Raw -44864.362309 + Penalty 1916.575007 = -42947.787302 nChanged 5 SP:Iteration 5Q (2531.130340 sec): 3 clusters Score: Raw -44871.746369 + Penalty 1916.575007 = -42955.171362 nChanged 1 SP:Iteration 6Q (2531.178113 sec): 3 clusters Score: Raw -44874.010650 + Penalty 1916.575007 = -42957.435643 nChanged 1 SP:Iteration 7Q (2531.227625 sec): 3 clusters Score: Raw -44877.787524 + Penalty 1916.575007 = -42961.212517 nChanged 2 SP:Iteration 8Q (2531.275052 sec): 3 clusters Score: Raw -44886.923790 + Penalty 1916.575007 = -42970.348783 nChanged 0 SP:Iteration 9F (2531.317934 sec): 3 clusters Score: Raw -44886.989469 + Penalty 1916.575007 = -42970.414462 nChanged 1 SP:Iteration 10Q (2531.362303 sec): 3 clusters Score: Raw -44891.326328 + Penalty 1916.575007 = -42974.751321 nChanged 0 SP:Iteration 11F (2531.402734 sec): 3 clusters Score: Raw -44891.326328 + Penalty 1916.575007 = -42974.751321 nChanged 0 Trying to split cluster 14 (58279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2531.514442 sec): 2 clusters Score: Raw -8465808.534048 + Penalty 1783.112029 = -8464025.422019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2531.651190 sec): 3 clusters Score: Raw -8428680.114110 + Penalty 3566.224058 = -8425113.890052 nChanged 27586 SP:Iteration 1F (2531.797804 sec): 3 clusters Score: Raw -8445055.884358 + Penalty 3566.224058 = -8441489.660300 nChanged 2912 SP:Iteration 2Q (2531.944091 sec): 3 clusters Score: Raw -8446344.883564 + Penalty 3566.224058 = -8442778.659506 nChanged 3204 SP:Iteration 3F (2532.087995 sec): 3 clusters Score: Raw -8448101.710821 + Penalty 3566.224058 = -8444535.486763 nChanged 3634 SP:Iteration 4F (2532.232739 sec): 3 clusters Score: Raw -8450458.091339 + Penalty 3566.224058 = -8446891.867281 nChanged 3812 SP:Iteration 5F (2532.382625 sec): 3 clusters Score: Raw -8453175.021311 + Penalty 3566.224058 = -8449608.797253 nChanged 3791 SP:Iteration 6F (2532.523349 sec): 3 clusters Score: Raw -8455797.767882 + Penalty 3566.224058 = -8452231.543824 nChanged 3330 SP:Iteration 7F (2532.668684 sec): 3 clusters Score: Raw -8457707.114879 + Penalty 3566.224058 = -8454140.890821 nChanged 2595 SP:Iteration 8Q (2532.808901 sec): 3 clusters Score: Raw -8458849.749730 + Penalty 3566.224058 = -8455283.525672 nChanged 1805 SP:Iteration 9Q (2532.954343 sec): 3 clusters Score: Raw -8459427.345675 + Penalty 3566.224058 = -8455861.121617 nChanged 1235 SP:Iteration 10Q (2533.095299 sec): 3 clusters Score: Raw -8459696.439975 + Penalty 3566.224058 = -8456130.215917 nChanged 772 SP:Iteration 11Q (2533.238938 sec): 3 clusters Score: Raw -8459837.238085 + Penalty 3566.224058 = -8456271.014027 nChanged 585 SP:Iteration 12Q (2533.388787 sec): 3 clusters Score: Raw -8459926.519779 + Penalty 3566.224058 = -8456360.295721 nChanged 476 SP:Iteration 13Q (2533.529078 sec): 3 clusters Score: Raw -8459993.678854 + Penalty 3566.224058 = -8456427.454796 nChanged 419 SP:Iteration 14Q (2533.653543 sec): 3 clusters Score: Raw -8460049.589975 + Penalty 3566.224058 = -8456483.365917 nChanged 390 SP:Iteration 15Q (2533.789690 sec): 3 clusters Score: Raw -8460099.420736 + Penalty 3566.224058 = -8456533.196678 nChanged 379 SP:Iteration 16Q (2533.941333 sec): 3 clusters Score: Raw -8460146.811308 + Penalty 3566.224058 = -8456580.587250 nChanged 374 SP:Iteration 17Q (2534.083298 sec): 3 clusters Score: Raw -8460195.288438 + Penalty 3566.224058 = -8456629.064380 nChanged 392 SP:Iteration 18Q (2534.233235 sec): 3 clusters Score: Raw -8460245.299047 + Penalty 3566.224058 = -8456679.074989 nChanged 363 SP:Iteration 19Q (2534.374290 sec): 3 clusters Score: Raw -8460292.512383 + Penalty 3566.224058 = -8456726.288325 nChanged 386 SP:Iteration 20F (2534.513426 sec): 3 clusters Score: Raw -8460345.183181 + Penalty 3566.224058 = -8456778.959122 nChanged 420 SP:Iteration 21Q (2534.659843 sec): 3 clusters Score: Raw -8460403.045028 + Penalty 3566.224058 = -8456836.820970 nChanged 396 SP:Iteration 22Q (2534.792330 sec): 3 clusters Score: Raw -8460455.017257 + Penalty 3566.224058 = -8456888.793199 nChanged 381 SP:Iteration 23Q (2534.940490 sec): 3 clusters Score: Raw -8460504.860892 + Penalty 3566.224058 = -8456938.636834 nChanged 375 SP:Iteration 24Q (2535.094698 sec): 3 clusters Score: Raw -8460556.380598 + Penalty 3566.224058 = -8456990.156539 nChanged 387 SP:Iteration 25Q (2535.228747 sec): 3 clusters Score: Raw -8460610.906162 + Penalty 3566.224058 = -8457044.682104 nChanged 381 SP:Iteration 26Q (2535.383825 sec): 3 clusters Score: Raw -8460662.412124 + Penalty 3566.224058 = -8457096.188066 nChanged 361 SP:Iteration 27Q (2535.523001 sec): 3 clusters Score: Raw -8460714.167447 + Penalty 3566.224058 = -8457147.943389 nChanged 359 SP:Iteration 28Q (2535.656876 sec): 3 clusters Score: Raw -8460764.889845 + Penalty 3566.224058 = -8457198.665787 nChanged 377 SP:Iteration 29Q (2535.794796 sec): 3 clusters Score: Raw -8460820.000206 + Penalty 3566.224058 = -8457253.776148 nChanged 395 SP:Iteration 30Q (2535.919752 sec): 3 clusters Score: Raw -8460881.096403 + Penalty 3566.224058 = -8457314.872345 nChanged 407 SP:Iteration 31Q (2536.071197 sec): 3 clusters Score: Raw -8460945.089333 + Penalty 3566.224058 = -8457378.865275 nChanged 399 SP:Iteration 32Q (2536.213447 sec): 3 clusters Score: Raw -8461004.279279 + Penalty 3566.224058 = -8457438.055221 nChanged 419 SP:Iteration 33Q (2536.357345 sec): 3 clusters Score: Raw -8461068.938805 + Penalty 3566.224058 = -8457502.714747 nChanged 398 SP:Iteration 34Q (2536.498183 sec): 3 clusters Score: Raw -8461133.747736 + Penalty 3566.224058 = -8457567.523678 nChanged 423 SP:Iteration 35Q (2536.640604 sec): 3 clusters Score: Raw -8461206.714447 + Penalty 3566.224058 = -8457640.490389 nChanged 459 SP:Iteration 36Q (2536.773651 sec): 3 clusters Score: Raw -8461297.229814 + Penalty 3566.224058 = -8457731.005756 nChanged 508 SP:Iteration 37Q (2536.926749 sec): 3 clusters Score: Raw -8461403.131971 + Penalty 3566.224058 = -8457836.907913 nChanged 532 SP:Iteration 38Q (2537.067994 sec): 3 clusters Score: Raw -8461522.088579 + Penalty 3566.224058 = -8457955.864521 nChanged 558 SP:Iteration 39Q (2537.211755 sec): 3 clusters Score: Raw -8461658.540080 + Penalty 3566.224058 = -8458092.316022 nChanged 578 SP:Iteration 40F (2537.345001 sec): 3 clusters Score: Raw -8461811.280974 + Penalty 3566.224058 = -8458245.056916 nChanged 653 SP:Iteration 41Q (2537.480577 sec): 3 clusters Score: Raw -8461988.508427 + Penalty 3566.224058 = -8458422.284369 nChanged 656 SP:Iteration 42Q (2537.609255 sec): 3 clusters Score: Raw -8462176.126881 + Penalty 3566.224058 = -8458609.902823 nChanged 711 SP:Iteration 43Q (2537.734027 sec): 3 clusters Score: Raw -8462409.843215 + Penalty 3566.224058 = -8458843.619157 nChanged 763 SP:Iteration 44Q (2537.868982 sec): 3 clusters Score: Raw -8462683.255073 + Penalty 3566.224058 = -8459117.031015 nChanged 782 SP:Iteration 45Q (2538.006016 sec): 3 clusters Score: Raw -8462983.553210 + Penalty 3566.224058 = -8459417.329152 nChanged 810 SP:Iteration 46Q (2538.135764 sec): 3 clusters Score: Raw -8463298.540604 + Penalty 3566.224058 = -8459732.316546 nChanged 819 SP:Iteration 47Q (2538.263753 sec): 3 clusters Score: Raw -8463624.632361 + Penalty 3566.224058 = -8460058.408303 nChanged 796 SP:Iteration 48Q (2538.377878 sec): 3 clusters Score: Raw -8463948.191869 + Penalty 3566.224058 = -8460381.967811 nChanged 736 SP:Iteration 49Q (2538.488729 sec): 3 clusters Score: Raw -8464243.448951 + Penalty 3566.224058 = -8460677.224893 nChanged 742 SP:Iteration 50Q (2538.581183 sec): 3 clusters Score: Raw -8464532.831170 + Penalty 3566.224058 = -8460966.607112 nChanged 656 SP:Iteration 51Q (2538.712592 sec): 3 clusters Score: Raw -8464760.840066 + Penalty 3566.224058 = -8461194.616008 nChanged 579 SP:Iteration 52Q (2538.844287 sec): 3 clusters Score: Raw -8464950.903102 + Penalty 3566.224058 = -8461384.679044 nChanged 505 SP:Iteration 53Q (2538.972714 sec): 3 clusters Score: Raw -8465107.795875 + Penalty 3566.224058 = -8461541.571817 nChanged 473 SP:Iteration 54Q (2539.100813 sec): 3 clusters Score: Raw -8465245.739930 + Penalty 3566.224058 = -8461679.515872 nChanged 420 SP:Iteration 55Q (2539.231031 sec): 3 clusters Score: Raw -8465360.182502 + Penalty 3566.224058 = -8461793.958444 nChanged 378 SP:Iteration 56Q (2539.359948 sec): 3 clusters Score: Raw -8465462.538620 + Penalty 3566.224058 = -8461896.314562 nChanged 385 SP:Iteration 57Q (2539.480332 sec): 3 clusters Score: Raw -8465568.107739 + Penalty 3566.224058 = -8462001.883681 nChanged 375 SP:Iteration 58Q (2539.613099 sec): 3 clusters Score: Raw -8465665.363248 + Penalty 3566.224058 = -8462099.139190 nChanged 341 SP:Iteration 59Q (2539.741187 sec): 3 clusters Score: Raw -8465749.251907 + Penalty 3566.224058 = -8462183.027849 nChanged 306 SP:Iteration 60F (2539.882289 sec): 3 clusters Score: Raw -8465818.361463 + Penalty 3566.224058 = -8462252.137405 nChanged 284 SP:Iteration 61Q (2540.008297 sec): 3 clusters Score: Raw -8465883.274615 + Penalty 3566.224058 = -8462317.050557 nChanged 277 SP:Iteration 62Q (2540.134113 sec): 3 clusters Score: Raw -8465946.604545 + Penalty 3566.224058 = -8462380.380487 nChanged 257 SP:Iteration 63Q (2540.254565 sec): 3 clusters Score: Raw -8466001.420837 + Penalty 3566.224058 = -8462435.196779 nChanged 219 SP:Iteration 64Q (2540.379257 sec): 3 clusters Score: Raw -8466043.838580 + Penalty 3566.224058 = -8462477.614522 nChanged 170 SP:Iteration 65Q (2540.503237 sec): 3 clusters Score: Raw -8466074.315702 + Penalty 3566.224058 = -8462508.091644 nChanged 167 SP:Iteration 66Q (2540.626131 sec): 3 clusters Score: Raw -8466103.017103 + Penalty 3566.224058 = -8462536.793045 nChanged 155 SP:Iteration 67Q (2540.751379 sec): 3 clusters Score: Raw -8466130.772292 + Penalty 3566.224058 = -8462564.548234 nChanged 156 SP:Iteration 68Q (2540.877873 sec): 3 clusters Score: Raw -8466158.787112 + Penalty 3566.224058 = -8462592.563053 nChanged 151 SP:Iteration 69Q (2540.988769 sec): 3 clusters Score: Raw -8466184.482963 + Penalty 3566.224058 = -8462618.258905 nChanged 141 SP:Iteration 70Q (2541.113951 sec): 3 clusters Score: Raw -8466209.979031 + Penalty 3566.224058 = -8462643.754973 nChanged 127 SP:Iteration 71Q (2541.230223 sec): 3 clusters Score: Raw -8466231.279904 + Penalty 3566.224058 = -8462665.055846 nChanged 106 SP:Iteration 72Q (2541.347341 sec): 3 clusters Score: Raw -8466248.861463 + Penalty 3566.224058 = -8462682.637405 nChanged 103 SP:Iteration 73Q (2541.465129 sec): 3 clusters Score: Raw -8466267.905181 + Penalty 3566.224058 = -8462701.681123 nChanged 94 SP:Iteration 74Q (2541.586975 sec): 3 clusters Score: Raw -8466283.741680 + Penalty 3566.224058 = -8462717.517622 nChanged 90 SP:Iteration 75Q (2541.707055 sec): 3 clusters Score: Raw -8466298.615146 + Penalty 3566.224058 = -8462732.391088 nChanged 83 SP:Iteration 76Q (2541.825013 sec): 3 clusters Score: Raw -8466312.212754 + Penalty 3566.224058 = -8462745.988696 nChanged 86 SP:Iteration 77Q (2541.951319 sec): 3 clusters Score: Raw -8466325.020446 + Penalty 3566.224058 = -8462758.796388 nChanged 90 SP:Iteration 78Q (2542.070680 sec): 3 clusters Score: Raw -8466338.392093 + Penalty 3566.224058 = -8462772.168035 nChanged 80 SP:Iteration 79Q (2542.198466 sec): 3 clusters Score: Raw -8466351.739974 + Penalty 3566.224058 = -8462785.515916 nChanged 78 SP:Iteration 80F (2542.332658 sec): 3 clusters Score: Raw -8466363.161144 + Penalty 3566.224058 = -8462796.937086 nChanged 74 SP:Iteration 81Q (2542.456820 sec): 3 clusters Score: Raw -8466372.304931 + Penalty 3566.224058 = -8462806.080873 nChanged 56 SP:Iteration 82Q (2542.570292 sec): 3 clusters Score: Raw -8466380.164082 + Penalty 3566.224058 = -8462813.940024 nChanged 61 SP:Iteration 83Q (2542.698805 sec): 3 clusters Score: Raw -8466388.032830 + Penalty 3566.224058 = -8462821.808772 nChanged 44 SP:Iteration 84Q (2542.822633 sec): 3 clusters Score: Raw -8466394.865769 + Penalty 3566.224058 = -8462828.641711 nChanged 52 SP:Iteration 85Q (2542.943528 sec): 3 clusters Score: Raw -8466402.930456 + Penalty 3566.224058 = -8462836.706398 nChanged 53 SP:Iteration 86Q (2543.058633 sec): 3 clusters Score: Raw -8466410.960221 + Penalty 3566.224058 = -8462844.736163 nChanged 51 SP:Iteration 87Q (2543.162083 sec): 3 clusters Score: Raw -8466418.646295 + Penalty 3566.224058 = -8462852.422237 nChanged 48 SP:Iteration 88Q (2543.271768 sec): 3 clusters Score: Raw -8466426.982624 + Penalty 3566.224058 = -8462860.758565 nChanged 48 SP:Iteration 89Q (2543.370415 sec): 3 clusters Score: Raw -8466432.806364 + Penalty 3566.224058 = -8462866.582306 nChanged 43 SP:Iteration 90Q (2543.481621 sec): 3 clusters Score: Raw -8466438.171864 + Penalty 3566.224058 = -8462871.947806 nChanged 30 SP:Iteration 91Q (2543.594136 sec): 3 clusters Score: Raw -8466441.850930 + Penalty 3566.224058 = -8462875.626872 nChanged 30 SP:Iteration 92Q (2543.693333 sec): 3 clusters Score: Raw -8466446.619250 + Penalty 3566.224058 = -8462880.395192 nChanged 27 SP:Iteration 93Q (2543.803861 sec): 3 clusters Score: Raw -8466450.261930 + Penalty 3566.224058 = -8462884.037872 nChanged 33 SP:Iteration 94Q (2543.911747 sec): 3 clusters Score: Raw -8466455.606068 + Penalty 3566.224058 = -8462889.382010 nChanged 33 SP:Iteration 95Q (2544.020448 sec): 3 clusters Score: Raw -8466459.728247 + Penalty 3566.224058 = -8462893.504189 nChanged 23 SP:Iteration 96Q (2544.113504 sec): 3 clusters Score: Raw -8466463.273802 + Penalty 3566.224058 = -8462897.049744 nChanged 32 SP:Iteration 97Q (2544.234389 sec): 3 clusters Score: Raw -8466467.768037 + Penalty 3566.224058 = -8462901.543979 nChanged 30 SP:Iteration 98Q (2544.358727 sec): 3 clusters Score: Raw -8466470.434029 + Penalty 3566.224058 = -8462904.209971 nChanged 19 SP:Iteration 99Q (2544.479233 sec): 3 clusters Score: Raw -8466472.345532 + Penalty 3566.224058 = -8462906.121474 nChanged 19 SP:Iteration 100F (2544.616024 sec): 3 clusters Score: Raw -8466474.461424 + Penalty 3566.224058 = -8462908.237366 nChanged 20 SP:Iteration 101Q (2544.702840 sec): 3 clusters Score: Raw -8466476.915483 + Penalty 3566.224058 = -8462910.691425 nChanged 16 SP:Iteration 102Q (2544.827892 sec): 3 clusters Score: Raw -8466478.727014 + Penalty 3566.224058 = -8462912.502956 nChanged 13 SP:Iteration 103Q (2544.936128 sec): 3 clusters Score: Raw -8466480.052861 + Penalty 3566.224058 = -8462913.828803 nChanged 14 SP:Iteration 104Q (2545.070951 sec): 3 clusters Score: Raw -8466481.514263 + Penalty 3566.224058 = -8462915.290205 nChanged 14 SP:Iteration 105Q (2545.179294 sec): 3 clusters Score: Raw -8466482.843200 + Penalty 3566.224058 = -8462916.619142 nChanged 13 SP:Iteration 106Q (2545.294538 sec): 3 clusters Score: Raw -8466484.483824 + Penalty 3566.224058 = -8462918.259766 nChanged 15 SP:Iteration 107Q (2545.407995 sec): 3 clusters Score: Raw -8466485.908918 + Penalty 3566.224058 = -8462919.684860 nChanged 12 SP:Iteration 108Q (2545.520241 sec): 3 clusters Score: Raw -8466486.817155 + Penalty 3566.224058 = -8462920.593097 nChanged 11 SP:Iteration 109Q (2545.640058 sec): 3 clusters Score: Raw -8466487.885366 + Penalty 3566.224058 = -8462921.661308 nChanged 16 SP:Iteration 110Q (2545.757958 sec): 3 clusters Score: Raw -8466489.589602 + Penalty 3566.224058 = -8462923.365544 nChanged 21 SP:Iteration 111Q (2545.868260 sec): 3 clusters Score: Raw -8466491.772118 + Penalty 3566.224058 = -8462925.548060 nChanged 23 SP:Iteration 112Q (2545.977953 sec): 3 clusters Score: Raw -8466495.166284 + Penalty 3566.224058 = -8462928.942226 nChanged 24 SP:Iteration 113Q (2546.100350 sec): 3 clusters Score: Raw -8466498.830819 + Penalty 3566.224058 = -8462932.606761 nChanged 26 SP:Iteration 114Q (2546.223498 sec): 3 clusters Score: Raw -8466502.174171 + Penalty 3566.224058 = -8462935.950113 nChanged 18 SP:Iteration 115Q (2546.344002 sec): 3 clusters Score: Raw -8466504.379795 + Penalty 3566.224058 = -8462938.155737 nChanged 12 SP:Iteration 116Q (2546.466137 sec): 3 clusters Score: Raw -8466505.830054 + Penalty 3566.224058 = -8462939.605996 nChanged 15 SP:Iteration 117Q (2546.579454 sec): 3 clusters Score: Raw -8466507.498525 + Penalty 3566.224058 = -8462941.274467 nChanged 16 SP:Iteration 118Q (2546.696283 sec): 3 clusters Score: Raw -8466509.062375 + Penalty 3566.224058 = -8462942.838317 nChanged 18 SP:Iteration 119Q (2546.817054 sec): 3 clusters Score: Raw -8466510.812429 + Penalty 3566.224058 = -8462944.588371 nChanged 7 SP:Iteration 120F (2546.920419 sec): 3 clusters Score: Raw -8466511.405774 + Penalty 3566.224058 = -8462945.181716 nChanged 4 SP:Iteration 121Q (2547.041929 sec): 3 clusters Score: Raw -8466511.807528 + Penalty 3566.224058 = -8462945.583470 nChanged 5 SP:Iteration 122Q (2547.167136 sec): 3 clusters Score: Raw -8466512.145032 + Penalty 3566.224058 = -8462945.920974 nChanged 3 SP:Iteration 123Q (2547.283462 sec): 3 clusters Score: Raw -8466512.421415 + Penalty 3566.224058 = -8462946.197357 nChanged 6 SP:Iteration 124Q (2547.400924 sec): 3 clusters Score: Raw -8466512.920953 + Penalty 3566.224058 = -8462946.696895 nChanged 5 SP:Iteration 125Q (2547.523164 sec): 3 clusters Score: Raw -8466513.468794 + Penalty 3566.224058 = -8462947.244736 nChanged 5 SP:Iteration 126Q (2547.648559 sec): 3 clusters Score: Raw -8466513.919850 + Penalty 3566.224058 = -8462947.695792 nChanged 3 SP:Iteration 127Q (2547.751486 sec): 3 clusters Score: Raw -8466514.107298 + Penalty 3566.224058 = -8462947.883240 nChanged 3 SP:Iteration 128Q (2547.871012 sec): 3 clusters Score: Raw -8466514.351731 + Penalty 3566.224058 = -8462948.127673 nChanged 3 SP:Iteration 129Q (2547.992258 sec): 3 clusters Score: Raw -8466514.606462 + Penalty 3566.224058 = -8462948.382404 nChanged 4 SP:Iteration 130Q (2548.115972 sec): 3 clusters Score: Raw -8466514.896498 + Penalty 3566.224058 = -8462948.672440 nChanged 3 SP:Iteration 131Q (2548.236777 sec): 3 clusters Score: Raw -8466515.162365 + Penalty 3566.224058 = -8462948.938307 nChanged 4 SP:Iteration 132Q (2548.361534 sec): 3 clusters Score: Raw -8466515.357373 + Penalty 3566.224058 = -8462949.133315 nChanged 2 SP:Iteration 133Q (2548.477934 sec): 3 clusters Score: Raw -8466515.489268 + Penalty 3566.224058 = -8462949.265210 nChanged 0 SP:Iteration 134F (2548.608894 sec): 3 clusters Score: Raw -8466515.489268 + Penalty 3566.224058 = -8462949.265210 nChanged 0 Trying to split cluster 15 (50274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2548.681891 sec): 2 clusters Score: Raw -7280765.475961 + Penalty 1759.102040 = -7279006.373921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2548.798144 sec): 3 clusters Score: Raw -7248895.532745 + Penalty 3518.204080 = -7245377.328665 nChanged 23587 SP:Iteration 1F (2548.906156 sec): 3 clusters Score: Raw -7262249.400121 + Penalty 3518.204080 = -7258731.196041 nChanged 2177 SP:Iteration 2Q (2549.029111 sec): 3 clusters Score: Raw -7263014.936858 + Penalty 3518.204080 = -7259496.732778 nChanged 2297 SP:Iteration 3Q (2549.175205 sec): 3 clusters Score: Raw -7263956.069039 + Penalty 3518.204080 = -7260437.864959 nChanged 2397 SP:Iteration 4Q (2549.308705 sec): 3 clusters Score: Raw -7265075.869065 + Penalty 3518.204080 = -7261557.664985 nChanged 2656 SP:Iteration 5F (2549.427657 sec): 3 clusters Score: Raw -7266523.149991 + Penalty 3518.204080 = -7263004.945911 nChanged 2959 SP:Iteration 6F (2549.547606 sec): 3 clusters Score: Raw -7268382.491840 + Penalty 3518.204080 = -7264864.287759 nChanged 3096 SP:Iteration 7F (2549.674207 sec): 3 clusters Score: Raw -7270568.883009 + Penalty 3518.204080 = -7267050.678929 nChanged 3027 SP:Iteration 8F (2549.793306 sec): 3 clusters Score: Raw -7272832.860233 + Penalty 3518.204080 = -7269314.656152 nChanged 2715 SP:Iteration 9F (2549.916690 sec): 3 clusters Score: Raw -7274778.299638 + Penalty 3518.204080 = -7271260.095558 nChanged 2050 SP:Iteration 10Q (2550.059293 sec): 3 clusters Score: Raw -7276085.513200 + Penalty 3518.204080 = -7272567.309120 nChanged 1561 SP:Iteration 11Q (2550.189564 sec): 3 clusters Score: Raw -7276967.704129 + Penalty 3518.204080 = -7273449.500048 nChanged 1227 SP:Iteration 12Q (2550.312519 sec): 3 clusters Score: Raw -7277647.494110 + Penalty 3518.204080 = -7274129.290030 nChanged 1068 SP:Iteration 13Q (2550.428346 sec): 3 clusters Score: Raw -7278227.803676 + Penalty 3518.204080 = -7274709.599596 nChanged 917 SP:Iteration 14Q (2550.559183 sec): 3 clusters Score: Raw -7278692.990343 + Penalty 3518.204080 = -7275174.786263 nChanged 773 SP:Iteration 15Q (2550.688461 sec): 3 clusters Score: Raw -7279051.577162 + Penalty 3518.204080 = -7275533.373081 nChanged 658 SP:Iteration 16Q (2550.807838 sec): 3 clusters Score: Raw -7279341.071577 + Penalty 3518.204080 = -7275822.867497 nChanged 587 SP:Iteration 17Q (2550.934832 sec): 3 clusters Score: Raw -7279586.380156 + Penalty 3518.204080 = -7276068.176075 nChanged 487 SP:Iteration 18Q (2551.049890 sec): 3 clusters Score: Raw -7279771.744665 + Penalty 3518.204080 = -7276253.540585 nChanged 418 SP:Iteration 19Q (2551.177309 sec): 3 clusters Score: Raw -7279942.775009 + Penalty 3518.204080 = -7276424.570928 nChanged 398 SP:Iteration 20F (2551.297250 sec): 3 clusters Score: Raw -7280105.242332 + Penalty 3518.204080 = -7276587.038251 nChanged 347 SP:Iteration 21Q (2551.423683 sec): 3 clusters Score: Raw -7280255.609222 + Penalty 3518.204080 = -7276737.405142 nChanged 357 SP:Iteration 22Q (2551.549055 sec): 3 clusters Score: Raw -7280429.471199 + Penalty 3518.204080 = -7276911.267119 nChanged 353 SP:Iteration 23Q (2551.666945 sec): 3 clusters Score: Raw -7280596.616991 + Penalty 3518.204080 = -7277078.412911 nChanged 328 SP:Iteration 24Q (2551.792426 sec): 3 clusters Score: Raw -7280758.863784 + Penalty 3518.204080 = -7277240.659704 nChanged 324 SP:Iteration 25Q (2551.917428 sec): 3 clusters Score: Raw -7280915.290955 + Penalty 3518.204080 = -7277397.086874 nChanged 284 SP:Iteration 26Q (2552.034612 sec): 3 clusters Score: Raw -7281060.806559 + Penalty 3518.204080 = -7277542.602479 nChanged 263 SP:Iteration 27Q (2552.157055 sec): 3 clusters Score: Raw -7281178.502618 + Penalty 3518.204080 = -7277660.298538 nChanged 261 SP:Iteration 28Q (2552.260167 sec): 3 clusters Score: Raw -7281273.119459 + Penalty 3518.204080 = -7277754.915379 nChanged 196 SP:Iteration 29Q (2552.381985 sec): 3 clusters Score: Raw -7281332.103291 + Penalty 3518.204080 = -7277813.899211 nChanged 175 SP:Iteration 30Q (2552.509272 sec): 3 clusters Score: Raw -7281395.386308 + Penalty 3518.204080 = -7277877.182228 nChanged 165 SP:Iteration 31Q (2552.627709 sec): 3 clusters Score: Raw -7281446.802860 + Penalty 3518.204080 = -7277928.598780 nChanged 152 SP:Iteration 32Q (2552.749273 sec): 3 clusters Score: Raw -7281490.439112 + Penalty 3518.204080 = -7277972.235032 nChanged 143 SP:Iteration 33Q (2552.868911 sec): 3 clusters Score: Raw -7281527.171676 + Penalty 3518.204080 = -7278008.967596 nChanged 124 SP:Iteration 34Q (2552.987084 sec): 3 clusters Score: Raw -7281559.223276 + Penalty 3518.204080 = -7278041.019196 nChanged 123 SP:Iteration 35Q (2553.106311 sec): 3 clusters Score: Raw -7281585.883956 + Penalty 3518.204080 = -7278067.679876 nChanged 99 SP:Iteration 36Q (2553.218602 sec): 3 clusters Score: Raw -7281608.595608 + Penalty 3518.204080 = -7278090.391528 nChanged 88 SP:Iteration 37Q (2553.344591 sec): 3 clusters Score: Raw -7281629.304510 + Penalty 3518.204080 = -7278111.100430 nChanged 87 SP:Iteration 38Q (2553.455543 sec): 3 clusters Score: Raw -7281645.358885 + Penalty 3518.204080 = -7278127.154805 nChanged 73 SP:Iteration 39Q (2553.573638 sec): 3 clusters Score: Raw -7281656.524592 + Penalty 3518.204080 = -7278138.320511 nChanged 57 SP:Iteration 40F (2553.706264 sec): 3 clusters Score: Raw -7281665.691023 + Penalty 3518.204080 = -7278147.486943 nChanged 52 SP:Iteration 41Q (2553.789504 sec): 3 clusters Score: Raw -7281672.774563 + Penalty 3518.204080 = -7278154.570482 nChanged 54 SP:Iteration 42Q (2553.877182 sec): 3 clusters Score: Raw -7281679.766772 + Penalty 3518.204080 = -7278161.562691 nChanged 40 SP:Iteration 43Q (2553.996190 sec): 3 clusters Score: Raw -7281684.698480 + Penalty 3518.204080 = -7278166.494400 nChanged 38 SP:Iteration 44Q (2554.104548 sec): 3 clusters Score: Raw -7281688.784968 + Penalty 3518.204080 = -7278170.580888 nChanged 32 SP:Iteration 45Q (2554.215438 sec): 3 clusters Score: Raw -7281692.365941 + Penalty 3518.204080 = -7278174.161861 nChanged 27 SP:Iteration 46Q (2554.339370 sec): 3 clusters Score: Raw -7281694.964385 + Penalty 3518.204080 = -7278176.760305 nChanged 28 SP:Iteration 47Q (2554.450799 sec): 3 clusters Score: Raw -7281697.434807 + Penalty 3518.204080 = -7278179.230727 nChanged 24 SP:Iteration 48Q (2554.573264 sec): 3 clusters Score: Raw -7281699.988796 + Penalty 3518.204080 = -7278181.784716 nChanged 24 SP:Iteration 49Q (2554.693267 sec): 3 clusters Score: Raw -7281701.673484 + Penalty 3518.204080 = -7278183.469404 nChanged 18 SP:Iteration 50Q (2554.802919 sec): 3 clusters Score: Raw -7281703.044955 + Penalty 3518.204080 = -7278184.840874 nChanged 12 SP:Iteration 51Q (2554.925587 sec): 3 clusters Score: Raw -7281703.731002 + Penalty 3518.204080 = -7278185.526922 nChanged 9 SP:Iteration 52Q (2555.035725 sec): 3 clusters Score: Raw -7281704.144052 + Penalty 3518.204080 = -7278185.939971 nChanged 4 SP:Iteration 53Q (2555.144542 sec): 3 clusters Score: Raw -7281704.453928 + Penalty 3518.204080 = -7278186.249847 nChanged 3 SP:Iteration 54Q (2555.267434 sec): 3 clusters Score: Raw -7281704.614853 + Penalty 3518.204080 = -7278186.410773 nChanged 4 SP:Iteration 55Q (2555.376208 sec): 3 clusters Score: Raw -7281704.826289 + Penalty 3518.204080 = -7278186.622209 nChanged 5 SP:Iteration 56Q (2555.504459 sec): 3 clusters Score: Raw -7281705.056715 + Penalty 3518.204080 = -7278186.852635 nChanged 5 SP:Iteration 57Q (2555.615442 sec): 3 clusters Score: Raw -7281705.331485 + Penalty 3518.204080 = -7278187.127405 nChanged 4 SP:Iteration 58Q (2555.725912 sec): 3 clusters Score: Raw -7281705.513218 + Penalty 3518.204080 = -7278187.309138 nChanged 2 SP:Iteration 59Q (2555.841403 sec): 3 clusters Score: Raw -7281705.660562 + Penalty 3518.204080 = -7278187.456482 nChanged 3 SP:Iteration 60F (2555.972308 sec): 3 clusters Score: Raw -7281705.883445 + Penalty 3518.204080 = -7278187.679365 nChanged 5 SP:Iteration 61Q (2556.090611 sec): 3 clusters Score: Raw -7281706.281477 + Penalty 3518.204080 = -7278188.077397 nChanged 7 SP:Iteration 62Q (2556.210168 sec): 3 clusters Score: Raw -7281706.600898 + Penalty 3518.204080 = -7278188.396818 nChanged 3 SP:Iteration 63Q (2556.329793 sec): 3 clusters Score: Raw -7281706.875184 + Penalty 3518.204080 = -7278188.671104 nChanged 7 SP:Iteration 64Q (2556.437267 sec): 3 clusters Score: Raw -7281707.242642 + Penalty 3518.204080 = -7278189.038561 nChanged 2 SP:Iteration 65Q (2556.556296 sec): 3 clusters Score: Raw -7281707.311621 + Penalty 3518.204080 = -7278189.107540 nChanged 2 SP:Iteration 66Q (2556.669958 sec): 3 clusters Score: Raw -7281707.434117 + Penalty 3518.204080 = -7278189.230037 nChanged 2 SP:Iteration 67Q (2556.769618 sec): 3 clusters Score: Raw -7281707.615401 + Penalty 3518.204080 = -7278189.411320 nChanged 3 SP:Iteration 68Q (2556.885103 sec): 3 clusters Score: Raw -7281707.793582 + Penalty 3518.204080 = -7278189.589501 nChanged 2 SP:Iteration 69Q (2556.997285 sec): 3 clusters Score: Raw -7281707.921164 + Penalty 3518.204080 = -7278189.717084 nChanged 3 SP:Iteration 70Q (2557.123087 sec): 3 clusters Score: Raw -7281708.048260 + Penalty 3518.204080 = -7278189.844180 nChanged 4 SP:Iteration 71Q (2557.233811 sec): 3 clusters Score: Raw -7281708.201732 + Penalty 3518.204080 = -7278189.997652 nChanged 3 SP:Iteration 72Q (2557.359638 sec): 3 clusters Score: Raw -7281708.375425 + Penalty 3518.204080 = -7278190.171344 nChanged 5 SP:Iteration 73Q (2557.466313 sec): 3 clusters Score: Raw -7281708.619703 + Penalty 3518.204080 = -7278190.415623 nChanged 3 SP:Iteration 74Q (2557.581717 sec): 3 clusters Score: Raw -7281708.809449 + Penalty 3518.204080 = -7278190.605369 nChanged 1 SP:Iteration 75Q (2557.702867 sec): 3 clusters Score: Raw -7281708.827818 + Penalty 3518.204080 = -7278190.623737 nChanged 2 SP:Iteration 76Q (2557.819773 sec): 3 clusters Score: Raw -7281708.902709 + Penalty 3518.204080 = -7278190.698629 nChanged 2 SP:Iteration 77Q (2557.938516 sec): 3 clusters Score: Raw -7281709.033103 + Penalty 3518.204080 = -7278190.829023 nChanged 2 SP:Iteration 78Q (2558.043545 sec): 3 clusters Score: Raw -7281709.221731 + Penalty 3518.204080 = -7278191.017651 nChanged 3 SP:Iteration 79Q (2558.155547 sec): 3 clusters Score: Raw -7281709.330374 + Penalty 3518.204080 = -7278191.126294 nChanged 5 SP:Iteration 80F (2558.281996 sec): 3 clusters Score: Raw -7281709.653001 + Penalty 3518.204080 = -7278191.448920 nChanged 2 SP:Iteration 81Q (2558.386358 sec): 3 clusters Score: Raw -7281709.783264 + Penalty 3518.204080 = -7278191.579183 nChanged 2 SP:Iteration 82Q (2558.506122 sec): 3 clusters Score: Raw -7281709.941090 + Penalty 3518.204080 = -7278191.737009 nChanged 2 SP:Iteration 83Q (2558.625944 sec): 3 clusters Score: Raw -7281710.098031 + Penalty 3518.204080 = -7278191.893950 nChanged 3 SP:Iteration 84Q (2558.743354 sec): 3 clusters Score: Raw -7281710.368997 + Penalty 3518.204080 = -7278192.164917 nChanged 4 SP:Iteration 85Q (2558.857290 sec): 3 clusters Score: Raw -7281710.788036 + Penalty 3518.204080 = -7278192.583955 nChanged 8 SP:Iteration 86Q (2558.965630 sec): 3 clusters Score: Raw -7281711.345205 + Penalty 3518.204080 = -7278193.141125 nChanged 8 SP:Iteration 87Q (2559.083545 sec): 3 clusters Score: Raw -7281711.821041 + Penalty 3518.204080 = -7278193.616961 nChanged 9 SP:Iteration 88Q (2559.207054 sec): 3 clusters Score: Raw -7281712.295536 + Penalty 3518.204080 = -7278194.091455 nChanged 5 SP:Iteration 89Q (2559.313131 sec): 3 clusters Score: Raw -7281712.514492 + Penalty 3518.204080 = -7278194.310412 nChanged 5 SP:Iteration 90Q (2559.428144 sec): 3 clusters Score: Raw -7281712.768420 + Penalty 3518.204080 = -7278194.564340 nChanged 4 SP:Iteration 91Q (2559.545279 sec): 3 clusters Score: Raw -7281713.005154 + Penalty 3518.204080 = -7278194.801074 nChanged 2 SP:Iteration 92Q (2559.668510 sec): 3 clusters Score: Raw -7281713.062151 + Penalty 3518.204080 = -7278194.858070 nChanged 2 SP:Iteration 93Q (2559.772855 sec): 3 clusters Score: Raw -7281713.140866 + Penalty 3518.204080 = -7278194.936785 nChanged 4 SP:Iteration 94Q (2559.884371 sec): 3 clusters Score: Raw -7281713.275099 + Penalty 3518.204080 = -7278195.071019 nChanged 2 SP:Iteration 95Q (2560.011290 sec): 3 clusters Score: Raw -7281713.359351 + Penalty 3518.204080 = -7278195.155270 nChanged 1 SP:Iteration 96Q (2560.132564 sec): 3 clusters Score: Raw -7281713.426961 + Penalty 3518.204080 = -7278195.222881 nChanged 0 SP:Iteration 97F (2560.258471 sec): 3 clusters Score: Raw -7281713.426961 + Penalty 3518.204080 = -7278195.222881 nChanged 0 Trying to split cluster 16 (794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2560.274516 sec): 2 clusters Score: Raw -102738.010712 + Penalty 1085.026062 = -101652.984650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2560.324327 sec): 3 clusters Score: Raw -102544.479418 + Penalty 2170.052125 = -100374.427293 nChanged 230 SP:Iteration 1F (2560.372375 sec): 3 clusters Score: Raw -102869.556265 + Penalty 2170.052125 = -100699.504140 nChanged 91 SP:Iteration 2F (2560.421457 sec): 3 clusters Score: Raw -103005.489394 + Penalty 2170.052125 = -100835.437269 nChanged 41 SP:Iteration 3F (2560.457717 sec): 3 clusters Score: Raw -103060.782188 + Penalty 2170.052125 = -100890.730063 nChanged 24 SP:Iteration 4Q (2560.506315 sec): 3 clusters Score: Raw -103092.672119 + Penalty 2170.052125 = -100922.619994 nChanged 13 SP:Iteration 5Q (2560.552154 sec): 3 clusters Score: Raw -103112.638732 + Penalty 2170.052125 = -100942.586607 nChanged 8 SP:Iteration 6Q (2560.602213 sec): 3 clusters Score: Raw -103132.614304 + Penalty 2170.052125 = -100962.562179 nChanged 6 SP:Iteration 7Q (2560.650396 sec): 3 clusters Score: Raw -103143.702994 + Penalty 2170.052125 = -100973.650869 nChanged 6 SP:Iteration 8Q (2560.691700 sec): 3 clusters Score: Raw -103153.116786 + Penalty 2170.052125 = -100983.064661 nChanged 3 SP:Iteration 9Q (2560.731583 sec): 3 clusters Score: Raw -103155.967307 + Penalty 2170.052125 = -100985.915183 nChanged 2 SP:Iteration 10Q (2560.777065 sec): 3 clusters Score: Raw -103158.411917 + Penalty 2170.052125 = -100988.359792 nChanged 3 SP:Iteration 11Q (2560.816663 sec): 3 clusters Score: Raw -103160.408881 + Penalty 2170.052125 = -100990.356756 nChanged 0 SP:Iteration 12F (2560.860814 sec): 3 clusters Score: Raw -103160.408881 + Penalty 2170.052125 = -100990.356756 nChanged 0 Trying to split cluster 17 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2560.885505 sec): 2 clusters Score: Raw -30403.501105 + Penalty 943.823155 = -29459.677951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2560.927398 sec): 3 clusters Score: Raw -30492.578288 + Penalty 1887.646309 = -28604.931979 nChanged 75 SP:Iteration 1F (2560.976436 sec): 3 clusters Score: Raw -30659.409709 + Penalty 1887.646309 = -28771.763399 nChanged 19 SP:Iteration 2F (2561.022314 sec): 3 clusters Score: Raw -30704.209052 + Penalty 1887.646309 = -28816.562743 nChanged 9 SP:Iteration 3Q (2561.063519 sec): 3 clusters Score: Raw -30747.033865 + Penalty 1887.646309 = -28859.387556 nChanged 4 SP:Iteration 4Q (2561.107312 sec): 3 clusters Score: Raw -30785.963033 + Penalty 1887.646309 = -28898.316724 nChanged 5 SP:Iteration 5Q (2561.153440 sec): 3 clusters Score: Raw -30796.155288 + Penalty 1887.646309 = -28908.508979 nChanged 0 SP:Iteration 6F (2561.202058 sec): 3 clusters Score: Raw -30796.155288 + Penalty 1887.646309 = -28908.508979 nChanged 0 Trying to split cluster 18 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2561.226263 sec): 2 clusters Score: Raw -48380.809817 + Penalty 943.823155 = -47436.986663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2561.273758 sec): 3 clusters Score: Raw -48391.643766 + Penalty 1887.646309 = -46503.997457 nChanged 62 SP:Iteration 1F (2561.322861 sec): 3 clusters Score: Raw -48500.971650 + Penalty 1887.646309 = -46613.325340 nChanged 25 SP:Iteration 2F (2561.372475 sec): 3 clusters Score: Raw -48549.567700 + Penalty 1887.646309 = -46661.921391 nChanged 13 SP:Iteration 3Q (2561.416364 sec): 3 clusters Score: Raw -48599.089004 + Penalty 1887.646309 = -46711.442695 nChanged 5 SP:Iteration 4Q (2561.466316 sec): 3 clusters Score: Raw -48615.443942 + Penalty 1887.646309 = -46727.797633 nChanged 5 SP:Iteration 5Q (2561.513696 sec): 3 clusters Score: Raw -48640.919215 + Penalty 1887.646309 = -46753.272906 nChanged 5 SP:Iteration 6Q (2561.561492 sec): 3 clusters Score: Raw -48659.932332 + Penalty 1887.646309 = -46772.286023 nChanged 3 SP:Iteration 7Q (2561.603387 sec): 3 clusters Score: Raw -48667.560836 + Penalty 1887.646309 = -46779.914526 nChanged 0 SP:Iteration 8F (2561.651423 sec): 3 clusters Score: Raw -48667.560836 + Penalty 1887.646309 = -46779.914526 nChanged 0 Trying to split cluster 19 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2561.675933 sec): 2 clusters Score: Raw -48410.575682 + Penalty 997.731240 = -47412.844443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2561.704019 sec): 3 clusters Score: Raw -48452.532889 + Penalty 1995.462479 = -46457.070409 nChanged 146 SP:Iteration 1F (2561.740441 sec): 3 clusters Score: Raw -48769.518337 + Penalty 1995.462479 = -46774.055858 nChanged 40 SP:Iteration 2F (2561.802327 sec): 3 clusters Score: Raw -48843.231858 + Penalty 1995.462479 = -46847.769379 nChanged 14 SP:Iteration 3Q (2561.832615 sec): 3 clusters Score: Raw -48881.695312 + Penalty 1995.462479 = -46886.232832 nChanged 6 SP:Iteration 4Q (2561.878686 sec): 3 clusters Score: Raw -48912.921559 + Penalty 1995.462479 = -46917.459079 nChanged 9 SP:Iteration 5Q (2561.924661 sec): 3 clusters Score: Raw -48936.375928 + Penalty 1995.462479 = -46940.913448 nChanged 3 SP:Iteration 6Q (2561.970644 sec): 3 clusters Score: Raw -48958.933261 + Penalty 1995.462479 = -46963.470782 nChanged 4 SP:Iteration 7Q (2562.009503 sec): 3 clusters Score: Raw -48963.434459 + Penalty 1995.462479 = -46967.971979 nChanged 1 SP:Iteration 8Q (2562.058825 sec): 3 clusters Score: Raw -48964.265404 + Penalty 1995.462479 = -46968.802924 nChanged 0 SP:Iteration 9F (2562.104672 sec): 3 clusters Score: Raw -48964.265404 + Penalty 1995.462479 = -46968.802924 nChanged 0 Trying to split cluster 20 (1702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2562.130051 sec): 2 clusters Score: Raw -224346.111005 + Penalty 1208.928388 = -223137.182617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2562.177009 sec): 3 clusters Score: Raw -223744.428422 + Penalty 2417.856775 = -221326.571646 nChanged 589 SP:Iteration 1F (2562.216166 sec): 3 clusters Score: Raw -224223.945670 + Penalty 2417.856775 = -221806.088894 nChanged 138 SP:Iteration 2F (2562.266869 sec): 3 clusters Score: Raw -224364.217948 + Penalty 2417.856775 = -221946.361173 nChanged 103 SP:Iteration 3F (2562.325245 sec): 3 clusters Score: Raw -224458.885390 + Penalty 2417.856775 = -222041.028614 nChanged 63 SP:Iteration 4Q (2562.376445 sec): 3 clusters Score: Raw -224512.651826 + Penalty 2417.856775 = -222094.795050 nChanged 54 SP:Iteration 5Q (2562.429520 sec): 3 clusters Score: Raw -224563.923909 + Penalty 2417.856775 = -222146.067133 nChanged 43 SP:Iteration 6Q (2562.468246 sec): 3 clusters Score: Raw -224640.889013 + Penalty 2417.856775 = -222223.032237 nChanged 66 SP:Iteration 7Q (2562.531750 sec): 3 clusters Score: Raw -224747.063279 + Penalty 2417.856775 = -222329.206503 nChanged 78 SP:Iteration 8Q (2562.582319 sec): 3 clusters Score: Raw -224875.109765 + Penalty 2417.856775 = -222457.252990 nChanged 65 SP:Iteration 9Q (2562.630253 sec): 3 clusters Score: Raw -224952.099440 + Penalty 2417.856775 = -222534.242664 nChanged 51 SP:Iteration 10Q (2562.673622 sec): 3 clusters Score: Raw -225000.815975 + Penalty 2417.856775 = -222582.959199 nChanged 44 SP:Iteration 11Q (2562.717517 sec): 3 clusters Score: Raw -225042.622220 + Penalty 2417.856775 = -222624.765445 nChanged 37 SP:Iteration 12Q (2562.767117 sec): 3 clusters Score: Raw -225083.151084 + Penalty 2417.856775 = -222665.294308 nChanged 32 SP:Iteration 13Q (2562.813456 sec): 3 clusters Score: Raw -225115.584492 + Penalty 2417.856775 = -222697.727717 nChanged 30 SP:Iteration 14Q (2562.873937 sec): 3 clusters Score: Raw -225143.017548 + Penalty 2417.856775 = -222725.160772 nChanged 30 SP:Iteration 15Q (2562.927297 sec): 3 clusters Score: Raw -225186.120597 + Penalty 2417.856775 = -222768.263821 nChanged 32 SP:Iteration 16Q (2562.975766 sec): 3 clusters Score: Raw -225224.688576 + Penalty 2417.856775 = -222806.831800 nChanged 27 SP:Iteration 17Q (2563.022098 sec): 3 clusters Score: Raw -225254.487358 + Penalty 2417.856775 = -222836.630583 nChanged 28 SP:Iteration 18Q (2563.074313 sec): 3 clusters Score: Raw -225280.352152 + Penalty 2417.856775 = -222862.495376 nChanged 22 SP:Iteration 19Q (2563.122595 sec): 3 clusters Score: Raw -225298.538515 + Penalty 2417.856775 = -222880.681739 nChanged 14 SP:Iteration 20F (2563.164055 sec): 3 clusters Score: Raw -225309.178211 + Penalty 2417.856775 = -222891.321436 nChanged 5 SP:Iteration 21Q (2563.225044 sec): 3 clusters Score: Raw -225315.059726 + Penalty 2417.856775 = -222897.202951 nChanged 7 SP:Iteration 22Q (2563.265333 sec): 3 clusters Score: Raw -225319.905352 + Penalty 2417.856775 = -222902.048576 nChanged 7 SP:Iteration 23Q (2563.316195 sec): 3 clusters Score: Raw -225323.172579 + Penalty 2417.856775 = -222905.315804 nChanged 4 SP:Iteration 24Q (2563.379117 sec): 3 clusters Score: Raw -225324.485734 + Penalty 2417.856775 = -222906.628959 nChanged 1 SP:Iteration 25Q (2563.423945 sec): 3 clusters Score: Raw -225324.808650 + Penalty 2417.856775 = -222906.951875 nChanged 1 SP:Iteration 26Q (2563.466908 sec): 3 clusters Score: Raw -225325.013104 + Penalty 2417.856775 = -222907.156329 nChanged 2 SP:Iteration 27Q (2563.516982 sec): 3 clusters Score: Raw -225325.299914 + Penalty 2417.856775 = -222907.443138 nChanged 2 SP:Iteration 28Q (2563.564195 sec): 3 clusters Score: Raw -225326.077608 + Penalty 2417.856775 = -222908.220833 nChanged 3 SP:Iteration 29Q (2563.614417 sec): 3 clusters Score: Raw -225327.257548 + Penalty 2417.856775 = -222909.400773 nChanged 2 SP:Iteration 30Q (2563.667784 sec): 3 clusters Score: Raw -225327.713774 + Penalty 2417.856775 = -222909.856999 nChanged 0 SP:Iteration 31F (2563.709388 sec): 3 clusters Score: Raw -225327.713774 + Penalty 2417.856775 = -222909.856999 nChanged 0 Trying to split cluster 21 (2895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2563.730243 sec): 2 clusters Score: Raw -435948.889919 + Penalty 1295.245313 = -434653.644606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2563.789613 sec): 3 clusters Score: Raw -434597.979685 + Penalty 2590.490627 = -432007.489058 nChanged 1077 SP:Iteration 1F (2563.840657 sec): 3 clusters Score: Raw -435293.473221 + Penalty 2590.490627 = -432702.982594 nChanged 241 SP:Iteration 2F (2563.896180 sec): 3 clusters Score: Raw -435453.250730 + Penalty 2590.490627 = -432862.760103 nChanged 144 SP:Iteration 3Q (2563.950615 sec): 3 clusters Score: Raw -435542.036245 + Penalty 2590.490627 = -432951.545618 nChanged 105 SP:Iteration 4Q (2563.996737 sec): 3 clusters Score: Raw -435604.650258 + Penalty 2590.490627 = -433014.159631 nChanged 82 SP:Iteration 5Q (2564.043371 sec): 3 clusters Score: Raw -435649.812228 + Penalty 2590.490627 = -433059.321601 nChanged 72 SP:Iteration 6Q (2564.097611 sec): 3 clusters Score: Raw -435685.201461 + Penalty 2590.490627 = -433094.710834 nChanged 45 SP:Iteration 7Q (2564.150452 sec): 3 clusters Score: Raw -435709.322415 + Penalty 2590.490627 = -433118.831788 nChanged 46 SP:Iteration 8Q (2564.210384 sec): 3 clusters Score: Raw -435727.919361 + Penalty 2590.490627 = -433137.428734 nChanged 44 SP:Iteration 9Q (2564.266755 sec): 3 clusters Score: Raw -435745.742570 + Penalty 2590.490627 = -433155.251944 nChanged 37 SP:Iteration 10Q (2564.310434 sec): 3 clusters Score: Raw -435760.747743 + Penalty 2590.490627 = -433170.257116 nChanged 36 SP:Iteration 11Q (2564.369749 sec): 3 clusters Score: Raw -435775.546092 + Penalty 2590.490627 = -433185.055465 nChanged 29 SP:Iteration 12Q (2564.420019 sec): 3 clusters Score: Raw -435785.541767 + Penalty 2590.490627 = -433195.051141 nChanged 22 SP:Iteration 13Q (2564.475094 sec): 3 clusters Score: Raw -435795.344767 + Penalty 2590.490627 = -433204.854140 nChanged 23 SP:Iteration 14Q (2564.523503 sec): 3 clusters Score: Raw -435805.239047 + Penalty 2590.490627 = -433214.748420 nChanged 26 SP:Iteration 15Q (2564.563815 sec): 3 clusters Score: Raw -435818.311663 + Penalty 2590.490627 = -433227.821036 nChanged 18 SP:Iteration 16Q (2564.618171 sec): 3 clusters Score: Raw -435827.755837 + Penalty 2590.490627 = -433237.265210 nChanged 23 SP:Iteration 17Q (2564.668890 sec): 3 clusters Score: Raw -435837.257922 + Penalty 2590.490627 = -433246.767295 nChanged 13 SP:Iteration 18Q (2564.719554 sec): 3 clusters Score: Raw -435842.794980 + Penalty 2590.490627 = -433252.304353 nChanged 13 SP:Iteration 19Q (2564.765524 sec): 3 clusters Score: Raw -435847.663695 + Penalty 2590.490627 = -433257.173068 nChanged 11 SP:Iteration 20F (2564.820441 sec): 3 clusters Score: Raw -435851.052692 + Penalty 2590.490627 = -433260.562065 nChanged 11 SP:Iteration 21Q (2564.877679 sec): 3 clusters Score: Raw -435854.206739 + Penalty 2590.490627 = -433263.716112 nChanged 12 SP:Iteration 22Q (2564.921996 sec): 3 clusters Score: Raw -435858.345703 + Penalty 2590.490627 = -433267.855076 nChanged 12 SP:Iteration 23Q (2564.972081 sec): 3 clusters Score: Raw -435865.216504 + Penalty 2590.490627 = -433274.725877 nChanged 19 SP:Iteration 24Q (2565.022022 sec): 3 clusters Score: Raw -435873.348179 + Penalty 2590.490627 = -433282.857552 nChanged 19 SP:Iteration 25Q (2565.070956 sec): 3 clusters Score: Raw -435883.529842 + Penalty 2590.490627 = -433293.039215 nChanged 15 SP:Iteration 26Q (2565.119073 sec): 3 clusters Score: Raw -435891.730099 + Penalty 2590.490627 = -433301.239472 nChanged 17 SP:Iteration 27Q (2565.172328 sec): 3 clusters Score: Raw -435899.351144 + Penalty 2590.490627 = -433308.860517 nChanged 19 SP:Iteration 28Q (2565.234967 sec): 3 clusters Score: Raw -435908.359436 + Penalty 2590.490627 = -433317.868810 nChanged 21 SP:Iteration 29Q (2565.277055 sec): 3 clusters Score: Raw -435915.929556 + Penalty 2590.490627 = -433325.438929 nChanged 14 SP:Iteration 30Q (2565.331557 sec): 3 clusters Score: Raw -435921.168164 + Penalty 2590.490627 = -433330.677537 nChanged 10 SP:Iteration 31Q (2565.392455 sec): 3 clusters Score: Raw -435925.964593 + Penalty 2590.490627 = -433335.473966 nChanged 12 SP:Iteration 32Q (2565.446956 sec): 3 clusters Score: Raw -435930.423013 + Penalty 2590.490627 = -433339.932386 nChanged 12 SP:Iteration 33Q (2565.502005 sec): 3 clusters Score: Raw -435934.431570 + Penalty 2590.490627 = -433343.940943 nChanged 7 SP:Iteration 34Q (2565.551244 sec): 3 clusters Score: Raw -435937.273750 + Penalty 2590.490627 = -433346.783123 nChanged 10 SP:Iteration 35Q (2565.593963 sec): 3 clusters Score: Raw -435942.784315 + Penalty 2590.490627 = -433352.293688 nChanged 10 SP:Iteration 36Q (2565.654922 sec): 3 clusters Score: Raw -435945.540309 + Penalty 2590.490627 = -433355.049682 nChanged 8 SP:Iteration 37Q (2565.706525 sec): 3 clusters Score: Raw -435948.097558 + Penalty 2590.490627 = -433357.606931 nChanged 11 SP:Iteration 38Q (2565.758855 sec): 3 clusters Score: Raw -435952.193240 + Penalty 2590.490627 = -433361.702613 nChanged 10 SP:Iteration 39Q (2565.810586 sec): 3 clusters Score: Raw -435956.062403 + Penalty 2590.490627 = -433365.571777 nChanged 10 SP:Iteration 40F (2565.856922 sec): 3 clusters Score: Raw -435958.946023 + Penalty 2590.490627 = -433368.455396 nChanged 6 SP:Iteration 41Q (2565.903416 sec): 3 clusters Score: Raw -435960.743663 + Penalty 2590.490627 = -433370.253036 nChanged 7 SP:Iteration 42Q (2565.945900 sec): 3 clusters Score: Raw -435962.755155 + Penalty 2590.490627 = -433372.264528 nChanged 7 SP:Iteration 43Q (2565.960579 sec): 3 clusters Score: Raw -435965.678740 + Penalty 2590.490627 = -433375.188114 nChanged 7 SP:Iteration 44Q (2565.974526 sec): 3 clusters Score: Raw -435967.512393 + Penalty 2590.490627 = -433377.021767 nChanged 5 SP:Iteration 45Q (2565.987958 sec): 3 clusters Score: Raw -435969.165124 + Penalty 2590.490627 = -433378.674497 nChanged 7 SP:Iteration 46Q (2566.001847 sec): 3 clusters Score: Raw -435972.503536 + Penalty 2590.490627 = -433382.012909 nChanged 6 SP:Iteration 47Q (2566.015773 sec): 3 clusters Score: Raw -435974.262638 + Penalty 2590.490627 = -433383.772012 nChanged 6 SP:Iteration 48Q (2566.029761 sec): 3 clusters Score: Raw -435976.171091 + Penalty 2590.490627 = -433385.680465 nChanged 4 SP:Iteration 49Q (2566.043782 sec): 3 clusters Score: Raw -435977.104701 + Penalty 2590.490627 = -433386.614075 nChanged 4 SP:Iteration 50Q (2566.057758 sec): 3 clusters Score: Raw -435977.899549 + Penalty 2590.490627 = -433387.408923 nChanged 3 SP:Iteration 51Q (2566.071660 sec): 3 clusters Score: Raw -435980.441803 + Penalty 2590.490627 = -433389.951177 nChanged 7 SP:Iteration 52Q (2566.085535 sec): 3 clusters Score: Raw -435985.139288 + Penalty 2590.490627 = -433394.648661 nChanged 10 SP:Iteration 53Q (2566.139078 sec): 3 clusters Score: Raw -435989.586483 + Penalty 2590.490627 = -433399.095856 nChanged 11 SP:Iteration 54Q (2566.178554 sec): 3 clusters Score: Raw -435994.688774 + Penalty 2590.490627 = -433404.198148 nChanged 11 SP:Iteration 55Q (2566.239802 sec): 3 clusters Score: Raw -436000.564444 + Penalty 2590.490627 = -433410.073818 nChanged 20 SP:Iteration 56Q (2566.281981 sec): 3 clusters Score: Raw -436007.896982 + Penalty 2590.490627 = -433417.406356 nChanged 11 SP:Iteration 57Q (2566.327683 sec): 3 clusters Score: Raw -436015.923933 + Penalty 2590.490627 = -433425.433306 nChanged 18 SP:Iteration 58Q (2566.386491 sec): 3 clusters Score: Raw -436027.422393 + Penalty 2590.490627 = -433436.931766 nChanged 23 SP:Iteration 59Q (2566.442461 sec): 3 clusters Score: Raw -436042.334274 + Penalty 2590.490627 = -433451.843647 nChanged 27 SP:Iteration 60F (2566.484412 sec): 3 clusters Score: Raw -436057.758017 + Penalty 2590.490627 = -433467.267391 nChanged 30 SP:Iteration 61Q (2566.543956 sec): 3 clusters Score: Raw -436072.199938 + Penalty 2590.490627 = -433481.709311 nChanged 38 SP:Iteration 62Q (2566.591811 sec): 3 clusters Score: Raw -436093.063905 + Penalty 2590.490627 = -433502.573278 nChanged 32 SP:Iteration 63Q (2566.644689 sec): 3 clusters Score: Raw -436120.405516 + Penalty 2590.490627 = -433529.914889 nChanged 38 SP:Iteration 64Q (2566.696441 sec): 3 clusters Score: Raw -436150.378958 + Penalty 2590.490627 = -433559.888331 nChanged 37 SP:Iteration 65Q (2566.747919 sec): 3 clusters Score: Raw -436181.756262 + Penalty 2590.490627 = -433591.265635 nChanged 34 SP:Iteration 66Q (2566.794222 sec): 3 clusters Score: Raw -436207.176290 + Penalty 2590.490627 = -433616.685663 nChanged 25 SP:Iteration 67Q (2566.847841 sec): 3 clusters Score: Raw -436226.124682 + Penalty 2590.490627 = -433635.634056 nChanged 29 SP:Iteration 68Q (2566.895592 sec): 3 clusters Score: Raw -436248.164476 + Penalty 2590.490627 = -433657.673849 nChanged 24 SP:Iteration 69Q (2566.941308 sec): 3 clusters Score: Raw -436260.605330 + Penalty 2590.490627 = -433670.114703 nChanged 17 SP:Iteration 70Q (2566.993356 sec): 3 clusters Score: Raw -436269.648065 + Penalty 2590.490627 = -433679.157438 nChanged 15 SP:Iteration 71Q (2567.041175 sec): 3 clusters Score: Raw -436277.651973 + Penalty 2590.490627 = -433687.161346 nChanged 19 SP:Iteration 72Q (2567.096643 sec): 3 clusters Score: Raw -436288.901017 + Penalty 2590.490627 = -433698.410390 nChanged 20 SP:Iteration 73Q (2567.145205 sec): 3 clusters Score: Raw -436301.600143 + Penalty 2590.490627 = -433711.109516 nChanged 22 SP:Iteration 74Q (2567.208363 sec): 3 clusters Score: Raw -436311.935390 + Penalty 2590.490627 = -433721.444764 nChanged 16 SP:Iteration 75Q (2567.262337 sec): 3 clusters Score: Raw -436321.493415 + Penalty 2590.490627 = -433731.002789 nChanged 18 SP:Iteration 76Q (2567.313915 sec): 3 clusters Score: Raw -436337.761404 + Penalty 2590.490627 = -433747.270777 nChanged 17 SP:Iteration 77Q (2567.355522 sec): 3 clusters Score: Raw -436348.008883 + Penalty 2590.490627 = -433757.518256 nChanged 15 SP:Iteration 78Q (2567.409555 sec): 3 clusters Score: Raw -436358.316630 + Penalty 2590.490627 = -433767.826003 nChanged 19 SP:Iteration 79Q (2567.464389 sec): 3 clusters Score: Raw -436368.344935 + Penalty 2590.490627 = -433777.854309 nChanged 11 SP:Iteration 80F (2567.511282 sec): 3 clusters Score: Raw -436372.990645 + Penalty 2590.490627 = -433782.500018 nChanged 9 SP:Iteration 81Q (2567.562162 sec): 3 clusters Score: Raw -436377.030733 + Penalty 2590.490627 = -433786.540106 nChanged 9 SP:Iteration 82Q (2567.609136 sec): 3 clusters Score: Raw -436382.137530 + Penalty 2590.490627 = -433791.646903 nChanged 11 SP:Iteration 83Q (2567.653073 sec): 3 clusters Score: Raw -436388.648177 + Penalty 2590.490627 = -433798.157550 nChanged 9 SP:Iteration 84Q (2567.709334 sec): 3 clusters Score: Raw -436395.218463 + Penalty 2590.490627 = -433804.727836 nChanged 9 SP:Iteration 85Q (2567.760990 sec): 3 clusters Score: Raw -436399.488758 + Penalty 2590.490627 = -433808.998131 nChanged 8 SP:Iteration 86Q (2567.807150 sec): 3 clusters Score: Raw -436403.316849 + Penalty 2590.490627 = -433812.826222 nChanged 7 SP:Iteration 87Q (2567.865747 sec): 3 clusters Score: Raw -436407.423618 + Penalty 2590.490627 = -433816.932991 nChanged 8 SP:Iteration 88Q (2567.911346 sec): 3 clusters Score: Raw -436411.944837 + Penalty 2590.490627 = -433821.454210 nChanged 7 SP:Iteration 89Q (2567.957516 sec): 3 clusters Score: Raw -436413.745490 + Penalty 2590.490627 = -433823.254863 nChanged 4 SP:Iteration 90Q (2568.003339 sec): 3 clusters Score: Raw -436415.414816 + Penalty 2590.490627 = -433824.924189 nChanged 5 SP:Iteration 91Q (2568.059613 sec): 3 clusters Score: Raw -436417.675070 + Penalty 2590.490627 = -433827.184444 nChanged 6 SP:Iteration 92Q (2568.094603 sec): 3 clusters Score: Raw -436420.373411 + Penalty 2590.490627 = -433829.882785 nChanged 6 SP:Iteration 93Q (2568.138795 sec): 3 clusters Score: Raw -436422.355455 + Penalty 2590.490627 = -433831.864828 nChanged 5 SP:Iteration 94Q (2568.189084 sec): 3 clusters Score: Raw -436424.583773 + Penalty 2590.490627 = -433834.093146 nChanged 5 SP:Iteration 95Q (2568.231417 sec): 3 clusters Score: Raw -436428.163013 + Penalty 2590.490627 = -433837.672387 nChanged 6 SP:Iteration 96Q (2568.280607 sec): 3 clusters Score: Raw -436429.850810 + Penalty 2590.490627 = -433839.360183 nChanged 2 SP:Iteration 97Q (2568.343601 sec): 3 clusters Score: Raw -436430.570765 + Penalty 2590.490627 = -433840.080139 nChanged 5 SP:Iteration 98Q (2568.377987 sec): 3 clusters Score: Raw -436432.568771 + Penalty 2590.490627 = -433842.078144 nChanged 4 SP:Iteration 99Q (2568.421618 sec): 3 clusters Score: Raw -436434.442181 + Penalty 2590.490627 = -433843.951554 nChanged 2 SP:Iteration 100F (2568.466657 sec): 3 clusters Score: Raw -436435.342334 + Penalty 2590.490627 = -433844.851708 nChanged 2 SP:Iteration 101Q (2568.516463 sec): 3 clusters Score: Raw -436436.614668 + Penalty 2590.490627 = -433846.124041 nChanged 0 SP:Iteration 102F (2568.559449 sec): 3 clusters Score: Raw -436436.614668 + Penalty 2590.490627 = -433846.124041 nChanged 0 Trying to split cluster 22 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2568.582973 sec): 2 clusters Score: Raw -33032.269962 + Penalty 931.141215 = -32101.128747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2568.632612 sec): 3 clusters Score: Raw -33210.989246 + Penalty 1862.282429 = -31348.706817 nChanged 63 SP:Iteration 1F (2568.661898 sec): 3 clusters Score: Raw -33407.623438 + Penalty 1862.282429 = -31545.341008 nChanged 20 SP:Iteration 2F (2568.701313 sec): 3 clusters Score: Raw -33463.216466 + Penalty 1862.282429 = -31600.934037 nChanged 7 SP:Iteration 3Q (2568.744120 sec): 3 clusters Score: Raw -33504.601437 + Penalty 1862.282429 = -31642.319008 nChanged 5 SP:Iteration 4Q (2568.789621 sec): 3 clusters Score: Raw -33515.599878 + Penalty 1862.282429 = -31653.317448 nChanged 4 SP:Iteration 5Q (2568.835846 sec): 3 clusters Score: Raw -33522.592290 + Penalty 1862.282429 = -31660.309861 nChanged 3 SP:Iteration 6Q (2568.883652 sec): 3 clusters Score: Raw -33526.869685 + Penalty 1862.282429 = -31664.587255 nChanged 4 SP:Iteration 7Q (2568.932457 sec): 3 clusters Score: Raw -33537.952215 + Penalty 1862.282429 = -31675.669785 nChanged 1 SP:Iteration 8Q (2568.982015 sec): 3 clusters Score: Raw -33539.447055 + Penalty 1862.282429 = -31677.164626 nChanged 0 SP:Iteration 9F (2569.029207 sec): 3 clusters Score: Raw -33539.447055 + Penalty 1862.282429 = -31677.164626 nChanged 0 Trying to split cluster 23 (938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2569.067751 sec): 2 clusters Score: Raw -114695.700555 + Penalty 1112.109367 = -113583.591188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2569.105458 sec): 3 clusters Score: Raw -114446.451795 + Penalty 2224.218733 = -112222.233061 nChanged 289 SP:Iteration 1F (2569.142524 sec): 3 clusters Score: Raw -114788.198448 + Penalty 2224.218733 = -112563.979714 nChanged 83 SP:Iteration 2F (2569.200176 sec): 3 clusters Score: Raw -114906.080249 + Penalty 2224.218733 = -112681.861515 nChanged 42 SP:Iteration 3Q (2569.233403 sec): 3 clusters Score: Raw -114973.905901 + Penalty 2224.218733 = -112749.687168 nChanged 23 SP:Iteration 4Q (2569.283715 sec): 3 clusters Score: Raw -115001.170308 + Penalty 2224.218733 = -112776.951575 nChanged 16 SP:Iteration 5Q (2569.339080 sec): 3 clusters Score: Raw -115020.041129 + Penalty 2224.218733 = -112795.822395 nChanged 9 SP:Iteration 6Q (2569.372388 sec): 3 clusters Score: Raw -115029.461756 + Penalty 2224.218733 = -112805.243023 nChanged 12 SP:Iteration 7Q (2569.414731 sec): 3 clusters Score: Raw -115038.440740 + Penalty 2224.218733 = -112814.222006 nChanged 6 SP:Iteration 8Q (2569.473212 sec): 3 clusters Score: Raw -115044.460525 + Penalty 2224.218733 = -112820.241792 nChanged 2 SP:Iteration 9Q (2569.510015 sec): 3 clusters Score: Raw -115046.312332 + Penalty 2224.218733 = -112822.093598 nChanged 1 SP:Iteration 10Q (2569.551139 sec): 3 clusters Score: Raw -115047.443085 + Penalty 2224.218733 = -112823.224352 nChanged 0 SP:Iteration 11F (2569.600068 sec): 3 clusters Score: Raw -115047.443085 + Penalty 2224.218733 = -112823.224352 nChanged 0 Trying to split cluster 24 (8268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2569.635114 sec): 2 clusters Score: Raw -1193506.772951 + Penalty 1465.774037 = -1192040.998914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2569.693747 sec): 3 clusters Score: Raw -1188913.798800 + Penalty 2931.548074 = -1185982.250726 nChanged 3538 SP:Iteration 1F (2569.755695 sec): 3 clusters Score: Raw -1190752.102301 + Penalty 2931.548074 = -1187820.554227 nChanged 543 SP:Iteration 2F (2569.827763 sec): 3 clusters Score: Raw -1190980.701153 + Penalty 2931.548074 = -1188049.153079 nChanged 416 SP:Iteration 3F (2569.871468 sec): 3 clusters Score: Raw -1191170.742243 + Penalty 2931.548074 = -1188239.194169 nChanged 374 SP:Iteration 4Q (2569.940921 sec): 3 clusters Score: Raw -1191336.541491 + Penalty 2931.548074 = -1188404.993417 nChanged 350 SP:Iteration 5Q (2569.981545 sec): 3 clusters Score: Raw -1191494.458225 + Penalty 2931.548074 = -1188562.910151 nChanged 352 SP:Iteration 6Q (2570.027717 sec): 3 clusters Score: Raw -1191657.870405 + Penalty 2931.548074 = -1188726.322331 nChanged 324 SP:Iteration 7Q (2570.095293 sec): 3 clusters Score: Raw -1191809.600228 + Penalty 2931.548074 = -1188878.052154 nChanged 328 SP:Iteration 8Q (2570.137969 sec): 3 clusters Score: Raw -1191977.950873 + Penalty 2931.548074 = -1189046.402799 nChanged 353 SP:Iteration 9Q (2570.196653 sec): 3 clusters Score: Raw -1192183.775818 + Penalty 2931.548074 = -1189252.227744 nChanged 355 SP:Iteration 10Q (2570.258289 sec): 3 clusters Score: Raw -1192417.279093 + Penalty 2931.548074 = -1189485.731019 nChanged 355 SP:Iteration 11Q (2570.302820 sec): 3 clusters Score: Raw -1192657.789849 + Penalty 2931.548074 = -1189726.241774 nChanged 336 SP:Iteration 12Q (2570.370076 sec): 3 clusters Score: Raw -1192906.267267 + Penalty 2931.548074 = -1189974.719193 nChanged 274 SP:Iteration 13Q (2570.430489 sec): 3 clusters Score: Raw -1193103.443474 + Penalty 2931.548074 = -1190171.895400 nChanged 244 SP:Iteration 14Q (2570.479840 sec): 3 clusters Score: Raw -1193258.918126 + Penalty 2931.548074 = -1190327.370052 nChanged 179 SP:Iteration 15Q (2570.538850 sec): 3 clusters Score: Raw -1193356.090815 + Penalty 2931.548074 = -1190424.542741 nChanged 126 SP:Iteration 16Q (2570.596686 sec): 3 clusters Score: Raw -1193407.560089 + Penalty 2931.548074 = -1190476.012014 nChanged 100 SP:Iteration 17Q (2570.642363 sec): 3 clusters Score: Raw -1193449.589542 + Penalty 2931.548074 = -1190518.041468 nChanged 100 SP:Iteration 18Q (2570.701224 sec): 3 clusters Score: Raw -1193494.447000 + Penalty 2931.548074 = -1190562.898926 nChanged 80 SP:Iteration 19Q (2570.748390 sec): 3 clusters Score: Raw -1193525.596771 + Penalty 2931.548074 = -1190594.048697 nChanged 72 SP:Iteration 20F (2570.801516 sec): 3 clusters Score: Raw -1193554.472437 + Penalty 2931.548074 = -1190622.924363 nChanged 67 SP:Iteration 21Q (2570.854394 sec): 3 clusters Score: Raw -1193581.741076 + Penalty 2931.548074 = -1190650.193002 nChanged 62 SP:Iteration 22Q (2570.912464 sec): 3 clusters Score: Raw -1193614.948955 + Penalty 2931.548074 = -1190683.400881 nChanged 65 SP:Iteration 23Q (2570.955392 sec): 3 clusters Score: Raw -1193642.778772 + Penalty 2931.548074 = -1190711.230698 nChanged 50 SP:Iteration 24Q (2571.027017 sec): 3 clusters Score: Raw -1193666.891228 + Penalty 2931.548074 = -1190735.343154 nChanged 44 SP:Iteration 25Q (2571.086150 sec): 3 clusters Score: Raw -1193688.725832 + Penalty 2931.548074 = -1190757.177758 nChanged 35 SP:Iteration 26Q (2571.144050 sec): 3 clusters Score: Raw -1193704.601803 + Penalty 2931.548074 = -1190773.053729 nChanged 35 SP:Iteration 27Q (2571.194931 sec): 3 clusters Score: Raw -1193722.320540 + Penalty 2931.548074 = -1190790.772466 nChanged 36 SP:Iteration 28Q (2571.254724 sec): 3 clusters Score: Raw -1193742.870062 + Penalty 2931.548074 = -1190811.321988 nChanged 26 SP:Iteration 29Q (2571.313112 sec): 3 clusters Score: Raw -1193759.005526 + Penalty 2931.548074 = -1190827.457452 nChanged 32 SP:Iteration 30Q (2571.375565 sec): 3 clusters Score: Raw -1193777.459702 + Penalty 2931.548074 = -1190845.911628 nChanged 31 SP:Iteration 31Q (2571.417233 sec): 3 clusters Score: Raw -1193799.381316 + Penalty 2931.548074 = -1190867.833241 nChanged 39 SP:Iteration 32Q (2571.468272 sec): 3 clusters Score: Raw -1193816.473066 + Penalty 2931.548074 = -1190884.924991 nChanged 26 SP:Iteration 33Q (2571.530250 sec): 3 clusters Score: Raw -1193826.578297 + Penalty 2931.548074 = -1190895.030223 nChanged 23 SP:Iteration 34Q (2571.587560 sec): 3 clusters Score: Raw -1193834.132877 + Penalty 2931.548074 = -1190902.584803 nChanged 16 SP:Iteration 35Q (2571.648098 sec): 3 clusters Score: Raw -1193840.037776 + Penalty 2931.548074 = -1190908.489702 nChanged 11 SP:Iteration 36Q (2571.690098 sec): 3 clusters Score: Raw -1193844.550851 + Penalty 2931.548074 = -1190913.002777 nChanged 10 SP:Iteration 37Q (2571.740589 sec): 3 clusters Score: Raw -1193848.333722 + Penalty 2931.548074 = -1190916.785647 nChanged 7 SP:Iteration 38Q (2571.793399 sec): 3 clusters Score: Raw -1193850.790687 + Penalty 2931.548074 = -1190919.242612 nChanged 5 SP:Iteration 39Q (2571.857736 sec): 3 clusters Score: Raw -1193852.083281 + Penalty 2931.548074 = -1190920.535207 nChanged 2 SP:Iteration 40F (2571.902223 sec): 3 clusters Score: Raw -1193852.569847 + Penalty 2931.548074 = -1190921.021773 nChanged 3 SP:Iteration 41Q (2571.973667 sec): 3 clusters Score: Raw -1193853.223880 + Penalty 2931.548074 = -1190921.675805 nChanged 0 SP:Iteration 42F (2572.034718 sec): 3 clusters Score: Raw -1193853.223880 + Penalty 2931.548074 = -1190921.675805 nChanged 0 Trying to split cluster 25 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2572.048766 sec): 2 clusters Score: Raw -18109.539622 + Penalty 949.104269 = -17160.435353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2572.094603 sec): 3 clusters Score: Raw -18233.191833 + Penalty 1898.208539 = -16334.983294 nChanged 87 SP:Iteration 1F (2572.150645 sec): 3 clusters Score: Raw -18383.771820 + Penalty 1898.208539 = -16485.563282 nChanged 18 SP:Iteration 2F (2572.182322 sec): 3 clusters Score: Raw -18413.235873 + Penalty 1898.208539 = -16515.027335 nChanged 8 SP:Iteration 3Q (2572.223439 sec): 3 clusters Score: Raw -18425.396912 + Penalty 1898.208539 = -16527.188373 nChanged 7 SP:Iteration 4Q (2572.272080 sec): 3 clusters Score: Raw -18436.638101 + Penalty 1898.208539 = -16538.429563 nChanged 9 SP:Iteration 5Q (2572.300257 sec): 3 clusters Score: Raw -18446.670128 + Penalty 1898.208539 = -16548.461589 nChanged 7 SP:Iteration 6Q (2572.341376 sec): 3 clusters Score: Raw -18453.360455 + Penalty 1898.208539 = -16555.151917 nChanged 8 SP:Iteration 7Q (2572.383041 sec): 3 clusters Score: Raw -18462.157596 + Penalty 1898.208539 = -16563.949057 nChanged 4 SP:Iteration 8Q (2572.426749 sec): 3 clusters Score: Raw -18466.649562 + Penalty 1898.208539 = -16568.441023 nChanged 4 SP:Iteration 9Q (2572.471722 sec): 3 clusters Score: Raw -18473.046484 + Penalty 1898.208539 = -16574.837945 nChanged 3 SP:Iteration 10Q (2572.520139 sec): 3 clusters Score: Raw -18484.253313 + Penalty 1898.208539 = -16586.044775 nChanged 2 SP:Iteration 11Q (2572.571559 sec): 3 clusters Score: Raw -18487.528573 + Penalty 1898.208539 = -16589.320034 nChanged 1 SP:Iteration 12Q (2572.605699 sec): 3 clusters Score: Raw -18488.303765 + Penalty 1898.208539 = -16590.095226 nChanged 0 SP:Iteration 13F (2572.652590 sec): 3 clusters Score: Raw -18488.303765 + Penalty 1898.208539 = -16590.095226 nChanged 0 Trying to split cluster 26 (3830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2572.681348 sec): 2 clusters Score: Raw -511437.367568 + Penalty 1340.725763 = -510096.641805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2572.733186 sec): 3 clusters Score: Raw -509549.238185 + Penalty 2681.451527 = -506867.786658 nChanged 1511 SP:Iteration 1F (2572.780810 sec): 3 clusters Score: Raw -510365.628314 + Penalty 2681.451527 = -507684.176788 nChanged 277 SP:Iteration 2F (2572.814661 sec): 3 clusters Score: Raw -510537.950550 + Penalty 2681.451527 = -507856.499023 nChanged 220 SP:Iteration 3F (2572.869461 sec): 3 clusters Score: Raw -510682.204030 + Penalty 2681.451527 = -508000.752503 nChanged 185 SP:Iteration 4Q (2572.919768 sec): 3 clusters Score: Raw -510811.122590 + Penalty 2681.451527 = -508129.671063 nChanged 171 SP:Iteration 5Q (2572.956056 sec): 3 clusters Score: Raw -510923.952128 + Penalty 2681.451527 = -508242.500601 nChanged 154 SP:Iteration 6Q (2573.013797 sec): 3 clusters Score: Raw -511026.157904 + Penalty 2681.451527 = -508344.706378 nChanged 150 SP:Iteration 7Q (2573.058715 sec): 3 clusters Score: Raw -511125.549963 + Penalty 2681.451527 = -508444.098436 nChanged 156 SP:Iteration 8Q (2573.103963 sec): 3 clusters Score: Raw -511238.184209 + Penalty 2681.451527 = -508556.732682 nChanged 156 SP:Iteration 9Q (2573.144298 sec): 3 clusters Score: Raw -511341.634897 + Penalty 2681.451527 = -508660.183371 nChanged 143 SP:Iteration 10Q (2573.200626 sec): 3 clusters Score: Raw -511443.866658 + Penalty 2681.451527 = -508762.415132 nChanged 138 SP:Iteration 11Q (2573.238368 sec): 3 clusters Score: Raw -511541.237815 + Penalty 2681.451527 = -508859.786289 nChanged 124 SP:Iteration 12Q (2573.281177 sec): 3 clusters Score: Raw -511613.804335 + Penalty 2681.451527 = -508932.352808 nChanged 87 SP:Iteration 13Q (2573.322162 sec): 3 clusters Score: Raw -511659.044452 + Penalty 2681.451527 = -508977.592925 nChanged 84 SP:Iteration 14Q (2573.366736 sec): 3 clusters Score: Raw -511696.525897 + Penalty 2681.451527 = -509015.074370 nChanged 61 SP:Iteration 15Q (2573.421375 sec): 3 clusters Score: Raw -511717.594382 + Penalty 2681.451527 = -509036.142856 nChanged 31 SP:Iteration 16Q (2573.475195 sec): 3 clusters Score: Raw -511729.755853 + Penalty 2681.451527 = -509048.304326 nChanged 31 SP:Iteration 17Q (2573.523210 sec): 3 clusters Score: Raw -511741.209914 + Penalty 2681.451527 = -509059.758388 nChanged 23 SP:Iteration 18Q (2573.568895 sec): 3 clusters Score: Raw -511750.341494 + Penalty 2681.451527 = -509068.889967 nChanged 25 SP:Iteration 19Q (2573.624993 sec): 3 clusters Score: Raw -511758.820670 + Penalty 2681.451527 = -509077.369143 nChanged 22 SP:Iteration 20F (2573.664036 sec): 3 clusters Score: Raw -511766.295579 + Penalty 2681.451527 = -509084.844052 nChanged 24 SP:Iteration 21Q (2573.709433 sec): 3 clusters Score: Raw -511776.336605 + Penalty 2681.451527 = -509094.885078 nChanged 23 SP:Iteration 22Q (2573.758067 sec): 3 clusters Score: Raw -511782.700641 + Penalty 2681.451527 = -509101.249114 nChanged 13 SP:Iteration 23Q (2573.806059 sec): 3 clusters Score: Raw -511786.517235 + Penalty 2681.451527 = -509105.065708 nChanged 6 SP:Iteration 24Q (2573.859006 sec): 3 clusters Score: Raw -511788.742648 + Penalty 2681.451527 = -509107.291121 nChanged 7 SP:Iteration 25Q (2573.912207 sec): 3 clusters Score: Raw -511790.667052 + Penalty 2681.451527 = -509109.215525 nChanged 11 SP:Iteration 26Q (2573.965434 sec): 3 clusters Score: Raw -511795.308253 + Penalty 2681.451527 = -509113.856727 nChanged 12 SP:Iteration 27Q (2574.019248 sec): 3 clusters Score: Raw -511800.037471 + Penalty 2681.451527 = -509118.585944 nChanged 9 SP:Iteration 28Q (2574.073014 sec): 3 clusters Score: Raw -511803.277800 + Penalty 2681.451527 = -509121.826273 nChanged 6 SP:Iteration 29Q (2574.126613 sec): 3 clusters Score: Raw -511804.617216 + Penalty 2681.451527 = -509123.165690 nChanged 3 SP:Iteration 30Q (2574.180790 sec): 3 clusters Score: Raw -511804.948233 + Penalty 2681.451527 = -509123.496706 nChanged 3 SP:Iteration 31Q (2574.223481 sec): 3 clusters Score: Raw -511805.379986 + Penalty 2681.451527 = -509123.928459 nChanged 0 SP:Iteration 32F (2574.269708 sec): 3 clusters Score: Raw -511805.379986 + Penalty 2681.451527 = -509123.928459 nChanged 0 Trying to split cluster 27 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2574.293767 sec): 2 clusters Score: Raw -50112.192494 + Penalty 951.449187 = -49160.743307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2574.335925 sec): 3 clusters Score: Raw -50135.257826 + Penalty 1902.898375 = -48232.359452 nChanged 82 SP:Iteration 1F (2574.385386 sec): 3 clusters Score: Raw -50261.009331 + Penalty 1902.898375 = -48358.110956 nChanged 20 SP:Iteration 2F (2574.433531 sec): 3 clusters Score: Raw -50298.607997 + Penalty 1902.898375 = -48395.709622 nChanged 15 SP:Iteration 3Q (2574.482807 sec): 3 clusters Score: Raw -50326.195234 + Penalty 1902.898375 = -48423.296859 nChanged 16 SP:Iteration 4Q (2574.530858 sec): 3 clusters Score: Raw -50347.943308 + Penalty 1902.898375 = -48445.044934 nChanged 5 SP:Iteration 5Q (2574.590513 sec): 3 clusters Score: Raw -50366.432278 + Penalty 1902.898375 = -48463.533904 nChanged 4 SP:Iteration 6Q (2574.628139 sec): 3 clusters Score: Raw -50372.719958 + Penalty 1902.898375 = -48469.821584 nChanged 4 SP:Iteration 7Q (2574.675971 sec): 3 clusters Score: Raw -50386.059884 + Penalty 1902.898375 = -48483.161509 nChanged 4 SP:Iteration 8Q (2574.725275 sec): 3 clusters Score: Raw -50397.359637 + Penalty 1902.898375 = -48494.461262 nChanged 1 SP:Iteration 9Q (2574.768441 sec): 3 clusters Score: Raw -50398.308174 + Penalty 1902.898375 = -48495.409800 nChanged 1 SP:Iteration 10Q (2574.815081 sec): 3 clusters Score: Raw -50398.561585 + Penalty 1902.898375 = -48495.663210 nChanged 1 SP:Iteration 11Q (2574.863578 sec): 3 clusters Score: Raw -50399.341876 + Penalty 1902.898375 = -48496.443502 nChanged 0 SP:Iteration 12F (2574.908371 sec): 3 clusters Score: Raw -50399.341876 + Penalty 1902.898375 = -48496.443502 nChanged 0 Trying to split cluster 28 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2574.933183 sec): 2 clusters Score: Raw -23761.947266 + Penalty 951.449187 = -22810.498078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2574.978364 sec): 3 clusters Score: Raw -23856.563065 + Penalty 1902.898375 = -21953.664690 nChanged 87 SP:Iteration 1F (2575.026331 sec): 3 clusters Score: Raw -24102.044542 + Penalty 1902.898375 = -22199.146167 nChanged 39 SP:Iteration 2F (2575.073159 sec): 3 clusters Score: Raw -24280.167389 + Penalty 1902.898375 = -22377.269014 nChanged 13 SP:Iteration 3Q (2575.122564 sec): 3 clusters Score: Raw -24359.059165 + Penalty 1902.898375 = -22456.160790 nChanged 12 SP:Iteration 4Q (2575.166913 sec): 3 clusters Score: Raw -24435.311407 + Penalty 1902.898375 = -22532.413032 nChanged 5 SP:Iteration 5Q (2575.215539 sec): 3 clusters Score: Raw -24467.635120 + Penalty 1902.898375 = -22564.736745 nChanged 6 SP:Iteration 6Q (2575.223982 sec): 3 clusters Score: Raw -24501.237674 + Penalty 1902.898375 = -22598.339299 nChanged 4 SP:Iteration 7Q (2575.257054 sec): 3 clusters Score: Raw -24521.031715 + Penalty 1902.898375 = -22618.133341 nChanged 3 SP:Iteration 8Q (2575.300880 sec): 3 clusters Score: Raw -24534.473569 + Penalty 1902.898375 = -22631.575195 nChanged 1 SP:Iteration 9Q (2575.342196 sec): 3 clusters Score: Raw -24535.313993 + Penalty 1902.898375 = -22632.415618 nChanged 0 SP:Iteration 10F (2575.379607 sec): 3 clusters Score: Raw -24535.313993 + Penalty 1902.898375 = -22632.415618 nChanged 0 Trying to split cluster 29 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2575.402568 sec): 2 clusters Score: Raw -25217.055407 + Penalty 855.187156 = -24361.868251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2575.450314 sec): 3 clusters Score: Raw -25299.558043 + Penalty 1710.374311 = -23589.183731 nChanged 25 SP:Iteration 1F (2575.492345 sec): 3 clusters Score: Raw -25380.951936 + Penalty 1710.374311 = -23670.577625 nChanged 7 SP:Iteration 2Q (2575.534447 sec): 3 clusters Score: Raw -25411.356600 + Penalty 1710.374311 = -23700.982288 nChanged 4 SP:Iteration 3Q (2575.583585 sec): 3 clusters Score: Raw -25429.227750 + Penalty 1710.374311 = -23718.853438 nChanged 3 SP:Iteration 4Q (2575.616558 sec): 3 clusters Score: Raw -25437.117323 + Penalty 1710.374311 = -23726.743012 nChanged 1 SP:Iteration 5Q (2575.658646 sec): 3 clusters Score: Raw -25440.574648 + Penalty 1710.374311 = -23730.200336 nChanged 2 SP:Iteration 6Q (2575.702046 sec): 3 clusters Score: Raw -25446.109148 + Penalty 1710.374311 = -23735.734836 nChanged 1 SP:Iteration 7Q (2575.749889 sec): 3 clusters Score: Raw -25450.872231 + Penalty 1710.374311 = -23740.497920 nChanged 1 SP:Iteration 8Q (2575.788715 sec): 3 clusters Score: Raw -25454.594219 + Penalty 1710.374311 = -23744.219908 nChanged 0 SP:Iteration 9F (2575.835306 sec): 3 clusters Score: Raw -25454.594219 + Penalty 1710.374311 = -23744.219908 nChanged 0 Trying to split cluster 30 (6095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2575.871273 sec): 2 clusters Score: Raw -873532.106330 + Penalty 1416.223907 = -872115.882424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2575.926902 sec): 3 clusters Score: Raw -870272.395039 + Penalty 2832.447814 = -867439.947225 nChanged 2548 SP:Iteration 1F (2575.983279 sec): 3 clusters Score: Raw -871677.760006 + Penalty 2832.447814 = -868845.312192 nChanged 442 SP:Iteration 2F (2576.038617 sec): 3 clusters Score: Raw -871918.491434 + Penalty 2832.447814 = -869086.043620 nChanged 340 SP:Iteration 3F (2576.092738 sec): 3 clusters Score: Raw -872090.320958 + Penalty 2832.447814 = -869257.873144 nChanged 294 SP:Iteration 4Q (2576.136031 sec): 3 clusters Score: Raw -872249.535139 + Penalty 2832.447814 = -869417.087325 nChanged 266 SP:Iteration 5Q (2576.200065 sec): 3 clusters Score: Raw -872380.772547 + Penalty 2832.447814 = -869548.324734 nChanged 222 SP:Iteration 6Q (2576.240003 sec): 3 clusters Score: Raw -872490.764834 + Penalty 2832.447814 = -869658.317020 nChanged 207 SP:Iteration 7Q (2576.304843 sec): 3 clusters Score: Raw -872591.851171 + Penalty 2832.447814 = -869759.403357 nChanged 204 SP:Iteration 8Q (2576.354099 sec): 3 clusters Score: Raw -872699.304235 + Penalty 2832.447814 = -869866.856421 nChanged 202 SP:Iteration 9Q (2576.404338 sec): 3 clusters Score: Raw -872818.120019 + Penalty 2832.447814 = -869985.672205 nChanged 215 SP:Iteration 10Q (2576.459954 sec): 3 clusters Score: Raw -872940.816588 + Penalty 2832.447814 = -870108.368775 nChanged 208 SP:Iteration 11Q (2576.520192 sec): 3 clusters Score: Raw -873060.534098 + Penalty 2832.447814 = -870228.086285 nChanged 185 SP:Iteration 12Q (2576.558576 sec): 3 clusters Score: Raw -873163.554650 + Penalty 2832.447814 = -870331.106836 nChanged 176 SP:Iteration 13Q (2576.618025 sec): 3 clusters Score: Raw -873247.898913 + Penalty 2832.447814 = -870415.451100 nChanged 151 SP:Iteration 14Q (2576.673896 sec): 3 clusters Score: Raw -873316.229851 + Penalty 2832.447814 = -870483.782038 nChanged 132 SP:Iteration 15Q (2576.722854 sec): 3 clusters Score: Raw -873369.650988 + Penalty 2832.447814 = -870537.203174 nChanged 94 SP:Iteration 16Q (2576.783047 sec): 3 clusters Score: Raw -873401.260522 + Penalty 2832.447814 = -870568.812708 nChanged 78 SP:Iteration 17Q (2576.837325 sec): 3 clusters Score: Raw -873423.791969 + Penalty 2832.447814 = -870591.344155 nChanged 61 SP:Iteration 18Q (2576.874964 sec): 3 clusters Score: Raw -873438.233910 + Penalty 2832.447814 = -870605.786097 nChanged 36 SP:Iteration 19Q (2576.927962 sec): 3 clusters Score: Raw -873446.198086 + Penalty 2832.447814 = -870613.750273 nChanged 37 SP:Iteration 20F (2576.989817 sec): 3 clusters Score: Raw -873453.717327 + Penalty 2832.447814 = -870621.269513 nChanged 26 SP:Iteration 21Q (2577.043580 sec): 3 clusters Score: Raw -873458.701649 + Penalty 2832.447814 = -870626.253835 nChanged 21 SP:Iteration 22Q (2577.088643 sec): 3 clusters Score: Raw -873463.642641 + Penalty 2832.447814 = -870631.194827 nChanged 17 SP:Iteration 23Q (2577.139482 sec): 3 clusters Score: Raw -873467.951197 + Penalty 2832.447814 = -870635.503383 nChanged 14 SP:Iteration 24Q (2577.198888 sec): 3 clusters Score: Raw -873471.079443 + Penalty 2832.447814 = -870638.631630 nChanged 15 SP:Iteration 25Q (2577.246026 sec): 3 clusters Score: Raw -873473.669321 + Penalty 2832.447814 = -870641.221507 nChanged 21 SP:Iteration 26Q (2577.313617 sec): 3 clusters Score: Raw -873477.111133 + Penalty 2832.447814 = -870644.663319 nChanged 19 SP:Iteration 27Q (2577.371196 sec): 3 clusters Score: Raw -873481.190274 + Penalty 2832.447814 = -870648.742461 nChanged 21 SP:Iteration 28Q (2577.428495 sec): 3 clusters Score: Raw -873485.787509 + Penalty 2832.447814 = -870653.339696 nChanged 14 SP:Iteration 29Q (2577.482698 sec): 3 clusters Score: Raw -873489.447994 + Penalty 2832.447814 = -870657.000180 nChanged 13 SP:Iteration 30Q (2577.529705 sec): 3 clusters Score: Raw -873491.094727 + Penalty 2832.447814 = -870658.646914 nChanged 6 SP:Iteration 31Q (2577.592080 sec): 3 clusters Score: Raw -873491.699684 + Penalty 2832.447814 = -870659.251870 nChanged 3 SP:Iteration 32Q (2577.651192 sec): 3 clusters Score: Raw -873491.977165 + Penalty 2832.447814 = -870659.529351 nChanged 2 SP:Iteration 33Q (2577.698372 sec): 3 clusters Score: Raw -873492.077946 + Penalty 2832.447814 = -870659.630132 nChanged 1 SP:Iteration 34Q (2577.766324 sec): 3 clusters Score: Raw -873492.128241 + Penalty 2832.447814 = -870659.680427 nChanged 0 SP:Iteration 35F (2577.813485 sec): 3 clusters Score: Raw -873492.128241 + Penalty 2832.447814 = -870659.680427 nChanged 0 Trying to split cluster 31 (5242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2577.852457 sec): 2 clusters Score: Raw -707990.615103 + Penalty 1391.724487 = -706598.890615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2577.907007 sec): 3 clusters Score: Raw -705333.860462 + Penalty 2783.448975 = -702550.411487 nChanged 2095 SP:Iteration 1F (2577.950175 sec): 3 clusters Score: Raw -706620.506657 + Penalty 2783.448975 = -703837.057682 nChanged 471 SP:Iteration 2F (2577.970378 sec): 3 clusters Score: Raw -706996.562565 + Penalty 2783.448975 = -704213.113590 nChanged 440 SP:Iteration 3F (2578.020130 sec): 3 clusters Score: Raw -707395.523643 + Penalty 2783.448975 = -704612.074668 nChanged 403 SP:Iteration 4F (2578.075943 sec): 3 clusters Score: Raw -707733.570602 + Penalty 2783.448975 = -704950.121627 nChanged 333 SP:Iteration 5F (2578.127642 sec): 3 clusters Score: Raw -707997.826012 + Penalty 2783.448975 = -705214.377037 nChanged 233 SP:Iteration 6Q (2578.178673 sec): 3 clusters Score: Raw -708188.648141 + Penalty 2783.448975 = -705405.199166 nChanged 209 SP:Iteration 7Q (2578.240353 sec): 3 clusters Score: Raw -708330.742974 + Penalty 2783.448975 = -705547.293999 nChanged 147 SP:Iteration 8Q (2578.282616 sec): 3 clusters Score: Raw -708426.281802 + Penalty 2783.448975 = -705642.832827 nChanged 120 SP:Iteration 9Q (2578.341721 sec): 3 clusters Score: Raw -708510.955059 + Penalty 2783.448975 = -705727.506084 nChanged 84 SP:Iteration 10Q (2578.392636 sec): 3 clusters Score: Raw -708558.775927 + Penalty 2783.448975 = -705775.326952 nChanged 62 SP:Iteration 11Q (2578.436874 sec): 3 clusters Score: Raw -708593.012023 + Penalty 2783.448975 = -705809.563048 nChanged 49 SP:Iteration 12Q (2578.490662 sec): 3 clusters Score: Raw -708614.330070 + Penalty 2783.448975 = -705830.881095 nChanged 34 SP:Iteration 13Q (2578.533243 sec): 3 clusters Score: Raw -708630.799789 + Penalty 2783.448975 = -705847.350815 nChanged 27 SP:Iteration 14Q (2578.589617 sec): 3 clusters Score: Raw -708641.785780 + Penalty 2783.448975 = -705858.336806 nChanged 26 SP:Iteration 15Q (2578.643970 sec): 3 clusters Score: Raw -708651.250432 + Penalty 2783.448975 = -705867.801457 nChanged 15 SP:Iteration 16Q (2578.687706 sec): 3 clusters Score: Raw -708656.484019 + Penalty 2783.448975 = -705873.035044 nChanged 8 SP:Iteration 17Q (2578.746052 sec): 3 clusters Score: Raw -708658.650454 + Penalty 2783.448975 = -705875.201479 nChanged 5 SP:Iteration 18Q (2578.779589 sec): 3 clusters Score: Raw -708660.513797 + Penalty 2783.448975 = -705877.064823 nChanged 4 SP:Iteration 19Q (2578.821525 sec): 3 clusters Score: Raw -708661.486999 + Penalty 2783.448975 = -705878.038024 nChanged 2 SP:Iteration 20F (2578.878603 sec): 3 clusters Score: Raw -708662.707550 + Penalty 2783.448975 = -705879.258576 nChanged 3 SP:Iteration 21Q (2578.934877 sec): 3 clusters Score: Raw -708663.865597 + Penalty 2783.448975 = -705880.416622 nChanged 3 SP:Iteration 22Q (2578.989945 sec): 3 clusters Score: Raw -708665.723349 + Penalty 2783.448975 = -705882.274374 nChanged 6 SP:Iteration 23Q (2579.045706 sec): 3 clusters Score: Raw -708669.824230 + Penalty 2783.448975 = -705886.375256 nChanged 6 SP:Iteration 24Q (2579.084969 sec): 3 clusters Score: Raw -708671.607670 + Penalty 2783.448975 = -705888.158696 nChanged 2 SP:Iteration 25Q (2579.142199 sec): 3 clusters Score: Raw -708672.539520 + Penalty 2783.448975 = -705889.090545 nChanged 2 SP:Iteration 26Q (2579.195343 sec): 3 clusters Score: Raw -708673.161004 + Penalty 2783.448975 = -705889.712029 nChanged 2 SP:Iteration 27Q (2579.254581 sec): 3 clusters Score: Raw -708673.309027 + Penalty 2783.448975 = -705889.860052 nChanged 1 SP:Iteration 28Q (2579.309801 sec): 3 clusters Score: Raw -708673.611599 + Penalty 2783.448975 = -705890.162624 nChanged 0 SP:Iteration 29F (2579.350867 sec): 3 clusters Score: Raw -708673.611599 + Penalty 2783.448975 = -705890.162624 nChanged 0 Trying to split cluster 32 (27730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2579.406638 sec): 2 clusters Score: Raw -3912854.611983 + Penalty 1662.418898 = -3911192.193085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2579.493894 sec): 3 clusters Score: Raw -3895906.803430 + Penalty 3324.837795 = -3892581.965635 nChanged 12780 SP:Iteration 1F (2579.577862 sec): 3 clusters Score: Raw -3902973.762234 + Penalty 3324.837795 = -3899648.924439 nChanged 1316 SP:Iteration 2Q (2579.650177 sec): 3 clusters Score: Raw -3903384.191872 + Penalty 3324.837795 = -3900059.354077 nChanged 1131 SP:Iteration 3Q (2579.724376 sec): 3 clusters Score: Raw -3903729.215220 + Penalty 3324.837795 = -3900404.377424 nChanged 1080 SP:Iteration 4Q (2579.814680 sec): 3 clusters Score: Raw -3904046.159849 + Penalty 3324.837795 = -3900721.322054 nChanged 982 SP:Iteration 5Q (2579.901264 sec): 3 clusters Score: Raw -3904336.148972 + Penalty 3324.837795 = -3901011.311177 nChanged 927 SP:Iteration 6Q (2579.994602 sec): 3 clusters Score: Raw -3904609.793205 + Penalty 3324.837795 = -3901284.955410 nChanged 924 SP:Iteration 7Q (2580.082447 sec): 3 clusters Score: Raw -3904930.572173 + Penalty 3324.837795 = -3901605.734378 nChanged 983 SP:Iteration 8Q (2580.171447 sec): 3 clusters Score: Raw -3905297.273329 + Penalty 3324.837795 = -3901972.435534 nChanged 1039 SP:Iteration 9Q (2580.263992 sec): 3 clusters Score: Raw -3905798.206194 + Penalty 3324.837795 = -3902473.368399 nChanged 1184 SP:Iteration 10Q (2580.361723 sec): 3 clusters Score: Raw -3906470.718066 + Penalty 3324.837795 = -3903145.880271 nChanged 1271 SP:Iteration 11Q (2580.454030 sec): 3 clusters Score: Raw -3907265.874698 + Penalty 3324.837795 = -3903941.036903 nChanged 1245 SP:Iteration 12Q (2580.513186 sec): 3 clusters Score: Raw -3907994.891470 + Penalty 3324.837795 = -3904670.053675 nChanged 1109 SP:Iteration 13Q (2580.605105 sec): 3 clusters Score: Raw -3908538.074234 + Penalty 3324.837795 = -3905213.236439 nChanged 819 SP:Iteration 14Q (2580.709993 sec): 3 clusters Score: Raw -3908832.622103 + Penalty 3324.837795 = -3905507.784308 nChanged 562 SP:Iteration 15Q (2580.806454 sec): 3 clusters Score: Raw -3909007.103080 + Penalty 3324.837795 = -3905682.265285 nChanged 437 SP:Iteration 16Q (2580.901904 sec): 3 clusters Score: Raw -3909118.293386 + Penalty 3324.837795 = -3905793.455591 nChanged 351 SP:Iteration 17Q (2580.986038 sec): 3 clusters Score: Raw -3909201.319807 + Penalty 3324.837795 = -3905876.482012 nChanged 298 SP:Iteration 18Q (2581.091488 sec): 3 clusters Score: Raw -3909274.974526 + Penalty 3324.837795 = -3905950.136730 nChanged 306 SP:Iteration 19Q (2581.186176 sec): 3 clusters Score: Raw -3909350.958444 + Penalty 3324.837795 = -3906026.120649 nChanged 307 SP:Iteration 20F (2581.279162 sec): 3 clusters Score: Raw -3909433.848736 + Penalty 3324.837795 = -3906109.010941 nChanged 304 SP:Iteration 21Q (2581.366921 sec): 3 clusters Score: Raw -3909520.662730 + Penalty 3324.837795 = -3906195.824935 nChanged 312 SP:Iteration 22Q (2581.460851 sec): 3 clusters Score: Raw -3909608.121055 + Penalty 3324.837795 = -3906283.283260 nChanged 326 SP:Iteration 23Q (2581.540296 sec): 3 clusters Score: Raw -3909705.735050 + Penalty 3324.837795 = -3906380.897255 nChanged 335 SP:Iteration 24Q (2581.596963 sec): 3 clusters Score: Raw -3909801.533317 + Penalty 3324.837795 = -3906476.695522 nChanged 316 SP:Iteration 25Q (2581.654845 sec): 3 clusters Score: Raw -3909898.157901 + Penalty 3324.837795 = -3906573.320106 nChanged 310 SP:Iteration 26Q (2581.716984 sec): 3 clusters Score: Raw -3909995.898305 + Penalty 3324.837795 = -3906671.060510 nChanged 302 SP:Iteration 27Q (2581.782531 sec): 3 clusters Score: Raw -3910091.462729 + Penalty 3324.837795 = -3906766.624934 nChanged 325 SP:Iteration 28Q (2581.875758 sec): 3 clusters Score: Raw -3910194.404178 + Penalty 3324.837795 = -3906869.566383 nChanged 337 SP:Iteration 29Q (2581.971131 sec): 3 clusters Score: Raw -3910301.447758 + Penalty 3324.837795 = -3906976.609963 nChanged 320 SP:Iteration 30Q (2582.047998 sec): 3 clusters Score: Raw -3910404.868958 + Penalty 3324.837795 = -3907080.031163 nChanged 344 SP:Iteration 31Q (2582.132580 sec): 3 clusters Score: Raw -3910512.320480 + Penalty 3324.837795 = -3907187.482685 nChanged 295 SP:Iteration 32Q (2582.230411 sec): 3 clusters Score: Raw -3910599.580120 + Penalty 3324.837795 = -3907274.742325 nChanged 300 SP:Iteration 33Q (2582.312080 sec): 3 clusters Score: Raw -3910697.369350 + Penalty 3324.837795 = -3907372.531555 nChanged 283 SP:Iteration 34Q (2582.400396 sec): 3 clusters Score: Raw -3910794.251358 + Penalty 3324.837795 = -3907469.413562 nChanged 323 SP:Iteration 35Q (2582.481808 sec): 3 clusters Score: Raw -3910917.406468 + Penalty 3324.837795 = -3907592.568673 nChanged 344 SP:Iteration 36Q (2582.578539 sec): 3 clusters Score: Raw -3911047.256225 + Penalty 3324.837795 = -3907722.418430 nChanged 316 SP:Iteration 37Q (2582.669863 sec): 3 clusters Score: Raw -3911151.259066 + Penalty 3324.837795 = -3907826.421271 nChanged 275 SP:Iteration 38Q (2582.757167 sec): 3 clusters Score: Raw -3911236.908241 + Penalty 3324.837795 = -3907912.070446 nChanged 267 SP:Iteration 39Q (2582.846519 sec): 3 clusters Score: Raw -3911322.358654 + Penalty 3324.837795 = -3907997.520859 nChanged 261 SP:Iteration 40F (2582.925498 sec): 3 clusters Score: Raw -3911410.097151 + Penalty 3324.837795 = -3908085.259356 nChanged 260 SP:Iteration 41Q (2583.012765 sec): 3 clusters Score: Raw -3911497.064480 + Penalty 3324.837795 = -3908172.226684 nChanged 249 SP:Iteration 42Q (2583.101970 sec): 3 clusters Score: Raw -3911576.967741 + Penalty 3324.837795 = -3908252.129946 nChanged 234 SP:Iteration 43Q (2583.194404 sec): 3 clusters Score: Raw -3911653.134233 + Penalty 3324.837795 = -3908328.296437 nChanged 241 SP:Iteration 44Q (2583.284313 sec): 3 clusters Score: Raw -3911737.186364 + Penalty 3324.837795 = -3908412.348569 nChanged 242 SP:Iteration 45Q (2583.373720 sec): 3 clusters Score: Raw -3911823.972021 + Penalty 3324.837795 = -3908499.134226 nChanged 246 SP:Iteration 46Q (2583.462708 sec): 3 clusters Score: Raw -3911916.382433 + Penalty 3324.837795 = -3908591.544638 nChanged 219 SP:Iteration 47Q (2583.521372 sec): 3 clusters Score: Raw -3911999.591328 + Penalty 3324.837795 = -3908674.753533 nChanged 212 SP:Iteration 48Q (2583.611303 sec): 3 clusters Score: Raw -3912082.575051 + Penalty 3324.837795 = -3908757.737256 nChanged 203 SP:Iteration 49Q (2583.688409 sec): 3 clusters Score: Raw -3912160.168836 + Penalty 3324.837795 = -3908835.331041 nChanged 192 SP:Iteration 50Q (2583.777038 sec): 3 clusters Score: Raw -3912235.594740 + Penalty 3324.837795 = -3908910.756945 nChanged 186 SP:Iteration 51Q (2583.861704 sec): 3 clusters Score: Raw -3912305.957721 + Penalty 3324.837795 = -3908981.119926 nChanged 168 SP:Iteration 52Q (2583.945620 sec): 3 clusters Score: Raw -3912378.774609 + Penalty 3324.837795 = -3909053.936814 nChanged 168 SP:Iteration 53Q (2584.013054 sec): 3 clusters Score: Raw -3912451.677505 + Penalty 3324.837795 = -3909126.839710 nChanged 173 SP:Iteration 54Q (2584.087886 sec): 3 clusters Score: Raw -3912528.725753 + Penalty 3324.837795 = -3909203.887958 nChanged 153 SP:Iteration 55Q (2584.168353 sec): 3 clusters Score: Raw -3912602.011516 + Penalty 3324.837795 = -3909277.173721 nChanged 122 SP:Iteration 56Q (2584.232187 sec): 3 clusters Score: Raw -3912650.258904 + Penalty 3324.837795 = -3909325.421109 nChanged 101 SP:Iteration 57Q (2584.304590 sec): 3 clusters Score: Raw -3912688.756371 + Penalty 3324.837795 = -3909363.918576 nChanged 91 SP:Iteration 58Q (2584.383155 sec): 3 clusters Score: Raw -3912724.718754 + Penalty 3324.837795 = -3909399.880959 nChanged 84 SP:Iteration 59Q (2584.462810 sec): 3 clusters Score: Raw -3912756.398296 + Penalty 3324.837795 = -3909431.560501 nChanged 75 SP:Iteration 60F (2584.554793 sec): 3 clusters Score: Raw -3912787.102842 + Penalty 3324.837795 = -3909462.265047 nChanged 61 SP:Iteration 61Q (2584.621692 sec): 3 clusters Score: Raw -3912810.529459 + Penalty 3324.837795 = -3909485.691664 nChanged 57 SP:Iteration 62Q (2584.700037 sec): 3 clusters Score: Raw -3912832.778534 + Penalty 3324.837795 = -3909507.940739 nChanged 45 SP:Iteration 63Q (2584.766458 sec): 3 clusters Score: Raw -3912848.115101 + Penalty 3324.837795 = -3909523.277306 nChanged 43 SP:Iteration 64Q (2584.859204 sec): 3 clusters Score: Raw -3912864.345223 + Penalty 3324.837795 = -3909539.507428 nChanged 34 SP:Iteration 65Q (2584.941755 sec): 3 clusters Score: Raw -3912876.507915 + Penalty 3324.837795 = -3909551.670120 nChanged 28 SP:Iteration 66Q (2585.014622 sec): 3 clusters Score: Raw -3912885.914309 + Penalty 3324.837795 = -3909561.076514 nChanged 33 SP:Iteration 67Q (2585.099724 sec): 3 clusters Score: Raw -3912899.242019 + Penalty 3324.837795 = -3909574.404224 nChanged 37 SP:Iteration 68Q (2585.171862 sec): 3 clusters Score: Raw -3912915.356018 + Penalty 3324.837795 = -3909590.518223 nChanged 39 SP:Iteration 69Q (2585.261508 sec): 3 clusters Score: Raw -3912934.804080 + Penalty 3324.837795 = -3909609.966285 nChanged 39 SP:Iteration 70Q (2585.340260 sec): 3 clusters Score: Raw -3912953.989272 + Penalty 3324.837795 = -3909629.151477 nChanged 37 SP:Iteration 71Q (2585.420928 sec): 3 clusters Score: Raw -3912973.412182 + Penalty 3324.837795 = -3909648.574387 nChanged 32 SP:Iteration 72Q (2585.504091 sec): 3 clusters Score: Raw -3912993.101754 + Penalty 3324.837795 = -3909668.263959 nChanged 26 SP:Iteration 73Q (2585.569352 sec): 3 clusters Score: Raw -3913006.372418 + Penalty 3324.837795 = -3909681.534623 nChanged 22 SP:Iteration 74Q (2585.658764 sec): 3 clusters Score: Raw -3913020.642005 + Penalty 3324.837795 = -3909695.804210 nChanged 21 SP:Iteration 75Q (2585.736459 sec): 3 clusters Score: Raw -3913033.160766 + Penalty 3324.837795 = -3909708.322971 nChanged 15 SP:Iteration 76Q (2585.823947 sec): 3 clusters Score: Raw -3913042.844124 + Penalty 3324.837795 = -3909718.006329 nChanged 17 SP:Iteration 77Q (2585.905530 sec): 3 clusters Score: Raw -3913055.177813 + Penalty 3324.837795 = -3909730.340018 nChanged 15 SP:Iteration 78Q (2585.989360 sec): 3 clusters Score: Raw -3913063.010638 + Penalty 3324.837795 = -3909738.172843 nChanged 15 SP:Iteration 79Q (2586.070430 sec): 3 clusters Score: Raw -3913071.944033 + Penalty 3324.837795 = -3909747.106238 nChanged 11 SP:Iteration 80F (2586.148753 sec): 3 clusters Score: Raw -3913077.039551 + Penalty 3324.837795 = -3909752.201756 nChanged 6 SP:Iteration 81Q (2586.236676 sec): 3 clusters Score: Raw -3913081.353779 + Penalty 3324.837795 = -3909756.515984 nChanged 6 SP:Iteration 82Q (2586.312658 sec): 3 clusters Score: Raw -3913084.487004 + Penalty 3324.837795 = -3909759.649209 nChanged 2 SP:Iteration 83Q (2586.408128 sec): 3 clusters Score: Raw -3913084.855217 + Penalty 3324.837795 = -3909760.017422 nChanged 2 SP:Iteration 84Q (2586.481697 sec): 3 clusters Score: Raw -3913086.833898 + Penalty 3324.837795 = -3909761.996103 nChanged 1 SP:Iteration 85Q (2586.541610 sec): 3 clusters Score: Raw -3913087.547428 + Penalty 3324.837795 = -3909762.709633 nChanged 0 SP:Iteration 86F (2586.633880 sec): 3 clusters Score: Raw -3913087.547428 + Penalty 3324.837795 = -3909762.709633 nChanged 0 Trying to split cluster 33 (59831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2586.732447 sec): 2 clusters Score: Raw -8576386.298519 + Penalty 1787.382870 = -8574598.915649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2586.867783 sec): 3 clusters Score: Raw -8538249.863021 + Penalty 3574.765740 = -8534675.097280 nChanged 28255 SP:Iteration 1F (2587.018590 sec): 3 clusters Score: Raw -8555168.438206 + Penalty 3574.765740 = -8551593.672466 nChanged 3215 SP:Iteration 2F (2587.156208 sec): 3 clusters Score: Raw -8557105.157998 + Penalty 3574.765740 = -8553530.392258 nChanged 3909 SP:Iteration 3F (2587.299870 sec): 3 clusters Score: Raw -8560240.649382 + Penalty 3574.765740 = -8556665.883642 nChanged 4505 SP:Iteration 4F (2587.435438 sec): 3 clusters Score: Raw -8564206.784605 + Penalty 3574.765740 = -8560632.018865 nChanged 4724 SP:Iteration 5F (2587.572018 sec): 3 clusters Score: Raw -8568184.803205 + Penalty 3574.765740 = -8564610.037465 nChanged 4184 SP:Iteration 6F (2587.718151 sec): 3 clusters Score: Raw -8571298.668382 + Penalty 3574.765740 = -8567723.902642 nChanged 3429 SP:Iteration 7F (2587.854649 sec): 3 clusters Score: Raw -8573564.771215 + Penalty 3574.765740 = -8569990.005475 nChanged 2579 SP:Iteration 8Q (2587.993520 sec): 3 clusters Score: Raw -8575162.248229 + Penalty 3574.765740 = -8571587.482489 nChanged 1879 SP:Iteration 9Q (2588.131452 sec): 3 clusters Score: Raw -8576345.137543 + Penalty 3574.765740 = -8572770.371803 nChanged 1428 SP:Iteration 10Q (2588.266192 sec): 3 clusters Score: Raw -8577183.351992 + Penalty 3574.765740 = -8573608.586252 nChanged 1158 SP:Iteration 11Q (2588.387081 sec): 3 clusters Score: Raw -8577779.867155 + Penalty 3574.765740 = -8574205.101415 nChanged 900 SP:Iteration 12Q (2588.519076 sec): 3 clusters Score: Raw -8578155.555887 + Penalty 3574.765740 = -8574580.790147 nChanged 742 SP:Iteration 13Q (2588.648833 sec): 3 clusters Score: Raw -8578418.832085 + Penalty 3574.765740 = -8574844.066345 nChanged 643 SP:Iteration 14Q (2588.774543 sec): 3 clusters Score: Raw -8578586.353447 + Penalty 3574.765740 = -8575011.587707 nChanged 556 SP:Iteration 15Q (2588.920821 sec): 3 clusters Score: Raw -8578711.859474 + Penalty 3574.765740 = -8575137.093734 nChanged 452 SP:Iteration 16Q (2589.053508 sec): 3 clusters Score: Raw -8578803.768801 + Penalty 3574.765740 = -8575229.003061 nChanged 447 SP:Iteration 17Q (2589.183240 sec): 3 clusters Score: Raw -8578890.824901 + Penalty 3574.765740 = -8575316.059161 nChanged 430 SP:Iteration 18Q (2589.327044 sec): 3 clusters Score: Raw -8578972.953152 + Penalty 3574.765740 = -8575398.187412 nChanged 396 SP:Iteration 19Q (2589.468900 sec): 3 clusters Score: Raw -8579046.606676 + Penalty 3574.765740 = -8575471.840936 nChanged 370 SP:Iteration 20F (2589.610130 sec): 3 clusters Score: Raw -8579114.734380 + Penalty 3574.765740 = -8575539.968639 nChanged 369 SP:Iteration 21Q (2589.746381 sec): 3 clusters Score: Raw -8579193.070752 + Penalty 3574.765740 = -8575618.305012 nChanged 388 SP:Iteration 22Q (2589.889547 sec): 3 clusters Score: Raw -8579273.598009 + Penalty 3574.765740 = -8575698.832269 nChanged 379 SP:Iteration 23Q (2589.994635 sec): 3 clusters Score: Raw -8579357.229460 + Penalty 3574.765740 = -8575782.463720 nChanged 349 SP:Iteration 24Q (2590.124670 sec): 3 clusters Score: Raw -8579430.183447 + Penalty 3574.765740 = -8575855.417707 nChanged 328 SP:Iteration 25Q (2590.273051 sec): 3 clusters Score: Raw -8579496.918425 + Penalty 3574.765740 = -8575922.152685 nChanged 322 SP:Iteration 26Q (2590.405559 sec): 3 clusters Score: Raw -8579563.951779 + Penalty 3574.765740 = -8575989.186039 nChanged 330 SP:Iteration 27Q (2590.538369 sec): 3 clusters Score: Raw -8579629.593546 + Penalty 3574.765740 = -8576054.827806 nChanged 335 SP:Iteration 28Q (2590.677956 sec): 3 clusters Score: Raw -8579697.348370 + Penalty 3574.765740 = -8576122.582630 nChanged 319 SP:Iteration 29Q (2590.815827 sec): 3 clusters Score: Raw -8579759.120048 + Penalty 3574.765740 = -8576184.354308 nChanged 279 SP:Iteration 30Q (2590.945555 sec): 3 clusters Score: Raw -8579808.914909 + Penalty 3574.765740 = -8576234.149169 nChanged 247 SP:Iteration 31Q (2591.081226 sec): 3 clusters Score: Raw -8579847.092217 + Penalty 3574.765740 = -8576272.326477 nChanged 219 SP:Iteration 32Q (2591.219987 sec): 3 clusters Score: Raw -8579878.805536 + Penalty 3574.765740 = -8576304.039796 nChanged 211 SP:Iteration 33Q (2591.342565 sec): 3 clusters Score: Raw -8579906.085478 + Penalty 3574.765740 = -8576331.319738 nChanged 175 SP:Iteration 34Q (2591.474664 sec): 3 clusters Score: Raw -8579923.873015 + Penalty 3574.765740 = -8576349.107275 nChanged 146 SP:Iteration 35Q (2591.600376 sec): 3 clusters Score: Raw -8579938.241328 + Penalty 3574.765740 = -8576363.475588 nChanged 141 SP:Iteration 36Q (2591.720210 sec): 3 clusters Score: Raw -8579953.181440 + Penalty 3574.765740 = -8576378.415700 nChanged 131 SP:Iteration 37Q (2591.861612 sec): 3 clusters Score: Raw -8579965.164366 + Penalty 3574.765740 = -8576390.398626 nChanged 115 SP:Iteration 38Q (2592.001977 sec): 3 clusters Score: Raw -8579975.040505 + Penalty 3574.765740 = -8576400.274765 nChanged 95 SP:Iteration 39Q (2592.141013 sec): 3 clusters Score: Raw -8579982.619452 + Penalty 3574.765740 = -8576407.853712 nChanged 101 SP:Iteration 40F (2592.275631 sec): 3 clusters Score: Raw -8579990.315988 + Penalty 3574.765740 = -8576415.550248 nChanged 98 SP:Iteration 41Q (2592.403908 sec): 3 clusters Score: Raw -8579998.316764 + Penalty 3574.765740 = -8576423.551024 nChanged 114 SP:Iteration 42Q (2592.530187 sec): 3 clusters Score: Raw -8580009.323083 + Penalty 3574.765740 = -8576434.557343 nChanged 112 SP:Iteration 43Q (2592.649903 sec): 3 clusters Score: Raw -8580020.770303 + Penalty 3574.765740 = -8576446.004563 nChanged 114 SP:Iteration 44Q (2592.768853 sec): 3 clusters Score: Raw -8580031.897740 + Penalty 3574.765740 = -8576457.132000 nChanged 101 SP:Iteration 45Q (2592.891576 sec): 3 clusters Score: Raw -8580040.006103 + Penalty 3574.765740 = -8576465.240363 nChanged 77 SP:Iteration 46Q (2593.024695 sec): 3 clusters Score: Raw -8580045.093178 + Penalty 3574.765740 = -8576470.327438 nChanged 64 SP:Iteration 47Q (2593.159955 sec): 3 clusters Score: Raw -8580048.922613 + Penalty 3574.765740 = -8576474.156873 nChanged 60 SP:Iteration 48Q (2593.287361 sec): 3 clusters Score: Raw -8580052.109300 + Penalty 3574.765740 = -8576477.343559 nChanged 56 SP:Iteration 49Q (2593.416234 sec): 3 clusters Score: Raw -8580054.900785 + Penalty 3574.765740 = -8576480.135045 nChanged 46 SP:Iteration 50Q (2593.555581 sec): 3 clusters Score: Raw -8580057.467806 + Penalty 3574.765740 = -8576482.702066 nChanged 45 SP:Iteration 51Q (2593.688216 sec): 3 clusters Score: Raw -8580060.247878 + Penalty 3574.765740 = -8576485.482138 nChanged 54 SP:Iteration 52Q (2593.819445 sec): 3 clusters Score: Raw -8580063.938834 + Penalty 3574.765740 = -8576489.173094 nChanged 49 SP:Iteration 53Q (2593.952831 sec): 3 clusters Score: Raw -8580067.783333 + Penalty 3574.765740 = -8576493.017593 nChanged 51 SP:Iteration 54Q (2594.080806 sec): 3 clusters Score: Raw -8580071.437160 + Penalty 3574.765740 = -8576496.671420 nChanged 48 SP:Iteration 55Q (2594.219690 sec): 3 clusters Score: Raw -8580073.895304 + Penalty 3574.765740 = -8576499.129564 nChanged 48 SP:Iteration 56Q (2594.349783 sec): 3 clusters Score: Raw -8580076.520162 + Penalty 3574.765740 = -8576501.754422 nChanged 36 SP:Iteration 57Q (2594.492667 sec): 3 clusters Score: Raw -8580078.269668 + Penalty 3574.765740 = -8576503.503927 nChanged 29 SP:Iteration 58Q (2594.628430 sec): 3 clusters Score: Raw -8580079.459481 + Penalty 3574.765740 = -8576504.693741 nChanged 23 SP:Iteration 59Q (2594.757320 sec): 3 clusters Score: Raw -8580080.259129 + Penalty 3574.765740 = -8576505.493389 nChanged 19 SP:Iteration 60F (2594.892766 sec): 3 clusters Score: Raw -8580080.887616 + Penalty 3574.765740 = -8576506.121876 nChanged 11 SP:Iteration 61Q (2595.025223 sec): 3 clusters Score: Raw -8580081.333902 + Penalty 3574.765740 = -8576506.568162 nChanged 15 SP:Iteration 62Q (2595.153424 sec): 3 clusters Score: Raw -8580081.782891 + Penalty 3574.765740 = -8576507.017150 nChanged 17 SP:Iteration 63Q (2595.284339 sec): 3 clusters Score: Raw -8580082.512036 + Penalty 3574.765740 = -8576507.746296 nChanged 18 SP:Iteration 64Q (2595.410303 sec): 3 clusters Score: Raw -8580083.276074 + Penalty 3574.765740 = -8576508.510334 nChanged 17 SP:Iteration 65Q (2595.539839 sec): 3 clusters Score: Raw -8580084.021501 + Penalty 3574.765740 = -8576509.255761 nChanged 19 SP:Iteration 66Q (2595.671633 sec): 3 clusters Score: Raw -8580084.830239 + Penalty 3574.765740 = -8576510.064499 nChanged 15 SP:Iteration 67Q (2595.792334 sec): 3 clusters Score: Raw -8580085.382375 + Penalty 3574.765740 = -8576510.616635 nChanged 10 SP:Iteration 68Q (2595.928506 sec): 3 clusters Score: Raw -8580085.807745 + Penalty 3574.765740 = -8576511.042005 nChanged 6 SP:Iteration 69Q (2596.054635 sec): 3 clusters Score: Raw -8580085.971330 + Penalty 3574.765740 = -8576511.205590 nChanged 9 SP:Iteration 70Q (2596.187549 sec): 3 clusters Score: Raw -8580086.301093 + Penalty 3574.765740 = -8576511.535353 nChanged 14 SP:Iteration 71Q (2596.312604 sec): 3 clusters Score: Raw -8580086.945951 + Penalty 3574.765740 = -8576512.180210 nChanged 16 SP:Iteration 72Q (2596.455525 sec): 3 clusters Score: Raw -8580087.472467 + Penalty 3574.765740 = -8576512.706727 nChanged 9 SP:Iteration 73Q (2596.582489 sec): 3 clusters Score: Raw -8580087.796136 + Penalty 3574.765740 = -8576513.030396 nChanged 7 SP:Iteration 74Q (2596.722701 sec): 3 clusters Score: Raw -8580088.042752 + Penalty 3574.765740 = -8576513.277012 nChanged 8 SP:Iteration 75Q (2596.847656 sec): 3 clusters Score: Raw -8580088.268101 + Penalty 3574.765740 = -8576513.502361 nChanged 11 SP:Iteration 76Q (2596.990698 sec): 3 clusters Score: Raw -8580088.834277 + Penalty 3574.765740 = -8576514.068536 nChanged 13 SP:Iteration 77Q (2597.119025 sec): 3 clusters Score: Raw -8580089.355965 + Penalty 3574.765740 = -8576514.590225 nChanged 14 SP:Iteration 78Q (2597.257479 sec): 3 clusters Score: Raw -8580089.928252 + Penalty 3574.765740 = -8576515.162512 nChanged 14 SP:Iteration 79Q (2597.383449 sec): 3 clusters Score: Raw -8580090.392951 + Penalty 3574.765740 = -8576515.627211 nChanged 11 SP:Iteration 80F (2597.531683 sec): 3 clusters Score: Raw -8580090.634479 + Penalty 3574.765740 = -8576515.868739 nChanged 5 SP:Iteration 81Q (2597.658798 sec): 3 clusters Score: Raw -8580090.940159 + Penalty 3574.765740 = -8576516.174419 nChanged 8 SP:Iteration 82Q (2597.790962 sec): 3 clusters Score: Raw -8580091.212772 + Penalty 3574.765740 = -8576516.447031 nChanged 3 SP:Iteration 83Q (2597.921736 sec): 3 clusters Score: Raw -8580091.317093 + Penalty 3574.765740 = -8576516.551353 nChanged 3 SP:Iteration 84Q (2598.034750 sec): 3 clusters Score: Raw -8580091.447429 + Penalty 3574.765740 = -8576516.681689 nChanged 6 SP:Iteration 85Q (2598.173980 sec): 3 clusters Score: Raw -8580091.578511 + Penalty 3574.765740 = -8576516.812771 nChanged 4 SP:Iteration 86Q (2598.301153 sec): 3 clusters Score: Raw -8580091.705248 + Penalty 3574.765740 = -8576516.939508 nChanged 7 SP:Iteration 87Q (2598.437734 sec): 3 clusters Score: Raw -8580091.936376 + Penalty 3574.765740 = -8576517.170636 nChanged 7 SP:Iteration 88Q (2598.565671 sec): 3 clusters Score: Raw -8580092.088383 + Penalty 3574.765740 = -8576517.322643 nChanged 3 SP:Iteration 89Q (2598.695441 sec): 3 clusters Score: Raw -8580092.172049 + Penalty 3574.765740 = -8576517.406309 nChanged 4 SP:Iteration 90Q (2598.832691 sec): 3 clusters Score: Raw -8580092.338479 + Penalty 3574.765740 = -8576517.572739 nChanged 3 SP:Iteration 91Q (2598.976146 sec): 3 clusters Score: Raw -8580092.516975 + Penalty 3574.765740 = -8576517.751234 nChanged 6 SP:Iteration 92Q (2599.114484 sec): 3 clusters Score: Raw -8580092.658165 + Penalty 3574.765740 = -8576517.892425 nChanged 0 SP:Iteration 93F (2599.250543 sec): 3 clusters Score: Raw -8580092.658165 + Penalty 3574.765740 = -8576517.892425 nChanged 0 Score: Raw -40014301.794595 + Penalty 75560.159285 = -39938741.635310 Splitting cluster 33 changes total score from -39937071.236894 to -39938741.635310 So it's getting split into cluster 37. Trying to split cluster 34 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2605.945151 sec): 2 clusters Score: Raw -41693.437178 + Penalty 927.405418 = -40766.031760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2605.988277 sec): 3 clusters Score: Raw -41752.056285 + Penalty 1854.810836 = -39897.245449 nChanged 65 SP:Iteration 1F (2606.035918 sec): 3 clusters Score: Raw -41908.276200 + Penalty 1854.810836 = -40053.465364 nChanged 16 SP:Iteration 2F (2606.069269 sec): 3 clusters Score: Raw -41943.971262 + Penalty 1854.810836 = -40089.160426 nChanged 1 SP:Iteration 3Q (2606.128194 sec): 3 clusters Score: Raw -41945.411441 + Penalty 1854.810836 = -40090.600605 nChanged 0 SP:Iteration 4F (2606.164111 sec): 3 clusters Score: Raw -41945.411441 + Penalty 1854.810836 = -40090.600605 nChanged 0 Trying to split cluster 35 (18770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2606.221014 sec): 2 clusters Score: Raw -2584614.547359 + Penalty 1599.002459 = -2583015.544901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2606.288994 sec): 3 clusters Score: Raw -2573453.743983 + Penalty 3198.004917 = -2570255.739066 nChanged 8377 SP:Iteration 1F (2606.361191 sec): 3 clusters Score: Raw -2577895.834864 + Penalty 3198.004917 = -2574697.829947 nChanged 970 SP:Iteration 2F (2606.448110 sec): 3 clusters Score: Raw -2578186.660843 + Penalty 3198.004917 = -2574988.655926 nChanged 765 SP:Iteration 3Q (2606.509052 sec): 3 clusters Score: Raw -2578411.594944 + Penalty 3198.004917 = -2575213.590027 nChanged 686 SP:Iteration 4Q (2606.580663 sec): 3 clusters Score: Raw -2578615.328779 + Penalty 3198.004917 = -2575417.323862 nChanged 662 SP:Iteration 5Q (2606.658510 sec): 3 clusters Score: Raw -2578817.322490 + Penalty 3198.004917 = -2575619.317573 nChanged 634 SP:Iteration 6Q (2606.739509 sec): 3 clusters Score: Raw -2578985.438493 + Penalty 3198.004917 = -2575787.433576 nChanged 566 SP:Iteration 7Q (2606.810448 sec): 3 clusters Score: Raw -2579150.527964 + Penalty 3198.004917 = -2575952.523047 nChanged 590 SP:Iteration 8Q (2606.892897 sec): 3 clusters Score: Raw -2579353.219834 + Penalty 3198.004917 = -2576155.214917 nChanged 608 SP:Iteration 9Q (2606.951434 sec): 3 clusters Score: Raw -2579580.836038 + Penalty 3198.004917 = -2576382.831121 nChanged 657 SP:Iteration 10Q (2607.026750 sec): 3 clusters Score: Raw -2579882.249063 + Penalty 3198.004917 = -2576684.244146 nChanged 768 SP:Iteration 11Q (2607.110465 sec): 3 clusters Score: Raw -2580321.077091 + Penalty 3198.004917 = -2577123.072174 nChanged 879 SP:Iteration 12Q (2607.166186 sec): 3 clusters Score: Raw -2580855.018745 + Penalty 3198.004917 = -2577657.013827 nChanged 897 SP:Iteration 13Q (2607.239743 sec): 3 clusters Score: Raw -2581397.619822 + Penalty 3198.004917 = -2578199.614905 nChanged 855 SP:Iteration 14Q (2607.315776 sec): 3 clusters Score: Raw -2581871.920612 + Penalty 3198.004917 = -2578673.915695 nChanged 674 SP:Iteration 15Q (2607.385150 sec): 3 clusters Score: Raw -2582154.447470 + Penalty 3198.004917 = -2578956.442553 nChanged 464 SP:Iteration 16Q (2607.459629 sec): 3 clusters Score: Raw -2582302.712676 + Penalty 3198.004917 = -2579104.707759 nChanged 323 SP:Iteration 17Q (2607.527802 sec): 3 clusters Score: Raw -2582382.099442 + Penalty 3198.004917 = -2579184.094525 nChanged 224 SP:Iteration 18Q (2607.602261 sec): 3 clusters Score: Raw -2582433.379345 + Penalty 3198.004917 = -2579235.374428 nChanged 206 SP:Iteration 19Q (2607.677587 sec): 3 clusters Score: Raw -2582477.711470 + Penalty 3198.004917 = -2579279.706553 nChanged 186 SP:Iteration 20F (2607.752802 sec): 3 clusters Score: Raw -2582515.731647 + Penalty 3198.004917 = -2579317.726730 nChanged 182 SP:Iteration 21Q (2607.814631 sec): 3 clusters Score: Raw -2582558.356884 + Penalty 3198.004917 = -2579360.351967 nChanged 185 SP:Iteration 22Q (2607.886760 sec): 3 clusters Score: Raw -2582602.797015 + Penalty 3198.004917 = -2579404.792098 nChanged 196 SP:Iteration 23Q (2607.962760 sec): 3 clusters Score: Raw -2582656.344038 + Penalty 3198.004917 = -2579458.339121 nChanged 230 SP:Iteration 24Q (2608.039766 sec): 3 clusters Score: Raw -2582726.707859 + Penalty 3198.004917 = -2579528.702942 nChanged 251 SP:Iteration 25Q (2608.117754 sec): 3 clusters Score: Raw -2582819.182448 + Penalty 3198.004917 = -2579621.177531 nChanged 283 SP:Iteration 26Q (2608.194995 sec): 3 clusters Score: Raw -2582921.527140 + Penalty 3198.004917 = -2579723.522223 nChanged 278 SP:Iteration 27Q (2608.273869 sec): 3 clusters Score: Raw -2583033.645312 + Penalty 3198.004917 = -2579835.640394 nChanged 279 SP:Iteration 28Q (2608.351500 sec): 3 clusters Score: Raw -2583158.784588 + Penalty 3198.004917 = -2579960.779670 nChanged 287 SP:Iteration 29Q (2608.430104 sec): 3 clusters Score: Raw -2583286.136669 + Penalty 3198.004917 = -2580088.131752 nChanged 289 SP:Iteration 30Q (2608.505958 sec): 3 clusters Score: Raw -2583439.157209 + Penalty 3198.004917 = -2580241.152291 nChanged 334 SP:Iteration 31Q (2608.582042 sec): 3 clusters Score: Raw -2583641.168837 + Penalty 3198.004917 = -2580443.163920 nChanged 360 SP:Iteration 32Q (2608.652951 sec): 3 clusters Score: Raw -2583895.289641 + Penalty 3198.004917 = -2580697.284724 nChanged 317 SP:Iteration 33Q (2608.712373 sec): 3 clusters Score: Raw -2584104.369545 + Penalty 3198.004917 = -2580906.364628 nChanged 259 SP:Iteration 34Q (2608.792735 sec): 3 clusters Score: Raw -2584261.992445 + Penalty 3198.004917 = -2581063.987528 nChanged 229 SP:Iteration 35Q (2608.857250 sec): 3 clusters Score: Raw -2584398.384114 + Penalty 3198.004917 = -2581200.379197 nChanged 214 SP:Iteration 36Q (2608.926844 sec): 3 clusters Score: Raw -2584510.175822 + Penalty 3198.004917 = -2581312.170905 nChanged 153 SP:Iteration 37Q (2609.009762 sec): 3 clusters Score: Raw -2584571.182581 + Penalty 3198.004917 = -2581373.177664 nChanged 125 SP:Iteration 38Q (2609.075704 sec): 3 clusters Score: Raw -2584619.894719 + Penalty 3198.004917 = -2581421.889802 nChanged 114 SP:Iteration 39Q (2609.155958 sec): 3 clusters Score: Raw -2584659.509713 + Penalty 3198.004917 = -2581461.504796 nChanged 104 SP:Iteration 40F (2609.232035 sec): 3 clusters Score: Raw -2584699.228913 + Penalty 3198.004917 = -2581501.223996 nChanged 90 SP:Iteration 41Q (2609.295774 sec): 3 clusters Score: Raw -2584726.327236 + Penalty 3198.004917 = -2581528.322319 nChanged 85 SP:Iteration 42Q (2609.367919 sec): 3 clusters Score: Raw -2584748.634221 + Penalty 3198.004917 = -2581550.629304 nChanged 57 SP:Iteration 43Q (2609.442501 sec): 3 clusters Score: Raw -2584761.822606 + Penalty 3198.004917 = -2581563.817689 nChanged 55 SP:Iteration 44Q (2609.516375 sec): 3 clusters Score: Raw -2584773.162021 + Penalty 3198.004917 = -2581575.157104 nChanged 53 SP:Iteration 45Q (2609.577546 sec): 3 clusters Score: Raw -2584785.462394 + Penalty 3198.004917 = -2581587.457476 nChanged 49 SP:Iteration 46Q (2609.648809 sec): 3 clusters Score: Raw -2584796.506900 + Penalty 3198.004917 = -2581598.501983 nChanged 47 SP:Iteration 47Q (2609.718836 sec): 3 clusters Score: Raw -2584808.317928 + Penalty 3198.004917 = -2581610.313011 nChanged 36 SP:Iteration 48Q (2609.793166 sec): 3 clusters Score: Raw -2584816.150950 + Penalty 3198.004917 = -2581618.146033 nChanged 31 SP:Iteration 49Q (2609.863076 sec): 3 clusters Score: Raw -2584823.120543 + Penalty 3198.004917 = -2581625.115625 nChanged 33 SP:Iteration 50Q (2609.927397 sec): 3 clusters Score: Raw -2584829.632449 + Penalty 3198.004917 = -2581631.627532 nChanged 24 SP:Iteration 51Q (2610.010140 sec): 3 clusters Score: Raw -2584834.103234 + Penalty 3198.004917 = -2581636.098317 nChanged 18 SP:Iteration 52Q (2610.084620 sec): 3 clusters Score: Raw -2584837.224620 + Penalty 3198.004917 = -2581639.219703 nChanged 13 SP:Iteration 53Q (2610.159151 sec): 3 clusters Score: Raw -2584839.861839 + Penalty 3198.004917 = -2581641.856922 nChanged 16 SP:Iteration 54Q (2610.226811 sec): 3 clusters Score: Raw -2584842.298248 + Penalty 3198.004917 = -2581644.293331 nChanged 7 SP:Iteration 55Q (2610.310137 sec): 3 clusters Score: Raw -2584843.070000 + Penalty 3198.004917 = -2581645.065083 nChanged 5 SP:Iteration 56Q (2610.384798 sec): 3 clusters Score: Raw -2584843.812664 + Penalty 3198.004917 = -2581645.807747 nChanged 3 SP:Iteration 57Q (2610.453425 sec): 3 clusters Score: Raw -2584844.095782 + Penalty 3198.004917 = -2581646.090865 nChanged 2 SP:Iteration 58Q (2610.511521 sec): 3 clusters Score: Raw -2584844.205245 + Penalty 3198.004917 = -2581646.200328 nChanged 0 SP:Iteration 59F (2610.591567 sec): 3 clusters Score: Raw -2584844.205245 + Penalty 3198.004917 = -2581646.200328 nChanged 0 Trying to split cluster 36 (5470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2610.622930 sec): 2 clusters Score: Raw -788113.472733 + Penalty 1398.643008 = -786714.829725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2610.670664 sec): 3 clusters Score: Raw -785254.774093 + Penalty 2797.286016 = -782457.488077 nChanged 2246 SP:Iteration 1F (2610.733197 sec): 3 clusters Score: Raw -786508.311462 + Penalty 2797.286016 = -783711.025446 nChanged 389 SP:Iteration 2F (2610.783727 sec): 3 clusters Score: Raw -786760.675984 + Penalty 2797.286016 = -783963.389968 nChanged 295 SP:Iteration 3F (2610.833885 sec): 3 clusters Score: Raw -786922.302144 + Penalty 2797.286016 = -784125.016128 nChanged 271 SP:Iteration 4Q (2610.885914 sec): 3 clusters Score: Raw -787053.690790 + Penalty 2797.286016 = -784256.404774 nChanged 210 SP:Iteration 5Q (2610.944245 sec): 3 clusters Score: Raw -787159.465576 + Penalty 2797.286016 = -784362.179560 nChanged 226 SP:Iteration 6Q (2610.984715 sec): 3 clusters Score: Raw -787274.750671 + Penalty 2797.286016 = -784477.464655 nChanged 192 SP:Iteration 7Q (2611.048194 sec): 3 clusters Score: Raw -787366.000345 + Penalty 2797.286016 = -784568.714329 nChanged 193 SP:Iteration 8Q (2611.091187 sec): 3 clusters Score: Raw -787469.450697 + Penalty 2797.286016 = -784672.164681 nChanged 187 SP:Iteration 9Q (2611.154130 sec): 3 clusters Score: Raw -787572.555748 + Penalty 2797.286016 = -784775.269732 nChanged 176 SP:Iteration 10Q (2611.196883 sec): 3 clusters Score: Raw -787663.566392 + Penalty 2797.286016 = -784866.280376 nChanged 155 SP:Iteration 11Q (2611.253412 sec): 3 clusters Score: Raw -787745.489307 + Penalty 2797.286016 = -784948.203291 nChanged 146 SP:Iteration 12Q (2611.298930 sec): 3 clusters Score: Raw -787832.716276 + Penalty 2797.286016 = -785035.430260 nChanged 172 SP:Iteration 13Q (2611.354772 sec): 3 clusters Score: Raw -787948.191938 + Penalty 2797.286016 = -785150.905922 nChanged 163 SP:Iteration 14Q (2611.400463 sec): 3 clusters Score: Raw -788056.305445 + Penalty 2797.286016 = -785259.019429 nChanged 141 SP:Iteration 15Q (2611.424621 sec): 3 clusters Score: Raw -788129.132011 + Penalty 2797.286016 = -785331.845995 nChanged 98 SP:Iteration 16Q (2611.482024 sec): 3 clusters Score: Raw -788173.427638 + Penalty 2797.286016 = -785376.141622 nChanged 79 SP:Iteration 17Q (2611.537975 sec): 3 clusters Score: Raw -788206.338640 + Penalty 2797.286016 = -785409.052624 nChanged 82 SP:Iteration 18Q (2611.594736 sec): 3 clusters Score: Raw -788237.350042 + Penalty 2797.286016 = -785440.064026 nChanged 50 SP:Iteration 19Q (2611.646612 sec): 3 clusters Score: Raw -788258.764495 + Penalty 2797.286016 = -785461.478479 nChanged 55 SP:Iteration 20F (2611.703439 sec): 3 clusters Score: Raw -788282.374840 + Penalty 2797.286016 = -785485.088824 nChanged 43 SP:Iteration 21Q (2611.750356 sec): 3 clusters Score: Raw -788295.456819 + Penalty 2797.286016 = -785498.170803 nChanged 27 SP:Iteration 22Q (2611.800003 sec): 3 clusters Score: Raw -788302.487350 + Penalty 2797.286016 = -785505.201334 nChanged 28 SP:Iteration 23Q (2611.854122 sec): 3 clusters Score: Raw -788309.668752 + Penalty 2797.286016 = -785512.382736 nChanged 28 SP:Iteration 24Q (2611.904710 sec): 3 clusters Score: Raw -788319.087709 + Penalty 2797.286016 = -785521.801693 nChanged 34 SP:Iteration 25Q (2611.951491 sec): 3 clusters Score: Raw -788330.027651 + Penalty 2797.286016 = -785532.741635 nChanged 27 SP:Iteration 26Q (2611.994355 sec): 3 clusters Score: Raw -788338.002898 + Penalty 2797.286016 = -785540.716882 nChanged 22 SP:Iteration 27Q (2612.043139 sec): 3 clusters Score: Raw -788343.970978 + Penalty 2797.286016 = -785546.684962 nChanged 14 SP:Iteration 28Q (2612.103821 sec): 3 clusters Score: Raw -788348.169716 + Penalty 2797.286016 = -785550.883700 nChanged 19 SP:Iteration 29Q (2612.148616 sec): 3 clusters Score: Raw -788352.524703 + Penalty 2797.286016 = -785555.238687 nChanged 18 SP:Iteration 30Q (2612.194784 sec): 3 clusters Score: Raw -788356.519146 + Penalty 2797.286016 = -785559.233130 nChanged 9 SP:Iteration 31Q (2612.251827 sec): 3 clusters Score: Raw -788357.906105 + Penalty 2797.286016 = -785560.620089 nChanged 6 SP:Iteration 32Q (2612.308352 sec): 3 clusters Score: Raw -788359.225363 + Penalty 2797.286016 = -785561.939347 nChanged 5 SP:Iteration 33Q (2612.364878 sec): 3 clusters Score: Raw -788360.088549 + Penalty 2797.286016 = -785562.802533 nChanged 1 SP:Iteration 34Q (2612.419480 sec): 3 clusters Score: Raw -788360.366451 + Penalty 2797.286016 = -785563.080435 nChanged 0 SP:Iteration 35F (2612.472230 sec): 3 clusters Score: Raw -788360.366451 + Penalty 2797.286016 = -785563.080435 nChanged 0 Iteration 179Q (2615.927492 sec): 38 clusters Score: Raw -40015364.557280 + Penalty 75560.159285 = -39939804.397995 nChanged 2496 Iteration 180F (2622.614499 sec): 38 clusters Score: Raw -40016225.157820 + Penalty 75560.159285 = -39940664.998534 nChanged 2546 Iteration 181Q (2625.652456 sec): 38 clusters Score: Raw -40016654.405339 + Penalty 75560.159285 = -39941094.246053 nChanged 1551 Iteration 182Q (2628.557665 sec): 38 clusters Score: Raw -40016931.838329 + Penalty 75560.159285 = -39941371.679043 nChanged 1172 Iteration 183Q (2631.314434 sec): 38 clusters Score: Raw -40017055.629544 + Penalty 75560.159285 = -39941495.470259 nChanged 880 Iteration 184Q (2634.196971 sec): 38 clusters Score: Raw -40017153.901851 + Penalty 75560.159285 = -39941593.742566 nChanged 742 Iteration 185Q (2637.221685 sec): 38 clusters Score: Raw -40017232.047155 + Penalty 75560.159285 = -39941671.887869 nChanged 642 Iteration 186Q (2640.068038 sec): 38 clusters Score: Raw -40017293.258903 + Penalty 75560.159285 = -39941733.099617 nChanged 534 Iteration 187Q (2642.905853 sec): 38 clusters Score: Raw -40017346.769188 + Penalty 75560.159285 = -39941786.609902 nChanged 473 Iteration 188Q (2645.718340 sec): 38 clusters Score: Raw -40017394.820127 + Penalty 75560.159285 = -39941834.660842 nChanged 469 Iteration 189Q (2648.614933 sec): 38 clusters Score: Raw -40017437.989029 + Penalty 75560.159285 = -39941877.829744 nChanged 461 Iteration 190Q (2651.531335 sec): 38 clusters Score: Raw -40017475.160139 + Penalty 75560.159285 = -39941915.000853 nChanged 409 Iteration 191Q (2654.522103 sec): 38 clusters Score: Raw -40017504.521649 + Penalty 75560.159285 = -39941944.362364 nChanged 343 Iteration 192Q (2657.127012 sec): 38 clusters Score: Raw -40017528.814862 + Penalty 75560.159285 = -39941968.655577 nChanged 344 Iteration 193Q (2659.661622 sec): 38 clusters Score: Raw -40017549.568725 + Penalty 75560.159285 = -39941989.409440 nChanged 308 Iteration 194Q (2662.599701 sec): 38 clusters Score: Raw -40017567.640539 + Penalty 75560.159285 = -39942007.481253 nChanged 279 Iteration 195Q (2665.484146 sec): 38 clusters Score: Raw -40017583.575788 + Penalty 75560.159285 = -39942023.416502 nChanged 252 Iteration 196Q (2668.524980 sec): 38 clusters Score: Raw -40017599.051886 + Penalty 75560.159285 = -39942038.892600 nChanged 250 Iteration 197Q (2671.283907 sec): 38 clusters Score: Raw -40017613.357385 + Penalty 75560.159285 = -39942053.198100 nChanged 260 Iteration 198Q (2674.086969 sec): 38 clusters Score: Raw -40017627.920120 + Penalty 75560.159285 = -39942067.760835 nChanged 243 Iteration 199Q (2676.996277 sec): 38 clusters Score: Raw -40017641.226700 + Penalty 75560.159285 = -39942081.067415 nChanged 214 Iteration 200F (2683.748576 sec): 38 clusters Score: Raw -40017668.318351 + Penalty 75560.159285 = -39942108.159066 nChanged 209 Iteration 201Q (2686.612032 sec): 38 clusters Score: Raw -40017694.676941 + Penalty 75560.159285 = -39942134.517656 nChanged 189 Iteration 202Q (2689.658308 sec): 38 clusters Score: Raw -40017713.598609 + Penalty 75560.159285 = -39942153.439324 nChanged 167 Iteration 203Q (2692.590324 sec): 38 clusters Score: Raw -40017722.083237 + Penalty 75560.159285 = -39942161.923951 nChanged 163 Iteration 204Q (2695.582155 sec): 38 clusters Score: Raw -40017730.410489 + Penalty 75560.159285 = -39942170.251204 nChanged 140 Iteration 205Q (2698.450013 sec): 38 clusters Score: Raw -40017741.521055 + Penalty 75560.159285 = -39942181.361769 nChanged 149 Iteration 206Q (2701.461703 sec): 38 clusters Score: Raw -40017751.584376 + Penalty 75560.159285 = -39942191.425091 nChanged 152 Iteration 207Q (2704.319666 sec): 38 clusters Score: Raw -40017761.240124 + Penalty 75560.159285 = -39942201.080839 nChanged 140 Iteration 208Q (2707.350574 sec): 38 clusters Score: Raw -40017770.314219 + Penalty 75560.159285 = -39942210.154933 nChanged 141 Iteration 209Q (2710.323992 sec): 38 clusters Score: Raw -40017776.420438 + Penalty 75560.159285 = -39942216.261152 nChanged 116 Iteration 210Q (2713.309904 sec): 38 clusters Score: Raw -40017782.147709 + Penalty 75560.159285 = -39942221.988424 nChanged 95 Iteration 211Q (2716.227724 sec): 38 clusters Score: Raw -40017787.096091 + Penalty 75560.159285 = -39942226.936805 nChanged 92 Iteration 212Q (2719.186315 sec): 38 clusters Score: Raw -40017790.893650 + Penalty 75560.159285 = -39942230.734364 nChanged 97 Iteration 213Q (2722.091764 sec): 38 clusters Score: Raw -40017795.088190 + Penalty 75560.159285 = -39942234.928905 nChanged 99 Iteration 214Q (2724.970558 sec): 38 clusters Score: Raw -40017799.526419 + Penalty 75560.159285 = -39942239.367134 nChanged 97 Iteration 215Q (2727.950292 sec): 38 clusters Score: Raw -40017802.871488 + Penalty 75560.159285 = -39942242.712202 nChanged 83 Iteration 216Q (2730.737489 sec): 38 clusters Score: Raw -40017805.730305 + Penalty 75560.159285 = -39942245.571020 nChanged 86 Iteration 217Q (2733.665035 sec): 38 clusters Score: Raw -40017808.491639 + Penalty 75560.159285 = -39942248.332354 nChanged 72 Iteration 218Q (2736.537579 sec): 38 clusters Score: Raw -40017810.819185 + Penalty 75560.159285 = -39942250.659899 nChanged 88 Writing temp clu file Because OldScore, -39942248.332354, is greater than current (better) Score,-39942250.659899 Compute initial score before splitting: Score: Raw -40017810.819185 + Penalty 75560.159285 = -39942250.659899 Trying to split cluster 1 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2736.644671 sec): 2 clusters Score: Raw -18944.689856 + Penalty 894.616375 = -18050.073482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2736.695298 sec): 3 clusters Score: Raw -19194.460732 + Penalty 1789.232749 = -17405.227983 nChanged 62 SP:Iteration 1F (2736.738799 sec): 3 clusters Score: Raw -19518.388503 + Penalty 1789.232749 = -17729.155754 nChanged 31 SP:Iteration 2F (2736.791558 sec): 3 clusters Score: Raw -19815.790317 + Penalty 1789.232749 = -18026.557567 nChanged 17 SP:Iteration 3F (2736.839365 sec): 3 clusters Score: Raw -19942.012341 + Penalty 1789.232749 = -18152.779592 nChanged 7 SP:Iteration 4Q (2736.873103 sec): 3 clusters Score: Raw -19994.188875 + Penalty 1789.232749 = -18204.956126 nChanged 5 SP:Iteration 5Q (2736.926219 sec): 3 clusters Score: Raw -20041.415897 + Penalty 1789.232749 = -18252.183148 nChanged 2 SP:Iteration 6Q (2736.968011 sec): 3 clusters Score: Raw -20075.203277 + Penalty 1789.232749 = -18285.970528 nChanged 1 SP:Iteration 7Q (2737.015933 sec): 3 clusters Score: Raw -20075.864083 + Penalty 1789.232749 = -18286.631334 nChanged 0 SP:Iteration 8F (2737.054349 sec): 3 clusters Score: Raw -20075.864083 + Penalty 1789.232749 = -18286.631334 nChanged 0 Score: Raw -40018944.186016 + Penalty 77602.325753 = -39941341.860263 Splitting cluster 1 changes total score from -39942250.659899 to -39941341.860263 So it's not getting split. Trying to split cluster 2 (18098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2744.041335 sec): 2 clusters Score: Raw -2542635.032610 + Penalty 1593.077966 = -2541041.954644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2744.115561 sec): 3 clusters Score: Raw -2531860.999110 + Penalty 3186.155932 = -2528674.843178 nChanged 8134 SP:Iteration 1F (2744.189012 sec): 3 clusters Score: Raw -2536374.733608 + Penalty 3186.155932 = -2533188.577676 nChanged 939 SP:Iteration 2F (2744.261268 sec): 3 clusters Score: Raw -2536721.593510 + Penalty 3186.155932 = -2533535.437578 nChanged 834 SP:Iteration 3Q (2744.332075 sec): 3 clusters Score: Raw -2537056.993587 + Penalty 3186.155932 = -2533870.837655 nChanged 796 SP:Iteration 4Q (2744.407409 sec): 3 clusters Score: Raw -2537379.134079 + Penalty 3186.155932 = -2534192.978147 nChanged 753 SP:Iteration 5Q (2744.488426 sec): 3 clusters Score: Raw -2537701.453776 + Penalty 3186.155932 = -2534515.297844 nChanged 749 SP:Iteration 6Q (2744.552114 sec): 3 clusters Score: Raw -2538058.971056 + Penalty 3186.155932 = -2534872.815124 nChanged 814 SP:Iteration 7Q (2744.621591 sec): 3 clusters Score: Raw -2538501.601916 + Penalty 3186.155932 = -2535315.445984 nChanged 862 SP:Iteration 8Q (2744.696962 sec): 3 clusters Score: Raw -2539042.347008 + Penalty 3186.155932 = -2535856.191076 nChanged 906 SP:Iteration 9F (2744.766589 sec): 3 clusters Score: Raw -2539574.064412 + Penalty 3186.155932 = -2536387.908480 nChanged 818 SP:Iteration 10Q (2744.841537 sec): 3 clusters Score: Raw -2540006.608215 + Penalty 3186.155932 = -2536820.452283 nChanged 672 SP:Iteration 11Q (2744.917559 sec): 3 clusters Score: Raw -2540296.006808 + Penalty 3186.155932 = -2537109.850876 nChanged 512 SP:Iteration 12Q (2744.992823 sec): 3 clusters Score: Raw -2540462.538811 + Penalty 3186.155932 = -2537276.382879 nChanged 338 SP:Iteration 13Q (2745.070231 sec): 3 clusters Score: Raw -2540552.408989 + Penalty 3186.155932 = -2537366.253057 nChanged 259 SP:Iteration 14Q (2745.159465 sec): 3 clusters Score: Raw -2540601.954811 + Penalty 3186.155932 = -2537415.798879 nChanged 166 SP:Iteration 15Q (2745.230553 sec): 3 clusters Score: Raw -2540629.556954 + Penalty 3186.155932 = -2537443.401022 nChanged 125 SP:Iteration 16Q (2745.302356 sec): 3 clusters Score: Raw -2540650.522254 + Penalty 3186.155932 = -2537464.366322 nChanged 113 SP:Iteration 17Q (2745.381809 sec): 3 clusters Score: Raw -2540669.431561 + Penalty 3186.155932 = -2537483.275629 nChanged 102 SP:Iteration 18Q (2745.454763 sec): 3 clusters Score: Raw -2540685.089498 + Penalty 3186.155932 = -2537498.933566 nChanged 99 SP:Iteration 19Q (2745.527782 sec): 3 clusters Score: Raw -2540700.472021 + Penalty 3186.155932 = -2537514.316089 nChanged 96 SP:Iteration 20F (2745.607034 sec): 3 clusters Score: Raw -2540715.853604 + Penalty 3186.155932 = -2537529.697672 nChanged 96 SP:Iteration 21Q (2745.672780 sec): 3 clusters Score: Raw -2540728.455963 + Penalty 3186.155932 = -2537542.300031 nChanged 94 SP:Iteration 22Q (2745.754960 sec): 3 clusters Score: Raw -2540741.913976 + Penalty 3186.155932 = -2537555.758044 nChanged 94 SP:Iteration 23Q (2745.832788 sec): 3 clusters Score: Raw -2540755.876583 + Penalty 3186.155932 = -2537569.720651 nChanged 88 SP:Iteration 24Q (2745.897120 sec): 3 clusters Score: Raw -2540767.184530 + Penalty 3186.155932 = -2537581.028598 nChanged 77 SP:Iteration 25Q (2745.978742 sec): 3 clusters Score: Raw -2540777.115967 + Penalty 3186.155932 = -2537590.960035 nChanged 74 SP:Iteration 26Q (2746.060281 sec): 3 clusters Score: Raw -2540786.480768 + Penalty 3186.155932 = -2537600.324836 nChanged 75 SP:Iteration 27Q (2746.134370 sec): 3 clusters Score: Raw -2540794.885749 + Penalty 3186.155932 = -2537608.729817 nChanged 66 SP:Iteration 28Q (2746.198855 sec): 3 clusters Score: Raw -2540803.234265 + Penalty 3186.155932 = -2537617.078333 nChanged 60 SP:Iteration 29Q (2746.277558 sec): 3 clusters Score: Raw -2540808.539242 + Penalty 3186.155932 = -2537622.383310 nChanged 47 SP:Iteration 30Q (2746.344605 sec): 3 clusters Score: Raw -2540812.177406 + Penalty 3186.155932 = -2537626.021474 nChanged 43 SP:Iteration 31Q (2746.432483 sec): 3 clusters Score: Raw -2540816.306981 + Penalty 3186.155932 = -2537630.151049 nChanged 54 SP:Iteration 32Q (2746.507459 sec): 3 clusters Score: Raw -2540821.438314 + Penalty 3186.155932 = -2537635.282382 nChanged 51 SP:Iteration 33Q (2746.583588 sec): 3 clusters Score: Raw -2540826.056406 + Penalty 3186.155932 = -2537639.900474 nChanged 38 SP:Iteration 34Q (2746.661015 sec): 3 clusters Score: Raw -2540830.222190 + Penalty 3186.155932 = -2537644.066258 nChanged 48 SP:Iteration 35Q (2746.732398 sec): 3 clusters Score: Raw -2540836.421006 + Penalty 3186.155932 = -2537650.265074 nChanged 53 SP:Iteration 36Q (2746.803080 sec): 3 clusters Score: Raw -2540843.782276 + Penalty 3186.155932 = -2537657.626344 nChanged 60 SP:Iteration 37Q (2746.885974 sec): 3 clusters Score: Raw -2540851.121666 + Penalty 3186.155932 = -2537664.965734 nChanged 66 SP:Iteration 38Q (2746.962541 sec): 3 clusters Score: Raw -2540859.548878 + Penalty 3186.155932 = -2537673.392946 nChanged 75 SP:Iteration 39Q (2747.037801 sec): 3 clusters Score: Raw -2540870.793417 + Penalty 3186.155932 = -2537684.637485 nChanged 89 SP:Iteration 40F (2747.108592 sec): 3 clusters Score: Raw -2540884.384704 + Penalty 3186.155932 = -2537698.228772 nChanged 91 SP:Iteration 41Q (2747.181997 sec): 3 clusters Score: Raw -2540897.318269 + Penalty 3186.155932 = -2537711.162337 nChanged 108 SP:Iteration 42Q (2747.260782 sec): 3 clusters Score: Raw -2540911.611920 + Penalty 3186.155932 = -2537725.455988 nChanged 87 SP:Iteration 43Q (2747.318521 sec): 3 clusters Score: Raw -2540922.743610 + Penalty 3186.155932 = -2537736.587678 nChanged 89 SP:Iteration 44Q (2747.394967 sec): 3 clusters Score: Raw -2540935.860793 + Penalty 3186.155932 = -2537749.704861 nChanged 108 SP:Iteration 45Q (2747.474221 sec): 3 clusters Score: Raw -2540953.006309 + Penalty 3186.155932 = -2537766.850377 nChanged 125 SP:Iteration 46Q (2747.550577 sec): 3 clusters Score: Raw -2540975.142405 + Penalty 3186.155932 = -2537788.986473 nChanged 117 SP:Iteration 47Q (2747.615928 sec): 3 clusters Score: Raw -2540995.980117 + Penalty 3186.155932 = -2537809.824185 nChanged 109 SP:Iteration 48Q (2747.688959 sec): 3 clusters Score: Raw -2541016.006800 + Penalty 3186.155932 = -2537829.850868 nChanged 102 SP:Iteration 49Q (2747.772753 sec): 3 clusters Score: Raw -2541033.109194 + Penalty 3186.155932 = -2537846.953262 nChanged 110 SP:Iteration 50Q (2747.849399 sec): 3 clusters Score: Raw -2541050.953352 + Penalty 3186.155932 = -2537864.797420 nChanged 116 SP:Iteration 51Q (2747.920927 sec): 3 clusters Score: Raw -2541071.851143 + Penalty 3186.155932 = -2537885.695211 nChanged 115 SP:Iteration 52Q (2747.978048 sec): 3 clusters Score: Raw -2541097.565326 + Penalty 3186.155932 = -2537911.409394 nChanged 149 SP:Iteration 53Q (2748.060779 sec): 3 clusters Score: Raw -2541129.214012 + Penalty 3186.155932 = -2537943.058080 nChanged 165 SP:Iteration 54Q (2748.125492 sec): 3 clusters Score: Raw -2541164.691536 + Penalty 3186.155932 = -2537978.535604 nChanged 165 SP:Iteration 55Q (2748.202194 sec): 3 clusters Score: Raw -2541199.718156 + Penalty 3186.155932 = -2538013.562224 nChanged 162 SP:Iteration 56Q (2748.275281 sec): 3 clusters Score: Raw -2541234.270146 + Penalty 3186.155932 = -2538048.114214 nChanged 170 SP:Iteration 57Q (2748.350109 sec): 3 clusters Score: Raw -2541281.228755 + Penalty 3186.155932 = -2538095.072822 nChanged 184 SP:Iteration 58Q (2748.415549 sec): 3 clusters Score: Raw -2541340.033463 + Penalty 3186.155932 = -2538153.877531 nChanged 200 SP:Iteration 59Q (2748.502626 sec): 3 clusters Score: Raw -2541404.189588 + Penalty 3186.155932 = -2538218.033656 nChanged 216 SP:Iteration 60F (2748.580649 sec): 3 clusters Score: Raw -2541489.336832 + Penalty 3186.155932 = -2538303.180900 nChanged 256 SP:Iteration 61Q (2748.645156 sec): 3 clusters Score: Raw -2541602.705597 + Penalty 3186.155932 = -2538416.549665 nChanged 250 SP:Iteration 62Q (2748.716463 sec): 3 clusters Score: Raw -2541703.967014 + Penalty 3186.155932 = -2538517.811082 nChanged 227 SP:Iteration 63Q (2748.788373 sec): 3 clusters Score: Raw -2541796.326552 + Penalty 3186.155932 = -2538610.170620 nChanged 225 SP:Iteration 64Q (2748.867071 sec): 3 clusters Score: Raw -2541892.867964 + Penalty 3186.155932 = -2538706.712032 nChanged 236 SP:Iteration 65Q (2748.944344 sec): 3 clusters Score: Raw -2541989.109262 + Penalty 3186.155932 = -2538802.953330 nChanged 214 SP:Iteration 66Q (2749.021625 sec): 3 clusters Score: Raw -2542063.955128 + Penalty 3186.155932 = -2538877.799196 nChanged 188 SP:Iteration 67Q (2749.084485 sec): 3 clusters Score: Raw -2542127.338629 + Penalty 3186.155932 = -2538941.182697 nChanged 165 SP:Iteration 68Q (2749.159467 sec): 3 clusters Score: Raw -2542174.721355 + Penalty 3186.155932 = -2538988.565423 nChanged 126 SP:Iteration 69Q (2749.221302 sec): 3 clusters Score: Raw -2542211.688676 + Penalty 3186.155932 = -2539025.532744 nChanged 131 SP:Iteration 70Q (2749.290644 sec): 3 clusters Score: Raw -2542255.873193 + Penalty 3186.155932 = -2539069.717261 nChanged 113 SP:Iteration 71Q (2749.360875 sec): 3 clusters Score: Raw -2542297.095564 + Penalty 3186.155932 = -2539110.939632 nChanged 126 SP:Iteration 72Q (2749.426594 sec): 3 clusters Score: Raw -2542337.681068 + Penalty 3186.155932 = -2539151.525136 nChanged 124 SP:Iteration 73Q (2749.494505 sec): 3 clusters Score: Raw -2542389.981861 + Penalty 3186.155932 = -2539203.825929 nChanged 122 SP:Iteration 74Q (2749.564103 sec): 3 clusters Score: Raw -2542448.663244 + Penalty 3186.155932 = -2539262.507312 nChanged 148 SP:Iteration 75Q (2749.635288 sec): 3 clusters Score: Raw -2542516.616440 + Penalty 3186.155932 = -2539330.460508 nChanged 123 SP:Iteration 76Q (2749.701269 sec): 3 clusters Score: Raw -2542568.626688 + Penalty 3186.155932 = -2539382.470756 nChanged 121 SP:Iteration 77Q (2749.772399 sec): 3 clusters Score: Raw -2542624.152174 + Penalty 3186.155932 = -2539437.996242 nChanged 116 SP:Iteration 78Q (2749.846092 sec): 3 clusters Score: Raw -2542671.621350 + Penalty 3186.155932 = -2539485.465418 nChanged 97 SP:Iteration 79Q (2749.910937 sec): 3 clusters Score: Raw -2542699.702499 + Penalty 3186.155932 = -2539513.546567 nChanged 87 SP:Iteration 80F (2749.986879 sec): 3 clusters Score: Raw -2542725.482784 + Penalty 3186.155932 = -2539539.326851 nChanged 82 SP:Iteration 81Q (2750.058383 sec): 3 clusters Score: Raw -2542747.822297 + Penalty 3186.155932 = -2539561.666365 nChanged 60 SP:Iteration 82Q (2750.132336 sec): 3 clusters Score: Raw -2542762.364064 + Penalty 3186.155932 = -2539576.208132 nChanged 59 SP:Iteration 83Q (2750.193880 sec): 3 clusters Score: Raw -2542777.168328 + Penalty 3186.155932 = -2539591.012396 nChanged 47 SP:Iteration 84Q (2750.269595 sec): 3 clusters Score: Raw -2542787.118744 + Penalty 3186.155932 = -2539600.962812 nChanged 39 SP:Iteration 85Q (2750.338707 sec): 3 clusters Score: Raw -2542796.047144 + Penalty 3186.155932 = -2539609.891212 nChanged 48 SP:Iteration 86Q (2750.414143 sec): 3 clusters Score: Raw -2542807.459339 + Penalty 3186.155932 = -2539621.303407 nChanged 41 SP:Iteration 87Q (2750.489647 sec): 3 clusters Score: Raw -2542814.722779 + Penalty 3186.155932 = -2539628.566847 nChanged 34 SP:Iteration 88Q (2750.547217 sec): 3 clusters Score: Raw -2542820.658957 + Penalty 3186.155932 = -2539634.503025 nChanged 33 SP:Iteration 89Q (2750.613880 sec): 3 clusters Score: Raw -2542825.990097 + Penalty 3186.155932 = -2539639.834165 nChanged 27 SP:Iteration 90Q (2750.688010 sec): 3 clusters Score: Raw -2542831.371486 + Penalty 3186.155932 = -2539645.215554 nChanged 27 SP:Iteration 91Q (2750.769821 sec): 3 clusters Score: Raw -2542837.231948 + Penalty 3186.155932 = -2539651.076016 nChanged 29 SP:Iteration 92Q (2750.827250 sec): 3 clusters Score: Raw -2542841.741291 + Penalty 3186.155932 = -2539655.585359 nChanged 18 SP:Iteration 93Q (2750.905787 sec): 3 clusters Score: Raw -2542844.041455 + Penalty 3186.155932 = -2539657.885523 nChanged 17 SP:Iteration 94Q (2750.975031 sec): 3 clusters Score: Raw -2542846.464710 + Penalty 3186.155932 = -2539660.308778 nChanged 14 SP:Iteration 95Q (2751.050373 sec): 3 clusters Score: Raw -2542848.568491 + Penalty 3186.155932 = -2539662.412559 nChanged 15 SP:Iteration 96Q (2751.121237 sec): 3 clusters Score: Raw -2542850.744337 + Penalty 3186.155932 = -2539664.588405 nChanged 15 SP:Iteration 97Q (2751.195061 sec): 3 clusters Score: Raw -2542852.900258 + Penalty 3186.155932 = -2539666.744326 nChanged 14 SP:Iteration 98Q (2751.258383 sec): 3 clusters Score: Raw -2542855.016800 + Penalty 3186.155932 = -2539668.860868 nChanged 17 SP:Iteration 99Q (2751.332441 sec): 3 clusters Score: Raw -2542857.674253 + Penalty 3186.155932 = -2539671.518321 nChanged 18 SP:Iteration 100F (2751.413853 sec): 3 clusters Score: Raw -2542859.969933 + Penalty 3186.155932 = -2539673.814001 nChanged 17 SP:Iteration 101Q (2751.480391 sec): 3 clusters Score: Raw -2542861.946025 + Penalty 3186.155932 = -2539675.790093 nChanged 8 SP:Iteration 102Q (2751.554154 sec): 3 clusters Score: Raw -2542863.264202 + Penalty 3186.155932 = -2539677.108270 nChanged 11 SP:Iteration 103Q (2751.624577 sec): 3 clusters Score: Raw -2542864.844876 + Penalty 3186.155932 = -2539678.688944 nChanged 12 SP:Iteration 104Q (2751.697109 sec): 3 clusters Score: Raw -2542866.776075 + Penalty 3186.155932 = -2539680.620143 nChanged 9 SP:Iteration 105Q (2751.769823 sec): 3 clusters Score: Raw -2542868.255816 + Penalty 3186.155932 = -2539682.099884 nChanged 5 SP:Iteration 106Q (2751.841212 sec): 3 clusters Score: Raw -2542868.849405 + Penalty 3186.155932 = -2539682.693473 nChanged 5 SP:Iteration 107Q (2751.912933 sec): 3 clusters Score: Raw -2542869.395970 + Penalty 3186.155932 = -2539683.240037 nChanged 4 SP:Iteration 108Q (2751.974894 sec): 3 clusters Score: Raw -2542870.368164 + Penalty 3186.155932 = -2539684.212232 nChanged 7 SP:Iteration 109Q (2752.042467 sec): 3 clusters Score: Raw -2542871.664366 + Penalty 3186.155932 = -2539685.508434 nChanged 12 SP:Iteration 110Q (2752.118080 sec): 3 clusters Score: Raw -2542873.638281 + Penalty 3186.155932 = -2539687.482349 nChanged 13 SP:Iteration 111Q (2752.184080 sec): 3 clusters Score: Raw -2542875.604605 + Penalty 3186.155932 = -2539689.448673 nChanged 16 SP:Iteration 112Q (2752.259427 sec): 3 clusters Score: Raw -2542879.023852 + Penalty 3186.155932 = -2539692.867920 nChanged 11 SP:Iteration 113Q (2752.338100 sec): 3 clusters Score: Raw -2542881.003993 + Penalty 3186.155932 = -2539694.848061 nChanged 11 SP:Iteration 114Q (2752.406447 sec): 3 clusters Score: Raw -2542882.383994 + Penalty 3186.155932 = -2539696.228062 nChanged 9 SP:Iteration 115Q (2752.475867 sec): 3 clusters Score: Raw -2542883.291407 + Penalty 3186.155932 = -2539697.135475 nChanged 7 SP:Iteration 116Q (2752.548888 sec): 3 clusters Score: Raw -2542884.291223 + Penalty 3186.155932 = -2539698.135291 nChanged 11 SP:Iteration 117Q (2752.608522 sec): 3 clusters Score: Raw -2542885.790672 + Penalty 3186.155932 = -2539699.634740 nChanged 9 SP:Iteration 118Q (2752.671877 sec): 3 clusters Score: Raw -2542886.684985 + Penalty 3186.155932 = -2539700.529053 nChanged 6 SP:Iteration 119Q (2752.739073 sec): 3 clusters Score: Raw -2542887.403222 + Penalty 3186.155932 = -2539701.247290 nChanged 5 SP:Iteration 120F (2752.815675 sec): 3 clusters Score: Raw -2542887.926737 + Penalty 3186.155932 = -2539701.770805 nChanged 3 SP:Iteration 121Q (2752.886193 sec): 3 clusters Score: Raw -2542888.195070 + Penalty 3186.155932 = -2539702.039138 nChanged 1 SP:Iteration 122Q (2752.961485 sec): 3 clusters Score: Raw -2542888.284436 + Penalty 3186.155932 = -2539702.128504 nChanged 2 SP:Iteration 123Q (2753.022755 sec): 3 clusters Score: Raw -2542888.454327 + Penalty 3186.155932 = -2539702.298395 nChanged 6 SP:Iteration 124Q (2753.104263 sec): 3 clusters Score: Raw -2542889.517968 + Penalty 3186.155932 = -2539703.362036 nChanged 7 SP:Iteration 125Q (2753.156326 sec): 3 clusters Score: Raw -2542890.608833 + Penalty 3186.155932 = -2539704.452901 nChanged 6 SP:Iteration 126Q (2753.230815 sec): 3 clusters Score: Raw -2542891.431690 + Penalty 3186.155932 = -2539705.275758 nChanged 6 SP:Iteration 127Q (2753.305609 sec): 3 clusters Score: Raw -2542892.246695 + Penalty 3186.155932 = -2539706.090763 nChanged 8 SP:Iteration 128Q (2753.371959 sec): 3 clusters Score: Raw -2542893.506912 + Penalty 3186.155932 = -2539707.350980 nChanged 7 SP:Iteration 129Q (2753.446127 sec): 3 clusters Score: Raw -2542894.162995 + Penalty 3186.155932 = -2539708.007063 nChanged 6 SP:Iteration 130Q (2753.512957 sec): 3 clusters Score: Raw -2542895.033183 + Penalty 3186.155932 = -2539708.877251 nChanged 8 SP:Iteration 131Q (2753.580245 sec): 3 clusters Score: Raw -2542896.403228 + Penalty 3186.155932 = -2539710.247296 nChanged 7 SP:Iteration 132Q (2753.644224 sec): 3 clusters Score: Raw -2542897.188489 + Penalty 3186.155932 = -2539711.032557 nChanged 3 SP:Iteration 133Q (2753.712318 sec): 3 clusters Score: Raw -2542897.459952 + Penalty 3186.155932 = -2539711.304020 nChanged 2 SP:Iteration 134Q (2753.786751 sec): 3 clusters Score: Raw -2542897.687226 + Penalty 3186.155932 = -2539711.531294 nChanged 5 SP:Iteration 135Q (2753.848644 sec): 3 clusters Score: Raw -2542898.229504 + Penalty 3186.155932 = -2539712.073572 nChanged 1 SP:Iteration 136Q (2753.917319 sec): 3 clusters Score: Raw -2542898.300489 + Penalty 3186.155932 = -2539712.144557 nChanged 2 SP:Iteration 137Q (2753.984855 sec): 3 clusters Score: Raw -2542898.466871 + Penalty 3186.155932 = -2539712.310939 nChanged 3 SP:Iteration 138Q (2754.053998 sec): 3 clusters Score: Raw -2542898.910498 + Penalty 3186.155932 = -2539712.754566 nChanged 0 SP:Iteration 139F (2754.128602 sec): 3 clusters Score: Raw -2542898.910498 + Penalty 3186.155932 = -2539712.754566 nChanged 0 Trying to split cluster 3 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2754.153401 sec): 2 clusters Score: Raw -38733.696658 + Penalty 948.631198 = -37785.065461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2754.190515 sec): 3 clusters Score: Raw -38847.179552 + Penalty 1897.262395 = -36949.917156 nChanged 84 SP:Iteration 1F (2754.241431 sec): 3 clusters Score: Raw -39023.518301 + Penalty 1897.262395 = -37126.255906 nChanged 40 SP:Iteration 2F (2754.276455 sec): 3 clusters Score: Raw -39158.640063 + Penalty 1897.262395 = -37261.377668 nChanged 19 SP:Iteration 3F (2754.317681 sec): 3 clusters Score: Raw -39201.733626 + Penalty 1897.262395 = -37304.471230 nChanged 10 SP:Iteration 4Q (2754.360949 sec): 3 clusters Score: Raw -39270.733696 + Penalty 1897.262395 = -37373.471301 nChanged 4 SP:Iteration 5Q (2754.402638 sec): 3 clusters Score: Raw -39282.731242 + Penalty 1897.262395 = -37385.468847 nChanged 3 SP:Iteration 6Q (2754.447068 sec): 3 clusters Score: Raw -39289.843778 + Penalty 1897.262395 = -37392.581383 nChanged 1 SP:Iteration 7Q (2754.493093 sec): 3 clusters Score: Raw -39290.513795 + Penalty 1897.262395 = -37393.251399 nChanged 1 SP:Iteration 8Q (2754.525265 sec): 3 clusters Score: Raw -39297.596588 + Penalty 1897.262395 = -37400.334193 nChanged 0 SP:Iteration 9F (2754.562550 sec): 3 clusters Score: Raw -39297.596588 + Penalty 1897.262395 = -37400.334193 nChanged 0 Trying to split cluster 4 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2754.589364 sec): 2 clusters Score: Raw -9093.877218 + Penalty 902.984560 = -8190.892658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2754.637807 sec): 3 clusters Score: Raw -9288.844732 + Penalty 1805.969120 = -7482.875612 nChanged 63 SP:Iteration 1F (2754.679728 sec): 3 clusters Score: Raw -9530.243444 + Penalty 1805.969120 = -7724.274323 nChanged 17 SP:Iteration 2F (2754.724751 sec): 3 clusters Score: Raw -9610.241290 + Penalty 1805.969120 = -7804.272170 nChanged 8 SP:Iteration 3Q (2754.760758 sec): 3 clusters Score: Raw -9694.202846 + Penalty 1805.969120 = -7888.233726 nChanged 12 SP:Iteration 4Q (2754.807966 sec): 3 clusters Score: Raw -9822.764346 + Penalty 1805.969120 = -8016.795226 nChanged 6 SP:Iteration 5Q (2754.851626 sec): 3 clusters Score: Raw -9897.087245 + Penalty 1805.969120 = -8091.118125 nChanged 2 SP:Iteration 6Q (2754.892505 sec): 3 clusters Score: Raw -9909.993587 + Penalty 1805.969120 = -8104.024467 nChanged 0 SP:Iteration 7F (2754.931781 sec): 3 clusters Score: Raw -9909.993587 + Penalty 1805.969120 = -8104.024467 nChanged 0 Trying to split cluster 5 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2754.962315 sec): 2 clusters Score: Raw -39479.394113 + Penalty 940.370824 = -38539.023288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2755.005139 sec): 3 clusters Score: Raw -39593.018601 + Penalty 1880.741649 = -37712.276952 nChanged 85 SP:Iteration 1F (2755.057938 sec): 3 clusters Score: Raw -39794.392686 + Penalty 1880.741649 = -37913.651038 nChanged 24 SP:Iteration 2F (2755.096845 sec): 3 clusters Score: Raw -39857.110994 + Penalty 1880.741649 = -37976.369345 nChanged 10 SP:Iteration 3Q (2755.137068 sec): 3 clusters Score: Raw -39900.347813 + Penalty 1880.741649 = -38019.606164 nChanged 6 SP:Iteration 4Q (2755.181581 sec): 3 clusters Score: Raw -39910.792396 + Penalty 1880.741649 = -38030.050747 nChanged 4 SP:Iteration 5Q (2755.228942 sec): 3 clusters Score: Raw -39922.959299 + Penalty 1880.741649 = -38042.217650 nChanged 7 SP:Iteration 6Q (2755.270759 sec): 3 clusters Score: Raw -39961.378080 + Penalty 1880.741649 = -38080.636432 nChanged 4 SP:Iteration 7Q (2755.317201 sec): 3 clusters Score: Raw -39970.349647 + Penalty 1880.741649 = -38089.607998 nChanged 1 SP:Iteration 8Q (2755.364619 sec): 3 clusters Score: Raw -39972.859871 + Penalty 1880.741649 = -38092.118222 nChanged 2 SP:Iteration 9Q (2755.407353 sec): 3 clusters Score: Raw -39995.978275 + Penalty 1880.741649 = -38115.236626 nChanged 1 SP:Iteration 10Q (2755.455896 sec): 3 clusters Score: Raw -39998.092024 + Penalty 1880.741649 = -38117.350375 nChanged 0 SP:Iteration 11F (2755.507835 sec): 3 clusters Score: Raw -39998.092024 + Penalty 1880.741649 = -38117.350375 nChanged 0 Trying to split cluster 6 (855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2755.522747 sec): 2 clusters Score: Raw -92762.896029 + Penalty 1097.053989 = -91665.842041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2755.566860 sec): 3 clusters Score: Raw -92582.292693 + Penalty 2194.107977 = -90388.184716 nChanged 241 SP:Iteration 1F (2755.609685 sec): 3 clusters Score: Raw -92901.410020 + Penalty 2194.107977 = -90707.302043 nChanged 75 SP:Iteration 2F (2755.657015 sec): 3 clusters Score: Raw -93043.108692 + Penalty 2194.107977 = -90849.000715 nChanged 37 SP:Iteration 3Q (2755.703731 sec): 3 clusters Score: Raw -93119.379505 + Penalty 2194.107977 = -90925.271528 nChanged 35 SP:Iteration 4Q (2755.746625 sec): 3 clusters Score: Raw -93196.517998 + Penalty 2194.107977 = -91002.410021 nChanged 38 SP:Iteration 5Q (2755.781821 sec): 3 clusters Score: Raw -93264.476670 + Penalty 2194.107977 = -91070.368693 nChanged 22 SP:Iteration 6Q (2755.822880 sec): 3 clusters Score: Raw -93311.431726 + Penalty 2194.107977 = -91117.323749 nChanged 30 SP:Iteration 7Q (2755.873587 sec): 3 clusters Score: Raw -93374.840439 + Penalty 2194.107977 = -91180.732461 nChanged 25 SP:Iteration 8Q (2755.911397 sec): 3 clusters Score: Raw -93410.668714 + Penalty 2194.107977 = -91216.560737 nChanged 17 SP:Iteration 9Q (2755.960547 sec): 3 clusters Score: Raw -93433.252158 + Penalty 2194.107977 = -91239.144180 nChanged 15 SP:Iteration 10Q (2756.006066 sec): 3 clusters Score: Raw -93454.837432 + Penalty 2194.107977 = -91260.729454 nChanged 16 SP:Iteration 11Q (2756.063599 sec): 3 clusters Score: Raw -93486.860685 + Penalty 2194.107977 = -91292.752708 nChanged 10 SP:Iteration 12Q (2756.111736 sec): 3 clusters Score: Raw -93508.659957 + Penalty 2194.107977 = -91314.551980 nChanged 11 SP:Iteration 13Q (2756.151801 sec): 3 clusters Score: Raw -93525.631613 + Penalty 2194.107977 = -91331.523635 nChanged 12 SP:Iteration 14Q (2756.191453 sec): 3 clusters Score: Raw -93547.475874 + Penalty 2194.107977 = -91353.367896 nChanged 15 SP:Iteration 15Q (2756.235206 sec): 3 clusters Score: Raw -93565.309353 + Penalty 2194.107977 = -91371.201376 nChanged 10 SP:Iteration 16Q (2756.275170 sec): 3 clusters Score: Raw -93581.220801 + Penalty 2194.107977 = -91387.112823 nChanged 9 SP:Iteration 17Q (2756.322642 sec): 3 clusters Score: Raw -93596.977758 + Penalty 2194.107977 = -91402.869781 nChanged 9 SP:Iteration 18Q (2756.366799 sec): 3 clusters Score: Raw -93618.337102 + Penalty 2194.107977 = -91424.229125 nChanged 12 SP:Iteration 19Q (2756.424305 sec): 3 clusters Score: Raw -93642.419785 + Penalty 2194.107977 = -91448.311808 nChanged 10 SP:Iteration 20F (2756.471411 sec): 3 clusters Score: Raw -93663.873251 + Penalty 2194.107977 = -91469.765274 nChanged 8 SP:Iteration 21Q (2756.508095 sec): 3 clusters Score: Raw -93677.026756 + Penalty 2194.107977 = -91482.918778 nChanged 5 SP:Iteration 22Q (2756.559308 sec): 3 clusters Score: Raw -93698.615917 + Penalty 2194.107977 = -91504.507939 nChanged 3 SP:Iteration 23Q (2756.593842 sec): 3 clusters Score: Raw -93702.876710 + Penalty 2194.107977 = -91508.768733 nChanged 4 SP:Iteration 24Q (2756.639765 sec): 3 clusters Score: Raw -93709.740357 + Penalty 2194.107977 = -91515.632380 nChanged 1 SP:Iteration 25Q (2756.680804 sec): 3 clusters Score: Raw -93718.486968 + Penalty 2194.107977 = -91524.378991 nChanged 3 SP:Iteration 26Q (2756.723194 sec): 3 clusters Score: Raw -93730.351415 + Penalty 2194.107977 = -91536.243437 nChanged 1 SP:Iteration 27Q (2756.777590 sec): 3 clusters Score: Raw -93742.916369 + Penalty 2194.107977 = -91548.808391 nChanged 3 SP:Iteration 28Q (2756.820455 sec): 3 clusters Score: Raw -93777.252776 + Penalty 2194.107977 = -91583.144799 nChanged 9 SP:Iteration 29Q (2756.867581 sec): 3 clusters Score: Raw -93801.390166 + Penalty 2194.107977 = -91607.282188 nChanged 5 SP:Iteration 30Q (2756.917053 sec): 3 clusters Score: Raw -93814.616255 + Penalty 2194.107977 = -91620.508277 nChanged 5 SP:Iteration 31Q (2756.953665 sec): 3 clusters Score: Raw -93818.535861 + Penalty 2194.107977 = -91624.427884 nChanged 4 SP:Iteration 32Q (2756.995348 sec): 3 clusters Score: Raw -93824.384448 + Penalty 2194.107977 = -91630.276470 nChanged 3 SP:Iteration 33Q (2757.048031 sec): 3 clusters Score: Raw -93826.844201 + Penalty 2194.107977 = -91632.736223 nChanged 1 SP:Iteration 34Q (2757.094699 sec): 3 clusters Score: Raw -93827.179387 + Penalty 2194.107977 = -91633.071410 nChanged 0 SP:Iteration 35F (2757.131905 sec): 3 clusters Score: Raw -93827.179387 + Penalty 2194.107977 = -91633.071410 nChanged 0 Trying to split cluster 7 (892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2757.157340 sec): 2 clusters Score: Raw -119999.298426 + Penalty 1103.938247 = -118895.360179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2757.206598 sec): 3 clusters Score: Raw -119745.023400 + Penalty 2207.876493 = -117537.146907 nChanged 275 SP:Iteration 1F (2757.239987 sec): 3 clusters Score: Raw -120053.199098 + Penalty 2207.876493 = -117845.322605 nChanged 91 SP:Iteration 2F (2757.288341 sec): 3 clusters Score: Raw -120175.260520 + Penalty 2207.876493 = -117967.384027 nChanged 40 SP:Iteration 3Q (2757.333201 sec): 3 clusters Score: Raw -120245.005149 + Penalty 2207.876493 = -118037.128656 nChanged 43 SP:Iteration 4Q (2757.376166 sec): 3 clusters Score: Raw -120331.905423 + Penalty 2207.876493 = -118124.028930 nChanged 31 SP:Iteration 5Q (2757.411284 sec): 3 clusters Score: Raw -120397.797524 + Penalty 2207.876493 = -118189.921031 nChanged 32 SP:Iteration 6Q (2757.467084 sec): 3 clusters Score: Raw -120446.960002 + Penalty 2207.876493 = -118239.083509 nChanged 25 SP:Iteration 7Q (2757.504024 sec): 3 clusters Score: Raw -120479.184159 + Penalty 2207.876493 = -118271.307666 nChanged 16 SP:Iteration 8Q (2757.553913 sec): 3 clusters Score: Raw -120503.065115 + Penalty 2207.876493 = -118295.188622 nChanged 16 SP:Iteration 9Q (2757.595223 sec): 3 clusters Score: Raw -120526.025464 + Penalty 2207.876493 = -118318.148971 nChanged 12 SP:Iteration 10Q (2757.638710 sec): 3 clusters Score: Raw -120545.853070 + Penalty 2207.876493 = -118337.976577 nChanged 12 SP:Iteration 11Q (2757.672457 sec): 3 clusters Score: Raw -120562.385981 + Penalty 2207.876493 = -118354.509488 nChanged 12 SP:Iteration 12Q (2757.721601 sec): 3 clusters Score: Raw -120573.950274 + Penalty 2207.876493 = -118366.073781 nChanged 6 SP:Iteration 13Q (2757.768427 sec): 3 clusters Score: Raw -120585.504330 + Penalty 2207.876493 = -118377.627837 nChanged 7 SP:Iteration 14Q (2757.808050 sec): 3 clusters Score: Raw -120597.883148 + Penalty 2207.876493 = -118390.006655 nChanged 5 SP:Iteration 15Q (2757.845367 sec): 3 clusters Score: Raw -120607.241449 + Penalty 2207.876493 = -118399.364956 nChanged 6 SP:Iteration 16Q (2757.895690 sec): 3 clusters Score: Raw -120612.147883 + Penalty 2207.876493 = -118404.271390 nChanged 3 SP:Iteration 17Q (2757.941013 sec): 3 clusters Score: Raw -120614.028253 + Penalty 2207.876493 = -118406.151760 nChanged 0 SP:Iteration 18F (2757.979565 sec): 3 clusters Score: Raw -120614.028253 + Penalty 2207.876493 = -118406.151760 nChanged 0 Trying to split cluster 8 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2758.004597 sec): 2 clusters Score: Raw -18946.370887 + Penalty 866.566804 = -18079.804083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2758.039312 sec): 3 clusters Score: Raw -19200.935328 + Penalty 1733.133608 = -17467.801720 nChanged 53 SP:Iteration 1F (2758.080348 sec): 3 clusters Score: Raw -19357.229091 + Penalty 1733.133608 = -17624.095484 nChanged 15 SP:Iteration 2F (2758.133415 sec): 3 clusters Score: Raw -19423.960946 + Penalty 1733.133608 = -17690.827338 nChanged 10 SP:Iteration 3Q (2758.163396 sec): 3 clusters Score: Raw -19446.553887 + Penalty 1733.133608 = -17713.420279 nChanged 4 SP:Iteration 4Q (2758.207976 sec): 3 clusters Score: Raw -19451.533410 + Penalty 1733.133608 = -17718.399802 nChanged 2 SP:Iteration 5Q (2758.242339 sec): 3 clusters Score: Raw -19453.306997 + Penalty 1733.133608 = -17720.173389 nChanged 1 SP:Iteration 6Q (2758.274470 sec): 3 clusters Score: Raw -19453.984693 + Penalty 1733.133608 = -17720.851085 nChanged 0 SP:Iteration 7F (2758.317675 sec): 3 clusters Score: Raw -19453.984693 + Penalty 1733.133608 = -17720.851085 nChanged 0 Trying to split cluster 9 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2758.326708 sec): 2 clusters Score: Raw -40100.911141 + Penalty 1023.280264 = -39077.630877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2758.370650 sec): 3 clusters Score: Raw -40095.939551 + Penalty 2046.560529 = -38049.379022 nChanged 160 SP:Iteration 1F (2758.412580 sec): 3 clusters Score: Raw -40360.048767 + Penalty 2046.560529 = -38313.488238 nChanged 50 SP:Iteration 2F (2758.444121 sec): 3 clusters Score: Raw -40466.791841 + Penalty 2046.560529 = -38420.231312 nChanged 24 SP:Iteration 3Q (2758.479233 sec): 3 clusters Score: Raw -40525.636805 + Penalty 2046.560529 = -38479.076276 nChanged 15 SP:Iteration 4Q (2758.524660 sec): 3 clusters Score: Raw -40571.748381 + Penalty 2046.560529 = -38525.187852 nChanged 13 SP:Iteration 5Q (2758.572393 sec): 3 clusters Score: Raw -40614.403576 + Penalty 2046.560529 = -38567.843047 nChanged 16 SP:Iteration 6Q (2758.606158 sec): 3 clusters Score: Raw -40680.704735 + Penalty 2046.560529 = -38634.144206 nChanged 14 SP:Iteration 7Q (2758.664669 sec): 3 clusters Score: Raw -40729.999465 + Penalty 2046.560529 = -38683.438936 nChanged 5 SP:Iteration 8Q (2758.700638 sec): 3 clusters Score: Raw -40746.516603 + Penalty 2046.560529 = -38699.956074 nChanged 4 SP:Iteration 9Q (2758.749034 sec): 3 clusters Score: Raw -40759.298793 + Penalty 2046.560529 = -38712.738264 nChanged 1 SP:Iteration 10Q (2758.787401 sec): 3 clusters Score: Raw -40760.493704 + Penalty 2046.560529 = -38713.933175 nChanged 0 SP:Iteration 11F (2758.826085 sec): 3 clusters Score: Raw -40760.493704 + Penalty 2046.560529 = -38713.933175 nChanged 0 Trying to split cluster 10 (11710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2758.867428 sec): 2 clusters Score: Raw -1651107.081181 + Penalty 1522.332249 = -1649584.748932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2758.929765 sec): 3 clusters Score: Raw -1644378.938582 + Penalty 3044.664498 = -1641334.274084 nChanged 5101 SP:Iteration 1F (2758.990694 sec): 3 clusters Score: Raw -1647240.725466 + Penalty 3044.664498 = -1644196.060967 nChanged 780 SP:Iteration 2F (2759.054896 sec): 3 clusters Score: Raw -1647791.691735 + Penalty 3044.664498 = -1644747.027236 nChanged 884 SP:Iteration 3F (2759.113344 sec): 3 clusters Score: Raw -1648742.666589 + Penalty 3044.664498 = -1645698.002090 nChanged 1071 SP:Iteration 4F (2759.179843 sec): 3 clusters Score: Raw -1649990.340416 + Penalty 3044.664498 = -1646945.675917 nChanged 1075 SP:Iteration 5F (2759.247814 sec): 3 clusters Score: Raw -1651113.025443 + Penalty 3044.664498 = -1648068.360945 nChanged 832 SP:Iteration 6F (2759.302901 sec): 3 clusters Score: Raw -1651812.038647 + Penalty 3044.664498 = -1648767.374148 nChanged 571 SP:Iteration 7Q (2759.358364 sec): 3 clusters Score: Raw -1652217.249890 + Penalty 3044.664498 = -1649172.585392 nChanged 346 SP:Iteration 8Q (2759.422677 sec): 3 clusters Score: Raw -1652424.439878 + Penalty 3044.664498 = -1649379.775379 nChanged 205 SP:Iteration 9Q (2759.486680 sec): 3 clusters Score: Raw -1652527.423946 + Penalty 3044.664498 = -1649482.759447 nChanged 158 SP:Iteration 10Q (2759.540869 sec): 3 clusters Score: Raw -1652600.440649 + Penalty 3044.664498 = -1649555.776151 nChanged 116 SP:Iteration 11Q (2759.616117 sec): 3 clusters Score: Raw -1652648.278994 + Penalty 3044.664498 = -1649603.614495 nChanged 104 SP:Iteration 12Q (2759.669809 sec): 3 clusters Score: Raw -1652686.112612 + Penalty 3044.664498 = -1649641.448114 nChanged 80 SP:Iteration 13Q (2759.748369 sec): 3 clusters Score: Raw -1652710.880698 + Penalty 3044.664498 = -1649666.216200 nChanged 70 SP:Iteration 14Q (2759.808282 sec): 3 clusters Score: Raw -1652738.450123 + Penalty 3044.664498 = -1649693.785625 nChanged 72 SP:Iteration 15Q (2759.867986 sec): 3 clusters Score: Raw -1652767.740167 + Penalty 3044.664498 = -1649723.075669 nChanged 78 SP:Iteration 16Q (2759.927059 sec): 3 clusters Score: Raw -1652800.828686 + Penalty 3044.664498 = -1649756.164188 nChanged 59 SP:Iteration 17Q (2759.983948 sec): 3 clusters Score: Raw -1652835.812187 + Penalty 3044.664498 = -1649791.147688 nChanged 57 SP:Iteration 18Q (2760.048853 sec): 3 clusters Score: Raw -1652868.655244 + Penalty 3044.664498 = -1649823.990746 nChanged 60 SP:Iteration 19Q (2760.125066 sec): 3 clusters Score: Raw -1652902.139879 + Penalty 3044.664498 = -1649857.475381 nChanged 62 SP:Iteration 20F (2760.194057 sec): 3 clusters Score: Raw -1652937.772659 + Penalty 3044.664498 = -1649893.108160 nChanged 65 SP:Iteration 21Q (2760.253821 sec): 3 clusters Score: Raw -1652970.703591 + Penalty 3044.664498 = -1649926.039093 nChanged 43 SP:Iteration 22Q (2760.317689 sec): 3 clusters Score: Raw -1652989.720947 + Penalty 3044.664498 = -1649945.056448 nChanged 26 SP:Iteration 23Q (2760.383271 sec): 3 clusters Score: Raw -1652998.032102 + Penalty 3044.664498 = -1649953.367604 nChanged 21 SP:Iteration 24Q (2760.449560 sec): 3 clusters Score: Raw -1653003.892687 + Penalty 3044.664498 = -1649959.228189 nChanged 14 SP:Iteration 25Q (2760.504283 sec): 3 clusters Score: Raw -1653007.532034 + Penalty 3044.664498 = -1649962.867536 nChanged 19 SP:Iteration 26Q (2760.558739 sec): 3 clusters Score: Raw -1653010.857466 + Penalty 3044.664498 = -1649966.192967 nChanged 12 SP:Iteration 27Q (2760.627785 sec): 3 clusters Score: Raw -1653012.610669 + Penalty 3044.664498 = -1649967.946171 nChanged 9 SP:Iteration 28Q (2760.680375 sec): 3 clusters Score: Raw -1653013.462960 + Penalty 3044.664498 = -1649968.798462 nChanged 3 SP:Iteration 29Q (2760.742542 sec): 3 clusters Score: Raw -1653013.782468 + Penalty 3044.664498 = -1649969.117969 nChanged 2 SP:Iteration 30Q (2760.801556 sec): 3 clusters Score: Raw -1653013.937182 + Penalty 3044.664498 = -1649969.272684 nChanged 1 SP:Iteration 31Q (2760.869550 sec): 3 clusters Score: Raw -1653013.997788 + Penalty 3044.664498 = -1649969.333290 nChanged 0 SP:Iteration 32F (2760.930199 sec): 3 clusters Score: Raw -1653013.997788 + Penalty 3044.664498 = -1649969.333290 nChanged 0 Score: Raw -40019719.928397 + Penalty 77602.325753 = -39942117.602644 Splitting cluster 10 changes total score from -39942250.659899 to -39942117.602644 So it's not getting split. Trying to split cluster 11 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2767.816132 sec): 2 clusters Score: Raw -43108.192489 + Penalty 1008.568588 = -42099.623901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2767.858526 sec): 3 clusters Score: Raw -43089.141035 + Penalty 2017.137176 = -41072.003859 nChanged 139 SP:Iteration 1F (2767.899229 sec): 3 clusters Score: Raw -43365.512393 + Penalty 2017.137176 = -41348.375216 nChanged 41 SP:Iteration 2F (2767.947488 sec): 3 clusters Score: Raw -43458.266585 + Penalty 2017.137176 = -41441.129409 nChanged 31 SP:Iteration 3F (2767.992824 sec): 3 clusters Score: Raw -43518.285888 + Penalty 2017.137176 = -41501.148711 nChanged 20 SP:Iteration 4Q (2768.037677 sec): 3 clusters Score: Raw -43548.582918 + Penalty 2017.137176 = -41531.445742 nChanged 4 SP:Iteration 5Q (2768.089304 sec): 3 clusters Score: Raw -43556.402303 + Penalty 2017.137176 = -41539.265127 nChanged 2 SP:Iteration 6Q (2768.128895 sec): 3 clusters Score: Raw -43564.641332 + Penalty 2017.137176 = -41547.504156 nChanged 0 SP:Iteration 7F (2768.172056 sec): 3 clusters Score: Raw -43564.641332 + Penalty 2017.137176 = -41547.504156 nChanged 0 Trying to split cluster 12 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2768.194387 sec): 2 clusters Score: Raw -89172.826135 + Penalty 1045.091301 = -88127.734834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2768.248581 sec): 3 clusters Score: Raw -89098.202702 + Penalty 2090.182602 = -87008.020100 nChanged 153 SP:Iteration 1F (2768.298531 sec): 3 clusters Score: Raw -89386.943322 + Penalty 2090.182602 = -87296.760721 nChanged 79 SP:Iteration 2F (2768.344459 sec): 3 clusters Score: Raw -89696.498106 + Penalty 2090.182602 = -87606.315505 nChanged 49 SP:Iteration 3F (2768.384102 sec): 3 clusters Score: Raw -89874.755553 + Penalty 2090.182602 = -87784.572951 nChanged 36 SP:Iteration 4F (2768.426755 sec): 3 clusters Score: Raw -89985.439156 + Penalty 2090.182602 = -87895.256554 nChanged 17 SP:Iteration 5Q (2768.466756 sec): 3 clusters Score: Raw -90053.906914 + Penalty 2090.182602 = -87963.724312 nChanged 13 SP:Iteration 6Q (2768.512673 sec): 3 clusters Score: Raw -90095.111303 + Penalty 2090.182602 = -88004.928702 nChanged 9 SP:Iteration 7Q (2768.555809 sec): 3 clusters Score: Raw -90117.247557 + Penalty 2090.182602 = -88027.064955 nChanged 9 SP:Iteration 8Q (2768.602947 sec): 3 clusters Score: Raw -90133.556956 + Penalty 2090.182602 = -88043.374354 nChanged 2 SP:Iteration 9Q (2768.647866 sec): 3 clusters Score: Raw -90134.785570 + Penalty 2090.182602 = -88044.602969 nChanged 3 SP:Iteration 10Q (2768.690463 sec): 3 clusters Score: Raw -90136.701660 + Penalty 2090.182602 = -88046.519058 nChanged 0 SP:Iteration 11F (2768.731941 sec): 3 clusters Score: Raw -90136.701660 + Penalty 2090.182602 = -88046.519058 nChanged 0 Trying to split cluster 13 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2768.756489 sec): 2 clusters Score: Raw -44350.652499 + Penalty 958.287503 = -43392.364996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2768.796329 sec): 3 clusters Score: Raw -44398.027225 + Penalty 1916.575007 = -42481.452218 nChanged 82 SP:Iteration 1F (2768.832250 sec): 3 clusters Score: Raw -44581.890391 + Penalty 1916.575007 = -42665.315384 nChanged 25 SP:Iteration 2F (2768.868651 sec): 3 clusters Score: Raw -44656.546087 + Penalty 1916.575007 = -42739.971080 nChanged 12 SP:Iteration 3Q (2768.898868 sec): 3 clusters Score: Raw -44697.425464 + Penalty 1916.575007 = -42780.850457 nChanged 8 SP:Iteration 4Q (2768.939087 sec): 3 clusters Score: Raw -44722.595896 + Penalty 1916.575007 = -42806.020889 nChanged 5 SP:Iteration 5Q (2768.987739 sec): 3 clusters Score: Raw -44741.136188 + Penalty 1916.575007 = -42824.561181 nChanged 5 SP:Iteration 6Q (2769.027289 sec): 3 clusters Score: Raw -44752.986514 + Penalty 1916.575007 = -42836.411507 nChanged 5 SP:Iteration 7Q (2769.057648 sec): 3 clusters Score: Raw -44770.319863 + Penalty 1916.575007 = -42853.744856 nChanged 1 SP:Iteration 8Q (2769.105739 sec): 3 clusters Score: Raw -44778.593962 + Penalty 1916.575007 = -42862.018955 nChanged 0 SP:Iteration 9F (2769.141239 sec): 3 clusters Score: Raw -44778.593962 + Penalty 1916.575007 = -42862.018955 nChanged 0 Trying to split cluster 14 (60744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2769.229816 sec): 2 clusters Score: Raw -8821123.010267 + Penalty 1789.843834 = -8819333.166434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2769.378024 sec): 3 clusters Score: Raw -8782324.084011 + Penalty 3579.687667 = -8778744.396344 nChanged 28629 SP:Iteration 1F (2769.517057 sec): 3 clusters Score: Raw -8799016.055154 + Penalty 3579.687667 = -8795436.367486 nChanged 2716 SP:Iteration 2Q (2769.668584 sec): 3 clusters Score: Raw -8800060.743281 + Penalty 3579.687667 = -8796481.055614 nChanged 2976 SP:Iteration 3Q (2769.816253 sec): 3 clusters Score: Raw -8801611.718461 + Penalty 3579.687667 = -8798032.030794 nChanged 3651 SP:Iteration 4F (2769.959439 sec): 3 clusters Score: Raw -8804037.967569 + Penalty 3579.687667 = -8800458.279902 nChanged 4199 SP:Iteration 5F (2770.104344 sec): 3 clusters Score: Raw -8807299.010079 + Penalty 3579.687667 = -8803719.322412 nChanged 4308 SP:Iteration 6F (2770.242739 sec): 3 clusters Score: Raw -8810954.080862 + Penalty 3579.687667 = -8807374.393195 nChanged 3715 SP:Iteration 7F (2770.392155 sec): 3 clusters Score: Raw -8813966.358361 + Penalty 3579.687667 = -8810386.670694 nChanged 2938 SP:Iteration 8Q (2770.537514 sec): 3 clusters Score: Raw -8816024.664482 + Penalty 3579.687667 = -8812444.976815 nChanged 2098 SP:Iteration 9Q (2770.682540 sec): 3 clusters Score: Raw -8817234.078179 + Penalty 3579.687667 = -8813654.390512 nChanged 1501 SP:Iteration 10Q (2770.806985 sec): 3 clusters Score: Raw -8818021.237398 + Penalty 3579.687667 = -8814441.549731 nChanged 1276 SP:Iteration 11Q (2770.960922 sec): 3 clusters Score: Raw -8818691.413833 + Penalty 3579.687667 = -8815111.726166 nChanged 1127 SP:Iteration 12Q (2771.102207 sec): 3 clusters Score: Raw -8819269.317456 + Penalty 3579.687667 = -8815689.629789 nChanged 974 SP:Iteration 13Q (2771.227932 sec): 3 clusters Score: Raw -8819755.927723 + Penalty 3579.687667 = -8816176.240056 nChanged 802 SP:Iteration 14Q (2771.354604 sec): 3 clusters Score: Raw -8820150.304618 + Penalty 3579.687667 = -8816570.616951 nChanged 695 SP:Iteration 15Q (2771.479182 sec): 3 clusters Score: Raw -8820497.031527 + Penalty 3579.687667 = -8816917.343860 nChanged 541 SP:Iteration 16Q (2771.611888 sec): 3 clusters Score: Raw -8820747.162142 + Penalty 3579.687667 = -8817167.474474 nChanged 425 SP:Iteration 17Q (2771.736914 sec): 3 clusters Score: Raw -8820946.183662 + Penalty 3579.687667 = -8817366.495995 nChanged 346 SP:Iteration 18Q (2771.863605 sec): 3 clusters Score: Raw -8821112.374571 + Penalty 3579.687667 = -8817532.686904 nChanged 274 SP:Iteration 19Q (2771.983087 sec): 3 clusters Score: Raw -8821237.280755 + Penalty 3579.687667 = -8817657.593088 nChanged 214 SP:Iteration 20F (2772.107828 sec): 3 clusters Score: Raw -8821325.472464 + Penalty 3579.687667 = -8817745.784797 nChanged 156 SP:Iteration 21Q (2772.237716 sec): 3 clusters Score: Raw -8821391.886996 + Penalty 3579.687667 = -8817812.199329 nChanged 123 SP:Iteration 22Q (2772.367160 sec): 3 clusters Score: Raw -8821445.761038 + Penalty 3579.687667 = -8817866.073371 nChanged 90 SP:Iteration 23Q (2772.485468 sec): 3 clusters Score: Raw -8821477.489757 + Penalty 3579.687667 = -8817897.802090 nChanged 58 SP:Iteration 24Q (2772.602280 sec): 3 clusters Score: Raw -8821496.598130 + Penalty 3579.687667 = -8817916.910463 nChanged 49 SP:Iteration 25Q (2772.728099 sec): 3 clusters Score: Raw -8821511.956790 + Penalty 3579.687667 = -8817932.269123 nChanged 36 SP:Iteration 26Q (2772.835154 sec): 3 clusters Score: Raw -8821525.128518 + Penalty 3579.687667 = -8817945.440850 nChanged 33 SP:Iteration 27Q (2772.953874 sec): 3 clusters Score: Raw -8821534.669895 + Penalty 3579.687667 = -8817954.982228 nChanged 31 SP:Iteration 28Q (2773.083003 sec): 3 clusters Score: Raw -8821545.802431 + Penalty 3579.687667 = -8817966.114764 nChanged 32 SP:Iteration 29Q (2773.199861 sec): 3 clusters Score: Raw -8821554.997271 + Penalty 3579.687667 = -8817975.309604 nChanged 16 SP:Iteration 30Q (2773.320193 sec): 3 clusters Score: Raw -8821559.788821 + Penalty 3579.687667 = -8817980.101154 nChanged 13 SP:Iteration 31Q (2773.444864 sec): 3 clusters Score: Raw -8821563.839106 + Penalty 3579.687667 = -8817984.151438 nChanged 21 SP:Iteration 32Q (2773.564016 sec): 3 clusters Score: Raw -8821570.462929 + Penalty 3579.687667 = -8817990.775262 nChanged 19 SP:Iteration 33Q (2773.687802 sec): 3 clusters Score: Raw -8821575.284299 + Penalty 3579.687667 = -8817995.596632 nChanged 16 SP:Iteration 34Q (2773.812965 sec): 3 clusters Score: Raw -8821580.607783 + Penalty 3579.687667 = -8818000.920116 nChanged 14 SP:Iteration 35Q (2773.934816 sec): 3 clusters Score: Raw -8821583.666798 + Penalty 3579.687667 = -8818003.979131 nChanged 10 SP:Iteration 36Q (2774.060023 sec): 3 clusters Score: Raw -8821585.619709 + Penalty 3579.687667 = -8818005.932042 nChanged 7 SP:Iteration 37Q (2774.176229 sec): 3 clusters Score: Raw -8821586.832715 + Penalty 3579.687667 = -8818007.145047 nChanged 3 SP:Iteration 38Q (2774.292179 sec): 3 clusters Score: Raw -8821587.258021 + Penalty 3579.687667 = -8818007.570354 nChanged 0 SP:Iteration 39F (2774.435184 sec): 3 clusters Score: Raw -8821587.258021 + Penalty 3579.687667 = -8818007.570354 nChanged 0 Trying to split cluster 15 (50052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2774.512077 sec): 2 clusters Score: Raw -7249496.481393 + Penalty 1758.382883 = -7247738.098509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2774.645849 sec): 3 clusters Score: Raw -7217789.161094 + Penalty 3516.765767 = -7214272.395327 nChanged 23517 SP:Iteration 1F (2774.764954 sec): 3 clusters Score: Raw -7231370.287304 + Penalty 3516.765767 = -7227853.521537 nChanged 1879 SP:Iteration 2Q (2774.900348 sec): 3 clusters Score: Raw -7231918.265124 + Penalty 3516.765767 = -7228401.499357 nChanged 1892 SP:Iteration 3Q (2775.031090 sec): 3 clusters Score: Raw -7232514.613104 + Penalty 3516.765767 = -7228997.847337 nChanged 1923 SP:Iteration 4Q (2775.145775 sec): 3 clusters Score: Raw -7233207.920082 + Penalty 3516.765767 = -7229691.154315 nChanged 2139 SP:Iteration 5Q (2775.276300 sec): 3 clusters Score: Raw -7234102.004599 + Penalty 3516.765767 = -7230585.238832 nChanged 2399 SP:Iteration 6Q (2775.413587 sec): 3 clusters Score: Raw -7235335.424007 + Penalty 3516.765767 = -7231818.658241 nChanged 2837 SP:Iteration 7F (2775.544090 sec): 3 clusters Score: Raw -7237023.582664 + Penalty 3516.765767 = -7233506.816897 nChanged 3105 SP:Iteration 8F (2775.657706 sec): 3 clusters Score: Raw -7239167.022624 + Penalty 3516.765767 = -7235650.256858 nChanged 3182 SP:Iteration 9F (2775.792381 sec): 3 clusters Score: Raw -7241662.940196 + Penalty 3516.765767 = -7238146.174429 nChanged 3054 SP:Iteration 10F (2775.915967 sec): 3 clusters Score: Raw -7244247.570271 + Penalty 3516.765767 = -7240730.804504 nChanged 2411 SP:Iteration 11Q (2776.050920 sec): 3 clusters Score: Raw -7246303.197421 + Penalty 3516.765767 = -7242786.431654 nChanged 1711 SP:Iteration 12Q (2776.177917 sec): 3 clusters Score: Raw -7247745.888359 + Penalty 3516.765767 = -7244229.122593 nChanged 1080 SP:Iteration 13Q (2776.284782 sec): 3 clusters Score: Raw -7248606.955665 + Penalty 3516.765767 = -7245090.189898 nChanged 674 SP:Iteration 14Q (2776.398113 sec): 3 clusters Score: Raw -7249105.050215 + Penalty 3516.765767 = -7245588.284448 nChanged 381 SP:Iteration 15Q (2776.508688 sec): 3 clusters Score: Raw -7249362.591062 + Penalty 3516.765767 = -7245845.825295 nChanged 222 SP:Iteration 16Q (2776.612606 sec): 3 clusters Score: Raw -7249488.015321 + Penalty 3516.765767 = -7245971.249554 nChanged 138 SP:Iteration 17Q (2776.716732 sec): 3 clusters Score: Raw -7249572.148288 + Penalty 3516.765767 = -7246055.382521 nChanged 106 SP:Iteration 18Q (2776.825567 sec): 3 clusters Score: Raw -7249641.152866 + Penalty 3516.765767 = -7246124.387100 nChanged 71 SP:Iteration 19Q (2776.933966 sec): 3 clusters Score: Raw -7249678.613492 + Penalty 3516.765767 = -7246161.847725 nChanged 56 SP:Iteration 20F (2777.042734 sec): 3 clusters Score: Raw -7249710.495422 + Penalty 3516.765767 = -7246193.729655 nChanged 39 SP:Iteration 21Q (2777.148446 sec): 3 clusters Score: Raw -7249730.977434 + Penalty 3516.765767 = -7246214.211668 nChanged 29 SP:Iteration 22Q (2777.255530 sec): 3 clusters Score: Raw -7249750.360627 + Penalty 3516.765767 = -7246233.594860 nChanged 24 SP:Iteration 23Q (2777.351499 sec): 3 clusters Score: Raw -7249763.426280 + Penalty 3516.765767 = -7246246.660513 nChanged 21 SP:Iteration 24Q (2777.443096 sec): 3 clusters Score: Raw -7249779.930100 + Penalty 3516.765767 = -7246263.164333 nChanged 21 SP:Iteration 25Q (2777.564904 sec): 3 clusters Score: Raw -7249792.932642 + Penalty 3516.765767 = -7246276.166875 nChanged 11 SP:Iteration 26Q (2777.669832 sec): 3 clusters Score: Raw -7249799.977721 + Penalty 3516.765767 = -7246283.211955 nChanged 15 SP:Iteration 27Q (2777.775874 sec): 3 clusters Score: Raw -7249812.014715 + Penalty 3516.765767 = -7246295.248948 nChanged 18 SP:Iteration 28Q (2777.881189 sec): 3 clusters Score: Raw -7249822.299670 + Penalty 3516.765767 = -7246305.533903 nChanged 18 SP:Iteration 29Q (2777.986736 sec): 3 clusters Score: Raw -7249834.835051 + Penalty 3516.765767 = -7246318.069284 nChanged 14 SP:Iteration 30Q (2778.083698 sec): 3 clusters Score: Raw -7249842.326841 + Penalty 3516.765767 = -7246325.561074 nChanged 12 SP:Iteration 31Q (2778.202278 sec): 3 clusters Score: Raw -7249849.249893 + Penalty 3516.765767 = -7246332.484126 nChanged 6 SP:Iteration 32Q (2778.303740 sec): 3 clusters Score: Raw -7249853.701906 + Penalty 3516.765767 = -7246336.936139 nChanged 7 SP:Iteration 33Q (2778.414677 sec): 3 clusters Score: Raw -7249858.249435 + Penalty 3516.765767 = -7246341.483668 nChanged 9 SP:Iteration 34Q (2778.526310 sec): 3 clusters Score: Raw -7249861.924590 + Penalty 3516.765767 = -7246345.158823 nChanged 5 SP:Iteration 35Q (2778.625576 sec): 3 clusters Score: Raw -7249864.675597 + Penalty 3516.765767 = -7246347.909830 nChanged 8 SP:Iteration 36Q (2778.732772 sec): 3 clusters Score: Raw -7249868.681718 + Penalty 3516.765767 = -7246351.915951 nChanged 5 SP:Iteration 37Q (2778.839822 sec): 3 clusters Score: Raw -7249871.526233 + Penalty 3516.765767 = -7246354.760466 nChanged 4 SP:Iteration 38Q (2778.952244 sec): 3 clusters Score: Raw -7249873.977273 + Penalty 3516.765767 = -7246357.211506 nChanged 8 SP:Iteration 39Q (2779.069627 sec): 3 clusters Score: Raw -7249878.765914 + Penalty 3516.765767 = -7246362.000147 nChanged 4 SP:Iteration 40F (2779.186199 sec): 3 clusters Score: Raw -7249879.945501 + Penalty 3516.765767 = -7246363.179734 nChanged 0 Trying to split cluster 16 (796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2779.217818 sec): 2 clusters Score: Raw -103008.678443 + Penalty 1085.434868 = -101923.243575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2779.270190 sec): 3 clusters Score: Raw -102834.304664 + Penalty 2170.869735 = -100663.434928 nChanged 230 SP:Iteration 1F (2779.309971 sec): 3 clusters Score: Raw -103165.452894 + Penalty 2170.869735 = -100994.583159 nChanged 81 SP:Iteration 2F (2779.367109 sec): 3 clusters Score: Raw -103338.791701 + Penalty 2170.869735 = -101167.921966 nChanged 44 SP:Iteration 3F (2779.416796 sec): 3 clusters Score: Raw -103431.842403 + Penalty 2170.869735 = -101260.972668 nChanged 46 SP:Iteration 4F (2779.463132 sec): 3 clusters Score: Raw -103527.237675 + Penalty 2170.869735 = -101356.367939 nChanged 24 SP:Iteration 5Q (2779.508906 sec): 3 clusters Score: Raw -103558.036533 + Penalty 2170.869735 = -101387.166797 nChanged 8 SP:Iteration 6Q (2779.556210 sec): 3 clusters Score: Raw -103576.606346 + Penalty 2170.869735 = -101405.736611 nChanged 10 SP:Iteration 7Q (2779.605204 sec): 3 clusters Score: Raw -103598.032236 + Penalty 2170.869735 = -101427.162500 nChanged 11 SP:Iteration 8Q (2779.652511 sec): 3 clusters Score: Raw -103610.010544 + Penalty 2170.869735 = -101439.140808 nChanged 4 SP:Iteration 9Q (2779.698728 sec): 3 clusters Score: Raw -103613.470692 + Penalty 2170.869735 = -101442.600956 nChanged 2 SP:Iteration 10Q (2779.748461 sec): 3 clusters Score: Raw -103615.763719 + Penalty 2170.869735 = -101444.893984 nChanged 2 SP:Iteration 11Q (2779.798498 sec): 3 clusters Score: Raw -103618.493387 + Penalty 2170.869735 = -101447.623652 nChanged 4 SP:Iteration 12Q (2779.846660 sec): 3 clusters Score: Raw -103626.183359 + Penalty 2170.869735 = -101455.313623 nChanged 3 SP:Iteration 13Q (2779.896996 sec): 3 clusters Score: Raw -103631.129508 + Penalty 2170.869735 = -101460.259772 nChanged 3 SP:Iteration 14Q (2779.945304 sec): 3 clusters Score: Raw -103632.995621 + Penalty 2170.869735 = -101462.125885 nChanged 1 SP:Iteration 15Q (2779.994556 sec): 3 clusters Score: Raw -103633.810190 + Penalty 2170.869735 = -101462.940454 nChanged 2 SP:Iteration 16Q (2780.047252 sec): 3 clusters Score: Raw -103642.768157 + Penalty 2170.869735 = -101471.898422 nChanged 1 SP:Iteration 17Q (2780.092350 sec): 3 clusters Score: Raw -103644.666666 + Penalty 2170.869735 = -101473.796931 nChanged 2 SP:Iteration 18Q (2780.134284 sec): 3 clusters Score: Raw -103650.046223 + Penalty 2170.869735 = -101479.176488 nChanged 1 SP:Iteration 19Q (2780.189835 sec): 3 clusters Score: Raw -103651.320598 + Penalty 2170.869735 = -101480.450863 nChanged 1 SP:Iteration 20F (2780.234474 sec): 3 clusters Score: Raw -103652.299273 + Penalty 2170.869735 = -101481.429537 nChanged 1 SP:Iteration 21Q (2780.285354 sec): 3 clusters Score: Raw -103653.641831 + Penalty 2170.869735 = -101482.772095 nChanged 0 SP:Iteration 22F (2780.341273 sec): 3 clusters Score: Raw -103653.641831 + Penalty 2170.869735 = -101482.772095 nChanged 0 Trying to split cluster 17 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2780.366817 sec): 2 clusters Score: Raw -30273.762287 + Penalty 943.334432 = -29330.427855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2780.418693 sec): 3 clusters Score: Raw -30329.636078 + Penalty 1886.668865 = -28442.967213 nChanged 77 SP:Iteration 1F (2780.461039 sec): 3 clusters Score: Raw -30476.557342 + Penalty 1886.668865 = -28589.888477 nChanged 24 SP:Iteration 2F (2780.514409 sec): 3 clusters Score: Raw -30542.435283 + Penalty 1886.668865 = -28655.766418 nChanged 16 SP:Iteration 3Q (2780.569666 sec): 3 clusters Score: Raw -30585.092685 + Penalty 1886.668865 = -28698.423820 nChanged 10 SP:Iteration 4Q (2780.614461 sec): 3 clusters Score: Raw -30630.502983 + Penalty 1886.668865 = -28743.834118 nChanged 11 SP:Iteration 5Q (2780.653994 sec): 3 clusters Score: Raw -30681.029716 + Penalty 1886.668865 = -28794.360851 nChanged 7 SP:Iteration 6Q (2780.704006 sec): 3 clusters Score: Raw -30716.169353 + Penalty 1886.668865 = -28829.500488 nChanged 4 SP:Iteration 7Q (2780.753175 sec): 3 clusters Score: Raw -30742.213529 + Penalty 1886.668865 = -28855.544664 nChanged 3 SP:Iteration 8Q (2780.787667 sec): 3 clusters Score: Raw -30755.035839 + Penalty 1886.668865 = -28868.366974 nChanged 3 SP:Iteration 9Q (2780.847630 sec): 3 clusters Score: Raw -30768.364736 + Penalty 1886.668865 = -28881.695871 nChanged 1 SP:Iteration 10Q (2780.890116 sec): 3 clusters Score: Raw -30775.505535 + Penalty 1886.668865 = -28888.836671 nChanged 2 SP:Iteration 11Q (2780.947148 sec): 3 clusters Score: Raw -30785.312764 + Penalty 1886.668865 = -28898.643899 nChanged 0 SP:Iteration 12F (2780.989482 sec): 3 clusters Score: Raw -30785.312764 + Penalty 1886.668865 = -28898.643899 nChanged 0 Trying to split cluster 18 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2781.008033 sec): 2 clusters Score: Raw -48380.809817 + Penalty 943.823155 = -47436.986663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2781.053861 sec): 3 clusters Score: Raw -48429.484110 + Penalty 1887.646309 = -46541.837800 nChanged 71 SP:Iteration 1F (2781.093219 sec): 3 clusters Score: Raw -48567.683099 + Penalty 1887.646309 = -46680.036790 nChanged 15 SP:Iteration 2Q (2781.131206 sec): 3 clusters Score: Raw -48604.005398 + Penalty 1887.646309 = -46716.359089 nChanged 4 SP:Iteration 3Q (2781.173252 sec): 3 clusters Score: Raw -48610.794768 + Penalty 1887.646309 = -46723.148458 nChanged 2 SP:Iteration 4Q (2781.223202 sec): 3 clusters Score: Raw -48616.605151 + Penalty 1887.646309 = -46728.958842 nChanged 0 SP:Iteration 5F (2781.277483 sec): 3 clusters Score: Raw -48616.605151 + Penalty 1887.646309 = -46728.958842 nChanged 0 Trying to split cluster 19 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2781.305672 sec): 2 clusters Score: Raw -48298.773969 + Penalty 997.380646 = -47301.393323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2781.351235 sec): 3 clusters Score: Raw -48280.817139 + Penalty 1994.761293 = -46286.055846 nChanged 115 SP:Iteration 1F (2781.399507 sec): 3 clusters Score: Raw -48493.152333 + Penalty 1994.761293 = -46498.391040 nChanged 46 SP:Iteration 2F (2781.449602 sec): 3 clusters Score: Raw -48608.317812 + Penalty 1994.761293 = -46613.556520 nChanged 24 SP:Iteration 3F (2781.493429 sec): 3 clusters Score: Raw -48670.977574 + Penalty 1994.761293 = -46676.216281 nChanged 14 SP:Iteration 4Q (2781.539324 sec): 3 clusters Score: Raw -48716.818648 + Penalty 1994.761293 = -46722.057355 nChanged 10 SP:Iteration 5Q (2781.587867 sec): 3 clusters Score: Raw -48742.691811 + Penalty 1994.761293 = -46747.930518 nChanged 7 SP:Iteration 6Q (2781.637625 sec): 3 clusters Score: Raw -48773.210861 + Penalty 1994.761293 = -46778.449568 nChanged 10 SP:Iteration 7Q (2781.687973 sec): 3 clusters Score: Raw -48793.202374 + Penalty 1994.761293 = -46798.441082 nChanged 8 SP:Iteration 8Q (2781.729429 sec): 3 clusters Score: Raw -48810.661590 + Penalty 1994.761293 = -46815.900297 nChanged 11 SP:Iteration 9Q (2781.774916 sec): 3 clusters Score: Raw -48833.987390 + Penalty 1994.761293 = -46839.226097 nChanged 5 SP:Iteration 10Q (2781.826670 sec): 3 clusters Score: Raw -48840.516890 + Penalty 1994.761293 = -46845.755597 nChanged 3 SP:Iteration 11Q (2781.876187 sec): 3 clusters Score: Raw -48858.771826 + Penalty 1994.761293 = -46864.010534 nChanged 4 SP:Iteration 12Q (2781.903473 sec): 3 clusters Score: Raw -48875.365374 + Penalty 1994.761293 = -46880.604082 nChanged 4 SP:Iteration 13Q (2781.953199 sec): 3 clusters Score: Raw -48897.947059 + Penalty 1994.761293 = -46903.185766 nChanged 3 SP:Iteration 14Q (2782.007804 sec): 3 clusters Score: Raw -48913.381406 + Penalty 1994.761293 = -46918.620113 nChanged 1 SP:Iteration 15Q (2782.063357 sec): 3 clusters Score: Raw -48914.417014 + Penalty 1994.761293 = -46919.655722 nChanged 1 SP:Iteration 16Q (2782.107414 sec): 3 clusters Score: Raw -48915.089343 + Penalty 1994.761293 = -46920.328050 nChanged 0 SP:Iteration 17F (2782.154687 sec): 3 clusters Score: Raw -48915.089343 + Penalty 1994.761293 = -46920.328050 nChanged 0 Trying to split cluster 20 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2782.173223 sec): 2 clusters Score: Raw -231462.083849 + Penalty 1214.558281 = -230247.525568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2782.213612 sec): 3 clusters Score: Raw -230762.972430 + Penalty 2429.116562 = -228333.855868 nChanged 627 SP:Iteration 1F (2782.263076 sec): 3 clusters Score: Raw -231336.609637 + Penalty 2429.116562 = -228907.493075 nChanged 165 SP:Iteration 2F (2782.316263 sec): 3 clusters Score: Raw -231483.633318 + Penalty 2429.116562 = -229054.516756 nChanged 98 SP:Iteration 3F (2782.360913 sec): 3 clusters Score: Raw -231578.019910 + Penalty 2429.116562 = -229148.903348 nChanged 67 SP:Iteration 4Q (2782.408786 sec): 3 clusters Score: Raw -231641.261858 + Penalty 2429.116562 = -229212.145296 nChanged 57 SP:Iteration 5Q (2782.451294 sec): 3 clusters Score: Raw -231696.767334 + Penalty 2429.116562 = -229267.650772 nChanged 41 SP:Iteration 6Q (2782.502968 sec): 3 clusters Score: Raw -231726.793855 + Penalty 2429.116562 = -229297.677293 nChanged 37 SP:Iteration 7Q (2782.557275 sec): 3 clusters Score: Raw -231754.852604 + Penalty 2429.116562 = -229325.736042 nChanged 23 SP:Iteration 8Q (2782.603430 sec): 3 clusters Score: Raw -231769.052897 + Penalty 2429.116562 = -229339.936335 nChanged 15 SP:Iteration 9Q (2782.653027 sec): 3 clusters Score: Raw -231782.595193 + Penalty 2429.116562 = -229353.478631 nChanged 17 SP:Iteration 10Q (2782.701304 sec): 3 clusters Score: Raw -231795.009758 + Penalty 2429.116562 = -229365.893196 nChanged 9 SP:Iteration 11Q (2782.746253 sec): 3 clusters Score: Raw -231799.722228 + Penalty 2429.116562 = -229370.605666 nChanged 4 SP:Iteration 12Q (2782.787579 sec): 3 clusters Score: Raw -231801.095701 + Penalty 2429.116562 = -229371.979139 nChanged 1 SP:Iteration 13Q (2782.838053 sec): 3 clusters Score: Raw -231801.984642 + Penalty 2429.116562 = -229372.868080 nChanged 1 SP:Iteration 14Q (2782.893307 sec): 3 clusters Score: Raw -231802.651642 + Penalty 2429.116562 = -229373.535080 nChanged 1 SP:Iteration 15Q (2782.940508 sec): 3 clusters Score: Raw -231803.075541 + Penalty 2429.116562 = -229373.958979 nChanged 1 SP:Iteration 16Q (2782.986341 sec): 3 clusters Score: Raw -231803.636452 + Penalty 2429.116562 = -229374.519890 nChanged 2 SP:Iteration 17Q (2783.030299 sec): 3 clusters Score: Raw -231804.863664 + Penalty 2429.116562 = -229375.747102 nChanged 2 SP:Iteration 18Q (2783.086387 sec): 3 clusters Score: Raw -231805.754610 + Penalty 2429.116562 = -229376.638048 nChanged 1 SP:Iteration 19Q (2783.122283 sec): 3 clusters Score: Raw -231805.920826 + Penalty 2429.116562 = -229376.804264 nChanged 0 SP:Iteration 20F (2783.179229 sec): 3 clusters Score: Raw -231805.920826 + Penalty 2429.116562 = -229376.804264 nChanged 0 Trying to split cluster 21 (2895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2783.209261 sec): 2 clusters Score: Raw -435948.889919 + Penalty 1295.245313 = -434653.644606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2783.263282 sec): 3 clusters Score: Raw -434612.313284 + Penalty 2590.490627 = -432021.822658 nChanged 1084 SP:Iteration 1F (2783.309156 sec): 3 clusters Score: Raw -435263.051217 + Penalty 2590.490627 = -432672.560590 nChanged 233 SP:Iteration 2F (2783.350843 sec): 3 clusters Score: Raw -435417.866928 + Penalty 2590.490627 = -432827.376301 nChanged 145 SP:Iteration 3F (2783.399629 sec): 3 clusters Score: Raw -435501.684649 + Penalty 2590.490627 = -432911.194022 nChanged 105 SP:Iteration 4Q (2783.455365 sec): 3 clusters Score: Raw -435560.761707 + Penalty 2590.490627 = -432970.271080 nChanged 75 SP:Iteration 5Q (2783.501351 sec): 3 clusters Score: Raw -435591.863529 + Penalty 2590.490627 = -433001.372902 nChanged 46 SP:Iteration 6Q (2783.545962 sec): 3 clusters Score: Raw -435611.466244 + Penalty 2590.490627 = -433020.975618 nChanged 34 SP:Iteration 7Q (2783.593007 sec): 3 clusters Score: Raw -435622.096177 + Penalty 2590.490627 = -433031.605551 nChanged 28 SP:Iteration 8Q (2783.640077 sec): 3 clusters Score: Raw -435630.497711 + Penalty 2590.490627 = -433040.007084 nChanged 18 SP:Iteration 9Q (2783.694132 sec): 3 clusters Score: Raw -435635.543097 + Penalty 2590.490627 = -433045.052470 nChanged 22 SP:Iteration 10Q (2783.745460 sec): 3 clusters Score: Raw -435645.112004 + Penalty 2590.490627 = -433054.621377 nChanged 27 SP:Iteration 11Q (2783.784663 sec): 3 clusters Score: Raw -435656.713713 + Penalty 2590.490627 = -433066.223086 nChanged 27 SP:Iteration 12Q (2783.831735 sec): 3 clusters Score: Raw -435667.290108 + Penalty 2590.490627 = -433076.799481 nChanged 23 SP:Iteration 13Q (2783.879836 sec): 3 clusters Score: Raw -435675.119615 + Penalty 2590.490627 = -433084.628988 nChanged 22 SP:Iteration 14Q (2783.921525 sec): 3 clusters Score: Raw -435682.164002 + Penalty 2590.490627 = -433091.673375 nChanged 17 SP:Iteration 15Q (2783.972531 sec): 3 clusters Score: Raw -435688.438182 + Penalty 2590.490627 = -433097.947555 nChanged 14 SP:Iteration 16Q (2784.025449 sec): 3 clusters Score: Raw -435692.520836 + Penalty 2590.490627 = -433102.030209 nChanged 15 SP:Iteration 17Q (2784.072360 sec): 3 clusters Score: Raw -435698.516008 + Penalty 2590.490627 = -433108.025382 nChanged 15 SP:Iteration 18Q (2784.110513 sec): 3 clusters Score: Raw -435703.841924 + Penalty 2590.490627 = -433113.351297 nChanged 12 SP:Iteration 19Q (2784.156520 sec): 3 clusters Score: Raw -435709.072112 + Penalty 2590.490627 = -433118.581485 nChanged 14 SP:Iteration 20F (2784.203383 sec): 3 clusters Score: Raw -435714.518957 + Penalty 2590.490627 = -433124.028330 nChanged 18 SP:Iteration 21Q (2784.254066 sec): 3 clusters Score: Raw -435720.471412 + Penalty 2590.490627 = -433129.980785 nChanged 19 SP:Iteration 22Q (2784.294963 sec): 3 clusters Score: Raw -435729.558252 + Penalty 2590.490627 = -433139.067626 nChanged 23 SP:Iteration 23Q (2784.337460 sec): 3 clusters Score: Raw -435739.705924 + Penalty 2590.490627 = -433149.215298 nChanged 14 SP:Iteration 24Q (2784.385828 sec): 3 clusters Score: Raw -435742.994166 + Penalty 2590.490627 = -433152.503540 nChanged 10 SP:Iteration 25Q (2784.434553 sec): 3 clusters Score: Raw -435746.172699 + Penalty 2590.490627 = -433155.682073 nChanged 7 SP:Iteration 26Q (2784.488759 sec): 3 clusters Score: Raw -435750.592220 + Penalty 2590.490627 = -433160.101593 nChanged 10 SP:Iteration 27Q (2784.537373 sec): 3 clusters Score: Raw -435755.229380 + Penalty 2590.490627 = -433164.738753 nChanged 14 SP:Iteration 28Q (2784.588818 sec): 3 clusters Score: Raw -435763.774802 + Penalty 2590.490627 = -433173.284176 nChanged 19 SP:Iteration 29Q (2784.635493 sec): 3 clusters Score: Raw -435772.153430 + Penalty 2590.490627 = -433181.662803 nChanged 20 SP:Iteration 30Q (2784.685802 sec): 3 clusters Score: Raw -435781.710900 + Penalty 2590.490627 = -433191.220273 nChanged 23 SP:Iteration 31Q (2784.737933 sec): 3 clusters Score: Raw -435792.848683 + Penalty 2590.490627 = -433202.358056 nChanged 28 SP:Iteration 32Q (2784.777675 sec): 3 clusters Score: Raw -435804.104996 + Penalty 2590.490627 = -433213.614370 nChanged 24 SP:Iteration 33Q (2784.830129 sec): 3 clusters Score: Raw -435814.792511 + Penalty 2590.490627 = -433224.301884 nChanged 29 SP:Iteration 34Q (2784.876246 sec): 3 clusters Score: Raw -435828.478296 + Penalty 2590.490627 = -433237.987670 nChanged 26 SP:Iteration 35Q (2784.933578 sec): 3 clusters Score: Raw -435838.312404 + Penalty 2590.490627 = -433247.821777 nChanged 15 SP:Iteration 36Q (2784.986034 sec): 3 clusters Score: Raw -435844.125295 + Penalty 2590.490627 = -433253.634669 nChanged 13 SP:Iteration 37Q (2785.036096 sec): 3 clusters Score: Raw -435850.871740 + Penalty 2590.490627 = -433260.381114 nChanged 10 SP:Iteration 38Q (2785.092151 sec): 3 clusters Score: Raw -435856.002379 + Penalty 2590.490627 = -433265.511753 nChanged 10 SP:Iteration 39Q (2785.139787 sec): 3 clusters Score: Raw -435859.434888 + Penalty 2590.490627 = -433268.944261 nChanged 13 SP:Iteration 40F (2785.187940 sec): 3 clusters Score: Raw -435866.244780 + Penalty 2590.490627 = -433275.754154 nChanged 16 SP:Iteration 41Q (2785.233195 sec): 3 clusters Score: Raw -435875.013254 + Penalty 2590.490627 = -433284.522627 nChanged 17 SP:Iteration 42Q (2785.279456 sec): 3 clusters Score: Raw -435880.494684 + Penalty 2590.490627 = -433290.004058 nChanged 8 SP:Iteration 43Q (2785.323830 sec): 3 clusters Score: Raw -435883.457836 + Penalty 2590.490627 = -433292.967209 nChanged 6 SP:Iteration 44Q (2785.382824 sec): 3 clusters Score: Raw -435885.866100 + Penalty 2590.490627 = -433295.375473 nChanged 11 SP:Iteration 45Q (2785.429152 sec): 3 clusters Score: Raw -435891.333636 + Penalty 2590.490627 = -433300.843009 nChanged 13 SP:Iteration 46Q (2785.476211 sec): 3 clusters Score: Raw -435897.123027 + Penalty 2590.490627 = -433306.632400 nChanged 11 SP:Iteration 47Q (2785.523421 sec): 3 clusters Score: Raw -435901.535447 + Penalty 2590.490627 = -433311.044820 nChanged 9 SP:Iteration 48Q (2785.571821 sec): 3 clusters Score: Raw -435905.756216 + Penalty 2590.490627 = -433315.265589 nChanged 7 SP:Iteration 49Q (2785.623881 sec): 3 clusters Score: Raw -435909.361096 + Penalty 2590.490627 = -433318.870470 nChanged 10 SP:Iteration 50Q (2785.665427 sec): 3 clusters Score: Raw -435912.257630 + Penalty 2590.490627 = -433321.767003 nChanged 7 SP:Iteration 51Q (2785.711699 sec): 3 clusters Score: Raw -435914.353378 + Penalty 2590.490627 = -433323.862751 nChanged 4 SP:Iteration 52Q (2785.763370 sec): 3 clusters Score: Raw -435915.207779 + Penalty 2590.490627 = -433324.717152 nChanged 1 SP:Iteration 53Q (2785.822538 sec): 3 clusters Score: Raw -435915.460641 + Penalty 2590.490627 = -433324.970014 nChanged 1 SP:Iteration 54Q (2785.859360 sec): 3 clusters Score: Raw -435915.646027 + Penalty 2590.490627 = -433325.155400 nChanged 1 SP:Iteration 55Q (2785.911840 sec): 3 clusters Score: Raw -435916.098147 + Penalty 2590.490627 = -433325.607520 nChanged 0 SP:Iteration 56F (2785.963261 sec): 3 clusters Score: Raw -435916.098147 + Penalty 2590.490627 = -433325.607520 nChanged 0 Trying to split cluster 22 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2785.987445 sec): 2 clusters Score: Raw -32724.318282 + Penalty 929.550664 = -31794.767618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2786.026791 sec): 3 clusters Score: Raw -32878.089838 + Penalty 1859.101327 = -31018.988511 nChanged 76 SP:Iteration 1F (2786.068098 sec): 3 clusters Score: Raw -33073.655188 + Penalty 1859.101327 = -31214.553860 nChanged 21 SP:Iteration 2F (2786.125235 sec): 3 clusters Score: Raw -33159.075973 + Penalty 1859.101327 = -31299.974646 nChanged 11 SP:Iteration 3Q (2786.164108 sec): 3 clusters Score: Raw -33206.964897 + Penalty 1859.101327 = -31347.863570 nChanged 6 SP:Iteration 4Q (2786.214092 sec): 3 clusters Score: Raw -33226.777931 + Penalty 1859.101327 = -31367.676603 nChanged 8 SP:Iteration 5Q (2786.262759 sec): 3 clusters Score: Raw -33276.328201 + Penalty 1859.101327 = -31417.226874 nChanged 3 SP:Iteration 6Q (2786.308385 sec): 3 clusters Score: Raw -33287.054539 + Penalty 1859.101327 = -31427.953212 nChanged 2 SP:Iteration 7Q (2786.350860 sec): 3 clusters Score: Raw -33303.991578 + Penalty 1859.101327 = -31444.890251 nChanged 4 SP:Iteration 8Q (2786.389285 sec): 3 clusters Score: Raw -33314.988854 + Penalty 1859.101327 = -31455.887526 nChanged 1 SP:Iteration 9Q (2786.425315 sec): 3 clusters Score: Raw -33318.530371 + Penalty 1859.101327 = -31459.429044 nChanged 1 SP:Iteration 10Q (2786.473534 sec): 3 clusters Score: Raw -33323.650887 + Penalty 1859.101327 = -31464.549559 nChanged 0 SP:Iteration 11F (2786.521813 sec): 3 clusters Score: Raw -33323.650887 + Penalty 1859.101327 = -31464.549559 nChanged 0 Trying to split cluster 23 (914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2786.537040 sec): 2 clusters Score: Raw -111839.946924 + Penalty 1107.897468 = -110732.049456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2786.593712 sec): 3 clusters Score: Raw -111590.169595 + Penalty 2215.794936 = -109374.374659 nChanged 270 SP:Iteration 1F (2786.629171 sec): 3 clusters Score: Raw -111951.788318 + Penalty 2215.794936 = -109735.993383 nChanged 93 SP:Iteration 2F (2786.689361 sec): 3 clusters Score: Raw -112077.447819 + Penalty 2215.794936 = -109861.652883 nChanged 36 SP:Iteration 3Q (2786.737094 sec): 3 clusters Score: Raw -112141.244544 + Penalty 2215.794936 = -109925.449608 nChanged 40 SP:Iteration 4Q (2786.782163 sec): 3 clusters Score: Raw -112190.688006 + Penalty 2215.794936 = -109974.893070 nChanged 19 SP:Iteration 5Q (2786.827447 sec): 3 clusters Score: Raw -112219.543509 + Penalty 2215.794936 = -110003.748573 nChanged 10 SP:Iteration 6Q (2786.865605 sec): 3 clusters Score: Raw -112239.246564 + Penalty 2215.794936 = -110023.451629 nChanged 10 SP:Iteration 7Q (2786.912830 sec): 3 clusters Score: Raw -112254.640319 + Penalty 2215.794936 = -110038.845384 nChanged 9 SP:Iteration 8Q (2786.952786 sec): 3 clusters Score: Raw -112266.424048 + Penalty 2215.794936 = -110050.629112 nChanged 5 SP:Iteration 9Q (2786.991431 sec): 3 clusters Score: Raw -112271.518278 + Penalty 2215.794936 = -110055.723342 nChanged 3 SP:Iteration 10Q (2787.037499 sec): 3 clusters Score: Raw -112276.364469 + Penalty 2215.794936 = -110060.569533 nChanged 2 SP:Iteration 11Q (2787.091353 sec): 3 clusters Score: Raw -112284.697296 + Penalty 2215.794936 = -110068.902360 nChanged 5 SP:Iteration 12Q (2787.142242 sec): 3 clusters Score: Raw -112293.309204 + Penalty 2215.794936 = -110077.514269 nChanged 5 SP:Iteration 13Q (2787.187531 sec): 3 clusters Score: Raw -112298.625295 + Penalty 2215.794936 = -110082.830359 nChanged 5 SP:Iteration 14Q (2787.230971 sec): 3 clusters Score: Raw -112305.068540 + Penalty 2215.794936 = -110089.273604 nChanged 2 SP:Iteration 15Q (2787.272815 sec): 3 clusters Score: Raw -112306.511704 + Penalty 2215.794936 = -110090.716769 nChanged 0 SP:Iteration 16F (2787.323380 sec): 3 clusters Score: Raw -112306.511704 + Penalty 2215.794936 = -110090.716769 nChanged 0 Trying to split cluster 24 (8334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2787.347601 sec): 2 clusters Score: Raw -1202986.535942 + Penalty 1467.066057 = -1201519.469885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2787.410357 sec): 3 clusters Score: Raw -1198302.256504 + Penalty 2934.132114 = -1195368.124390 nChanged 3602 SP:Iteration 1F (2787.475455 sec): 3 clusters Score: Raw -1200271.715681 + Penalty 2934.132114 = -1197337.583567 nChanged 499 SP:Iteration 2F (2787.533301 sec): 3 clusters Score: Raw -1200477.387482 + Penalty 2934.132114 = -1197543.255368 nChanged 402 SP:Iteration 3Q (2787.583685 sec): 3 clusters Score: Raw -1200655.502396 + Penalty 2934.132114 = -1197721.370283 nChanged 370 SP:Iteration 4Q (2787.645978 sec): 3 clusters Score: Raw -1200822.627719 + Penalty 2934.132114 = -1197888.495606 nChanged 349 SP:Iteration 5Q (2787.687356 sec): 3 clusters Score: Raw -1200993.269302 + Penalty 2934.132114 = -1198059.137188 nChanged 350 SP:Iteration 6Q (2787.743904 sec): 3 clusters Score: Raw -1201188.147851 + Penalty 2934.132114 = -1198254.015738 nChanged 390 SP:Iteration 7Q (2787.800444 sec): 3 clusters Score: Raw -1201444.881875 + Penalty 2934.132114 = -1198510.749761 nChanged 393 SP:Iteration 8Q (2787.869277 sec): 3 clusters Score: Raw -1201744.223060 + Penalty 2934.132114 = -1198810.090946 nChanged 396 SP:Iteration 9Q (2787.918477 sec): 3 clusters Score: Raw -1202101.364577 + Penalty 2934.132114 = -1199167.232463 nChanged 400 SP:Iteration 10Q (2787.976658 sec): 3 clusters Score: Raw -1202551.045060 + Penalty 2934.132114 = -1199616.912946 nChanged 381 SP:Iteration 11Q (2788.026519 sec): 3 clusters Score: Raw -1203069.986535 + Penalty 2934.132114 = -1200135.854421 nChanged 375 SP:Iteration 12Q (2788.081882 sec): 3 clusters Score: Raw -1203678.780503 + Penalty 2934.132114 = -1200744.648389 nChanged 367 SP:Iteration 13Q (2788.151133 sec): 3 clusters Score: Raw -1204306.948862 + Penalty 2934.132114 = -1201372.816748 nChanged 309 SP:Iteration 14Q (2788.207645 sec): 3 clusters Score: Raw -1204688.324358 + Penalty 2934.132114 = -1201754.192244 nChanged 270 SP:Iteration 15Q (2788.254648 sec): 3 clusters Score: Raw -1204994.434386 + Penalty 2934.132114 = -1202060.302273 nChanged 233 SP:Iteration 16Q (2788.309992 sec): 3 clusters Score: Raw -1205238.229974 + Penalty 2934.132114 = -1202304.097860 nChanged 226 SP:Iteration 17Q (2788.359532 sec): 3 clusters Score: Raw -1205459.757625 + Penalty 2934.132114 = -1202525.625511 nChanged 179 SP:Iteration 18Q (2788.415366 sec): 3 clusters Score: Raw -1205633.367207 + Penalty 2934.132114 = -1202699.235093 nChanged 171 SP:Iteration 19Q (2788.469064 sec): 3 clusters Score: Raw -1205826.569598 + Penalty 2934.132114 = -1202892.437484 nChanged 166 SP:Iteration 20F (2788.519133 sec): 3 clusters Score: Raw -1205999.846315 + Penalty 2934.132114 = -1203065.714201 nChanged 146 SP:Iteration 21Q (2788.567708 sec): 3 clusters Score: Raw -1206133.998809 + Penalty 2934.132114 = -1203199.866696 nChanged 133 SP:Iteration 22Q (2788.628303 sec): 3 clusters Score: Raw -1206249.423813 + Penalty 2934.132114 = -1203315.291699 nChanged 125 SP:Iteration 23Q (2788.693338 sec): 3 clusters Score: Raw -1206351.251296 + Penalty 2934.132114 = -1203417.119182 nChanged 107 SP:Iteration 24Q (2788.743860 sec): 3 clusters Score: Raw -1206425.031138 + Penalty 2934.132114 = -1203490.899024 nChanged 96 SP:Iteration 25Q (2788.796570 sec): 3 clusters Score: Raw -1206506.695622 + Penalty 2934.132114 = -1203572.563508 nChanged 80 SP:Iteration 26Q (2788.842091 sec): 3 clusters Score: Raw -1206574.169160 + Penalty 2934.132114 = -1203640.037046 nChanged 67 SP:Iteration 27Q (2788.899680 sec): 3 clusters Score: Raw -1206609.702515 + Penalty 2934.132114 = -1203675.570401 nChanged 51 SP:Iteration 28Q (2788.954701 sec): 3 clusters Score: Raw -1206634.936326 + Penalty 2934.132114 = -1203700.804213 nChanged 43 SP:Iteration 29Q (2789.014884 sec): 3 clusters Score: Raw -1206649.515302 + Penalty 2934.132114 = -1203715.383188 nChanged 29 SP:Iteration 30Q (2789.065521 sec): 3 clusters Score: Raw -1206656.429232 + Penalty 2934.132114 = -1203722.297118 nChanged 15 SP:Iteration 31Q (2789.129571 sec): 3 clusters Score: Raw -1206660.045421 + Penalty 2934.132114 = -1203725.913307 nChanged 11 SP:Iteration 32Q (2789.186742 sec): 3 clusters Score: Raw -1206661.824384 + Penalty 2934.132114 = -1203727.692271 nChanged 6 SP:Iteration 33Q (2789.234779 sec): 3 clusters Score: Raw -1206662.514432 + Penalty 2934.132114 = -1203728.382318 nChanged 4 SP:Iteration 34Q (2789.289177 sec): 3 clusters Score: Raw -1206663.119409 + Penalty 2934.132114 = -1203728.987295 nChanged 3 SP:Iteration 35Q (2789.359565 sec): 3 clusters Score: Raw -1206663.581679 + Penalty 2934.132114 = -1203729.449565 nChanged 3 SP:Iteration 36Q (2789.416020 sec): 3 clusters Score: Raw -1206664.008206 + Penalty 2934.132114 = -1203729.876092 nChanged 3 SP:Iteration 37Q (2789.466028 sec): 3 clusters Score: Raw -1206664.501963 + Penalty 2934.132114 = -1203730.369849 nChanged 0 SP:Iteration 38F (2789.523774 sec): 3 clusters Score: Raw -1206666.295847 + Penalty 2934.132114 = -1203732.163733 nChanged 2 SP:Iteration 39Q (2789.582904 sec): 3 clusters Score: Raw -1206668.168099 + Penalty 2934.132114 = -1203734.035986 nChanged 3 SP:Iteration 40F (2789.633693 sec): 3 clusters Score: Raw -1206668.727286 + Penalty 2934.132114 = -1203734.595172 nChanged 0 Score: Raw -40021495.203134 + Penalty 77602.325753 = -39943892.877382 Splitting cluster 24 changes total score from -39942250.659899 to -39943892.877382 So it's getting split into cluster 38. Trying to split cluster 25 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2796.560165 sec): 2 clusters Score: Raw -18027.749661 + Penalty 947.203663 = -17080.545999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2796.596959 sec): 3 clusters Score: Raw -18109.084620 + Penalty 1894.407326 = -16214.677294 nChanged 86 SP:Iteration 1F (2796.644370 sec): 3 clusters Score: Raw -18263.221701 + Penalty 1894.407326 = -16368.814376 nChanged 19 SP:Iteration 2F (2796.689068 sec): 3 clusters Score: Raw -18328.994929 + Penalty 1894.407326 = -16434.587604 nChanged 16 SP:Iteration 3Q (2796.728761 sec): 3 clusters Score: Raw -18383.423350 + Penalty 1894.407326 = -16489.016024 nChanged 13 SP:Iteration 4Q (2796.766424 sec): 3 clusters Score: Raw -18458.854796 + Penalty 1894.407326 = -16564.447470 nChanged 19 SP:Iteration 5F (2796.818926 sec): 3 clusters Score: Raw -18553.372254 + Penalty 1894.407326 = -16658.964928 nChanged 7 SP:Iteration 6Q (2796.861963 sec): 3 clusters Score: Raw -18563.378824 + Penalty 1894.407326 = -16668.971498 nChanged 3 SP:Iteration 7Q (2796.903033 sec): 3 clusters Score: Raw -18574.517886 + Penalty 1894.407326 = -16680.110560 nChanged 2 SP:Iteration 8Q (2796.948173 sec): 3 clusters Score: Raw -18624.400388 + Penalty 1894.407326 = -16729.993062 nChanged 5 SP:Iteration 9Q (2796.990690 sec): 3 clusters Score: Raw -18660.814833 + Penalty 1894.407326 = -16766.407507 nChanged 3 SP:Iteration 10Q (2797.034077 sec): 3 clusters Score: Raw -18671.829226 + Penalty 1894.407326 = -16777.421900 nChanged 4 SP:Iteration 11Q (2797.083994 sec): 3 clusters Score: Raw -18698.001668 + Penalty 1894.407326 = -16803.594343 nChanged 1 SP:Iteration 12Q (2797.129039 sec): 3 clusters Score: Raw -18698.993085 + Penalty 1894.407326 = -16804.585759 nChanged 0 SP:Iteration 13F (2797.173324 sec): 3 clusters Score: Raw -18698.993085 + Penalty 1894.407326 = -16804.585759 nChanged 0 Trying to split cluster 26 (3820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2797.205182 sec): 2 clusters Score: Raw -509489.466994 + Penalty 1340.300927 = -508149.166068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2797.252777 sec): 3 clusters Score: Raw -507628.123260 + Penalty 2680.601853 = -504947.521407 nChanged 1526 SP:Iteration 1F (2797.307377 sec): 3 clusters Score: Raw -508543.958217 + Penalty 2680.601853 = -505863.356364 nChanged 286 SP:Iteration 2F (2797.352323 sec): 3 clusters Score: Raw -508739.333811 + Penalty 2680.601853 = -506058.731958 nChanged 206 SP:Iteration 3F (2797.400354 sec): 3 clusters Score: Raw -508871.842360 + Penalty 2680.601853 = -506191.240507 nChanged 196 SP:Iteration 4F (2797.452902 sec): 3 clusters Score: Raw -508981.170856 + Penalty 2680.601853 = -506300.569003 nChanged 161 SP:Iteration 5Q (2797.492798 sec): 3 clusters Score: Raw -509061.659570 + Penalty 2680.601853 = -506381.057717 nChanged 132 SP:Iteration 6Q (2797.546844 sec): 3 clusters Score: Raw -509138.987888 + Penalty 2680.601853 = -506458.386035 nChanged 128 SP:Iteration 7Q (2797.592746 sec): 3 clusters Score: Raw -509216.927178 + Penalty 2680.601853 = -506536.325325 nChanged 124 SP:Iteration 8Q (2797.645159 sec): 3 clusters Score: Raw -509294.487945 + Penalty 2680.601853 = -506613.886092 nChanged 140 SP:Iteration 9Q (2797.686854 sec): 3 clusters Score: Raw -509385.490988 + Penalty 2680.601853 = -506704.889135 nChanged 138 SP:Iteration 10Q (2797.744190 sec): 3 clusters Score: Raw -509474.527263 + Penalty 2680.601853 = -506793.925410 nChanged 117 SP:Iteration 11Q (2797.780209 sec): 3 clusters Score: Raw -509562.719752 + Penalty 2680.601853 = -506882.117899 nChanged 125 SP:Iteration 12Q (2797.828297 sec): 3 clusters Score: Raw -509648.753332 + Penalty 2680.601853 = -506968.151479 nChanged 107 SP:Iteration 13Q (2797.859923 sec): 3 clusters Score: Raw -509724.121939 + Penalty 2680.601853 = -507043.520086 nChanged 99 SP:Iteration 14Q (2797.886366 sec): 3 clusters Score: Raw -509798.830070 + Penalty 2680.601853 = -507118.228217 nChanged 73 SP:Iteration 15Q (2797.910397 sec): 3 clusters Score: Raw -509847.642563 + Penalty 2680.601853 = -507167.040710 nChanged 65 SP:Iteration 16Q (2797.971325 sec): 3 clusters Score: Raw -509892.572734 + Penalty 2680.601853 = -507211.970881 nChanged 54 SP:Iteration 17Q (2798.027456 sec): 3 clusters Score: Raw -509932.492769 + Penalty 2680.601853 = -507251.890916 nChanged 39 SP:Iteration 18Q (2798.065951 sec): 3 clusters Score: Raw -509964.886544 + Penalty 2680.601853 = -507284.284691 nChanged 35 SP:Iteration 19Q (2798.114661 sec): 3 clusters Score: Raw -509988.669272 + Penalty 2680.601853 = -507308.067419 nChanged 23 SP:Iteration 20F (2798.176527 sec): 3 clusters Score: Raw -510002.596297 + Penalty 2680.601853 = -507321.994444 nChanged 14 SP:Iteration 21Q (2798.231080 sec): 3 clusters Score: Raw -510011.934916 + Penalty 2680.601853 = -507331.333063 nChanged 14 SP:Iteration 22Q (2798.282603 sec): 3 clusters Score: Raw -510021.245612 + Penalty 2680.601853 = -507340.643759 nChanged 9 SP:Iteration 23Q (2798.332203 sec): 3 clusters Score: Raw -510028.433841 + Penalty 2680.601853 = -507347.831988 nChanged 10 SP:Iteration 24Q (2798.376700 sec): 3 clusters Score: Raw -510034.943672 + Penalty 2680.601853 = -507354.341819 nChanged 7 SP:Iteration 25Q (2798.426663 sec): 3 clusters Score: Raw -510039.662606 + Penalty 2680.601853 = -507359.060753 nChanged 2 SP:Iteration 26Q (2798.478940 sec): 3 clusters Score: Raw -510043.733039 + Penalty 2680.601853 = -507363.131186 nChanged 3 SP:Iteration 27Q (2798.534513 sec): 3 clusters Score: Raw -510046.846861 + Penalty 2680.601853 = -507366.245008 nChanged 2 SP:Iteration 28Q (2798.581294 sec): 3 clusters Score: Raw -510048.971455 + Penalty 2680.601853 = -507368.369602 nChanged 6 SP:Iteration 29Q (2798.639292 sec): 3 clusters Score: Raw -510051.089063 + Penalty 2680.601853 = -507370.487210 nChanged 1 SP:Iteration 30Q (2798.677852 sec): 3 clusters Score: Raw -510051.539101 + Penalty 2680.601853 = -507370.937248 nChanged 0 SP:Iteration 31F (2798.741048 sec): 3 clusters Score: Raw -510051.539101 + Penalty 2680.601853 = -507370.937248 nChanged 0 Trying to split cluster 27 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2798.760545 sec): 2 clusters Score: Raw -50657.564071 + Penalty 953.301059 = -49704.263012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2798.796455 sec): 3 clusters Score: Raw -50733.808428 + Penalty 1906.602119 = -48827.206310 nChanged 76 SP:Iteration 1F (2798.843627 sec): 3 clusters Score: Raw -50873.131233 + Penalty 1906.602119 = -48966.529114 nChanged 23 SP:Iteration 2F (2798.888546 sec): 3 clusters Score: Raw -50923.858642 + Penalty 1906.602119 = -49017.256523 nChanged 14 SP:Iteration 3Q (2798.935094 sec): 3 clusters Score: Raw -50964.933635 + Penalty 1906.602119 = -49058.331516 nChanged 5 SP:Iteration 4Q (2798.984045 sec): 3 clusters Score: Raw -50979.500408 + Penalty 1906.602119 = -49072.898290 nChanged 4 SP:Iteration 5Q (2799.034527 sec): 3 clusters Score: Raw -50999.733138 + Penalty 1906.602119 = -49093.131020 nChanged 4 SP:Iteration 6Q (2799.073477 sec): 3 clusters Score: Raw -51004.921403 + Penalty 1906.602119 = -49098.319285 nChanged 1 SP:Iteration 7Q (2799.111653 sec): 3 clusters Score: Raw -51005.573730 + Penalty 1906.602119 = -49098.971612 nChanged 2 SP:Iteration 8Q (2799.153233 sec): 3 clusters Score: Raw -51007.556114 + Penalty 1906.602119 = -49100.953996 nChanged 1 SP:Iteration 9Q (2799.208289 sec): 3 clusters Score: Raw -51008.237018 + Penalty 1906.602119 = -49101.634899 nChanged 0 SP:Iteration 10F (2799.242483 sec): 3 clusters Score: Raw -51008.237018 + Penalty 1906.602119 = -49101.634899 nChanged 0 Trying to split cluster 28 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2799.273359 sec): 2 clusters Score: Raw -24401.098108 + Penalty 955.586610 = -23445.511497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2799.317845 sec): 3 clusters Score: Raw -24467.173024 + Penalty 1911.173221 = -22555.999804 nChanged 100 SP:Iteration 1F (2799.369071 sec): 3 clusters Score: Raw -24837.066477 + Penalty 1911.173221 = -22925.893257 nChanged 52 SP:Iteration 2F (2799.400266 sec): 3 clusters Score: Raw -25074.106540 + Penalty 1911.173221 = -23162.933319 nChanged 18 SP:Iteration 3F (2799.440498 sec): 3 clusters Score: Raw -25213.715723 + Penalty 1911.173221 = -23302.542502 nChanged 14 SP:Iteration 4Q (2799.484251 sec): 3 clusters Score: Raw -25333.617322 + Penalty 1911.173221 = -23422.444102 nChanged 7 SP:Iteration 5Q (2799.520902 sec): 3 clusters Score: Raw -25394.583540 + Penalty 1911.173221 = -23483.410319 nChanged 5 SP:Iteration 6Q (2799.560932 sec): 3 clusters Score: Raw -25417.493145 + Penalty 1911.173221 = -23506.319925 nChanged 0 SP:Iteration 7F (2799.603305 sec): 3 clusters Score: Raw -25417.493145 + Penalty 1911.173221 = -23506.319925 nChanged 0 Score: Raw -40022511.598172 + Penalty 79644.492220 = -39942867.105952 Splitting cluster 28 changes total score from -39942250.659899 to -39942867.105952 So it's getting split into cluster 39. Trying to split cluster 29 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2806.802097 sec): 2 clusters Score: Raw -25217.055407 + Penalty 855.187156 = -24361.868251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2806.846633 sec): 3 clusters Score: Raw -25330.776399 + Penalty 1710.374311 = -23620.402088 nChanged 23 SP:Iteration 1F (2806.880271 sec): 3 clusters Score: Raw -25417.491544 + Penalty 1710.374311 = -23707.117233 nChanged 5 SP:Iteration 2Q (2806.932635 sec): 3 clusters Score: Raw -25427.920618 + Penalty 1710.374311 = -23717.546306 nChanged 1 SP:Iteration 3Q (2806.965254 sec): 3 clusters Score: Raw -25429.351208 + Penalty 1710.374311 = -23718.976896 nChanged 0 SP:Iteration 4F (2807.004817 sec): 3 clusters Score: Raw -25429.351208 + Penalty 1710.374311 = -23718.976896 nChanged 0 Trying to split cluster 30 (6106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2807.048157 sec): 2 clusters Score: Raw -875202.697216 + Penalty 1416.516916 = -873786.180300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2807.092597 sec): 3 clusters Score: Raw -871929.752010 + Penalty 2833.033831 = -869096.718179 nChanged 2538 SP:Iteration 1F (2807.146171 sec): 3 clusters Score: Raw -873300.555717 + Penalty 2833.033831 = -870467.521886 nChanged 397 SP:Iteration 2F (2807.199764 sec): 3 clusters Score: Raw -873494.516316 + Penalty 2833.033831 = -870661.482485 nChanged 295 SP:Iteration 3Q (2807.252976 sec): 3 clusters Score: Raw -873619.478522 + Penalty 2833.033831 = -870786.444690 nChanged 247 SP:Iteration 4Q (2807.308631 sec): 3 clusters Score: Raw -873711.559126 + Penalty 2833.033831 = -870878.525294 nChanged 202 SP:Iteration 5Q (2807.361263 sec): 3 clusters Score: Raw -873794.643509 + Penalty 2833.033831 = -870961.609677 nChanged 204 SP:Iteration 6Q (2807.424031 sec): 3 clusters Score: Raw -873894.377248 + Penalty 2833.033831 = -871061.343416 nChanged 202 SP:Iteration 7Q (2807.465605 sec): 3 clusters Score: Raw -874001.146648 + Penalty 2833.033831 = -871168.112816 nChanged 205 SP:Iteration 8Q (2807.521423 sec): 3 clusters Score: Raw -874106.167259 + Penalty 2833.033831 = -871273.133428 nChanged 212 SP:Iteration 9Q (2807.587538 sec): 3 clusters Score: Raw -874229.662076 + Penalty 2833.033831 = -871396.628245 nChanged 228 SP:Iteration 10Q (2807.631465 sec): 3 clusters Score: Raw -874366.892825 + Penalty 2833.033831 = -871533.858994 nChanged 248 SP:Iteration 11Q (2807.694834 sec): 3 clusters Score: Raw -874524.345550 + Penalty 2833.033831 = -871691.311719 nChanged 213 SP:Iteration 12Q (2807.751629 sec): 3 clusters Score: Raw -874643.650696 + Penalty 2833.033831 = -871810.616865 nChanged 183 SP:Iteration 13Q (2807.792944 sec): 3 clusters Score: Raw -874740.519945 + Penalty 2833.033831 = -871907.486114 nChanged 168 SP:Iteration 14Q (2807.848201 sec): 3 clusters Score: Raw -874833.425244 + Penalty 2833.033831 = -872000.391413 nChanged 163 SP:Iteration 15Q (2807.909643 sec): 3 clusters Score: Raw -874916.605810 + Penalty 2833.033831 = -872083.571979 nChanged 155 SP:Iteration 16Q (2807.960084 sec): 3 clusters Score: Raw -874991.811179 + Penalty 2833.033831 = -872158.777348 nChanged 150 SP:Iteration 17Q (2808.010982 sec): 3 clusters Score: Raw -875068.096833 + Penalty 2833.033831 = -872235.063002 nChanged 114 SP:Iteration 18Q (2808.068706 sec): 3 clusters Score: Raw -875107.063117 + Penalty 2833.033831 = -872274.029285 nChanged 91 SP:Iteration 19Q (2808.126899 sec): 3 clusters Score: Raw -875131.031747 + Penalty 2833.033831 = -872297.997916 nChanged 68 SP:Iteration 20F (2808.182876 sec): 3 clusters Score: Raw -875152.180957 + Penalty 2833.033831 = -872319.147126 nChanged 60 SP:Iteration 21Q (2808.233489 sec): 3 clusters Score: Raw -875167.974168 + Penalty 2833.033831 = -872334.940336 nChanged 51 SP:Iteration 22Q (2808.293328 sec): 3 clusters Score: Raw -875182.926691 + Penalty 2833.033831 = -872349.892860 nChanged 42 SP:Iteration 23Q (2808.351030 sec): 3 clusters Score: Raw -875195.851287 + Penalty 2833.033831 = -872362.817455 nChanged 47 SP:Iteration 24Q (2808.402634 sec): 3 clusters Score: Raw -875210.836238 + Penalty 2833.033831 = -872377.802407 nChanged 57 SP:Iteration 25Q (2808.463811 sec): 3 clusters Score: Raw -875227.933791 + Penalty 2833.033831 = -872394.899959 nChanged 47 SP:Iteration 26Q (2808.521200 sec): 3 clusters Score: Raw -875240.936174 + Penalty 2833.033831 = -872407.902342 nChanged 43 SP:Iteration 27Q (2808.564125 sec): 3 clusters Score: Raw -875253.764085 + Penalty 2833.033831 = -872420.730254 nChanged 47 SP:Iteration 28Q (2808.621123 sec): 3 clusters Score: Raw -875266.855854 + Penalty 2833.033831 = -872433.822022 nChanged 43 SP:Iteration 29Q (2808.675714 sec): 3 clusters Score: Raw -875281.746858 + Penalty 2833.033831 = -872448.713026 nChanged 55 SP:Iteration 30Q (2808.737440 sec): 3 clusters Score: Raw -875299.180495 + Penalty 2833.033831 = -872466.146664 nChanged 46 SP:Iteration 31Q (2808.783878 sec): 3 clusters Score: Raw -875311.882885 + Penalty 2833.033831 = -872478.849054 nChanged 36 SP:Iteration 32Q (2808.849535 sec): 3 clusters Score: Raw -875321.075938 + Penalty 2833.033831 = -872488.042106 nChanged 33 SP:Iteration 33Q (2808.893995 sec): 3 clusters Score: Raw -875328.247584 + Penalty 2833.033831 = -872495.213753 nChanged 20 SP:Iteration 34Q (2808.944981 sec): 3 clusters Score: Raw -875332.513489 + Penalty 2833.033831 = -872499.479658 nChanged 12 SP:Iteration 35Q (2809.002940 sec): 3 clusters Score: Raw -875335.887484 + Penalty 2833.033831 = -872502.853653 nChanged 13 SP:Iteration 36Q (2809.058999 sec): 3 clusters Score: Raw -875338.686873 + Penalty 2833.033831 = -872505.653042 nChanged 13 SP:Iteration 37Q (2809.114143 sec): 3 clusters Score: Raw -875341.485302 + Penalty 2833.033831 = -872508.451470 nChanged 17 SP:Iteration 38Q (2809.174235 sec): 3 clusters Score: Raw -875345.476572 + Penalty 2833.033831 = -872512.442741 nChanged 18 SP:Iteration 39Q (2809.231786 sec): 3 clusters Score: Raw -875349.462495 + Penalty 2833.033831 = -872516.428664 nChanged 13 SP:Iteration 40F (2809.287280 sec): 3 clusters Score: Raw -875352.275021 + Penalty 2833.033831 = -872519.241190 nChanged 10 SP:Iteration 41Q (2809.336963 sec): 3 clusters Score: Raw -875354.141755 + Penalty 2833.033831 = -872521.107923 nChanged 9 SP:Iteration 42Q (2809.404531 sec): 3 clusters Score: Raw -875356.249273 + Penalty 2833.033831 = -872523.215442 nChanged 12 SP:Iteration 43Q (2809.448480 sec): 3 clusters Score: Raw -875359.789561 + Penalty 2833.033831 = -872526.755730 nChanged 20 SP:Iteration 44Q (2809.498942 sec): 3 clusters Score: Raw -875363.421264 + Penalty 2833.033831 = -872530.387433 nChanged 14 SP:Iteration 45Q (2809.561780 sec): 3 clusters Score: Raw -875366.261300 + Penalty 2833.033831 = -872533.227468 nChanged 20 SP:Iteration 46Q (2809.606523 sec): 3 clusters Score: Raw -875369.520388 + Penalty 2833.033831 = -872536.486557 nChanged 18 SP:Iteration 47Q (2809.670147 sec): 3 clusters Score: Raw -875373.890680 + Penalty 2833.033831 = -872540.856848 nChanged 10 SP:Iteration 48Q (2809.728068 sec): 3 clusters Score: Raw -875375.472861 + Penalty 2833.033831 = -872542.439029 nChanged 5 SP:Iteration 49Q (2809.783625 sec): 3 clusters Score: Raw -875376.369090 + Penalty 2833.033831 = -872543.335259 nChanged 6 SP:Iteration 50Q (2809.827964 sec): 3 clusters Score: Raw -875377.104856 + Penalty 2833.033831 = -872544.071025 nChanged 4 SP:Iteration 51Q (2809.892124 sec): 3 clusters Score: Raw -875377.468913 + Penalty 2833.033831 = -872544.435082 nChanged 2 SP:Iteration 52Q (2809.941512 sec): 3 clusters Score: Raw -875377.563048 + Penalty 2833.033831 = -872544.529217 nChanged 0 SP:Iteration 53F (2809.995696 sec): 3 clusters Score: Raw -875377.563048 + Penalty 2833.033831 = -872544.529217 nChanged 0 Trying to split cluster 31 (5218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2810.026546 sec): 2 clusters Score: Raw -705922.774487 + Penalty 1390.978788 = -704531.795699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2810.073356 sec): 3 clusters Score: Raw -703211.631988 + Penalty 2781.957576 = -700429.674412 nChanged 2134 SP:Iteration 1F (2810.139306 sec): 3 clusters Score: Raw -704617.809344 + Penalty 2781.957576 = -701835.851768 nChanged 452 SP:Iteration 2F (2810.192591 sec): 3 clusters Score: Raw -704928.651339 + Penalty 2781.957576 = -702146.693763 nChanged 336 SP:Iteration 3F (2810.245876 sec): 3 clusters Score: Raw -705148.924564 + Penalty 2781.957576 = -702366.966987 nChanged 265 SP:Iteration 4F (2810.304400 sec): 3 clusters Score: Raw -705288.485873 + Penalty 2781.957576 = -702506.528297 nChanged 213 SP:Iteration 5Q (2810.361061 sec): 3 clusters Score: Raw -705404.062521 + Penalty 2781.957576 = -702622.104945 nChanged 189 SP:Iteration 6Q (2810.416737 sec): 3 clusters Score: Raw -705502.937501 + Penalty 2781.957576 = -702720.979925 nChanged 151 SP:Iteration 7Q (2810.457632 sec): 3 clusters Score: Raw -705576.916907 + Penalty 2781.957576 = -702794.959330 nChanged 144 SP:Iteration 8Q (2810.483915 sec): 3 clusters Score: Raw -705634.101201 + Penalty 2781.957576 = -702852.143625 nChanged 103 SP:Iteration 9Q (2810.547742 sec): 3 clusters Score: Raw -705686.163894 + Penalty 2781.957576 = -702904.206318 nChanged 100 SP:Iteration 10Q (2810.592866 sec): 3 clusters Score: Raw -705724.854188 + Penalty 2781.957576 = -702942.896612 nChanged 86 SP:Iteration 11Q (2810.639971 sec): 3 clusters Score: Raw -705758.935642 + Penalty 2781.957576 = -702976.978065 nChanged 93 SP:Iteration 12Q (2810.693903 sec): 3 clusters Score: Raw -705795.688353 + Penalty 2781.957576 = -703013.730777 nChanged 95 SP:Iteration 13Q (2810.755876 sec): 3 clusters Score: Raw -705824.154727 + Penalty 2781.957576 = -703042.197151 nChanged 78 SP:Iteration 14Q (2810.802227 sec): 3 clusters Score: Raw -705857.236475 + Penalty 2781.957576 = -703075.278899 nChanged 95 SP:Iteration 15Q (2810.856260 sec): 3 clusters Score: Raw -705891.172776 + Penalty 2781.957576 = -703109.215200 nChanged 76 SP:Iteration 16Q (2810.904161 sec): 3 clusters Score: Raw -705916.716667 + Penalty 2781.957576 = -703134.759090 nChanged 65 SP:Iteration 17Q (2810.966312 sec): 3 clusters Score: Raw -705940.548512 + Penalty 2781.957576 = -703158.590936 nChanged 63 SP:Iteration 18Q (2811.022794 sec): 3 clusters Score: Raw -705966.609635 + Penalty 2781.957576 = -703184.652059 nChanged 66 SP:Iteration 19Q (2811.074300 sec): 3 clusters Score: Raw -705992.101187 + Penalty 2781.957576 = -703210.143611 nChanged 87 SP:Iteration 20F (2811.120860 sec): 3 clusters Score: Raw -706025.871510 + Penalty 2781.957576 = -703243.913934 nChanged 85 SP:Iteration 21Q (2811.171443 sec): 3 clusters Score: Raw -706067.312581 + Penalty 2781.957576 = -703285.355005 nChanged 83 SP:Iteration 22Q (2811.231825 sec): 3 clusters Score: Raw -706107.914073 + Penalty 2781.957576 = -703325.956496 nChanged 86 SP:Iteration 23Q (2811.275545 sec): 3 clusters Score: Raw -706154.342256 + Penalty 2781.957576 = -703372.384680 nChanged 104 SP:Iteration 24Q (2811.327982 sec): 3 clusters Score: Raw -706209.399493 + Penalty 2781.957576 = -703427.441916 nChanged 77 SP:Iteration 25Q (2811.379585 sec): 3 clusters Score: Raw -706238.602916 + Penalty 2781.957576 = -703456.645340 nChanged 58 SP:Iteration 26Q (2811.428939 sec): 3 clusters Score: Raw -706260.557685 + Penalty 2781.957576 = -703478.600108 nChanged 67 SP:Iteration 27Q (2811.474285 sec): 3 clusters Score: Raw -706288.313344 + Penalty 2781.957576 = -703506.355768 nChanged 73 SP:Iteration 28Q (2811.538775 sec): 3 clusters Score: Raw -706317.429506 + Penalty 2781.957576 = -703535.471930 nChanged 61 SP:Iteration 29Q (2811.574985 sec): 3 clusters Score: Raw -706342.841609 + Penalty 2781.957576 = -703560.884033 nChanged 60 SP:Iteration 30Q (2811.636753 sec): 3 clusters Score: Raw -706368.513881 + Penalty 2781.957576 = -703586.556305 nChanged 49 SP:Iteration 31Q (2811.676866 sec): 3 clusters Score: Raw -706397.787927 + Penalty 2781.957576 = -703615.830351 nChanged 41 SP:Iteration 32Q (2811.735337 sec): 3 clusters Score: Raw -706425.283969 + Penalty 2781.957576 = -703643.326392 nChanged 41 SP:Iteration 33Q (2811.782433 sec): 3 clusters Score: Raw -706447.833755 + Penalty 2781.957576 = -703665.876179 nChanged 31 SP:Iteration 34Q (2811.832604 sec): 3 clusters Score: Raw -706462.650919 + Penalty 2781.957576 = -703680.693343 nChanged 25 SP:Iteration 35Q (2811.882481 sec): 3 clusters Score: Raw -706472.643754 + Penalty 2781.957576 = -703690.686178 nChanged 23 SP:Iteration 36Q (2811.935256 sec): 3 clusters Score: Raw -706479.758250 + Penalty 2781.957576 = -703697.800674 nChanged 20 SP:Iteration 37Q (2811.976593 sec): 3 clusters Score: Raw -706484.954982 + Penalty 2781.957576 = -703702.997406 nChanged 17 SP:Iteration 38Q (2812.027903 sec): 3 clusters Score: Raw -706489.493562 + Penalty 2781.957576 = -703707.535986 nChanged 16 SP:Iteration 39Q (2812.076613 sec): 3 clusters Score: Raw -706492.981091 + Penalty 2781.957576 = -703711.023514 nChanged 16 SP:Iteration 40F (2812.126923 sec): 3 clusters Score: Raw -706497.097332 + Penalty 2781.957576 = -703715.139755 nChanged 16 SP:Iteration 41Q (2812.183831 sec): 3 clusters Score: Raw -706502.628353 + Penalty 2781.957576 = -703720.670777 nChanged 16 SP:Iteration 42Q (2812.231284 sec): 3 clusters Score: Raw -706508.699335 + Penalty 2781.957576 = -703726.741759 nChanged 17 SP:Iteration 43Q (2812.285092 sec): 3 clusters Score: Raw -706515.318628 + Penalty 2781.957576 = -703733.361052 nChanged 17 SP:Iteration 44Q (2812.338862 sec): 3 clusters Score: Raw -706521.961855 + Penalty 2781.957576 = -703740.004279 nChanged 20 SP:Iteration 45Q (2812.398199 sec): 3 clusters Score: Raw -706530.394471 + Penalty 2781.957576 = -703748.436894 nChanged 26 SP:Iteration 46Q (2812.448195 sec): 3 clusters Score: Raw -706540.804635 + Penalty 2781.957576 = -703758.847059 nChanged 24 SP:Iteration 47Q (2812.494334 sec): 3 clusters Score: Raw -706547.852664 + Penalty 2781.957576 = -703765.895087 nChanged 15 SP:Iteration 48Q (2812.540777 sec): 3 clusters Score: Raw -706552.884934 + Penalty 2781.957576 = -703770.927357 nChanged 20 SP:Iteration 49Q (2812.590347 sec): 3 clusters Score: Raw -706560.052633 + Penalty 2781.957576 = -703778.095057 nChanged 26 SP:Iteration 50Q (2812.645415 sec): 3 clusters Score: Raw -706569.130034 + Penalty 2781.957576 = -703787.172458 nChanged 22 SP:Iteration 51Q (2812.697786 sec): 3 clusters Score: Raw -706574.842159 + Penalty 2781.957576 = -703792.884582 nChanged 15 SP:Iteration 52Q (2812.746304 sec): 3 clusters Score: Raw -706577.955704 + Penalty 2781.957576 = -703795.998128 nChanged 7 SP:Iteration 53Q (2812.806262 sec): 3 clusters Score: Raw -706579.665960 + Penalty 2781.957576 = -703797.708383 nChanged 6 SP:Iteration 54Q (2812.853465 sec): 3 clusters Score: Raw -706580.684524 + Penalty 2781.957576 = -703798.726948 nChanged 5 SP:Iteration 55Q (2812.902100 sec): 3 clusters Score: Raw -706582.682431 + Penalty 2781.957576 = -703800.724854 nChanged 7 SP:Iteration 56Q (2812.960601 sec): 3 clusters Score: Raw -706584.930723 + Penalty 2781.957576 = -703802.973146 nChanged 9 SP:Iteration 57Q (2813.002465 sec): 3 clusters Score: Raw -706587.746135 + Penalty 2781.957576 = -703805.788558 nChanged 9 SP:Iteration 58Q (2813.056377 sec): 3 clusters Score: Raw -706590.357922 + Penalty 2781.957576 = -703808.400346 nChanged 10 SP:Iteration 59Q (2813.105141 sec): 3 clusters Score: Raw -706593.030309 + Penalty 2781.957576 = -703811.072732 nChanged 16 SP:Iteration 60F (2813.157859 sec): 3 clusters Score: Raw -706598.853871 + Penalty 2781.957576 = -703816.896295 nChanged 15 SP:Iteration 61Q (2813.203913 sec): 3 clusters Score: Raw -706601.882153 + Penalty 2781.957576 = -703819.924577 nChanged 8 SP:Iteration 62Q (2813.247378 sec): 3 clusters Score: Raw -706604.506739 + Penalty 2781.957576 = -703822.549162 nChanged 11 SP:Iteration 63Q (2813.304791 sec): 3 clusters Score: Raw -706609.283669 + Penalty 2781.957576 = -703827.326093 nChanged 11 SP:Iteration 64Q (2813.364171 sec): 3 clusters Score: Raw -706612.675369 + Penalty 2781.957576 = -703830.717793 nChanged 8 SP:Iteration 65Q (2813.418630 sec): 3 clusters Score: Raw -706614.670675 + Penalty 2781.957576 = -703832.713098 nChanged 4 SP:Iteration 66Q (2813.468480 sec): 3 clusters Score: Raw -706615.492610 + Penalty 2781.957576 = -703833.535034 nChanged 5 SP:Iteration 67Q (2813.520325 sec): 3 clusters Score: Raw -706617.007626 + Penalty 2781.957576 = -703835.050050 nChanged 4 SP:Iteration 68Q (2813.568436 sec): 3 clusters Score: Raw -706618.256599 + Penalty 2781.957576 = -703836.299023 nChanged 6 SP:Iteration 69Q (2813.610177 sec): 3 clusters Score: Raw -706620.205607 + Penalty 2781.957576 = -703838.248031 nChanged 6 SP:Iteration 70Q (2813.663897 sec): 3 clusters Score: Raw -706622.377279 + Penalty 2781.957576 = -703840.419702 nChanged 10 SP:Iteration 71Q (2813.710848 sec): 3 clusters Score: Raw -706626.464241 + Penalty 2781.957576 = -703844.506664 nChanged 9 SP:Iteration 72Q (2813.764666 sec): 3 clusters Score: Raw -706630.772437 + Penalty 2781.957576 = -703848.814861 nChanged 10 SP:Iteration 73Q (2813.817106 sec): 3 clusters Score: Raw -706634.662363 + Penalty 2781.957576 = -703852.704786 nChanged 10 SP:Iteration 74Q (2813.868926 sec): 3 clusters Score: Raw -706639.061694 + Penalty 2781.957576 = -703857.104117 nChanged 9 SP:Iteration 75Q (2813.926055 sec): 3 clusters Score: Raw -706643.898601 + Penalty 2781.957576 = -703861.941025 nChanged 19 SP:Iteration 76Q (2813.978288 sec): 3 clusters Score: Raw -706650.690411 + Penalty 2781.957576 = -703868.732834 nChanged 16 SP:Iteration 77Q (2814.031606 sec): 3 clusters Score: Raw -706657.637434 + Penalty 2781.957576 = -703875.679857 nChanged 13 SP:Iteration 78Q (2814.090721 sec): 3 clusters Score: Raw -706662.064015 + Penalty 2781.957576 = -703880.106439 nChanged 10 SP:Iteration 79Q (2814.141858 sec): 3 clusters Score: Raw -706667.231555 + Penalty 2781.957576 = -703885.273979 nChanged 18 SP:Iteration 80F (2814.199052 sec): 3 clusters Score: Raw -706676.855402 + Penalty 2781.957576 = -703894.897825 nChanged 25 SP:Iteration 81Q (2814.241720 sec): 3 clusters Score: Raw -706693.840614 + Penalty 2781.957576 = -703911.883038 nChanged 28 SP:Iteration 82Q (2814.298092 sec): 3 clusters Score: Raw -706709.143738 + Penalty 2781.957576 = -703927.186162 nChanged 16 SP:Iteration 83Q (2814.346666 sec): 3 clusters Score: Raw -706718.258787 + Penalty 2781.957576 = -703936.301211 nChanged 17 SP:Iteration 84Q (2814.400798 sec): 3 clusters Score: Raw -706731.010653 + Penalty 2781.957576 = -703949.053076 nChanged 15 SP:Iteration 85Q (2814.457788 sec): 3 clusters Score: Raw -706742.003838 + Penalty 2781.957576 = -703960.046262 nChanged 17 SP:Iteration 86Q (2814.507115 sec): 3 clusters Score: Raw -706751.154304 + Penalty 2781.957576 = -703969.196727 nChanged 13 SP:Iteration 87Q (2814.550191 sec): 3 clusters Score: Raw -706759.673285 + Penalty 2781.957576 = -703977.715708 nChanged 11 SP:Iteration 88Q (2814.603157 sec): 3 clusters Score: Raw -706764.316639 + Penalty 2781.957576 = -703982.359062 nChanged 6 SP:Iteration 89Q (2814.669402 sec): 3 clusters Score: Raw -706766.786804 + Penalty 2781.957576 = -703984.829228 nChanged 8 SP:Iteration 90Q (2814.725666 sec): 3 clusters Score: Raw -706769.746171 + Penalty 2781.957576 = -703987.788594 nChanged 9 SP:Iteration 91Q (2814.771538 sec): 3 clusters Score: Raw -706772.405222 + Penalty 2781.957576 = -703990.447646 nChanged 5 SP:Iteration 92Q (2814.826849 sec): 3 clusters Score: Raw -706773.587376 + Penalty 2781.957576 = -703991.629800 nChanged 4 SP:Iteration 93Q (2814.867637 sec): 3 clusters Score: Raw -706775.056858 + Penalty 2781.957576 = -703993.099282 nChanged 2 SP:Iteration 94Q (2814.917714 sec): 3 clusters Score: Raw -706776.203432 + Penalty 2781.957576 = -703994.245856 nChanged 1 SP:Iteration 95Q (2814.975589 sec): 3 clusters Score: Raw -706776.697820 + Penalty 2781.957576 = -703994.740243 nChanged 0 SP:Iteration 96F (2815.025928 sec): 3 clusters Score: Raw -706776.697820 + Penalty 2781.957576 = -703994.740243 nChanged 0 Trying to split cluster 32 (29175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2815.091703 sec): 2 clusters Score: Raw -4114645.293493 + Penalty 1670.673462 = -4112974.620031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2815.186388 sec): 3 clusters Score: Raw -4096569.384512 + Penalty 3341.346924 = -4093228.037588 nChanged 13393 SP:Iteration 1F (2815.281653 sec): 3 clusters Score: Raw -4104176.215798 + Penalty 3341.346924 = -4100834.868875 nChanged 1330 SP:Iteration 2Q (2815.369715 sec): 3 clusters Score: Raw -4104607.822619 + Penalty 3341.346924 = -4101266.475696 nChanged 1279 SP:Iteration 3Q (2815.473467 sec): 3 clusters Score: Raw -4105067.805791 + Penalty 3341.346924 = -4101726.458867 nChanged 1224 SP:Iteration 4Q (2815.552676 sec): 3 clusters Score: Raw -4105615.712474 + Penalty 3341.346924 = -4102274.365550 nChanged 1324 SP:Iteration 5Q (2815.651060 sec): 3 clusters Score: Raw -4106274.988159 + Penalty 3341.346924 = -4102933.641236 nChanged 1467 SP:Iteration 6F (2815.744089 sec): 3 clusters Score: Raw -4107108.307473 + Penalty 3341.346924 = -4103766.960550 nChanged 1587 SP:Iteration 7F (2815.841581 sec): 3 clusters Score: Raw -4108146.118955 + Penalty 3341.346924 = -4104804.772032 nChanged 1729 SP:Iteration 8F (2815.937714 sec): 3 clusters Score: Raw -4109440.665681 + Penalty 3341.346924 = -4106099.318757 nChanged 1638 SP:Iteration 9F (2816.024713 sec): 3 clusters Score: Raw -4110746.504452 + Penalty 3341.346924 = -4107405.157529 nChanged 1396 SP:Iteration 10Q (2816.112635 sec): 3 clusters Score: Raw -4111853.790309 + Penalty 3341.346924 = -4108512.443385 nChanged 1095 SP:Iteration 11Q (2816.207699 sec): 3 clusters Score: Raw -4112668.452898 + Penalty 3341.346924 = -4109327.105975 nChanged 834 SP:Iteration 12Q (2816.297366 sec): 3 clusters Score: Raw -4113221.937491 + Penalty 3341.346924 = -4109880.590567 nChanged 645 SP:Iteration 13Q (2816.401737 sec): 3 clusters Score: Raw -4113624.604413 + Penalty 3341.346924 = -4110283.257489 nChanged 485 SP:Iteration 14Q (2816.477158 sec): 3 clusters Score: Raw -4113936.432592 + Penalty 3341.346924 = -4110595.085668 nChanged 401 SP:Iteration 15Q (2816.561112 sec): 3 clusters Score: Raw -4114187.977015 + Penalty 3341.346924 = -4110846.630092 nChanged 298 SP:Iteration 16Q (2816.644994 sec): 3 clusters Score: Raw -4114375.268388 + Penalty 3341.346924 = -4111033.921464 nChanged 242 SP:Iteration 17Q (2816.730797 sec): 3 clusters Score: Raw -4114525.528749 + Penalty 3341.346924 = -4111184.181825 nChanged 172 SP:Iteration 18Q (2816.810869 sec): 3 clusters Score: Raw -4114617.824674 + Penalty 3341.346924 = -4111276.477751 nChanged 128 SP:Iteration 19Q (2816.900006 sec): 3 clusters Score: Raw -4114693.498568 + Penalty 3341.346924 = -4111352.151644 nChanged 93 SP:Iteration 20F (2816.978037 sec): 3 clusters Score: Raw -4114755.226256 + Penalty 3341.346924 = -4111413.879332 nChanged 77 SP:Iteration 21Q (2817.065378 sec): 3 clusters Score: Raw -4114806.470090 + Penalty 3341.346924 = -4111465.123166 nChanged 50 SP:Iteration 22Q (2817.139215 sec): 3 clusters Score: Raw -4114834.018198 + Penalty 3341.346924 = -4111492.671275 nChanged 33 SP:Iteration 23Q (2817.226199 sec): 3 clusters Score: Raw -4114853.625458 + Penalty 3341.346924 = -4111512.278535 nChanged 30 SP:Iteration 24Q (2817.296103 sec): 3 clusters Score: Raw -4114869.351585 + Penalty 3341.346924 = -4111528.004662 nChanged 20 SP:Iteration 25Q (2817.388623 sec): 3 clusters Score: Raw -4114877.467318 + Penalty 3341.346924 = -4111536.120395 nChanged 12 SP:Iteration 26Q (2817.473734 sec): 3 clusters Score: Raw -4114885.474697 + Penalty 3341.346924 = -4111544.127774 nChanged 14 SP:Iteration 27Q (2817.559681 sec): 3 clusters Score: Raw -4114895.000831 + Penalty 3341.346924 = -4111553.653908 nChanged 14 SP:Iteration 28Q (2817.640086 sec): 3 clusters Score: Raw -4114902.693942 + Penalty 3341.346924 = -4111561.347018 nChanged 12 SP:Iteration 29Q (2817.721808 sec): 3 clusters Score: Raw -4114907.392389 + Penalty 3341.346924 = -4111566.045465 nChanged 9 SP:Iteration 30Q (2817.800922 sec): 3 clusters Score: Raw -4114911.786392 + Penalty 3341.346924 = -4111570.439468 nChanged 6 SP:Iteration 31Q (2817.891396 sec): 3 clusters Score: Raw -4114913.835065 + Penalty 3341.346924 = -4111572.488141 nChanged 3 SP:Iteration 32Q (2817.976844 sec): 3 clusters Score: Raw -4114914.645827 + Penalty 3341.346924 = -4111573.298903 nChanged 3 SP:Iteration 33Q (2818.056968 sec): 3 clusters Score: Raw -4114916.194946 + Penalty 3341.346924 = -4111574.848022 nChanged 4 SP:Iteration 34Q (2818.138257 sec): 3 clusters Score: Raw -4114918.861135 + Penalty 3341.346924 = -4111577.514212 nChanged 3 SP:Iteration 35Q (2818.230138 sec): 3 clusters Score: Raw -4114920.320987 + Penalty 3341.346924 = -4111578.974064 nChanged 5 SP:Iteration 36Q (2818.308511 sec): 3 clusters Score: Raw -4114922.369680 + Penalty 3341.346924 = -4111581.022756 nChanged 6 SP:Iteration 37Q (2818.381005 sec): 3 clusters Score: Raw -4114925.012104 + Penalty 3341.346924 = -4111583.665180 nChanged 2 SP:Iteration 38Q (2818.468659 sec): 3 clusters Score: Raw -4114926.048605 + Penalty 3341.346924 = -4111584.701682 nChanged 3 SP:Iteration 39Q (2818.553473 sec): 3 clusters Score: Raw -4114927.601969 + Penalty 3341.346924 = -4111586.255045 nChanged 2 SP:Iteration 40F (2818.642770 sec): 3 clusters Score: Raw -4114928.975953 + Penalty 3341.346924 = -4111587.629030 nChanged 3 SP:Iteration 41Q (2818.717530 sec): 3 clusters Score: Raw -4114930.764656 + Penalty 3341.346924 = -4111589.417732 nChanged 3 SP:Iteration 42Q (2818.806608 sec): 3 clusters Score: Raw -4114932.180814 + Penalty 3341.346924 = -4111590.833890 nChanged 5 SP:Iteration 43Q (2818.887262 sec): 3 clusters Score: Raw -4114934.920961 + Penalty 3341.346924 = -4111593.574038 nChanged 8 SP:Iteration 44Q (2818.970539 sec): 3 clusters Score: Raw -4114939.115492 + Penalty 3341.346924 = -4111597.768569 nChanged 3 SP:Iteration 45Q (2819.057778 sec): 3 clusters Score: Raw -4114940.452382 + Penalty 3341.346924 = -4111599.105459 nChanged 3 SP:Iteration 46Q (2819.143269 sec): 3 clusters Score: Raw -4114941.805410 + Penalty 3341.346924 = -4111600.458486 nChanged 2 SP:Iteration 47Q (2819.236327 sec): 3 clusters Score: Raw -4114942.962898 + Penalty 3341.346924 = -4111601.615975 nChanged 3 SP:Iteration 48Q (2819.325024 sec): 3 clusters Score: Raw -4114943.822090 + Penalty 3341.346924 = -4111602.475166 nChanged 2 SP:Iteration 49Q (2819.412470 sec): 3 clusters Score: Raw -4114945.450051 + Penalty 3341.346924 = -4111604.103127 nChanged 3 SP:Iteration 50Q (2819.501762 sec): 3 clusters Score: Raw -4114947.416791 + Penalty 3341.346924 = -4111606.069868 nChanged 1 SP:Iteration 51Q (2819.590671 sec): 3 clusters Score: Raw -4114948.112589 + Penalty 3341.346924 = -4111606.765665 nChanged 1 SP:Iteration 52Q (2819.674591 sec): 3 clusters Score: Raw -4114948.365081 + Penalty 3341.346924 = -4111607.018158 nChanged 0 SP:Iteration 53F (2819.772711 sec): 3 clusters Score: Raw -4114948.365081 + Penalty 3341.346924 = -4111607.018158 nChanged 0 Trying to split cluster 33 (12102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2819.817293 sec): 2 clusters Score: Raw -1753781.974192 + Penalty 1527.682976 = -1752254.291216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2819.890437 sec): 3 clusters Score: Raw -1746731.347249 + Penalty 3055.365952 = -1743675.981296 nChanged 5322 SP:Iteration 1F (2819.948265 sec): 3 clusters Score: Raw -1749594.510994 + Penalty 3055.365952 = -1746539.145042 nChanged 687 SP:Iteration 2F (2820.025716 sec): 3 clusters Score: Raw -1749875.884402 + Penalty 3055.365952 = -1746820.518450 nChanged 610 SP:Iteration 3F (2820.095371 sec): 3 clusters Score: Raw -1750133.567877 + Penalty 3055.365952 = -1747078.201925 nChanged 609 SP:Iteration 4F (2820.173662 sec): 3 clusters Score: Raw -1750421.678329 + Penalty 3055.365952 = -1747366.312376 nChanged 621 SP:Iteration 5F (2820.234029 sec): 3 clusters Score: Raw -1750741.093589 + Penalty 3055.365952 = -1747685.727637 nChanged 673 SP:Iteration 6F (2820.305282 sec): 3 clusters Score: Raw -1751153.791905 + Penalty 3055.365952 = -1748098.425953 nChanged 715 SP:Iteration 7F (2820.383033 sec): 3 clusters Score: Raw -1751677.204928 + Penalty 3055.365952 = -1748621.838976 nChanged 746 SP:Iteration 8F (2820.457545 sec): 3 clusters Score: Raw -1752289.444458 + Penalty 3055.365952 = -1749234.078506 nChanged 674 SP:Iteration 9F (2820.529888 sec): 3 clusters Score: Raw -1752883.228002 + Penalty 3055.365952 = -1749827.862050 nChanged 475 SP:Iteration 10Q (2820.589651 sec): 3 clusters Score: Raw -1753316.252638 + Penalty 3055.365952 = -1750260.886686 nChanged 353 SP:Iteration 11Q (2820.660648 sec): 3 clusters Score: Raw -1753619.268444 + Penalty 3055.365952 = -1750563.902492 nChanged 234 SP:Iteration 12Q (2820.732201 sec): 3 clusters Score: Raw -1753799.574148 + Penalty 3055.365952 = -1750744.208196 nChanged 151 SP:Iteration 13Q (2820.799177 sec): 3 clusters Score: Raw -1753897.127209 + Penalty 3055.365952 = -1750841.761257 nChanged 116 SP:Iteration 14Q (2820.867465 sec): 3 clusters Score: Raw -1753975.589989 + Penalty 3055.365952 = -1750920.224037 nChanged 79 SP:Iteration 15Q (2820.937250 sec): 3 clusters Score: Raw -1754013.844999 + Penalty 3055.365952 = -1750958.479047 nChanged 63 SP:Iteration 16Q (2821.010221 sec): 3 clusters Score: Raw -1754048.188067 + Penalty 3055.365952 = -1750992.822115 nChanged 44 SP:Iteration 17Q (2821.088470 sec): 3 clusters Score: Raw -1754070.542619 + Penalty 3055.365952 = -1751015.176667 nChanged 35 SP:Iteration 18Q (2821.147640 sec): 3 clusters Score: Raw -1754082.890540 + Penalty 3055.365952 = -1751027.524587 nChanged 25 SP:Iteration 19Q (2821.218835 sec): 3 clusters Score: Raw -1754093.590207 + Penalty 3055.365952 = -1751038.224254 nChanged 24 SP:Iteration 20F (2821.284058 sec): 3 clusters Score: Raw -1754102.504570 + Penalty 3055.365952 = -1751047.138618 nChanged 18 SP:Iteration 21Q (2821.350038 sec): 3 clusters Score: Raw -1754108.226436 + Penalty 3055.365952 = -1751052.860484 nChanged 11 SP:Iteration 22Q (2821.412245 sec): 3 clusters Score: Raw -1754112.017746 + Penalty 3055.365952 = -1751056.651794 nChanged 10 SP:Iteration 23Q (2821.458824 sec): 3 clusters Score: Raw -1754114.993460 + Penalty 3055.365952 = -1751059.627507 nChanged 9 SP:Iteration 24Q (2821.520289 sec): 3 clusters Score: Raw -1754118.123376 + Penalty 3055.365952 = -1751062.757424 nChanged 11 SP:Iteration 25Q (2821.582584 sec): 3 clusters Score: Raw -1754121.448106 + Penalty 3055.365952 = -1751066.082153 nChanged 8 SP:Iteration 26Q (2821.644546 sec): 3 clusters Score: Raw -1754125.023964 + Penalty 3055.365952 = -1751069.658012 nChanged 14 SP:Iteration 27Q (2821.694358 sec): 3 clusters Score: Raw -1754128.666756 + Penalty 3055.365952 = -1751073.300804 nChanged 9 SP:Iteration 28Q (2821.751824 sec): 3 clusters Score: Raw -1754131.890923 + Penalty 3055.365952 = -1751076.524971 nChanged 11 SP:Iteration 29Q (2821.811487 sec): 3 clusters Score: Raw -1754136.315575 + Penalty 3055.365952 = -1751080.949623 nChanged 10 SP:Iteration 30Q (2821.872132 sec): 3 clusters Score: Raw -1754139.409790 + Penalty 3055.365952 = -1751084.043838 nChanged 7 SP:Iteration 31Q (2821.938958 sec): 3 clusters Score: Raw -1754143.084048 + Penalty 3055.365952 = -1751087.718096 nChanged 9 SP:Iteration 32Q (2822.004857 sec): 3 clusters Score: Raw -1754145.781289 + Penalty 3055.365952 = -1751090.415337 nChanged 4 SP:Iteration 33Q (2822.055865 sec): 3 clusters Score: Raw -1754146.959816 + Penalty 3055.365952 = -1751091.593864 nChanged 4 SP:Iteration 34Q (2822.125632 sec): 3 clusters Score: Raw -1754148.788521 + Penalty 3055.365952 = -1751093.422568 nChanged 4 SP:Iteration 35Q (2822.182438 sec): 3 clusters Score: Raw -1754150.292533 + Penalty 3055.365952 = -1751094.926581 nChanged 6 SP:Iteration 36Q (2822.243019 sec): 3 clusters Score: Raw -1754152.255143 + Penalty 3055.365952 = -1751096.889190 nChanged 5 SP:Iteration 37Q (2822.313977 sec): 3 clusters Score: Raw -1754154.068999 + Penalty 3055.365952 = -1751098.703047 nChanged 4 SP:Iteration 38Q (2822.378567 sec): 3 clusters Score: Raw -1754155.079647 + Penalty 3055.365952 = -1751099.713694 nChanged 4 SP:Iteration 39Q (2822.441194 sec): 3 clusters Score: Raw -1754157.252505 + Penalty 3055.365952 = -1751101.886553 nChanged 3 SP:Iteration 40F (2822.502453 sec): 3 clusters Score: Raw -1754158.441998 + Penalty 3055.365952 = -1751103.076046 nChanged 1 SP:Iteration 41Q (2822.568359 sec): 3 clusters Score: Raw -1754158.590819 + Penalty 3055.365952 = -1751103.224867 nChanged 1 SP:Iteration 42Q (2822.629506 sec): 3 clusters Score: Raw -1754158.659252 + Penalty 3055.365952 = -1751103.293300 nChanged 0 SP:Iteration 43F (2822.684361 sec): 3 clusters Score: Raw -1754158.659252 + Penalty 3055.365952 = -1751103.293300 nChanged 0 Trying to split cluster 34 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2822.709368 sec): 2 clusters Score: Raw -42109.164231 + Penalty 929.017001 = -41180.147229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2822.752867 sec): 3 clusters Score: Raw -42174.529796 + Penalty 1858.034003 = -40316.495793 nChanged 55 SP:Iteration 1F (2822.780001 sec): 3 clusters Score: Raw -42277.011900 + Penalty 1858.034003 = -40418.977897 nChanged 10 SP:Iteration 2Q (2822.827424 sec): 3 clusters Score: Raw -42287.378725 + Penalty 1858.034003 = -40429.344722 nChanged 4 SP:Iteration 3Q (2822.871329 sec): 3 clusters Score: Raw -42294.339069 + Penalty 1858.034003 = -40436.305066 nChanged 5 SP:Iteration 4Q (2822.918332 sec): 3 clusters Score: Raw -42319.412839 + Penalty 1858.034003 = -40461.378837 nChanged 3 SP:Iteration 5Q (2822.960807 sec): 3 clusters Score: Raw -42325.594596 + Penalty 1858.034003 = -40467.560593 nChanged 1 SP:Iteration 6Q (2823.003156 sec): 3 clusters Score: Raw -42331.050505 + Penalty 1858.034003 = -40473.016502 nChanged 1 SP:Iteration 7Q (2823.049623 sec): 3 clusters Score: Raw -42333.403129 + Penalty 1858.034003 = -40475.369126 nChanged 1 SP:Iteration 8Q (2823.091797 sec): 3 clusters Score: Raw -42335.051465 + Penalty 1858.034003 = -40477.017462 nChanged 0 SP:Iteration 9F (2823.139084 sec): 3 clusters Score: Raw -42335.051465 + Penalty 1858.034003 = -40477.017462 nChanged 0 Trying to split cluster 35 (17883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2823.197048 sec): 2 clusters Score: Raw -2461851.533352 + Penalty 1591.135946 = -2460260.397406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2823.269502 sec): 3 clusters Score: Raw -2451095.412436 + Penalty 3182.271891 = -2447913.140545 nChanged 8060 SP:Iteration 1F (2823.346591 sec): 3 clusters Score: Raw -2455559.536188 + Penalty 3182.271891 = -2452377.264296 nChanged 910 SP:Iteration 2F (2823.423744 sec): 3 clusters Score: Raw -2455910.405621 + Penalty 3182.271891 = -2452728.133730 nChanged 840 SP:Iteration 3Q (2823.503604 sec): 3 clusters Score: Raw -2456240.769958 + Penalty 3182.271891 = -2453058.498067 nChanged 783 SP:Iteration 4Q (2823.573102 sec): 3 clusters Score: Raw -2456558.885817 + Penalty 3182.271891 = -2453376.613925 nChanged 805 SP:Iteration 5Q (2823.641699 sec): 3 clusters Score: Raw -2456906.883074 + Penalty 3182.271891 = -2453724.611182 nChanged 807 SP:Iteration 6Q (2823.713221 sec): 3 clusters Score: Raw -2457345.819425 + Penalty 3182.271891 = -2454163.547533 nChanged 923 SP:Iteration 7F (2823.792101 sec): 3 clusters Score: Raw -2457943.593803 + Penalty 3182.271891 = -2454761.321912 nChanged 991 SP:Iteration 8F (2823.859867 sec): 3 clusters Score: Raw -2458638.651854 + Penalty 3182.271891 = -2455456.379963 nChanged 970 SP:Iteration 9F (2823.940732 sec): 3 clusters Score: Raw -2459344.497060 + Penalty 3182.271891 = -2456162.225169 nChanged 893 SP:Iteration 10Q (2824.010991 sec): 3 clusters Score: Raw -2459948.602512 + Penalty 3182.271891 = -2456766.330620 nChanged 664 SP:Iteration 11Q (2824.085411 sec): 3 clusters Score: Raw -2460288.108503 + Penalty 3182.271891 = -2457105.836611 nChanged 465 SP:Iteration 12Q (2824.148894 sec): 3 clusters Score: Raw -2460471.393454 + Penalty 3182.271891 = -2457289.121562 nChanged 323 SP:Iteration 13Q (2824.226471 sec): 3 clusters Score: Raw -2460586.032017 + Penalty 3182.271891 = -2457403.760126 nChanged 265 SP:Iteration 14Q (2824.308061 sec): 3 clusters Score: Raw -2460679.554995 + Penalty 3182.271891 = -2457497.283104 nChanged 234 SP:Iteration 15Q (2824.383914 sec): 3 clusters Score: Raw -2460770.742597 + Penalty 3182.271891 = -2457588.470706 nChanged 236 SP:Iteration 16Q (2824.457972 sec): 3 clusters Score: Raw -2460882.583886 + Penalty 3182.271891 = -2457700.311994 nChanged 253 SP:Iteration 17Q (2824.528026 sec): 3 clusters Score: Raw -2461003.452510 + Penalty 3182.271891 = -2457821.180619 nChanged 245 SP:Iteration 18Q (2824.592709 sec): 3 clusters Score: Raw -2461131.507899 + Penalty 3182.271891 = -2457949.236008 nChanged 263 SP:Iteration 19Q (2824.661265 sec): 3 clusters Score: Raw -2461274.441675 + Penalty 3182.271891 = -2458092.169783 nChanged 249 SP:Iteration 20F (2824.731964 sec): 3 clusters Score: Raw -2461408.100946 + Penalty 3182.271891 = -2458225.829055 nChanged 215 SP:Iteration 21Q (2824.810075 sec): 3 clusters Score: Raw -2461522.622796 + Penalty 3182.271891 = -2458340.350905 nChanged 217 SP:Iteration 22Q (2824.886373 sec): 3 clusters Score: Raw -2461624.983160 + Penalty 3182.271891 = -2458442.711268 nChanged 198 SP:Iteration 23Q (2824.960670 sec): 3 clusters Score: Raw -2461712.019381 + Penalty 3182.271891 = -2458529.747490 nChanged 157 SP:Iteration 24Q (2825.036338 sec): 3 clusters Score: Raw -2461778.612117 + Penalty 3182.271891 = -2458596.340225 nChanged 137 SP:Iteration 25Q (2825.104217 sec): 3 clusters Score: Raw -2461829.196367 + Penalty 3182.271891 = -2458646.924476 nChanged 130 SP:Iteration 26Q (2825.168938 sec): 3 clusters Score: Raw -2461877.438779 + Penalty 3182.271891 = -2458695.166887 nChanged 106 SP:Iteration 27Q (2825.239050 sec): 3 clusters Score: Raw -2461909.553257 + Penalty 3182.271891 = -2458727.281366 nChanged 91 SP:Iteration 28Q (2825.293001 sec): 3 clusters Score: Raw -2461929.241006 + Penalty 3182.271891 = -2458746.969115 nChanged 63 SP:Iteration 29Q (2825.365599 sec): 3 clusters Score: Raw -2461943.757175 + Penalty 3182.271891 = -2458761.485284 nChanged 63 SP:Iteration 30Q (2825.434909 sec): 3 clusters Score: Raw -2461956.399314 + Penalty 3182.271891 = -2458774.127423 nChanged 51 SP:Iteration 31Q (2825.501172 sec): 3 clusters Score: Raw -2461965.516074 + Penalty 3182.271891 = -2458783.244183 nChanged 45 SP:Iteration 32Q (2825.568677 sec): 3 clusters Score: Raw -2461972.644118 + Penalty 3182.271891 = -2458790.372227 nChanged 34 SP:Iteration 33Q (2825.659531 sec): 3 clusters Score: Raw -2461977.708360 + Penalty 3182.271891 = -2458795.436469 nChanged 28 SP:Iteration 34Q (2825.728470 sec): 3 clusters Score: Raw -2461983.209339 + Penalty 3182.271891 = -2458800.937447 nChanged 30 SP:Iteration 35Q (2825.796841 sec): 3 clusters Score: Raw -2461989.048789 + Penalty 3182.271891 = -2458806.776898 nChanged 33 SP:Iteration 36Q (2825.866447 sec): 3 clusters Score: Raw -2461994.632078 + Penalty 3182.271891 = -2458812.360186 nChanged 30 SP:Iteration 37Q (2825.936614 sec): 3 clusters Score: Raw -2461999.271950 + Penalty 3182.271891 = -2458817.000058 nChanged 23 SP:Iteration 38Q (2826.001334 sec): 3 clusters Score: Raw -2462002.351883 + Penalty 3182.271891 = -2458820.079991 nChanged 16 SP:Iteration 39Q (2826.075774 sec): 3 clusters Score: Raw -2462004.891299 + Penalty 3182.271891 = -2458822.619407 nChanged 17 SP:Iteration 40F (2826.146623 sec): 3 clusters Score: Raw -2462007.637577 + Penalty 3182.271891 = -2458825.365686 nChanged 15 SP:Iteration 41Q (2826.209838 sec): 3 clusters Score: Raw -2462009.253799 + Penalty 3182.271891 = -2458826.981907 nChanged 8 SP:Iteration 42Q (2826.280154 sec): 3 clusters Score: Raw -2462010.505638 + Penalty 3182.271891 = -2458828.233747 nChanged 8 SP:Iteration 43Q (2826.365301 sec): 3 clusters Score: Raw -2462011.767007 + Penalty 3182.271891 = -2458829.495116 nChanged 10 SP:Iteration 44Q (2826.432789 sec): 3 clusters Score: Raw -2462013.354699 + Penalty 3182.271891 = -2458831.082808 nChanged 17 SP:Iteration 45Q (2826.505345 sec): 3 clusters Score: Raw -2462015.155535 + Penalty 3182.271891 = -2458832.883643 nChanged 9 SP:Iteration 46Q (2826.578254 sec): 3 clusters Score: Raw -2462015.917416 + Penalty 3182.271891 = -2458833.645525 nChanged 10 SP:Iteration 47Q (2826.652562 sec): 3 clusters Score: Raw -2462016.681713 + Penalty 3182.271891 = -2458834.409822 nChanged 5 SP:Iteration 48Q (2826.720479 sec): 3 clusters Score: Raw -2462017.132543 + Penalty 3182.271891 = -2458834.860652 nChanged 4 SP:Iteration 49Q (2826.781491 sec): 3 clusters Score: Raw -2462017.448098 + Penalty 3182.271891 = -2458835.176206 nChanged 3 SP:Iteration 50Q (2826.850790 sec): 3 clusters Score: Raw -2462017.592592 + Penalty 3182.271891 = -2458835.320700 nChanged 2 SP:Iteration 51Q (2826.919658 sec): 3 clusters Score: Raw -2462017.728739 + Penalty 3182.271891 = -2458835.456847 nChanged 1 SP:Iteration 52Q (2827.004557 sec): 3 clusters Score: Raw -2462017.789363 + Penalty 3182.271891 = -2458835.517471 nChanged 3 SP:Iteration 53Q (2827.076435 sec): 3 clusters Score: Raw -2462017.891888 + Penalty 3182.271891 = -2458835.619997 nChanged 2 SP:Iteration 54Q (2827.151441 sec): 3 clusters Score: Raw -2462018.064137 + Penalty 3182.271891 = -2458835.792246 nChanged 3 SP:Iteration 55Q (2827.225208 sec): 3 clusters Score: Raw -2462018.333282 + Penalty 3182.271891 = -2458836.061390 nChanged 2 SP:Iteration 56Q (2827.289178 sec): 3 clusters Score: Raw -2462018.535790 + Penalty 3182.271891 = -2458836.263899 nChanged 0 SP:Iteration 57F (2827.362464 sec): 3 clusters Score: Raw -2462018.535790 + Penalty 3182.271891 = -2458836.263899 nChanged 0 Trying to split cluster 36 (5477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2827.397441 sec): 2 clusters Score: Raw -789085.936547 + Penalty 1398.850828 = -787687.085719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2827.450485 sec): 3 clusters Score: Raw -786147.510615 + Penalty 2797.701655 = -783349.808960 nChanged 2233 SP:Iteration 1F (2827.509588 sec): 3 clusters Score: Raw -787450.681035 + Penalty 2797.701655 = -784652.979380 nChanged 409 SP:Iteration 2F (2827.544542 sec): 3 clusters Score: Raw -787691.624219 + Penalty 2797.701655 = -784893.922564 nChanged 322 SP:Iteration 3F (2827.593043 sec): 3 clusters Score: Raw -787855.788089 + Penalty 2797.701655 = -785058.086434 nChanged 259 SP:Iteration 4Q (2827.645171 sec): 3 clusters Score: Raw -787991.920688 + Penalty 2797.701655 = -785194.219033 nChanged 227 SP:Iteration 5Q (2827.701739 sec): 3 clusters Score: Raw -788125.236161 + Penalty 2797.701655 = -785327.534506 nChanged 214 SP:Iteration 6Q (2827.756555 sec): 3 clusters Score: Raw -788258.839883 + Penalty 2797.701655 = -785461.138228 nChanged 205 SP:Iteration 7Q (2827.808737 sec): 3 clusters Score: Raw -788369.180275 + Penalty 2797.701655 = -785571.478620 nChanged 197 SP:Iteration 8Q (2827.864658 sec): 3 clusters Score: Raw -788504.868369 + Penalty 2797.701655 = -785707.166714 nChanged 220 SP:Iteration 9Q (2827.918354 sec): 3 clusters Score: Raw -788652.583445 + Penalty 2797.701655 = -785854.881790 nChanged 193 SP:Iteration 10Q (2827.961990 sec): 3 clusters Score: Raw -788757.926732 + Penalty 2797.701655 = -785960.225077 nChanged 159 SP:Iteration 11Q (2828.013428 sec): 3 clusters Score: Raw -788848.438273 + Penalty 2797.701655 = -786050.736618 nChanged 148 SP:Iteration 12Q (2828.075193 sec): 3 clusters Score: Raw -788924.405650 + Penalty 2797.701655 = -786126.703995 nChanged 127 SP:Iteration 13Q (2828.136236 sec): 3 clusters Score: Raw -788975.350197 + Penalty 2797.701655 = -786177.648542 nChanged 100 SP:Iteration 14Q (2828.183490 sec): 3 clusters Score: Raw -789005.999783 + Penalty 2797.701655 = -786208.298128 nChanged 58 SP:Iteration 15Q (2828.242707 sec): 3 clusters Score: Raw -789021.314681 + Penalty 2797.701655 = -786223.613026 nChanged 42 SP:Iteration 16Q (2828.293720 sec): 3 clusters Score: Raw -789033.065093 + Penalty 2797.701655 = -786235.363438 nChanged 48 SP:Iteration 17Q (2828.354003 sec): 3 clusters Score: Raw -789048.335337 + Penalty 2797.701655 = -786250.633682 nChanged 47 SP:Iteration 18Q (2828.400874 sec): 3 clusters Score: Raw -789066.469583 + Penalty 2797.701655 = -786268.767928 nChanged 43 SP:Iteration 19Q (2828.449846 sec): 3 clusters Score: Raw -789080.954442 + Penalty 2797.701655 = -786283.252787 nChanged 39 SP:Iteration 20F (2828.513132 sec): 3 clusters Score: Raw -789092.624620 + Penalty 2797.701655 = -786294.922965 nChanged 33 SP:Iteration 21Q (2828.561998 sec): 3 clusters Score: Raw -789103.534243 + Penalty 2797.701655 = -786305.832588 nChanged 30 SP:Iteration 22Q (2828.608403 sec): 3 clusters Score: Raw -789114.937908 + Penalty 2797.701655 = -786317.236253 nChanged 37 SP:Iteration 23Q (2828.669923 sec): 3 clusters Score: Raw -789128.411878 + Penalty 2797.701655 = -786330.710223 nChanged 35 SP:Iteration 24Q (2828.723208 sec): 3 clusters Score: Raw -789139.704432 + Penalty 2797.701655 = -786342.002777 nChanged 36 SP:Iteration 25Q (2828.782486 sec): 3 clusters Score: Raw -789151.941272 + Penalty 2797.701655 = -786354.239617 nChanged 30 SP:Iteration 26Q (2828.830810 sec): 3 clusters Score: Raw -789162.718688 + Penalty 2797.701655 = -786365.017033 nChanged 27 SP:Iteration 27Q (2828.886768 sec): 3 clusters Score: Raw -789174.084388 + Penalty 2797.701655 = -786376.382733 nChanged 24 SP:Iteration 28Q (2828.944624 sec): 3 clusters Score: Raw -789181.096565 + Penalty 2797.701655 = -786383.394910 nChanged 16 SP:Iteration 29Q (2828.997070 sec): 3 clusters Score: Raw -789185.649882 + Penalty 2797.701655 = -786387.948227 nChanged 17 SP:Iteration 30Q (2829.038810 sec): 3 clusters Score: Raw -789190.882292 + Penalty 2797.701655 = -786393.180637 nChanged 19 SP:Iteration 31Q (2829.100238 sec): 3 clusters Score: Raw -789197.091224 + Penalty 2797.701655 = -786399.389569 nChanged 19 SP:Iteration 32Q (2829.158924 sec): 3 clusters Score: Raw -789203.909465 + Penalty 2797.701655 = -786406.207810 nChanged 15 SP:Iteration 33Q (2829.204419 sec): 3 clusters Score: Raw -789210.725048 + Penalty 2797.701655 = -786413.023393 nChanged 21 SP:Iteration 34Q (2829.256992 sec): 3 clusters Score: Raw -789216.741118 + Penalty 2797.701655 = -786419.039463 nChanged 21 SP:Iteration 35Q (2829.318515 sec): 3 clusters Score: Raw -789222.814391 + Penalty 2797.701655 = -786425.112736 nChanged 21 SP:Iteration 36Q (2829.375474 sec): 3 clusters Score: Raw -789230.933582 + Penalty 2797.701655 = -786433.231927 nChanged 24 SP:Iteration 37Q (2829.420092 sec): 3 clusters Score: Raw -789244.045169 + Penalty 2797.701655 = -786446.343514 nChanged 33 SP:Iteration 38Q (2829.482880 sec): 3 clusters Score: Raw -789263.357789 + Penalty 2797.701655 = -786465.656134 nChanged 32 SP:Iteration 39Q (2829.536759 sec): 3 clusters Score: Raw -789284.856482 + Penalty 2797.701655 = -786487.154827 nChanged 42 SP:Iteration 40F (2829.584417 sec): 3 clusters Score: Raw -789308.310304 + Penalty 2797.701655 = -786510.608648 nChanged 41 SP:Iteration 41Q (2829.629151 sec): 3 clusters Score: Raw -789329.074320 + Penalty 2797.701655 = -786531.372665 nChanged 45 SP:Iteration 42Q (2829.682316 sec): 3 clusters Score: Raw -789344.313887 + Penalty 2797.701655 = -786546.612232 nChanged 27 SP:Iteration 43Q (2829.731685 sec): 3 clusters Score: Raw -789350.088087 + Penalty 2797.701655 = -786552.386432 nChanged 15 SP:Iteration 44Q (2829.791805 sec): 3 clusters Score: Raw -789352.687723 + Penalty 2797.701655 = -786554.986068 nChanged 13 SP:Iteration 45Q (2829.845418 sec): 3 clusters Score: Raw -789354.500429 + Penalty 2797.701655 = -786556.798774 nChanged 8 SP:Iteration 46Q (2829.899700 sec): 3 clusters Score: Raw -789355.739298 + Penalty 2797.701655 = -786558.037643 nChanged 9 SP:Iteration 47Q (2829.953931 sec): 3 clusters Score: Raw -789357.649691 + Penalty 2797.701655 = -786559.948036 nChanged 8 SP:Iteration 48Q (2830.007150 sec): 3 clusters Score: Raw -789359.650944 + Penalty 2797.701655 = -786561.949289 nChanged 6 SP:Iteration 49Q (2830.062559 sec): 3 clusters Score: Raw -789361.368124 + Penalty 2797.701655 = -786563.666469 nChanged 9 SP:Iteration 50Q (2830.117403 sec): 3 clusters Score: Raw -789364.021084 + Penalty 2797.701655 = -786566.319429 nChanged 10 SP:Iteration 51Q (2830.159139 sec): 3 clusters Score: Raw -789368.004346 + Penalty 2797.701655 = -786570.302691 nChanged 13 SP:Iteration 52Q (2830.213472 sec): 3 clusters Score: Raw -789370.541429 + Penalty 2797.701655 = -786572.839774 nChanged 10 SP:Iteration 53Q (2830.265307 sec): 3 clusters Score: Raw -789373.159280 + Penalty 2797.701655 = -786575.457625 nChanged 13 SP:Iteration 54Q (2830.324127 sec): 3 clusters Score: Raw -789375.868603 + Penalty 2797.701655 = -786578.166948 nChanged 11 SP:Iteration 55Q (2830.377705 sec): 3 clusters Score: Raw -789378.040737 + Penalty 2797.701655 = -786580.339082 nChanged 11 SP:Iteration 56Q (2830.433742 sec): 3 clusters Score: Raw -789379.703944 + Penalty 2797.701655 = -786582.002289 nChanged 5 SP:Iteration 57Q (2830.479472 sec): 3 clusters Score: Raw -789380.643357 + Penalty 2797.701655 = -786582.941702 nChanged 5 SP:Iteration 58Q (2830.525228 sec): 3 clusters Score: Raw -789381.495424 + Penalty 2797.701655 = -786583.793769 nChanged 5 SP:Iteration 59Q (2830.567253 sec): 3 clusters Score: Raw -789382.298379 + Penalty 2797.701655 = -786584.596724 nChanged 2 SP:Iteration 60F (2830.620703 sec): 3 clusters Score: Raw -789382.820382 + Penalty 2797.701655 = -786585.118727 nChanged 4 SP:Iteration 61Q (2830.667438 sec): 3 clusters Score: Raw -789383.364181 + Penalty 2797.701655 = -786585.662526 nChanged 4 SP:Iteration 62Q (2830.732911 sec): 3 clusters Score: Raw -789384.012127 + Penalty 2797.701655 = -786586.310472 nChanged 1 SP:Iteration 63Q (2830.785492 sec): 3 clusters Score: Raw -789384.040966 + Penalty 2797.701655 = -786586.339311 nChanged 1 SP:Iteration 64Q (2830.835395 sec): 3 clusters Score: Raw -789384.320458 + Penalty 2797.701655 = -786586.618803 nChanged 1 SP:Iteration 65Q (2830.883960 sec): 3 clusters Score: Raw -789384.517042 + Penalty 2797.701655 = -786586.815387 nChanged 4 SP:Iteration 66Q (2830.939426 sec): 3 clusters Score: Raw -789385.389081 + Penalty 2797.701655 = -786587.687426 nChanged 4 SP:Iteration 67Q (2830.988441 sec): 3 clusters Score: Raw -789386.582780 + Penalty 2797.701655 = -786588.881125 nChanged 6 SP:Iteration 68Q (2831.048490 sec): 3 clusters Score: Raw -789388.314522 + Penalty 2797.701655 = -786590.612867 nChanged 9 SP:Iteration 69Q (2831.104563 sec): 3 clusters Score: Raw -789390.616287 + Penalty 2797.701655 = -786592.914632 nChanged 7 SP:Iteration 70Q (2831.152726 sec): 3 clusters Score: Raw -789392.295700 + Penalty 2797.701655 = -786594.594045 nChanged 10 SP:Iteration 71Q (2831.195731 sec): 3 clusters Score: Raw -789394.529213 + Penalty 2797.701655 = -786596.827558 nChanged 5 SP:Iteration 72Q (2831.254833 sec): 3 clusters Score: Raw -789395.419567 + Penalty 2797.701655 = -786597.717912 nChanged 1 SP:Iteration 73Q (2831.314134 sec): 3 clusters Score: Raw -789395.559506 + Penalty 2797.701655 = -786597.857851 nChanged 1 SP:Iteration 74Q (2831.367566 sec): 3 clusters Score: Raw -789395.663584 + Penalty 2797.701655 = -786597.961929 nChanged 0 SP:Iteration 75F (2831.423488 sec): 3 clusters Score: Raw -789395.663584 + Penalty 2797.701655 = -786597.961929 nChanged 0 Trying to split cluster 37 (43716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2831.500017 sec): 2 clusters Score: Raw -6286848.214177 + Penalty 1736.388785 = -6285111.825392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2831.616828 sec): 3 clusters Score: Raw -6259367.767740 + Penalty 3472.777570 = -6255894.990169 nChanged 20411 SP:Iteration 1F (2831.733227 sec): 3 clusters Score: Raw -6271113.420997 + Penalty 3472.777570 = -6267640.643427 nChanged 2136 SP:Iteration 2Q (2831.849070 sec): 3 clusters Score: Raw -6271967.876870 + Penalty 3472.777570 = -6268495.099299 nChanged 2265 SP:Iteration 3F (2831.962544 sec): 3 clusters Score: Raw -6273099.075228 + Penalty 3472.777570 = -6269626.297658 nChanged 2572 SP:Iteration 4F (2832.081823 sec): 3 clusters Score: Raw -6274667.953336 + Penalty 3472.777570 = -6271195.175766 nChanged 2807 SP:Iteration 5F (2832.203876 sec): 3 clusters Score: Raw -6276651.481332 + Penalty 3472.777570 = -6273178.703762 nChanged 2967 SP:Iteration 6F (2832.308592 sec): 3 clusters Score: Raw -6278836.424368 + Penalty 3472.777570 = -6275363.646798 nChanged 2841 SP:Iteration 7F (2832.438487 sec): 3 clusters Score: Raw -6280790.546312 + Penalty 3472.777570 = -6277317.768742 nChanged 2252 SP:Iteration 8F (2832.552746 sec): 3 clusters Score: Raw -6282023.100879 + Penalty 3472.777570 = -6278550.323309 nChanged 1579 SP:Iteration 9Q (2832.661038 sec): 3 clusters Score: Raw -6282640.891498 + Penalty 3472.777570 = -6279168.113928 nChanged 1059 SP:Iteration 10Q (2832.786231 sec): 3 clusters Score: Raw -6282951.677173 + Penalty 3472.777570 = -6279478.899603 nChanged 780 SP:Iteration 11Q (2832.899680 sec): 3 clusters Score: Raw -6283116.835107 + Penalty 3472.777570 = -6279644.057536 nChanged 577 SP:Iteration 12Q (2833.020181 sec): 3 clusters Score: Raw -6283224.941995 + Penalty 3472.777570 = -6279752.164424 nChanged 469 SP:Iteration 13Q (2833.130832 sec): 3 clusters Score: Raw -6283311.782051 + Penalty 3472.777570 = -6279839.004481 nChanged 439 SP:Iteration 14Q (2833.256199 sec): 3 clusters Score: Raw -6283398.576902 + Penalty 3472.777570 = -6279925.799332 nChanged 423 SP:Iteration 15Q (2833.356846 sec): 3 clusters Score: Raw -6283477.819717 + Penalty 3472.777570 = -6280005.042147 nChanged 425 SP:Iteration 16Q (2833.472898 sec): 3 clusters Score: Raw -6283560.568729 + Penalty 3472.777570 = -6280087.791159 nChanged 433 SP:Iteration 17Q (2833.597142 sec): 3 clusters Score: Raw -6283652.188304 + Penalty 3472.777570 = -6280179.410734 nChanged 439 SP:Iteration 18Q (2833.720650 sec): 3 clusters Score: Raw -6283752.976085 + Penalty 3472.777570 = -6280280.198515 nChanged 487 SP:Iteration 19Q (2833.838495 sec): 3 clusters Score: Raw -6283875.343259 + Penalty 3472.777570 = -6280402.565689 nChanged 505 SP:Iteration 20F (2833.957888 sec): 3 clusters Score: Raw -6284012.404548 + Penalty 3472.777570 = -6280539.626978 nChanged 542 SP:Iteration 21Q (2834.071313 sec): 3 clusters Score: Raw -6284165.576540 + Penalty 3472.777570 = -6280692.798970 nChanged 545 SP:Iteration 22Q (2834.189092 sec): 3 clusters Score: Raw -6284320.306469 + Penalty 3472.777570 = -6280847.528899 nChanged 541 SP:Iteration 23Q (2834.304819 sec): 3 clusters Score: Raw -6284471.677055 + Penalty 3472.777570 = -6280998.899484 nChanged 538 SP:Iteration 24Q (2834.415161 sec): 3 clusters Score: Raw -6284629.131351 + Penalty 3472.777570 = -6281156.353781 nChanged 567 SP:Iteration 25Q (2834.524913 sec): 3 clusters Score: Raw -6284812.504435 + Penalty 3472.777570 = -6281339.726865 nChanged 600 SP:Iteration 26Q (2834.636574 sec): 3 clusters Score: Raw -6285008.001567 + Penalty 3472.777570 = -6281535.223997 nChanged 568 SP:Iteration 27Q (2834.752866 sec): 3 clusters Score: Raw -6285183.386374 + Penalty 3472.777570 = -6281710.608804 nChanged 522 SP:Iteration 28Q (2834.858662 sec): 3 clusters Score: Raw -6285326.025466 + Penalty 3472.777570 = -6281853.247895 nChanged 485 SP:Iteration 29Q (2834.962027 sec): 3 clusters Score: Raw -6285455.664396 + Penalty 3472.777570 = -6281982.886826 nChanged 454 SP:Iteration 30Q (2835.076212 sec): 3 clusters Score: Raw -6285570.028095 + Penalty 3472.777570 = -6282097.250525 nChanged 445 SP:Iteration 31Q (2835.183009 sec): 3 clusters Score: Raw -6285673.653489 + Penalty 3472.777570 = -6282200.875919 nChanged 399 SP:Iteration 32Q (2835.301948 sec): 3 clusters Score: Raw -6285762.506240 + Penalty 3472.777570 = -6282289.728670 nChanged 386 SP:Iteration 33Q (2835.408980 sec): 3 clusters Score: Raw -6285841.241854 + Penalty 3472.777570 = -6282368.464283 nChanged 343 SP:Iteration 34Q (2835.509110 sec): 3 clusters Score: Raw -6285907.214091 + Penalty 3472.777570 = -6282434.436521 nChanged 325 SP:Iteration 35Q (2835.624206 sec): 3 clusters Score: Raw -6285970.332951 + Penalty 3472.777570 = -6282497.555381 nChanged 319 SP:Iteration 36Q (2835.727570 sec): 3 clusters Score: Raw -6286031.763236 + Penalty 3472.777570 = -6282558.985666 nChanged 302 SP:Iteration 37Q (2835.842915 sec): 3 clusters Score: Raw -6286086.983148 + Penalty 3472.777570 = -6282614.205577 nChanged 294 SP:Iteration 38Q (2835.950902 sec): 3 clusters Score: Raw -6286138.595128 + Penalty 3472.777570 = -6282665.817557 nChanged 297 SP:Iteration 39Q (2836.065419 sec): 3 clusters Score: Raw -6286190.622334 + Penalty 3472.777570 = -6282717.844764 nChanged 282 SP:Iteration 40F (2836.186872 sec): 3 clusters Score: Raw -6286240.440574 + Penalty 3472.777570 = -6282767.663004 nChanged 265 SP:Iteration 41Q (2836.309077 sec): 3 clusters Score: Raw -6286285.124277 + Penalty 3472.777570 = -6282812.346706 nChanged 275 SP:Iteration 42Q (2836.409321 sec): 3 clusters Score: Raw -6286326.480658 + Penalty 3472.777570 = -6282853.703088 nChanged 231 SP:Iteration 43Q (2836.520887 sec): 3 clusters Score: Raw -6286357.982007 + Penalty 3472.777570 = -6282885.204437 nChanged 221 SP:Iteration 44Q (2836.631327 sec): 3 clusters Score: Raw -6286390.431765 + Penalty 3472.777570 = -6282917.654195 nChanged 228 SP:Iteration 45Q (2836.741113 sec): 3 clusters Score: Raw -6286425.300802 + Penalty 3472.777570 = -6282952.523231 nChanged 230 SP:Iteration 46Q (2836.843342 sec): 3 clusters Score: Raw -6286458.455574 + Penalty 3472.777570 = -6282985.678004 nChanged 208 SP:Iteration 47Q (2836.949153 sec): 3 clusters Score: Raw -6286487.837328 + Penalty 3472.777570 = -6283015.059758 nChanged 193 SP:Iteration 48Q (2837.053277 sec): 3 clusters Score: Raw -6286512.035530 + Penalty 3472.777570 = -6283039.257960 nChanged 181 SP:Iteration 49Q (2837.162481 sec): 3 clusters Score: Raw -6286534.440470 + Penalty 3472.777570 = -6283061.662899 nChanged 179 SP:Iteration 50Q (2837.279516 sec): 3 clusters Score: Raw -6286554.459476 + Penalty 3472.777570 = -6283081.681906 nChanged 138 SP:Iteration 51Q (2837.392086 sec): 3 clusters Score: Raw -6286570.290029 + Penalty 3472.777570 = -6283097.512459 nChanged 149 SP:Iteration 52Q (2837.504642 sec): 3 clusters Score: Raw -6286589.354382 + Penalty 3472.777570 = -6283116.576812 nChanged 144 SP:Iteration 53Q (2837.613307 sec): 3 clusters Score: Raw -6286607.685016 + Penalty 3472.777570 = -6283134.907446 nChanged 151 SP:Iteration 54Q (2837.714341 sec): 3 clusters Score: Raw -6286625.610489 + Penalty 3472.777570 = -6283152.832919 nChanged 146 SP:Iteration 55Q (2837.829750 sec): 3 clusters Score: Raw -6286643.003698 + Penalty 3472.777570 = -6283170.226128 nChanged 153 SP:Iteration 56Q (2837.935049 sec): 3 clusters Score: Raw -6286659.239958 + Penalty 3472.777570 = -6283186.462388 nChanged 136 SP:Iteration 57Q (2838.054153 sec): 3 clusters Score: Raw -6286674.869995 + Penalty 3472.777570 = -6283202.092425 nChanged 134 SP:Iteration 58Q (2838.155348 sec): 3 clusters Score: Raw -6286689.901098 + Penalty 3472.777570 = -6283217.123528 nChanged 118 SP:Iteration 59Q (2838.270646 sec): 3 clusters Score: Raw -6286702.314603 + Penalty 3472.777570 = -6283229.537033 nChanged 105 SP:Iteration 60F (2838.372123 sec): 3 clusters Score: Raw -6286713.964420 + Penalty 3472.777570 = -6283241.186850 nChanged 111 SP:Iteration 61Q (2838.474467 sec): 3 clusters Score: Raw -6286728.923615 + Penalty 3472.777570 = -6283256.146045 nChanged 108 SP:Iteration 62Q (2838.587378 sec): 3 clusters Score: Raw -6286744.084939 + Penalty 3472.777570 = -6283271.307369 nChanged 129 SP:Iteration 63Q (2838.700563 sec): 3 clusters Score: Raw -6286761.849413 + Penalty 3472.777570 = -6283289.071842 nChanged 118 SP:Iteration 64Q (2838.810821 sec): 3 clusters Score: Raw -6286775.467006 + Penalty 3472.777570 = -6283302.689436 nChanged 115 SP:Iteration 65Q (2838.906511 sec): 3 clusters Score: Raw -6286788.890170 + Penalty 3472.777570 = -6283316.112600 nChanged 109 SP:Iteration 66Q (2839.014975 sec): 3 clusters Score: Raw -6286802.281233 + Penalty 3472.777570 = -6283329.503662 nChanged 122 SP:Iteration 67Q (2839.114790 sec): 3 clusters Score: Raw -6286817.925085 + Penalty 3472.777570 = -6283345.147515 nChanged 125 SP:Iteration 68Q (2839.232735 sec): 3 clusters Score: Raw -6286833.697932 + Penalty 3472.777570 = -6283360.920362 nChanged 121 SP:Iteration 69Q (2839.342320 sec): 3 clusters Score: Raw -6286851.633595 + Penalty 3472.777570 = -6283378.856024 nChanged 131 SP:Iteration 70Q (2839.443946 sec): 3 clusters Score: Raw -6286873.021414 + Penalty 3472.777570 = -6283400.243844 nChanged 116 SP:Iteration 71Q (2839.552178 sec): 3 clusters Score: Raw -6286890.927150 + Penalty 3472.777570 = -6283418.149580 nChanged 112 SP:Iteration 72Q (2839.653103 sec): 3 clusters Score: Raw -6286906.714181 + Penalty 3472.777570 = -6283433.936611 nChanged 122 SP:Iteration 73Q (2839.757162 sec): 3 clusters Score: Raw -6286924.192847 + Penalty 3472.777570 = -6283451.415277 nChanged 128 SP:Iteration 74Q (2839.863302 sec): 3 clusters Score: Raw -6286941.338659 + Penalty 3472.777570 = -6283468.561089 nChanged 120 SP:Iteration 75Q (2839.978989 sec): 3 clusters Score: Raw -6286956.868739 + Penalty 3472.777570 = -6283484.091169 nChanged 102 SP:Iteration 76Q (2840.079070 sec): 3 clusters Score: Raw -6286969.348626 + Penalty 3472.777570 = -6283496.571056 nChanged 104 SP:Iteration 77Q (2840.194844 sec): 3 clusters Score: Raw -6286984.179843 + Penalty 3472.777570 = -6283511.402273 nChanged 107 SP:Iteration 78Q (2840.304475 sec): 3 clusters Score: Raw -6287002.548266 + Penalty 3472.777570 = -6283529.770696 nChanged 115 SP:Iteration 79Q (2840.413534 sec): 3 clusters Score: Raw -6287020.417869 + Penalty 3472.777570 = -6283547.640299 nChanged 111 SP:Iteration 80F (2840.530176 sec): 3 clusters Score: Raw -6287036.582451 + Penalty 3472.777570 = -6283563.804881 nChanged 95 SP:Iteration 81Q (2840.633466 sec): 3 clusters Score: Raw -6287049.457851 + Penalty 3472.777570 = -6283576.680281 nChanged 82 SP:Iteration 82Q (2840.734867 sec): 3 clusters Score: Raw -6287061.414495 + Penalty 3472.777570 = -6283588.636925 nChanged 79 SP:Iteration 83Q (2840.844738 sec): 3 clusters Score: Raw -6287073.045194 + Penalty 3472.777570 = -6283600.267624 nChanged 74 SP:Iteration 84Q (2840.949307 sec): 3 clusters Score: Raw -6287084.273832 + Penalty 3472.777570 = -6283611.496262 nChanged 80 SP:Iteration 85Q (2841.051500 sec): 3 clusters Score: Raw -6287094.152745 + Penalty 3472.777570 = -6283621.375174 nChanged 64 SP:Iteration 86Q (2841.152986 sec): 3 clusters Score: Raw -6287101.685798 + Penalty 3472.777570 = -6283628.908227 nChanged 55 SP:Iteration 87Q (2841.255845 sec): 3 clusters Score: Raw -6287108.275188 + Penalty 3472.777570 = -6283635.497618 nChanged 57 SP:Iteration 88Q (2841.372706 sec): 3 clusters Score: Raw -6287116.627559 + Penalty 3472.777570 = -6283643.849988 nChanged 71 SP:Iteration 89Q (2841.467881 sec): 3 clusters Score: Raw -6287128.017199 + Penalty 3472.777570 = -6283655.239628 nChanged 62 SP:Iteration 90Q (2841.577977 sec): 3 clusters Score: Raw -6287137.083268 + Penalty 3472.777570 = -6283664.305698 nChanged 66 SP:Iteration 91Q (2841.686114 sec): 3 clusters Score: Raw -6287148.039148 + Penalty 3472.777570 = -6283675.261578 nChanged 65 SP:Iteration 92Q (2841.797431 sec): 3 clusters Score: Raw -6287158.335916 + Penalty 3472.777570 = -6283685.558346 nChanged 52 SP:Iteration 93Q (2841.908370 sec): 3 clusters Score: Raw -6287166.089407 + Penalty 3472.777570 = -6283693.311837 nChanged 62 SP:Iteration 94Q (2842.019345 sec): 3 clusters Score: Raw -6287174.746510 + Penalty 3472.777570 = -6283701.968939 nChanged 48 SP:Iteration 95Q (2842.125069 sec): 3 clusters Score: Raw -6287181.948423 + Penalty 3472.777570 = -6283709.170852 nChanged 42 SP:Iteration 96Q (2842.230494 sec): 3 clusters Score: Raw -6287189.807252 + Penalty 3472.777570 = -6283717.029682 nChanged 49 SP:Iteration 97Q (2842.335169 sec): 3 clusters Score: Raw -6287198.461225 + Penalty 3472.777570 = -6283725.683654 nChanged 54 SP:Iteration 98Q (2842.444440 sec): 3 clusters Score: Raw -6287207.377895 + Penalty 3472.777570 = -6283734.600325 nChanged 48 SP:Iteration 99Q (2842.553317 sec): 3 clusters Score: Raw -6287214.517423 + Penalty 3472.777570 = -6283741.739853 nChanged 43 SP:Iteration 100F (2842.661241 sec): 3 clusters Score: Raw -6287218.992633 + Penalty 3472.777570 = -6283746.215063 nChanged 37 SP:Iteration 101Q (2842.768653 sec): 3 clusters Score: Raw -6287224.295195 + Penalty 3472.777570 = -6283751.517625 nChanged 37 SP:Iteration 102Q (2842.866082 sec): 3 clusters Score: Raw -6287228.658392 + Penalty 3472.777570 = -6283755.880822 nChanged 27 SP:Iteration 103Q (2842.964633 sec): 3 clusters Score: Raw -6287231.942618 + Penalty 3472.777570 = -6283759.165048 nChanged 20 SP:Iteration 104Q (2843.073407 sec): 3 clusters Score: Raw -6287234.143517 + Penalty 3472.777570 = -6283761.365947 nChanged 16 SP:Iteration 105Q (2843.176400 sec): 3 clusters Score: Raw -6287235.800507 + Penalty 3472.777570 = -6283763.022937 nChanged 14 SP:Iteration 106Q (2843.278214 sec): 3 clusters Score: Raw -6287237.285296 + Penalty 3472.777570 = -6283764.507726 nChanged 17 SP:Iteration 107Q (2843.380255 sec): 3 clusters Score: Raw -6287238.940755 + Penalty 3472.777570 = -6283766.163184 nChanged 18 SP:Iteration 108Q (2843.492134 sec): 3 clusters Score: Raw -6287240.696765 + Penalty 3472.777570 = -6283767.919195 nChanged 13 SP:Iteration 109Q (2843.601104 sec): 3 clusters Score: Raw -6287242.122274 + Penalty 3472.777570 = -6283769.344704 nChanged 11 SP:Iteration 110Q (2843.706647 sec): 3 clusters Score: Raw -6287243.321373 + Penalty 3472.777570 = -6283770.543802 nChanged 12 SP:Iteration 111Q (2843.815604 sec): 3 clusters Score: Raw -6287244.454547 + Penalty 3472.777570 = -6283771.676977 nChanged 10 SP:Iteration 112Q (2843.930913 sec): 3 clusters Score: Raw -6287245.420706 + Penalty 3472.777570 = -6283772.643135 nChanged 7 SP:Iteration 113Q (2844.034412 sec): 3 clusters Score: Raw -6287245.904643 + Penalty 3472.777570 = -6283773.127072 nChanged 3 SP:Iteration 114Q (2844.147816 sec): 3 clusters Score: Raw -6287246.116085 + Penalty 3472.777570 = -6283773.338514 nChanged 7 SP:Iteration 115Q (2844.249196 sec): 3 clusters Score: Raw -6287246.710478 + Penalty 3472.777570 = -6283773.932907 nChanged 5 SP:Iteration 116Q (2844.349843 sec): 3 clusters Score: Raw -6287247.141749 + Penalty 3472.777570 = -6283774.364178 nChanged 6 SP:Iteration 117Q (2844.449060 sec): 3 clusters Score: Raw -6287247.518968 + Penalty 3472.777570 = -6283774.741398 nChanged 3 SP:Iteration 118Q (2844.565193 sec): 3 clusters Score: Raw -6287247.876408 + Penalty 3472.777570 = -6283775.098838 nChanged 5 SP:Iteration 119Q (2844.661730 sec): 3 clusters Score: Raw -6287248.247966 + Penalty 3472.777570 = -6283775.470396 nChanged 2 SP:Iteration 120F (2844.776245 sec): 3 clusters Score: Raw -6287248.321077 + Penalty 3472.777570 = -6283775.543507 nChanged 1 SP:Iteration 121Q (2844.881319 sec): 3 clusters Score: Raw -6287248.383057 + Penalty 3472.777570 = -6283775.605487 nChanged 1 SP:Iteration 122Q (2844.988467 sec): 3 clusters Score: Raw -6287248.546906 + Penalty 3472.777570 = -6283775.769335 nChanged 4 SP:Iteration 123Q (2845.078591 sec): 3 clusters Score: Raw -6287248.819587 + Penalty 3472.777570 = -6283776.042016 nChanged 2 SP:Iteration 124Q (2845.189841 sec): 3 clusters Score: Raw -6287249.061032 + Penalty 3472.777570 = -6283776.283462 nChanged 4 SP:Iteration 125Q (2845.297336 sec): 3 clusters Score: Raw -6287249.504334 + Penalty 3472.777570 = -6283776.726764 nChanged 6 SP:Iteration 126Q (2845.399841 sec): 3 clusters Score: Raw -6287249.967824 + Penalty 3472.777570 = -6283777.190254 nChanged 3 SP:Iteration 127Q (2845.506095 sec): 3 clusters Score: Raw -6287250.162473 + Penalty 3472.777570 = -6283777.384903 nChanged 3 SP:Iteration 128Q (2845.604662 sec): 3 clusters Score: Raw -6287250.323943 + Penalty 3472.777570 = -6283777.546372 nChanged 3 SP:Iteration 129Q (2845.717950 sec): 3 clusters Score: Raw -6287250.514806 + Penalty 3472.777570 = -6283777.737236 nChanged 2 SP:Iteration 130Q (2845.821161 sec): 3 clusters Score: Raw -6287250.609909 + Penalty 3472.777570 = -6283777.832339 nChanged 1 SP:Iteration 131Q (2845.926259 sec): 3 clusters Score: Raw -6287250.715300 + Penalty 3472.777570 = -6283777.937730 nChanged 4 SP:Iteration 132Q (2846.029434 sec): 3 clusters Score: Raw -6287251.086093 + Penalty 3472.777570 = -6283778.308522 nChanged 3 SP:Iteration 133Q (2846.120619 sec): 3 clusters Score: Raw -6287251.373192 + Penalty 3472.777570 = -6283778.595622 nChanged 1 SP:Iteration 134Q (2846.225717 sec): 3 clusters Score: Raw -6287251.550111 + Penalty 3472.777570 = -6283778.772541 nChanged 4 SP:Iteration 135Q (2846.322071 sec): 3 clusters Score: Raw -6287252.008630 + Penalty 3472.777570 = -6283779.231059 nChanged 4 SP:Iteration 136Q (2846.416684 sec): 3 clusters Score: Raw -6287252.404039 + Penalty 3472.777570 = -6283779.626469 nChanged 5 SP:Iteration 137Q (2846.527987 sec): 3 clusters Score: Raw -6287253.087464 + Penalty 3472.777570 = -6283780.309894 nChanged 5 SP:Iteration 138Q (2846.629181 sec): 3 clusters Score: Raw -6287253.420798 + Penalty 3472.777570 = -6283780.643228 nChanged 6 SP:Iteration 139Q (2846.731425 sec): 3 clusters Score: Raw -6287253.883199 + Penalty 3472.777570 = -6283781.105628 nChanged 6 SP:Iteration 140F (2846.850565 sec): 3 clusters Score: Raw -6287254.536381 + Penalty 3472.777570 = -6283781.758811 nChanged 8 SP:Iteration 141Q (2846.953526 sec): 3 clusters Score: Raw -6287255.094457 + Penalty 3472.777570 = -6283782.316887 nChanged 3 SP:Iteration 142Q (2847.060166 sec): 3 clusters Score: Raw -6287255.471233 + Penalty 3472.777570 = -6283782.693663 nChanged 7 SP:Iteration 143Q (2847.155938 sec): 3 clusters Score: Raw -6287256.078204 + Penalty 3472.777570 = -6283783.300633 nChanged 4 SP:Iteration 144Q (2847.264677 sec): 3 clusters Score: Raw -6287256.421167 + Penalty 3472.777570 = -6283783.643597 nChanged 5 SP:Iteration 145Q (2847.363672 sec): 3 clusters Score: Raw -6287256.992503 + Penalty 3472.777570 = -6283784.214932 nChanged 6 SP:Iteration 146Q (2847.475465 sec): 3 clusters Score: Raw -6287257.560669 + Penalty 3472.777570 = -6283784.783099 nChanged 9 SP:Iteration 147Q (2847.584842 sec): 3 clusters Score: Raw -6287258.427931 + Penalty 3472.777570 = -6283785.650361 nChanged 3 SP:Iteration 148Q (2847.681681 sec): 3 clusters Score: Raw -6287258.771333 + Penalty 3472.777570 = -6283785.993763 nChanged 1 SP:Iteration 149Q (2847.774755 sec): 3 clusters Score: Raw -6287259.084757 + Penalty 3472.777570 = -6283786.307186 nChanged 4 SP:Iteration 150Q (2847.879565 sec): 3 clusters Score: Raw -6287259.478182 + Penalty 3472.777570 = -6283786.700612 nChanged 4 SP:Iteration 151Q (2847.988022 sec): 3 clusters Score: Raw -6287260.135277 + Penalty 3472.777570 = -6283787.357707 nChanged 6 SP:Iteration 152Q (2848.099457 sec): 3 clusters Score: Raw -6287261.184375 + Penalty 3472.777570 = -6283788.406805 nChanged 10 SP:Iteration 153Q (2848.198869 sec): 3 clusters Score: Raw -6287263.019075 + Penalty 3472.777570 = -6283790.241504 nChanged 17 SP:Iteration 154Q (2848.315315 sec): 3 clusters Score: Raw -6287265.328150 + Penalty 3472.777570 = -6283792.550580 nChanged 20 SP:Iteration 155Q (2848.415387 sec): 3 clusters Score: Raw -6287267.430702 + Penalty 3472.777570 = -6283794.653132 nChanged 18 SP:Iteration 156Q (2848.532852 sec): 3 clusters Score: Raw -6287269.161555 + Penalty 3472.777570 = -6283796.383984 nChanged 11 SP:Iteration 157Q (2848.625870 sec): 3 clusters Score: Raw -6287270.099035 + Penalty 3472.777570 = -6283797.321465 nChanged 6 SP:Iteration 158Q (2848.742782 sec): 3 clusters Score: Raw -6287270.638238 + Penalty 3472.777570 = -6283797.860668 nChanged 3 SP:Iteration 159Q (2848.835972 sec): 3 clusters Score: Raw -6287270.935700 + Penalty 3472.777570 = -6283798.158129 nChanged 4 SP:Iteration 160F (2848.959274 sec): 3 clusters Score: Raw -6287271.342048 + Penalty 3472.777570 = -6283798.564477 nChanged 6 SP:Iteration 161Q (2849.063527 sec): 3 clusters Score: Raw -6287272.199584 + Penalty 3472.777570 = -6283799.422014 nChanged 12 SP:Iteration 162Q (2849.173873 sec): 3 clusters Score: Raw -6287274.161186 + Penalty 3472.777570 = -6283801.383616 nChanged 12 SP:Iteration 163Q (2849.280317 sec): 3 clusters Score: Raw -6287275.544545 + Penalty 3472.777570 = -6283802.766975 nChanged 15 SP:Iteration 164Q (2849.382995 sec): 3 clusters Score: Raw -6287277.216424 + Penalty 3472.777570 = -6283804.438854 nChanged 7 SP:Iteration 165Q (2849.490754 sec): 3 clusters Score: Raw -6287277.901919 + Penalty 3472.777570 = -6283805.124348 nChanged 2 SP:Iteration 166Q (2849.596565 sec): 3 clusters Score: Raw -6287278.102965 + Penalty 3472.777570 = -6283805.325395 nChanged 2 SP:Iteration 167Q (2849.690071 sec): 3 clusters Score: Raw -6287278.279811 + Penalty 3472.777570 = -6283805.502241 nChanged 3 SP:Iteration 168Q (2849.795259 sec): 3 clusters Score: Raw -6287278.654982 + Penalty 3472.777570 = -6283805.877412 nChanged 3 SP:Iteration 169Q (2849.906772 sec): 3 clusters Score: Raw -6287278.915062 + Penalty 3472.777570 = -6283806.137492 nChanged 1 SP:Iteration 170Q (2850.013214 sec): 3 clusters Score: Raw -6287278.982945 + Penalty 3472.777570 = -6283806.205375 nChanged 1 SP:Iteration 171Q (2850.118826 sec): 3 clusters Score: Raw -6287279.009316 + Penalty 3472.777570 = -6283806.231746 nChanged 2 SP:Iteration 172Q (2850.214353 sec): 3 clusters Score: Raw -6287279.126815 + Penalty 3472.777570 = -6283806.349244 nChanged 2 SP:Iteration 173Q (2850.315230 sec): 3 clusters Score: Raw -6287279.243676 + Penalty 3472.777570 = -6283806.466106 nChanged 2 SP:Iteration 174Q (2850.423925 sec): 3 clusters Score: Raw -6287279.450226 + Penalty 3472.777570 = -6283806.672656 nChanged 3 SP:Iteration 175Q (2850.527472 sec): 3 clusters Score: Raw -6287279.697300 + Penalty 3472.777570 = -6283806.919730 nChanged 5 SP:Iteration 176Q (2850.639207 sec): 3 clusters Score: Raw -6287280.181382 + Penalty 3472.777570 = -6283807.403811 nChanged 7 SP:Iteration 177Q (2850.746291 sec): 3 clusters Score: Raw -6287280.720110 + Penalty 3472.777570 = -6283807.942540 nChanged 6 SP:Iteration 178Q (2850.845612 sec): 3 clusters Score: Raw -6287281.242205 + Penalty 3472.777570 = -6283808.464635 nChanged 6 SP:Iteration 179Q (2850.942038 sec): 3 clusters Score: Raw -6287281.832667 + Penalty 3472.777570 = -6283809.055097 nChanged 5 SP:Iteration 180F (2851.066583 sec): 3 clusters Score: Raw -6287282.185379 + Penalty 3472.777570 = -6283809.407809 nChanged 1 SP:Iteration 181Q (2851.166431 sec): 3 clusters Score: Raw -6287282.290801 + Penalty 3472.777570 = -6283809.513231 nChanged 0 SP:Iteration 182F (2851.280566 sec): 3 clusters Score: Raw -6287282.290801 + Penalty 3472.777570 = -6283809.513231 nChanged 0 Iteration 219Q (2854.596838 sec): 40 clusters Score: Raw -40023059.627697 + Penalty 79644.492220 = -39943415.135477 nChanged 734 Iteration 220F (2861.684024 sec): 40 clusters Score: Raw -40023589.504018 + Penalty 79644.492220 = -39943945.011799 nChanged 666 Iteration 221Q (2864.828006 sec): 40 clusters Score: Raw -40023882.356019 + Penalty 79644.492220 = -39944237.863799 nChanged 426 Iteration 222Q (2867.859121 sec): 40 clusters Score: Raw -40024042.377596 + Penalty 79644.492220 = -39944397.885376 nChanged 323 Iteration 223Q (2871.147549 sec): 40 clusters Score: Raw -40024143.819093 + Penalty 79644.492220 = -39944499.326873 nChanged 220 Iteration 224Q (2874.270046 sec): 40 clusters Score: Raw -40024181.393096 + Penalty 79644.492220 = -39944536.900876 nChanged 183 Iteration 225Q (2877.474608 sec): 40 clusters Score: Raw -40024206.947191 + Penalty 79644.492220 = -39944562.454971 nChanged 147 Iteration 226Q (2880.605526 sec): 40 clusters Score: Raw -40024223.572668 + Penalty 79644.492220 = -39944579.080448 nChanged 144 Iteration 227Q (2883.676338 sec): 40 clusters Score: Raw -40024237.265311 + Penalty 79644.492220 = -39944592.773091 nChanged 143 Iteration 228Q (2886.781283 sec): 40 clusters Score: Raw -40024246.641729 + Penalty 79644.492220 = -39944602.149510 nChanged 145 Iteration 229Q (2889.905833 sec): 40 clusters Score: Raw -40024256.095041 + Penalty 79644.492220 = -39944611.602822 nChanged 136 Iteration 230Q (2893.183708 sec): 40 clusters Score: Raw -40024265.693246 + Penalty 79644.492220 = -39944621.201026 nChanged 118 Iteration 231Q (2896.443840 sec): 40 clusters Score: Raw -40024273.040096 + Penalty 79644.492220 = -39944628.547877 nChanged 104 Iteration 232Q (2899.637606 sec): 40 clusters Score: Raw -40024279.326547 + Penalty 79644.492220 = -39944634.834327 nChanged 89 Iteration 233Q (2902.792964 sec): 40 clusters Score: Raw -40024287.866209 + Penalty 79644.492220 = -39944643.373989 nChanged 97 Iteration 234Q (2905.975252 sec): 40 clusters Score: Raw -40024293.995392 + Penalty 79644.492220 = -39944649.503172 nChanged 87 Iteration 235Q (2909.216555 sec): 40 clusters Score: Raw -40024299.342484 + Penalty 79644.492220 = -39944654.850264 nChanged 89 Iteration 236Q (2912.284937 sec): 40 clusters Score: Raw -40024304.694331 + Penalty 79644.492220 = -39944660.202112 nChanged 73 Iteration 237Q (2915.384561 sec): 40 clusters Score: Raw -40024308.677574 + Penalty 79644.492220 = -39944664.185354 nChanged 83 Iteration 238Q (2918.524473 sec): 40 clusters Score: Raw -40024313.588572 + Penalty 79644.492220 = -39944669.096353 nChanged 84 Iteration 239Q (2921.725955 sec): 40 clusters Score: Raw -40024318.427402 + Penalty 79644.492220 = -39944673.935182 nChanged 76 Iteration 240F (2928.766221 sec): 40 clusters Score: Raw -40024326.927088 + Penalty 79644.492220 = -39944682.434868 nChanged 70 Iteration 241Q (2932.331264 sec): 40 clusters Score: Raw -40024338.496458 + Penalty 79644.492220 = -39944694.004239 nChanged 75 Iteration 242Q (2935.468061 sec): 40 clusters Score: Raw -40024342.330595 + Penalty 79644.492220 = -39944697.838375 nChanged 78 Iteration 243Q (2938.979901 sec): 40 clusters Score: Raw -40024345.488976 + Penalty 79644.492220 = -39944700.996756 nChanged 72 Iteration 244Q (2942.282682 sec): 40 clusters Score: Raw -40024348.479994 + Penalty 79644.492220 = -39944703.987774 nChanged 74 Iteration 245Q (2945.559698 sec): 40 clusters Score: Raw -40024351.254557 + Penalty 79644.492220 = -39944706.762337 nChanged 66 Iteration 246Q (2948.908511 sec): 40 clusters Score: Raw -40024353.688935 + Penalty 79644.492220 = -39944709.196715 nChanged 82 Iteration 247Q (2952.099328 sec): 40 clusters Score: Raw -40024356.321036 + Penalty 79644.492220 = -39944711.828817 nChanged 70 Iteration 248Q (2955.554061 sec): 40 clusters Score: Raw -40024358.959277 + Penalty 79644.492220 = -39944714.467057 nChanged 53 Iteration 249Q (2958.754292 sec): 40 clusters Score: Raw -40024361.364887 + Penalty 79644.492220 = -39944716.872668 nChanged 49 Iteration 250Q (2962.274689 sec): 40 clusters Score: Raw -40024363.531861 + Penalty 79644.492220 = -39944719.039641 nChanged 52 Iteration 251Q (2965.515800 sec): 40 clusters Score: Raw -40024365.067025 + Penalty 79644.492220 = -39944720.574805 nChanged 50 Iteration 252Q (2968.850629 sec): 40 clusters Score: Raw -40024366.176347 + Penalty 79644.492220 = -39944721.684127 nChanged 36 Iteration 253Q (2972.219816 sec): 40 clusters Score: Raw -40024367.045372 + Penalty 79644.492220 = -39944722.553152 nChanged 49 Iteration 254Q (2975.413379 sec): 40 clusters Score: Raw -40024368.361874 + Penalty 79644.492220 = -39944723.869654 nChanged 56 Iteration 255Q (2978.929326 sec): 40 clusters Score: Raw -40024369.814286 + Penalty 79644.492220 = -39944725.322066 nChanged 49 Iteration 256Q (2982.206601 sec): 40 clusters Score: Raw -40024371.020771 + Penalty 79644.492220 = -39944726.528551 nChanged 54 Iteration 257Q (2985.719842 sec): 40 clusters Score: Raw -40024372.398222 + Penalty 79644.492220 = -39944727.906002 nChanged 50 Iteration 258Q (2988.936407 sec): 40 clusters Score: Raw -40024374.002178 + Penalty 79644.492220 = -39944729.509958 nChanged 48 Writing temp clu file Because OldScore, -39944727.906002, is greater than current (better) Score,-39944729.509958 Compute initial score before splitting: Score: Raw -40024374.002178 + Penalty 79644.492220 = -39944729.509958 Trying to split cluster 1 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2989.043301 sec): 2 clusters Score: Raw -17860.773914 + Penalty 882.979826 = -16977.794088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2989.078266 sec): 3 clusters Score: Raw -18160.377014 + Penalty 1765.959651 = -16394.417363 nChanged 73 SP:Iteration 1F (2989.132260 sec): 3 clusters Score: Raw -18486.357130 + Penalty 1765.959651 = -16720.397478 nChanged 16 SP:Iteration 2F (2989.169565 sec): 3 clusters Score: Raw -18631.232932 + Penalty 1765.959651 = -16865.273281 nChanged 3 SP:Iteration 3Q (2989.210952 sec): 3 clusters Score: Raw -18709.233969 + Penalty 1765.959651 = -16943.274317 nChanged 3 SP:Iteration 4Q (2989.249955 sec): 3 clusters Score: Raw -18769.962145 + Penalty 1765.959651 = -17004.002494 nChanged 2 SP:Iteration 5Q (2989.298240 sec): 3 clusters Score: Raw -18812.531840 + Penalty 1765.959651 = -17046.572189 nChanged 1 SP:Iteration 6Q (2989.347419 sec): 3 clusters Score: Raw -18832.462054 + Penalty 1765.959651 = -17066.502403 nChanged 1 SP:Iteration 7Q (2989.386203 sec): 3 clusters Score: Raw -18837.756257 + Penalty 1765.959651 = -17071.796606 nChanged 0 SP:Iteration 8F (2989.422030 sec): 3 clusters Score: Raw -18837.756257 + Penalty 1765.959651 = -17071.796606 nChanged 0 Score: Raw -40025352.164229 + Penalty 81686.658687 = -39943665.505542 Splitting cluster 1 changes total score from -39944729.509958 to -39943665.505542 So it's not getting split. Trying to split cluster 2 (18217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2996.606457 sec): 2 clusters Score: Raw -2558481.347070 + Penalty 1594.142957 = -2556887.204114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2996.681875 sec): 3 clusters Score: Raw -2547678.225922 + Penalty 3188.285913 = -2544489.940008 nChanged 8024 SP:Iteration 1F (2996.745055 sec): 3 clusters Score: Raw -2552000.713430 + Penalty 3188.285913 = -2548812.427517 nChanged 992 SP:Iteration 2F (2996.814197 sec): 3 clusters Score: Raw -2552409.248351 + Penalty 3188.285913 = -2549220.962437 nChanged 949 SP:Iteration 3F (2996.881314 sec): 3 clusters Score: Raw -2552859.207571 + Penalty 3188.285913 = -2549670.921658 nChanged 994 SP:Iteration 4F (2996.944704 sec): 3 clusters Score: Raw -2553439.797383 + Penalty 3188.285913 = -2550251.511469 nChanged 1132 SP:Iteration 5F (2997.013878 sec): 3 clusters Score: Raw -2554314.111090 + Penalty 3188.285913 = -2551125.825176 nChanged 1240 SP:Iteration 6F (2997.082623 sec): 3 clusters Score: Raw -2555327.983873 + Penalty 3188.285913 = -2552139.697960 nChanged 1296 SP:Iteration 7F (2997.158188 sec): 3 clusters Score: Raw -2556422.434327 + Penalty 3188.285913 = -2553234.148413 nChanged 1182 SP:Iteration 8F (2997.232517 sec): 3 clusters Score: Raw -2557322.395699 + Penalty 3188.285913 = -2554134.109785 nChanged 933 SP:Iteration 9F (2997.302240 sec): 3 clusters Score: Raw -2557981.372475 + Penalty 3188.285913 = -2554793.086561 nChanged 716 SP:Iteration 10Q (2997.377711 sec): 3 clusters Score: Raw -2558413.651399 + Penalty 3188.285913 = -2555225.365485 nChanged 571 SP:Iteration 11Q (2997.452933 sec): 3 clusters Score: Raw -2558679.353502 + Penalty 3188.285913 = -2555491.067589 nChanged 400 SP:Iteration 12Q (2997.521486 sec): 3 clusters Score: Raw -2558832.214362 + Penalty 3188.285913 = -2555643.928449 nChanged 309 SP:Iteration 13Q (2997.577248 sec): 3 clusters Score: Raw -2558927.321558 + Penalty 3188.285913 = -2555739.035644 nChanged 245 SP:Iteration 14Q (2997.641301 sec): 3 clusters Score: Raw -2558989.017098 + Penalty 3188.285913 = -2555800.731185 nChanged 201 SP:Iteration 15Q (2997.717859 sec): 3 clusters Score: Raw -2559036.270195 + Penalty 3188.285913 = -2555847.984282 nChanged 178 SP:Iteration 16Q (2997.800570 sec): 3 clusters Score: Raw -2559075.883120 + Penalty 3188.285913 = -2555887.597207 nChanged 143 SP:Iteration 17Q (2997.866424 sec): 3 clusters Score: Raw -2559104.801587 + Penalty 3188.285913 = -2555916.515674 nChanged 148 SP:Iteration 18Q (2997.946537 sec): 3 clusters Score: Raw -2559135.629963 + Penalty 3188.285913 = -2555947.344050 nChanged 146 SP:Iteration 19Q (2998.026963 sec): 3 clusters Score: Raw -2559164.160951 + Penalty 3188.285913 = -2555975.875037 nChanged 136 SP:Iteration 20F (2998.102593 sec): 3 clusters Score: Raw -2559192.838874 + Penalty 3188.285913 = -2556004.552961 nChanged 146 SP:Iteration 21Q (2998.177870 sec): 3 clusters Score: Raw -2559226.368816 + Penalty 3188.285913 = -2556038.082903 nChanged 157 SP:Iteration 22Q (2998.257108 sec): 3 clusters Score: Raw -2559263.994453 + Penalty 3188.285913 = -2556075.708540 nChanged 149 SP:Iteration 23Q (2998.335773 sec): 3 clusters Score: Raw -2559298.425031 + Penalty 3188.285913 = -2556110.139118 nChanged 147 SP:Iteration 24Q (2998.411107 sec): 3 clusters Score: Raw -2559329.697965 + Penalty 3188.285913 = -2556141.412051 nChanged 150 SP:Iteration 25Q (2998.474610 sec): 3 clusters Score: Raw -2559365.442411 + Penalty 3188.285913 = -2556177.156498 nChanged 179 SP:Iteration 26Q (2998.547989 sec): 3 clusters Score: Raw -2559409.673292 + Penalty 3188.285913 = -2556221.387378 nChanged 170 SP:Iteration 27Q (2998.617015 sec): 3 clusters Score: Raw -2559450.473127 + Penalty 3188.285913 = -2556262.187213 nChanged 173 SP:Iteration 28Q (2998.700995 sec): 3 clusters Score: Raw -2559490.609049 + Penalty 3188.285913 = -2556302.323135 nChanged 161 SP:Iteration 29Q (2998.772589 sec): 3 clusters Score: Raw -2559522.343521 + Penalty 3188.285913 = -2556334.057607 nChanged 143 SP:Iteration 30Q (2998.837490 sec): 3 clusters Score: Raw -2559547.757197 + Penalty 3188.285913 = -2556359.471284 nChanged 124 SP:Iteration 31Q (2998.904047 sec): 3 clusters Score: Raw -2559570.606375 + Penalty 3188.285913 = -2556382.320462 nChanged 123 SP:Iteration 32Q (2998.981483 sec): 3 clusters Score: Raw -2559593.594339 + Penalty 3188.285913 = -2556405.308425 nChanged 106 SP:Iteration 33Q (2999.055211 sec): 3 clusters Score: Raw -2559612.203402 + Penalty 3188.285913 = -2556423.917489 nChanged 114 SP:Iteration 34Q (2999.130223 sec): 3 clusters Score: Raw -2559628.846025 + Penalty 3188.285913 = -2556440.560112 nChanged 104 SP:Iteration 35Q (2999.205519 sec): 3 clusters Score: Raw -2559645.636604 + Penalty 3188.285913 = -2556457.350691 nChanged 112 SP:Iteration 36Q (2999.282384 sec): 3 clusters Score: Raw -2559666.786551 + Penalty 3188.285913 = -2556478.500638 nChanged 117 SP:Iteration 37Q (2999.345103 sec): 3 clusters Score: Raw -2559684.987855 + Penalty 3188.285913 = -2556496.701942 nChanged 95 SP:Iteration 38Q (2999.429186 sec): 3 clusters Score: Raw -2559700.691069 + Penalty 3188.285913 = -2556512.405156 nChanged 93 SP:Iteration 39Q (2999.498841 sec): 3 clusters Score: Raw -2559715.108134 + Penalty 3188.285913 = -2556526.822220 nChanged 76 SP:Iteration 40F (2999.570112 sec): 3 clusters Score: Raw -2559727.961710 + Penalty 3188.285913 = -2556539.675797 nChanged 79 SP:Iteration 41Q (2999.640576 sec): 3 clusters Score: Raw -2559739.454582 + Penalty 3188.285913 = -2556551.168669 nChanged 78 SP:Iteration 42Q (2999.724922 sec): 3 clusters Score: Raw -2559752.426213 + Penalty 3188.285913 = -2556564.140299 nChanged 77 SP:Iteration 43Q (2999.801021 sec): 3 clusters Score: Raw -2559765.473527 + Penalty 3188.285913 = -2556577.187613 nChanged 73 SP:Iteration 44Q (2999.869903 sec): 3 clusters Score: Raw -2559775.545133 + Penalty 3188.285913 = -2556587.259219 nChanged 68 SP:Iteration 45Q (2999.950378 sec): 3 clusters Score: Raw -2559783.533301 + Penalty 3188.285913 = -2556595.247388 nChanged 64 SP:Iteration 46Q (3000.011779 sec): 3 clusters Score: Raw -2559791.077491 + Penalty 3188.285913 = -2556602.791577 nChanged 66 SP:Iteration 47Q (3000.085692 sec): 3 clusters Score: Raw -2559802.272752 + Penalty 3188.285913 = -2556613.986838 nChanged 86 SP:Iteration 48Q (3000.169236 sec): 3 clusters Score: Raw -2559815.269510 + Penalty 3188.285913 = -2556626.983597 nChanged 74 SP:Iteration 49Q (3000.239294 sec): 3 clusters Score: Raw -2559825.983156 + Penalty 3188.285913 = -2556637.697243 nChanged 69 SP:Iteration 50Q (3000.314811 sec): 3 clusters Score: Raw -2559835.352845 + Penalty 3188.285913 = -2556647.066932 nChanged 67 SP:Iteration 51Q (3000.388480 sec): 3 clusters Score: Raw -2559843.425927 + Penalty 3188.285913 = -2556655.140013 nChanged 56 SP:Iteration 52Q (3000.444819 sec): 3 clusters Score: Raw -2559850.238930 + Penalty 3188.285913 = -2556661.953017 nChanged 54 SP:Iteration 53Q (3000.526138 sec): 3 clusters Score: Raw -2559856.083505 + Penalty 3188.285913 = -2556667.797591 nChanged 47 SP:Iteration 54Q (3000.590972 sec): 3 clusters Score: Raw -2559862.239362 + Penalty 3188.285913 = -2556673.953449 nChanged 44 SP:Iteration 55Q (3000.664978 sec): 3 clusters Score: Raw -2559866.951390 + Penalty 3188.285913 = -2556678.665476 nChanged 45 SP:Iteration 56Q (3000.710076 sec): 3 clusters Score: Raw -2559872.505790 + Penalty 3188.285913 = -2556684.219876 nChanged 50 SP:Iteration 57Q (3000.779296 sec): 3 clusters Score: Raw -2559878.389051 + Penalty 3188.285913 = -2556690.103138 nChanged 43 SP:Iteration 58Q (3000.847538 sec): 3 clusters Score: Raw -2559883.532916 + Penalty 3188.285913 = -2556695.247002 nChanged 39 SP:Iteration 59Q (3000.917594 sec): 3 clusters Score: Raw -2559887.457671 + Penalty 3188.285913 = -2556699.171758 nChanged 32 SP:Iteration 60F (3000.995615 sec): 3 clusters Score: Raw -2559891.129079 + Penalty 3188.285913 = -2556702.843165 nChanged 33 SP:Iteration 61Q (3001.065187 sec): 3 clusters Score: Raw -2559895.143583 + Penalty 3188.285913 = -2556706.857669 nChanged 39 SP:Iteration 62Q (3001.132181 sec): 3 clusters Score: Raw -2559900.371923 + Penalty 3188.285913 = -2556712.086010 nChanged 34 SP:Iteration 63Q (3001.177930 sec): 3 clusters Score: Raw -2559904.392687 + Penalty 3188.285913 = -2556716.106773 nChanged 32 SP:Iteration 64Q (3001.244740 sec): 3 clusters Score: Raw -2559907.748540 + Penalty 3188.285913 = -2556719.462626 nChanged 34 SP:Iteration 65Q (3001.315658 sec): 3 clusters Score: Raw -2559911.008473 + Penalty 3188.285913 = -2556722.722560 nChanged 31 SP:Iteration 66Q (3001.371676 sec): 3 clusters Score: Raw -2559914.691451 + Penalty 3188.285913 = -2556726.405537 nChanged 31 SP:Iteration 67Q (3001.444780 sec): 3 clusters Score: Raw -2559918.790443 + Penalty 3188.285913 = -2556730.504529 nChanged 35 SP:Iteration 68Q (3001.509141 sec): 3 clusters Score: Raw -2559922.730947 + Penalty 3188.285913 = -2556734.445033 nChanged 40 SP:Iteration 69Q (3001.573749 sec): 3 clusters Score: Raw -2559927.356796 + Penalty 3188.285913 = -2556739.070883 nChanged 35 SP:Iteration 70Q (3001.649425 sec): 3 clusters Score: Raw -2559931.381468 + Penalty 3188.285913 = -2556743.095555 nChanged 34 SP:Iteration 71Q (3001.707459 sec): 3 clusters Score: Raw -2559935.666344 + Penalty 3188.285913 = -2556747.380430 nChanged 28 SP:Iteration 72Q (3001.771121 sec): 3 clusters Score: Raw -2559938.493341 + Penalty 3188.285913 = -2556750.207428 nChanged 28 SP:Iteration 73Q (3001.828274 sec): 3 clusters Score: Raw -2559941.398631 + Penalty 3188.285913 = -2556753.112718 nChanged 27 SP:Iteration 74Q (3001.891954 sec): 3 clusters Score: Raw -2559944.907603 + Penalty 3188.285913 = -2556756.621689 nChanged 29 SP:Iteration 75Q (3001.957332 sec): 3 clusters Score: Raw -2559948.338117 + Penalty 3188.285913 = -2556760.052204 nChanged 31 SP:Iteration 76Q (3002.032651 sec): 3 clusters Score: Raw -2559952.661799 + Penalty 3188.285913 = -2556764.375886 nChanged 29 SP:Iteration 77Q (3002.099083 sec): 3 clusters Score: Raw -2559955.948575 + Penalty 3188.285913 = -2556767.662662 nChanged 27 SP:Iteration 78Q (3002.174956 sec): 3 clusters Score: Raw -2559959.376961 + Penalty 3188.285913 = -2556771.091048 nChanged 28 SP:Iteration 79Q (3002.251077 sec): 3 clusters Score: Raw -2559963.447260 + Penalty 3188.285913 = -2556775.161347 nChanged 32 SP:Iteration 80F (3002.330486 sec): 3 clusters Score: Raw -2559967.506407 + Penalty 3188.285913 = -2556779.220493 nChanged 27 SP:Iteration 81Q (3002.407490 sec): 3 clusters Score: Raw -2559971.452443 + Penalty 3188.285913 = -2556783.166529 nChanged 27 SP:Iteration 82Q (3002.483169 sec): 3 clusters Score: Raw -2559975.105229 + Penalty 3188.285913 = -2556786.819316 nChanged 24 SP:Iteration 83Q (3002.560492 sec): 3 clusters Score: Raw -2559978.053978 + Penalty 3188.285913 = -2556789.768065 nChanged 23 SP:Iteration 84Q (3002.627163 sec): 3 clusters Score: Raw -2559980.628836 + Penalty 3188.285913 = -2556792.342923 nChanged 20 SP:Iteration 85Q (3002.712592 sec): 3 clusters Score: Raw -2559982.683422 + Penalty 3188.285913 = -2556794.397508 nChanged 23 SP:Iteration 86Q (3002.789080 sec): 3 clusters Score: Raw -2559985.218352 + Penalty 3188.285913 = -2556796.932439 nChanged 25 SP:Iteration 87Q (3002.862662 sec): 3 clusters Score: Raw -2559988.345116 + Penalty 3188.285913 = -2556800.059202 nChanged 23 SP:Iteration 88Q (3002.940967 sec): 3 clusters Score: Raw -2559990.468228 + Penalty 3188.285913 = -2556802.182315 nChanged 16 SP:Iteration 89Q (3003.015316 sec): 3 clusters Score: Raw -2559992.177984 + Penalty 3188.285913 = -2556803.892071 nChanged 20 SP:Iteration 90Q (3003.089393 sec): 3 clusters Score: Raw -2559994.439633 + Penalty 3188.285913 = -2556806.153720 nChanged 19 SP:Iteration 91Q (3003.164178 sec): 3 clusters Score: Raw -2559996.314575 + Penalty 3188.285913 = -2556808.028661 nChanged 14 SP:Iteration 92Q (3003.240596 sec): 3 clusters Score: Raw -2559997.319380 + Penalty 3188.285913 = -2556809.033466 nChanged 12 SP:Iteration 93Q (3003.306901 sec): 3 clusters Score: Raw -2559998.359782 + Penalty 3188.285913 = -2556810.073868 nChanged 7 SP:Iteration 94Q (3003.377640 sec): 3 clusters Score: Raw -2559999.016488 + Penalty 3188.285913 = -2556810.730575 nChanged 9 SP:Iteration 95Q (3003.455498 sec): 3 clusters Score: Raw -2559999.784194 + Penalty 3188.285913 = -2556811.498280 nChanged 6 SP:Iteration 96Q (3003.528948 sec): 3 clusters Score: Raw -2560000.238119 + Penalty 3188.285913 = -2556811.952206 nChanged 5 SP:Iteration 97Q (3003.598944 sec): 3 clusters Score: Raw -2560000.635836 + Penalty 3188.285913 = -2556812.349923 nChanged 9 SP:Iteration 98Q (3003.682013 sec): 3 clusters Score: Raw -2560001.665032 + Penalty 3188.285913 = -2556813.379119 nChanged 11 SP:Iteration 99Q (3003.746147 sec): 3 clusters Score: Raw -2560002.878626 + Penalty 3188.285913 = -2556814.592713 nChanged 9 SP:Iteration 100F (3003.835517 sec): 3 clusters Score: Raw -2560003.725306 + Penalty 3188.285913 = -2556815.439392 nChanged 7 SP:Iteration 101Q (3003.912115 sec): 3 clusters Score: Raw -2560004.641912 + Penalty 3188.285913 = -2556816.355999 nChanged 11 SP:Iteration 102Q (3003.978378 sec): 3 clusters Score: Raw -2560005.492300 + Penalty 3188.285913 = -2556817.206386 nChanged 4 SP:Iteration 103Q (3004.061759 sec): 3 clusters Score: Raw -2560005.944095 + Penalty 3188.285913 = -2556817.658181 nChanged 5 SP:Iteration 104Q (3004.141521 sec): 3 clusters Score: Raw -2560006.816481 + Penalty 3188.285913 = -2556818.530567 nChanged 6 SP:Iteration 105Q (3004.218821 sec): 3 clusters Score: Raw -2560007.159061 + Penalty 3188.285913 = -2556818.873148 nChanged 3 SP:Iteration 106Q (3004.296041 sec): 3 clusters Score: Raw -2560007.400072 + Penalty 3188.285913 = -2556819.114159 nChanged 6 SP:Iteration 107Q (3004.367661 sec): 3 clusters Score: Raw -2560007.781447 + Penalty 3188.285913 = -2556819.495533 nChanged 7 SP:Iteration 108Q (3004.431228 sec): 3 clusters Score: Raw -2560008.567567 + Penalty 3188.285913 = -2556820.281654 nChanged 9 SP:Iteration 109Q (3004.496340 sec): 3 clusters Score: Raw -2560009.407775 + Penalty 3188.285913 = -2556821.121862 nChanged 11 SP:Iteration 110Q (3004.581738 sec): 3 clusters Score: Raw -2560010.399843 + Penalty 3188.285913 = -2556822.113930 nChanged 8 SP:Iteration 111Q (3004.657649 sec): 3 clusters Score: Raw -2560011.295478 + Penalty 3188.285913 = -2556823.009565 nChanged 6 SP:Iteration 112Q (3004.730269 sec): 3 clusters Score: Raw -2560012.011799 + Penalty 3188.285913 = -2556823.725885 nChanged 10 SP:Iteration 113Q (3004.805844 sec): 3 clusters Score: Raw -2560012.957995 + Penalty 3188.285913 = -2556824.672082 nChanged 8 SP:Iteration 114Q (3004.881982 sec): 3 clusters Score: Raw -2560013.747196 + Penalty 3188.285913 = -2556825.461283 nChanged 6 SP:Iteration 115Q (3004.956830 sec): 3 clusters Score: Raw -2560014.537304 + Penalty 3188.285913 = -2556826.251391 nChanged 13 SP:Iteration 116Q (3005.033040 sec): 3 clusters Score: Raw -2560015.813953 + Penalty 3188.285913 = -2556827.528039 nChanged 15 SP:Iteration 117Q (3005.105731 sec): 3 clusters Score: Raw -2560017.371839 + Penalty 3188.285913 = -2556829.085925 nChanged 15 SP:Iteration 118Q (3005.175973 sec): 3 clusters Score: Raw -2560018.752949 + Penalty 3188.285913 = -2556830.467035 nChanged 11 SP:Iteration 119Q (3005.247362 sec): 3 clusters Score: Raw -2560019.737806 + Penalty 3188.285913 = -2556831.451892 nChanged 12 SP:Iteration 120F (3005.330463 sec): 3 clusters Score: Raw -2560021.024581 + Penalty 3188.285913 = -2556832.738668 nChanged 14 SP:Iteration 121Q (3005.404839 sec): 3 clusters Score: Raw -2560022.721047 + Penalty 3188.285913 = -2556834.435134 nChanged 16 SP:Iteration 122Q (3005.479190 sec): 3 clusters Score: Raw -2560024.493834 + Penalty 3188.285913 = -2556836.207920 nChanged 15 SP:Iteration 123Q (3005.545115 sec): 3 clusters Score: Raw -2560025.959841 + Penalty 3188.285913 = -2556837.673927 nChanged 12 SP:Iteration 124Q (3005.623939 sec): 3 clusters Score: Raw -2560027.014052 + Penalty 3188.285913 = -2556838.728139 nChanged 7 SP:Iteration 125Q (3005.680183 sec): 3 clusters Score: Raw -2560027.799758 + Penalty 3188.285913 = -2556839.513844 nChanged 12 SP:Iteration 126Q (3005.767611 sec): 3 clusters Score: Raw -2560029.068000 + Penalty 3188.285913 = -2556840.782086 nChanged 11 SP:Iteration 127Q (3005.845828 sec): 3 clusters Score: Raw -2560030.299820 + Penalty 3188.285913 = -2556842.013907 nChanged 12 SP:Iteration 128Q (3005.921445 sec): 3 clusters Score: Raw -2560031.678891 + Penalty 3188.285913 = -2556843.392978 nChanged 11 SP:Iteration 129Q (3005.995752 sec): 3 clusters Score: Raw -2560032.627026 + Penalty 3188.285913 = -2556844.341113 nChanged 11 SP:Iteration 130Q (3006.068329 sec): 3 clusters Score: Raw -2560033.632968 + Penalty 3188.285913 = -2556845.347054 nChanged 14 SP:Iteration 131Q (3006.144638 sec): 3 clusters Score: Raw -2560034.668209 + Penalty 3188.285913 = -2556846.382295 nChanged 13 SP:Iteration 132Q (3006.217545 sec): 3 clusters Score: Raw -2560036.297554 + Penalty 3188.285913 = -2556848.011640 nChanged 18 SP:Iteration 133Q (3006.291642 sec): 3 clusters Score: Raw -2560038.735517 + Penalty 3188.285913 = -2556850.449604 nChanged 16 SP:Iteration 134Q (3006.369475 sec): 3 clusters Score: Raw -2560040.755010 + Penalty 3188.285913 = -2556852.469097 nChanged 14 SP:Iteration 135Q (3006.433454 sec): 3 clusters Score: Raw -2560043.088451 + Penalty 3188.285913 = -2556854.802537 nChanged 15 SP:Iteration 136Q (3006.506817 sec): 3 clusters Score: Raw -2560044.915001 + Penalty 3188.285913 = -2556856.629088 nChanged 13 SP:Iteration 137Q (3006.583579 sec): 3 clusters Score: Raw -2560046.892513 + Penalty 3188.285913 = -2556858.606599 nChanged 20 SP:Iteration 138Q (3006.659611 sec): 3 clusters Score: Raw -2560049.091246 + Penalty 3188.285913 = -2556860.805332 nChanged 12 SP:Iteration 139Q (3006.736760 sec): 3 clusters Score: Raw -2560050.239895 + Penalty 3188.285913 = -2556861.953981 nChanged 7 SP:Iteration 140F (3006.820271 sec): 3 clusters Score: Raw -2560050.945839 + Penalty 3188.285913 = -2556862.659926 nChanged 8 SP:Iteration 141Q (3006.897138 sec): 3 clusters Score: Raw -2560051.755561 + Penalty 3188.285913 = -2556863.469648 nChanged 10 SP:Iteration 142Q (3006.976367 sec): 3 clusters Score: Raw -2560052.872643 + Penalty 3188.285913 = -2556864.586729 nChanged 10 SP:Iteration 143Q (3007.054721 sec): 3 clusters Score: Raw -2560053.528306 + Penalty 3188.285913 = -2556865.242393 nChanged 7 SP:Iteration 144Q (3007.122774 sec): 3 clusters Score: Raw -2560054.388301 + Penalty 3188.285913 = -2556866.102388 nChanged 9 SP:Iteration 145Q (3007.206659 sec): 3 clusters Score: Raw -2560055.571873 + Penalty 3188.285913 = -2556867.285959 nChanged 12 SP:Iteration 146Q (3007.278970 sec): 3 clusters Score: Raw -2560056.533498 + Penalty 3188.285913 = -2556868.247585 nChanged 8 SP:Iteration 147Q (3007.351182 sec): 3 clusters Score: Raw -2560057.094393 + Penalty 3188.285913 = -2556868.808479 nChanged 5 SP:Iteration 148Q (3007.406961 sec): 3 clusters Score: Raw -2560057.575507 + Penalty 3188.285913 = -2556869.289594 nChanged 6 SP:Iteration 149Q (3007.481570 sec): 3 clusters Score: Raw -2560058.007423 + Penalty 3188.285913 = -2556869.721510 nChanged 10 SP:Iteration 150Q (3007.558633 sec): 3 clusters Score: Raw -2560058.774977 + Penalty 3188.285913 = -2556870.489063 nChanged 4 SP:Iteration 151Q (3007.633756 sec): 3 clusters Score: Raw -2560059.245264 + Penalty 3188.285913 = -2556870.959351 nChanged 8 SP:Iteration 152Q (3007.717669 sec): 3 clusters Score: Raw -2560059.844782 + Penalty 3188.285913 = -2556871.558868 nChanged 8 SP:Iteration 153Q (3007.786994 sec): 3 clusters Score: Raw -2560060.665170 + Penalty 3188.285913 = -2556872.379256 nChanged 7 SP:Iteration 154Q (3007.865091 sec): 3 clusters Score: Raw -2560061.382933 + Penalty 3188.285913 = -2556873.097019 nChanged 6 SP:Iteration 155Q (3007.939623 sec): 3 clusters Score: Raw -2560061.936545 + Penalty 3188.285913 = -2556873.650631 nChanged 5 SP:Iteration 156Q (3008.012168 sec): 3 clusters Score: Raw -2560062.390583 + Penalty 3188.285913 = -2556874.104670 nChanged 3 SP:Iteration 157Q (3008.078337 sec): 3 clusters Score: Raw -2560062.681805 + Penalty 3188.285913 = -2556874.395891 nChanged 2 SP:Iteration 158Q (3008.158153 sec): 3 clusters Score: Raw -2560062.799691 + Penalty 3188.285913 = -2556874.513777 nChanged 4 SP:Iteration 159Q (3008.229031 sec): 3 clusters Score: Raw -2560063.230565 + Penalty 3188.285913 = -2556874.944651 nChanged 7 SP:Iteration 160F (3008.312270 sec): 3 clusters Score: Raw -2560064.143248 + Penalty 3188.285913 = -2556875.857334 nChanged 9 SP:Iteration 161Q (3008.385307 sec): 3 clusters Score: Raw -2560064.787848 + Penalty 3188.285913 = -2556876.501934 nChanged 4 SP:Iteration 162Q (3008.452095 sec): 3 clusters Score: Raw -2560065.161143 + Penalty 3188.285913 = -2556876.875230 nChanged 4 SP:Iteration 163Q (3008.525198 sec): 3 clusters Score: Raw -2560065.556858 + Penalty 3188.285913 = -2556877.270944 nChanged 5 SP:Iteration 164Q (3008.595598 sec): 3 clusters Score: Raw -2560065.879218 + Penalty 3188.285913 = -2556877.593304 nChanged 3 SP:Iteration 165Q (3008.667478 sec): 3 clusters Score: Raw -2560066.140865 + Penalty 3188.285913 = -2556877.854952 nChanged 4 SP:Iteration 166Q (3008.734415 sec): 3 clusters Score: Raw -2560066.368722 + Penalty 3188.285913 = -2556878.082808 nChanged 2 SP:Iteration 167Q (3008.804032 sec): 3 clusters Score: Raw -2560066.445564 + Penalty 3188.285913 = -2556878.159650 nChanged 0 SP:Iteration 168F (3008.884133 sec): 3 clusters Score: Raw -2560066.445564 + Penalty 3188.285913 = -2556878.159650 nChanged 0 Trying to split cluster 3 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3008.901496 sec): 2 clusters Score: Raw -38659.850941 + Penalty 948.156745 = -37711.694196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3008.951101 sec): 3 clusters Score: Raw -38797.952011 + Penalty 1896.313490 = -36901.638521 nChanged 93 SP:Iteration 1F (3008.987614 sec): 3 clusters Score: Raw -39110.199208 + Penalty 1896.313490 = -37213.885718 nChanged 35 SP:Iteration 2F (3009.035048 sec): 3 clusters Score: Raw -39252.045577 + Penalty 1896.313490 = -37355.732087 nChanged 14 SP:Iteration 3Q (3009.076547 sec): 3 clusters Score: Raw -39312.413836 + Penalty 1896.313490 = -37416.100347 nChanged 8 SP:Iteration 4Q (3009.125506 sec): 3 clusters Score: Raw -39341.127832 + Penalty 1896.313490 = -37444.814342 nChanged 4 SP:Iteration 5Q (3009.168272 sec): 3 clusters Score: Raw -39388.794900 + Penalty 1896.313490 = -37492.481410 nChanged 2 SP:Iteration 6Q (3009.216298 sec): 3 clusters Score: Raw -39399.570088 + Penalty 1896.313490 = -37503.256598 nChanged 1 SP:Iteration 7Q (3009.262146 sec): 3 clusters Score: Raw -39403.188858 + Penalty 1896.313490 = -37506.875369 nChanged 0 SP:Iteration 8F (3009.305880 sec): 3 clusters Score: Raw -39403.188858 + Penalty 1896.313490 = -37506.875369 nChanged 0 Trying to split cluster 4 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3009.329559 sec): 2 clusters Score: Raw -8925.211771 + Penalty 901.091335 = -8024.120436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3009.377225 sec): 3 clusters Score: Raw -9128.424221 + Penalty 1802.182669 = -7326.241551 nChanged 63 SP:Iteration 1F (3009.419135 sec): 3 clusters Score: Raw -9447.449054 + Penalty 1802.182669 = -7645.266384 nChanged 27 SP:Iteration 2F (3009.463596 sec): 3 clusters Score: Raw -9664.904824 + Penalty 1802.182669 = -7862.722155 nChanged 8 SP:Iteration 3Q (3009.511167 sec): 3 clusters Score: Raw -9733.475541 + Penalty 1802.182669 = -7931.292872 nChanged 6 SP:Iteration 4Q (3009.556982 sec): 3 clusters Score: Raw -9756.331764 + Penalty 1802.182669 = -7954.149094 nChanged 3 SP:Iteration 5Q (3009.603758 sec): 3 clusters Score: Raw -9782.282426 + Penalty 1802.182669 = -7980.099756 nChanged 3 SP:Iteration 6Q (3009.646865 sec): 3 clusters Score: Raw -9801.929337 + Penalty 1802.182669 = -7999.746668 nChanged 2 SP:Iteration 7Q (3009.694315 sec): 3 clusters Score: Raw -9822.119155 + Penalty 1802.182669 = -8019.936486 nChanged 2 SP:Iteration 8Q (3009.737872 sec): 3 clusters Score: Raw -9844.703847 + Penalty 1802.182669 = -8042.521178 nChanged 3 SP:Iteration 9Q (3009.782001 sec): 3 clusters Score: Raw -9859.837636 + Penalty 1802.182669 = -8057.654967 nChanged 4 SP:Iteration 10Q (3009.827737 sec): 3 clusters Score: Raw -9875.028671 + Penalty 1802.182669 = -8072.846001 nChanged 1 SP:Iteration 11Q (3009.871883 sec): 3 clusters Score: Raw -9876.562265 + Penalty 1802.182669 = -8074.379596 nChanged 0 SP:Iteration 12F (3009.919487 sec): 3 clusters Score: Raw -9886.204420 + Penalty 1802.182669 = -8084.021751 nChanged 1 SP:Iteration 13Q (3009.962305 sec): 3 clusters Score: Raw -9909.187608 + Penalty 1802.182669 = -8107.004938 nChanged 3 SP:Iteration 14Q (3010.009326 sec): 3 clusters Score: Raw -9939.190185 + Penalty 1802.182669 = -8137.007516 nChanged 2 SP:Iteration 15Q (3010.054141 sec): 3 clusters Score: Raw -9943.222824 + Penalty 1802.182669 = -8141.040155 nChanged 1 SP:Iteration 16Q (3010.098025 sec): 3 clusters Score: Raw -9945.482587 + Penalty 1802.182669 = -8143.299918 nChanged 0 SP:Iteration 17F (3010.144235 sec): 3 clusters Score: Raw -9947.221579 + Penalty 1802.182669 = -8145.038910 nChanged 1 SP:Iteration 18Q (3010.183231 sec): 3 clusters Score: Raw -9983.636069 + Penalty 1802.182669 = -8181.453400 nChanged 2 SP:Iteration 19Q (3010.229858 sec): 3 clusters Score: Raw -9993.923311 + Penalty 1802.182669 = -8191.740641 nChanged 2 SP:Iteration 20F (3010.267348 sec): 3 clusters Score: Raw -10051.287213 + Penalty 1802.182669 = -8249.104544 nChanged 2 SP:Iteration 21Q (3010.315382 sec): 3 clusters Score: Raw -10066.183589 + Penalty 1802.182669 = -8264.000919 nChanged 0 SP:Iteration 22F (3010.358598 sec): 3 clusters Score: Raw -10066.183589 + Penalty 1802.182669 = -8264.000919 nChanged 0 Score: Raw -40025516.153704 + Penalty 81686.658687 = -39943829.495017 Splitting cluster 4 changes total score from -39944729.509958 to -39943829.495017 So it's not getting split. Trying to split cluster 5 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3017.632562 sec): 2 clusters Score: Raw -39479.394113 + Penalty 940.370824 = -38539.023288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3017.651466 sec): 3 clusters Score: Raw -39626.228281 + Penalty 1880.741649 = -37745.486632 nChanged 74 SP:Iteration 1F (3017.662047 sec): 3 clusters Score: Raw -39733.731354 + Penalty 1880.741649 = -37852.989705 nChanged 20 SP:Iteration 2F (3017.672725 sec): 3 clusters Score: Raw -39789.395571 + Penalty 1880.741649 = -37908.653922 nChanged 21 SP:Iteration 3F (3017.682801 sec): 3 clusters Score: Raw -39868.932047 + Penalty 1880.741649 = -37988.190398 nChanged 22 SP:Iteration 4F (3017.690830 sec): 3 clusters Score: Raw -39922.566733 + Penalty 1880.741649 = -38041.825084 nChanged 10 SP:Iteration 5Q (3017.699231 sec): 3 clusters Score: Raw -39935.326093 + Penalty 1880.741649 = -38054.584444 nChanged 6 SP:Iteration 6Q (3017.708840 sec): 3 clusters Score: Raw -39952.643903 + Penalty 1880.741649 = -38071.902254 nChanged 5 SP:Iteration 7Q (3017.717869 sec): 3 clusters Score: Raw -39962.902018 + Penalty 1880.741649 = -38082.160369 nChanged 2 SP:Iteration 8Q (3017.725216 sec): 3 clusters Score: Raw -39965.590969 + Penalty 1880.741649 = -38084.849320 nChanged 1 SP:Iteration 9Q (3017.732091 sec): 3 clusters Score: Raw -39976.499460 + Penalty 1880.741649 = -38095.757812 nChanged 2 SP:Iteration 10Q (3017.742082 sec): 3 clusters Score: Raw -39987.203834 + Penalty 1880.741649 = -38106.462185 nChanged 0 SP:Iteration 11F (3017.750241 sec): 3 clusters Score: Raw -39987.203834 + Penalty 1880.741649 = -38106.462185 nChanged 0 Trying to split cluster 6 (845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3017.761395 sec): 2 clusters Score: Raw -91763.632454 + Penalty 1095.142202 = -90668.490252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3017.774352 sec): 3 clusters Score: Raw -91567.284665 + Penalty 2190.284404 = -89377.000261 nChanged 254 SP:Iteration 1F (3017.785600 sec): 3 clusters Score: Raw -91922.020978 + Penalty 2190.284404 = -89731.736575 nChanged 85 SP:Iteration 2F (3017.807736 sec): 3 clusters Score: Raw -92138.070737 + Penalty 2190.284404 = -89947.786333 nChanged 61 SP:Iteration 3F (3017.821596 sec): 3 clusters Score: Raw -92302.118622 + Penalty 2190.284404 = -90111.834218 nChanged 49 SP:Iteration 4F (3017.832618 sec): 3 clusters Score: Raw -92436.287860 + Penalty 2190.284404 = -90246.003456 nChanged 38 SP:Iteration 5Q (3017.842961 sec): 3 clusters Score: Raw -92545.838291 + Penalty 2190.284404 = -90355.553887 nChanged 38 SP:Iteration 6Q (3017.854866 sec): 3 clusters Score: Raw -92657.671655 + Penalty 2190.284404 = -90467.387251 nChanged 37 SP:Iteration 7Q (3017.866658 sec): 3 clusters Score: Raw -92776.819200 + Penalty 2190.284404 = -90586.534796 nChanged 23 SP:Iteration 8Q (3017.877408 sec): 3 clusters Score: Raw -92833.482125 + Penalty 2190.284404 = -90643.197721 nChanged 12 SP:Iteration 9Q (3017.887271 sec): 3 clusters Score: Raw -92853.124901 + Penalty 2190.284404 = -90662.840497 nChanged 2 SP:Iteration 10Q (3017.897603 sec): 3 clusters Score: Raw -92854.461101 + Penalty 2190.284404 = -90664.176697 nChanged 0 SP:Iteration 11F (3017.907948 sec): 3 clusters Score: Raw -92858.320772 + Penalty 2190.284404 = -90668.036368 nChanged 1 SP:Iteration 12Q (3017.918170 sec): 3 clusters Score: Raw -92862.405994 + Penalty 2190.284404 = -90672.121590 nChanged 2 SP:Iteration 13Q (3017.958879 sec): 3 clusters Score: Raw -92864.427989 + Penalty 2190.284404 = -90674.143586 nChanged 0 SP:Iteration 14F (3018.000079 sec): 3 clusters Score: Raw -92864.427989 + Penalty 2190.284404 = -90674.143586 nChanged 0 Score: Raw -40025475.977421 + Penalty 81686.658687 = -39943789.318734 Splitting cluster 6 changes total score from -39944729.509958 to -39943789.318734 So it's not getting split. Trying to split cluster 7 (894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3025.325189 sec): 2 clusters Score: Raw -120277.973356 + Penalty 1104.302188 = -119173.671168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3025.371015 sec): 3 clusters Score: Raw -120015.828397 + Penalty 2208.604377 = -117807.224020 nChanged 269 SP:Iteration 1F (3025.404769 sec): 3 clusters Score: Raw -120316.510141 + Penalty 2208.604377 = -118107.905764 nChanged 74 SP:Iteration 2F (3025.461412 sec): 3 clusters Score: Raw -120471.883968 + Penalty 2208.604377 = -118263.279591 nChanged 57 SP:Iteration 3F (3025.507442 sec): 3 clusters Score: Raw -120593.435326 + Penalty 2208.604377 = -118384.830949 nChanged 50 SP:Iteration 4F (3025.543735 sec): 3 clusters Score: Raw -120668.321900 + Penalty 2208.604377 = -118459.717523 nChanged 38 SP:Iteration 5Q (3025.591808 sec): 3 clusters Score: Raw -120729.460295 + Penalty 2208.604377 = -118520.855918 nChanged 25 SP:Iteration 6Q (3025.649882 sec): 3 clusters Score: Raw -120761.627644 + Penalty 2208.604377 = -118553.023267 nChanged 19 SP:Iteration 7Q (3025.693358 sec): 3 clusters Score: Raw -120798.742180 + Penalty 2208.604377 = -118590.137803 nChanged 16 SP:Iteration 8Q (3025.737568 sec): 3 clusters Score: Raw -120823.701157 + Penalty 2208.604377 = -118615.096780 nChanged 11 SP:Iteration 9Q (3025.770847 sec): 3 clusters Score: Raw -120837.892226 + Penalty 2208.604377 = -118629.287849 nChanged 11 SP:Iteration 10Q (3025.820529 sec): 3 clusters Score: Raw -120849.134824 + Penalty 2208.604377 = -118640.530447 nChanged 11 SP:Iteration 11Q (3025.868455 sec): 3 clusters Score: Raw -120861.617373 + Penalty 2208.604377 = -118653.012996 nChanged 7 SP:Iteration 12Q (3025.910615 sec): 3 clusters Score: Raw -120870.206550 + Penalty 2208.604377 = -118661.602173 nChanged 6 SP:Iteration 13Q (3025.959300 sec): 3 clusters Score: Raw -120883.206453 + Penalty 2208.604377 = -118674.602076 nChanged 6 SP:Iteration 14Q (3025.998224 sec): 3 clusters Score: Raw -120894.097659 + Penalty 2208.604377 = -118685.493282 nChanged 6 SP:Iteration 15Q (3026.040405 sec): 3 clusters Score: Raw -120911.988210 + Penalty 2208.604377 = -118703.383833 nChanged 8 SP:Iteration 16Q (3026.089161 sec): 3 clusters Score: Raw -120926.083622 + Penalty 2208.604377 = -118717.479245 nChanged 3 SP:Iteration 17Q (3026.140374 sec): 3 clusters Score: Raw -120933.885494 + Penalty 2208.604377 = -118725.281117 nChanged 1 SP:Iteration 18Q (3026.184324 sec): 3 clusters Score: Raw -120934.344570 + Penalty 2208.604377 = -118725.740193 nChanged 0 SP:Iteration 19F (3026.223315 sec): 3 clusters Score: Raw -120934.344570 + Penalty 2208.604377 = -118725.740193 nChanged 0 Trying to split cluster 8 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3026.246771 sec): 2 clusters Score: Raw -18691.765548 + Penalty 864.194499 = -17827.571049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3026.290252 sec): 3 clusters Score: Raw -18909.561463 + Penalty 1728.388998 = -17181.172465 nChanged 50 SP:Iteration 1F (3026.341176 sec): 3 clusters Score: Raw -19062.731591 + Penalty 1728.388998 = -17334.342593 nChanged 17 SP:Iteration 2F (3026.386032 sec): 3 clusters Score: Raw -19121.368881 + Penalty 1728.388998 = -17392.979883 nChanged 7 SP:Iteration 3Q (3026.434188 sec): 3 clusters Score: Raw -19178.266591 + Penalty 1728.388998 = -17449.877593 nChanged 2 SP:Iteration 4Q (3026.477712 sec): 3 clusters Score: Raw -19183.839261 + Penalty 1728.388998 = -17455.450263 nChanged 1 SP:Iteration 5Q (3026.514740 sec): 3 clusters Score: Raw -19190.922430 + Penalty 1728.388998 = -17462.533432 nChanged 2 SP:Iteration 6Q (3026.559309 sec): 3 clusters Score: Raw -19196.177659 + Penalty 1728.388998 = -17467.788661 nChanged 2 SP:Iteration 7Q (3026.606078 sec): 3 clusters Score: Raw -19201.604488 + Penalty 1728.388998 = -17473.215490 nChanged 0 SP:Iteration 8F (3026.656374 sec): 3 clusters Score: Raw -19201.604488 + Penalty 1728.388998 = -17473.215490 nChanged 0 Trying to split cluster 9 (539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3026.680208 sec): 2 clusters Score: Raw -39830.078798 + Penalty 1022.078780 = -38808.000018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3026.724042 sec): 3 clusters Score: Raw -39768.927046 + Penalty 2044.157561 = -37724.769486 nChanged 141 SP:Iteration 1F (3026.752278 sec): 3 clusters Score: Raw -40047.109622 + Penalty 2044.157561 = -38002.952061 nChanged 59 SP:Iteration 2F (3026.796887 sec): 3 clusters Score: Raw -40175.246787 + Penalty 2044.157561 = -38131.089227 nChanged 38 SP:Iteration 3F (3026.847359 sec): 3 clusters Score: Raw -40260.164203 + Penalty 2044.157561 = -38216.006642 nChanged 14 SP:Iteration 4Q (3026.882778 sec): 3 clusters Score: Raw -40301.442563 + Penalty 2044.157561 = -38257.285002 nChanged 9 SP:Iteration 5Q (3026.926864 sec): 3 clusters Score: Raw -40329.539355 + Penalty 2044.157561 = -38285.381795 nChanged 7 SP:Iteration 6Q (3026.971068 sec): 3 clusters Score: Raw -40344.387460 + Penalty 2044.157561 = -38300.229900 nChanged 3 SP:Iteration 7Q (3027.014751 sec): 3 clusters Score: Raw -40348.267228 + Penalty 2044.157561 = -38304.109667 nChanged 1 SP:Iteration 8Q (3027.059983 sec): 3 clusters Score: Raw -40353.383488 + Penalty 2044.157561 = -38309.225927 nChanged 2 SP:Iteration 9Q (3027.094741 sec): 3 clusters Score: Raw -40364.787684 + Penalty 2044.157561 = -38320.630123 nChanged 4 SP:Iteration 10Q (3027.136793 sec): 3 clusters Score: Raw -40372.318174 + Penalty 2044.157561 = -38328.160614 nChanged 2 SP:Iteration 11Q (3027.175909 sec): 3 clusters Score: Raw -40374.235454 + Penalty 2044.157561 = -38330.077893 nChanged 1 SP:Iteration 12Q (3027.222748 sec): 3 clusters Score: Raw -40380.581965 + Penalty 2044.157561 = -38336.424404 nChanged 2 SP:Iteration 13Q (3027.268021 sec): 3 clusters Score: Raw -40387.942139 + Penalty 2044.157561 = -38343.784578 nChanged 3 SP:Iteration 14Q (3027.319861 sec): 3 clusters Score: Raw -40395.199141 + Penalty 2044.157561 = -38351.041580 nChanged 4 SP:Iteration 15Q (3027.355245 sec): 3 clusters Score: Raw -40405.935327 + Penalty 2044.157561 = -38361.777767 nChanged 5 SP:Iteration 16Q (3027.397153 sec): 3 clusters Score: Raw -40421.007652 + Penalty 2044.157561 = -38376.850091 nChanged 7 SP:Iteration 17Q (3027.437375 sec): 3 clusters Score: Raw -40436.370466 + Penalty 2044.157561 = -38392.212906 nChanged 2 SP:Iteration 18Q (3027.487709 sec): 3 clusters Score: Raw -40445.557055 + Penalty 2044.157561 = -38401.399494 nChanged 1 SP:Iteration 19Q (3027.533710 sec): 3 clusters Score: Raw -40448.243684 + Penalty 2044.157561 = -38404.086124 nChanged 2 SP:Iteration 20F (3027.576510 sec): 3 clusters Score: Raw -40453.164835 + Penalty 2044.157561 = -38409.007275 nChanged 1 SP:Iteration 21Q (3027.617441 sec): 3 clusters Score: Raw -40454.366756 + Penalty 2044.157561 = -38410.209195 nChanged 0 SP:Iteration 22F (3027.656988 sec): 3 clusters Score: Raw -40454.366756 + Penalty 2044.157561 = -38410.209195 nChanged 0 Trying to split cluster 10 (12051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3027.695920 sec): 2 clusters Score: Raw -1699202.327076 + Penalty 1526.996725 = -1697675.330351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3027.765016 sec): 3 clusters Score: Raw -1692377.633261 + Penalty 3053.993450 = -1689323.639811 nChanged 5397 SP:Iteration 1F (3027.827906 sec): 3 clusters Score: Raw -1696745.940349 + Penalty 3053.993450 = -1693691.946899 nChanged 1332 SP:Iteration 2F (3027.884641 sec): 3 clusters Score: Raw -1698206.944599 + Penalty 3053.993450 = -1695152.951149 nChanged 1201 SP:Iteration 3F (3027.956369 sec): 3 clusters Score: Raw -1699367.616572 + Penalty 3053.993450 = -1696313.623122 nChanged 829 SP:Iteration 4F (3028.024206 sec): 3 clusters Score: Raw -1700006.855635 + Penalty 3053.993450 = -1696952.862185 nChanged 505 SP:Iteration 5Q (3028.086933 sec): 3 clusters Score: Raw -1700305.880175 + Penalty 3053.993450 = -1697251.886725 nChanged 320 SP:Iteration 6Q (3028.154520 sec): 3 clusters Score: Raw -1700454.276895 + Penalty 3053.993450 = -1697400.283445 nChanged 184 SP:Iteration 7Q (3028.212374 sec): 3 clusters Score: Raw -1700523.282822 + Penalty 3053.993450 = -1697469.289372 nChanged 113 SP:Iteration 8Q (3028.277379 sec): 3 clusters Score: Raw -1700567.959373 + Penalty 3053.993450 = -1697513.965923 nChanged 97 SP:Iteration 9Q (3028.346519 sec): 3 clusters Score: Raw -1700607.878929 + Penalty 3053.993450 = -1697553.885479 nChanged 107 SP:Iteration 10Q (3028.409359 sec): 3 clusters Score: Raw -1700655.838447 + Penalty 3053.993450 = -1697601.844997 nChanged 102 SP:Iteration 11Q (3028.483791 sec): 3 clusters Score: Raw -1700720.356895 + Penalty 3053.993450 = -1697666.363445 nChanged 114 SP:Iteration 12Q (3028.542424 sec): 3 clusters Score: Raw -1700815.302331 + Penalty 3053.993450 = -1697761.308881 nChanged 106 SP:Iteration 13Q (3028.612553 sec): 3 clusters Score: Raw -1700909.377544 + Penalty 3053.993450 = -1697855.384094 nChanged 92 SP:Iteration 14Q (3028.678434 sec): 3 clusters Score: Raw -1700984.835223 + Penalty 3053.993450 = -1697930.841773 nChanged 69 SP:Iteration 15Q (3028.737779 sec): 3 clusters Score: Raw -1701017.038145 + Penalty 3053.993450 = -1697963.044695 nChanged 55 SP:Iteration 16Q (3028.806005 sec): 3 clusters Score: Raw -1701035.839041 + Penalty 3053.993450 = -1697981.845591 nChanged 34 SP:Iteration 17Q (3028.859641 sec): 3 clusters Score: Raw -1701043.787868 + Penalty 3053.993450 = -1697989.794418 nChanged 25 SP:Iteration 18Q (3028.925198 sec): 3 clusters Score: Raw -1701048.316742 + Penalty 3053.993450 = -1697994.323292 nChanged 19 SP:Iteration 19Q (3028.990134 sec): 3 clusters Score: Raw -1701051.701906 + Penalty 3053.993450 = -1697997.708456 nChanged 12 SP:Iteration 20F (3029.047524 sec): 3 clusters Score: Raw -1701053.311761 + Penalty 3053.993450 = -1697999.318311 nChanged 6 SP:Iteration 21Q (3029.116252 sec): 3 clusters Score: Raw -1701054.291879 + Penalty 3053.993450 = -1698000.298429 nChanged 4 SP:Iteration 22Q (3029.182058 sec): 3 clusters Score: Raw -1701055.031560 + Penalty 3053.993450 = -1698001.038110 nChanged 3 SP:Iteration 23Q (3029.237240 sec): 3 clusters Score: Raw -1701055.697545 + Penalty 3053.993450 = -1698001.704095 nChanged 3 SP:Iteration 24Q (3029.291747 sec): 3 clusters Score: Raw -1701056.134843 + Penalty 3053.993450 = -1698002.141393 nChanged 2 SP:Iteration 25Q (3029.355787 sec): 3 clusters Score: Raw -1701056.806196 + Penalty 3053.993450 = -1698002.812746 nChanged 2 SP:Iteration 26Q (3029.420806 sec): 3 clusters Score: Raw -1701057.026182 + Penalty 3053.993450 = -1698003.032732 nChanged 0 SP:Iteration 27F (3029.486936 sec): 3 clusters Score: Raw -1701057.026182 + Penalty 3053.993450 = -1698003.032732 nChanged 0 Score: Raw -40026229.880992 + Penalty 81686.658687 = -39944543.222305 Splitting cluster 10 changes total score from -39944729.509958 to -39944543.222305 So it's not getting split. Trying to split cluster 11 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3036.679895 sec): 2 clusters Score: Raw -38605.482846 + Penalty 987.989144 = -37617.493702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3036.726912 sec): 3 clusters Score: Raw -38632.810148 + Penalty 1975.978288 = -36656.831860 nChanged 98 SP:Iteration 1F (3036.766694 sec): 3 clusters Score: Raw -38826.821886 + Penalty 1975.978288 = -36850.843597 nChanged 30 SP:Iteration 2F (3036.798480 sec): 3 clusters Score: Raw -38896.460326 + Penalty 1975.978288 = -36920.482038 nChanged 17 SP:Iteration 3Q (3036.846768 sec): 3 clusters Score: Raw -38921.372231 + Penalty 1975.978288 = -36945.393943 nChanged 7 SP:Iteration 4Q (3036.892233 sec): 3 clusters Score: Raw -38934.870978 + Penalty 1975.978288 = -36958.892690 nChanged 8 SP:Iteration 5Q (3036.939095 sec): 3 clusters Score: Raw -38960.928092 + Penalty 1975.978288 = -36984.949804 nChanged 9 SP:Iteration 6Q (3036.987656 sec): 3 clusters Score: Raw -38994.608087 + Penalty 1975.978288 = -37018.629798 nChanged 11 SP:Iteration 7Q (3037.028281 sec): 3 clusters Score: Raw -39035.876107 + Penalty 1975.978288 = -37059.897819 nChanged 7 SP:Iteration 8Q (3037.076915 sec): 3 clusters Score: Raw -39059.037664 + Penalty 1975.978288 = -37083.059376 nChanged 10 SP:Iteration 9Q (3037.113353 sec): 3 clusters Score: Raw -39073.307738 + Penalty 1975.978288 = -37097.329450 nChanged 2 SP:Iteration 10Q (3037.161984 sec): 3 clusters Score: Raw -39078.641758 + Penalty 1975.978288 = -37102.663470 nChanged 1 SP:Iteration 11Q (3037.204127 sec): 3 clusters Score: Raw -39080.371266 + Penalty 1975.978288 = -37104.392977 nChanged 0 SP:Iteration 12F (3037.242687 sec): 3 clusters Score: Raw -39080.371266 + Penalty 1975.978288 = -37104.392977 nChanged 0 Trying to split cluster 12 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3037.267326 sec): 2 clusters Score: Raw -89310.105474 + Penalty 1045.352765 = -88264.752709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3037.316760 sec): 3 clusters Score: Raw -89210.938005 + Penalty 2090.705530 = -87120.232475 nChanged 170 SP:Iteration 1F (3037.356445 sec): 3 clusters Score: Raw -89447.652078 + Penalty 2090.705530 = -87356.946548 nChanged 59 SP:Iteration 2F (3037.405018 sec): 3 clusters Score: Raw -89562.970100 + Penalty 2090.705530 = -87472.264570 nChanged 29 SP:Iteration 3Q (3037.446429 sec): 3 clusters Score: Raw -89631.019179 + Penalty 2090.705530 = -87540.313649 nChanged 26 SP:Iteration 4Q (3037.488845 sec): 3 clusters Score: Raw -89706.876413 + Penalty 2090.705530 = -87616.170882 nChanged 19 SP:Iteration 5Q (3037.538324 sec): 3 clusters Score: Raw -89762.739597 + Penalty 2090.705530 = -87672.034067 nChanged 15 SP:Iteration 6Q (3037.587356 sec): 3 clusters Score: Raw -89798.398020 + Penalty 2090.705530 = -87707.692490 nChanged 7 SP:Iteration 7Q (3037.634322 sec): 3 clusters Score: Raw -89817.132204 + Penalty 2090.705530 = -87726.426674 nChanged 8 SP:Iteration 8Q (3037.679582 sec): 3 clusters Score: Raw -89836.179133 + Penalty 2090.705530 = -87745.473603 nChanged 8 SP:Iteration 9Q (3037.725250 sec): 3 clusters Score: Raw -89855.775561 + Penalty 2090.705530 = -87765.070031 nChanged 4 SP:Iteration 10Q (3037.774562 sec): 3 clusters Score: Raw -89861.727670 + Penalty 2090.705530 = -87771.022140 nChanged 6 SP:Iteration 11Q (3037.823410 sec): 3 clusters Score: Raw -89873.006066 + Penalty 2090.705530 = -87782.300536 nChanged 4 SP:Iteration 12Q (3037.872231 sec): 3 clusters Score: Raw -89881.229838 + Penalty 2090.705530 = -87790.524307 nChanged 4 SP:Iteration 13Q (3037.913175 sec): 3 clusters Score: Raw -89892.132928 + Penalty 2090.705530 = -87801.427398 nChanged 9 SP:Iteration 14Q (3037.953498 sec): 3 clusters Score: Raw -89910.134917 + Penalty 2090.705530 = -87819.429387 nChanged 6 SP:Iteration 15Q (3038.002757 sec): 3 clusters Score: Raw -89926.147953 + Penalty 2090.705530 = -87835.442423 nChanged 6 SP:Iteration 16Q (3038.041582 sec): 3 clusters Score: Raw -89942.073440 + Penalty 2090.705530 = -87851.367910 nChanged 6 SP:Iteration 17Q (3038.091022 sec): 3 clusters Score: Raw -89959.039261 + Penalty 2090.705530 = -87868.333731 nChanged 4 SP:Iteration 18Q (3038.124303 sec): 3 clusters Score: Raw -89975.813261 + Penalty 2090.705530 = -87885.107731 nChanged 5 SP:Iteration 19Q (3038.164394 sec): 3 clusters Score: Raw -89982.461957 + Penalty 2090.705530 = -87891.756427 nChanged 1 SP:Iteration 20F (3038.206782 sec): 3 clusters Score: Raw -89982.838548 + Penalty 2090.705530 = -87892.133017 nChanged 1 SP:Iteration 21Q (3038.249673 sec): 3 clusters Score: Raw -89983.706497 + Penalty 2090.705530 = -87893.000967 nChanged 1 SP:Iteration 22Q (3038.293380 sec): 3 clusters Score: Raw -89984.941693 + Penalty 2090.705530 = -87894.236163 nChanged 1 SP:Iteration 23Q (3038.345146 sec): 3 clusters Score: Raw -89985.551950 + Penalty 2090.705530 = -87894.846420 nChanged 0 SP:Iteration 24F (3038.394801 sec): 3 clusters Score: Raw -89985.551950 + Penalty 2090.705530 = -87894.846420 nChanged 0 Trying to split cluster 13 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3038.416339 sec): 2 clusters Score: Raw -44350.652499 + Penalty 958.287503 = -43392.364996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3038.456991 sec): 3 clusters Score: Raw -44397.535652 + Penalty 1916.575007 = -42480.960645 nChanged 69 SP:Iteration 1F (3038.496568 sec): 3 clusters Score: Raw -44538.285232 + Penalty 1916.575007 = -42621.710225 nChanged 19 SP:Iteration 2F (3038.532531 sec): 3 clusters Score: Raw -44595.225533 + Penalty 1916.575007 = -42678.650526 nChanged 19 SP:Iteration 3F (3038.579418 sec): 3 clusters Score: Raw -44636.909902 + Penalty 1916.575007 = -42720.334895 nChanged 11 SP:Iteration 4Q (3038.625070 sec): 3 clusters Score: Raw -44676.571548 + Penalty 1916.575007 = -42759.996541 nChanged 13 SP:Iteration 5Q (3038.667005 sec): 3 clusters Score: Raw -44722.019325 + Penalty 1916.575007 = -42805.444318 nChanged 11 SP:Iteration 6Q (3038.702446 sec): 3 clusters Score: Raw -44772.092115 + Penalty 1916.575007 = -42855.517108 nChanged 7 SP:Iteration 7Q (3038.747623 sec): 3 clusters Score: Raw -44800.956247 + Penalty 1916.575007 = -42884.381240 nChanged 4 SP:Iteration 8Q (3038.802202 sec): 3 clusters Score: Raw -44816.645030 + Penalty 1916.575007 = -42900.070023 nChanged 3 SP:Iteration 9Q (3038.844426 sec): 3 clusters Score: Raw -44840.661836 + Penalty 1916.575007 = -42924.086829 nChanged 3 SP:Iteration 10Q (3038.882616 sec): 3 clusters Score: Raw -44853.761688 + Penalty 1916.575007 = -42937.186681 nChanged 3 SP:Iteration 11Q (3038.921853 sec): 3 clusters Score: Raw -44860.929703 + Penalty 1916.575007 = -42944.354696 nChanged 1 SP:Iteration 12Q (3038.965061 sec): 3 clusters Score: Raw -44861.617892 + Penalty 1916.575007 = -42945.042885 nChanged 0 SP:Iteration 13F (3038.996138 sec): 3 clusters Score: Raw -44861.617892 + Penalty 1916.575007 = -42945.042885 nChanged 0 Trying to split cluster 14 (60909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3039.108899 sec): 2 clusters Score: Raw -8844853.726332 + Penalty 1790.284637 = -8843063.441695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3039.242839 sec): 3 clusters Score: Raw -8806139.908080 + Penalty 3580.569273 = -8802559.338807 nChanged 28747 SP:Iteration 1F (3039.380987 sec): 3 clusters Score: Raw -8822653.990989 + Penalty 3580.569273 = -8819073.421715 nChanged 2524 SP:Iteration 2Q (3039.530969 sec): 3 clusters Score: Raw -8823512.837532 + Penalty 3580.569273 = -8819932.268258 nChanged 2626 SP:Iteration 3Q (3039.672134 sec): 3 clusters Score: Raw -8824607.146265 + Penalty 3580.569273 = -8821026.576991 nChanged 3000 SP:Iteration 4Q (3039.822016 sec): 3 clusters Score: Raw -8826111.640465 + Penalty 3580.569273 = -8822531.071192 nChanged 3337 SP:Iteration 5F (3039.972514 sec): 3 clusters Score: Raw -8828193.556464 + Penalty 3580.569273 = -8824612.987190 nChanged 3649 SP:Iteration 6F (3040.119681 sec): 3 clusters Score: Raw -8830770.194730 + Penalty 3580.569273 = -8827189.625457 nChanged 3816 SP:Iteration 7F (3040.264822 sec): 3 clusters Score: Raw -8833493.399237 + Penalty 3580.569273 = -8829912.829963 nChanged 3549 SP:Iteration 8F (3040.402754 sec): 3 clusters Score: Raw -8835958.225743 + Penalty 3580.569273 = -8832377.656470 nChanged 3098 SP:Iteration 9F (3040.547707 sec): 3 clusters Score: Raw -8837824.736331 + Penalty 3580.569273 = -8834244.167057 nChanged 2460 SP:Iteration 10Q (3040.695141 sec): 3 clusters Score: Raw -8839202.383866 + Penalty 3580.569273 = -8835621.814592 nChanged 2089 SP:Iteration 11Q (3040.832871 sec): 3 clusters Score: Raw -8840291.191711 + Penalty 3580.569273 = -8836710.622437 nChanged 1703 SP:Iteration 12Q (3040.963213 sec): 3 clusters Score: Raw -8841134.324470 + Penalty 3580.569273 = -8837553.755196 nChanged 1380 SP:Iteration 13Q (3041.093065 sec): 3 clusters Score: Raw -8841774.706379 + Penalty 3580.569273 = -8838194.137105 nChanged 1187 SP:Iteration 14Q (3041.201699 sec): 3 clusters Score: Raw -8842266.302188 + Penalty 3580.569273 = -8838685.732914 nChanged 976 SP:Iteration 15Q (3041.325306 sec): 3 clusters Score: Raw -8842645.702191 + Penalty 3580.569273 = -8839065.132918 nChanged 822 SP:Iteration 16Q (3041.456875 sec): 3 clusters Score: Raw -8842927.085609 + Penalty 3580.569273 = -8839346.516335 nChanged 696 SP:Iteration 17Q (3041.565119 sec): 3 clusters Score: Raw -8843147.029542 + Penalty 3580.569273 = -8839566.460268 nChanged 634 SP:Iteration 18Q (3041.686724 sec): 3 clusters Score: Raw -8843341.038723 + Penalty 3580.569273 = -8839760.469449 nChanged 566 SP:Iteration 19Q (3041.825006 sec): 3 clusters Score: Raw -8843510.233983 + Penalty 3580.569273 = -8839929.664710 nChanged 521 SP:Iteration 20F (3041.972438 sec): 3 clusters Score: Raw -8843667.198690 + Penalty 3580.569273 = -8840086.629416 nChanged 489 SP:Iteration 21Q (3042.105225 sec): 3 clusters Score: Raw -8843815.888959 + Penalty 3580.569273 = -8840235.319685 nChanged 447 SP:Iteration 22Q (3042.238515 sec): 3 clusters Score: Raw -8843946.462666 + Penalty 3580.569273 = -8840365.893392 nChanged 380 SP:Iteration 23Q (3042.363426 sec): 3 clusters Score: Raw -8844049.454767 + Penalty 3580.569273 = -8840468.885493 nChanged 346 SP:Iteration 24Q (3042.497498 sec): 3 clusters Score: Raw -8844138.193425 + Penalty 3580.569273 = -8840557.624152 nChanged 315 SP:Iteration 25Q (3042.620817 sec): 3 clusters Score: Raw -8844225.312534 + Penalty 3580.569273 = -8840644.743260 nChanged 341 SP:Iteration 26Q (3042.761529 sec): 3 clusters Score: Raw -8844324.108348 + Penalty 3580.569273 = -8840743.539075 nChanged 323 SP:Iteration 27Q (3042.881964 sec): 3 clusters Score: Raw -8844412.552431 + Penalty 3580.569273 = -8840831.983157 nChanged 277 SP:Iteration 28Q (3042.985423 sec): 3 clusters Score: Raw -8844483.938198 + Penalty 3580.569273 = -8840903.368925 nChanged 229 SP:Iteration 29Q (3043.110372 sec): 3 clusters Score: Raw -8844543.430024 + Penalty 3580.569273 = -8840962.860751 nChanged 222 SP:Iteration 30Q (3043.240117 sec): 3 clusters Score: Raw -8844608.225472 + Penalty 3580.569273 = -8841027.656199 nChanged 206 SP:Iteration 31Q (3043.375750 sec): 3 clusters Score: Raw -8844665.195750 + Penalty 3580.569273 = -8841084.626476 nChanged 194 SP:Iteration 32Q (3043.503086 sec): 3 clusters Score: Raw -8844715.850555 + Penalty 3580.569273 = -8841135.281282 nChanged 168 SP:Iteration 33Q (3043.637995 sec): 3 clusters Score: Raw -8844759.564337 + Penalty 3580.569273 = -8841178.995064 nChanged 159 SP:Iteration 34Q (3043.762996 sec): 3 clusters Score: Raw -8844798.307943 + Penalty 3580.569273 = -8841217.738669 nChanged 138 SP:Iteration 35Q (3043.905665 sec): 3 clusters Score: Raw -8844830.761898 + Penalty 3580.569273 = -8841250.192625 nChanged 124 SP:Iteration 36Q (3044.005704 sec): 3 clusters Score: Raw -8844860.441459 + Penalty 3580.569273 = -8841279.872185 nChanged 99 SP:Iteration 37Q (3044.124733 sec): 3 clusters Score: Raw -8844881.812584 + Penalty 3580.569273 = -8841301.243310 nChanged 108 SP:Iteration 38Q (3044.260025 sec): 3 clusters Score: Raw -8844907.299268 + Penalty 3580.569273 = -8841326.729994 nChanged 107 SP:Iteration 39Q (3044.384586 sec): 3 clusters Score: Raw -8844932.704365 + Penalty 3580.569273 = -8841352.135092 nChanged 91 SP:Iteration 40F (3044.531073 sec): 3 clusters Score: Raw -8844954.517722 + Penalty 3580.569273 = -8841373.948448 nChanged 93 SP:Iteration 41Q (3044.652689 sec): 3 clusters Score: Raw -8844979.007818 + Penalty 3580.569273 = -8841398.438545 nChanged 91 SP:Iteration 42Q (3044.773525 sec): 3 clusters Score: Raw -8844999.441278 + Penalty 3580.569273 = -8841418.872004 nChanged 85 SP:Iteration 43Q (3044.903924 sec): 3 clusters Score: Raw -8845022.246974 + Penalty 3580.569273 = -8841441.677701 nChanged 84 SP:Iteration 44Q (3045.012249 sec): 3 clusters Score: Raw -8845046.977397 + Penalty 3580.569273 = -8841466.408123 nChanged 89 SP:Iteration 45Q (3045.130948 sec): 3 clusters Score: Raw -8845074.290107 + Penalty 3580.569273 = -8841493.720834 nChanged 76 SP:Iteration 46Q (3045.251475 sec): 3 clusters Score: Raw -8845098.517531 + Penalty 3580.569273 = -8841517.948258 nChanged 75 SP:Iteration 47Q (3045.360563 sec): 3 clusters Score: Raw -8845122.956347 + Penalty 3580.569273 = -8841542.387073 nChanged 81 SP:Iteration 48Q (3045.479940 sec): 3 clusters Score: Raw -8845151.190566 + Penalty 3580.569273 = -8841570.621293 nChanged 71 SP:Iteration 49Q (3045.607273 sec): 3 clusters Score: Raw -8845181.235769 + Penalty 3580.569273 = -8841600.666496 nChanged 78 SP:Iteration 50Q (3045.729350 sec): 3 clusters Score: Raw -8845209.202206 + Penalty 3580.569273 = -8841628.632932 nChanged 52 SP:Iteration 51Q (3045.853850 sec): 3 clusters Score: Raw -8845226.057517 + Penalty 3580.569273 = -8841645.488243 nChanged 42 SP:Iteration 52Q (3045.975078 sec): 3 clusters Score: Raw -8845239.708668 + Penalty 3580.569273 = -8841659.139395 nChanged 35 SP:Iteration 53Q (3046.071266 sec): 3 clusters Score: Raw -8845249.041392 + Penalty 3580.569273 = -8841668.472118 nChanged 28 SP:Iteration 54Q (3046.190381 sec): 3 clusters Score: Raw -8845257.809774 + Penalty 3580.569273 = -8841677.240500 nChanged 22 SP:Iteration 55Q (3046.319040 sec): 3 clusters Score: Raw -8845265.449276 + Penalty 3580.569273 = -8841684.880003 nChanged 25 SP:Iteration 56Q (3046.458465 sec): 3 clusters Score: Raw -8845272.114659 + Penalty 3580.569273 = -8841691.545386 nChanged 22 SP:Iteration 57Q (3046.580008 sec): 3 clusters Score: Raw -8845277.454883 + Penalty 3580.569273 = -8841696.885609 nChanged 17 SP:Iteration 58Q (3046.709366 sec): 3 clusters Score: Raw -8845282.301580 + Penalty 3580.569273 = -8841701.732307 nChanged 17 SP:Iteration 59Q (3046.840239 sec): 3 clusters Score: Raw -8845288.160982 + Penalty 3580.569273 = -8841707.591709 nChanged 19 SP:Iteration 60F (3046.980251 sec): 3 clusters Score: Raw -8845293.765723 + Penalty 3580.569273 = -8841713.196449 nChanged 11 SP:Iteration 61Q (3047.103979 sec): 3 clusters Score: Raw -8845297.140928 + Penalty 3580.569273 = -8841716.571654 nChanged 9 SP:Iteration 62Q (3047.225281 sec): 3 clusters Score: Raw -8845300.624968 + Penalty 3580.569273 = -8841720.055695 nChanged 10 SP:Iteration 63Q (3047.351192 sec): 3 clusters Score: Raw -8845303.268375 + Penalty 3580.569273 = -8841722.699102 nChanged 8 SP:Iteration 64Q (3047.471134 sec): 3 clusters Score: Raw -8845305.554387 + Penalty 3580.569273 = -8841724.985114 nChanged 7 SP:Iteration 65Q (3047.592948 sec): 3 clusters Score: Raw -8845306.414427 + Penalty 3580.569273 = -8841725.845154 nChanged 5 SP:Iteration 66Q (3047.707611 sec): 3 clusters Score: Raw -8845307.391544 + Penalty 3580.569273 = -8841726.822271 nChanged 9 SP:Iteration 67Q (3047.823053 sec): 3 clusters Score: Raw -8845309.507402 + Penalty 3580.569273 = -8841728.938129 nChanged 7 SP:Iteration 68Q (3047.939442 sec): 3 clusters Score: Raw -8845311.379336 + Penalty 3580.569273 = -8841730.810063 nChanged 5 SP:Iteration 69Q (3048.067811 sec): 3 clusters Score: Raw -8845312.456719 + Penalty 3580.569273 = -8841731.887445 nChanged 4 SP:Iteration 70Q (3048.183949 sec): 3 clusters Score: Raw -8845314.062280 + Penalty 3580.569273 = -8841733.493007 nChanged 6 SP:Iteration 71Q (3048.307137 sec): 3 clusters Score: Raw -8845315.093621 + Penalty 3580.569273 = -8841734.524347 nChanged 5 SP:Iteration 72Q (3048.432898 sec): 3 clusters Score: Raw -8845316.395517 + Penalty 3580.569273 = -8841735.826244 nChanged 4 SP:Iteration 73Q (3048.561713 sec): 3 clusters Score: Raw -8845317.140363 + Penalty 3580.569273 = -8841736.571090 nChanged 2 SP:Iteration 74Q (3048.679266 sec): 3 clusters Score: Raw -8845317.366024 + Penalty 3580.569273 = -8841736.796750 nChanged 0 SP:Iteration 75F (3048.824506 sec): 3 clusters Score: Raw -8845317.366024 + Penalty 3580.569273 = -8841736.796750 nChanged 0 Trying to split cluster 15 (48088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3048.904308 sec): 2 clusters Score: Raw -6970528.546515 + Penalty 1751.878041 = -6968776.668474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3049.029364 sec): 3 clusters Score: Raw -6940025.905257 + Penalty 3503.756082 = -6936522.149175 nChanged 22477 SP:Iteration 1F (3049.155227 sec): 3 clusters Score: Raw -6952938.768875 + Penalty 3503.756082 = -6949435.012792 nChanged 1873 SP:Iteration 2Q (3049.280727 sec): 3 clusters Score: Raw -6953437.291078 + Penalty 3503.756082 = -6949933.534996 nChanged 1731 SP:Iteration 3Q (3049.399548 sec): 3 clusters Score: Raw -6953900.630250 + Penalty 3503.756082 = -6950396.874168 nChanged 1659 SP:Iteration 4Q (3049.523685 sec): 3 clusters Score: Raw -6954346.135478 + Penalty 3503.756082 = -6950842.379396 nChanged 1624 SP:Iteration 5Q (3049.658682 sec): 3 clusters Score: Raw -6954832.042041 + Penalty 3503.756082 = -6951328.285959 nChanged 1711 SP:Iteration 6Q (3049.782486 sec): 3 clusters Score: Raw -6955399.426764 + Penalty 3503.756082 = -6951895.670682 nChanged 1748 SP:Iteration 7Q (3049.908917 sec): 3 clusters Score: Raw -6956051.215673 + Penalty 3503.756082 = -6952547.459591 nChanged 1941 SP:Iteration 8Q (3050.035071 sec): 3 clusters Score: Raw -6956875.037706 + Penalty 3503.756082 = -6953371.281624 nChanged 2152 SP:Iteration 9Q (3050.161347 sec): 3 clusters Score: Raw -6957925.060004 + Penalty 3503.756082 = -6954421.303922 nChanged 2262 SP:Iteration 10Q (3050.288778 sec): 3 clusters Score: Raw -6959138.063372 + Penalty 3503.756082 = -6955634.307290 nChanged 2317 SP:Iteration 11Q (3050.423718 sec): 3 clusters Score: Raw -6960483.532481 + Penalty 3503.756082 = -6956979.776399 nChanged 2308 SP:Iteration 12Q (3050.551444 sec): 3 clusters Score: Raw -6961892.940773 + Penalty 3503.756082 = -6958389.184691 nChanged 2059 SP:Iteration 13Q (3050.668117 sec): 3 clusters Score: Raw -6962959.023219 + Penalty 3503.756082 = -6959455.267137 nChanged 1610 SP:Iteration 14Q (3050.800292 sec): 3 clusters Score: Raw -6963532.615294 + Penalty 3503.756082 = -6960028.859212 nChanged 1081 SP:Iteration 15Q (3050.926195 sec): 3 clusters Score: Raw -6963829.554585 + Penalty 3503.756082 = -6960325.798503 nChanged 806 SP:Iteration 16Q (3051.048302 sec): 3 clusters Score: Raw -6964036.071737 + Penalty 3503.756082 = -6960532.315655 nChanged 730 SP:Iteration 17Q (3051.168058 sec): 3 clusters Score: Raw -6964237.125861 + Penalty 3503.756082 = -6960733.369779 nChanged 716 SP:Iteration 18Q (3051.296898 sec): 3 clusters Score: Raw -6964445.923870 + Penalty 3503.756082 = -6960942.167788 nChanged 755 SP:Iteration 19Q (3051.421113 sec): 3 clusters Score: Raw -6964673.347380 + Penalty 3503.756082 = -6961169.591298 nChanged 777 SP:Iteration 20F (3051.542042 sec): 3 clusters Score: Raw -6964932.468066 + Penalty 3503.756082 = -6961428.711984 nChanged 832 SP:Iteration 21Q (3051.663668 sec): 3 clusters Score: Raw -6965220.532926 + Penalty 3503.756082 = -6961716.776844 nChanged 857 SP:Iteration 22Q (3051.778018 sec): 3 clusters Score: Raw -6965537.453094 + Penalty 3503.756082 = -6962033.697012 nChanged 884 SP:Iteration 23Q (3051.911202 sec): 3 clusters Score: Raw -6965891.829787 + Penalty 3503.756082 = -6962388.073705 nChanged 931 SP:Iteration 24Q (3052.030960 sec): 3 clusters Score: Raw -6966277.258390 + Penalty 3503.756082 = -6962773.502308 nChanged 925 SP:Iteration 25Q (3052.146352 sec): 3 clusters Score: Raw -6966684.927281 + Penalty 3503.756082 = -6963181.171199 nChanged 927 SP:Iteration 26Q (3052.272009 sec): 3 clusters Score: Raw -6967129.856656 + Penalty 3503.756082 = -6963626.100574 nChanged 971 SP:Iteration 27Q (3052.391980 sec): 3 clusters Score: Raw -6967610.502421 + Penalty 3503.756082 = -6964106.746339 nChanged 954 SP:Iteration 28Q (3052.507717 sec): 3 clusters Score: Raw -6968103.412486 + Penalty 3503.756082 = -6964599.656404 nChanged 928 SP:Iteration 29Q (3052.631185 sec): 3 clusters Score: Raw -6968601.121982 + Penalty 3503.756082 = -6965097.365900 nChanged 885 SP:Iteration 30Q (3052.745999 sec): 3 clusters Score: Raw -6969051.450262 + Penalty 3503.756082 = -6965547.694180 nChanged 777 SP:Iteration 31Q (3052.858347 sec): 3 clusters Score: Raw -6969433.786384 + Penalty 3503.756082 = -6965930.030302 nChanged 744 SP:Iteration 32Q (3052.963293 sec): 3 clusters Score: Raw -6969793.597332 + Penalty 3503.756082 = -6966289.841250 nChanged 636 SP:Iteration 33Q (3053.076885 sec): 3 clusters Score: Raw -6970075.972320 + Penalty 3503.756082 = -6966572.216238 nChanged 571 SP:Iteration 34Q (3053.189351 sec): 3 clusters Score: Raw -6970309.728427 + Penalty 3503.756082 = -6966805.972345 nChanged 440 SP:Iteration 35Q (3053.286285 sec): 3 clusters Score: Raw -6970461.733386 + Penalty 3503.756082 = -6966957.977304 nChanged 362 SP:Iteration 36Q (3053.408163 sec): 3 clusters Score: Raw -6970559.703957 + Penalty 3503.756082 = -6967055.947875 nChanged 299 SP:Iteration 37Q (3053.518666 sec): 3 clusters Score: Raw -6970640.927859 + Penalty 3503.756082 = -6967137.171777 nChanged 273 SP:Iteration 38Q (3053.645679 sec): 3 clusters Score: Raw -6970702.042752 + Penalty 3503.756082 = -6967198.286670 nChanged 225 SP:Iteration 39Q (3053.751198 sec): 3 clusters Score: Raw -6970750.124644 + Penalty 3503.756082 = -6967246.368562 nChanged 184 SP:Iteration 40F (3053.866766 sec): 3 clusters Score: Raw -6970835.203078 + Penalty 3503.756082 = -6967331.446996 nChanged 225 SP:Iteration 41Q (3053.983838 sec): 3 clusters Score: Raw -6970888.202591 + Penalty 3503.756082 = -6967384.446509 nChanged 195 SP:Iteration 42Q (3054.091470 sec): 3 clusters Score: Raw -6970927.694975 + Penalty 3503.756082 = -6967423.938893 nChanged 162 SP:Iteration 43Q (3054.202937 sec): 3 clusters Score: Raw -6970958.297584 + Penalty 3503.756082 = -6967454.541502 nChanged 145 SP:Iteration 44Q (3054.309882 sec): 3 clusters Score: Raw -6970983.405157 + Penalty 3503.756082 = -6967479.649075 nChanged 125 SP:Iteration 45Q (3054.414143 sec): 3 clusters Score: Raw -6971005.477544 + Penalty 3503.756082 = -6967501.721462 nChanged 135 SP:Iteration 46Q (3054.536226 sec): 3 clusters Score: Raw -6971029.295756 + Penalty 3503.756082 = -6967525.539674 nChanged 122 SP:Iteration 47Q (3054.619341 sec): 3 clusters Score: Raw -6971049.019946 + Penalty 3503.756082 = -6967545.263864 nChanged 111 SP:Iteration 48Q (3054.729219 sec): 3 clusters Score: Raw -6971062.909798 + Penalty 3503.756082 = -6967559.153716 nChanged 87 SP:Iteration 49Q (3054.855760 sec): 3 clusters Score: Raw -6971075.832492 + Penalty 3503.756082 = -6967572.076410 nChanged 101 SP:Iteration 50Q (3054.975412 sec): 3 clusters Score: Raw -6971089.417617 + Penalty 3503.756082 = -6967585.661534 nChanged 95 SP:Iteration 51Q (3055.083364 sec): 3 clusters Score: Raw -6971102.492512 + Penalty 3503.756082 = -6967598.736430 nChanged 89 SP:Iteration 52Q (3055.199316 sec): 3 clusters Score: Raw -6971114.124377 + Penalty 3503.756082 = -6967610.368295 nChanged 93 SP:Iteration 53Q (3055.312183 sec): 3 clusters Score: Raw -6971127.659238 + Penalty 3503.756082 = -6967623.903155 nChanged 87 SP:Iteration 54Q (3055.434658 sec): 3 clusters Score: Raw -6971140.115977 + Penalty 3503.756082 = -6967636.359895 nChanged 85 SP:Iteration 55Q (3055.532002 sec): 3 clusters Score: Raw -6971149.510435 + Penalty 3503.756082 = -6967645.754353 nChanged 61 SP:Iteration 56Q (3055.649641 sec): 3 clusters Score: Raw -6971156.008953 + Penalty 3503.756082 = -6967652.252871 nChanged 60 SP:Iteration 57Q (3055.768882 sec): 3 clusters Score: Raw -6971162.376441 + Penalty 3503.756082 = -6967658.620359 nChanged 54 SP:Iteration 58Q (3055.880313 sec): 3 clusters Score: Raw -6971168.557320 + Penalty 3503.756082 = -6967664.801238 nChanged 56 SP:Iteration 59Q (3055.976714 sec): 3 clusters Score: Raw -6971174.069351 + Penalty 3503.756082 = -6967670.313269 nChanged 43 SP:Iteration 60F (3056.068629 sec): 3 clusters Score: Raw -6971177.852451 + Penalty 3503.756082 = -6967674.096369 nChanged 37 SP:Iteration 61Q (3056.150299 sec): 3 clusters Score: Raw -6971181.095938 + Penalty 3503.756082 = -6967677.339856 nChanged 36 SP:Iteration 62Q (3056.232424 sec): 3 clusters Score: Raw -6971184.664077 + Penalty 3503.756082 = -6967680.907995 nChanged 34 SP:Iteration 63Q (3056.341850 sec): 3 clusters Score: Raw -6971187.838353 + Penalty 3503.756082 = -6967684.082271 nChanged 41 SP:Iteration 64Q (3056.468681 sec): 3 clusters Score: Raw -6971192.056077 + Penalty 3503.756082 = -6967688.299995 nChanged 43 SP:Iteration 65Q (3056.583160 sec): 3 clusters Score: Raw -6971196.684994 + Penalty 3503.756082 = -6967692.928912 nChanged 38 SP:Iteration 66Q (3056.698966 sec): 3 clusters Score: Raw -6971200.576160 + Penalty 3503.756082 = -6967696.820078 nChanged 37 SP:Iteration 67Q (3056.810093 sec): 3 clusters Score: Raw -6971203.477493 + Penalty 3503.756082 = -6967699.721411 nChanged 22 SP:Iteration 68Q (3056.923254 sec): 3 clusters Score: Raw -6971205.405354 + Penalty 3503.756082 = -6967701.649272 nChanged 31 SP:Iteration 69Q (3057.038325 sec): 3 clusters Score: Raw -6971208.237098 + Penalty 3503.756082 = -6967704.481016 nChanged 39 SP:Iteration 70Q (3057.146457 sec): 3 clusters Score: Raw -6971211.836615 + Penalty 3503.756082 = -6967708.080533 nChanged 38 SP:Iteration 71Q (3057.253172 sec): 3 clusters Score: Raw -6971214.926929 + Penalty 3503.756082 = -6967711.170847 nChanged 35 SP:Iteration 72Q (3057.359055 sec): 3 clusters Score: Raw -6971217.564212 + Penalty 3503.756082 = -6967713.808130 nChanged 34 SP:Iteration 73Q (3057.459967 sec): 3 clusters Score: Raw -6971220.764548 + Penalty 3503.756082 = -6967717.008466 nChanged 31 SP:Iteration 74Q (3057.564870 sec): 3 clusters Score: Raw -6971223.559960 + Penalty 3503.756082 = -6967719.803878 nChanged 37 SP:Iteration 75Q (3057.659458 sec): 3 clusters Score: Raw -6971226.514267 + Penalty 3503.756082 = -6967722.758185 nChanged 30 SP:Iteration 76Q (3057.771434 sec): 3 clusters Score: Raw -6971229.239046 + Penalty 3503.756082 = -6967725.482964 nChanged 28 SP:Iteration 77Q (3057.879080 sec): 3 clusters Score: Raw -6971231.788611 + Penalty 3503.756082 = -6967728.032529 nChanged 26 SP:Iteration 78Q (3057.966441 sec): 3 clusters Score: Raw -6971233.877500 + Penalty 3503.756082 = -6967730.121418 nChanged 27 SP:Iteration 79Q (3058.082893 sec): 3 clusters Score: Raw -6971236.040813 + Penalty 3503.756082 = -6967732.284731 nChanged 24 SP:Iteration 80F (3058.207587 sec): 3 clusters Score: Raw -6971237.934007 + Penalty 3503.756082 = -6967734.177925 nChanged 23 SP:Iteration 81Q (3058.317809 sec): 3 clusters Score: Raw -6971239.585853 + Penalty 3503.756082 = -6967735.829770 nChanged 20 SP:Iteration 82Q (3058.432940 sec): 3 clusters Score: Raw -6971241.640740 + Penalty 3503.756082 = -6967737.884658 nChanged 24 SP:Iteration 83Q (3058.515088 sec): 3 clusters Score: Raw -6971243.930266 + Penalty 3503.756082 = -6967740.174184 nChanged 23 SP:Iteration 84Q (3058.596765 sec): 3 clusters Score: Raw -6971245.738097 + Penalty 3503.756082 = -6967741.982015 nChanged 22 SP:Iteration 85Q (3058.707650 sec): 3 clusters Score: Raw -6971247.282560 + Penalty 3503.756082 = -6967743.526478 nChanged 19 SP:Iteration 86Q (3058.821669 sec): 3 clusters Score: Raw -6971248.543189 + Penalty 3503.756082 = -6967744.787107 nChanged 16 SP:Iteration 87Q (3058.933692 sec): 3 clusters Score: Raw -6971249.838435 + Penalty 3503.756082 = -6967746.082353 nChanged 19 SP:Iteration 88Q (3059.044488 sec): 3 clusters Score: Raw -6971251.723513 + Penalty 3503.756082 = -6967747.967431 nChanged 25 SP:Iteration 89Q (3059.161261 sec): 3 clusters Score: Raw -6971254.242955 + Penalty 3503.756082 = -6967750.486873 nChanged 26 SP:Iteration 90Q (3059.265225 sec): 3 clusters Score: Raw -6971256.945500 + Penalty 3503.756082 = -6967753.189418 nChanged 40 SP:Iteration 91Q (3059.378617 sec): 3 clusters Score: Raw -6971261.629190 + Penalty 3503.756082 = -6967757.873108 nChanged 46 SP:Iteration 92Q (3059.489459 sec): 3 clusters Score: Raw -6971267.046741 + Penalty 3503.756082 = -6967763.290659 nChanged 42 SP:Iteration 93Q (3059.605862 sec): 3 clusters Score: Raw -6971270.817520 + Penalty 3503.756082 = -6967767.061438 nChanged 43 SP:Iteration 94Q (3059.721997 sec): 3 clusters Score: Raw -6971275.218029 + Penalty 3503.756082 = -6967771.461947 nChanged 45 SP:Iteration 95Q (3059.837855 sec): 3 clusters Score: Raw -6971279.533599 + Penalty 3503.756082 = -6967775.777517 nChanged 47 SP:Iteration 96Q (3059.938403 sec): 3 clusters Score: Raw -6971284.272935 + Penalty 3503.756082 = -6967780.516853 nChanged 40 SP:Iteration 97Q (3060.050664 sec): 3 clusters Score: Raw -6971288.251034 + Penalty 3503.756082 = -6967784.494952 nChanged 36 SP:Iteration 98Q (3060.161917 sec): 3 clusters Score: Raw -6971291.473303 + Penalty 3503.756082 = -6967787.717221 nChanged 41 SP:Iteration 99Q (3060.272317 sec): 3 clusters Score: Raw -6971296.448398 + Penalty 3503.756082 = -6967792.692316 nChanged 48 SP:Iteration 100F (3060.389385 sec): 3 clusters Score: Raw -6971302.242809 + Penalty 3503.756082 = -6967798.486727 nChanged 52 SP:Iteration 101Q (3060.475441 sec): 3 clusters Score: Raw -6971308.575496 + Penalty 3503.756082 = -6967804.819413 nChanged 56 SP:Iteration 102Q (3060.584446 sec): 3 clusters Score: Raw -6971314.640231 + Penalty 3503.756082 = -6967810.884149 nChanged 44 SP:Iteration 103Q (3060.698762 sec): 3 clusters Score: Raw -6971318.252371 + Penalty 3503.756082 = -6967814.496289 nChanged 29 SP:Iteration 104Q (3060.814207 sec): 3 clusters Score: Raw -6971320.596525 + Penalty 3503.756082 = -6967816.840443 nChanged 37 SP:Iteration 105Q (3060.916058 sec): 3 clusters Score: Raw -6971324.057989 + Penalty 3503.756082 = -6967820.301907 nChanged 28 SP:Iteration 106Q (3061.016702 sec): 3 clusters Score: Raw -6971326.344370 + Penalty 3503.756082 = -6967822.588288 nChanged 29 SP:Iteration 107Q (3061.125734 sec): 3 clusters Score: Raw -6971328.786259 + Penalty 3503.756082 = -6967825.030177 nChanged 18 SP:Iteration 108Q (3061.228983 sec): 3 clusters Score: Raw -6971330.079008 + Penalty 3503.756082 = -6967826.322926 nChanged 15 SP:Iteration 109Q (3061.326872 sec): 3 clusters Score: Raw -6971330.958735 + Penalty 3503.756082 = -6967827.202653 nChanged 13 SP:Iteration 110Q (3061.426552 sec): 3 clusters Score: Raw -6971331.624343 + Penalty 3503.756082 = -6967827.868260 nChanged 13 SP:Iteration 111Q (3061.542141 sec): 3 clusters Score: Raw -6971332.430730 + Penalty 3503.756082 = -6967828.674648 nChanged 7 SP:Iteration 112Q (3061.651487 sec): 3 clusters Score: Raw -6971332.768379 + Penalty 3503.756082 = -6967829.012297 nChanged 5 SP:Iteration 113Q (3061.751115 sec): 3 clusters Score: Raw -6971332.979096 + Penalty 3503.756082 = -6967829.223014 nChanged 3 SP:Iteration 114Q (3061.866464 sec): 3 clusters Score: Raw -6971333.140912 + Penalty 3503.756082 = -6967829.384830 nChanged 6 SP:Iteration 115Q (3061.972713 sec): 3 clusters Score: Raw -6971333.498841 + Penalty 3503.756082 = -6967829.742759 nChanged 4 SP:Iteration 116Q (3062.089958 sec): 3 clusters Score: Raw -6971333.769771 + Penalty 3503.756082 = -6967830.013689 nChanged 3 SP:Iteration 117Q (3062.202524 sec): 3 clusters Score: Raw -6971333.990651 + Penalty 3503.756082 = -6967830.234569 nChanged 1 SP:Iteration 118Q (3062.308638 sec): 3 clusters Score: Raw -6971334.024453 + Penalty 3503.756082 = -6967830.268371 nChanged 1 SP:Iteration 119Q (3062.422021 sec): 3 clusters Score: Raw -6971334.043392 + Penalty 3503.756082 = -6967830.287310 nChanged 1 SP:Iteration 120F (3062.542211 sec): 3 clusters Score: Raw -6971334.095798 + Penalty 3503.756082 = -6967830.339716 nChanged 0 Trying to split cluster 16 (794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3062.573470 sec): 2 clusters Score: Raw -102739.833577 + Penalty 1085.026062 = -101654.807514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3062.611342 sec): 3 clusters Score: Raw -102566.149333 + Penalty 2170.052125 = -100396.097208 nChanged 232 SP:Iteration 1F (3062.642190 sec): 3 clusters Score: Raw -102881.080983 + Penalty 2170.052125 = -100711.028858 nChanged 74 SP:Iteration 2F (3062.684560 sec): 3 clusters Score: Raw -102994.356976 + Penalty 2170.052125 = -100824.304852 nChanged 49 SP:Iteration 3F (3062.737309 sec): 3 clusters Score: Raw -103091.861664 + Penalty 2170.052125 = -100921.809539 nChanged 28 SP:Iteration 4Q (3062.778199 sec): 3 clusters Score: Raw -103152.059657 + Penalty 2170.052125 = -100982.007533 nChanged 28 SP:Iteration 5Q (3062.822147 sec): 3 clusters Score: Raw -103217.915802 + Penalty 2170.052125 = -101047.863677 nChanged 25 SP:Iteration 6Q (3062.878064 sec): 3 clusters Score: Raw -103259.910417 + Penalty 2170.052125 = -101089.858292 nChanged 9 SP:Iteration 7Q (3062.909370 sec): 3 clusters Score: Raw -103276.476241 + Penalty 2170.052125 = -101106.424116 nChanged 9 SP:Iteration 8Q (3062.960615 sec): 3 clusters Score: Raw -103289.248170 + Penalty 2170.052125 = -101119.196045 nChanged 9 SP:Iteration 9Q (3063.009143 sec): 3 clusters Score: Raw -103300.568899 + Penalty 2170.052125 = -101130.516774 nChanged 4 SP:Iteration 10Q (3063.055861 sec): 3 clusters Score: Raw -103307.339819 + Penalty 2170.052125 = -101137.287694 nChanged 5 SP:Iteration 11Q (3063.094439 sec): 3 clusters Score: Raw -103313.101575 + Penalty 2170.052125 = -101143.049450 nChanged 4 SP:Iteration 12Q (3063.131245 sec): 3 clusters Score: Raw -103316.186490 + Penalty 2170.052125 = -101146.134365 nChanged 0 SP:Iteration 13F (3063.178208 sec): 3 clusters Score: Raw -103316.186490 + Penalty 2170.052125 = -101146.134365 nChanged 0 Trying to split cluster 17 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3063.196450 sec): 2 clusters Score: Raw -30341.118009 + Penalty 943.823155 = -29397.294854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3063.242369 sec): 3 clusters Score: Raw -30410.159383 + Penalty 1887.646309 = -28522.513073 nChanged 75 SP:Iteration 1F (3063.288453 sec): 3 clusters Score: Raw -30625.384168 + Penalty 1887.646309 = -28737.737859 nChanged 28 SP:Iteration 2F (3063.322151 sec): 3 clusters Score: Raw -30712.178389 + Penalty 1887.646309 = -28824.532080 nChanged 9 SP:Iteration 3Q (3063.366823 sec): 3 clusters Score: Raw -30741.910950 + Penalty 1887.646309 = -28854.264641 nChanged 5 SP:Iteration 4Q (3063.416979 sec): 3 clusters Score: Raw -30781.810905 + Penalty 1887.646309 = -28894.164596 nChanged 8 SP:Iteration 5Q (3063.455459 sec): 3 clusters Score: Raw -30808.101495 + Penalty 1887.646309 = -28920.455186 nChanged 3 SP:Iteration 6Q (3063.506710 sec): 3 clusters Score: Raw -30817.638510 + Penalty 1887.646309 = -28929.992200 nChanged 3 SP:Iteration 7Q (3063.543091 sec): 3 clusters Score: Raw -30827.788988 + Penalty 1887.646309 = -28940.142679 nChanged 1 SP:Iteration 8Q (3063.589169 sec): 3 clusters Score: Raw -30829.629033 + Penalty 1887.646309 = -28941.982724 nChanged 2 SP:Iteration 9Q (3063.634205 sec): 3 clusters Score: Raw -30833.669837 + Penalty 1887.646309 = -28946.023528 nChanged 0 SP:Iteration 10F (3063.668252 sec): 3 clusters Score: Raw -30833.669837 + Penalty 1887.646309 = -28946.023528 nChanged 0 Trying to split cluster 18 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3063.691610 sec): 2 clusters Score: Raw -48512.757354 + Penalty 944.310411 = -47568.446942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3063.735432 sec): 3 clusters Score: Raw -48541.470189 + Penalty 1888.620823 = -46652.849366 nChanged 65 SP:Iteration 1F (3063.787225 sec): 3 clusters Score: Raw -48647.375116 + Penalty 1888.620823 = -46758.754293 nChanged 16 SP:Iteration 2Q (3063.836234 sec): 3 clusters Score: Raw -48684.312291 + Penalty 1888.620823 = -46795.691469 nChanged 6 SP:Iteration 3Q (3063.881542 sec): 3 clusters Score: Raw -48696.794802 + Penalty 1888.620823 = -46808.173980 nChanged 6 SP:Iteration 4Q (3063.913876 sec): 3 clusters Score: Raw -48722.077024 + Penalty 1888.620823 = -46833.456201 nChanged 6 SP:Iteration 5Q (3063.956187 sec): 3 clusters Score: Raw -48737.558592 + Penalty 1888.620823 = -46848.937770 nChanged 1 SP:Iteration 6Q (3063.994934 sec): 3 clusters Score: Raw -48737.767045 + Penalty 1888.620823 = -46849.146222 nChanged 0 SP:Iteration 7F (3064.037955 sec): 3 clusters Score: Raw -48737.767045 + Penalty 1888.620823 = -46849.146222 nChanged 0 Trying to split cluster 19 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3064.071769 sec): 2 clusters Score: Raw -48048.245039 + Penalty 995.616242 = -47052.628796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3064.118457 sec): 3 clusters Score: Raw -48052.900872 + Penalty 1991.232485 = -46061.668387 nChanged 111 SP:Iteration 1F (3064.158986 sec): 3 clusters Score: Raw -48356.951756 + Penalty 1991.232485 = -46365.719271 nChanged 41 SP:Iteration 2F (3064.196539 sec): 3 clusters Score: Raw -48496.063225 + Penalty 1991.232485 = -46504.830740 nChanged 21 SP:Iteration 3Q (3064.244567 sec): 3 clusters Score: Raw -48572.811872 + Penalty 1991.232485 = -46581.579387 nChanged 15 SP:Iteration 4Q (3064.279616 sec): 3 clusters Score: Raw -48627.485377 + Penalty 1991.232485 = -46636.252892 nChanged 11 SP:Iteration 5Q (3064.320986 sec): 3 clusters Score: Raw -48665.059260 + Penalty 1991.232485 = -46673.826776 nChanged 11 SP:Iteration 6Q (3064.357518 sec): 3 clusters Score: Raw -48681.742703 + Penalty 1991.232485 = -46690.510218 nChanged 3 SP:Iteration 7Q (3064.419283 sec): 3 clusters Score: Raw -48686.088089 + Penalty 1991.232485 = -46694.855604 nChanged 1 SP:Iteration 8Q (3064.456850 sec): 3 clusters Score: Raw -48692.120159 + Penalty 1991.232485 = -46700.887674 nChanged 2 SP:Iteration 9Q (3064.496594 sec): 3 clusters Score: Raw -48694.254997 + Penalty 1991.232485 = -46703.022513 nChanged 0 SP:Iteration 10F (3064.541963 sec): 3 clusters Score: Raw -48694.254997 + Penalty 1991.232485 = -46703.022513 nChanged 0 Trying to split cluster 20 (1823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3064.568825 sec): 2 clusters Score: Raw -239415.829417 + Penalty 1220.088801 = -238195.740616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3064.619747 sec): 3 clusters Score: Raw -238714.558490 + Penalty 2440.177602 = -236274.380888 nChanged 596 SP:Iteration 1F (3064.662050 sec): 3 clusters Score: Raw -239255.451410 + Penalty 2440.177602 = -236815.273808 nChanged 195 SP:Iteration 2F (3064.712655 sec): 3 clusters Score: Raw -239546.018930 + Penalty 2440.177602 = -237105.841328 nChanged 180 SP:Iteration 3F (3064.762417 sec): 3 clusters Score: Raw -239863.526166 + Penalty 2440.177602 = -237423.348564 nChanged 140 SP:Iteration 4F (3064.804168 sec): 3 clusters Score: Raw -240135.512932 + Penalty 2440.177602 = -237695.335330 nChanged 123 SP:Iteration 5F (3064.852459 sec): 3 clusters Score: Raw -240326.203321 + Penalty 2440.177602 = -237886.025719 nChanged 63 SP:Iteration 6Q (3064.903564 sec): 3 clusters Score: Raw -240407.471835 + Penalty 2440.177602 = -237967.294233 nChanged 33 SP:Iteration 7Q (3064.956233 sec): 3 clusters Score: Raw -240451.808225 + Penalty 2440.177602 = -238011.630624 nChanged 29 SP:Iteration 8Q (3065.007972 sec): 3 clusters Score: Raw -240477.726567 + Penalty 2440.177602 = -238037.548965 nChanged 18 SP:Iteration 9Q (3065.057828 sec): 3 clusters Score: Raw -240496.965356 + Penalty 2440.177602 = -238056.787754 nChanged 12 SP:Iteration 10Q (3065.108854 sec): 3 clusters Score: Raw -240506.499685 + Penalty 2440.177602 = -238066.322083 nChanged 10 SP:Iteration 11Q (3065.153205 sec): 3 clusters Score: Raw -240514.005554 + Penalty 2440.177602 = -238073.827952 nChanged 8 SP:Iteration 12Q (3065.199560 sec): 3 clusters Score: Raw -240520.692497 + Penalty 2440.177602 = -238080.514895 nChanged 7 SP:Iteration 13Q (3065.249595 sec): 3 clusters Score: Raw -240525.089070 + Penalty 2440.177602 = -238084.911469 nChanged 3 SP:Iteration 14Q (3065.300108 sec): 3 clusters Score: Raw -240527.477960 + Penalty 2440.177602 = -238087.300358 nChanged 1 SP:Iteration 15Q (3065.347544 sec): 3 clusters Score: Raw -240528.288317 + Penalty 2440.177602 = -238088.110716 nChanged 1 SP:Iteration 16Q (3065.383086 sec): 3 clusters Score: Raw -240528.621083 + Penalty 2440.177602 = -238088.443482 nChanged 2 SP:Iteration 17Q (3065.425544 sec): 3 clusters Score: Raw -240530.282515 + Penalty 2440.177602 = -238090.104913 nChanged 0 SP:Iteration 18F (3065.467261 sec): 3 clusters Score: Raw -240530.282515 + Penalty 2440.177602 = -238090.104913 nChanged 0 Trying to split cluster 21 (2893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3065.494454 sec): 2 clusters Score: Raw -435651.804834 + Penalty 1295.133012 = -434356.671821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3065.538521 sec): 3 clusters Score: Raw -434281.879375 + Penalty 2590.266024 = -431691.613351 nChanged 1095 SP:Iteration 1F (3065.579990 sec): 3 clusters Score: Raw -434960.782276 + Penalty 2590.266024 = -432370.516252 nChanged 238 SP:Iteration 2F (3065.632736 sec): 3 clusters Score: Raw -435110.220574 + Penalty 2590.266024 = -432519.954550 nChanged 135 SP:Iteration 3Q (3065.684200 sec): 3 clusters Score: Raw -435175.052959 + Penalty 2590.266024 = -432584.786935 nChanged 84 SP:Iteration 4Q (3065.736755 sec): 3 clusters Score: Raw -435226.743760 + Penalty 2590.266024 = -432636.477736 nChanged 76 SP:Iteration 5Q (3065.789226 sec): 3 clusters Score: Raw -435266.240512 + Penalty 2590.266024 = -432675.974488 nChanged 70 SP:Iteration 6Q (3065.841120 sec): 3 clusters Score: Raw -435303.451651 + Penalty 2590.266024 = -432713.185627 nChanged 52 SP:Iteration 7Q (3065.884087 sec): 3 clusters Score: Raw -435329.553405 + Penalty 2590.266024 = -432739.287381 nChanged 49 SP:Iteration 8Q (3065.936162 sec): 3 clusters Score: Raw -435348.522311 + Penalty 2590.266024 = -432758.256286 nChanged 33 SP:Iteration 9Q (3065.987503 sec): 3 clusters Score: Raw -435362.273188 + Penalty 2590.266024 = -432772.007164 nChanged 25 SP:Iteration 10Q (3066.039688 sec): 3 clusters Score: Raw -435372.133288 + Penalty 2590.266024 = -432781.867264 nChanged 25 SP:Iteration 11Q (3066.092133 sec): 3 clusters Score: Raw -435383.426638 + Penalty 2590.266024 = -432793.160614 nChanged 31 SP:Iteration 12Q (3066.143787 sec): 3 clusters Score: Raw -435396.354434 + Penalty 2590.266024 = -432806.088410 nChanged 31 SP:Iteration 13Q (3066.194046 sec): 3 clusters Score: Raw -435407.098746 + Penalty 2590.266024 = -432816.832722 nChanged 23 SP:Iteration 14Q (3066.246506 sec): 3 clusters Score: Raw -435416.129427 + Penalty 2590.266024 = -432825.863403 nChanged 32 SP:Iteration 15Q (3066.294686 sec): 3 clusters Score: Raw -435438.638262 + Penalty 2590.266024 = -432848.372238 nChanged 49 SP:Iteration 16Q (3066.347059 sec): 3 clusters Score: Raw -435465.140963 + Penalty 2590.266024 = -432874.874939 nChanged 45 SP:Iteration 17Q (3066.393547 sec): 3 clusters Score: Raw -435491.668198 + Penalty 2590.266024 = -432901.402174 nChanged 63 SP:Iteration 18Q (3066.433335 sec): 3 clusters Score: Raw -435533.076728 + Penalty 2590.266024 = -432942.810704 nChanged 59 SP:Iteration 19Q (3066.475679 sec): 3 clusters Score: Raw -435567.689940 + Penalty 2590.266024 = -432977.423916 nChanged 54 SP:Iteration 20F (3066.526103 sec): 3 clusters Score: Raw -435594.942567 + Penalty 2590.266024 = -433004.676543 nChanged 46 SP:Iteration 21Q (3066.579123 sec): 3 clusters Score: Raw -435624.226878 + Penalty 2590.266024 = -433033.960854 nChanged 58 SP:Iteration 22Q (3066.627668 sec): 3 clusters Score: Raw -435665.676436 + Penalty 2590.266024 = -433075.410412 nChanged 59 SP:Iteration 23Q (3066.675155 sec): 3 clusters Score: Raw -435706.174540 + Penalty 2590.266024 = -433115.908516 nChanged 65 SP:Iteration 24Q (3066.729059 sec): 3 clusters Score: Raw -435755.625705 + Penalty 2590.266024 = -433165.359680 nChanged 64 SP:Iteration 25Q (3066.768939 sec): 3 clusters Score: Raw -435793.447410 + Penalty 2590.266024 = -433203.181386 nChanged 46 SP:Iteration 26Q (3066.817520 sec): 3 clusters Score: Raw -435825.141086 + Penalty 2590.266024 = -433234.875062 nChanged 53 SP:Iteration 27Q (3066.867867 sec): 3 clusters Score: Raw -435863.887340 + Penalty 2590.266024 = -433273.621316 nChanged 56 SP:Iteration 28Q (3066.913325 sec): 3 clusters Score: Raw -435901.198816 + Penalty 2590.266024 = -433310.932792 nChanged 45 SP:Iteration 29Q (3066.954176 sec): 3 clusters Score: Raw -435933.074973 + Penalty 2590.266024 = -433342.808948 nChanged 50 SP:Iteration 30Q (3067.009990 sec): 3 clusters Score: Raw -435966.862737 + Penalty 2590.266024 = -433376.596712 nChanged 44 SP:Iteration 31Q (3067.050021 sec): 3 clusters Score: Raw -435995.621305 + Penalty 2590.266024 = -433405.355281 nChanged 42 SP:Iteration 32Q (3067.095371 sec): 3 clusters Score: Raw -436032.103831 + Penalty 2590.266024 = -433441.837807 nChanged 50 SP:Iteration 33Q (3067.151754 sec): 3 clusters Score: Raw -436074.329318 + Penalty 2590.266024 = -433484.063294 nChanged 49 SP:Iteration 34Q (3067.195181 sec): 3 clusters Score: Raw -436106.314689 + Penalty 2590.266024 = -433516.048665 nChanged 30 SP:Iteration 35Q (3067.234283 sec): 3 clusters Score: Raw -436128.324466 + Penalty 2590.266024 = -433538.058442 nChanged 30 SP:Iteration 36Q (3067.291608 sec): 3 clusters Score: Raw -436152.035175 + Penalty 2590.266024 = -433561.769151 nChanged 30 SP:Iteration 37Q (3067.340778 sec): 3 clusters Score: Raw -436175.233951 + Penalty 2590.266024 = -433584.967927 nChanged 25 SP:Iteration 38Q (3067.387118 sec): 3 clusters Score: Raw -436196.916712 + Penalty 2590.266024 = -433606.650688 nChanged 29 SP:Iteration 39Q (3067.421804 sec): 3 clusters Score: Raw -436207.603423 + Penalty 2590.266024 = -433617.337398 nChanged 12 SP:Iteration 40F (3067.477262 sec): 3 clusters Score: Raw -436211.864344 + Penalty 2590.266024 = -433621.598320 nChanged 6 SP:Iteration 41Q (3067.512957 sec): 3 clusters Score: Raw -436213.708920 + Penalty 2590.266024 = -433623.442896 nChanged 3 SP:Iteration 42Q (3067.557882 sec): 3 clusters Score: Raw -436215.009944 + Penalty 2590.266024 = -433624.743920 nChanged 0 SP:Iteration 43F (3067.603305 sec): 3 clusters Score: Raw -436215.009944 + Penalty 2590.266024 = -433624.743920 nChanged 0 Trying to split cluster 22 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3067.638230 sec): 2 clusters Score: Raw -32610.044682 + Penalty 929.017001 = -31681.027680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3067.684894 sec): 3 clusters Score: Raw -32687.555993 + Penalty 1858.034003 = -30829.521990 nChanged 69 SP:Iteration 1F (3067.722976 sec): 3 clusters Score: Raw -32900.352130 + Penalty 1858.034003 = -31042.318127 nChanged 30 SP:Iteration 2F (3067.764944 sec): 3 clusters Score: Raw -32998.015422 + Penalty 1858.034003 = -31139.981419 nChanged 11 SP:Iteration 3Q (3067.813529 sec): 3 clusters Score: Raw -33066.623108 + Penalty 1858.034003 = -31208.589105 nChanged 6 SP:Iteration 4Q (3067.849593 sec): 3 clusters Score: Raw -33104.235561 + Penalty 1858.034003 = -31246.201558 nChanged 5 SP:Iteration 5Q (3067.887701 sec): 3 clusters Score: Raw -33132.845254 + Penalty 1858.034003 = -31274.811251 nChanged 1 SP:Iteration 6Q (3067.946666 sec): 3 clusters Score: Raw -33139.926992 + Penalty 1858.034003 = -31281.892989 nChanged 0 SP:Iteration 7F (3067.990223 sec): 3 clusters Score: Raw -33139.926992 + Penalty 1858.034003 = -31281.892989 nChanged 0 Trying to split cluster 23 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3068.013003 sec): 2 clusters Score: Raw -112586.702486 + Penalty 1108.960721 = -111477.741764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3068.056420 sec): 3 clusters Score: Raw -112322.083925 + Penalty 2217.921443 = -110104.162483 nChanged 299 SP:Iteration 1F (3068.093603 sec): 3 clusters Score: Raw -112681.431407 + Penalty 2217.921443 = -110463.509964 nChanged 94 SP:Iteration 2F (3068.148240 sec): 3 clusters Score: Raw -112852.525810 + Penalty 2217.921443 = -110634.604367 nChanged 51 SP:Iteration 3F (3068.178509 sec): 3 clusters Score: Raw -112943.084360 + Penalty 2217.921443 = -110725.162917 nChanged 37 SP:Iteration 4Q (3068.220356 sec): 3 clusters Score: Raw -112993.255276 + Penalty 2217.921443 = -110775.333833 nChanged 20 SP:Iteration 5Q (3068.263608 sec): 3 clusters Score: Raw -113022.180404 + Penalty 2217.921443 = -110804.258961 nChanged 18 SP:Iteration 6Q (3068.315847 sec): 3 clusters Score: Raw -113041.147437 + Penalty 2217.921443 = -110823.225994 nChanged 5 SP:Iteration 7Q (3068.358860 sec): 3 clusters Score: Raw -113047.283552 + Penalty 2217.921443 = -110829.362109 nChanged 10 SP:Iteration 8Q (3068.402683 sec): 3 clusters Score: Raw -113062.647428 + Penalty 2217.921443 = -110844.725985 nChanged 14 SP:Iteration 9Q (3068.450744 sec): 3 clusters Score: Raw -113078.812375 + Penalty 2217.921443 = -110860.890933 nChanged 9 SP:Iteration 10Q (3068.494023 sec): 3 clusters Score: Raw -113093.683513 + Penalty 2217.921443 = -110875.762070 nChanged 6 SP:Iteration 11Q (3068.536812 sec): 3 clusters Score: Raw -113101.455884 + Penalty 2217.921443 = -110883.534442 nChanged 4 SP:Iteration 12Q (3068.581805 sec): 3 clusters Score: Raw -113108.282041 + Penalty 2217.921443 = -110890.360598 nChanged 8 SP:Iteration 13Q (3068.629514 sec): 3 clusters Score: Raw -113120.151298 + Penalty 2217.921443 = -110902.229855 nChanged 10 SP:Iteration 14Q (3068.670170 sec): 3 clusters Score: Raw -113134.902065 + Penalty 2217.921443 = -110916.980622 nChanged 9 SP:Iteration 15Q (3068.706279 sec): 3 clusters Score: Raw -113141.679810 + Penalty 2217.921443 = -110923.758367 nChanged 2 SP:Iteration 16Q (3068.753209 sec): 3 clusters Score: Raw -113144.627609 + Penalty 2217.921443 = -110926.706166 nChanged 1 SP:Iteration 17Q (3068.794293 sec): 3 clusters Score: Raw -113145.619552 + Penalty 2217.921443 = -110927.698109 nChanged 2 SP:Iteration 18Q (3068.838743 sec): 3 clusters Score: Raw -113149.353470 + Penalty 2217.921443 = -110931.432027 nChanged 2 SP:Iteration 19Q (3068.881450 sec): 3 clusters Score: Raw -113151.299516 + Penalty 2217.921443 = -110933.378073 nChanged 1 SP:Iteration 20F (3068.924130 sec): 3 clusters Score: Raw -113152.453824 + Penalty 2217.921443 = -110934.532381 nChanged 0 Trying to split cluster 24 (4991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3068.954725 sec): 2 clusters Score: Raw -726113.001990 + Penalty 1383.751130 = -724729.250860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3069.008685 sec): 3 clusters Score: Raw -723516.297308 + Penalty 2767.502260 = -720748.795048 nChanged 1978 SP:Iteration 1F (3069.049151 sec): 3 clusters Score: Raw -724700.722911 + Penalty 2767.502260 = -721933.220651 nChanged 368 SP:Iteration 2F (3069.098857 sec): 3 clusters Score: Raw -724906.435625 + Penalty 2767.502260 = -722138.933365 nChanged 256 SP:Iteration 3F (3069.149198 sec): 3 clusters Score: Raw -725029.106751 + Penalty 2767.502260 = -722261.604491 nChanged 195 SP:Iteration 4Q (3069.205130 sec): 3 clusters Score: Raw -725135.677712 + Penalty 2767.502260 = -722368.175452 nChanged 152 SP:Iteration 5Q (3069.260758 sec): 3 clusters Score: Raw -725214.529481 + Penalty 2767.502260 = -722447.027221 nChanged 147 SP:Iteration 6Q (3069.317124 sec): 3 clusters Score: Raw -725302.889350 + Penalty 2767.502260 = -722535.387090 nChanged 137 SP:Iteration 7Q (3069.375682 sec): 3 clusters Score: Raw -725391.110267 + Penalty 2767.502260 = -722623.608007 nChanged 148 SP:Iteration 8Q (3069.420685 sec): 3 clusters Score: Raw -725509.140994 + Penalty 2767.502260 = -722741.638734 nChanged 149 SP:Iteration 9Q (3069.457339 sec): 3 clusters Score: Raw -725621.969410 + Penalty 2767.502260 = -722854.467150 nChanged 142 SP:Iteration 10Q (3069.506305 sec): 3 clusters Score: Raw -725707.337780 + Penalty 2767.502260 = -722939.835520 nChanged 114 SP:Iteration 11Q (3069.559937 sec): 3 clusters Score: Raw -725772.902532 + Penalty 2767.502260 = -723005.400272 nChanged 113 SP:Iteration 12Q (3069.621157 sec): 3 clusters Score: Raw -725841.534045 + Penalty 2767.502260 = -723074.031785 nChanged 100 SP:Iteration 13Q (3069.668169 sec): 3 clusters Score: Raw -725902.202427 + Penalty 2767.502260 = -723134.700167 nChanged 85 SP:Iteration 14Q (3069.719824 sec): 3 clusters Score: Raw -725947.942856 + Penalty 2767.502260 = -723180.440596 nChanged 67 SP:Iteration 15Q (3069.769235 sec): 3 clusters Score: Raw -725977.109368 + Penalty 2767.502260 = -723209.607108 nChanged 60 SP:Iteration 16Q (3069.821167 sec): 3 clusters Score: Raw -726005.738087 + Penalty 2767.502260 = -723238.235827 nChanged 62 SP:Iteration 17Q (3069.874951 sec): 3 clusters Score: Raw -726030.452357 + Penalty 2767.502260 = -723262.950097 nChanged 44 SP:Iteration 18Q (3069.932169 sec): 3 clusters Score: Raw -726047.938166 + Penalty 2767.502260 = -723280.435906 nChanged 33 SP:Iteration 19Q (3069.971862 sec): 3 clusters Score: Raw -726061.222350 + Penalty 2767.502260 = -723293.720090 nChanged 43 SP:Iteration 20F (3070.025671 sec): 3 clusters Score: Raw -726078.167993 + Penalty 2767.502260 = -723310.665733 nChanged 30 SP:Iteration 21Q (3070.075881 sec): 3 clusters Score: Raw -726092.651611 + Penalty 2767.502260 = -723325.149350 nChanged 31 SP:Iteration 22Q (3070.129476 sec): 3 clusters Score: Raw -726109.187240 + Penalty 2767.502260 = -723341.684980 nChanged 28 SP:Iteration 23Q (3070.183599 sec): 3 clusters Score: Raw -726124.555156 + Penalty 2767.502260 = -723357.052896 nChanged 35 SP:Iteration 24Q (3070.239058 sec): 3 clusters Score: Raw -726139.161372 + Penalty 2767.502260 = -723371.659112 nChanged 25 SP:Iteration 25Q (3070.286559 sec): 3 clusters Score: Raw -726151.903723 + Penalty 2767.502260 = -723384.401462 nChanged 23 SP:Iteration 26Q (3070.339187 sec): 3 clusters Score: Raw -726160.530619 + Penalty 2767.502260 = -723393.028359 nChanged 17 SP:Iteration 27Q (3070.394770 sec): 3 clusters Score: Raw -726165.817442 + Penalty 2767.502260 = -723398.315181 nChanged 11 SP:Iteration 28Q (3070.440343 sec): 3 clusters Score: Raw -726171.118967 + Penalty 2767.502260 = -723403.616707 nChanged 14 SP:Iteration 29Q (3070.490619 sec): 3 clusters Score: Raw -726178.367770 + Penalty 2767.502260 = -723410.865509 nChanged 9 SP:Iteration 30Q (3070.556991 sec): 3 clusters Score: Raw -726182.856657 + Penalty 2767.502260 = -723415.354397 nChanged 9 SP:Iteration 31Q (3070.600747 sec): 3 clusters Score: Raw -726184.998371 + Penalty 2767.502260 = -723417.496111 nChanged 5 SP:Iteration 32Q (3070.665440 sec): 3 clusters Score: Raw -726186.206610 + Penalty 2767.502260 = -723418.704350 nChanged 8 SP:Iteration 33Q (3070.697880 sec): 3 clusters Score: Raw -726189.589497 + Penalty 2767.502260 = -723422.087237 nChanged 13 SP:Iteration 34Q (3070.740709 sec): 3 clusters Score: Raw -726195.183145 + Penalty 2767.502260 = -723427.680885 nChanged 14 SP:Iteration 35Q (3070.794680 sec): 3 clusters Score: Raw -726200.248258 + Penalty 2767.502260 = -723432.745998 nChanged 9 SP:Iteration 36Q (3070.842123 sec): 3 clusters Score: Raw -726203.916188 + Penalty 2767.502260 = -723436.413928 nChanged 10 SP:Iteration 37Q (3070.881218 sec): 3 clusters Score: Raw -726208.169434 + Penalty 2767.502260 = -723440.667174 nChanged 9 SP:Iteration 38Q (3070.935852 sec): 3 clusters Score: Raw -726211.589120 + Penalty 2767.502260 = -723444.086860 nChanged 6 SP:Iteration 39Q (3070.990542 sec): 3 clusters Score: Raw -726213.744866 + Penalty 2767.502260 = -723446.242606 nChanged 7 SP:Iteration 40F (3071.043708 sec): 3 clusters Score: Raw -726216.152005 + Penalty 2767.502260 = -723448.649745 nChanged 6 SP:Iteration 41Q (3071.098415 sec): 3 clusters Score: Raw -726218.644390 + Penalty 2767.502260 = -723451.142130 nChanged 7 SP:Iteration 42Q (3071.160616 sec): 3 clusters Score: Raw -726220.976292 + Penalty 2767.502260 = -723453.474032 nChanged 7 SP:Iteration 43Q (3071.199225 sec): 3 clusters Score: Raw -726223.832305 + Penalty 2767.502260 = -723456.330045 nChanged 8 SP:Iteration 44Q (3071.260317 sec): 3 clusters Score: Raw -726226.547209 + Penalty 2767.502260 = -723459.044949 nChanged 6 SP:Iteration 45Q (3071.303972 sec): 3 clusters Score: Raw -726228.188471 + Penalty 2767.502260 = -723460.686211 nChanged 5 SP:Iteration 46Q (3071.357936 sec): 3 clusters Score: Raw -726230.531550 + Penalty 2767.502260 = -723463.029290 nChanged 2 SP:Iteration 47Q (3071.403795 sec): 3 clusters Score: Raw -726230.928459 + Penalty 2767.502260 = -723463.426199 nChanged 0 SP:Iteration 48F (3071.449717 sec): 3 clusters Score: Raw -726230.928459 + Penalty 2767.502260 = -723463.426199 nChanged 0 Trying to split cluster 25 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3071.470445 sec): 2 clusters Score: Raw -17577.013702 + Penalty 943.334432 = -16633.679269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3071.519487 sec): 3 clusters Score: Raw -17704.061491 + Penalty 1886.668865 = -15817.392626 nChanged 78 SP:Iteration 1F (3071.550480 sec): 3 clusters Score: Raw -17866.746331 + Penalty 1886.668865 = -15980.077466 nChanged 19 SP:Iteration 2F (3071.605080 sec): 3 clusters Score: Raw -17912.240120 + Penalty 1886.668865 = -16025.571255 nChanged 8 SP:Iteration 3Q (3071.647157 sec): 3 clusters Score: Raw -17941.279305 + Penalty 1886.668865 = -16054.610440 nChanged 7 SP:Iteration 4Q (3071.693638 sec): 3 clusters Score: Raw -17964.360231 + Penalty 1886.668865 = -16077.691367 nChanged 5 SP:Iteration 5Q (3071.734256 sec): 3 clusters Score: Raw -17975.875887 + Penalty 1886.668865 = -16089.207022 nChanged 2 SP:Iteration 6Q (3071.770160 sec): 3 clusters Score: Raw -17979.164280 + Penalty 1886.668865 = -16092.495415 nChanged 1 SP:Iteration 7Q (3071.811457 sec): 3 clusters Score: Raw -17979.841667 + Penalty 1886.668865 = -16093.172802 nChanged 0 SP:Iteration 8F (3071.860302 sec): 3 clusters Score: Raw -17979.841667 + Penalty 1886.668865 = -16093.172802 nChanged 0 Trying to split cluster 26 (3829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3071.893188 sec): 2 clusters Score: Raw -510361.563387 + Penalty 1340.683330 = -509020.880058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3071.934508 sec): 3 clusters Score: Raw -508450.245587 + Penalty 2681.366659 = -505768.878928 nChanged 1504 SP:Iteration 1F (3071.984003 sec): 3 clusters Score: Raw -509345.507427 + Penalty 2681.366659 = -506664.140768 nChanged 315 SP:Iteration 2F (3072.041257 sec): 3 clusters Score: Raw -509580.759335 + Penalty 2681.366659 = -506899.392676 nChanged 263 SP:Iteration 3F (3072.093591 sec): 3 clusters Score: Raw -509746.696080 + Penalty 2681.366659 = -507065.329421 nChanged 206 SP:Iteration 4F (3072.138670 sec): 3 clusters Score: Raw -509889.190819 + Penalty 2681.366659 = -507207.824160 nChanged 162 SP:Iteration 5Q (3072.192682 sec): 3 clusters Score: Raw -510003.145225 + Penalty 2681.366659 = -507321.778566 nChanged 138 SP:Iteration 6Q (3072.240165 sec): 3 clusters Score: Raw -510096.188331 + Penalty 2681.366659 = -507414.821672 nChanged 114 SP:Iteration 7Q (3072.290291 sec): 3 clusters Score: Raw -510171.997053 + Penalty 2681.366659 = -507490.630394 nChanged 108 SP:Iteration 8Q (3072.345155 sec): 3 clusters Score: Raw -510252.640302 + Penalty 2681.366659 = -507571.273643 nChanged 95 SP:Iteration 9Q (3072.396911 sec): 3 clusters Score: Raw -510336.423262 + Penalty 2681.366659 = -507655.056603 nChanged 101 SP:Iteration 10Q (3072.444543 sec): 3 clusters Score: Raw -510417.367340 + Penalty 2681.366659 = -507736.000681 nChanged 90 SP:Iteration 11Q (3072.480325 sec): 3 clusters Score: Raw -510497.271294 + Penalty 2681.366659 = -507815.904635 nChanged 77 SP:Iteration 12Q (3072.527631 sec): 3 clusters Score: Raw -510549.043551 + Penalty 2681.366659 = -507867.676892 nChanged 59 SP:Iteration 13Q (3072.577162 sec): 3 clusters Score: Raw -510598.782124 + Penalty 2681.366659 = -507917.415465 nChanged 48 SP:Iteration 14Q (3072.619303 sec): 3 clusters Score: Raw -510644.158129 + Penalty 2681.366659 = -507962.791470 nChanged 38 SP:Iteration 15Q (3072.664905 sec): 3 clusters Score: Raw -510677.629574 + Penalty 2681.366659 = -507996.262915 nChanged 31 SP:Iteration 16Q (3072.705647 sec): 3 clusters Score: Raw -510701.513810 + Penalty 2681.366659 = -508020.147151 nChanged 24 SP:Iteration 17Q (3072.752126 sec): 3 clusters Score: Raw -510715.292984 + Penalty 2681.366659 = -508033.926324 nChanged 14 SP:Iteration 18Q (3072.798729 sec): 3 clusters Score: Raw -510726.344482 + Penalty 2681.366659 = -508044.977822 nChanged 11 SP:Iteration 19Q (3072.843107 sec): 3 clusters Score: Raw -510735.046015 + Penalty 2681.366659 = -508053.679356 nChanged 10 SP:Iteration 20F (3072.899602 sec): 3 clusters Score: Raw -510741.004446 + Penalty 2681.366659 = -508059.637787 nChanged 15 SP:Iteration 21Q (3072.948130 sec): 3 clusters Score: Raw -510748.190957 + Penalty 2681.366659 = -508066.824298 nChanged 13 SP:Iteration 22Q (3072.997881 sec): 3 clusters Score: Raw -510755.689660 + Penalty 2681.366659 = -508074.323001 nChanged 8 SP:Iteration 23Q (3073.048038 sec): 3 clusters Score: Raw -510760.859179 + Penalty 2681.366659 = -508079.492520 nChanged 4 SP:Iteration 24Q (3073.101495 sec): 3 clusters Score: Raw -510763.571036 + Penalty 2681.366659 = -508082.204377 nChanged 5 SP:Iteration 25Q (3073.148185 sec): 3 clusters Score: Raw -510766.712207 + Penalty 2681.366659 = -508085.345548 nChanged 4 SP:Iteration 26Q (3073.194302 sec): 3 clusters Score: Raw -510768.990417 + Penalty 2681.366659 = -508087.623757 nChanged 6 SP:Iteration 27Q (3073.244411 sec): 3 clusters Score: Raw -510772.999808 + Penalty 2681.366659 = -508091.633148 nChanged 6 SP:Iteration 28Q (3073.286884 sec): 3 clusters Score: Raw -510775.378326 + Penalty 2681.366659 = -508094.011667 nChanged 3 SP:Iteration 29Q (3073.339382 sec): 3 clusters Score: Raw -510776.500141 + Penalty 2681.366659 = -508095.133482 nChanged 4 SP:Iteration 30Q (3073.383880 sec): 3 clusters Score: Raw -510778.450146 + Penalty 2681.366659 = -508097.083487 nChanged 2 SP:Iteration 31Q (3073.420299 sec): 3 clusters Score: Raw -510779.458006 + Penalty 2681.366659 = -508098.091347 nChanged 4 SP:Iteration 32Q (3073.448066 sec): 3 clusters Score: Raw -510780.694929 + Penalty 2681.366659 = -508099.328270 nChanged 4 SP:Iteration 33Q (3073.503112 sec): 3 clusters Score: Raw -510784.371072 + Penalty 2681.366659 = -508103.004413 nChanged 3 SP:Iteration 34Q (3073.552823 sec): 3 clusters Score: Raw -510786.130016 + Penalty 2681.366659 = -508104.763357 nChanged 0 SP:Iteration 35F (3073.606823 sec): 3 clusters Score: Raw -510786.130016 + Penalty 2681.366659 = -508104.763357 nChanged 0 Trying to split cluster 27 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3073.630343 sec): 2 clusters Score: Raw -50657.564071 + Penalty 953.301059 = -49704.263012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3073.690095 sec): 3 clusters Score: Raw -50705.667927 + Penalty 1906.602119 = -48799.065808 nChanged 76 SP:Iteration 1F (3073.719937 sec): 3 clusters Score: Raw -50833.692139 + Penalty 1906.602119 = -48927.090021 nChanged 16 SP:Iteration 2Q (3073.766310 sec): 3 clusters Score: Raw -50857.374492 + Penalty 1906.602119 = -48950.772374 nChanged 8 SP:Iteration 3Q (3073.815522 sec): 3 clusters Score: Raw -50867.591111 + Penalty 1906.602119 = -48960.988993 nChanged 1 SP:Iteration 4Q (3073.862493 sec): 3 clusters Score: Raw -50868.028808 + Penalty 1906.602119 = -48961.426690 nChanged 2 SP:Iteration 5Q (3073.905936 sec): 3 clusters Score: Raw -50883.434286 + Penalty 1906.602119 = -48976.832167 nChanged 5 SP:Iteration 6Q (3073.946069 sec): 3 clusters Score: Raw -50904.939149 + Penalty 1906.602119 = -48998.337030 nChanged 4 SP:Iteration 7Q (3073.980552 sec): 3 clusters Score: Raw -50908.621528 + Penalty 1906.602119 = -49002.019409 nChanged 0 SP:Iteration 8F (3074.028819 sec): 3 clusters Score: Raw -50908.621528 + Penalty 1906.602119 = -49002.019409 nChanged 0 Trying to split cluster 28 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3074.054201 sec): 2 clusters Score: Raw -22162.240325 + Penalty 921.915031 = -21240.325294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3074.086948 sec): 3 clusters Score: Raw -22256.801250 + Penalty 1843.830062 = -20412.971189 nChanged 72 SP:Iteration 1F (3074.137832 sec): 3 clusters Score: Raw -22429.258558 + Penalty 1843.830062 = -20585.428496 nChanged 19 SP:Iteration 2F (3074.172958 sec): 3 clusters Score: Raw -22470.187700 + Penalty 1843.830062 = -20626.357638 nChanged 13 SP:Iteration 3Q (3074.202877 sec): 3 clusters Score: Raw -22524.472825 + Penalty 1843.830062 = -20680.642763 nChanged 10 SP:Iteration 4Q (3074.258511 sec): 3 clusters Score: Raw -22560.851976 + Penalty 1843.830062 = -20717.021914 nChanged 6 SP:Iteration 5Q (3074.295870 sec): 3 clusters Score: Raw -22569.659724 + Penalty 1843.830062 = -20725.829662 nChanged 2 SP:Iteration 6Q (3074.357072 sec): 3 clusters Score: Raw -22575.807955 + Penalty 1843.830062 = -20731.977894 nChanged 2 SP:Iteration 7Q (3074.386824 sec): 3 clusters Score: Raw -22578.746720 + Penalty 1843.830062 = -20734.916658 nChanged 1 SP:Iteration 8Q (3074.432825 sec): 3 clusters Score: Raw -22588.567069 + Penalty 1843.830062 = -20744.737008 nChanged 0 SP:Iteration 9F (3074.462957 sec): 3 clusters Score: Raw -22588.567069 + Penalty 1843.830062 = -20744.737008 nChanged 0 Trying to split cluster 29 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3074.487876 sec): 2 clusters Score: Raw -25217.055407 + Penalty 855.187156 = -24361.868251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3074.526387 sec): 3 clusters Score: Raw -25304.496272 + Penalty 1710.374311 = -23594.121961 nChanged 24 SP:Iteration 1F (3074.569010 sec): 3 clusters Score: Raw -25393.232202 + Penalty 1710.374311 = -23682.857890 nChanged 14 SP:Iteration 2F (3074.595612 sec): 3 clusters Score: Raw -25434.028977 + Penalty 1710.374311 = -23723.654665 nChanged 4 SP:Iteration 3Q (3074.629879 sec): 3 clusters Score: Raw -25446.232313 + Penalty 1710.374311 = -23735.858002 nChanged 0 SP:Iteration 4F (3074.674887 sec): 3 clusters Score: Raw -25446.232313 + Penalty 1710.374311 = -23735.858002 nChanged 0 Trying to split cluster 30 (6108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3074.716053 sec): 2 clusters Score: Raw -875472.780894 + Penalty 1416.570133 = -874056.210761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3074.776165 sec): 3 clusters Score: Raw -872208.264538 + Penalty 2833.140267 = -869375.124271 nChanged 2550 SP:Iteration 1F (3074.817170 sec): 3 clusters Score: Raw -873487.911639 + Penalty 2833.140267 = -870654.771373 nChanged 388 SP:Iteration 2F (3074.870037 sec): 3 clusters Score: Raw -873692.498454 + Penalty 2833.140267 = -870859.358187 nChanged 319 SP:Iteration 3F (3074.922525 sec): 3 clusters Score: Raw -873845.320136 + Penalty 2833.140267 = -871012.179869 nChanged 285 SP:Iteration 4Q (3074.963811 sec): 3 clusters Score: Raw -873989.309950 + Penalty 2833.140267 = -871156.169684 nChanged 265 SP:Iteration 5Q (3075.023766 sec): 3 clusters Score: Raw -874149.900367 + Penalty 2833.140267 = -871316.760100 nChanged 270 SP:Iteration 6Q (3075.079545 sec): 3 clusters Score: Raw -874318.650736 + Penalty 2833.140267 = -871485.510469 nChanged 259 SP:Iteration 7Q (3075.118469 sec): 3 clusters Score: Raw -874496.073685 + Penalty 2833.140267 = -871662.933418 nChanged 256 SP:Iteration 8Q (3075.161969 sec): 3 clusters Score: Raw -874674.997188 + Penalty 2833.140267 = -871841.856922 nChanged 278 SP:Iteration 9Q (3075.217190 sec): 3 clusters Score: Raw -874858.789133 + Penalty 2833.140267 = -872025.648867 nChanged 257 SP:Iteration 10Q (3075.271089 sec): 3 clusters Score: Raw -875021.807323 + Penalty 2833.140267 = -872188.667057 nChanged 235 SP:Iteration 11Q (3075.325838 sec): 3 clusters Score: Raw -875163.412820 + Penalty 2833.140267 = -872330.272553 nChanged 230 SP:Iteration 12Q (3075.381607 sec): 3 clusters Score: Raw -875301.394887 + Penalty 2833.140267 = -872468.254620 nChanged 186 SP:Iteration 13Q (3075.424327 sec): 3 clusters Score: Raw -875399.258478 + Penalty 2833.140267 = -872566.118211 nChanged 144 SP:Iteration 14Q (3075.491989 sec): 3 clusters Score: Raw -875454.217604 + Penalty 2833.140267 = -872621.077337 nChanged 114 SP:Iteration 15Q (3075.525349 sec): 3 clusters Score: Raw -875492.365281 + Penalty 2833.140267 = -872659.225015 nChanged 80 SP:Iteration 16Q (3075.582727 sec): 3 clusters Score: Raw -875520.323717 + Penalty 2833.140267 = -872687.183451 nChanged 63 SP:Iteration 17Q (3075.635487 sec): 3 clusters Score: Raw -875536.955533 + Penalty 2833.140267 = -872703.815267 nChanged 43 SP:Iteration 18Q (3075.696312 sec): 3 clusters Score: Raw -875549.899155 + Penalty 2833.140267 = -872716.758888 nChanged 50 SP:Iteration 19Q (3075.747216 sec): 3 clusters Score: Raw -875565.027716 + Penalty 2833.140267 = -872731.887450 nChanged 29 SP:Iteration 20F (3075.806280 sec): 3 clusters Score: Raw -875573.560793 + Penalty 2833.140267 = -872740.420526 nChanged 38 SP:Iteration 21Q (3075.847671 sec): 3 clusters Score: Raw -875582.735563 + Penalty 2833.140267 = -872749.595296 nChanged 29 SP:Iteration 22Q (3075.900853 sec): 3 clusters Score: Raw -875588.310201 + Penalty 2833.140267 = -872755.169934 nChanged 25 SP:Iteration 23Q (3075.951132 sec): 3 clusters Score: Raw -875593.247692 + Penalty 2833.140267 = -872760.107425 nChanged 16 SP:Iteration 24Q (3076.003508 sec): 3 clusters Score: Raw -875597.291765 + Penalty 2833.140267 = -872764.151498 nChanged 20 SP:Iteration 25Q (3076.063905 sec): 3 clusters Score: Raw -875601.278000 + Penalty 2833.140267 = -872768.137734 nChanged 20 SP:Iteration 26Q (3076.104636 sec): 3 clusters Score: Raw -875605.618647 + Penalty 2833.140267 = -872772.478381 nChanged 13 SP:Iteration 27Q (3076.170690 sec): 3 clusters Score: Raw -875607.866458 + Penalty 2833.140267 = -872774.726192 nChanged 17 SP:Iteration 28Q (3076.224115 sec): 3 clusters Score: Raw -875611.670995 + Penalty 2833.140267 = -872778.530728 nChanged 13 SP:Iteration 29Q (3076.282761 sec): 3 clusters Score: Raw -875614.612051 + Penalty 2833.140267 = -872781.471784 nChanged 10 SP:Iteration 30Q (3076.339528 sec): 3 clusters Score: Raw -875617.272787 + Penalty 2833.140267 = -872784.132520 nChanged 16 SP:Iteration 31Q (3076.385468 sec): 3 clusters Score: Raw -875620.697087 + Penalty 2833.140267 = -872787.556821 nChanged 15 SP:Iteration 32Q (3076.442366 sec): 3 clusters Score: Raw -875623.210987 + Penalty 2833.140267 = -872790.070720 nChanged 14 SP:Iteration 33Q (3076.504242 sec): 3 clusters Score: Raw -875626.320309 + Penalty 2833.140267 = -872793.180043 nChanged 16 SP:Iteration 34Q (3076.560500 sec): 3 clusters Score: Raw -875628.702475 + Penalty 2833.140267 = -872795.562209 nChanged 13 SP:Iteration 35Q (3076.621223 sec): 3 clusters Score: Raw -875630.878697 + Penalty 2833.140267 = -872797.738431 nChanged 11 SP:Iteration 36Q (3076.659241 sec): 3 clusters Score: Raw -875633.810762 + Penalty 2833.140267 = -872800.670495 nChanged 8 SP:Iteration 37Q (3076.708585 sec): 3 clusters Score: Raw -875635.962076 + Penalty 2833.140267 = -872802.821809 nChanged 10 SP:Iteration 38Q (3076.764604 sec): 3 clusters Score: Raw -875637.981525 + Penalty 2833.140267 = -872804.841258 nChanged 8 SP:Iteration 39Q (3076.821002 sec): 3 clusters Score: Raw -875639.453080 + Penalty 2833.140267 = -872806.312813 nChanged 10 SP:Iteration 40F (3076.864342 sec): 3 clusters Score: Raw -875641.361439 + Penalty 2833.140267 = -872808.221172 nChanged 9 SP:Iteration 41Q (3076.919523 sec): 3 clusters Score: Raw -875643.403295 + Penalty 2833.140267 = -872810.263028 nChanged 9 SP:Iteration 42Q (3076.976671 sec): 3 clusters Score: Raw -875644.802886 + Penalty 2833.140267 = -872811.662619 nChanged 7 SP:Iteration 43Q (3077.039919 sec): 3 clusters Score: Raw -875646.351530 + Penalty 2833.140267 = -872813.211264 nChanged 5 SP:Iteration 44Q (3077.099157 sec): 3 clusters Score: Raw -875647.434904 + Penalty 2833.140267 = -872814.294638 nChanged 2 SP:Iteration 45Q (3077.150896 sec): 3 clusters Score: Raw -875647.770238 + Penalty 2833.140267 = -872814.629972 nChanged 3 SP:Iteration 46Q (3077.178694 sec): 3 clusters Score: Raw -875648.369659 + Penalty 2833.140267 = -872815.229392 nChanged 3 SP:Iteration 47Q (3077.242672 sec): 3 clusters Score: Raw -875648.768374 + Penalty 2833.140267 = -872815.628108 nChanged 1 SP:Iteration 48Q (3077.290901 sec): 3 clusters Score: Raw -875648.957543 + Penalty 2833.140267 = -872815.817277 nChanged 1 SP:Iteration 49Q (3077.355886 sec): 3 clusters Score: Raw -875649.013086 + Penalty 2833.140267 = -872815.872820 nChanged 0 SP:Iteration 50F (3077.414423 sec): 3 clusters Score: Raw -875649.013086 + Penalty 2833.140267 = -872815.872820 nChanged 0 Trying to split cluster 31 (5322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3077.431297 sec): 2 clusters Score: Raw -721002.944371 + Penalty 1394.185723 = -719608.758648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3077.474650 sec): 3 clusters Score: Raw -718189.405291 + Penalty 2788.371447 = -715401.033845 nChanged 2186 SP:Iteration 1F (3077.531184 sec): 3 clusters Score: Raw -719500.218568 + Penalty 2788.371447 = -716711.847121 nChanged 444 SP:Iteration 2F (3077.581643 sec): 3 clusters Score: Raw -719802.062294 + Penalty 2788.371447 = -717013.690848 nChanged 350 SP:Iteration 3F (3077.633418 sec): 3 clusters Score: Raw -720023.726405 + Penalty 2788.371447 = -717235.354958 nChanged 286 SP:Iteration 4F (3077.676190 sec): 3 clusters Score: Raw -720201.183703 + Penalty 2788.371447 = -717412.812257 nChanged 249 SP:Iteration 5Q (3077.728322 sec): 3 clusters Score: Raw -720353.419093 + Penalty 2788.371447 = -717565.047646 nChanged 218 SP:Iteration 6Q (3077.794529 sec): 3 clusters Score: Raw -720495.410395 + Penalty 2788.371447 = -717707.038949 nChanged 218 SP:Iteration 7Q (3077.850676 sec): 3 clusters Score: Raw -720671.519037 + Penalty 2788.371447 = -717883.147590 nChanged 215 SP:Iteration 8Q (3077.907742 sec): 3 clusters Score: Raw -720827.174347 + Penalty 2788.371447 = -718038.802901 nChanged 191 SP:Iteration 9Q (3077.961302 sec): 3 clusters Score: Raw -720954.104157 + Penalty 2788.371447 = -718165.732710 nChanged 178 SP:Iteration 10Q (3078.017433 sec): 3 clusters Score: Raw -721066.282237 + Penalty 2788.371447 = -718277.910790 nChanged 154 SP:Iteration 11Q (3078.067694 sec): 3 clusters Score: Raw -721161.211432 + Penalty 2788.371447 = -718372.839985 nChanged 135 SP:Iteration 12Q (3078.124693 sec): 3 clusters Score: Raw -721252.740474 + Penalty 2788.371447 = -718464.369027 nChanged 122 SP:Iteration 13Q (3078.166737 sec): 3 clusters Score: Raw -721322.432975 + Penalty 2788.371447 = -718534.061529 nChanged 104 SP:Iteration 14Q (3078.231256 sec): 3 clusters Score: Raw -721377.437659 + Penalty 2788.371447 = -718589.066213 nChanged 86 SP:Iteration 15Q (3078.285339 sec): 3 clusters Score: Raw -721420.516286 + Penalty 2788.371447 = -718632.144839 nChanged 93 SP:Iteration 16Q (3078.329167 sec): 3 clusters Score: Raw -721470.577104 + Penalty 2788.371447 = -718682.205657 nChanged 80 SP:Iteration 17Q (3078.382289 sec): 3 clusters Score: Raw -721513.717899 + Penalty 2788.371447 = -718725.346452 nChanged 68 SP:Iteration 18Q (3078.437816 sec): 3 clusters Score: Raw -721548.852482 + Penalty 2788.371447 = -718760.481036 nChanged 69 SP:Iteration 19Q (3078.481715 sec): 3 clusters Score: Raw -721596.222547 + Penalty 2788.371447 = -718807.851100 nChanged 72 SP:Iteration 20F (3078.545661 sec): 3 clusters Score: Raw -721634.840054 + Penalty 2788.371447 = -718846.468608 nChanged 66 SP:Iteration 21Q (3078.588429 sec): 3 clusters Score: Raw -721670.077753 + Penalty 2788.371447 = -718881.706306 nChanged 48 SP:Iteration 22Q (3078.639490 sec): 3 clusters Score: Raw -721697.927063 + Penalty 2788.371447 = -718909.555616 nChanged 46 SP:Iteration 23Q (3078.690332 sec): 3 clusters Score: Raw -721724.387872 + Penalty 2788.371447 = -718936.016426 nChanged 39 SP:Iteration 24Q (3078.732092 sec): 3 clusters Score: Raw -721752.263951 + Penalty 2788.371447 = -718963.892504 nChanged 51 SP:Iteration 25Q (3078.782649 sec): 3 clusters Score: Raw -721781.151056 + Penalty 2788.371447 = -718992.779609 nChanged 39 SP:Iteration 26Q (3078.832489 sec): 3 clusters Score: Raw -721800.425204 + Penalty 2788.371447 = -719012.053758 nChanged 40 SP:Iteration 27Q (3078.881947 sec): 3 clusters Score: Raw -721821.801022 + Penalty 2788.371447 = -719033.429575 nChanged 31 SP:Iteration 28Q (3078.930084 sec): 3 clusters Score: Raw -721838.088633 + Penalty 2788.371447 = -719049.717186 nChanged 18 SP:Iteration 29Q (3078.984360 sec): 3 clusters Score: Raw -721845.507300 + Penalty 2788.371447 = -719057.135853 nChanged 15 SP:Iteration 30Q (3079.036130 sec): 3 clusters Score: Raw -721851.276719 + Penalty 2788.371447 = -719062.905272 nChanged 10 SP:Iteration 31Q (3079.078499 sec): 3 clusters Score: Raw -721855.788580 + Penalty 2788.371447 = -719067.417133 nChanged 17 SP:Iteration 32Q (3079.130952 sec): 3 clusters Score: Raw -721863.055646 + Penalty 2788.371447 = -719074.684200 nChanged 9 SP:Iteration 33Q (3079.186066 sec): 3 clusters Score: Raw -721866.437599 + Penalty 2788.371447 = -719078.066152 nChanged 9 SP:Iteration 34Q (3079.238291 sec): 3 clusters Score: Raw -721870.878840 + Penalty 2788.371447 = -719082.507393 nChanged 10 SP:Iteration 35Q (3079.303010 sec): 3 clusters Score: Raw -721877.366078 + Penalty 2788.371447 = -719088.994632 nChanged 15 SP:Iteration 36Q (3079.335947 sec): 3 clusters Score: Raw -721884.400158 + Penalty 2788.371447 = -719096.028711 nChanged 11 SP:Iteration 37Q (3079.389351 sec): 3 clusters Score: Raw -721890.323952 + Penalty 2788.371447 = -719101.952505 nChanged 8 SP:Iteration 38Q (3079.444123 sec): 3 clusters Score: Raw -721893.120810 + Penalty 2788.371447 = -719104.749363 nChanged 3 SP:Iteration 39Q (3079.491988 sec): 3 clusters Score: Raw -721894.439967 + Penalty 2788.371447 = -719106.068521 nChanged 2 SP:Iteration 40F (3079.543153 sec): 3 clusters Score: Raw -721894.842660 + Penalty 2788.371447 = -719106.471213 nChanged 0 Trying to split cluster 32 (29671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3079.597615 sec): 2 clusters Score: Raw -4183425.240469 + Penalty 1673.412880 = -4181751.827589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3079.693637 sec): 3 clusters Score: Raw -4165162.127028 + Penalty 3346.825760 = -4161815.301267 nChanged 13617 SP:Iteration 1F (3079.778198 sec): 3 clusters Score: Raw -4172847.382614 + Penalty 3346.825760 = -4169500.556854 nChanged 1349 SP:Iteration 2Q (3079.871417 sec): 3 clusters Score: Raw -4173284.303701 + Penalty 3346.825760 = -4169937.477941 nChanged 1335 SP:Iteration 3Q (3079.972414 sec): 3 clusters Score: Raw -4173782.909061 + Penalty 3346.825760 = -4170436.083301 nChanged 1493 SP:Iteration 4F (3080.049715 sec): 3 clusters Score: Raw -4174464.780517 + Penalty 3346.825760 = -4171117.954757 nChanged 1708 SP:Iteration 5F (3080.142115 sec): 3 clusters Score: Raw -4175431.603882 + Penalty 3346.825760 = -4172084.778121 nChanged 1996 SP:Iteration 6F (3080.240326 sec): 3 clusters Score: Raw -4176867.057466 + Penalty 3346.825760 = -4173520.231705 nChanged 2219 SP:Iteration 7F (3080.321209 sec): 3 clusters Score: Raw -4178783.909748 + Penalty 3346.825760 = -4175437.083988 nChanged 2074 SP:Iteration 8F (3080.413175 sec): 3 clusters Score: Raw -4180820.297209 + Penalty 3346.825760 = -4177473.471448 nChanged 1488 SP:Iteration 9F (3080.510725 sec): 3 clusters Score: Raw -4182278.959184 + Penalty 3346.825760 = -4178932.133424 nChanged 821 SP:Iteration 10Q (3080.598152 sec): 3 clusters Score: Raw -4183066.623319 + Penalty 3346.825760 = -4179719.797559 nChanged 356 SP:Iteration 11Q (3080.691168 sec): 3 clusters Score: Raw -4183412.882528 + Penalty 3346.825760 = -4180066.056767 nChanged 149 SP:Iteration 12Q (3080.774941 sec): 3 clusters Score: Raw -4183565.436295 + Penalty 3346.825760 = -4180218.610534 nChanged 74 SP:Iteration 13Q (3080.846721 sec): 3 clusters Score: Raw -4183645.549313 + Penalty 3346.825760 = -4180298.723553 nChanged 42 SP:Iteration 14Q (3080.941654 sec): 3 clusters Score: Raw -4183685.108768 + Penalty 3346.825760 = -4180338.283008 nChanged 21 SP:Iteration 15Q (3081.028206 sec): 3 clusters Score: Raw -4183702.489615 + Penalty 3346.825760 = -4180355.663854 nChanged 11 SP:Iteration 16Q (3081.105587 sec): 3 clusters Score: Raw -4183709.410796 + Penalty 3346.825760 = -4180362.585036 nChanged 6 SP:Iteration 17Q (3081.193476 sec): 3 clusters Score: Raw -4183714.374894 + Penalty 3346.825760 = -4180367.549134 nChanged 5 SP:Iteration 18Q (3081.289364 sec): 3 clusters Score: Raw -4183718.841430 + Penalty 3346.825760 = -4180372.015669 nChanged 4 SP:Iteration 19Q (3081.367998 sec): 3 clusters Score: Raw -4183725.747470 + Penalty 3346.825760 = -4180378.921710 nChanged 8 SP:Iteration 20F (3081.465995 sec): 3 clusters Score: Raw -4183734.627314 + Penalty 3346.825760 = -4180387.801553 nChanged 5 SP:Iteration 21Q (3081.558528 sec): 3 clusters Score: Raw -4183737.516066 + Penalty 3346.825760 = -4180390.690305 nChanged 1 SP:Iteration 22Q (3081.646883 sec): 3 clusters Score: Raw -4183738.287744 + Penalty 3346.825760 = -4180391.461983 nChanged 1 SP:Iteration 23Q (3081.735804 sec): 3 clusters Score: Raw -4183739.240482 + Penalty 3346.825760 = -4180392.414721 nChanged 0 SP:Iteration 24F (3081.831746 sec): 3 clusters Score: Raw -4183739.240482 + Penalty 3346.825760 = -4180392.414721 nChanged 0 Trying to split cluster 33 (12378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3081.870475 sec): 2 clusters Score: Raw -1793549.910483 + Penalty 1531.347347 = -1792018.563136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3081.931562 sec): 3 clusters Score: Raw -1786505.389273 + Penalty 3062.694694 = -1783442.694578 nChanged 5426 SP:Iteration 1F (3081.985749 sec): 3 clusters Score: Raw -1789472.542871 + Penalty 3062.694694 = -1786409.848176 nChanged 802 SP:Iteration 2F (3082.051416 sec): 3 clusters Score: Raw -1789878.053725 + Penalty 3062.694694 = -1786815.359031 nChanged 759 SP:Iteration 3F (3082.107472 sec): 3 clusters Score: Raw -1790305.299456 + Penalty 3062.694694 = -1787242.604761 nChanged 708 SP:Iteration 4F (3082.183674 sec): 3 clusters Score: Raw -1790698.414611 + Penalty 3062.694694 = -1787635.719916 nChanged 659 SP:Iteration 5F (3082.245322 sec): 3 clusters Score: Raw -1791103.160274 + Penalty 3062.694694 = -1788040.465580 nChanged 677 SP:Iteration 6F (3082.309624 sec): 3 clusters Score: Raw -1791555.723718 + Penalty 3062.694694 = -1788493.029024 nChanged 680 SP:Iteration 7F (3082.373304 sec): 3 clusters Score: Raw -1792023.673790 + Penalty 3062.694694 = -1788960.979095 nChanged 596 SP:Iteration 8Q (3082.439433 sec): 3 clusters Score: Raw -1792391.457234 + Penalty 3062.694694 = -1789328.762539 nChanged 477 SP:Iteration 9Q (3082.508421 sec): 3 clusters Score: Raw -1792628.956231 + Penalty 3062.694694 = -1789566.261537 nChanged 362 SP:Iteration 10Q (3082.574309 sec): 3 clusters Score: Raw -1792782.099335 + Penalty 3062.694694 = -1789719.404641 nChanged 266 SP:Iteration 11Q (3082.638120 sec): 3 clusters Score: Raw -1792877.905072 + Penalty 3062.694694 = -1789815.210378 nChanged 216 SP:Iteration 12Q (3082.691468 sec): 3 clusters Score: Raw -1792947.660944 + Penalty 3062.694694 = -1789884.966250 nChanged 165 SP:Iteration 13Q (3082.762164 sec): 3 clusters Score: Raw -1792997.411054 + Penalty 3062.694694 = -1789934.716360 nChanged 138 SP:Iteration 14Q (3082.828869 sec): 3 clusters Score: Raw -1793034.711168 + Penalty 3062.694694 = -1789972.016474 nChanged 109 SP:Iteration 15Q (3082.896695 sec): 3 clusters Score: Raw -1793064.263881 + Penalty 3062.694694 = -1790001.569187 nChanged 118 SP:Iteration 16Q (3082.951717 sec): 3 clusters Score: Raw -1793094.568909 + Penalty 3062.694694 = -1790031.874214 nChanged 93 SP:Iteration 17Q (3083.019936 sec): 3 clusters Score: Raw -1793116.170500 + Penalty 3062.694694 = -1790053.475806 nChanged 78 SP:Iteration 18Q (3083.089582 sec): 3 clusters Score: Raw -1793134.559583 + Penalty 3062.694694 = -1790071.864888 nChanged 77 SP:Iteration 19Q (3083.154876 sec): 3 clusters Score: Raw -1793151.091910 + Penalty 3062.694694 = -1790088.397216 nChanged 70 SP:Iteration 20F (3083.209875 sec): 3 clusters Score: Raw -1793170.097018 + Penalty 3062.694694 = -1790107.402324 nChanged 90 SP:Iteration 21Q (3083.273662 sec): 3 clusters Score: Raw -1793194.600873 + Penalty 3062.694694 = -1790131.906179 nChanged 90 SP:Iteration 22Q (3083.343025 sec): 3 clusters Score: Raw -1793214.057378 + Penalty 3062.694694 = -1790151.362684 nChanged 80 SP:Iteration 23Q (3083.412731 sec): 3 clusters Score: Raw -1793232.404324 + Penalty 3062.694694 = -1790169.709630 nChanged 85 SP:Iteration 24Q (3083.480746 sec): 3 clusters Score: Raw -1793256.008275 + Penalty 3062.694694 = -1790193.313581 nChanged 93 SP:Iteration 25Q (3083.529729 sec): 3 clusters Score: Raw -1793284.933300 + Penalty 3062.694694 = -1790222.238605 nChanged 89 SP:Iteration 26Q (3083.584227 sec): 3 clusters Score: Raw -1793309.902520 + Penalty 3062.694694 = -1790247.207826 nChanged 87 SP:Iteration 27Q (3083.657536 sec): 3 clusters Score: Raw -1793329.026144 + Penalty 3062.694694 = -1790266.331450 nChanged 72 SP:Iteration 28Q (3083.709658 sec): 3 clusters Score: Raw -1793345.854175 + Penalty 3062.694694 = -1790283.159480 nChanged 54 SP:Iteration 29Q (3083.775287 sec): 3 clusters Score: Raw -1793359.720395 + Penalty 3062.694694 = -1790297.025701 nChanged 62 SP:Iteration 30Q (3083.829300 sec): 3 clusters Score: Raw -1793374.349891 + Penalty 3062.694694 = -1790311.655196 nChanged 69 SP:Iteration 31Q (3083.879482 sec): 3 clusters Score: Raw -1793391.568006 + Penalty 3062.694694 = -1790328.873312 nChanged 64 SP:Iteration 32Q (3083.948668 sec): 3 clusters Score: Raw -1793404.643758 + Penalty 3062.694694 = -1790341.949064 nChanged 51 SP:Iteration 33Q (3084.009816 sec): 3 clusters Score: Raw -1793413.916237 + Penalty 3062.694694 = -1790351.221543 nChanged 54 SP:Iteration 34Q (3084.064730 sec): 3 clusters Score: Raw -1793426.403030 + Penalty 3062.694694 = -1790363.708335 nChanged 56 SP:Iteration 35Q (3084.130356 sec): 3 clusters Score: Raw -1793439.149045 + Penalty 3062.694694 = -1790376.454351 nChanged 56 SP:Iteration 36Q (3084.195564 sec): 3 clusters Score: Raw -1793450.624247 + Penalty 3062.694694 = -1790387.929553 nChanged 51 SP:Iteration 37Q (3084.252393 sec): 3 clusters Score: Raw -1793462.084946 + Penalty 3062.694694 = -1790399.390252 nChanged 52 SP:Iteration 38Q (3084.317016 sec): 3 clusters Score: Raw -1793474.005795 + Penalty 3062.694694 = -1790411.311101 nChanged 56 SP:Iteration 39Q (3084.380693 sec): 3 clusters Score: Raw -1793487.267551 + Penalty 3062.694694 = -1790424.572856 nChanged 57 SP:Iteration 40F (3084.441532 sec): 3 clusters Score: Raw -1793499.795602 + Penalty 3062.694694 = -1790437.100907 nChanged 45 SP:Iteration 41Q (3084.504378 sec): 3 clusters Score: Raw -1793508.833854 + Penalty 3062.694694 = -1790446.139159 nChanged 41 SP:Iteration 42Q (3084.568971 sec): 3 clusters Score: Raw -1793516.878780 + Penalty 3062.694694 = -1790454.184086 nChanged 30 SP:Iteration 43Q (3084.629436 sec): 3 clusters Score: Raw -1793521.427142 + Penalty 3062.694694 = -1790458.732447 nChanged 23 SP:Iteration 44Q (3084.689919 sec): 3 clusters Score: Raw -1793524.788027 + Penalty 3062.694694 = -1790462.093333 nChanged 28 SP:Iteration 45Q (3084.752969 sec): 3 clusters Score: Raw -1793530.092188 + Penalty 3062.694694 = -1790467.397493 nChanged 23 SP:Iteration 46Q (3084.824097 sec): 3 clusters Score: Raw -1793534.127333 + Penalty 3062.694694 = -1790471.432638 nChanged 26 SP:Iteration 47Q (3084.881193 sec): 3 clusters Score: Raw -1793537.702497 + Penalty 3062.694694 = -1790475.007802 nChanged 18 SP:Iteration 48Q (3084.933902 sec): 3 clusters Score: Raw -1793541.393465 + Penalty 3062.694694 = -1790478.698770 nChanged 20 SP:Iteration 49Q (3084.995417 sec): 3 clusters Score: Raw -1793545.211715 + Penalty 3062.694694 = -1790482.517021 nChanged 14 SP:Iteration 50Q (3085.054209 sec): 3 clusters Score: Raw -1793547.783660 + Penalty 3062.694694 = -1790485.088966 nChanged 14 SP:Iteration 51Q (3085.119540 sec): 3 clusters Score: Raw -1793549.810757 + Penalty 3062.694694 = -1790487.116063 nChanged 17 SP:Iteration 52Q (3085.189339 sec): 3 clusters Score: Raw -1793552.235107 + Penalty 3062.694694 = -1790489.540413 nChanged 18 SP:Iteration 53Q (3085.245299 sec): 3 clusters Score: Raw -1793555.377263 + Penalty 3062.694694 = -1790492.682568 nChanged 17 SP:Iteration 54Q (3085.315405 sec): 3 clusters Score: Raw -1793560.713462 + Penalty 3062.694694 = -1790498.018768 nChanged 29 SP:Iteration 55Q (3085.379818 sec): 3 clusters Score: Raw -1793568.386856 + Penalty 3062.694694 = -1790505.692161 nChanged 24 SP:Iteration 56Q (3085.447398 sec): 3 clusters Score: Raw -1793574.471415 + Penalty 3062.694694 = -1790511.776721 nChanged 31 SP:Iteration 57Q (3085.512369 sec): 3 clusters Score: Raw -1793582.094145 + Penalty 3062.694694 = -1790519.399451 nChanged 30 SP:Iteration 58Q (3085.562851 sec): 3 clusters Score: Raw -1793588.850000 + Penalty 3062.694694 = -1790526.155306 nChanged 27 SP:Iteration 59Q (3085.636602 sec): 3 clusters Score: Raw -1793595.766184 + Penalty 3062.694694 = -1790533.071490 nChanged 27 SP:Iteration 60F (3085.692857 sec): 3 clusters Score: Raw -1793600.828389 + Penalty 3062.694694 = -1790538.133694 nChanged 18 SP:Iteration 61Q (3085.752888 sec): 3 clusters Score: Raw -1793604.606346 + Penalty 3062.694694 = -1790541.911652 nChanged 16 SP:Iteration 62Q (3085.812595 sec): 3 clusters Score: Raw -1793607.356628 + Penalty 3062.694694 = -1790544.661933 nChanged 22 SP:Iteration 63Q (3085.870495 sec): 3 clusters Score: Raw -1793611.923112 + Penalty 3062.694694 = -1790549.228418 nChanged 20 SP:Iteration 64Q (3085.933348 sec): 3 clusters Score: Raw -1793616.232003 + Penalty 3062.694694 = -1790553.537309 nChanged 18 SP:Iteration 65Q (3086.006532 sec): 3 clusters Score: Raw -1793619.797951 + Penalty 3062.694694 = -1790557.103257 nChanged 21 SP:Iteration 66Q (3086.070736 sec): 3 clusters Score: Raw -1793624.421576 + Penalty 3062.694694 = -1790561.726882 nChanged 19 SP:Iteration 67Q (3086.136803 sec): 3 clusters Score: Raw -1793627.692901 + Penalty 3062.694694 = -1790564.998207 nChanged 19 SP:Iteration 68Q (3086.203638 sec): 3 clusters Score: Raw -1793631.121503 + Penalty 3062.694694 = -1790568.426809 nChanged 18 SP:Iteration 69Q (3086.261216 sec): 3 clusters Score: Raw -1793634.922999 + Penalty 3062.694694 = -1790572.228304 nChanged 20 SP:Iteration 70Q (3086.336781 sec): 3 clusters Score: Raw -1793639.561310 + Penalty 3062.694694 = -1790576.866615 nChanged 19 SP:Iteration 71Q (3086.401606 sec): 3 clusters Score: Raw -1793643.963394 + Penalty 3062.694694 = -1790581.268699 nChanged 18 SP:Iteration 72Q (3086.456115 sec): 3 clusters Score: Raw -1793647.098719 + Penalty 3062.694694 = -1790584.404025 nChanged 15 SP:Iteration 73Q (3086.514722 sec): 3 clusters Score: Raw -1793649.741521 + Penalty 3062.694694 = -1790587.046827 nChanged 12 SP:Iteration 74Q (3086.577703 sec): 3 clusters Score: Raw -1793652.071497 + Penalty 3062.694694 = -1790589.376803 nChanged 12 SP:Iteration 75Q (3086.634294 sec): 3 clusters Score: Raw -1793654.542240 + Penalty 3062.694694 = -1790591.847546 nChanged 11 SP:Iteration 76Q (3086.694631 sec): 3 clusters Score: Raw -1793656.484564 + Penalty 3062.694694 = -1790593.789870 nChanged 8 SP:Iteration 77Q (3086.760964 sec): 3 clusters Score: Raw -1793658.513271 + Penalty 3062.694694 = -1790595.818577 nChanged 12 SP:Iteration 78Q (3086.831452 sec): 3 clusters Score: Raw -1793661.038875 + Penalty 3062.694694 = -1790598.344181 nChanged 18 SP:Iteration 79Q (3086.881099 sec): 3 clusters Score: Raw -1793664.251236 + Penalty 3062.694694 = -1790601.556542 nChanged 13 SP:Iteration 80F (3086.949840 sec): 3 clusters Score: Raw -1793666.506861 + Penalty 3062.694694 = -1790603.812166 nChanged 10 SP:Iteration 81Q (3087.024435 sec): 3 clusters Score: Raw -1793668.142553 + Penalty 3062.694694 = -1790605.447859 nChanged 12 SP:Iteration 82Q (3087.075133 sec): 3 clusters Score: Raw -1793670.397216 + Penalty 3062.694694 = -1790607.702522 nChanged 15 SP:Iteration 83Q (3087.137809 sec): 3 clusters Score: Raw -1793673.081114 + Penalty 3062.694694 = -1790610.386420 nChanged 10 SP:Iteration 84Q (3087.194548 sec): 3 clusters Score: Raw -1793674.546374 + Penalty 3062.694694 = -1790611.851679 nChanged 11 SP:Iteration 85Q (3087.259230 sec): 3 clusters Score: Raw -1793676.855796 + Penalty 3062.694694 = -1790614.161102 nChanged 10 SP:Iteration 86Q (3087.307080 sec): 3 clusters Score: Raw -1793678.691155 + Penalty 3062.694694 = -1790615.996461 nChanged 6 SP:Iteration 87Q (3087.363798 sec): 3 clusters Score: Raw -1793679.460719 + Penalty 3062.694694 = -1790616.766025 nChanged 5 SP:Iteration 88Q (3087.433829 sec): 3 clusters Score: Raw -1793680.792455 + Penalty 3062.694694 = -1790618.097760 nChanged 11 SP:Iteration 89Q (3087.492086 sec): 3 clusters Score: Raw -1793684.213341 + Penalty 3062.694694 = -1790621.518646 nChanged 9 SP:Iteration 90Q (3087.560111 sec): 3 clusters Score: Raw -1793686.287577 + Penalty 3062.694694 = -1790623.592882 nChanged 13 SP:Iteration 91Q (3087.609193 sec): 3 clusters Score: Raw -1793689.066000 + Penalty 3062.694694 = -1790626.371306 nChanged 8 SP:Iteration 92Q (3087.673405 sec): 3 clusters Score: Raw -1793690.278318 + Penalty 3062.694694 = -1790627.583624 nChanged 7 SP:Iteration 93Q (3087.738843 sec): 3 clusters Score: Raw -1793691.246419 + Penalty 3062.694694 = -1790628.551725 nChanged 6 SP:Iteration 94Q (3087.805645 sec): 3 clusters Score: Raw -1793691.954369 + Penalty 3062.694694 = -1790629.259674 nChanged 4 SP:Iteration 95Q (3087.857892 sec): 3 clusters Score: Raw -1793692.417824 + Penalty 3062.694694 = -1790629.723130 nChanged 5 SP:Iteration 96Q (3087.929654 sec): 3 clusters Score: Raw -1793693.254830 + Penalty 3062.694694 = -1790630.560136 nChanged 7 SP:Iteration 97Q (3087.982874 sec): 3 clusters Score: Raw -1793694.406802 + Penalty 3062.694694 = -1790631.712108 nChanged 11 SP:Iteration 98Q (3088.051887 sec): 3 clusters Score: Raw -1793696.751416 + Penalty 3062.694694 = -1790634.056722 nChanged 10 SP:Iteration 99Q (3088.100143 sec): 3 clusters Score: Raw -1793698.210450 + Penalty 3062.694694 = -1790635.515756 nChanged 4 SP:Iteration 100F (3088.155659 sec): 3 clusters Score: Raw -1793698.854159 + Penalty 3062.694694 = -1790636.159464 nChanged 2 SP:Iteration 101Q (3088.217738 sec): 3 clusters Score: Raw -1793699.274483 + Penalty 3062.694694 = -1790636.579788 nChanged 2 SP:Iteration 102Q (3088.283114 sec): 3 clusters Score: Raw -1793699.541059 + Penalty 3062.694694 = -1790636.846365 nChanged 3 SP:Iteration 103Q (3088.347439 sec): 3 clusters Score: Raw -1793700.209553 + Penalty 3062.694694 = -1790637.514859 nChanged 2 SP:Iteration 104Q (3088.414859 sec): 3 clusters Score: Raw -1793700.637461 + Penalty 3062.694694 = -1790637.942767 nChanged 2 SP:Iteration 105Q (3088.479943 sec): 3 clusters Score: Raw -1793700.882851 + Penalty 3062.694694 = -1790638.188157 nChanged 1 SP:Iteration 106Q (3088.536062 sec): 3 clusters Score: Raw -1793701.030111 + Penalty 3062.694694 = -1790638.335417 nChanged 4 SP:Iteration 107Q (3088.606089 sec): 3 clusters Score: Raw -1793701.663631 + Penalty 3062.694694 = -1790638.968937 nChanged 4 SP:Iteration 108Q (3088.667279 sec): 3 clusters Score: Raw -1793702.279871 + Penalty 3062.694694 = -1790639.585176 nChanged 2 SP:Iteration 109Q (3088.731129 sec): 3 clusters Score: Raw -1793702.471865 + Penalty 3062.694694 = -1790639.777171 nChanged 1 SP:Iteration 110Q (3088.792634 sec): 3 clusters Score: Raw -1793702.623618 + Penalty 3062.694694 = -1790639.928924 nChanged 0 SP:Iteration 111F (3088.845596 sec): 3 clusters Score: Raw -1793702.623618 + Penalty 3062.694694 = -1790639.928924 nChanged 0 Trying to split cluster 34 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3088.867269 sec): 2 clusters Score: Raw -41965.512251 + Penalty 928.481581 = -41037.030670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3088.910627 sec): 3 clusters Score: Raw -42048.712864 + Penalty 1856.963162 = -40191.749702 nChanged 60 SP:Iteration 1F (3088.945206 sec): 3 clusters Score: Raw -42183.890712 + Penalty 1856.963162 = -40326.927551 nChanged 22 SP:Iteration 2F (3088.989541 sec): 3 clusters Score: Raw -42243.395213 + Penalty 1856.963162 = -40386.432051 nChanged 8 SP:Iteration 3Q (3089.030833 sec): 3 clusters Score: Raw -42255.118681 + Penalty 1856.963162 = -40398.155519 nChanged 2 SP:Iteration 4Q (3089.079885 sec): 3 clusters Score: Raw -42265.444256 + Penalty 1856.963162 = -40408.481094 nChanged 0 SP:Iteration 5F (3089.127924 sec): 3 clusters Score: Raw -42265.444256 + Penalty 1856.963162 = -40408.481094 nChanged 0 Trying to split cluster 35 (17284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3089.172417 sec): 2 clusters Score: Raw -2379423.436741 + Penalty 1585.599681 = -2377837.837060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3089.246376 sec): 3 clusters Score: Raw -2369127.827607 + Penalty 3171.199362 = -2365956.628245 nChanged 7638 SP:Iteration 1F (3089.301208 sec): 3 clusters Score: Raw -2373168.642236 + Penalty 3171.199362 = -2369997.442874 nChanged 862 SP:Iteration 2Q (3089.370580 sec): 3 clusters Score: Raw -2373457.941236 + Penalty 3171.199362 = -2370286.741875 nChanged 789 SP:Iteration 3Q (3089.445710 sec): 3 clusters Score: Raw -2373707.814105 + Penalty 3171.199362 = -2370536.614744 nChanged 681 SP:Iteration 4Q (3089.521161 sec): 3 clusters Score: Raw -2373918.394998 + Penalty 3171.199362 = -2370747.195637 nChanged 658 SP:Iteration 5Q (3089.597202 sec): 3 clusters Score: Raw -2374122.312253 + Penalty 3171.199362 = -2370951.112891 nChanged 599 SP:Iteration 6Q (3089.659060 sec): 3 clusters Score: Raw -2374326.676464 + Penalty 3171.199362 = -2371155.477102 nChanged 609 SP:Iteration 7Q (3089.736301 sec): 3 clusters Score: Raw -2374541.681380 + Penalty 3171.199362 = -2371370.482018 nChanged 655 SP:Iteration 8Q (3089.811476 sec): 3 clusters Score: Raw -2374792.156343 + Penalty 3171.199362 = -2371620.956981 nChanged 705 SP:Iteration 9Q (3089.880511 sec): 3 clusters Score: Raw -2375116.028364 + Penalty 3171.199362 = -2371944.829003 nChanged 814 SP:Iteration 10Q (3089.943489 sec): 3 clusters Score: Raw -2375572.139451 + Penalty 3171.199362 = -2372400.940089 nChanged 908 SP:Iteration 11F (3090.026025 sec): 3 clusters Score: Raw -2376161.188133 + Penalty 3171.199362 = -2372989.988772 nChanged 970 SP:Iteration 12F (3090.099490 sec): 3 clusters Score: Raw -2376902.504521 + Penalty 3171.199362 = -2373731.305160 nChanged 954 SP:Iteration 13F (3090.167858 sec): 3 clusters Score: Raw -2377724.382965 + Penalty 3171.199362 = -2374553.183603 nChanged 773 SP:Iteration 14Q (3090.242401 sec): 3 clusters Score: Raw -2378366.509306 + Penalty 3171.199362 = -2375195.309945 nChanged 550 SP:Iteration 15Q (3090.270765 sec): 3 clusters Score: Raw -2378836.307726 + Penalty 3171.199362 = -2375665.108364 nChanged 379 SP:Iteration 16Q (3090.356902 sec): 3 clusters Score: Raw -2379176.931458 + Penalty 3171.199362 = -2376005.732096 nChanged 221 SP:Iteration 17Q (3090.429924 sec): 3 clusters Score: Raw -2379391.635858 + Penalty 3171.199362 = -2376220.436497 nChanged 133 SP:Iteration 18Q (3090.501693 sec): 3 clusters Score: Raw -2379515.669713 + Penalty 3171.199362 = -2376344.470351 nChanged 78 SP:Iteration 19Q (3090.571130 sec): 3 clusters Score: Raw -2379592.355197 + Penalty 3171.199362 = -2376421.155836 nChanged 41 SP:Iteration 20F (3090.637173 sec): 3 clusters Score: Raw -2379638.020555 + Penalty 3171.199362 = -2376466.821194 nChanged 22 SP:Iteration 21Q (3090.708042 sec): 3 clusters Score: Raw -2379664.958671 + Penalty 3171.199362 = -2376493.759309 nChanged 17 SP:Iteration 22Q (3090.789817 sec): 3 clusters Score: Raw -2379681.759817 + Penalty 3171.199362 = -2376510.560455 nChanged 10 SP:Iteration 23Q (3090.861814 sec): 3 clusters Score: Raw -2379691.670836 + Penalty 3171.199362 = -2376520.471475 nChanged 7 SP:Iteration 24Q (3090.931849 sec): 3 clusters Score: Raw -2379700.261344 + Penalty 3171.199362 = -2376529.061983 nChanged 4 SP:Iteration 25Q (3091.003800 sec): 3 clusters Score: Raw -2379704.724593 + Penalty 3171.199362 = -2376533.525232 nChanged 0 SP:Iteration 26F (3091.078124 sec): 3 clusters Score: Raw -2379704.724593 + Penalty 3171.199362 = -2376533.525232 nChanged 0 Trying to split cluster 36 (5456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3091.108591 sec): 2 clusters Score: Raw -786144.076556 + Penalty 1398.226570 = -784745.849986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3091.156375 sec): 3 clusters Score: Raw -783224.282260 + Penalty 2796.453140 = -780427.829121 nChanged 2275 SP:Iteration 1F (3091.211734 sec): 3 clusters Score: Raw -784454.651566 + Penalty 2796.453140 = -781658.198426 nChanged 400 SP:Iteration 2F (3091.266691 sec): 3 clusters Score: Raw -784685.147175 + Penalty 2796.453140 = -781888.694035 nChanged 365 SP:Iteration 3F (3091.322912 sec): 3 clusters Score: Raw -784929.388996 + Penalty 2796.453140 = -782132.935856 nChanged 328 SP:Iteration 4F (3091.378254 sec): 3 clusters Score: Raw -785193.190244 + Penalty 2796.453140 = -782396.737104 nChanged 336 SP:Iteration 5F (3091.433617 sec): 3 clusters Score: Raw -785464.245224 + Penalty 2796.453140 = -782667.792085 nChanged 301 SP:Iteration 6F (3091.485682 sec): 3 clusters Score: Raw -785698.969455 + Penalty 2796.453140 = -782902.516316 nChanged 258 SP:Iteration 7Q (3091.542403 sec): 3 clusters Score: Raw -785895.537404 + Penalty 2796.453140 = -783099.084265 nChanged 222 SP:Iteration 8Q (3091.595350 sec): 3 clusters Score: Raw -786061.031770 + Penalty 2796.453140 = -783264.578630 nChanged 173 SP:Iteration 9Q (3091.636543 sec): 3 clusters Score: Raw -786175.076059 + Penalty 2796.453140 = -783378.622919 nChanged 166 SP:Iteration 10Q (3091.691879 sec): 3 clusters Score: Raw -786263.829130 + Penalty 2796.453140 = -783467.375990 nChanged 116 SP:Iteration 11Q (3091.749205 sec): 3 clusters Score: Raw -786316.550653 + Penalty 2796.453140 = -783520.097513 nChanged 78 SP:Iteration 12Q (3091.790315 sec): 3 clusters Score: Raw -786347.864773 + Penalty 2796.453140 = -783551.411633 nChanged 61 SP:Iteration 13Q (3091.851780 sec): 3 clusters Score: Raw -786371.012254 + Penalty 2796.453140 = -783574.559114 nChanged 50 SP:Iteration 14Q (3091.899595 sec): 3 clusters Score: Raw -786390.366793 + Penalty 2796.453140 = -783593.913653 nChanged 44 SP:Iteration 15Q (3091.956409 sec): 3 clusters Score: Raw -786405.410861 + Penalty 2796.453140 = -783608.957722 nChanged 36 SP:Iteration 16Q (3092.013148 sec): 3 clusters Score: Raw -786415.660135 + Penalty 2796.453140 = -783619.206995 nChanged 28 SP:Iteration 17Q (3092.062663 sec): 3 clusters Score: Raw -786422.812686 + Penalty 2796.453140 = -783626.359547 nChanged 29 SP:Iteration 18Q (3092.106093 sec): 3 clusters Score: Raw -786430.557333 + Penalty 2796.453140 = -783634.104193 nChanged 21 SP:Iteration 19Q (3092.154995 sec): 3 clusters Score: Raw -786435.427058 + Penalty 2796.453140 = -783638.973918 nChanged 14 SP:Iteration 20F (3092.203269 sec): 3 clusters Score: Raw -786438.688787 + Penalty 2796.453140 = -783642.235647 nChanged 15 SP:Iteration 21Q (3092.262912 sec): 3 clusters Score: Raw -786442.432275 + Penalty 2796.453140 = -783645.979136 nChanged 17 SP:Iteration 22Q (3092.321273 sec): 3 clusters Score: Raw -786447.000479 + Penalty 2796.453140 = -783650.547339 nChanged 11 SP:Iteration 23Q (3092.372989 sec): 3 clusters Score: Raw -786449.383903 + Penalty 2796.453140 = -783652.930763 nChanged 9 SP:Iteration 24Q (3092.420437 sec): 3 clusters Score: Raw -786451.329348 + Penalty 2796.453140 = -783654.876208 nChanged 7 SP:Iteration 25Q (3092.476320 sec): 3 clusters Score: Raw -786452.275736 + Penalty 2796.453140 = -783655.822596 nChanged 3 SP:Iteration 26Q (3092.534709 sec): 3 clusters Score: Raw -786452.903306 + Penalty 2796.453140 = -783656.450167 nChanged 2 SP:Iteration 27Q (3092.577125 sec): 3 clusters Score: Raw -786453.488117 + Penalty 2796.453140 = -783657.034977 nChanged 1 SP:Iteration 28Q (3092.645295 sec): 3 clusters Score: Raw -786453.752559 + Penalty 2796.453140 = -783657.299419 nChanged 1 SP:Iteration 29Q (3092.698004 sec): 3 clusters Score: Raw -786454.009009 + Penalty 2796.453140 = -783657.555869 nChanged 2 SP:Iteration 30Q (3092.757978 sec): 3 clusters Score: Raw -786454.401005 + Penalty 2796.453140 = -783657.947865 nChanged 0 SP:Iteration 31F (3092.810227 sec): 3 clusters Score: Raw -786454.401005 + Penalty 2796.453140 = -783657.947865 nChanged 0 Trying to split cluster 37 (43118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3092.894129 sec): 2 clusters Score: Raw -6202059.377721 + Penalty 1734.150571 = -6200325.227150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3093.011244 sec): 3 clusters Score: Raw -6174697.704014 + Penalty 3468.301142 = -6171229.402872 nChanged 20249 SP:Iteration 1F (3093.117496 sec): 3 clusters Score: Raw -6186172.096561 + Penalty 3468.301142 = -6182703.795418 nChanged 1808 SP:Iteration 2Q (3093.226220 sec): 3 clusters Score: Raw -6186798.423312 + Penalty 3468.301142 = -6183330.122170 nChanged 1932 SP:Iteration 3Q (3093.339257 sec): 3 clusters Score: Raw -6187573.508523 + Penalty 3468.301142 = -6184105.207381 nChanged 2126 SP:Iteration 4Q (3093.451317 sec): 3 clusters Score: Raw -6188616.775406 + Penalty 3468.301142 = -6185148.474264 nChanged 2385 SP:Iteration 5F (3093.558428 sec): 3 clusters Score: Raw -6190068.464095 + Penalty 3468.301142 = -6186600.162952 nChanged 2692 SP:Iteration 6F (3093.665019 sec): 3 clusters Score: Raw -6191992.550643 + Penalty 3468.301142 = -6188524.249500 nChanged 2881 SP:Iteration 7F (3093.776967 sec): 3 clusters Score: Raw -6194134.082172 + Penalty 3468.301142 = -6190665.781030 nChanged 2707 SP:Iteration 8F (3093.876248 sec): 3 clusters Score: Raw -6195904.284512 + Penalty 3468.301142 = -6192435.983369 nChanged 2158 SP:Iteration 9F (3093.986919 sec): 3 clusters Score: Raw -6196976.078990 + Penalty 3468.301142 = -6193507.777847 nChanged 1526 SP:Iteration 10Q (3094.090706 sec): 3 clusters Score: Raw -6197539.550203 + Penalty 3468.301142 = -6194071.249061 nChanged 1028 SP:Iteration 11Q (3094.202013 sec): 3 clusters Score: Raw -6197841.822674 + Penalty 3468.301142 = -6194373.521532 nChanged 792 SP:Iteration 12Q (3094.313379 sec): 3 clusters Score: Raw -6198070.943120 + Penalty 3468.301142 = -6194602.641978 nChanged 648 SP:Iteration 13Q (3094.433241 sec): 3 clusters Score: Raw -6198256.218784 + Penalty 3468.301142 = -6194787.917642 nChanged 603 SP:Iteration 14Q (3094.542491 sec): 3 clusters Score: Raw -6198430.791773 + Penalty 3468.301142 = -6194962.490631 nChanged 553 SP:Iteration 15Q (3094.657923 sec): 3 clusters Score: Raw -6198575.697319 + Penalty 3468.301142 = -6195107.396176 nChanged 517 SP:Iteration 16Q (3094.776274 sec): 3 clusters Score: Raw -6198701.739706 + Penalty 3468.301142 = -6195233.438564 nChanged 482 SP:Iteration 17Q (3094.898630 sec): 3 clusters Score: Raw -6198820.195159 + Penalty 3468.301142 = -6195351.894016 nChanged 481 SP:Iteration 18Q (3095.009677 sec): 3 clusters Score: Raw -6198947.243641 + Penalty 3468.301142 = -6195478.942498 nChanged 450 SP:Iteration 19Q (3095.128260 sec): 3 clusters Score: Raw -6199068.151123 + Penalty 3468.301142 = -6195599.849981 nChanged 472 SP:Iteration 20F (3095.247023 sec): 3 clusters Score: Raw -6199176.776772 + Penalty 3468.301142 = -6195708.475630 nChanged 454 SP:Iteration 21Q (3095.352956 sec): 3 clusters Score: Raw -6199275.720290 + Penalty 3468.301142 = -6195807.419147 nChanged 420 SP:Iteration 22Q (3095.465441 sec): 3 clusters Score: Raw -6199368.161695 + Penalty 3468.301142 = -6195899.860553 nChanged 428 SP:Iteration 23Q (3095.595004 sec): 3 clusters Score: Raw -6199458.071971 + Penalty 3468.301142 = -6195989.770829 nChanged 412 SP:Iteration 24Q (3095.713710 sec): 3 clusters Score: Raw -6199537.987356 + Penalty 3468.301142 = -6196069.686214 nChanged 371 SP:Iteration 25Q (3095.831309 sec): 3 clusters Score: Raw -6199605.377877 + Penalty 3468.301142 = -6196137.076734 nChanged 362 SP:Iteration 26Q (3095.948446 sec): 3 clusters Score: Raw -6199673.206693 + Penalty 3468.301142 = -6196204.905550 nChanged 341 SP:Iteration 27Q (3096.059923 sec): 3 clusters Score: Raw -6199739.366993 + Penalty 3468.301142 = -6196271.065850 nChanged 347 SP:Iteration 28Q (3096.178591 sec): 3 clusters Score: Raw -6199808.616674 + Penalty 3468.301142 = -6196340.315532 nChanged 350 SP:Iteration 29Q (3096.301907 sec): 3 clusters Score: Raw -6199880.280417 + Penalty 3468.301142 = -6196411.979275 nChanged 340 SP:Iteration 30Q (3096.423755 sec): 3 clusters Score: Raw -6199948.231542 + Penalty 3468.301142 = -6196479.930399 nChanged 353 SP:Iteration 31Q (3096.536704 sec): 3 clusters Score: Raw -6200020.831914 + Penalty 3468.301142 = -6196552.530771 nChanged 365 SP:Iteration 32Q (3096.647303 sec): 3 clusters Score: Raw -6200089.549435 + Penalty 3468.301142 = -6196621.248293 nChanged 333 SP:Iteration 33Q (3096.762395 sec): 3 clusters Score: Raw -6200149.077162 + Penalty 3468.301142 = -6196680.776019 nChanged 328 SP:Iteration 34Q (3096.872813 sec): 3 clusters Score: Raw -6200212.448915 + Penalty 3468.301142 = -6196744.147773 nChanged 363 SP:Iteration 35Q (3096.985944 sec): 3 clusters Score: Raw -6200283.989131 + Penalty 3468.301142 = -6196815.687989 nChanged 383 SP:Iteration 36Q (3097.104752 sec): 3 clusters Score: Raw -6200364.307899 + Penalty 3468.301142 = -6196896.006757 nChanged 373 SP:Iteration 37Q (3097.207007 sec): 3 clusters Score: Raw -6200434.415415 + Penalty 3468.301142 = -6196966.114273 nChanged 351 SP:Iteration 38Q (3097.305541 sec): 3 clusters Score: Raw -6200497.374230 + Penalty 3468.301142 = -6197029.073087 nChanged 346 SP:Iteration 39Q (3097.418720 sec): 3 clusters Score: Raw -6200554.894759 + Penalty 3468.301142 = -6197086.593617 nChanged 308 SP:Iteration 40F (3097.508363 sec): 3 clusters Score: Raw -6200603.066135 + Penalty 3468.301142 = -6197134.764993 nChanged 293 SP:Iteration 41Q (3097.610220 sec): 3 clusters Score: Raw -6200650.524041 + Penalty 3468.301142 = -6197182.222899 nChanged 289 SP:Iteration 42Q (3097.723137 sec): 3 clusters Score: Raw -6200695.678698 + Penalty 3468.301142 = -6197227.377556 nChanged 257 SP:Iteration 43Q (3097.835050 sec): 3 clusters Score: Raw -6200733.058429 + Penalty 3468.301142 = -6197264.757287 nChanged 249 SP:Iteration 44Q (3097.947287 sec): 3 clusters Score: Raw -6200765.076697 + Penalty 3468.301142 = -6197296.775555 nChanged 237 SP:Iteration 45Q (3098.059149 sec): 3 clusters Score: Raw -6200797.657390 + Penalty 3468.301142 = -6197329.356248 nChanged 222 SP:Iteration 46Q (3098.160946 sec): 3 clusters Score: Raw -6200827.552389 + Penalty 3468.301142 = -6197359.251247 nChanged 240 SP:Iteration 47Q (3098.277423 sec): 3 clusters Score: Raw -6200859.575132 + Penalty 3468.301142 = -6197391.273990 nChanged 232 SP:Iteration 48Q (3098.386300 sec): 3 clusters Score: Raw -6200890.433622 + Penalty 3468.301142 = -6197422.132480 nChanged 225 SP:Iteration 49Q (3098.507129 sec): 3 clusters Score: Raw -6200919.233877 + Penalty 3468.301142 = -6197450.932734 nChanged 211 SP:Iteration 50Q (3098.619303 sec): 3 clusters Score: Raw -6200944.879880 + Penalty 3468.301142 = -6197476.578737 nChanged 224 SP:Iteration 51Q (3098.728552 sec): 3 clusters Score: Raw -6200971.163382 + Penalty 3468.301142 = -6197502.862240 nChanged 210 SP:Iteration 52Q (3098.844704 sec): 3 clusters Score: Raw -6200995.476292 + Penalty 3468.301142 = -6197527.175150 nChanged 217 SP:Iteration 53Q (3098.954154 sec): 3 clusters Score: Raw -6201021.332974 + Penalty 3468.301142 = -6197553.031831 nChanged 234 SP:Iteration 54Q (3099.074108 sec): 3 clusters Score: Raw -6201050.133525 + Penalty 3468.301142 = -6197581.832383 nChanged 236 SP:Iteration 55Q (3099.183361 sec): 3 clusters Score: Raw -6201078.727567 + Penalty 3468.301142 = -6197610.426424 nChanged 236 SP:Iteration 56Q (3099.307384 sec): 3 clusters Score: Raw -6201108.334600 + Penalty 3468.301142 = -6197640.033458 nChanged 229 SP:Iteration 57Q (3099.414955 sec): 3 clusters Score: Raw -6201136.328846 + Penalty 3468.301142 = -6197668.027704 nChanged 224 SP:Iteration 58Q (3099.524028 sec): 3 clusters Score: Raw -6201162.806576 + Penalty 3468.301142 = -6197694.505434 nChanged 221 SP:Iteration 59Q (3099.635685 sec): 3 clusters Score: Raw -6201189.209287 + Penalty 3468.301142 = -6197720.908144 nChanged 230 SP:Iteration 60F (3099.750245 sec): 3 clusters Score: Raw -6201215.986306 + Penalty 3468.301142 = -6197747.685164 nChanged 207 SP:Iteration 61Q (3099.864452 sec): 3 clusters Score: Raw -6201241.901043 + Penalty 3468.301142 = -6197773.599901 nChanged 217 SP:Iteration 62Q (3099.964792 sec): 3 clusters Score: Raw -6201269.543463 + Penalty 3468.301142 = -6197801.242321 nChanged 198 SP:Iteration 63Q (3100.073363 sec): 3 clusters Score: Raw -6201292.540434 + Penalty 3468.301142 = -6197824.239292 nChanged 184 SP:Iteration 64Q (3100.191370 sec): 3 clusters Score: Raw -6201312.500708 + Penalty 3468.301142 = -6197844.199566 nChanged 160 SP:Iteration 65Q (3100.291273 sec): 3 clusters Score: Raw -6201329.582904 + Penalty 3468.301142 = -6197861.281762 nChanged 160 SP:Iteration 66Q (3100.406491 sec): 3 clusters Score: Raw -6201345.802653 + Penalty 3468.301142 = -6197877.501511 nChanged 167 SP:Iteration 67Q (3100.519297 sec): 3 clusters Score: Raw -6201363.184953 + Penalty 3468.301142 = -6197894.883811 nChanged 167 SP:Iteration 68Q (3100.630972 sec): 3 clusters Score: Raw -6201380.480366 + Penalty 3468.301142 = -6197912.179224 nChanged 178 SP:Iteration 69Q (3100.745464 sec): 3 clusters Score: Raw -6201400.834763 + Penalty 3468.301142 = -6197932.533621 nChanged 178 SP:Iteration 70Q (3100.851411 sec): 3 clusters Score: Raw -6201420.915781 + Penalty 3468.301142 = -6197952.614639 nChanged 184 SP:Iteration 71Q (3100.958773 sec): 3 clusters Score: Raw -6201440.935970 + Penalty 3468.301142 = -6197972.634828 nChanged 173 SP:Iteration 72Q (3101.070065 sec): 3 clusters Score: Raw -6201460.602647 + Penalty 3468.301142 = -6197992.301505 nChanged 169 SP:Iteration 73Q (3101.180129 sec): 3 clusters Score: Raw -6201481.199478 + Penalty 3468.301142 = -6198012.898336 nChanged 165 SP:Iteration 74Q (3101.289067 sec): 3 clusters Score: Raw -6201499.666826 + Penalty 3468.301142 = -6198031.365684 nChanged 158 SP:Iteration 75Q (3101.411736 sec): 3 clusters Score: Raw -6201516.959406 + Penalty 3468.301142 = -6198048.658264 nChanged 154 SP:Iteration 76Q (3101.520906 sec): 3 clusters Score: Raw -6201533.541269 + Penalty 3468.301142 = -6198065.240126 nChanged 145 SP:Iteration 77Q (3101.641016 sec): 3 clusters Score: Raw -6201548.365434 + Penalty 3468.301142 = -6198080.064291 nChanged 157 SP:Iteration 78Q (3101.748657 sec): 3 clusters Score: Raw -6201567.821468 + Penalty 3468.301142 = -6198099.520326 nChanged 170 SP:Iteration 79Q (3101.861664 sec): 3 clusters Score: Raw -6201588.421392 + Penalty 3468.301142 = -6198120.120250 nChanged 178 SP:Iteration 80F (3101.960760 sec): 3 clusters Score: Raw -6201611.946416 + Penalty 3468.301142 = -6198143.645274 nChanged 191 SP:Iteration 81Q (3102.053025 sec): 3 clusters Score: Raw -6201637.378720 + Penalty 3468.301142 = -6198169.077578 nChanged 187 SP:Iteration 82Q (3102.158941 sec): 3 clusters Score: Raw -6201660.445146 + Penalty 3468.301142 = -6198192.144004 nChanged 158 SP:Iteration 83Q (3102.256883 sec): 3 clusters Score: Raw -6201677.761679 + Penalty 3468.301142 = -6198209.460537 nChanged 142 SP:Iteration 84Q (3102.350955 sec): 3 clusters Score: Raw -6201693.619062 + Penalty 3468.301142 = -6198225.317919 nChanged 139 SP:Iteration 85Q (3102.453251 sec): 3 clusters Score: Raw -6201710.444283 + Penalty 3468.301142 = -6198242.143141 nChanged 154 SP:Iteration 86Q (3102.553027 sec): 3 clusters Score: Raw -6201729.086613 + Penalty 3468.301142 = -6198260.785471 nChanged 156 SP:Iteration 87Q (3102.658626 sec): 3 clusters Score: Raw -6201746.979094 + Penalty 3468.301142 = -6198278.677952 nChanged 141 SP:Iteration 88Q (3102.759707 sec): 3 clusters Score: Raw -6201761.544268 + Penalty 3468.301142 = -6198293.243126 nChanged 116 SP:Iteration 89Q (3102.881403 sec): 3 clusters Score: Raw -6201772.876842 + Penalty 3468.301142 = -6198304.575700 nChanged 114 SP:Iteration 90Q (3102.990822 sec): 3 clusters Score: Raw -6201784.970390 + Penalty 3468.301142 = -6198316.669248 nChanged 122 SP:Iteration 91Q (3103.094169 sec): 3 clusters Score: Raw -6201797.830016 + Penalty 3468.301142 = -6198329.528873 nChanged 117 SP:Iteration 92Q (3103.213838 sec): 3 clusters Score: Raw -6201809.989057 + Penalty 3468.301142 = -6198341.687914 nChanged 116 SP:Iteration 93Q (3103.328900 sec): 3 clusters Score: Raw -6201822.830274 + Penalty 3468.301142 = -6198354.529131 nChanged 106 SP:Iteration 94Q (3103.440972 sec): 3 clusters Score: Raw -6201832.788729 + Penalty 3468.301142 = -6198364.487587 nChanged 101 SP:Iteration 95Q (3103.551879 sec): 3 clusters Score: Raw -6201843.072826 + Penalty 3468.301142 = -6198374.771684 nChanged 100 SP:Iteration 96Q (3103.656134 sec): 3 clusters Score: Raw -6201855.443888 + Penalty 3468.301142 = -6198387.142746 nChanged 117 SP:Iteration 97Q (3103.765316 sec): 3 clusters Score: Raw -6201868.847404 + Penalty 3468.301142 = -6198400.546262 nChanged 108 SP:Iteration 98Q (3103.876216 sec): 3 clusters Score: Raw -6201880.220378 + Penalty 3468.301142 = -6198411.919236 nChanged 110 SP:Iteration 99Q (3103.985215 sec): 3 clusters Score: Raw -6201892.508558 + Penalty 3468.301142 = -6198424.207415 nChanged 108 SP:Iteration 100F (3104.097430 sec): 3 clusters Score: Raw -6201905.982538 + Penalty 3468.301142 = -6198437.681395 nChanged 114 SP:Iteration 101Q (3104.207558 sec): 3 clusters Score: Raw -6201919.545776 + Penalty 3468.301142 = -6198451.244634 nChanged 108 SP:Iteration 102Q (3104.321665 sec): 3 clusters Score: Raw -6201933.188638 + Penalty 3468.301142 = -6198464.887496 nChanged 117 SP:Iteration 103Q (3104.438535 sec): 3 clusters Score: Raw -6201946.943494 + Penalty 3468.301142 = -6198478.642352 nChanged 91 SP:Iteration 104Q (3104.546748 sec): 3 clusters Score: Raw -6201958.094602 + Penalty 3468.301142 = -6198489.793460 nChanged 101 SP:Iteration 105Q (3104.660780 sec): 3 clusters Score: Raw -6201970.708316 + Penalty 3468.301142 = -6198502.407174 nChanged 96 SP:Iteration 106Q (3104.775892 sec): 3 clusters Score: Raw -6201983.388263 + Penalty 3468.301142 = -6198515.087121 nChanged 103 SP:Iteration 107Q (3104.885984 sec): 3 clusters Score: Raw -6201997.071046 + Penalty 3468.301142 = -6198528.769903 nChanged 93 SP:Iteration 108Q (3105.001815 sec): 3 clusters Score: Raw -6202009.515585 + Penalty 3468.301142 = -6198541.214443 nChanged 101 SP:Iteration 109Q (3105.106200 sec): 3 clusters Score: Raw -6202024.534644 + Penalty 3468.301142 = -6198556.233502 nChanged 105 SP:Iteration 110Q (3105.212396 sec): 3 clusters Score: Raw -6202040.633847 + Penalty 3468.301142 = -6198572.332705 nChanged 110 SP:Iteration 111Q (3105.334010 sec): 3 clusters Score: Raw -6202058.378189 + Penalty 3468.301142 = -6198590.077046 nChanged 114 SP:Iteration 112Q (3105.437675 sec): 3 clusters Score: Raw -6202076.236105 + Penalty 3468.301142 = -6198607.934963 nChanged 118 SP:Iteration 113Q (3105.547467 sec): 3 clusters Score: Raw -6202093.096233 + Penalty 3468.301142 = -6198624.795090 nChanged 99 SP:Iteration 114Q (3105.660168 sec): 3 clusters Score: Raw -6202104.528695 + Penalty 3468.301142 = -6198636.227553 nChanged 93 SP:Iteration 115Q (3105.779256 sec): 3 clusters Score: Raw -6202115.740123 + Penalty 3468.301142 = -6198647.438981 nChanged 90 SP:Iteration 116Q (3105.890381 sec): 3 clusters Score: Raw -6202127.854228 + Penalty 3468.301142 = -6198659.553085 nChanged 98 SP:Iteration 117Q (3106.000568 sec): 3 clusters Score: Raw -6202144.760139 + Penalty 3468.301142 = -6198676.458996 nChanged 106 SP:Iteration 118Q (3106.102113 sec): 3 clusters Score: Raw -6202162.984562 + Penalty 3468.301142 = -6198694.683420 nChanged 111 SP:Iteration 119Q (3106.221625 sec): 3 clusters Score: Raw -6202178.978275 + Penalty 3468.301142 = -6198710.677133 nChanged 113 SP:Iteration 120F (3106.323378 sec): 3 clusters Score: Raw -6202195.281592 + Penalty 3468.301142 = -6198726.980449 nChanged 111 SP:Iteration 121Q (3106.438437 sec): 3 clusters Score: Raw -6202211.113592 + Penalty 3468.301142 = -6198742.812449 nChanged 98 SP:Iteration 122Q (3106.549788 sec): 3 clusters Score: Raw -6202226.668052 + Penalty 3468.301142 = -6198758.366910 nChanged 98 SP:Iteration 123Q (3106.655577 sec): 3 clusters Score: Raw -6202243.125817 + Penalty 3468.301142 = -6198774.824675 nChanged 82 SP:Iteration 124Q (3106.768458 sec): 3 clusters Score: Raw -6202254.849301 + Penalty 3468.301142 = -6198786.548159 nChanged 68 SP:Iteration 125Q (3106.874328 sec): 3 clusters Score: Raw -6202264.993676 + Penalty 3468.301142 = -6198796.692534 nChanged 64 SP:Iteration 126Q (3106.983375 sec): 3 clusters Score: Raw -6202275.602489 + Penalty 3468.301142 = -6198807.301347 nChanged 67 SP:Iteration 127Q (3107.086960 sec): 3 clusters Score: Raw -6202284.589314 + Penalty 3468.301142 = -6198816.288172 nChanged 56 SP:Iteration 128Q (3107.188189 sec): 3 clusters Score: Raw -6202292.407735 + Penalty 3468.301142 = -6198824.106593 nChanged 60 SP:Iteration 129Q (3107.300269 sec): 3 clusters Score: Raw -6202302.836238 + Penalty 3468.301142 = -6198834.535096 nChanged 73 SP:Iteration 130Q (3107.397579 sec): 3 clusters Score: Raw -6202314.263149 + Penalty 3468.301142 = -6198845.962007 nChanged 69 SP:Iteration 131Q (3107.504810 sec): 3 clusters Score: Raw -6202325.234185 + Penalty 3468.301142 = -6198856.933043 nChanged 54 SP:Iteration 132Q (3107.623877 sec): 3 clusters Score: Raw -6202332.778811 + Penalty 3468.301142 = -6198864.477669 nChanged 53 SP:Iteration 133Q (3107.718356 sec): 3 clusters Score: Raw -6202338.697427 + Penalty 3468.301142 = -6198870.396284 nChanged 40 SP:Iteration 134Q (3107.822900 sec): 3 clusters Score: Raw -6202343.772960 + Penalty 3468.301142 = -6198875.471818 nChanged 44 SP:Iteration 135Q (3107.929801 sec): 3 clusters Score: Raw -6202349.025732 + Penalty 3468.301142 = -6198880.724589 nChanged 37 SP:Iteration 136Q (3108.033971 sec): 3 clusters Score: Raw -6202355.297531 + Penalty 3468.301142 = -6198886.996389 nChanged 40 SP:Iteration 137Q (3108.147911 sec): 3 clusters Score: Raw -6202364.780989 + Penalty 3468.301142 = -6198896.479846 nChanged 48 SP:Iteration 138Q (3108.261839 sec): 3 clusters Score: Raw -6202374.719441 + Penalty 3468.301142 = -6198906.418299 nChanged 38 SP:Iteration 139Q (3108.365162 sec): 3 clusters Score: Raw -6202380.523827 + Penalty 3468.301142 = -6198912.222685 nChanged 39 SP:Iteration 140F (3108.481271 sec): 3 clusters Score: Raw -6202385.704959 + Penalty 3468.301142 = -6198917.403817 nChanged 36 SP:Iteration 141Q (3108.597382 sec): 3 clusters Score: Raw -6202390.288639 + Penalty 3468.301142 = -6198921.987497 nChanged 36 SP:Iteration 142Q (3108.706896 sec): 3 clusters Score: Raw -6202394.992195 + Penalty 3468.301142 = -6198926.691053 nChanged 32 SP:Iteration 143Q (3108.804687 sec): 3 clusters Score: Raw -6202398.369953 + Penalty 3468.301142 = -6198930.068811 nChanged 22 SP:Iteration 144Q (3108.910717 sec): 3 clusters Score: Raw -6202400.938263 + Penalty 3468.301142 = -6198932.637120 nChanged 23 SP:Iteration 145Q (3109.007461 sec): 3 clusters Score: Raw -6202404.020911 + Penalty 3468.301142 = -6198935.719769 nChanged 17 SP:Iteration 146Q (3109.127147 sec): 3 clusters Score: Raw -6202405.990054 + Penalty 3468.301142 = -6198937.688912 nChanged 18 SP:Iteration 147Q (3109.236702 sec): 3 clusters Score: Raw -6202407.937759 + Penalty 3468.301142 = -6198939.636616 nChanged 17 SP:Iteration 148Q (3109.342142 sec): 3 clusters Score: Raw -6202409.864549 + Penalty 3468.301142 = -6198941.563407 nChanged 15 SP:Iteration 149Q (3109.454454 sec): 3 clusters Score: Raw -6202411.688463 + Penalty 3468.301142 = -6198943.387321 nChanged 11 SP:Iteration 150Q (3109.557112 sec): 3 clusters Score: Raw -6202412.420709 + Penalty 3468.301142 = -6198944.119567 nChanged 10 SP:Iteration 151Q (3109.664211 sec): 3 clusters Score: Raw -6202413.512552 + Penalty 3468.301142 = -6198945.211410 nChanged 18 SP:Iteration 152Q (3109.749334 sec): 3 clusters Score: Raw -6202415.323062 + Penalty 3468.301142 = -6198947.021920 nChanged 15 SP:Iteration 153Q (3109.854045 sec): 3 clusters Score: Raw -6202417.003992 + Penalty 3468.301142 = -6198948.702849 nChanged 15 SP:Iteration 154Q (3109.958529 sec): 3 clusters Score: Raw -6202418.665858 + Penalty 3468.301142 = -6198950.364715 nChanged 16 SP:Iteration 155Q (3110.066830 sec): 3 clusters Score: Raw -6202420.932701 + Penalty 3468.301142 = -6198952.631558 nChanged 16 SP:Iteration 156Q (3110.158713 sec): 3 clusters Score: Raw -6202422.987013 + Penalty 3468.301142 = -6198954.685870 nChanged 20 SP:Iteration 157Q (3110.261453 sec): 3 clusters Score: Raw -6202425.371009 + Penalty 3468.301142 = -6198957.069867 nChanged 14 SP:Iteration 158Q (3110.359564 sec): 3 clusters Score: Raw -6202427.081297 + Penalty 3468.301142 = -6198958.780155 nChanged 12 SP:Iteration 159Q (3110.450596 sec): 3 clusters Score: Raw -6202428.231229 + Penalty 3468.301142 = -6198959.930087 nChanged 16 SP:Iteration 160F (3110.564043 sec): 3 clusters Score: Raw -6202430.118857 + Penalty 3468.301142 = -6198961.817714 nChanged 17 SP:Iteration 161Q (3110.657450 sec): 3 clusters Score: Raw -6202432.063805 + Penalty 3468.301142 = -6198963.762663 nChanged 23 SP:Iteration 162Q (3110.756153 sec): 3 clusters Score: Raw -6202435.544470 + Penalty 3468.301142 = -6198967.243328 nChanged 24 SP:Iteration 163Q (3110.854063 sec): 3 clusters Score: Raw -6202438.561028 + Penalty 3468.301142 = -6198970.259886 nChanged 20 SP:Iteration 164Q (3110.939524 sec): 3 clusters Score: Raw -6202441.436193 + Penalty 3468.301142 = -6198973.135051 nChanged 19 SP:Iteration 165Q (3111.025395 sec): 3 clusters Score: Raw -6202443.805050 + Penalty 3468.301142 = -6198975.503907 nChanged 16 SP:Iteration 166Q (3111.111978 sec): 3 clusters Score: Raw -6202446.212515 + Penalty 3468.301142 = -6198977.911372 nChanged 12 SP:Iteration 167Q (3111.224763 sec): 3 clusters Score: Raw -6202447.377928 + Penalty 3468.301142 = -6198979.076786 nChanged 4 SP:Iteration 168Q (3111.324280 sec): 3 clusters Score: Raw -6202447.656280 + Penalty 3468.301142 = -6198979.355137 nChanged 6 SP:Iteration 169Q (3111.426911 sec): 3 clusters Score: Raw -6202448.428160 + Penalty 3468.301142 = -6198980.127018 nChanged 6 SP:Iteration 170Q (3111.534965 sec): 3 clusters Score: Raw -6202449.371947 + Penalty 3468.301142 = -6198981.070805 nChanged 14 SP:Iteration 171Q (3111.652334 sec): 3 clusters Score: Raw -6202450.508343 + Penalty 3468.301142 = -6198982.207201 nChanged 11 SP:Iteration 172Q (3111.761897 sec): 3 clusters Score: Raw -6202451.719976 + Penalty 3468.301142 = -6198983.418834 nChanged 9 SP:Iteration 173Q (3111.870636 sec): 3 clusters Score: Raw -6202452.809889 + Penalty 3468.301142 = -6198984.508747 nChanged 12 SP:Iteration 174Q (3111.980411 sec): 3 clusters Score: Raw -6202453.751330 + Penalty 3468.301142 = -6198985.450188 nChanged 7 SP:Iteration 175Q (3112.090970 sec): 3 clusters Score: Raw -6202454.860781 + Penalty 3468.301142 = -6198986.559639 nChanged 8 SP:Iteration 176Q (3112.189410 sec): 3 clusters Score: Raw -6202455.720264 + Penalty 3468.301142 = -6198987.419122 nChanged 5 SP:Iteration 177Q (3112.296349 sec): 3 clusters Score: Raw -6202456.155966 + Penalty 3468.301142 = -6198987.854824 nChanged 4 SP:Iteration 178Q (3112.407495 sec): 3 clusters Score: Raw -6202456.501789 + Penalty 3468.301142 = -6198988.200646 nChanged 5 SP:Iteration 179Q (3112.513990 sec): 3 clusters Score: Raw -6202456.987347 + Penalty 3468.301142 = -6198988.686205 nChanged 5 SP:Iteration 180F (3112.617739 sec): 3 clusters Score: Raw -6202457.520251 + Penalty 3468.301142 = -6198989.219109 nChanged 4 SP:Iteration 181Q (3112.725557 sec): 3 clusters Score: Raw -6202457.849704 + Penalty 3468.301142 = -6198989.548562 nChanged 1 SP:Iteration 182Q (3112.836135 sec): 3 clusters Score: Raw -6202457.978578 + Penalty 3468.301142 = -6198989.677435 nChanged 4 SP:Iteration 183Q (3112.933926 sec): 3 clusters Score: Raw -6202458.174663 + Penalty 3468.301142 = -6198989.873521 nChanged 1 SP:Iteration 184Q (3113.039291 sec): 3 clusters Score: Raw -6202458.462754 + Penalty 3468.301142 = -6198990.161612 nChanged 2 SP:Iteration 185Q (3113.142639 sec): 3 clusters Score: Raw -6202458.763514 + Penalty 3468.301142 = -6198990.462372 nChanged 6 SP:Iteration 186Q (3113.250964 sec): 3 clusters Score: Raw -6202459.427278 + Penalty 3468.301142 = -6198991.126136 nChanged 5 SP:Iteration 187Q (3113.352293 sec): 3 clusters Score: Raw -6202460.203031 + Penalty 3468.301142 = -6198991.901889 nChanged 8 SP:Iteration 188Q (3113.458094 sec): 3 clusters Score: Raw -6202461.595670 + Penalty 3468.301142 = -6198993.294528 nChanged 11 SP:Iteration 189Q (3113.561093 sec): 3 clusters Score: Raw -6202462.809548 + Penalty 3468.301142 = -6198994.508405 nChanged 6 SP:Iteration 190Q (3113.652509 sec): 3 clusters Score: Raw -6202463.511240 + Penalty 3468.301142 = -6198995.210098 nChanged 6 SP:Iteration 191Q (3113.766864 sec): 3 clusters Score: Raw -6202464.186953 + Penalty 3468.301142 = -6198995.885811 nChanged 9 SP:Iteration 192Q (3113.868127 sec): 3 clusters Score: Raw -6202465.302728 + Penalty 3468.301142 = -6198997.001586 nChanged 8 SP:Iteration 193Q (3113.958463 sec): 3 clusters Score: Raw -6202466.794539 + Penalty 3468.301142 = -6198998.493397 nChanged 13 SP:Iteration 194Q (3114.062540 sec): 3 clusters Score: Raw -6202468.923350 + Penalty 3468.301142 = -6199000.622207 nChanged 9 SP:Iteration 195Q (3114.156898 sec): 3 clusters Score: Raw -6202470.722851 + Penalty 3468.301142 = -6199002.421709 nChanged 16 SP:Iteration 196Q (3114.264916 sec): 3 clusters Score: Raw -6202474.213903 + Penalty 3468.301142 = -6199005.912761 nChanged 24 SP:Iteration 197Q (3114.348687 sec): 3 clusters Score: Raw -6202477.937057 + Penalty 3468.301142 = -6199009.635915 nChanged 18 SP:Iteration 198Q (3114.448695 sec): 3 clusters Score: Raw -6202481.220761 + Penalty 3468.301142 = -6199012.919618 nChanged 24 SP:Iteration 199Q (3114.550598 sec): 3 clusters Score: Raw -6202483.998660 + Penalty 3468.301142 = -6199015.697518 nChanged 16 SP:Iteration 200F (3114.662734 sec): 3 clusters Score: Raw -6202485.820168 + Penalty 3468.301142 = -6199017.519026 nChanged 11 SP:Iteration 201Q (3114.765100 sec): 3 clusters Score: Raw -6202487.332521 + Penalty 3468.301142 = -6199019.031379 nChanged 12 SP:Iteration 202Q (3114.857907 sec): 3 clusters Score: Raw -6202488.610379 + Penalty 3468.301142 = -6199020.309237 nChanged 5 SP:Iteration 203Q (3114.963982 sec): 3 clusters Score: Raw -6202489.183815 + Penalty 3468.301142 = -6199020.882673 nChanged 8 SP:Iteration 204Q (3115.065216 sec): 3 clusters Score: Raw -6202490.128890 + Penalty 3468.301142 = -6199021.827748 nChanged 6 SP:Iteration 205Q (3115.176412 sec): 3 clusters Score: Raw -6202490.649782 + Penalty 3468.301142 = -6199022.348640 nChanged 3 SP:Iteration 206Q (3115.285842 sec): 3 clusters Score: Raw -6202490.990820 + Penalty 3468.301142 = -6199022.689678 nChanged 4 SP:Iteration 207Q (3115.395477 sec): 3 clusters Score: Raw -6202491.284998 + Penalty 3468.301142 = -6199022.983856 nChanged 3 SP:Iteration 208Q (3115.503574 sec): 3 clusters Score: Raw -6202491.516497 + Penalty 3468.301142 = -6199023.215355 nChanged 4 SP:Iteration 209Q (3115.606634 sec): 3 clusters Score: Raw -6202491.939662 + Penalty 3468.301142 = -6199023.638520 nChanged 5 SP:Iteration 210Q (3115.714192 sec): 3 clusters Score: Raw -6202492.466094 + Penalty 3468.301142 = -6199024.164952 nChanged 5 SP:Iteration 211Q (3115.832782 sec): 3 clusters Score: Raw -6202492.909085 + Penalty 3468.301142 = -6199024.607943 nChanged 4 SP:Iteration 212Q (3115.943454 sec): 3 clusters Score: Raw -6202493.282568 + Penalty 3468.301142 = -6199024.981426 nChanged 3 SP:Iteration 213Q (3116.048985 sec): 3 clusters Score: Raw -6202493.539027 + Penalty 3468.301142 = -6199025.237885 nChanged 3 SP:Iteration 214Q (3116.163058 sec): 3 clusters Score: Raw -6202493.768950 + Penalty 3468.301142 = -6199025.467808 nChanged 2 SP:Iteration 215Q (3116.263851 sec): 3 clusters Score: Raw -6202494.017230 + Penalty 3468.301142 = -6199025.716088 nChanged 1 SP:Iteration 216Q (3116.365387 sec): 3 clusters Score: Raw -6202494.170786 + Penalty 3468.301142 = -6199025.869644 nChanged 0 SP:Iteration 217F (3116.482337 sec): 3 clusters Score: Raw -6202494.170786 + Penalty 3468.301142 = -6199025.869644 nChanged 0 Trying to split cluster 38 (4950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3116.513434 sec): 2 clusters Score: Raw -720816.461356 + Penalty 1382.410714 = -719434.050642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3116.566014 sec): 3 clusters Score: Raw -718239.224795 + Penalty 2764.821428 = -715474.403367 nChanged 2042 SP:Iteration 1F (3116.618012 sec): 3 clusters Score: Raw -719441.594591 + Penalty 2764.821428 = -716676.773163 nChanged 376 SP:Iteration 2F (3116.668648 sec): 3 clusters Score: Raw -719673.327189 + Penalty 2764.821428 = -716908.505761 nChanged 316 SP:Iteration 3F (3116.719998 sec): 3 clusters Score: Raw -719877.288196 + Penalty 2764.821428 = -717112.466768 nChanged 249 SP:Iteration 4F (3116.760071 sec): 3 clusters Score: Raw -720042.491396 + Penalty 2764.821428 = -717277.669968 nChanged 211 SP:Iteration 5Q (3116.812592 sec): 3 clusters Score: Raw -720192.707607 + Penalty 2764.821428 = -717427.886179 nChanged 201 SP:Iteration 6Q (3116.867230 sec): 3 clusters Score: Raw -720324.601989 + Penalty 2764.821428 = -717559.780561 nChanged 176 SP:Iteration 7Q (3116.918336 sec): 3 clusters Score: Raw -720435.142538 + Penalty 2764.821428 = -717670.321110 nChanged 126 SP:Iteration 8Q (3116.966103 sec): 3 clusters Score: Raw -720503.288866 + Penalty 2764.821428 = -717738.467438 nChanged 105 SP:Iteration 9Q (3117.021445 sec): 3 clusters Score: Raw -720577.952608 + Penalty 2764.821428 = -717813.131180 nChanged 106 SP:Iteration 10Q (3117.077858 sec): 3 clusters Score: Raw -720645.713798 + Penalty 2764.821428 = -717880.892370 nChanged 86 SP:Iteration 11Q (3117.135260 sec): 3 clusters Score: Raw -720696.711420 + Penalty 2764.821428 = -717931.889992 nChanged 78 SP:Iteration 12Q (3117.187443 sec): 3 clusters Score: Raw -720737.796286 + Penalty 2764.821428 = -717972.974858 nChanged 63 SP:Iteration 13Q (3117.234344 sec): 3 clusters Score: Raw -720769.179839 + Penalty 2764.821428 = -718004.358411 nChanged 66 SP:Iteration 14Q (3117.292341 sec): 3 clusters Score: Raw -720803.488913 + Penalty 2764.821428 = -718038.667485 nChanged 48 SP:Iteration 15Q (3117.342437 sec): 3 clusters Score: Raw -720828.139011 + Penalty 2764.821428 = -718063.317583 nChanged 42 SP:Iteration 16Q (3117.395519 sec): 3 clusters Score: Raw -720849.633685 + Penalty 2764.821428 = -718084.812257 nChanged 39 SP:Iteration 17Q (3117.453381 sec): 3 clusters Score: Raw -720870.036026 + Penalty 2764.821428 = -718105.214597 nChanged 35 SP:Iteration 18Q (3117.503382 sec): 3 clusters Score: Raw -720891.137725 + Penalty 2764.821428 = -718126.316297 nChanged 35 SP:Iteration 19Q (3117.556542 sec): 3 clusters Score: Raw -720910.371812 + Penalty 2764.821428 = -718145.550384 nChanged 26 SP:Iteration 20F (3117.606497 sec): 3 clusters Score: Raw -720919.907726 + Penalty 2764.821428 = -718155.086298 nChanged 21 SP:Iteration 21Q (3117.647026 sec): 3 clusters Score: Raw -720926.865562 + Penalty 2764.821428 = -718162.044134 nChanged 17 SP:Iteration 22Q (3117.705540 sec): 3 clusters Score: Raw -720935.155606 + Penalty 2764.821428 = -718170.334178 nChanged 24 SP:Iteration 23Q (3117.749691 sec): 3 clusters Score: Raw -720951.163524 + Penalty 2764.821428 = -718186.342096 nChanged 26 SP:Iteration 24Q (3117.797967 sec): 3 clusters Score: Raw -720963.119402 + Penalty 2764.821428 = -718198.297974 nChanged 22 SP:Iteration 25Q (3117.844993 sec): 3 clusters Score: Raw -720973.047358 + Penalty 2764.821428 = -718208.225930 nChanged 16 SP:Iteration 26Q (3117.890179 sec): 3 clusters Score: Raw -720980.229237 + Penalty 2764.821428 = -718215.407809 nChanged 14 SP:Iteration 27Q (3117.943903 sec): 3 clusters Score: Raw -720985.353855 + Penalty 2764.821428 = -718220.532427 nChanged 9 SP:Iteration 28Q (3117.995786 sec): 3 clusters Score: Raw -720988.977407 + Penalty 2764.821428 = -718224.155979 nChanged 7 SP:Iteration 29Q (3118.056545 sec): 3 clusters Score: Raw -720992.070188 + Penalty 2764.821428 = -718227.248760 nChanged 8 SP:Iteration 30Q (3118.101761 sec): 3 clusters Score: Raw -720994.337348 + Penalty 2764.821428 = -718229.515920 nChanged 11 SP:Iteration 31Q (3118.152118 sec): 3 clusters Score: Raw -720997.486665 + Penalty 2764.821428 = -718232.665237 nChanged 10 SP:Iteration 32Q (3118.207609 sec): 3 clusters Score: Raw -721001.407596 + Penalty 2764.821428 = -718236.586168 nChanged 7 SP:Iteration 33Q (3118.259336 sec): 3 clusters Score: Raw -721003.661226 + Penalty 2764.821428 = -718238.839798 nChanged 6 SP:Iteration 34Q (3118.309193 sec): 3 clusters Score: Raw -721005.825487 + Penalty 2764.821428 = -718241.004059 nChanged 4 SP:Iteration 35Q (3118.362782 sec): 3 clusters Score: Raw -721006.968692 + Penalty 2764.821428 = -718242.147264 nChanged 3 SP:Iteration 36Q (3118.402419 sec): 3 clusters Score: Raw -721008.951437 + Penalty 2764.821428 = -718244.130008 nChanged 3 SP:Iteration 37Q (3118.450708 sec): 3 clusters Score: Raw -721009.735447 + Penalty 2764.821428 = -718244.914019 nChanged 2 SP:Iteration 38Q (3118.503319 sec): 3 clusters Score: Raw -721010.455284 + Penalty 2764.821428 = -718245.633856 nChanged 2 SP:Iteration 39Q (3118.552504 sec): 3 clusters Score: Raw -721010.866112 + Penalty 2764.821428 = -718246.044684 nChanged 0 SP:Iteration 40F (3118.608016 sec): 3 clusters Score: Raw -721010.866112 + Penalty 2764.821428 = -718246.044684 nChanged 0 Trying to split cluster 39 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3118.626841 sec): 2 clusters Score: Raw -11943.486420 + Penalty 839.277721 = -11104.208700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3118.667790 sec): 3 clusters Score: Raw -12122.569166 + Penalty 1678.555442 = -10444.013725 nChanged 25 SP:Iteration 1F (3118.710116 sec): 3 clusters Score: Raw -12201.065114 + Penalty 1678.555442 = -10522.509673 nChanged 6 SP:Iteration 2Q (3118.759946 sec): 3 clusters Score: Raw -12215.199824 + Penalty 1678.555442 = -10536.644383 nChanged 5 SP:Iteration 3Q (3118.796407 sec): 3 clusters Score: Raw -12240.685071 + Penalty 1678.555442 = -10562.129630 nChanged 1 SP:Iteration 4Q (3118.818514 sec): 3 clusters Score: Raw -12247.638536 + Penalty 1678.555442 = -10569.083094 nChanged 1 SP:Iteration 5Q (3118.867471 sec): 3 clusters Score: Raw -12249.563200 + Penalty 1678.555442 = -10571.007758 nChanged 2 SP:Iteration 6Q (3118.915841 sec): 3 clusters Score: Raw -12260.895779 + Penalty 1678.555442 = -10582.340337 nChanged 1 SP:Iteration 7Q (3118.954288 sec): 3 clusters Score: Raw -12267.513521 + Penalty 1678.555442 = -10588.958080 nChanged 0 SP:Iteration 8F (3118.994559 sec): 3 clusters Score: Raw -12267.513521 + Penalty 1678.555442 = -10588.958080 nChanged 0 Iteration 259Q (3122.133568 sec): 40 clusters Score: Raw -40024375.408051 + Penalty 79644.492220 = -39944730.915831 nChanged 45 Iteration 260F (3129.206233 sec): 40 clusters Score: Raw -40024376.440636 + Penalty 79644.492220 = -39944731.948416 nChanged 24 Iteration 261Q (3132.662512 sec): 40 clusters Score: Raw -40024377.189563 + Penalty 79644.492220 = -39944732.697343 nChanged 23 Iteration 262Q (3135.908190 sec): 40 clusters Score: Raw -40024377.549741 + Penalty 79644.492220 = -39944733.057522 nChanged 15 Iteration 263Q (3139.379750 sec): 40 clusters Score: Raw -40024377.846181 + Penalty 79644.492220 = -39944733.353961 nChanged 16 Iteration 264Q (3142.569931 sec): 40 clusters Score: Raw -40024378.180028 + Penalty 79644.492220 = -39944733.687809 nChanged 16 Iteration 265Q (3146.045091 sec): 40 clusters Score: Raw -40024378.508586 + Penalty 79644.492220 = -39944734.016367 nChanged 19 Iteration 266Q (3149.237204 sec): 40 clusters Score: Raw -40024378.843335 + Penalty 79644.492220 = -39944734.351115 nChanged 23 Iteration 267Q (3152.565084 sec): 40 clusters Score: Raw -40024379.344729 + Penalty 79644.492220 = -39944734.852509 nChanged 12 Iteration 268Q (3155.313970 sec): 40 clusters Score: Raw -40024379.552233 + Penalty 79644.492220 = -39944735.060013 nChanged 7 Iteration 269Q (3158.668393 sec): 40 clusters Score: Raw -40024379.666835 + Penalty 79644.492220 = -39944735.174615 nChanged 9 Iteration 270Q (3161.766930 sec): 40 clusters Score: Raw -40024379.814000 + Penalty 79644.492220 = -39944735.321780 nChanged 7 Iteration 271Q (3165.152926 sec): 40 clusters Score: Raw -40024379.934403 + Penalty 79644.492220 = -39944735.442183 nChanged 6 Iteration 272Q (3168.600471 sec): 40 clusters Score: Raw -40024380.018102 + Penalty 79644.492220 = -39944735.525882 nChanged 2 Iteration 273Q (3171.818434 sec): 40 clusters Score: Raw -40024380.060601 + Penalty 79644.492220 = -39944735.568381 nChanged 4 Iteration 274Q (3174.628976 sec): 40 clusters Score: Raw -40024380.141092 + Penalty 79644.492220 = -39944735.648873 nChanged 4 Iteration 275Q (3178.149138 sec): 40 clusters Score: Raw -40024380.241345 + Penalty 79644.492220 = -39944735.749125 nChanged 3 Iteration 276Q (3181.331786 sec): 40 clusters Score: Raw -40024380.268476 + Penalty 79644.492220 = -39944735.776256 nChanged 5 Iteration 277Q (3184.903953 sec): 40 clusters Score: Raw -40024380.339201 + Penalty 79644.492220 = -39944735.846981 nChanged 5 Iteration 278Q (3188.155180 sec): 40 clusters Score: Raw -40024380.476857 + Penalty 79644.492220 = -39944735.984638 nChanged 7 Iteration 279Q (3191.671184 sec): 40 clusters Score: Raw -40024380.621291 + Penalty 79644.492220 = -39944736.129071 nChanged 10 Iteration 280F (3198.758227 sec): 40 clusters Score: Raw -40024380.778313 + Penalty 79644.492220 = -39944736.286093 nChanged 8 Iteration 281Q (3202.024410 sec): 40 clusters Score: Raw -40024380.968154 + Penalty 79644.492220 = -39944736.475934 nChanged 9 Iteration 282Q (3205.258465 sec): 40 clusters Score: Raw -40024381.128791 + Penalty 79644.492220 = -39944736.636571 nChanged 10 Iteration 283Q (3208.794214 sec): 40 clusters Score: Raw -40024381.332468 + Penalty 79644.492220 = -39944736.840249 nChanged 7 Iteration 284Q (3212.008660 sec): 40 clusters Score: Raw -40024381.437378 + Penalty 79644.492220 = -39944736.945158 nChanged 7 Iteration 285Q (3215.527578 sec): 40 clusters Score: Raw -40024381.534499 + Penalty 79644.492220 = -39944737.042279 nChanged 6 Iteration 286Q (3218.681894 sec): 40 clusters Score: Raw -40024381.651653 + Penalty 79644.492220 = -39944737.159433 nChanged 9 Iteration 287Q (3221.989706 sec): 40 clusters Score: Raw -40024381.804244 + Penalty 79644.492220 = -39944737.312024 nChanged 7 Iteration 288Q (3225.358391 sec): 40 clusters Score: Raw -40024381.906250 + Penalty 79644.492220 = -39944737.414030 nChanged 5 Iteration 289Q (3228.507502 sec): 40 clusters Score: Raw -40024381.959097 + Penalty 79644.492220 = -39944737.466877 nChanged 6 Iteration 290Q (3231.980308 sec): 40 clusters Score: Raw -40024382.052239 + Penalty 79644.492220 = -39944737.560020 nChanged 10 Iteration 291Q (3235.191493 sec): 40 clusters Score: Raw -40024382.307023 + Penalty 79644.492220 = -39944737.814803 nChanged 11 Iteration 292Q (3238.758706 sec): 40 clusters Score: Raw -40024382.569677 + Penalty 79644.492220 = -39944738.077457 nChanged 12 Iteration 293Q (3242.025606 sec): 40 clusters Score: Raw -40024382.844043 + Penalty 79644.492220 = -39944738.351824 nChanged 12 Iteration 294Q (3245.471725 sec): 40 clusters Score: Raw -40024383.299970 + Penalty 79644.492220 = -39944738.807750 nChanged 14 Iteration 295Q (3248.798940 sec): 40 clusters Score: Raw -40024383.936715 + Penalty 79644.492220 = -39944739.444495 nChanged 14 Iteration 296Q (3251.991659 sec): 40 clusters Score: Raw -40024384.317196 + Penalty 79644.492220 = -39944739.824977 nChanged 15 Iteration 297Q (3255.416834 sec): 40 clusters Score: Raw -40024384.690362 + Penalty 79644.492220 = -39944740.198142 nChanged 20 Iteration 298Q (3258.662299 sec): 40 clusters Score: Raw -40024385.462068 + Penalty 79644.492220 = -39944740.969848 nChanged 21 Writing temp clu file Because OldScore, -39944740.198142, is greater than current (better) Score,-39944740.969848 Compute initial score before splitting: Score: Raw -40024385.462068 + Penalty 79644.492220 = -39944740.969848 Trying to split cluster 1 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3258.762901 sec): 2 clusters Score: Raw -17860.773914 + Penalty 882.979826 = -16977.794088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3258.798592 sec): 3 clusters Score: Raw -18238.373761 + Penalty 1765.959651 = -16472.414110 nChanged 62 SP:Iteration 1F (3258.837067 sec): 3 clusters Score: Raw -18471.314844 + Penalty 1765.959651 = -16705.355193 nChanged 18 SP:Iteration 2F (3258.890414 sec): 3 clusters Score: Raw -18675.338980 + Penalty 1765.959651 = -16909.379329 nChanged 7 SP:Iteration 3Q (3258.930218 sec): 3 clusters Score: Raw -18825.494918 + Penalty 1765.959651 = -17059.535267 nChanged 3 SP:Iteration 4Q (3258.974724 sec): 3 clusters Score: Raw -18848.438449 + Penalty 1765.959651 = -17082.478798 nChanged 1 SP:Iteration 5Q (3259.010369 sec): 3 clusters Score: Raw -18855.667716 + Penalty 1765.959651 = -17089.708065 nChanged 0 SP:Iteration 6F (3259.071155 sec): 3 clusters Score: Raw -18855.667716 + Penalty 1765.959651 = -17089.708065 nChanged 0 Score: Raw -40025380.763466 + Penalty 81686.658687 = -39943694.104779 Splitting cluster 1 changes total score from -39944740.969848 to -39943694.104779 So it's not getting split. Trying to split cluster 2 (18228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3266.402902 sec): 2 clusters Score: Raw -2559710.714192 + Penalty 1594.241050 = -2558116.473142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3266.480591 sec): 3 clusters Score: Raw -2548848.564849 + Penalty 3188.482100 = -2545660.082749 nChanged 8257 SP:Iteration 1F (3266.554192 sec): 3 clusters Score: Raw -2553636.570402 + Penalty 3188.482100 = -2550448.088303 nChanged 1123 SP:Iteration 2F (3266.632625 sec): 3 clusters Score: Raw -2554291.838432 + Penalty 3188.482100 = -2551103.356333 nChanged 1181 SP:Iteration 3F (3266.708355 sec): 3 clusters Score: Raw -2555118.293346 + Penalty 3188.482100 = -2551929.811246 nChanged 1317 SP:Iteration 4F (3266.778255 sec): 3 clusters Score: Raw -2556213.922131 + Penalty 3188.482100 = -2553025.440031 nChanged 1380 SP:Iteration 5F (3266.862668 sec): 3 clusters Score: Raw -2557478.034481 + Penalty 3188.482100 = -2554289.552382 nChanged 1337 SP:Iteration 6F (3266.929427 sec): 3 clusters Score: Raw -2558616.336301 + Penalty 3188.482100 = -2555427.854202 nChanged 1082 SP:Iteration 7F (3267.004264 sec): 3 clusters Score: Raw -2559462.516323 + Penalty 3188.482100 = -2556274.034224 nChanged 840 SP:Iteration 8Q (3267.069003 sec): 3 clusters Score: Raw -2559936.864917 + Penalty 3188.482100 = -2556748.382817 nChanged 546 SP:Iteration 9Q (3267.144547 sec): 3 clusters Score: Raw -2560179.664098 + Penalty 3188.482100 = -2556991.181998 nChanged 408 SP:Iteration 10Q (3267.208912 sec): 3 clusters Score: Raw -2560347.264290 + Penalty 3188.482100 = -2557158.782190 nChanged 299 SP:Iteration 11Q (3267.278776 sec): 3 clusters Score: Raw -2560456.416261 + Penalty 3188.482100 = -2557267.934161 nChanged 237 SP:Iteration 12Q (3267.364960 sec): 3 clusters Score: Raw -2560533.573314 + Penalty 3188.482100 = -2557345.091214 nChanged 222 SP:Iteration 13Q (3267.431185 sec): 3 clusters Score: Raw -2560604.377194 + Penalty 3188.482100 = -2557415.895095 nChanged 211 SP:Iteration 14Q (3267.505706 sec): 3 clusters Score: Raw -2560663.556236 + Penalty 3188.482100 = -2557475.074136 nChanged 188 SP:Iteration 15Q (3267.572397 sec): 3 clusters Score: Raw -2560715.221438 + Penalty 3188.482100 = -2557526.739339 nChanged 183 SP:Iteration 16Q (3267.650814 sec): 3 clusters Score: Raw -2560763.019404 + Penalty 3188.482100 = -2557574.537305 nChanged 176 SP:Iteration 17Q (3267.701502 sec): 3 clusters Score: Raw -2560804.138293 + Penalty 3188.482100 = -2557615.656194 nChanged 150 SP:Iteration 18Q (3267.765378 sec): 3 clusters Score: Raw -2560835.480991 + Penalty 3188.482100 = -2557646.998892 nChanged 127 SP:Iteration 19Q (3267.816343 sec): 3 clusters Score: Raw -2560856.634910 + Penalty 3188.482100 = -2557668.152810 nChanged 99 SP:Iteration 20F (3267.885787 sec): 3 clusters Score: Raw -2560874.360732 + Penalty 3188.482100 = -2557685.878633 nChanged 109 SP:Iteration 21Q (3267.957006 sec): 3 clusters Score: Raw -2560895.059156 + Penalty 3188.482100 = -2557706.577056 nChanged 114 SP:Iteration 22Q (3268.019880 sec): 3 clusters Score: Raw -2560914.716373 + Penalty 3188.482100 = -2557726.234273 nChanged 95 SP:Iteration 23Q (3268.079074 sec): 3 clusters Score: Raw -2560930.890198 + Penalty 3188.482100 = -2557742.408099 nChanged 99 SP:Iteration 24Q (3268.137775 sec): 3 clusters Score: Raw -2560948.216425 + Penalty 3188.482100 = -2557759.734326 nChanged 86 SP:Iteration 25Q (3268.196724 sec): 3 clusters Score: Raw -2560959.862096 + Penalty 3188.482100 = -2557771.379996 nChanged 64 SP:Iteration 26Q (3268.270788 sec): 3 clusters Score: Raw -2560969.983840 + Penalty 3188.482100 = -2557781.501740 nChanged 70 SP:Iteration 27Q (3268.311271 sec): 3 clusters Score: Raw -2560981.018111 + Penalty 3188.482100 = -2557792.536011 nChanged 75 SP:Iteration 28Q (3268.385793 sec): 3 clusters Score: Raw -2560993.415430 + Penalty 3188.482100 = -2557804.933331 nChanged 72 SP:Iteration 29Q (3268.471802 sec): 3 clusters Score: Raw -2561003.020425 + Penalty 3188.482100 = -2557814.538325 nChanged 61 SP:Iteration 30Q (3268.548499 sec): 3 clusters Score: Raw -2561010.555659 + Penalty 3188.482100 = -2557822.073559 nChanged 67 SP:Iteration 31Q (3268.626348 sec): 3 clusters Score: Raw -2561019.893865 + Penalty 3188.482100 = -2557831.411765 nChanged 74 SP:Iteration 32Q (3268.700822 sec): 3 clusters Score: Raw -2561031.481383 + Penalty 3188.482100 = -2557842.999284 nChanged 78 SP:Iteration 33Q (3268.773419 sec): 3 clusters Score: Raw -2561043.808152 + Penalty 3188.482100 = -2557855.326052 nChanged 79 SP:Iteration 34Q (3268.852689 sec): 3 clusters Score: Raw -2561054.995326 + Penalty 3188.482100 = -2557866.513226 nChanged 74 SP:Iteration 35Q (3268.920475 sec): 3 clusters Score: Raw -2561065.923698 + Penalty 3188.482100 = -2557877.441599 nChanged 67 SP:Iteration 36Q (3269.005021 sec): 3 clusters Score: Raw -2561073.653865 + Penalty 3188.482100 = -2557885.171766 nChanged 54 SP:Iteration 37Q (3269.069895 sec): 3 clusters Score: Raw -2561079.514324 + Penalty 3188.482100 = -2557891.032224 nChanged 48 SP:Iteration 38Q (3269.139165 sec): 3 clusters Score: Raw -2561084.290462 + Penalty 3188.482100 = -2557895.808362 nChanged 37 SP:Iteration 39Q (3269.219252 sec): 3 clusters Score: Raw -2561088.463107 + Penalty 3188.482100 = -2557899.981008 nChanged 39 SP:Iteration 40F (3269.283197 sec): 3 clusters Score: Raw -2561092.514236 + Penalty 3188.482100 = -2557904.032136 nChanged 36 SP:Iteration 41Q (3269.354650 sec): 3 clusters Score: Raw -2561097.335963 + Penalty 3188.482100 = -2557908.853864 nChanged 42 SP:Iteration 42Q (3269.437453 sec): 3 clusters Score: Raw -2561101.887601 + Penalty 3188.482100 = -2557913.405501 nChanged 29 SP:Iteration 43Q (3269.502136 sec): 3 clusters Score: Raw -2561104.620180 + Penalty 3188.482100 = -2557916.138080 nChanged 27 SP:Iteration 44Q (3269.588081 sec): 3 clusters Score: Raw -2561108.143372 + Penalty 3188.482100 = -2557919.661272 nChanged 39 SP:Iteration 45Q (3269.656898 sec): 3 clusters Score: Raw -2561113.073772 + Penalty 3188.482100 = -2557924.591672 nChanged 40 SP:Iteration 46Q (3269.724298 sec): 3 clusters Score: Raw -2561118.417093 + Penalty 3188.482100 = -2557929.934993 nChanged 35 SP:Iteration 47Q (3269.799943 sec): 3 clusters Score: Raw -2561122.505781 + Penalty 3188.482100 = -2557934.023681 nChanged 36 SP:Iteration 48Q (3269.864761 sec): 3 clusters Score: Raw -2561126.279102 + Penalty 3188.482100 = -2557937.797003 nChanged 40 SP:Iteration 49Q (3269.947063 sec): 3 clusters Score: Raw -2561130.310624 + Penalty 3188.482100 = -2557941.828525 nChanged 28 SP:Iteration 50Q (3270.018146 sec): 3 clusters Score: Raw -2561133.088536 + Penalty 3188.482100 = -2557944.606436 nChanged 28 SP:Iteration 51Q (3270.095976 sec): 3 clusters Score: Raw -2561135.739633 + Penalty 3188.482100 = -2557947.257533 nChanged 27 SP:Iteration 52Q (3270.179022 sec): 3 clusters Score: Raw -2561138.371807 + Penalty 3188.482100 = -2557949.889707 nChanged 33 SP:Iteration 53Q (3270.248669 sec): 3 clusters Score: Raw -2561141.653950 + Penalty 3188.482100 = -2557953.171850 nChanged 33 SP:Iteration 54Q (3270.323640 sec): 3 clusters Score: Raw -2561145.287255 + Penalty 3188.482100 = -2557956.805155 nChanged 39 SP:Iteration 55Q (3270.399851 sec): 3 clusters Score: Raw -2561151.565827 + Penalty 3188.482100 = -2557963.083727 nChanged 40 SP:Iteration 56Q (3270.463382 sec): 3 clusters Score: Raw -2561156.630743 + Penalty 3188.482100 = -2557968.148644 nChanged 44 SP:Iteration 57Q (3270.532182 sec): 3 clusters Score: Raw -2561161.441815 + Penalty 3188.482100 = -2557972.959716 nChanged 33 SP:Iteration 58Q (3270.613277 sec): 3 clusters Score: Raw -2561165.099424 + Penalty 3188.482100 = -2557976.617324 nChanged 30 SP:Iteration 59Q (3270.676152 sec): 3 clusters Score: Raw -2561168.513556 + Penalty 3188.482100 = -2557980.031457 nChanged 30 SP:Iteration 60F (3270.758386 sec): 3 clusters Score: Raw -2561172.767767 + Penalty 3188.482100 = -2557984.285667 nChanged 27 SP:Iteration 61Q (3270.829405 sec): 3 clusters Score: Raw -2561175.504119 + Penalty 3188.482100 = -2557987.022019 nChanged 26 SP:Iteration 62Q (3270.894785 sec): 3 clusters Score: Raw -2561178.411534 + Penalty 3188.482100 = -2557989.929434 nChanged 28 SP:Iteration 63Q (3270.976259 sec): 3 clusters Score: Raw -2561182.252057 + Penalty 3188.482100 = -2557993.769958 nChanged 36 SP:Iteration 64Q (3271.050382 sec): 3 clusters Score: Raw -2561187.525100 + Penalty 3188.482100 = -2557999.043000 nChanged 34 SP:Iteration 65Q (3271.113487 sec): 3 clusters Score: Raw -2561191.676413 + Penalty 3188.482100 = -2558003.194314 nChanged 27 SP:Iteration 66Q (3271.188978 sec): 3 clusters Score: Raw -2561195.254209 + Penalty 3188.482100 = -2558006.772109 nChanged 32 SP:Iteration 67Q (3271.251402 sec): 3 clusters Score: Raw -2561200.649636 + Penalty 3188.482100 = -2558012.167536 nChanged 37 SP:Iteration 68Q (3271.335859 sec): 3 clusters Score: Raw -2561205.515180 + Penalty 3188.482100 = -2558017.033080 nChanged 34 SP:Iteration 69Q (3271.400814 sec): 3 clusters Score: Raw -2561209.506012 + Penalty 3188.482100 = -2558021.023913 nChanged 26 SP:Iteration 70Q (3271.474160 sec): 3 clusters Score: Raw -2561212.622474 + Penalty 3188.482100 = -2558024.140374 nChanged 28 SP:Iteration 71Q (3271.524849 sec): 3 clusters Score: Raw -2561216.057892 + Penalty 3188.482100 = -2558027.575792 nChanged 27 SP:Iteration 72Q (3271.563599 sec): 3 clusters Score: Raw -2561219.743301 + Penalty 3188.482100 = -2558031.261202 nChanged 23 SP:Iteration 73Q (3271.649416 sec): 3 clusters Score: Raw -2561222.295808 + Penalty 3188.482100 = -2558033.813708 nChanged 19 SP:Iteration 74Q (3271.712961 sec): 3 clusters Score: Raw -2561224.065131 + Penalty 3188.482100 = -2558035.583032 nChanged 19 SP:Iteration 75Q (3271.785334 sec): 3 clusters Score: Raw -2561225.904708 + Penalty 3188.482100 = -2558037.422608 nChanged 16 SP:Iteration 76Q (3271.856802 sec): 3 clusters Score: Raw -2561227.347752 + Penalty 3188.482100 = -2558038.865653 nChanged 22 SP:Iteration 77Q (3271.933452 sec): 3 clusters Score: Raw -2561229.158967 + Penalty 3188.482100 = -2558040.676868 nChanged 14 SP:Iteration 78Q (3271.995139 sec): 3 clusters Score: Raw -2561230.186166 + Penalty 3188.482100 = -2558041.704066 nChanged 7 SP:Iteration 79Q (3272.075546 sec): 3 clusters Score: Raw -2561231.011223 + Penalty 3188.482100 = -2558042.529123 nChanged 13 SP:Iteration 80F (3272.145832 sec): 3 clusters Score: Raw -2561232.391325 + Penalty 3188.482100 = -2558043.909226 nChanged 9 SP:Iteration 81Q (3272.208337 sec): 3 clusters Score: Raw -2561233.328066 + Penalty 3188.482100 = -2558044.845966 nChanged 8 SP:Iteration 82Q (3272.285629 sec): 3 clusters Score: Raw -2561234.090183 + Penalty 3188.482100 = -2558045.608084 nChanged 6 SP:Iteration 83Q (3272.354365 sec): 3 clusters Score: Raw -2561234.661316 + Penalty 3188.482100 = -2558046.179217 nChanged 4 SP:Iteration 84Q (3272.407842 sec): 3 clusters Score: Raw -2561235.112401 + Penalty 3188.482100 = -2558046.630302 nChanged 2 SP:Iteration 85Q (3272.480488 sec): 3 clusters Score: Raw -2561235.257296 + Penalty 3188.482100 = -2558046.775196 nChanged 2 SP:Iteration 86Q (3272.532955 sec): 3 clusters Score: Raw -2561235.386333 + Penalty 3188.482100 = -2558046.904233 nChanged 3 SP:Iteration 87Q (3272.599087 sec): 3 clusters Score: Raw -2561235.572817 + Penalty 3188.482100 = -2558047.090718 nChanged 1 SP:Iteration 88Q (3272.660182 sec): 3 clusters Score: Raw -2561235.637986 + Penalty 3188.482100 = -2558047.155887 nChanged 1 SP:Iteration 89Q (3272.727731 sec): 3 clusters Score: Raw -2561235.853520 + Penalty 3188.482100 = -2558047.371421 nChanged 4 SP:Iteration 90Q (3272.808476 sec): 3 clusters Score: Raw -2561236.194833 + Penalty 3188.482100 = -2558047.712733 nChanged 7 SP:Iteration 91Q (3272.856339 sec): 3 clusters Score: Raw -2561236.837050 + Penalty 3188.482100 = -2558048.354950 nChanged 7 SP:Iteration 92Q (3272.914835 sec): 3 clusters Score: Raw -2561237.316013 + Penalty 3188.482100 = -2558048.833914 nChanged 8 SP:Iteration 93Q (3272.987043 sec): 3 clusters Score: Raw -2561238.048205 + Penalty 3188.482100 = -2558049.566105 nChanged 7 SP:Iteration 94Q (3273.063537 sec): 3 clusters Score: Raw -2561238.506781 + Penalty 3188.482100 = -2558050.024682 nChanged 6 SP:Iteration 95Q (3273.132963 sec): 3 clusters Score: Raw -2561238.905936 + Penalty 3188.482100 = -2558050.423837 nChanged 7 SP:Iteration 96Q (3273.185777 sec): 3 clusters Score: Raw -2561239.598679 + Penalty 3188.482100 = -2558051.116579 nChanged 7 SP:Iteration 97Q (3273.262974 sec): 3 clusters Score: Raw -2561240.178758 + Penalty 3188.482100 = -2558051.696658 nChanged 10 SP:Iteration 98Q (3273.330572 sec): 3 clusters Score: Raw -2561241.488221 + Penalty 3188.482100 = -2558053.006121 nChanged 9 SP:Iteration 99Q (3273.408937 sec): 3 clusters Score: Raw -2561242.325026 + Penalty 3188.482100 = -2558053.842927 nChanged 12 SP:Iteration 100F (3273.475460 sec): 3 clusters Score: Raw -2561243.531268 + Penalty 3188.482100 = -2558055.049169 nChanged 11 SP:Iteration 101Q (3273.556318 sec): 3 clusters Score: Raw -2561244.860372 + Penalty 3188.482100 = -2558056.378272 nChanged 13 SP:Iteration 102Q (3273.627350 sec): 3 clusters Score: Raw -2561246.596573 + Penalty 3188.482100 = -2558058.114473 nChanged 18 SP:Iteration 103Q (3273.703334 sec): 3 clusters Score: Raw -2561248.587785 + Penalty 3188.482100 = -2558060.105685 nChanged 12 SP:Iteration 104Q (3273.775186 sec): 3 clusters Score: Raw -2561249.461042 + Penalty 3188.482100 = -2558060.978942 nChanged 10 SP:Iteration 105Q (3273.813527 sec): 3 clusters Score: Raw -2561250.323473 + Penalty 3188.482100 = -2558061.841373 nChanged 9 SP:Iteration 106Q (3273.898863 sec): 3 clusters Score: Raw -2561251.186087 + Penalty 3188.482100 = -2558062.703988 nChanged 9 SP:Iteration 107Q (3273.971796 sec): 3 clusters Score: Raw -2561252.390223 + Penalty 3188.482100 = -2558063.908124 nChanged 11 SP:Iteration 108Q (3274.029031 sec): 3 clusters Score: Raw -2561253.703659 + Penalty 3188.482100 = -2558065.221559 nChanged 12 SP:Iteration 109Q (3274.094435 sec): 3 clusters Score: Raw -2561254.800023 + Penalty 3188.482100 = -2558066.317924 nChanged 10 SP:Iteration 110Q (3274.178174 sec): 3 clusters Score: Raw -2561255.420587 + Penalty 3188.482100 = -2558066.938488 nChanged 16 SP:Iteration 111Q (3274.254764 sec): 3 clusters Score: Raw -2561257.439581 + Penalty 3188.482100 = -2558068.957482 nChanged 16 SP:Iteration 112Q (3274.317787 sec): 3 clusters Score: Raw -2561260.101957 + Penalty 3188.482100 = -2558071.619858 nChanged 16 SP:Iteration 113Q (3274.388699 sec): 3 clusters Score: Raw -2561261.869016 + Penalty 3188.482100 = -2558073.386917 nChanged 18 SP:Iteration 114Q (3274.470084 sec): 3 clusters Score: Raw -2561264.533589 + Penalty 3188.482100 = -2558076.051489 nChanged 22 SP:Iteration 115Q (3274.544548 sec): 3 clusters Score: Raw -2561266.848245 + Penalty 3188.482100 = -2558078.366146 nChanged 15 SP:Iteration 116Q (3274.617829 sec): 3 clusters Score: Raw -2561268.090871 + Penalty 3188.482100 = -2558079.608772 nChanged 10 SP:Iteration 117Q (3274.688695 sec): 3 clusters Score: Raw -2561268.740884 + Penalty 3188.482100 = -2558080.258784 nChanged 12 SP:Iteration 118Q (3274.755151 sec): 3 clusters Score: Raw -2561270.055754 + Penalty 3188.482100 = -2558081.573655 nChanged 16 SP:Iteration 119Q (3274.823725 sec): 3 clusters Score: Raw -2561272.154271 + Penalty 3188.482100 = -2558083.672171 nChanged 19 SP:Iteration 120F (3274.905358 sec): 3 clusters Score: Raw -2561274.524643 + Penalty 3188.482100 = -2558086.042544 nChanged 16 SP:Iteration 121Q (3274.989977 sec): 3 clusters Score: Raw -2561276.395921 + Penalty 3188.482100 = -2558087.913821 nChanged 17 SP:Iteration 122Q (3275.064773 sec): 3 clusters Score: Raw -2561278.006690 + Penalty 3188.482100 = -2558089.524590 nChanged 15 SP:Iteration 123Q (3275.135953 sec): 3 clusters Score: Raw -2561279.476803 + Penalty 3188.482100 = -2558090.994703 nChanged 11 SP:Iteration 124Q (3275.209281 sec): 3 clusters Score: Raw -2561280.738199 + Penalty 3188.482100 = -2558092.256099 nChanged 6 SP:Iteration 125Q (3275.287029 sec): 3 clusters Score: Raw -2561281.507401 + Penalty 3188.482100 = -2558093.025302 nChanged 7 SP:Iteration 126Q (3275.363211 sec): 3 clusters Score: Raw -2561282.147606 + Penalty 3188.482100 = -2558093.665507 nChanged 10 SP:Iteration 127Q (3275.428926 sec): 3 clusters Score: Raw -2561283.254746 + Penalty 3188.482100 = -2558094.772646 nChanged 12 SP:Iteration 128Q (3275.492035 sec): 3 clusters Score: Raw -2561284.591611 + Penalty 3188.482100 = -2558096.109511 nChanged 13 SP:Iteration 129Q (3275.564240 sec): 3 clusters Score: Raw -2561286.009919 + Penalty 3188.482100 = -2558097.527819 nChanged 13 SP:Iteration 130Q (3275.648799 sec): 3 clusters Score: Raw -2561287.180621 + Penalty 3188.482100 = -2558098.698522 nChanged 10 SP:Iteration 131Q (3275.718100 sec): 3 clusters Score: Raw -2561288.098099 + Penalty 3188.482100 = -2558099.616000 nChanged 7 SP:Iteration 132Q (3275.791887 sec): 3 clusters Score: Raw -2561288.643885 + Penalty 3188.482100 = -2558100.161785 nChanged 6 SP:Iteration 133Q (3275.856264 sec): 3 clusters Score: Raw -2561289.424629 + Penalty 3188.482100 = -2558100.942530 nChanged 4 SP:Iteration 134Q (3275.891714 sec): 3 clusters Score: Raw -2561289.679038 + Penalty 3188.482100 = -2558101.196938 nChanged 1 SP:Iteration 135Q (3275.961255 sec): 3 clusters Score: Raw -2561289.747095 + Penalty 3188.482100 = -2558101.264995 nChanged 1 SP:Iteration 136Q (3276.046060 sec): 3 clusters Score: Raw -2561289.770602 + Penalty 3188.482100 = -2558101.288503 nChanged 2 SP:Iteration 137Q (3276.111717 sec): 3 clusters Score: Raw -2561289.908689 + Penalty 3188.482100 = -2558101.426589 nChanged 0 SP:Iteration 138F (3276.196550 sec): 3 clusters Score: Raw -2561289.908689 + Penalty 3188.482100 = -2558101.426589 nChanged 0 Trying to split cluster 3 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3276.220803 sec): 2 clusters Score: Raw -38659.850941 + Penalty 948.156745 = -37711.694196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3276.263218 sec): 3 clusters Score: Raw -38774.405426 + Penalty 1896.313490 = -36878.091936 nChanged 89 SP:Iteration 1F (3276.303927 sec): 3 clusters Score: Raw -38940.750375 + Penalty 1896.313490 = -37044.436886 nChanged 42 SP:Iteration 2F (3276.339753 sec): 3 clusters Score: Raw -39115.648574 + Penalty 1896.313490 = -37219.335085 nChanged 21 SP:Iteration 3F (3276.377861 sec): 3 clusters Score: Raw -39190.239629 + Penalty 1896.313490 = -37293.926139 nChanged 7 SP:Iteration 4Q (3276.419919 sec): 3 clusters Score: Raw -39227.912837 + Penalty 1896.313490 = -37331.599347 nChanged 4 SP:Iteration 5Q (3276.476882 sec): 3 clusters Score: Raw -39252.339002 + Penalty 1896.313490 = -37356.025512 nChanged 3 SP:Iteration 6Q (3276.514736 sec): 3 clusters Score: Raw -39263.948712 + Penalty 1896.313490 = -37367.635222 nChanged 3 SP:Iteration 7Q (3276.558133 sec): 3 clusters Score: Raw -39278.859486 + Penalty 1896.313490 = -37382.545997 nChanged 1 SP:Iteration 8Q (3276.580517 sec): 3 clusters Score: Raw -39284.778267 + Penalty 1896.313490 = -37388.464778 nChanged 1 SP:Iteration 9Q (3276.582974 sec): 3 clusters Score: Raw -39286.159411 + Penalty 1896.313490 = -37389.845922 nChanged 0 SP:Iteration 10F (3276.585227 sec): 3 clusters Score: Raw -39286.159411 + Penalty 1896.313490 = -37389.845922 nChanged 0 Trying to split cluster 4 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3276.602549 sec): 2 clusters Score: Raw -8925.211771 + Penalty 901.091335 = -8024.120436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3276.642709 sec): 3 clusters Score: Raw -9130.954731 + Penalty 1802.182669 = -7328.772061 nChanged 64 SP:Iteration 1F (3276.681676 sec): 3 clusters Score: Raw -9314.838589 + Penalty 1802.182669 = -7512.655920 nChanged 13 SP:Iteration 2F (3276.724525 sec): 3 clusters Score: Raw -9375.586773 + Penalty 1802.182669 = -7573.404104 nChanged 7 SP:Iteration 3Q (3276.773590 sec): 3 clusters Score: Raw -9480.777095 + Penalty 1802.182669 = -7678.594425 nChanged 11 SP:Iteration 4Q (3276.820263 sec): 3 clusters Score: Raw -9554.575834 + Penalty 1802.182669 = -7752.393165 nChanged 7 SP:Iteration 5Q (3276.869169 sec): 3 clusters Score: Raw -9612.133925 + Penalty 1802.182669 = -7809.951255 nChanged 10 SP:Iteration 6Q (3276.918298 sec): 3 clusters Score: Raw -9639.883637 + Penalty 1802.182669 = -7837.700968 nChanged 4 SP:Iteration 7Q (3276.966871 sec): 3 clusters Score: Raw -9648.481432 + Penalty 1802.182669 = -7846.298763 nChanged 4 SP:Iteration 8Q (3277.011979 sec): 3 clusters Score: Raw -9667.702960 + Penalty 1802.182669 = -7865.520291 nChanged 2 SP:Iteration 9Q (3277.057487 sec): 3 clusters Score: Raw -9670.407110 + Penalty 1802.182669 = -7868.224441 nChanged 1 SP:Iteration 10Q (3277.106443 sec): 3 clusters Score: Raw -9671.187657 + Penalty 1802.182669 = -7869.004987 nChanged 2 SP:Iteration 11Q (3277.155837 sec): 3 clusters Score: Raw -9690.063954 + Penalty 1802.182669 = -7887.881285 nChanged 0 SP:Iteration 12F (3277.205279 sec): 3 clusters Score: Raw -9690.063954 + Penalty 1802.182669 = -7887.881285 nChanged 0 Trying to split cluster 5 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3277.230314 sec): 2 clusters Score: Raw -39479.394113 + Penalty 940.370824 = -38539.023288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3277.280552 sec): 3 clusters Score: Raw -39612.630820 + Penalty 1880.741649 = -37731.889171 nChanged 83 SP:Iteration 1F (3277.323123 sec): 3 clusters Score: Raw -39797.119061 + Penalty 1880.741649 = -37916.377412 nChanged 24 SP:Iteration 2F (3277.364770 sec): 3 clusters Score: Raw -39869.179085 + Penalty 1880.741649 = -37988.437436 nChanged 6 SP:Iteration 3Q (3277.414788 sec): 3 clusters Score: Raw -39895.784788 + Penalty 1880.741649 = -38015.043139 nChanged 5 SP:Iteration 4Q (3277.448598 sec): 3 clusters Score: Raw -39922.133110 + Penalty 1880.741649 = -38041.391461 nChanged 2 SP:Iteration 5Q (3277.461500 sec): 3 clusters Score: Raw -39928.446005 + Penalty 1880.741649 = -38047.704356 nChanged 2 SP:Iteration 6Q (3277.463837 sec): 3 clusters Score: Raw -39931.651013 + Penalty 1880.741649 = -38050.909364 nChanged 0 SP:Iteration 7F (3277.466009 sec): 3 clusters Score: Raw -39931.651013 + Penalty 1880.741649 = -38050.909364 nChanged 0 Trying to split cluster 6 (845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3277.474670 sec): 2 clusters Score: Raw -91763.632454 + Penalty 1095.142202 = -90668.490252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3277.479577 sec): 3 clusters Score: Raw -91589.716110 + Penalty 2190.284404 = -89399.431706 nChanged 256 SP:Iteration 1F (3277.484211 sec): 3 clusters Score: Raw -91915.855573 + Penalty 2190.284404 = -89725.571169 nChanged 82 SP:Iteration 2F (3277.488817 sec): 3 clusters Score: Raw -92080.995216 + Penalty 2190.284404 = -89890.710812 nChanged 63 SP:Iteration 3F (3277.505766 sec): 3 clusters Score: Raw -92213.604334 + Penalty 2190.284404 = -90023.319930 nChanged 58 SP:Iteration 4F (3277.545780 sec): 3 clusters Score: Raw -92330.631350 + Penalty 2190.284404 = -90140.346946 nChanged 51 SP:Iteration 5F (3277.596263 sec): 3 clusters Score: Raw -92444.713354 + Penalty 2190.284404 = -90254.428950 nChanged 38 SP:Iteration 6Q (3277.646664 sec): 3 clusters Score: Raw -92561.384027 + Penalty 2190.284404 = -90371.099623 nChanged 30 SP:Iteration 7Q (3277.704564 sec): 3 clusters Score: Raw -92625.179202 + Penalty 2190.284404 = -90434.894798 nChanged 26 SP:Iteration 8Q (3277.742668 sec): 3 clusters Score: Raw -92667.405136 + Penalty 2190.284404 = -90477.120732 nChanged 12 SP:Iteration 9Q (3277.785310 sec): 3 clusters Score: Raw -92684.351372 + Penalty 2190.284404 = -90494.066968 nChanged 9 SP:Iteration 10Q (3277.831021 sec): 3 clusters Score: Raw -92697.201237 + Penalty 2190.284404 = -90506.916833 nChanged 5 SP:Iteration 11Q (3277.880998 sec): 3 clusters Score: Raw -92748.485406 + Penalty 2190.284404 = -90558.201002 nChanged 13 SP:Iteration 12Q (3277.936572 sec): 3 clusters Score: Raw -92780.725404 + Penalty 2190.284404 = -90590.441000 nChanged 8 SP:Iteration 13Q (3277.974650 sec): 3 clusters Score: Raw -92792.683563 + Penalty 2190.284404 = -90602.399159 nChanged 4 SP:Iteration 14Q (3278.024991 sec): 3 clusters Score: Raw -92794.445319 + Penalty 2190.284404 = -90604.160915 nChanged 2 SP:Iteration 15Q (3278.074559 sec): 3 clusters Score: Raw -92795.143264 + Penalty 2190.284404 = -90604.858860 nChanged 1 SP:Iteration 16Q (3278.114927 sec): 3 clusters Score: Raw -92796.506368 + Penalty 2190.284404 = -90606.221964 nChanged 1 SP:Iteration 17Q (3278.163489 sec): 3 clusters Score: Raw -92798.187550 + Penalty 2190.284404 = -90607.903146 nChanged 0 SP:Iteration 18F (3278.210381 sec): 3 clusters Score: Raw -92798.187550 + Penalty 2190.284404 = -90607.903146 nChanged 0 Trying to split cluster 7 (894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3278.234968 sec): 2 clusters Score: Raw -120277.973356 + Penalty 1104.302188 = -119173.671168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3278.284818 sec): 3 clusters Score: Raw -120028.419751 + Penalty 2208.604377 = -117819.815375 nChanged 255 SP:Iteration 1F (3278.328671 sec): 3 clusters Score: Raw -120327.180303 + Penalty 2208.604377 = -118118.575926 nChanged 84 SP:Iteration 2F (3278.371722 sec): 3 clusters Score: Raw -120446.059525 + Penalty 2208.604377 = -118237.455148 nChanged 55 SP:Iteration 3F (3278.402549 sec): 3 clusters Score: Raw -120535.633882 + Penalty 2208.604377 = -118327.029505 nChanged 32 SP:Iteration 4Q (3278.451994 sec): 3 clusters Score: Raw -120580.930297 + Penalty 2208.604377 = -118372.325920 nChanged 25 SP:Iteration 5Q (3278.507933 sec): 3 clusters Score: Raw -120628.522493 + Penalty 2208.604377 = -118419.918116 nChanged 33 SP:Iteration 6Q (3278.536905 sec): 3 clusters Score: Raw -120685.951413 + Penalty 2208.604377 = -118477.347036 nChanged 18 SP:Iteration 7Q (3278.576396 sec): 3 clusters Score: Raw -120717.359819 + Penalty 2208.604377 = -118508.755442 nChanged 13 SP:Iteration 8Q (3278.626641 sec): 3 clusters Score: Raw -120736.319336 + Penalty 2208.604377 = -118527.714959 nChanged 15 SP:Iteration 9Q (3278.666588 sec): 3 clusters Score: Raw -120764.632979 + Penalty 2208.604377 = -118556.028602 nChanged 11 SP:Iteration 10Q (3278.714255 sec): 3 clusters Score: Raw -120790.268289 + Penalty 2208.604377 = -118581.663912 nChanged 12 SP:Iteration 11Q (3278.757573 sec): 3 clusters Score: Raw -120813.398741 + Penalty 2208.604377 = -118604.794364 nChanged 11 SP:Iteration 12Q (3278.793608 sec): 3 clusters Score: Raw -120828.691750 + Penalty 2208.604377 = -118620.087373 nChanged 8 SP:Iteration 13Q (3278.832999 sec): 3 clusters Score: Raw -120849.902299 + Penalty 2208.604377 = -118641.297922 nChanged 13 SP:Iteration 14Q (3278.884932 sec): 3 clusters Score: Raw -120871.135608 + Penalty 2208.604377 = -118662.531231 nChanged 6 SP:Iteration 15Q (3278.932157 sec): 3 clusters Score: Raw -120877.090434 + Penalty 2208.604377 = -118668.486057 nChanged 1 SP:Iteration 16Q (3278.978817 sec): 3 clusters Score: Raw -120878.557561 + Penalty 2208.604377 = -118669.953185 nChanged 1 SP:Iteration 17Q (3279.021490 sec): 3 clusters Score: Raw -120879.637051 + Penalty 2208.604377 = -118671.032674 nChanged 1 SP:Iteration 18Q (3279.072556 sec): 3 clusters Score: Raw -120881.319200 + Penalty 2208.604377 = -118672.714823 nChanged 2 SP:Iteration 19Q (3279.119004 sec): 3 clusters Score: Raw -120882.604904 + Penalty 2208.604377 = -118674.000527 nChanged 1 SP:Iteration 20F (3279.154786 sec): 3 clusters Score: Raw -120883.883265 + Penalty 2208.604377 = -118675.278888 nChanged 1 SP:Iteration 21Q (3279.199300 sec): 3 clusters Score: Raw -120884.858744 + Penalty 2208.604377 = -118676.254367 nChanged 1 SP:Iteration 22Q (3279.244742 sec): 3 clusters Score: Raw -120885.422817 + Penalty 2208.604377 = -118676.818440 nChanged 0 SP:Iteration 23F (3279.302700 sec): 3 clusters Score: Raw -120885.422817 + Penalty 2208.604377 = -118676.818440 nChanged 0 Trying to split cluster 8 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3279.325567 sec): 2 clusters Score: Raw -18691.765548 + Penalty 864.194499 = -17827.571049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3279.364301 sec): 3 clusters Score: Raw -18902.320304 + Penalty 1728.388998 = -17173.931306 nChanged 50 SP:Iteration 1F (3279.394391 sec): 3 clusters Score: Raw -19032.787307 + Penalty 1728.388998 = -17304.398309 nChanged 9 SP:Iteration 2Q (3279.446501 sec): 3 clusters Score: Raw -19079.654197 + Penalty 1728.388998 = -17351.265199 nChanged 8 SP:Iteration 3Q (3279.479393 sec): 3 clusters Score: Raw -19108.026711 + Penalty 1728.388998 = -17379.637713 nChanged 9 SP:Iteration 4Q (3279.534083 sec): 3 clusters Score: Raw -19120.215738 + Penalty 1728.388998 = -17391.826740 nChanged 7 SP:Iteration 5Q (3279.568118 sec): 3 clusters Score: Raw -19150.448838 + Penalty 1728.388998 = -17422.059840 nChanged 2 SP:Iteration 6Q (3279.620111 sec): 3 clusters Score: Raw -19152.129966 + Penalty 1728.388998 = -17423.740968 nChanged 1 SP:Iteration 7Q (3279.663205 sec): 3 clusters Score: Raw -19152.843833 + Penalty 1728.388998 = -17424.454835 nChanged 0 SP:Iteration 8F (3279.697087 sec): 3 clusters Score: Raw -19152.843833 + Penalty 1728.388998 = -17424.454835 nChanged 0 Trying to split cluster 9 (539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3279.720795 sec): 2 clusters Score: Raw -39830.078798 + Penalty 1022.078780 = -38808.000018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3279.768370 sec): 3 clusters Score: Raw -39748.521987 + Penalty 2044.157561 = -37704.364426 nChanged 139 SP:Iteration 1F (3279.820495 sec): 3 clusters Score: Raw -39970.023110 + Penalty 2044.157561 = -37925.865550 nChanged 42 SP:Iteration 2F (3279.864464 sec): 3 clusters Score: Raw -40056.551116 + Penalty 2044.157561 = -38012.393556 nChanged 33 SP:Iteration 3F (3279.902914 sec): 3 clusters Score: Raw -40128.954484 + Penalty 2044.157561 = -38084.796923 nChanged 28 SP:Iteration 4F (3279.954193 sec): 3 clusters Score: Raw -40214.575429 + Penalty 2044.157561 = -38170.417868 nChanged 19 SP:Iteration 5Q (3279.997762 sec): 3 clusters Score: Raw -40262.624947 + Penalty 2044.157561 = -38218.467386 nChanged 10 SP:Iteration 6Q (3280.045338 sec): 3 clusters Score: Raw -40293.078817 + Penalty 2044.157561 = -38248.921256 nChanged 14 SP:Iteration 7Q (3280.084810 sec): 3 clusters Score: Raw -40319.500868 + Penalty 2044.157561 = -38275.343307 nChanged 7 SP:Iteration 8Q (3280.121127 sec): 3 clusters Score: Raw -40329.158144 + Penalty 2044.157561 = -38285.000584 nChanged 4 SP:Iteration 9Q (3280.170410 sec): 3 clusters Score: Raw -40334.946699 + Penalty 2044.157561 = -38290.789138 nChanged 2 SP:Iteration 10Q (3280.221405 sec): 3 clusters Score: Raw -40336.790121 + Penalty 2044.157561 = -38292.632560 nChanged 0 SP:Iteration 11F (3280.263035 sec): 3 clusters Score: Raw -40336.790121 + Penalty 2044.157561 = -38292.632560 nChanged 0 Trying to split cluster 10 (12053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3280.307216 sec): 2 clusters Score: Raw -1699486.525790 + Penalty 1527.023691 = -1697959.502098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3280.379669 sec): 3 clusters Score: Raw -1692682.790088 + Penalty 3054.047383 = -1689628.742705 nChanged 5297 SP:Iteration 1F (3280.434596 sec): 3 clusters Score: Raw -1695779.179856 + Penalty 3054.047383 = -1692725.132473 nChanged 988 SP:Iteration 2F (3280.508294 sec): 3 clusters Score: Raw -1696751.059602 + Penalty 3054.047383 = -1693697.012219 nChanged 1148 SP:Iteration 3F (3280.575819 sec): 3 clusters Score: Raw -1698088.416310 + Penalty 3054.047383 = -1695034.368927 nChanged 1171 SP:Iteration 4F (3280.639254 sec): 3 clusters Score: Raw -1699235.881637 + Penalty 3054.047383 = -1696181.834254 nChanged 959 SP:Iteration 5F (3280.691766 sec): 3 clusters Score: Raw -1699997.858840 + Penalty 3054.047383 = -1696943.811457 nChanged 640 SP:Iteration 6F (3280.760615 sec): 3 clusters Score: Raw -1700395.071616 + Penalty 3054.047383 = -1697341.024234 nChanged 373 SP:Iteration 7Q (3280.825589 sec): 3 clusters Score: Raw -1700594.091652 + Penalty 3054.047383 = -1697540.044269 nChanged 249 SP:Iteration 8Q (3280.880198 sec): 3 clusters Score: Raw -1700710.365194 + Penalty 3054.047383 = -1697656.317811 nChanged 161 SP:Iteration 9Q (3280.957689 sec): 3 clusters Score: Raw -1700789.503201 + Penalty 3054.047383 = -1697735.455818 nChanged 137 SP:Iteration 10Q (3281.022423 sec): 3 clusters Score: Raw -1700863.378349 + Penalty 3054.047383 = -1697809.330966 nChanged 121 SP:Iteration 11Q (3281.089388 sec): 3 clusters Score: Raw -1700936.365643 + Penalty 3054.047383 = -1697882.318260 nChanged 126 SP:Iteration 12Q (3281.143217 sec): 3 clusters Score: Raw -1701036.416044 + Penalty 3054.047383 = -1697982.368661 nChanged 131 SP:Iteration 13Q (3281.216451 sec): 3 clusters Score: Raw -1701146.783543 + Penalty 3054.047383 = -1698092.736160 nChanged 105 SP:Iteration 14Q (3281.277405 sec): 3 clusters Score: Raw -1701235.514813 + Penalty 3054.047383 = -1698181.467430 nChanged 88 SP:Iteration 15Q (3281.336743 sec): 3 clusters Score: Raw -1701285.213229 + Penalty 3054.047383 = -1698231.165846 nChanged 60 SP:Iteration 16Q (3281.399089 sec): 3 clusters Score: Raw -1701307.584217 + Penalty 3054.047383 = -1698253.536834 nChanged 47 SP:Iteration 17Q (3281.466272 sec): 3 clusters Score: Raw -1701320.907765 + Penalty 3054.047383 = -1698266.860382 nChanged 35 SP:Iteration 18Q (3281.533269 sec): 3 clusters Score: Raw -1701327.823805 + Penalty 3054.047383 = -1698273.776422 nChanged 20 SP:Iteration 19Q (3281.594558 sec): 3 clusters Score: Raw -1701331.040333 + Penalty 3054.047383 = -1698276.992950 nChanged 17 SP:Iteration 20F (3281.647793 sec): 3 clusters Score: Raw -1701333.669025 + Penalty 3054.047383 = -1698279.621642 nChanged 9 SP:Iteration 21Q (3281.707586 sec): 3 clusters Score: Raw -1701334.986567 + Penalty 3054.047383 = -1698280.939184 nChanged 8 SP:Iteration 22Q (3281.773685 sec): 3 clusters Score: Raw -1701336.706166 + Penalty 3054.047383 = -1698282.658783 nChanged 3 SP:Iteration 23Q (3281.839346 sec): 3 clusters Score: Raw -1701337.407246 + Penalty 3054.047383 = -1698283.359863 nChanged 4 SP:Iteration 24Q (3281.901485 sec): 3 clusters Score: Raw -1701337.973927 + Penalty 3054.047383 = -1698283.926544 nChanged 1 SP:Iteration 25Q (3281.965331 sec): 3 clusters Score: Raw -1701338.074239 + Penalty 3054.047383 = -1698284.026856 nChanged 0 SP:Iteration 26F (3282.022984 sec): 3 clusters Score: Raw -1701338.074239 + Penalty 3054.047383 = -1698284.026856 nChanged 0 Score: Raw -40026237.418113 + Penalty 81686.658687 = -39944550.759426 Splitting cluster 10 changes total score from -39944740.969848 to -39944550.759426 So it's not getting split. Trying to split cluster 11 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3288.970141 sec): 2 clusters Score: Raw -38605.482846 + Penalty 987.989144 = -37617.493702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3289.013743 sec): 3 clusters Score: Raw -38649.063529 + Penalty 1975.978288 = -36673.085241 nChanged 103 SP:Iteration 1F (3289.065287 sec): 3 clusters Score: Raw -38880.787256 + Penalty 1975.978288 = -36904.808967 nChanged 36 SP:Iteration 2F (3289.104187 sec): 3 clusters Score: Raw -38979.801391 + Penalty 1975.978288 = -37003.823103 nChanged 9 SP:Iteration 3Q (3289.149280 sec): 3 clusters Score: Raw -39009.889025 + Penalty 1975.978288 = -37033.910737 nChanged 8 SP:Iteration 4Q (3289.199482 sec): 3 clusters Score: Raw -39037.433428 + Penalty 1975.978288 = -37061.455139 nChanged 6 SP:Iteration 5Q (3289.236292 sec): 3 clusters Score: Raw -39052.824639 + Penalty 1975.978288 = -37076.846351 nChanged 4 SP:Iteration 6Q (3289.278382 sec): 3 clusters Score: Raw -39069.750015 + Penalty 1975.978288 = -37093.771726 nChanged 8 SP:Iteration 7Q (3289.316707 sec): 3 clusters Score: Raw -39083.491828 + Penalty 1975.978288 = -37107.513540 nChanged 4 SP:Iteration 8Q (3289.358673 sec): 3 clusters Score: Raw -39092.836321 + Penalty 1975.978288 = -37116.858032 nChanged 4 SP:Iteration 9Q (3289.404743 sec): 3 clusters Score: Raw -39101.306102 + Penalty 1975.978288 = -37125.327814 nChanged 3 SP:Iteration 10Q (3289.456536 sec): 3 clusters Score: Raw -39111.585871 + Penalty 1975.978288 = -37135.607582 nChanged 2 SP:Iteration 11Q (3289.505435 sec): 3 clusters Score: Raw -39122.882026 + Penalty 1975.978288 = -37146.903738 nChanged 3 SP:Iteration 12Q (3289.554436 sec): 3 clusters Score: Raw -39127.496481 + Penalty 1975.978288 = -37151.518193 nChanged 1 SP:Iteration 13Q (3289.592130 sec): 3 clusters Score: Raw -39130.585309 + Penalty 1975.978288 = -37154.607021 nChanged 0 SP:Iteration 14F (3289.636398 sec): 3 clusters Score: Raw -39130.585309 + Penalty 1975.978288 = -37154.607021 nChanged 0 Trying to split cluster 12 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3289.665808 sec): 2 clusters Score: Raw -89310.105474 + Penalty 1045.352765 = -88264.752709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3289.694904 sec): 3 clusters Score: Raw -89260.846232 + Penalty 2090.705530 = -87170.140702 nChanged 161 SP:Iteration 1F (3289.713678 sec): 3 clusters Score: Raw -89526.663227 + Penalty 2090.705530 = -87435.957697 nChanged 73 SP:Iteration 2F (3289.749083 sec): 3 clusters Score: Raw -89682.487634 + Penalty 2090.705530 = -87591.782103 nChanged 29 SP:Iteration 3Q (3289.777441 sec): 3 clusters Score: Raw -89733.306656 + Penalty 2090.705530 = -87642.601126 nChanged 14 SP:Iteration 4Q (3289.819445 sec): 3 clusters Score: Raw -89772.736892 + Penalty 2090.705530 = -87682.031362 nChanged 10 SP:Iteration 5Q (3289.866504 sec): 3 clusters Score: Raw -89794.316877 + Penalty 2090.705530 = -87703.611347 nChanged 9 SP:Iteration 6Q (3289.915533 sec): 3 clusters Score: Raw -89809.832083 + Penalty 2090.705530 = -87719.126553 nChanged 13 SP:Iteration 7Q (3289.954969 sec): 3 clusters Score: Raw -89831.030657 + Penalty 2090.705530 = -87740.325127 nChanged 4 SP:Iteration 8Q (3290.005146 sec): 3 clusters Score: Raw -89841.514613 + Penalty 2090.705530 = -87750.809083 nChanged 8 SP:Iteration 9Q (3290.053955 sec): 3 clusters Score: Raw -89856.282096 + Penalty 2090.705530 = -87765.576566 nChanged 8 SP:Iteration 10Q (3290.100590 sec): 3 clusters Score: Raw -89867.891652 + Penalty 2090.705530 = -87777.186122 nChanged 5 SP:Iteration 11Q (3290.149990 sec): 3 clusters Score: Raw -89873.273868 + Penalty 2090.705530 = -87782.568338 nChanged 3 SP:Iteration 12Q (3290.198631 sec): 3 clusters Score: Raw -89875.861365 + Penalty 2090.705530 = -87785.155835 nChanged 2 SP:Iteration 13Q (3290.239074 sec): 3 clusters Score: Raw -89878.642923 + Penalty 2090.705530 = -87787.937393 nChanged 2 SP:Iteration 14Q (3290.269309 sec): 3 clusters Score: Raw -89881.442950 + Penalty 2090.705530 = -87790.737420 nChanged 1 SP:Iteration 15Q (3290.317878 sec): 3 clusters Score: Raw -89884.286675 + Penalty 2090.705530 = -87793.581145 nChanged 1 SP:Iteration 16Q (3290.366470 sec): 3 clusters Score: Raw -89886.353758 + Penalty 2090.705530 = -87795.648228 nChanged 1 SP:Iteration 17Q (3290.411064 sec): 3 clusters Score: Raw -89887.056769 + Penalty 2090.705530 = -87796.351238 nChanged 0 SP:Iteration 18F (3290.460627 sec): 3 clusters Score: Raw -89887.056769 + Penalty 2090.705530 = -87796.351238 nChanged 0 Trying to split cluster 13 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3290.485003 sec): 2 clusters Score: Raw -44350.652499 + Penalty 958.287503 = -43392.364996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3290.532437 sec): 3 clusters Score: Raw -44414.749543 + Penalty 1916.575007 = -42498.174536 nChanged 86 SP:Iteration 1F (3290.581601 sec): 3 clusters Score: Raw -44591.295071 + Penalty 1916.575007 = -42674.720064 nChanged 25 SP:Iteration 2F (3290.630693 sec): 3 clusters Score: Raw -44694.100340 + Penalty 1916.575007 = -42777.525333 nChanged 24 SP:Iteration 3F (3290.670943 sec): 3 clusters Score: Raw -44794.866535 + Penalty 1916.575007 = -42878.291528 nChanged 16 SP:Iteration 4Q (3290.719879 sec): 3 clusters Score: Raw -44880.858078 + Penalty 1916.575007 = -42964.283071 nChanged 9 SP:Iteration 5Q (3290.767001 sec): 3 clusters Score: Raw -44919.361175 + Penalty 1916.575007 = -43002.786168 nChanged 1 SP:Iteration 6Q (3290.814900 sec): 3 clusters Score: Raw -44922.285182 + Penalty 1916.575007 = -43005.710175 nChanged 0 SP:Iteration 7F (3290.864191 sec): 3 clusters Score: Raw -44922.285182 + Penalty 1916.575007 = -43005.710175 nChanged 0 Trying to split cluster 14 (60966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3290.963808 sec): 2 clusters Score: Raw -8853065.172876 + Penalty 1790.436637 = -8851274.736239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3291.098488 sec): 3 clusters Score: Raw -8814173.346690 + Penalty 3580.873273 = -8810592.473417 nChanged 28731 SP:Iteration 1F (3291.237917 sec): 3 clusters Score: Raw -8831073.793611 + Penalty 3580.873273 = -8827492.920337 nChanged 2851 SP:Iteration 2Q (3291.387105 sec): 3 clusters Score: Raw -8832132.833304 + Penalty 3580.873273 = -8828551.960030 nChanged 3055 SP:Iteration 3F (3291.532109 sec): 3 clusters Score: Raw -8833473.737591 + Penalty 3580.873273 = -8829892.864318 nChanged 3471 SP:Iteration 4F (3291.664915 sec): 3 clusters Score: Raw -8835274.266920 + Penalty 3580.873273 = -8831693.393647 nChanged 3852 SP:Iteration 5F (3291.809631 sec): 3 clusters Score: Raw -8837468.965991 + Penalty 3580.873273 = -8833888.092718 nChanged 3921 SP:Iteration 6F (3291.949100 sec): 3 clusters Score: Raw -8839922.785284 + Penalty 3580.873273 = -8836341.912010 nChanged 3690 SP:Iteration 7F (3292.092399 sec): 3 clusters Score: Raw -8842551.996778 + Penalty 3580.873273 = -8838971.123504 nChanged 3297 SP:Iteration 8F (3292.232663 sec): 3 clusters Score: Raw -8845066.373041 + Penalty 3580.873273 = -8841485.499767 nChanged 2686 SP:Iteration 9Q (3292.380969 sec): 3 clusters Score: Raw -8847067.250898 + Penalty 3580.873273 = -8843486.377625 nChanged 2031 SP:Iteration 10Q (3292.530867 sec): 3 clusters Score: Raw -8848346.863925 + Penalty 3580.873273 = -8844765.990652 nChanged 1463 SP:Iteration 11Q (3292.666087 sec): 3 clusters Score: Raw -8849087.942372 + Penalty 3580.873273 = -8845507.069099 nChanged 1060 SP:Iteration 12Q (3292.819794 sec): 3 clusters Score: Raw -8849540.754606 + Penalty 3580.873273 = -8845959.881333 nChanged 867 SP:Iteration 13Q (3292.958724 sec): 3 clusters Score: Raw -8849883.815249 + Penalty 3580.873273 = -8846302.941976 nChanged 721 SP:Iteration 14Q (3293.085910 sec): 3 clusters Score: Raw -8850163.781429 + Penalty 3580.873273 = -8846582.908156 nChanged 690 SP:Iteration 15Q (3293.229400 sec): 3 clusters Score: Raw -8850443.336129 + Penalty 3580.873273 = -8846862.462855 nChanged 657 SP:Iteration 16Q (3293.357952 sec): 3 clusters Score: Raw -8850719.401332 + Penalty 3580.873273 = -8847138.528059 nChanged 571 SP:Iteration 17Q (3293.492283 sec): 3 clusters Score: Raw -8850955.252932 + Penalty 3580.873273 = -8847374.379658 nChanged 573 SP:Iteration 18Q (3293.625542 sec): 3 clusters Score: Raw -8851235.826854 + Penalty 3580.873273 = -8847654.953580 nChanged 574 SP:Iteration 19Q (3293.752907 sec): 3 clusters Score: Raw -8851548.562644 + Penalty 3580.873273 = -8847967.689370 nChanged 568 SP:Iteration 20F (3293.889573 sec): 3 clusters Score: Raw -8851870.255822 + Penalty 3580.873273 = -8848289.382549 nChanged 558 SP:Iteration 21Q (3294.022737 sec): 3 clusters Score: Raw -8852194.512435 + Penalty 3580.873273 = -8848613.639162 nChanged 526 SP:Iteration 22Q (3294.140001 sec): 3 clusters Score: Raw -8852501.543374 + Penalty 3580.873273 = -8848920.670100 nChanged 495 SP:Iteration 23Q (3294.261917 sec): 3 clusters Score: Raw -8852754.491968 + Penalty 3580.873273 = -8849173.618695 nChanged 430 SP:Iteration 24Q (3294.387030 sec): 3 clusters Score: Raw -8852956.491815 + Penalty 3580.873273 = -8849375.618541 nChanged 359 SP:Iteration 25Q (3294.512630 sec): 3 clusters Score: Raw -8853106.941825 + Penalty 3580.873273 = -8849526.068552 nChanged 300 SP:Iteration 26Q (3294.624905 sec): 3 clusters Score: Raw -8853225.160589 + Penalty 3580.873273 = -8849644.287315 nChanged 269 SP:Iteration 27Q (3294.756494 sec): 3 clusters Score: Raw -8853319.485052 + Penalty 3580.873273 = -8849738.611778 nChanged 246 SP:Iteration 28Q (3294.882243 sec): 3 clusters Score: Raw -8853399.479925 + Penalty 3580.873273 = -8849818.606651 nChanged 221 SP:Iteration 29Q (3295.008653 sec): 3 clusters Score: Raw -8853472.496263 + Penalty 3580.873273 = -8849891.622989 nChanged 212 SP:Iteration 30Q (3295.150435 sec): 3 clusters Score: Raw -8853541.118712 + Penalty 3580.873273 = -8849960.245439 nChanged 209 SP:Iteration 31Q (3295.283807 sec): 3 clusters Score: Raw -8853598.172826 + Penalty 3580.873273 = -8850017.299553 nChanged 143 SP:Iteration 32Q (3295.407043 sec): 3 clusters Score: Raw -8853633.427222 + Penalty 3580.873273 = -8850052.553948 nChanged 130 SP:Iteration 33Q (3295.538197 sec): 3 clusters Score: Raw -8853664.633012 + Penalty 3580.873273 = -8850083.759738 nChanged 117 SP:Iteration 34Q (3295.667528 sec): 3 clusters Score: Raw -8853691.888736 + Penalty 3580.873273 = -8850111.015463 nChanged 112 SP:Iteration 35Q (3295.800369 sec): 3 clusters Score: Raw -8853713.943923 + Penalty 3580.873273 = -8850133.070650 nChanged 99 SP:Iteration 36Q (3295.932948 sec): 3 clusters Score: Raw -8853730.760026 + Penalty 3580.873273 = -8850149.886752 nChanged 79 SP:Iteration 37Q (3296.070521 sec): 3 clusters Score: Raw -8853743.935398 + Penalty 3580.873273 = -8850163.062125 nChanged 75 SP:Iteration 38Q (3296.200940 sec): 3 clusters Score: Raw -8853756.337758 + Penalty 3580.873273 = -8850175.464485 nChanged 66 SP:Iteration 39Q (3296.332195 sec): 3 clusters Score: Raw -8853767.189572 + Penalty 3580.873273 = -8850186.316299 nChanged 66 SP:Iteration 40F (3296.472358 sec): 3 clusters Score: Raw -8853778.407171 + Penalty 3580.873273 = -8850197.533897 nChanged 71 SP:Iteration 41Q (3296.611356 sec): 3 clusters Score: Raw -8853789.715445 + Penalty 3580.873273 = -8850208.842172 nChanged 68 SP:Iteration 42Q (3296.739753 sec): 3 clusters Score: Raw -8853800.845090 + Penalty 3580.873273 = -8850219.971816 nChanged 56 SP:Iteration 43Q (3296.876099 sec): 3 clusters Score: Raw -8853809.045177 + Penalty 3580.873273 = -8850228.171904 nChanged 41 SP:Iteration 44Q (3296.993952 sec): 3 clusters Score: Raw -8853815.213953 + Penalty 3580.873273 = -8850234.340680 nChanged 39 SP:Iteration 45Q (3297.091229 sec): 3 clusters Score: Raw -8853822.389067 + Penalty 3580.873273 = -8850241.515794 nChanged 32 SP:Iteration 46Q (3297.214751 sec): 3 clusters Score: Raw -8853826.718833 + Penalty 3580.873273 = -8850245.845560 nChanged 35 SP:Iteration 47Q (3297.350720 sec): 3 clusters Score: Raw -8853831.085157 + Penalty 3580.873273 = -8850250.211883 nChanged 29 SP:Iteration 48Q (3297.489815 sec): 3 clusters Score: Raw -8853834.566367 + Penalty 3580.873273 = -8850253.693093 nChanged 29 SP:Iteration 49Q (3297.620919 sec): 3 clusters Score: Raw -8853838.786325 + Penalty 3580.873273 = -8850257.913051 nChanged 22 SP:Iteration 50Q (3297.730988 sec): 3 clusters Score: Raw -8853841.329395 + Penalty 3580.873273 = -8850260.456121 nChanged 17 SP:Iteration 51Q (3297.856190 sec): 3 clusters Score: Raw -8853843.186433 + Penalty 3580.873273 = -8850262.313160 nChanged 15 SP:Iteration 52Q (3297.970143 sec): 3 clusters Score: Raw -8853845.092173 + Penalty 3580.873273 = -8850264.218899 nChanged 15 SP:Iteration 53Q (3298.090549 sec): 3 clusters Score: Raw -8853846.593199 + Penalty 3580.873273 = -8850265.719926 nChanged 16 SP:Iteration 54Q (3298.214668 sec): 3 clusters Score: Raw -8853848.306514 + Penalty 3580.873273 = -8850267.433241 nChanged 22 SP:Iteration 55Q (3298.335030 sec): 3 clusters Score: Raw -8853851.212188 + Penalty 3580.873273 = -8850270.338914 nChanged 21 SP:Iteration 56Q (3298.456579 sec): 3 clusters Score: Raw -8853853.688801 + Penalty 3580.873273 = -8850272.815527 nChanged 17 SP:Iteration 57Q (3298.564915 sec): 3 clusters Score: Raw -8853855.501730 + Penalty 3580.873273 = -8850274.628457 nChanged 15 SP:Iteration 58Q (3298.682663 sec): 3 clusters Score: Raw -8853856.766998 + Penalty 3580.873273 = -8850275.893725 nChanged 7 SP:Iteration 59Q (3298.807586 sec): 3 clusters Score: Raw -8853857.421906 + Penalty 3580.873273 = -8850276.548632 nChanged 10 SP:Iteration 60F (3298.956343 sec): 3 clusters Score: Raw -8853858.397661 + Penalty 3580.873273 = -8850277.524387 nChanged 8 SP:Iteration 61Q (3299.084100 sec): 3 clusters Score: Raw -8853859.065085 + Penalty 3580.873273 = -8850278.191811 nChanged 8 SP:Iteration 62Q (3299.209559 sec): 3 clusters Score: Raw -8853860.010600 + Penalty 3580.873273 = -8850279.137327 nChanged 11 SP:Iteration 63Q (3299.343923 sec): 3 clusters Score: Raw -8853861.006120 + Penalty 3580.873273 = -8850280.132846 nChanged 14 SP:Iteration 64Q (3299.464268 sec): 3 clusters Score: Raw -8853862.344388 + Penalty 3580.873273 = -8850281.471114 nChanged 9 SP:Iteration 65Q (3299.596791 sec): 3 clusters Score: Raw -8853863.390087 + Penalty 3580.873273 = -8850282.516814 nChanged 11 SP:Iteration 66Q (3299.723630 sec): 3 clusters Score: Raw -8853864.392013 + Penalty 3580.873273 = -8850283.518740 nChanged 14 SP:Iteration 67Q (3299.862183 sec): 3 clusters Score: Raw -8853865.563704 + Penalty 3580.873273 = -8850284.690431 nChanged 9 SP:Iteration 68Q (3299.985485 sec): 3 clusters Score: Raw -8853866.305968 + Penalty 3580.873273 = -8850285.432694 nChanged 8 SP:Iteration 69Q (3300.121539 sec): 3 clusters Score: Raw -8853867.134577 + Penalty 3580.873273 = -8850286.261304 nChanged 11 SP:Iteration 70Q (3300.249741 sec): 3 clusters Score: Raw -8853868.264812 + Penalty 3580.873273 = -8850287.391539 nChanged 11 SP:Iteration 71Q (3300.378105 sec): 3 clusters Score: Raw -8853869.228653 + Penalty 3580.873273 = -8850288.355379 nChanged 8 SP:Iteration 72Q (3300.508994 sec): 3 clusters Score: Raw -8853869.723991 + Penalty 3580.873273 = -8850288.850718 nChanged 2 SP:Iteration 73Q (3300.637162 sec): 3 clusters Score: Raw -8853869.824008 + Penalty 3580.873273 = -8850288.950734 nChanged 2 SP:Iteration 74Q (3300.764965 sec): 3 clusters Score: Raw -8853869.953078 + Penalty 3580.873273 = -8850289.079805 nChanged 1 SP:Iteration 75Q (3300.895575 sec): 3 clusters Score: Raw -8853870.027193 + Penalty 3580.873273 = -8850289.153920 nChanged 5 SP:Iteration 76Q (3301.024043 sec): 3 clusters Score: Raw -8853870.381959 + Penalty 3580.873273 = -8850289.508685 nChanged 2 SP:Iteration 77Q (3301.153474 sec): 3 clusters Score: Raw -8853870.486885 + Penalty 3580.873273 = -8850289.613611 nChanged 0 SP:Iteration 78F (3301.294787 sec): 3 clusters Score: Raw -8853870.486885 + Penalty 3580.873273 = -8850289.613611 nChanged 0 Trying to split cluster 15 (48086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3301.378139 sec): 2 clusters Score: Raw -6970247.151141 + Penalty 1751.871282 = -6968495.279859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3301.501120 sec): 3 clusters Score: Raw -6939913.015657 + Penalty 3503.742565 = -6936409.273092 nChanged 22505 SP:Iteration 1F (3301.609325 sec): 3 clusters Score: Raw -6952636.913183 + Penalty 3503.742565 = -6949133.170618 nChanged 2075 SP:Iteration 2Q (3301.731551 sec): 3 clusters Score: Raw -6953358.384057 + Penalty 3503.742565 = -6949854.641492 nChanged 2333 SP:Iteration 3Q (3301.856278 sec): 3 clusters Score: Raw -6954380.238723 + Penalty 3503.742565 = -6950876.496158 nChanged 2756 SP:Iteration 4F (3301.972962 sec): 3 clusters Score: Raw -6955889.695695 + Penalty 3503.742565 = -6952385.953130 nChanged 3203 SP:Iteration 5F (3302.091304 sec): 3 clusters Score: Raw -6958028.690874 + Penalty 3503.742565 = -6954524.948310 nChanged 3490 SP:Iteration 6F (3302.201872 sec): 3 clusters Score: Raw -6960746.887320 + Penalty 3503.742565 = -6957243.144755 nChanged 3385 SP:Iteration 7F (3302.311560 sec): 3 clusters Score: Raw -6963420.267961 + Penalty 3503.742565 = -6959916.525396 nChanged 2791 SP:Iteration 8F (3302.419406 sec): 3 clusters Score: Raw -6965387.516745 + Penalty 3503.742565 = -6961883.774180 nChanged 2054 SP:Iteration 9Q (3302.540245 sec): 3 clusters Score: Raw -6966558.448222 + Penalty 3503.742565 = -6963054.705657 nChanged 1475 SP:Iteration 10Q (3302.656615 sec): 3 clusters Score: Raw -6967248.262917 + Penalty 3503.742565 = -6963744.520352 nChanged 1059 SP:Iteration 11Q (3302.793768 sec): 3 clusters Score: Raw -6967729.162742 + Penalty 3503.742565 = -6964225.420177 nChanged 895 SP:Iteration 12Q (3302.917893 sec): 3 clusters Score: Raw -6968146.568835 + Penalty 3503.742565 = -6964642.826270 nChanged 839 SP:Iteration 13Q (3303.040464 sec): 3 clusters Score: Raw -6968585.941902 + Penalty 3503.742565 = -6965082.199337 nChanged 796 SP:Iteration 14Q (3303.165893 sec): 3 clusters Score: Raw -6968982.893533 + Penalty 3503.742565 = -6965479.150968 nChanged 709 SP:Iteration 15Q (3303.286623 sec): 3 clusters Score: Raw -6969334.839708 + Penalty 3503.742565 = -6965831.097143 nChanged 664 SP:Iteration 16Q (3303.411859 sec): 3 clusters Score: Raw -6969645.108676 + Penalty 3503.742565 = -6966141.366111 nChanged 595 SP:Iteration 17Q (3303.527067 sec): 3 clusters Score: Raw -6969890.975770 + Penalty 3503.742565 = -6966387.233205 nChanged 535 SP:Iteration 18Q (3303.648341 sec): 3 clusters Score: Raw -6970086.581796 + Penalty 3503.742565 = -6966582.839232 nChanged 450 SP:Iteration 19Q (3303.732772 sec): 3 clusters Score: Raw -6970238.733737 + Penalty 3503.742565 = -6966734.991172 nChanged 366 SP:Iteration 20F (3303.857759 sec): 3 clusters Score: Raw -6970351.014536 + Penalty 3503.742565 = -6966847.271971 nChanged 330 SP:Iteration 21Q (3303.975448 sec): 3 clusters Score: Raw -6970434.813374 + Penalty 3503.742565 = -6966931.070809 nChanged 262 SP:Iteration 22Q (3304.103137 sec): 3 clusters Score: Raw -6970496.201452 + Penalty 3503.742565 = -6966992.458887 nChanged 241 SP:Iteration 23Q (3304.217102 sec): 3 clusters Score: Raw -6970554.191118 + Penalty 3503.742565 = -6967050.448554 nChanged 216 SP:Iteration 24Q (3304.340326 sec): 3 clusters Score: Raw -6970602.277328 + Penalty 3503.742565 = -6967098.534763 nChanged 194 SP:Iteration 25Q (3304.467089 sec): 3 clusters Score: Raw -6970641.872064 + Penalty 3503.742565 = -6967138.129499 nChanged 157 SP:Iteration 26Q (3304.581191 sec): 3 clusters Score: Raw -6970669.418827 + Penalty 3503.742565 = -6967165.676262 nChanged 152 SP:Iteration 27Q (3304.694729 sec): 3 clusters Score: Raw -6970697.536684 + Penalty 3503.742565 = -6967193.794119 nChanged 144 SP:Iteration 28Q (3304.818033 sec): 3 clusters Score: Raw -6970725.573522 + Penalty 3503.742565 = -6967221.830957 nChanged 154 SP:Iteration 29Q (3304.938987 sec): 3 clusters Score: Raw -6970752.269282 + Penalty 3503.742565 = -6967248.526717 nChanged 130 SP:Iteration 30Q (3305.059911 sec): 3 clusters Score: Raw -6970773.283902 + Penalty 3503.742565 = -6967269.541337 nChanged 121 SP:Iteration 31Q (3305.172168 sec): 3 clusters Score: Raw -6970790.035781 + Penalty 3503.742565 = -6967286.293216 nChanged 101 SP:Iteration 32Q (3305.295806 sec): 3 clusters Score: Raw -6970803.998833 + Penalty 3503.742565 = -6967300.256268 nChanged 84 SP:Iteration 33Q (3305.402924 sec): 3 clusters Score: Raw -6970815.283808 + Penalty 3503.742565 = -6967311.541243 nChanged 92 SP:Iteration 34Q (3305.509056 sec): 3 clusters Score: Raw -6970828.795061 + Penalty 3503.742565 = -6967325.052497 nChanged 89 SP:Iteration 35Q (3305.616308 sec): 3 clusters Score: Raw -6970840.320839 + Penalty 3503.742565 = -6967336.578274 nChanged 90 SP:Iteration 36Q (3305.723821 sec): 3 clusters Score: Raw -6970850.888789 + Penalty 3503.742565 = -6967347.146224 nChanged 79 SP:Iteration 37Q (3305.834931 sec): 3 clusters Score: Raw -6970861.165373 + Penalty 3503.742565 = -6967357.422808 nChanged 81 SP:Iteration 38Q (3305.944440 sec): 3 clusters Score: Raw -6970869.693304 + Penalty 3503.742565 = -6967365.950739 nChanged 76 SP:Iteration 39Q (3306.051070 sec): 3 clusters Score: Raw -6970879.665290 + Penalty 3503.742565 = -6967375.922726 nChanged 78 SP:Iteration 40F (3306.162508 sec): 3 clusters Score: Raw -6970888.727676 + Penalty 3503.742565 = -6967384.985111 nChanged 56 SP:Iteration 41Q (3306.265470 sec): 3 clusters Score: Raw -6970893.888969 + Penalty 3503.742565 = -6967390.146404 nChanged 44 SP:Iteration 42Q (3306.383125 sec): 3 clusters Score: Raw -6970898.108287 + Penalty 3503.742565 = -6967394.365722 nChanged 40 SP:Iteration 43Q (3306.500590 sec): 3 clusters Score: Raw -6970901.847844 + Penalty 3503.742565 = -6967398.105279 nChanged 36 SP:Iteration 44Q (3306.600276 sec): 3 clusters Score: Raw -6970904.946219 + Penalty 3503.742565 = -6967401.203654 nChanged 27 SP:Iteration 45Q (3306.706541 sec): 3 clusters Score: Raw -6970907.397257 + Penalty 3503.742565 = -6967403.654692 nChanged 34 SP:Iteration 46Q (3306.805767 sec): 3 clusters Score: Raw -6970910.618980 + Penalty 3503.742565 = -6967406.876416 nChanged 34 SP:Iteration 47Q (3306.929879 sec): 3 clusters Score: Raw -6970913.958904 + Penalty 3503.742565 = -6967410.216339 nChanged 39 SP:Iteration 48Q (3307.044179 sec): 3 clusters Score: Raw -6970917.778283 + Penalty 3503.742565 = -6967414.035718 nChanged 39 SP:Iteration 49Q (3307.149860 sec): 3 clusters Score: Raw -6970920.705037 + Penalty 3503.742565 = -6967416.962472 nChanged 35 SP:Iteration 50Q (3307.262881 sec): 3 clusters Score: Raw -6970924.172027 + Penalty 3503.742565 = -6967420.429462 nChanged 37 SP:Iteration 51Q (3307.373108 sec): 3 clusters Score: Raw -6970927.684767 + Penalty 3503.742565 = -6967423.942202 nChanged 37 SP:Iteration 52Q (3307.480872 sec): 3 clusters Score: Raw -6970930.699468 + Penalty 3503.742565 = -6967426.956904 nChanged 30 SP:Iteration 53Q (3307.591837 sec): 3 clusters Score: Raw -6970933.113853 + Penalty 3503.742565 = -6967429.371288 nChanged 36 SP:Iteration 54Q (3307.701433 sec): 3 clusters Score: Raw -6970936.389159 + Penalty 3503.742565 = -6967432.646595 nChanged 38 SP:Iteration 55Q (3307.811392 sec): 3 clusters Score: Raw -6970940.029522 + Penalty 3503.742565 = -6967436.286958 nChanged 36 SP:Iteration 56Q (3307.933160 sec): 3 clusters Score: Raw -6970942.775514 + Penalty 3503.742565 = -6967439.032949 nChanged 29 SP:Iteration 57Q (3308.053058 sec): 3 clusters Score: Raw -6970945.549632 + Penalty 3503.742565 = -6967441.807067 nChanged 35 SP:Iteration 58Q (3308.170234 sec): 3 clusters Score: Raw -6970949.119390 + Penalty 3503.742565 = -6967445.376825 nChanged 40 SP:Iteration 59Q (3308.287009 sec): 3 clusters Score: Raw -6970952.651220 + Penalty 3503.742565 = -6967448.908655 nChanged 31 SP:Iteration 60F (3308.403760 sec): 3 clusters Score: Raw -6970955.245411 + Penalty 3503.742565 = -6967451.502846 nChanged 23 SP:Iteration 61Q (3308.517785 sec): 3 clusters Score: Raw -6970957.024330 + Penalty 3503.742565 = -6967453.281765 nChanged 21 SP:Iteration 62Q (3308.626365 sec): 3 clusters Score: Raw -6970958.643069 + Penalty 3503.742565 = -6967454.900504 nChanged 32 SP:Iteration 63Q (3308.746088 sec): 3 clusters Score: Raw -6970961.531618 + Penalty 3503.742565 = -6967457.789053 nChanged 27 SP:Iteration 64Q (3308.855760 sec): 3 clusters Score: Raw -6970964.020372 + Penalty 3503.742565 = -6967460.277807 nChanged 27 SP:Iteration 65Q (3308.970586 sec): 3 clusters Score: Raw -6970965.954502 + Penalty 3503.742565 = -6967462.211937 nChanged 26 SP:Iteration 66Q (3309.088187 sec): 3 clusters Score: Raw -6970967.556641 + Penalty 3503.742565 = -6967463.814076 nChanged 11 SP:Iteration 67Q (3309.194071 sec): 3 clusters Score: Raw -6970968.177118 + Penalty 3503.742565 = -6967464.434553 nChanged 11 SP:Iteration 68Q (3309.309482 sec): 3 clusters Score: Raw -6970969.089069 + Penalty 3503.742565 = -6967465.346504 nChanged 15 SP:Iteration 69Q (3309.429366 sec): 3 clusters Score: Raw -6970970.661343 + Penalty 3503.742565 = -6967466.918778 nChanged 23 SP:Iteration 70Q (3309.548996 sec): 3 clusters Score: Raw -6970972.992578 + Penalty 3503.742565 = -6967469.250013 nChanged 27 SP:Iteration 71Q (3309.667158 sec): 3 clusters Score: Raw -6970975.584147 + Penalty 3503.742565 = -6967471.841582 nChanged 30 SP:Iteration 72Q (3309.784888 sec): 3 clusters Score: Raw -6970978.772239 + Penalty 3503.742565 = -6967475.029674 nChanged 35 SP:Iteration 73Q (3309.899147 sec): 3 clusters Score: Raw -6970982.997782 + Penalty 3503.742565 = -6967479.255217 nChanged 51 SP:Iteration 74Q (3310.005558 sec): 3 clusters Score: Raw -6970988.482145 + Penalty 3503.742565 = -6967484.739580 nChanged 38 SP:Iteration 75Q (3310.127033 sec): 3 clusters Score: Raw -6970992.285269 + Penalty 3503.742565 = -6967488.542704 nChanged 49 SP:Iteration 76Q (3310.237471 sec): 3 clusters Score: Raw -6970996.856176 + Penalty 3503.742565 = -6967493.113612 nChanged 38 SP:Iteration 77Q (3310.354765 sec): 3 clusters Score: Raw -6971000.749411 + Penalty 3503.742565 = -6967497.006846 nChanged 49 SP:Iteration 78Q (3310.480822 sec): 3 clusters Score: Raw -6971005.899044 + Penalty 3503.742565 = -6967502.156479 nChanged 42 SP:Iteration 79Q (3310.594164 sec): 3 clusters Score: Raw -6971009.304127 + Penalty 3503.742565 = -6967505.561562 nChanged 28 SP:Iteration 80F (3310.712295 sec): 3 clusters Score: Raw -6971012.524086 + Penalty 3503.742565 = -6967508.781521 nChanged 41 SP:Iteration 81Q (3310.840075 sec): 3 clusters Score: Raw -6971017.220932 + Penalty 3503.742565 = -6967513.478367 nChanged 46 SP:Iteration 82Q (3310.955176 sec): 3 clusters Score: Raw -6971023.161294 + Penalty 3503.742565 = -6967519.418729 nChanged 60 SP:Iteration 83Q (3311.068308 sec): 3 clusters Score: Raw -6971030.707939 + Penalty 3503.742565 = -6967526.965374 nChanged 53 SP:Iteration 84Q (3311.172609 sec): 3 clusters Score: Raw -6971035.684863 + Penalty 3503.742565 = -6967531.942298 nChanged 37 SP:Iteration 85Q (3311.294422 sec): 3 clusters Score: Raw -6971038.601474 + Penalty 3503.742565 = -6967534.858909 nChanged 31 SP:Iteration 86Q (3311.411894 sec): 3 clusters Score: Raw -6971041.518994 + Penalty 3503.742565 = -6967537.776429 nChanged 31 SP:Iteration 87Q (3311.511404 sec): 3 clusters Score: Raw -6971044.138603 + Penalty 3503.742565 = -6967540.396038 nChanged 25 SP:Iteration 88Q (3311.631327 sec): 3 clusters Score: Raw -6971046.211900 + Penalty 3503.742565 = -6967542.469335 nChanged 26 SP:Iteration 89Q (3311.738052 sec): 3 clusters Score: Raw -6971048.189079 + Penalty 3503.742565 = -6967544.446514 nChanged 20 SP:Iteration 90Q (3311.858264 sec): 3 clusters Score: Raw -6971049.269232 + Penalty 3503.742565 = -6967545.526667 nChanged 15 SP:Iteration 91Q (3311.969112 sec): 3 clusters Score: Raw -6971050.220285 + Penalty 3503.742565 = -6967546.477720 nChanged 11 SP:Iteration 92Q (3312.080048 sec): 3 clusters Score: Raw -6971050.838135 + Penalty 3503.742565 = -6967547.095570 nChanged 9 SP:Iteration 93Q (3312.198515 sec): 3 clusters Score: Raw -6971051.326702 + Penalty 3503.742565 = -6967547.584137 nChanged 5 SP:Iteration 94Q (3312.302412 sec): 3 clusters Score: Raw -6971051.647537 + Penalty 3503.742565 = -6967547.904973 nChanged 6 SP:Iteration 95Q (3312.414853 sec): 3 clusters Score: Raw -6971052.004373 + Penalty 3503.742565 = -6967548.261808 nChanged 6 SP:Iteration 96Q (3312.519979 sec): 3 clusters Score: Raw -6971052.208134 + Penalty 3503.742565 = -6967548.465569 nChanged 3 SP:Iteration 97Q (3312.631373 sec): 3 clusters Score: Raw -6971052.378629 + Penalty 3503.742565 = -6967548.636064 nChanged 5 SP:Iteration 98Q (3312.754784 sec): 3 clusters Score: Raw -6971052.763117 + Penalty 3503.742565 = -6967549.020553 nChanged 6 SP:Iteration 99Q (3312.865763 sec): 3 clusters Score: Raw -6971053.150244 + Penalty 3503.742565 = -6967549.407679 nChanged 2 SP:Iteration 100F (3312.985685 sec): 3 clusters Score: Raw -6971053.217326 + Penalty 3503.742565 = -6967549.474761 nChanged 1 SP:Iteration 101Q (3313.091013 sec): 3 clusters Score: Raw -6971053.236411 + Penalty 3503.742565 = -6967549.493846 nChanged 1 SP:Iteration 102Q (3313.209120 sec): 3 clusters Score: Raw -6971053.288818 + Penalty 3503.742565 = -6967549.546253 nChanged 0 SP:Iteration 103F (3313.318370 sec): 3 clusters Score: Raw -6971053.288818 + Penalty 3503.742565 = -6967549.546253 nChanged 0 Trying to split cluster 16 (794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3313.335484 sec): 2 clusters Score: Raw -102739.833577 + Penalty 1085.026062 = -101654.807514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3313.384785 sec): 3 clusters Score: Raw -102582.534893 + Penalty 2170.052125 = -100412.482768 nChanged 217 SP:Iteration 1F (3313.424506 sec): 3 clusters Score: Raw -102858.056354 + Penalty 2170.052125 = -100688.004229 nChanged 74 SP:Iteration 2F (3313.474492 sec): 3 clusters Score: Raw -102983.384334 + Penalty 2170.052125 = -100813.332209 nChanged 34 SP:Iteration 3Q (3313.514870 sec): 3 clusters Score: Raw -103063.976762 + Penalty 2170.052125 = -100893.924637 nChanged 34 SP:Iteration 4Q (3313.564107 sec): 3 clusters Score: Raw -103136.399789 + Penalty 2170.052125 = -100966.347665 nChanged 27 SP:Iteration 5Q (3313.619688 sec): 3 clusters Score: Raw -103181.137669 + Penalty 2170.052125 = -101011.085544 nChanged 15 SP:Iteration 6Q (3313.656253 sec): 3 clusters Score: Raw -103213.083323 + Penalty 2170.052125 = -101043.031198 nChanged 21 SP:Iteration 7Q (3313.705630 sec): 3 clusters Score: Raw -103243.893379 + Penalty 2170.052125 = -101073.841254 nChanged 14 SP:Iteration 8Q (3313.749558 sec): 3 clusters Score: Raw -103287.683441 + Penalty 2170.052125 = -101117.631316 nChanged 27 SP:Iteration 9Q (3313.798773 sec): 3 clusters Score: Raw -103341.008186 + Penalty 2170.052125 = -101170.956062 nChanged 16 SP:Iteration 10Q (3313.845780 sec): 3 clusters Score: Raw -103369.621651 + Penalty 2170.052125 = -101199.569526 nChanged 13 SP:Iteration 11Q (3313.895052 sec): 3 clusters Score: Raw -103397.466170 + Penalty 2170.052125 = -101227.414045 nChanged 6 SP:Iteration 12Q (3313.944369 sec): 3 clusters Score: Raw -103414.230869 + Penalty 2170.052125 = -101244.178745 nChanged 2 SP:Iteration 13Q (3313.984054 sec): 3 clusters Score: Raw -103424.255363 + Penalty 2170.052125 = -101254.203238 nChanged 4 SP:Iteration 14Q (3314.033611 sec): 3 clusters Score: Raw -103442.192123 + Penalty 2170.052125 = -101272.139998 nChanged 7 SP:Iteration 15Q (3314.068509 sec): 3 clusters Score: Raw -103467.604495 + Penalty 2170.052125 = -101297.552370 nChanged 8 SP:Iteration 16Q (3314.114700 sec): 3 clusters Score: Raw -103484.421021 + Penalty 2170.052125 = -101314.368897 nChanged 10 SP:Iteration 17Q (3314.147287 sec): 3 clusters Score: Raw -103503.159574 + Penalty 2170.052125 = -101333.107449 nChanged 5 SP:Iteration 18Q (3314.193428 sec): 3 clusters Score: Raw -103512.879891 + Penalty 2170.052125 = -101342.827766 nChanged 4 SP:Iteration 19Q (3314.239719 sec): 3 clusters Score: Raw -103516.987503 + Penalty 2170.052125 = -101346.935378 nChanged 2 SP:Iteration 20F (3314.284425 sec): 3 clusters Score: Raw -103521.046614 + Penalty 2170.052125 = -101350.994489 nChanged 3 SP:Iteration 21Q (3314.327030 sec): 3 clusters Score: Raw -103525.151093 + Penalty 2170.052125 = -101355.098968 nChanged 3 SP:Iteration 22Q (3314.362875 sec): 3 clusters Score: Raw -103527.618543 + Penalty 2170.052125 = -101357.566418 nChanged 1 SP:Iteration 23Q (3314.416673 sec): 3 clusters Score: Raw -103528.027634 + Penalty 2170.052125 = -101357.975509 nChanged 0 SP:Iteration 24F (3314.465323 sec): 3 clusters Score: Raw -103528.027634 + Penalty 2170.052125 = -101357.975509 nChanged 0 Trying to split cluster 17 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3314.478737 sec): 2 clusters Score: Raw -30341.118009 + Penalty 943.823155 = -29397.294854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3314.537885 sec): 3 clusters Score: Raw -30431.299887 + Penalty 1887.646309 = -28543.653578 nChanged 86 SP:Iteration 1F (3314.573339 sec): 3 clusters Score: Raw -30633.544459 + Penalty 1887.646309 = -28745.898150 nChanged 21 SP:Iteration 2F (3314.578740 sec): 3 clusters Score: Raw -30681.095307 + Penalty 1887.646309 = -28793.448998 nChanged 9 SP:Iteration 3Q (3314.580895 sec): 3 clusters Score: Raw -30744.644578 + Penalty 1887.646309 = -28856.998268 nChanged 11 SP:Iteration 4Q (3314.583033 sec): 3 clusters Score: Raw -30808.581255 + Penalty 1887.646309 = -28920.934946 nChanged 15 SP:Iteration 5Q (3314.585105 sec): 3 clusters Score: Raw -30845.280282 + Penalty 1887.646309 = -28957.633973 nChanged 12 SP:Iteration 6Q (3314.587220 sec): 3 clusters Score: Raw -30863.292208 + Penalty 1887.646309 = -28975.645899 nChanged 4 SP:Iteration 7Q (3314.589303 sec): 3 clusters Score: Raw -30867.223520 + Penalty 1887.646309 = -28979.577211 nChanged 0 SP:Iteration 8F (3314.591463 sec): 3 clusters Score: Raw -30867.223520 + Penalty 1887.646309 = -28979.577211 nChanged 0 Trying to split cluster 18 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3314.597314 sec): 2 clusters Score: Raw -48512.757354 + Penalty 944.310411 = -47568.446942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3314.599714 sec): 3 clusters Score: Raw -48559.487431 + Penalty 1888.620823 = -46670.866609 nChanged 67 SP:Iteration 1F (3314.601962 sec): 3 clusters Score: Raw -48678.940145 + Penalty 1888.620823 = -46790.319323 nChanged 17 SP:Iteration 2F (3314.604154 sec): 3 clusters Score: Raw -48707.755431 + Penalty 1888.620823 = -46819.134608 nChanged 9 SP:Iteration 3Q (3314.606288 sec): 3 clusters Score: Raw -48722.476481 + Penalty 1888.620823 = -46833.855658 nChanged 5 SP:Iteration 4Q (3314.608431 sec): 3 clusters Score: Raw -48727.329226 + Penalty 1888.620823 = -46838.708403 nChanged 5 SP:Iteration 5Q (3314.610551 sec): 3 clusters Score: Raw -48740.525903 + Penalty 1888.620823 = -46851.905080 nChanged 2 SP:Iteration 6Q (3314.612670 sec): 3 clusters Score: Raw -48742.337021 + Penalty 1888.620823 = -46853.716198 nChanged 2 SP:Iteration 7Q (3314.614786 sec): 3 clusters Score: Raw -48756.638544 + Penalty 1888.620823 = -46868.017721 nChanged 3 SP:Iteration 8Q (3314.616898 sec): 3 clusters Score: Raw -48765.354016 + Penalty 1888.620823 = -46876.733193 nChanged 3 SP:Iteration 9Q (3314.619006 sec): 3 clusters Score: Raw -48780.684741 + Penalty 1888.620823 = -46892.063918 nChanged 3 SP:Iteration 10Q (3314.621103 sec): 3 clusters Score: Raw -48791.191513 + Penalty 1888.620823 = -46902.570691 nChanged 2 SP:Iteration 11Q (3314.623206 sec): 3 clusters Score: Raw -48793.805747 + Penalty 1888.620823 = -46905.184924 nChanged 1 SP:Iteration 12Q (3314.625297 sec): 3 clusters Score: Raw -48795.667602 + Penalty 1888.620823 = -46907.046780 nChanged 0 SP:Iteration 13F (3314.627459 sec): 3 clusters Score: Raw -48795.667602 + Penalty 1888.620823 = -46907.046780 nChanged 0 Trying to split cluster 19 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3314.635006 sec): 2 clusters Score: Raw -48048.245039 + Penalty 995.616242 = -47052.628796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3314.638113 sec): 3 clusters Score: Raw -48099.239142 + Penalty 1991.232485 = -46108.006658 nChanged 98 SP:Iteration 1F (3314.640944 sec): 3 clusters Score: Raw -48242.379716 + Penalty 1991.232485 = -46251.147231 nChanged 19 SP:Iteration 2Q (3314.643713 sec): 3 clusters Score: Raw -48280.224096 + Penalty 1991.232485 = -46288.991611 nChanged 11 SP:Iteration 3Q (3314.646466 sec): 3 clusters Score: Raw -48302.467091 + Penalty 1991.232485 = -46311.234606 nChanged 9 SP:Iteration 4Q (3314.649215 sec): 3 clusters Score: Raw -48316.544939 + Penalty 1991.232485 = -46325.312455 nChanged 8 SP:Iteration 5Q (3314.651948 sec): 3 clusters Score: Raw -48338.326493 + Penalty 1991.232485 = -46347.094008 nChanged 10 SP:Iteration 6Q (3314.654668 sec): 3 clusters Score: Raw -48349.003819 + Penalty 1991.232485 = -46357.771334 nChanged 7 SP:Iteration 7Q (3314.657404 sec): 3 clusters Score: Raw -48356.805065 + Penalty 1991.232485 = -46365.572581 nChanged 4 SP:Iteration 8Q (3314.660136 sec): 3 clusters Score: Raw -48372.683709 + Penalty 1991.232485 = -46381.451224 nChanged 6 SP:Iteration 9Q (3314.662853 sec): 3 clusters Score: Raw -48394.930114 + Penalty 1991.232485 = -46403.697630 nChanged 10 SP:Iteration 10Q (3314.665620 sec): 3 clusters Score: Raw -48415.069144 + Penalty 1991.232485 = -46423.836660 nChanged 4 SP:Iteration 11Q (3314.668332 sec): 3 clusters Score: Raw -48429.520033 + Penalty 1991.232485 = -46438.287548 nChanged 7 SP:Iteration 12Q (3314.671046 sec): 3 clusters Score: Raw -48441.075373 + Penalty 1991.232485 = -46449.842888 nChanged 4 SP:Iteration 13Q (3314.673762 sec): 3 clusters Score: Raw -48459.885613 + Penalty 1991.232485 = -46468.653128 nChanged 3 SP:Iteration 14Q (3314.676467 sec): 3 clusters Score: Raw -48470.434255 + Penalty 1991.232485 = -46479.201770 nChanged 2 SP:Iteration 15Q (3314.683386 sec): 3 clusters Score: Raw -48474.638421 + Penalty 1991.232485 = -46483.405936 nChanged 4 SP:Iteration 16Q (3314.686105 sec): 3 clusters Score: Raw -48485.788474 + Penalty 1991.232485 = -46494.555989 nChanged 2 SP:Iteration 17Q (3314.688837 sec): 3 clusters Score: Raw -48491.869167 + Penalty 1991.232485 = -46500.636682 nChanged 5 SP:Iteration 18Q (3314.691543 sec): 3 clusters Score: Raw -48509.991607 + Penalty 1991.232485 = -46518.759122 nChanged 4 SP:Iteration 19Q (3314.694231 sec): 3 clusters Score: Raw -48516.100656 + Penalty 1991.232485 = -46524.868171 nChanged 2 SP:Iteration 20F (3314.697103 sec): 3 clusters Score: Raw -48520.600594 + Penalty 1991.232485 = -46529.368109 nChanged 2 SP:Iteration 21Q (3314.699811 sec): 3 clusters Score: Raw -48523.994613 + Penalty 1991.232485 = -46532.762128 nChanged 1 SP:Iteration 22Q (3314.702512 sec): 3 clusters Score: Raw -48527.857808 + Penalty 1991.232485 = -46536.625323 nChanged 1 SP:Iteration 23Q (3314.705199 sec): 3 clusters Score: Raw -48531.075999 + Penalty 1991.232485 = -46539.843514 nChanged 0 SP:Iteration 24F (3314.707997 sec): 3 clusters Score: Raw -48531.075999 + Penalty 1991.232485 = -46539.843514 nChanged 0 Trying to split cluster 20 (1823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3314.722110 sec): 2 clusters Score: Raw -239416.405922 + Penalty 1220.088801 = -238196.317121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3314.760431 sec): 3 clusters Score: Raw -238711.053518 + Penalty 2440.177602 = -236270.875916 nChanged 603 SP:Iteration 1F (3314.770060 sec): 3 clusters Score: Raw -239210.321939 + Penalty 2440.177602 = -236770.144337 nChanged 170 SP:Iteration 2F (3314.779185 sec): 3 clusters Score: Raw -239406.647950 + Penalty 2440.177602 = -236966.470348 nChanged 135 SP:Iteration 3F (3314.788299 sec): 3 clusters Score: Raw -239614.798254 + Penalty 2440.177602 = -237174.620653 nChanged 124 SP:Iteration 4F (3314.797386 sec): 3 clusters Score: Raw -239826.085434 + Penalty 2440.177602 = -237385.907832 nChanged 109 SP:Iteration 5F (3314.806497 sec): 3 clusters Score: Raw -240046.850393 + Penalty 2440.177602 = -237606.672792 nChanged 104 SP:Iteration 6F (3314.815596 sec): 3 clusters Score: Raw -240215.598504 + Penalty 2440.177602 = -237775.420902 nChanged 79 SP:Iteration 7Q (3314.839554 sec): 3 clusters Score: Raw -240325.737827 + Penalty 2440.177602 = -237885.560225 nChanged 63 SP:Iteration 8Q (3314.848857 sec): 3 clusters Score: Raw -240400.431705 + Penalty 2440.177602 = -237960.254103 nChanged 40 SP:Iteration 9Q (3314.857631 sec): 3 clusters Score: Raw -240437.657579 + Penalty 2440.177602 = -237997.479978 nChanged 28 SP:Iteration 10Q (3314.866375 sec): 3 clusters Score: Raw -240467.355241 + Penalty 2440.177602 = -238027.177640 nChanged 21 SP:Iteration 11Q (3314.875144 sec): 3 clusters Score: Raw -240488.050925 + Penalty 2440.177602 = -238047.873323 nChanged 20 SP:Iteration 12Q (3314.883857 sec): 3 clusters Score: Raw -240503.606753 + Penalty 2440.177602 = -238063.429151 nChanged 15 SP:Iteration 13Q (3314.892620 sec): 3 clusters Score: Raw -240514.372242 + Penalty 2440.177602 = -238074.194640 nChanged 11 SP:Iteration 14Q (3314.901370 sec): 3 clusters Score: Raw -240523.724351 + Penalty 2440.177602 = -238083.546749 nChanged 15 SP:Iteration 15Q (3314.930831 sec): 3 clusters Score: Raw -240534.325171 + Penalty 2440.177602 = -238094.147569 nChanged 9 SP:Iteration 16Q (3314.941307 sec): 3 clusters Score: Raw -240537.166387 + Penalty 2440.177602 = -238096.988785 nChanged 4 SP:Iteration 17Q (3314.950070 sec): 3 clusters Score: Raw -240538.685524 + Penalty 2440.177602 = -238098.507922 nChanged 3 SP:Iteration 18Q (3314.958795 sec): 3 clusters Score: Raw -240540.138425 + Penalty 2440.177602 = -238099.960823 nChanged 2 SP:Iteration 19Q (3314.967500 sec): 3 clusters Score: Raw -240542.580913 + Penalty 2440.177602 = -238102.403312 nChanged 3 SP:Iteration 20F (3314.976500 sec): 3 clusters Score: Raw -240545.566018 + Penalty 2440.177602 = -238105.388416 nChanged 6 SP:Iteration 21Q (3314.985228 sec): 3 clusters Score: Raw -240548.623994 + Penalty 2440.177602 = -238108.446392 nChanged 4 SP:Iteration 22Q (3314.993991 sec): 3 clusters Score: Raw -240550.780782 + Penalty 2440.177602 = -238110.603180 nChanged 3 SP:Iteration 23Q (3315.002695 sec): 3 clusters Score: Raw -240552.531263 + Penalty 2440.177602 = -238112.353661 nChanged 1 SP:Iteration 24Q (3315.011413 sec): 3 clusters Score: Raw -240552.695583 + Penalty 2440.177602 = -238112.517982 nChanged 1 SP:Iteration 25Q (3315.020075 sec): 3 clusters Score: Raw -240553.466694 + Penalty 2440.177602 = -238113.289092 nChanged 1 SP:Iteration 26Q (3315.044571 sec): 3 clusters Score: Raw -240555.190812 + Penalty 2440.177602 = -238115.013210 nChanged 2 SP:Iteration 27Q (3315.053741 sec): 3 clusters Score: Raw -240556.250041 + Penalty 2440.177602 = -238116.072439 nChanged 2 SP:Iteration 28Q (3315.062489 sec): 3 clusters Score: Raw -240556.761120 + Penalty 2440.177602 = -238116.583519 nChanged 0 SP:Iteration 29F (3315.071488 sec): 3 clusters Score: Raw -240556.761120 + Penalty 2440.177602 = -238116.583519 nChanged 0 Trying to split cluster 21 (2893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3315.087813 sec): 2 clusters Score: Raw -435651.804834 + Penalty 1295.133012 = -434356.671821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3315.102906 sec): 3 clusters Score: Raw -434268.313668 + Penalty 2590.266024 = -431678.047644 nChanged 1135 SP:Iteration 1F (3315.116219 sec): 3 clusters Score: Raw -435016.980612 + Penalty 2590.266024 = -432426.714588 nChanged 245 SP:Iteration 2F (3315.130316 sec): 3 clusters Score: Raw -435209.172026 + Penalty 2590.266024 = -432618.906002 nChanged 171 SP:Iteration 3F (3315.157204 sec): 3 clusters Score: Raw -435345.782355 + Penalty 2590.266024 = -432755.516331 nChanged 148 SP:Iteration 4F (3315.171825 sec): 3 clusters Score: Raw -435459.925212 + Penalty 2590.266024 = -432869.659188 nChanged 105 SP:Iteration 5Q (3315.187913 sec): 3 clusters Score: Raw -435544.968141 + Penalty 2590.266024 = -432954.702117 nChanged 96 SP:Iteration 6Q (3315.202059 sec): 3 clusters Score: Raw -435650.511134 + Penalty 2590.266024 = -433060.245110 nChanged 103 SP:Iteration 7Q (3315.238663 sec): 3 clusters Score: Raw -435767.978390 + Penalty 2590.266024 = -433177.712366 nChanged 86 SP:Iteration 8Q (3315.253079 sec): 3 clusters Score: Raw -435865.018203 + Penalty 2590.266024 = -433274.752179 nChanged 74 SP:Iteration 9Q (3315.267010 sec): 3 clusters Score: Raw -435925.888666 + Penalty 2590.266024 = -433335.622642 nChanged 56 SP:Iteration 10Q (3315.283084 sec): 3 clusters Score: Raw -435968.889949 + Penalty 2590.266024 = -433378.623925 nChanged 58 SP:Iteration 11Q (3315.299344 sec): 3 clusters Score: Raw -436012.065495 + Penalty 2590.266024 = -433421.799470 nChanged 52 SP:Iteration 12Q (3315.313169 sec): 3 clusters Score: Raw -436043.052391 + Penalty 2590.266024 = -433452.786367 nChanged 47 SP:Iteration 13Q (3315.329261 sec): 3 clusters Score: Raw -436069.341411 + Penalty 2590.266024 = -433479.075387 nChanged 41 SP:Iteration 14Q (3315.342972 sec): 3 clusters Score: Raw -436097.158327 + Penalty 2590.266024 = -433506.892303 nChanged 37 SP:Iteration 15Q (3315.356571 sec): 3 clusters Score: Raw -436119.768168 + Penalty 2590.266024 = -433529.502144 nChanged 24 SP:Iteration 16Q (3315.370141 sec): 3 clusters Score: Raw -436130.128211 + Penalty 2590.266024 = -433539.862187 nChanged 15 SP:Iteration 17Q (3315.418842 sec): 3 clusters Score: Raw -436136.719892 + Penalty 2590.266024 = -433546.453868 nChanged 11 SP:Iteration 18Q (3315.432610 sec): 3 clusters Score: Raw -436141.820578 + Penalty 2590.266024 = -433551.554554 nChanged 9 SP:Iteration 19Q (3315.445526 sec): 3 clusters Score: Raw -436145.471423 + Penalty 2590.266024 = -433555.205398 nChanged 8 SP:Iteration 20F (3315.466530 sec): 3 clusters Score: Raw -436148.188421 + Penalty 2590.266024 = -433557.922397 nChanged 5 SP:Iteration 21Q (3315.480511 sec): 3 clusters Score: Raw -436150.275156 + Penalty 2590.266024 = -433560.009132 nChanged 4 SP:Iteration 22Q (3315.494057 sec): 3 clusters Score: Raw -436151.877605 + Penalty 2590.266024 = -433561.611581 nChanged 8 SP:Iteration 23Q (3315.507724 sec): 3 clusters Score: Raw -436156.432263 + Penalty 2590.266024 = -433566.166239 nChanged 8 SP:Iteration 24Q (3315.521080 sec): 3 clusters Score: Raw -436159.976848 + Penalty 2590.266024 = -433569.710823 nChanged 8 SP:Iteration 25Q (3315.534734 sec): 3 clusters Score: Raw -436164.482674 + Penalty 2590.266024 = -433574.216650 nChanged 12 SP:Iteration 26Q (3315.573372 sec): 3 clusters Score: Raw -436169.456385 + Penalty 2590.266024 = -433579.190361 nChanged 5 SP:Iteration 27Q (3315.610890 sec): 3 clusters Score: Raw -436171.132754 + Penalty 2590.266024 = -433580.866729 nChanged 2 SP:Iteration 28Q (3315.653243 sec): 3 clusters Score: Raw -436171.891849 + Penalty 2590.266024 = -433581.625825 nChanged 1 SP:Iteration 29Q (3315.692754 sec): 3 clusters Score: Raw -436172.263013 + Penalty 2590.266024 = -433581.996989 nChanged 2 SP:Iteration 30Q (3315.726113 sec): 3 clusters Score: Raw -436173.150757 + Penalty 2590.266024 = -433582.884733 nChanged 1 SP:Iteration 31Q (3315.787313 sec): 3 clusters Score: Raw -436173.711396 + Penalty 2590.266024 = -433583.445372 nChanged 2 SP:Iteration 32Q (3315.823716 sec): 3 clusters Score: Raw -436174.254326 + Penalty 2590.266024 = -433583.988302 nChanged 3 SP:Iteration 33Q (3315.870547 sec): 3 clusters Score: Raw -436176.293387 + Penalty 2590.266024 = -433586.027363 nChanged 4 SP:Iteration 34Q (3315.909564 sec): 3 clusters Score: Raw -436180.168410 + Penalty 2590.266024 = -433589.902386 nChanged 8 SP:Iteration 35Q (3315.956282 sec): 3 clusters Score: Raw -436184.372919 + Penalty 2590.266024 = -433594.106895 nChanged 8 SP:Iteration 36Q (3316.009522 sec): 3 clusters Score: Raw -436186.538047 + Penalty 2590.266024 = -433596.272023 nChanged 4 SP:Iteration 37Q (3316.047865 sec): 3 clusters Score: Raw -436187.565626 + Penalty 2590.266024 = -433597.299601 nChanged 1 SP:Iteration 38Q (3316.100561 sec): 3 clusters Score: Raw -436188.318846 + Penalty 2590.266024 = -433598.052822 nChanged 2 SP:Iteration 39Q (3316.138446 sec): 3 clusters Score: Raw -436189.770067 + Penalty 2590.266024 = -433599.504043 nChanged 3 SP:Iteration 40F (3316.195331 sec): 3 clusters Score: Raw -436191.313783 + Penalty 2590.266024 = -433601.047758 nChanged 6 SP:Iteration 41Q (3316.250153 sec): 3 clusters Score: Raw -436194.996652 + Penalty 2590.266024 = -433604.730628 nChanged 3 SP:Iteration 42Q (3316.299685 sec): 3 clusters Score: Raw -436196.359435 + Penalty 2590.266024 = -433606.093411 nChanged 5 SP:Iteration 43Q (3316.350023 sec): 3 clusters Score: Raw -436197.719331 + Penalty 2590.266024 = -433607.453307 nChanged 1 SP:Iteration 44Q (3316.392048 sec): 3 clusters Score: Raw -436198.566699 + Penalty 2590.266024 = -433608.300675 nChanged 0 SP:Iteration 45F (3316.442484 sec): 3 clusters Score: Raw -436198.566699 + Penalty 2590.266024 = -433608.300675 nChanged 0 Trying to split cluster 22 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3316.467857 sec): 2 clusters Score: Raw -32610.044682 + Penalty 929.017001 = -31681.027680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3316.510406 sec): 3 clusters Score: Raw -32673.223721 + Penalty 1858.034003 = -30815.189718 nChanged 63 SP:Iteration 1F (3316.568995 sec): 3 clusters Score: Raw -32785.069803 + Penalty 1858.034003 = -30927.035800 nChanged 23 SP:Iteration 2F (3316.602153 sec): 3 clusters Score: Raw -32856.446695 + Penalty 1858.034003 = -30998.412692 nChanged 22 SP:Iteration 3F (3316.656118 sec): 3 clusters Score: Raw -32958.294875 + Penalty 1858.034003 = -31100.260872 nChanged 22 SP:Iteration 4F (3316.695030 sec): 3 clusters Score: Raw -33085.854685 + Penalty 1858.034003 = -31227.820682 nChanged 16 SP:Iteration 5F (3316.745047 sec): 3 clusters Score: Raw -33197.552446 + Penalty 1858.034003 = -31339.518443 nChanged 9 SP:Iteration 6Q (3316.783328 sec): 3 clusters Score: Raw -33240.277321 + Penalty 1858.034003 = -31382.243318 nChanged 6 SP:Iteration 7Q (3316.822621 sec): 3 clusters Score: Raw -33287.805040 + Penalty 1858.034003 = -31429.771037 nChanged 6 SP:Iteration 8Q (3316.862046 sec): 3 clusters Score: Raw -33323.738649 + Penalty 1858.034003 = -31465.704646 nChanged 1 SP:Iteration 9Q (3316.903011 sec): 3 clusters Score: Raw -33333.148142 + Penalty 1858.034003 = -31475.114139 nChanged 0 SP:Iteration 10F (3316.960763 sec): 3 clusters Score: Raw -33333.148142 + Penalty 1858.034003 = -31475.114139 nChanged 0 Trying to split cluster 23 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3316.981615 sec): 2 clusters Score: Raw -112586.702486 + Penalty 1108.960721 = -111477.741764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3317.018124 sec): 3 clusters Score: Raw -112335.945588 + Penalty 2217.921443 = -110118.024146 nChanged 264 SP:Iteration 1F (3317.071713 sec): 3 clusters Score: Raw -112607.268839 + Penalty 2217.921443 = -110389.347396 nChanged 78 SP:Iteration 2F (3317.094541 sec): 3 clusters Score: Raw -112736.947590 + Penalty 2217.921443 = -110519.026147 nChanged 54 SP:Iteration 3F (3317.099969 sec): 3 clusters Score: Raw -112813.431236 + Penalty 2217.921443 = -110595.509794 nChanged 46 SP:Iteration 4Q (3317.104851 sec): 3 clusters Score: Raw -112888.358472 + Penalty 2217.921443 = -110670.437029 nChanged 41 SP:Iteration 5Q (3317.109697 sec): 3 clusters Score: Raw -112957.887566 + Penalty 2217.921443 = -110739.966123 nChanged 26 SP:Iteration 6Q (3317.114594 sec): 3 clusters Score: Raw -113006.313332 + Penalty 2217.921443 = -110788.391889 nChanged 16 SP:Iteration 7Q (3317.119396 sec): 3 clusters Score: Raw -113024.856305 + Penalty 2217.921443 = -110806.934862 nChanged 9 SP:Iteration 8Q (3317.124252 sec): 3 clusters Score: Raw -113031.782631 + Penalty 2217.921443 = -110813.861188 nChanged 9 SP:Iteration 9Q (3317.129075 sec): 3 clusters Score: Raw -113044.246757 + Penalty 2217.921443 = -110826.325314 nChanged 4 SP:Iteration 10Q (3317.133838 sec): 3 clusters Score: Raw -113052.914109 + Penalty 2217.921443 = -110834.992667 nChanged 4 SP:Iteration 11Q (3317.138626 sec): 3 clusters Score: Raw -113057.629012 + Penalty 2217.921443 = -110839.707570 nChanged 2 SP:Iteration 12Q (3317.143425 sec): 3 clusters Score: Raw -113059.379517 + Penalty 2217.921443 = -110841.458074 nChanged 1 SP:Iteration 13Q (3317.148220 sec): 3 clusters Score: Raw -113059.659711 + Penalty 2217.921443 = -110841.738268 nChanged 1 SP:Iteration 14Q (3317.153007 sec): 3 clusters Score: Raw -113060.240341 + Penalty 2217.921443 = -110842.318899 nChanged 0 SP:Iteration 15F (3317.194483 sec): 3 clusters Score: Raw -113060.240341 + Penalty 2217.921443 = -110842.318899 nChanged 0 Trying to split cluster 24 (4991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3317.237872 sec): 2 clusters Score: Raw -726113.001990 + Penalty 1383.751130 = -724729.250860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3317.290669 sec): 3 clusters Score: Raw -723544.068818 + Penalty 2767.502260 = -720776.566558 nChanged 1989 SP:Iteration 1F (3317.336477 sec): 3 clusters Score: Raw -724584.685379 + Penalty 2767.502260 = -721817.183119 nChanged 353 SP:Iteration 2F (3317.385919 sec): 3 clusters Score: Raw -724777.532448 + Penalty 2767.502260 = -722010.030188 nChanged 253 SP:Iteration 3F (3317.427235 sec): 3 clusters Score: Raw -724913.388177 + Penalty 2767.502260 = -722145.885917 nChanged 225 SP:Iteration 4Q (3317.472908 sec): 3 clusters Score: Raw -725042.345007 + Penalty 2767.502260 = -722274.842747 nChanged 216 SP:Iteration 5Q (3317.527862 sec): 3 clusters Score: Raw -725178.149521 + Penalty 2767.502260 = -722410.647261 nChanged 225 SP:Iteration 6Q (3317.580877 sec): 3 clusters Score: Raw -725317.065696 + Penalty 2767.502260 = -722549.563436 nChanged 204 SP:Iteration 7Q (3317.630212 sec): 3 clusters Score: Raw -725456.780815 + Penalty 2767.502260 = -722689.278555 nChanged 200 SP:Iteration 8Q (3317.671963 sec): 3 clusters Score: Raw -725587.988666 + Penalty 2767.502260 = -722820.486406 nChanged 171 SP:Iteration 9Q (3317.723403 sec): 3 clusters Score: Raw -725716.852474 + Penalty 2767.502260 = -722949.350214 nChanged 170 SP:Iteration 10Q (3317.788534 sec): 3 clusters Score: Raw -725843.573684 + Penalty 2767.502260 = -723076.071424 nChanged 150 SP:Iteration 11Q (3317.833876 sec): 3 clusters Score: Raw -725950.640665 + Penalty 2767.502260 = -723183.138405 nChanged 130 SP:Iteration 12Q (3317.900494 sec): 3 clusters Score: Raw -726045.690351 + Penalty 2767.502260 = -723278.188091 nChanged 99 SP:Iteration 13Q (3317.956314 sec): 3 clusters Score: Raw -726106.742467 + Penalty 2767.502260 = -723339.240207 nChanged 79 SP:Iteration 14Q (3318.013585 sec): 3 clusters Score: Raw -726158.912476 + Penalty 2767.502260 = -723391.410216 nChanged 65 SP:Iteration 15Q (3318.068468 sec): 3 clusters Score: Raw -726199.639600 + Penalty 2767.502260 = -723432.137340 nChanged 42 SP:Iteration 16Q (3318.120499 sec): 3 clusters Score: Raw -726218.658762 + Penalty 2767.502260 = -723451.156502 nChanged 36 SP:Iteration 17Q (3318.175299 sec): 3 clusters Score: Raw -726237.026054 + Penalty 2767.502260 = -723469.523794 nChanged 32 SP:Iteration 18Q (3318.221108 sec): 3 clusters Score: Raw -726249.724586 + Penalty 2767.502260 = -723482.222326 nChanged 22 SP:Iteration 19Q (3318.287400 sec): 3 clusters Score: Raw -726261.120420 + Penalty 2767.502260 = -723493.618160 nChanged 23 SP:Iteration 20F (3318.338346 sec): 3 clusters Score: Raw -726271.616206 + Penalty 2767.502260 = -723504.113945 nChanged 20 SP:Iteration 21Q (3318.391096 sec): 3 clusters Score: Raw -726282.031799 + Penalty 2767.502260 = -723514.529539 nChanged 16 SP:Iteration 22Q (3318.437152 sec): 3 clusters Score: Raw -726288.352933 + Penalty 2767.502260 = -723520.850672 nChanged 16 SP:Iteration 23Q (3318.487073 sec): 3 clusters Score: Raw -726292.981448 + Penalty 2767.502260 = -723525.479187 nChanged 11 SP:Iteration 24Q (3318.537564 sec): 3 clusters Score: Raw -726295.765657 + Penalty 2767.502260 = -723528.263397 nChanged 10 SP:Iteration 25Q (3318.592806 sec): 3 clusters Score: Raw -726299.467519 + Penalty 2767.502260 = -723531.965259 nChanged 11 SP:Iteration 26Q (3318.647852 sec): 3 clusters Score: Raw -726304.568432 + Penalty 2767.502260 = -723537.066172 nChanged 9 SP:Iteration 27Q (3318.714274 sec): 3 clusters Score: Raw -726309.219094 + Penalty 2767.502260 = -723541.716834 nChanged 14 SP:Iteration 28Q (3318.749888 sec): 3 clusters Score: Raw -726313.551737 + Penalty 2767.502260 = -723546.049477 nChanged 8 SP:Iteration 29Q (3318.802216 sec): 3 clusters Score: Raw -726316.259351 + Penalty 2767.502260 = -723548.757091 nChanged 0 SP:Iteration 30F (3318.858419 sec): 3 clusters Score: Raw -726316.259351 + Penalty 2767.502260 = -723548.757091 nChanged 0 Trying to split cluster 25 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3318.877795 sec): 2 clusters Score: Raw -17577.013702 + Penalty 943.334432 = -16633.679269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3318.927055 sec): 3 clusters Score: Raw -17642.939678 + Penalty 1886.668865 = -15756.270813 nChanged 76 SP:Iteration 1F (3318.976404 sec): 3 clusters Score: Raw -17808.108805 + Penalty 1886.668865 = -15921.439940 nChanged 26 SP:Iteration 2F (3319.025984 sec): 3 clusters Score: Raw -17865.577509 + Penalty 1886.668865 = -15978.908644 nChanged 18 SP:Iteration 3F (3319.082992 sec): 3 clusters Score: Raw -17930.153567 + Penalty 1886.668865 = -16043.484702 nChanged 16 SP:Iteration 4Q (3319.132426 sec): 3 clusters Score: Raw -17973.611478 + Penalty 1886.668865 = -16086.942613 nChanged 8 SP:Iteration 5Q (3319.166389 sec): 3 clusters Score: Raw -17995.562649 + Penalty 1886.668865 = -16108.893784 nChanged 7 SP:Iteration 6Q (3319.222503 sec): 3 clusters Score: Raw -18041.155514 + Penalty 1886.668865 = -16154.486649 nChanged 3 SP:Iteration 7Q (3319.251613 sec): 3 clusters Score: Raw -18049.340882 + Penalty 1886.668865 = -16162.672017 nChanged 1 SP:Iteration 8Q (3319.300878 sec): 3 clusters Score: Raw -18051.555559 + Penalty 1886.668865 = -16164.886694 nChanged 1 SP:Iteration 9Q (3319.338172 sec): 3 clusters Score: Raw -18052.729879 + Penalty 1886.668865 = -16166.061014 nChanged 0 SP:Iteration 10F (3319.387844 sec): 3 clusters Score: Raw -18052.729879 + Penalty 1886.668865 = -16166.061014 nChanged 0 Trying to split cluster 26 (3825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3319.417076 sec): 2 clusters Score: Raw -509815.177905 + Penalty 1340.513484 = -508474.664421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3319.475410 sec): 3 clusters Score: Raw -507926.419839 + Penalty 2681.026968 = -505245.392871 nChanged 1532 SP:Iteration 1F (3319.512978 sec): 3 clusters Score: Raw -508842.534697 + Penalty 2681.026968 = -506161.507729 nChanged 302 SP:Iteration 2F (3319.564991 sec): 3 clusters Score: Raw -509039.574338 + Penalty 2681.026968 = -506358.547370 nChanged 213 SP:Iteration 3F (3319.619093 sec): 3 clusters Score: Raw -509166.725748 + Penalty 2681.026968 = -506485.698781 nChanged 161 SP:Iteration 4Q (3319.672725 sec): 3 clusters Score: Raw -509255.380427 + Penalty 2681.026968 = -506574.353460 nChanged 121 SP:Iteration 5Q (3319.726781 sec): 3 clusters Score: Raw -509336.654477 + Penalty 2681.026968 = -506655.627510 nChanged 124 SP:Iteration 6Q (3319.780487 sec): 3 clusters Score: Raw -509421.060187 + Penalty 2681.026968 = -506740.033219 nChanged 134 SP:Iteration 7Q (3319.833574 sec): 3 clusters Score: Raw -509510.116779 + Penalty 2681.026968 = -506829.089812 nChanged 141 SP:Iteration 8Q (3319.871444 sec): 3 clusters Score: Raw -509600.906406 + Penalty 2681.026968 = -506919.879439 nChanged 146 SP:Iteration 9Q (3319.925016 sec): 3 clusters Score: Raw -509709.504891 + Penalty 2681.026968 = -507028.477924 nChanged 153 SP:Iteration 10Q (3319.980910 sec): 3 clusters Score: Raw -509837.017820 + Penalty 2681.026968 = -507155.990852 nChanged 155 SP:Iteration 11Q (3320.019886 sec): 3 clusters Score: Raw -509960.629652 + Penalty 2681.026968 = -507279.602684 nChanged 137 SP:Iteration 12Q (3320.073567 sec): 3 clusters Score: Raw -510059.396647 + Penalty 2681.026968 = -507378.369679 nChanged 112 SP:Iteration 13Q (3320.127240 sec): 3 clusters Score: Raw -510142.831024 + Penalty 2681.026968 = -507461.804056 nChanged 92 SP:Iteration 14Q (3320.180571 sec): 3 clusters Score: Raw -510213.086783 + Penalty 2681.026968 = -507532.059815 nChanged 70 SP:Iteration 15Q (3320.235713 sec): 3 clusters Score: Raw -510266.620994 + Penalty 2681.026968 = -507585.594026 nChanged 54 SP:Iteration 16Q (3320.290709 sec): 3 clusters Score: Raw -510302.271860 + Penalty 2681.026968 = -507621.244892 nChanged 34 SP:Iteration 17Q (3320.338684 sec): 3 clusters Score: Raw -510323.066512 + Penalty 2681.026968 = -507642.039544 nChanged 18 SP:Iteration 18Q (3320.391787 sec): 3 clusters Score: Raw -510333.932435 + Penalty 2681.026968 = -507652.905468 nChanged 15 SP:Iteration 19Q (3320.433524 sec): 3 clusters Score: Raw -510348.167382 + Penalty 2681.026968 = -507667.140415 nChanged 17 SP:Iteration 20F (3320.490397 sec): 3 clusters Score: Raw -510360.107054 + Penalty 2681.026968 = -507679.080086 nChanged 16 SP:Iteration 21Q (3320.540822 sec): 3 clusters Score: Raw -510371.391472 + Penalty 2681.026968 = -507690.364504 nChanged 14 SP:Iteration 22Q (3320.575590 sec): 3 clusters Score: Raw -510380.135821 + Penalty 2681.026968 = -507699.108853 nChanged 11 SP:Iteration 23Q (3320.595707 sec): 3 clusters Score: Raw -510384.953553 + Penalty 2681.026968 = -507703.926586 nChanged 5 SP:Iteration 24Q (3320.613700 sec): 3 clusters Score: Raw -510387.708355 + Penalty 2681.026968 = -507706.681387 nChanged 5 SP:Iteration 25Q (3320.671024 sec): 3 clusters Score: Raw -510391.343130 + Penalty 2681.026968 = -507710.316163 nChanged 5 SP:Iteration 26Q (3320.727146 sec): 3 clusters Score: Raw -510393.127747 + Penalty 2681.026968 = -507712.100779 nChanged 2 SP:Iteration 27Q (3320.778990 sec): 3 clusters Score: Raw -510393.425711 + Penalty 2681.026968 = -507712.398743 nChanged 0 SP:Iteration 28F (3320.823180 sec): 3 clusters Score: Raw -510393.425711 + Penalty 2681.026968 = -507712.398743 nChanged 0 Trying to split cluster 27 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3320.855667 sec): 2 clusters Score: Raw -50657.564071 + Penalty 953.301059 = -49704.263012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3320.901152 sec): 3 clusters Score: Raw -50752.654351 + Penalty 1906.602119 = -48846.052233 nChanged 82 SP:Iteration 1F (3320.943782 sec): 3 clusters Score: Raw -50919.017680 + Penalty 1906.602119 = -49012.415562 nChanged 15 SP:Iteration 2Q (3320.981428 sec): 3 clusters Score: Raw -50955.335245 + Penalty 1906.602119 = -49048.733126 nChanged 9 SP:Iteration 3Q (3321.026953 sec): 3 clusters Score: Raw -50971.040590 + Penalty 1906.602119 = -49064.438471 nChanged 3 SP:Iteration 4Q (3321.066935 sec): 3 clusters Score: Raw -50977.120485 + Penalty 1906.602119 = -49070.518367 nChanged 6 SP:Iteration 5Q (3321.109364 sec): 3 clusters Score: Raw -50989.881028 + Penalty 1906.602119 = -49083.278910 nChanged 2 SP:Iteration 6Q (3321.156072 sec): 3 clusters Score: Raw -50994.709952 + Penalty 1906.602119 = -49088.107834 nChanged 0 SP:Iteration 7F (3321.190677 sec): 3 clusters Score: Raw -50994.709952 + Penalty 1906.602119 = -49088.107834 nChanged 0 Trying to split cluster 28 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.223586 sec): 2 clusters Score: Raw -22162.240325 + Penalty 921.915031 = -21240.325294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.257869 sec): 3 clusters Score: Raw -22285.309647 + Penalty 1843.830062 = -20441.479585 nChanged 67 SP:Iteration 1F (3321.298628 sec): 3 clusters Score: Raw -22411.531373 + Penalty 1843.830062 = -20567.701311 nChanged 16 SP:Iteration 2F (3321.355450 sec): 3 clusters Score: Raw -22452.580547 + Penalty 1843.830062 = -20608.750486 nChanged 2 SP:Iteration 3Q (3321.390217 sec): 3 clusters Score: Raw -22458.099475 + Penalty 1843.830062 = -20614.269413 nChanged 3 SP:Iteration 4Q (3321.436427 sec): 3 clusters Score: Raw -22462.506370 + Penalty 1843.830062 = -20618.676308 nChanged 1 SP:Iteration 5Q (3321.493189 sec): 3 clusters Score: Raw -22462.818008 + Penalty 1843.830062 = -20618.987946 nChanged 0 SP:Iteration 6F (3321.528792 sec): 3 clusters Score: Raw -22462.818008 + Penalty 1843.830062 = -20618.987946 nChanged 0 Trying to split cluster 29 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.560162 sec): 2 clusters Score: Raw -25217.055407 + Penalty 855.187156 = -24361.868251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.607373 sec): 3 clusters Score: Raw -25326.267596 + Penalty 1710.374311 = -23615.893285 nChanged 23 SP:Iteration 1F (3321.646064 sec): 3 clusters Score: Raw -25396.643999 + Penalty 1710.374311 = -23686.269688 nChanged 8 SP:Iteration 2Q (3321.693204 sec): 3 clusters Score: Raw -25423.290673 + Penalty 1710.374311 = -23712.916362 nChanged 3 SP:Iteration 3Q (3321.725661 sec): 3 clusters Score: Raw -25433.822979 + Penalty 1710.374311 = -23723.448667 nChanged 2 SP:Iteration 4Q (3321.771660 sec): 3 clusters Score: Raw -25439.993377 + Penalty 1710.374311 = -23729.619066 nChanged 0 SP:Iteration 5F (3321.825247 sec): 3 clusters Score: Raw -25439.993377 + Penalty 1710.374311 = -23729.619066 nChanged 0 Trying to split cluster 30 (6111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.859990 sec): 2 clusters Score: Raw -875910.033259 + Penalty 1416.649927 = -874493.383332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.899406 sec): 3 clusters Score: Raw -872602.155980 + Penalty 2833.299854 = -869768.856126 nChanged 2495 SP:Iteration 1F (3321.951136 sec): 3 clusters Score: Raw -874080.570791 + Penalty 2833.299854 = -871247.270937 nChanged 460 SP:Iteration 2F (3322.005108 sec): 3 clusters Score: Raw -874346.034283 + Penalty 2833.299854 = -871512.734429 nChanged 363 SP:Iteration 3F (3322.067903 sec): 3 clusters Score: Raw -874590.756029 + Penalty 2833.299854 = -871757.456175 nChanged 357 SP:Iteration 4F (3322.117845 sec): 3 clusters Score: Raw -874837.239737 + Penalty 2833.299854 = -872003.939883 nChanged 333 SP:Iteration 5F (3322.178401 sec): 3 clusters Score: Raw -875070.666570 + Penalty 2833.299854 = -872237.366716 nChanged 323 SP:Iteration 6F (3322.225763 sec): 3 clusters Score: Raw -875315.414147 + Penalty 2833.299854 = -872482.114292 nChanged 291 SP:Iteration 7Q (3322.290933 sec): 3 clusters Score: Raw -875544.016188 + Penalty 2833.299854 = -872710.716334 nChanged 250 SP:Iteration 8Q (3322.339192 sec): 3 clusters Score: Raw -875731.809581 + Penalty 2833.299854 = -872898.509727 nChanged 184 SP:Iteration 9Q (3322.404186 sec): 3 clusters Score: Raw -875858.600336 + Penalty 2833.299854 = -873025.300482 nChanged 153 SP:Iteration 10Q (3322.458472 sec): 3 clusters Score: Raw -875955.132348 + Penalty 2833.299854 = -873121.832494 nChanged 106 SP:Iteration 11Q (3322.515085 sec): 3 clusters Score: Raw -876015.354324 + Penalty 2833.299854 = -873182.054470 nChanged 73 SP:Iteration 12Q (3322.561982 sec): 3 clusters Score: Raw -876051.380745 + Penalty 2833.299854 = -873218.080891 nChanged 56 SP:Iteration 13Q (3322.612419 sec): 3 clusters Score: Raw -876079.454937 + Penalty 2833.299854 = -873246.155083 nChanged 43 SP:Iteration 14Q (3322.676218 sec): 3 clusters Score: Raw -876097.485217 + Penalty 2833.299854 = -873264.185363 nChanged 30 SP:Iteration 15Q (3322.735082 sec): 3 clusters Score: Raw -876109.844421 + Penalty 2833.299854 = -873276.544567 nChanged 25 SP:Iteration 16Q (3322.793722 sec): 3 clusters Score: Raw -876121.816689 + Penalty 2833.299854 = -873288.516835 nChanged 25 SP:Iteration 17Q (3322.852085 sec): 3 clusters Score: Raw -876133.440038 + Penalty 2833.299854 = -873300.140184 nChanged 24 SP:Iteration 18Q (3322.901533 sec): 3 clusters Score: Raw -876143.550347 + Penalty 2833.299854 = -873310.250493 nChanged 20 SP:Iteration 19Q (3322.941611 sec): 3 clusters Score: Raw -876151.059761 + Penalty 2833.299854 = -873317.759907 nChanged 12 SP:Iteration 20F (3322.993090 sec): 3 clusters Score: Raw -876154.748206 + Penalty 2833.299854 = -873321.448352 nChanged 11 SP:Iteration 21Q (3323.045580 sec): 3 clusters Score: Raw -876157.918189 + Penalty 2833.299854 = -873324.618335 nChanged 10 SP:Iteration 22Q (3323.100512 sec): 3 clusters Score: Raw -876161.162402 + Penalty 2833.299854 = -873327.862547 nChanged 5 SP:Iteration 23Q (3323.162143 sec): 3 clusters Score: Raw -876162.878030 + Penalty 2833.299854 = -873329.578176 nChanged 9 SP:Iteration 24Q (3323.196629 sec): 3 clusters Score: Raw -876165.599157 + Penalty 2833.299854 = -873332.299303 nChanged 7 SP:Iteration 25Q (3323.250230 sec): 3 clusters Score: Raw -876168.129641 + Penalty 2833.299854 = -873334.829787 nChanged 5 SP:Iteration 26Q (3323.313461 sec): 3 clusters Score: Raw -876170.160178 + Penalty 2833.299854 = -873336.860324 nChanged 6 SP:Iteration 27Q (3323.366048 sec): 3 clusters Score: Raw -876172.066289 + Penalty 2833.299854 = -873338.766435 nChanged 6 SP:Iteration 28Q (3323.406757 sec): 3 clusters Score: Raw -876173.706690 + Penalty 2833.299854 = -873340.406836 nChanged 3 SP:Iteration 29Q (3323.458084 sec): 3 clusters Score: Raw -876174.528644 + Penalty 2833.299854 = -873341.228790 nChanged 3 SP:Iteration 30Q (3323.504776 sec): 3 clusters Score: Raw -876175.783719 + Penalty 2833.299854 = -873342.483865 nChanged 2 SP:Iteration 31Q (3323.558593 sec): 3 clusters Score: Raw -876176.038710 + Penalty 2833.299854 = -873342.738856 nChanged 2 SP:Iteration 32Q (3323.616303 sec): 3 clusters Score: Raw -876176.377369 + Penalty 2833.299854 = -873343.077515 nChanged 1 SP:Iteration 33Q (3323.673450 sec): 3 clusters Score: Raw -876176.807403 + Penalty 2833.299854 = -873343.507549 nChanged 2 SP:Iteration 34Q (3323.723692 sec): 3 clusters Score: Raw -876177.202833 + Penalty 2833.299854 = -873343.902979 nChanged 0 SP:Iteration 35F (3323.779301 sec): 3 clusters Score: Raw -876177.202833 + Penalty 2833.299854 = -873343.902979 nChanged 0 Trying to split cluster 31 (5301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3323.809090 sec): 2 clusters Score: Raw -718198.282065 + Penalty 1393.543249 = -716804.738816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3323.863504 sec): 3 clusters Score: Raw -715396.095388 + Penalty 2787.086497 = -712609.008891 nChanged 2209 SP:Iteration 1F (3323.919250 sec): 3 clusters Score: Raw -716635.381576 + Penalty 2787.086497 = -713848.295079 nChanged 424 SP:Iteration 2F (3323.975799 sec): 3 clusters Score: Raw -716893.943858 + Penalty 2787.086497 = -714106.857360 nChanged 341 SP:Iteration 3F (3324.028658 sec): 3 clusters Score: Raw -717115.809104 + Penalty 2787.086497 = -714328.722606 nChanged 320 SP:Iteration 4F (3324.074900 sec): 3 clusters Score: Raw -717347.045027 + Penalty 2787.086497 = -714559.958530 nChanged 299 SP:Iteration 5F (3324.126122 sec): 3 clusters Score: Raw -717560.258802 + Penalty 2787.086497 = -714773.172304 nChanged 298 SP:Iteration 6F (3324.179230 sec): 3 clusters Score: Raw -717769.169021 + Penalty 2787.086497 = -714982.082523 nChanged 239 SP:Iteration 7Q (3324.235349 sec): 3 clusters Score: Raw -717926.848635 + Penalty 2787.086497 = -715139.762137 nChanged 215 SP:Iteration 8Q (3324.282409 sec): 3 clusters Score: Raw -718080.316376 + Penalty 2787.086497 = -715293.229879 nChanged 175 SP:Iteration 9Q (3324.337722 sec): 3 clusters Score: Raw -718208.278970 + Penalty 2787.086497 = -715421.192473 nChanged 160 SP:Iteration 10Q (3324.394136 sec): 3 clusters Score: Raw -718339.859325 + Penalty 2787.086497 = -715552.772828 nChanged 125 SP:Iteration 11Q (3324.449603 sec): 3 clusters Score: Raw -718457.358962 + Penalty 2787.086497 = -715670.272464 nChanged 120 SP:Iteration 12Q (3324.505146 sec): 3 clusters Score: Raw -718573.043087 + Penalty 2787.086497 = -715785.956590 nChanged 86 SP:Iteration 13Q (3324.553376 sec): 3 clusters Score: Raw -718649.494133 + Penalty 2787.086497 = -715862.407636 nChanged 57 SP:Iteration 14Q (3324.611091 sec): 3 clusters Score: Raw -718694.374706 + Penalty 2787.086497 = -715907.288208 nChanged 42 SP:Iteration 15Q (3324.665574 sec): 3 clusters Score: Raw -718725.079260 + Penalty 2787.086497 = -715937.992763 nChanged 41 SP:Iteration 16Q (3324.714532 sec): 3 clusters Score: Raw -718752.991421 + Penalty 2787.086497 = -715965.904924 nChanged 28 SP:Iteration 17Q (3324.761337 sec): 3 clusters Score: Raw -718773.165896 + Penalty 2787.086497 = -715986.079399 nChanged 26 SP:Iteration 18Q (3324.815130 sec): 3 clusters Score: Raw -718784.423378 + Penalty 2787.086497 = -715997.336881 nChanged 19 SP:Iteration 19Q (3324.871198 sec): 3 clusters Score: Raw -718798.660961 + Penalty 2787.086497 = -716011.574464 nChanged 20 SP:Iteration 20F (3324.928690 sec): 3 clusters Score: Raw -718814.646821 + Penalty 2787.086497 = -716027.560324 nChanged 20 SP:Iteration 21Q (3324.983689 sec): 3 clusters Score: Raw -718824.184778 + Penalty 2787.086497 = -716037.098280 nChanged 12 SP:Iteration 22Q (3325.037726 sec): 3 clusters Score: Raw -718831.988212 + Penalty 2787.086497 = -716044.901715 nChanged 10 SP:Iteration 23Q (3325.091797 sec): 3 clusters Score: Raw -718835.989118 + Penalty 2787.086497 = -716048.902621 nChanged 9 SP:Iteration 24Q (3325.141548 sec): 3 clusters Score: Raw -718839.709658 + Penalty 2787.086497 = -716052.623161 nChanged 10 SP:Iteration 25Q (3325.201553 sec): 3 clusters Score: Raw -718842.790940 + Penalty 2787.086497 = -716055.704442 nChanged 4 SP:Iteration 26Q (3325.244695 sec): 3 clusters Score: Raw -718843.865313 + Penalty 2787.086497 = -716056.778816 nChanged 5 SP:Iteration 27Q (3325.305307 sec): 3 clusters Score: Raw -718846.531708 + Penalty 2787.086497 = -716059.445211 nChanged 9 SP:Iteration 28Q (3325.345715 sec): 3 clusters Score: Raw -718850.137541 + Penalty 2787.086497 = -716063.051044 nChanged 2 SP:Iteration 29Q (3325.395483 sec): 3 clusters Score: Raw -718850.676856 + Penalty 2787.086497 = -716063.590359 nChanged 0 SP:Iteration 30F (3325.441433 sec): 3 clusters Score: Raw -718850.676856 + Penalty 2787.086497 = -716063.590359 nChanged 0 Trying to split cluster 32 (29794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3325.503362 sec): 2 clusters Score: Raw -4200711.716026 + Penalty 1674.085125 = -4199037.630900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3325.599661 sec): 3 clusters Score: Raw -4182390.198405 + Penalty 3348.170251 = -4179042.028154 nChanged 13667 SP:Iteration 1F (3325.696119 sec): 3 clusters Score: Raw -4190076.463515 + Penalty 3348.170251 = -4186728.293265 nChanged 1380 SP:Iteration 2Q (3325.782320 sec): 3 clusters Score: Raw -4190493.496554 + Penalty 3348.170251 = -4187145.326303 nChanged 1256 SP:Iteration 3Q (3325.889002 sec): 3 clusters Score: Raw -4190859.383801 + Penalty 3348.170251 = -4187511.213550 nChanged 1117 SP:Iteration 4Q (3325.991260 sec): 3 clusters Score: Raw -4191195.500136 + Penalty 3348.170251 = -4187847.329885 nChanged 1076 SP:Iteration 5Q (3326.090446 sec): 3 clusters Score: Raw -4191567.897459 + Penalty 3348.170251 = -4188219.727208 nChanged 1108 SP:Iteration 6Q (3326.180419 sec): 3 clusters Score: Raw -4191980.029232 + Penalty 3348.170251 = -4188631.858981 nChanged 1166 SP:Iteration 7Q (3326.281118 sec): 3 clusters Score: Raw -4192469.183788 + Penalty 3348.170251 = -4189121.013537 nChanged 1303 SP:Iteration 8Q (3326.383310 sec): 3 clusters Score: Raw -4193118.079009 + Penalty 3348.170251 = -4189769.908758 nChanged 1397 SP:Iteration 9Q (3326.482758 sec): 3 clusters Score: Raw -4193955.375499 + Penalty 3348.170251 = -4190607.205249 nChanged 1486 SP:Iteration 10Q (3326.574242 sec): 3 clusters Score: Raw -4194997.069357 + Penalty 3348.170251 = -4191648.899107 nChanged 1491 SP:Iteration 11F (3326.679000 sec): 3 clusters Score: Raw -4196095.447352 + Penalty 3348.170251 = -4192747.277101 nChanged 1327 SP:Iteration 12Q (3326.776738 sec): 3 clusters Score: Raw -4197037.358963 + Penalty 3348.170251 = -4193689.188713 nChanged 1104 SP:Iteration 13Q (3326.872529 sec): 3 clusters Score: Raw -4197786.015133 + Penalty 3348.170251 = -4194437.844882 nChanged 902 SP:Iteration 14Q (3326.960071 sec): 3 clusters Score: Raw -4198367.953823 + Penalty 3348.170251 = -4195019.783572 nChanged 731 SP:Iteration 15Q (3327.041688 sec): 3 clusters Score: Raw -4198829.180345 + Penalty 3348.170251 = -4195481.010095 nChanged 623 SP:Iteration 16Q (3327.111388 sec): 3 clusters Score: Raw -4199213.844722 + Penalty 3348.170251 = -4195865.674472 nChanged 527 SP:Iteration 17Q (3327.195729 sec): 3 clusters Score: Raw -4199521.260217 + Penalty 3348.170251 = -4196173.089966 nChanged 450 SP:Iteration 18Q (3327.284174 sec): 3 clusters Score: Raw -4199782.373060 + Penalty 3348.170251 = -4196434.202809 nChanged 377 SP:Iteration 19Q (3327.382285 sec): 3 clusters Score: Raw -4199996.520057 + Penalty 3348.170251 = -4196648.349806 nChanged 331 SP:Iteration 20F (3327.470765 sec): 3 clusters Score: Raw -4200173.792854 + Penalty 3348.170251 = -4196825.622603 nChanged 293 SP:Iteration 21Q (3327.557232 sec): 3 clusters Score: Raw -4200327.331839 + Penalty 3348.170251 = -4196979.161588 nChanged 245 SP:Iteration 22Q (3327.650395 sec): 3 clusters Score: Raw -4200456.297975 + Penalty 3348.170251 = -4197108.127724 nChanged 223 SP:Iteration 23Q (3327.728757 sec): 3 clusters Score: Raw -4200567.308554 + Penalty 3348.170251 = -4197219.138303 nChanged 187 SP:Iteration 24Q (3327.811313 sec): 3 clusters Score: Raw -4200665.891383 + Penalty 3348.170251 = -4197317.721133 nChanged 144 SP:Iteration 25Q (3327.903999 sec): 3 clusters Score: Raw -4200739.652879 + Penalty 3348.170251 = -4197391.482628 nChanged 130 SP:Iteration 26Q (3327.979984 sec): 3 clusters Score: Raw -4200812.684196 + Penalty 3348.170251 = -4197464.513946 nChanged 102 SP:Iteration 27Q (3328.074526 sec): 3 clusters Score: Raw -4200862.323095 + Penalty 3348.170251 = -4197514.152844 nChanged 88 SP:Iteration 28Q (3328.149568 sec): 3 clusters Score: Raw -4200902.996107 + Penalty 3348.170251 = -4197554.825857 nChanged 71 SP:Iteration 29Q (3328.230377 sec): 3 clusters Score: Raw -4200935.943233 + Penalty 3348.170251 = -4197587.772982 nChanged 45 SP:Iteration 30Q (3328.315134 sec): 3 clusters Score: Raw -4200958.528927 + Penalty 3348.170251 = -4197610.358676 nChanged 37 SP:Iteration 31Q (3328.412613 sec): 3 clusters Score: Raw -4200978.537419 + Penalty 3348.170251 = -4197630.367169 nChanged 36 SP:Iteration 32Q (3328.501503 sec): 3 clusters Score: Raw -4200996.446339 + Penalty 3348.170251 = -4197648.276088 nChanged 26 SP:Iteration 33Q (3328.580798 sec): 3 clusters Score: Raw -4201012.577488 + Penalty 3348.170251 = -4197664.407237 nChanged 19 SP:Iteration 34Q (3328.631621 sec): 3 clusters Score: Raw -4201022.829950 + Penalty 3348.170251 = -4197674.659699 nChanged 24 SP:Iteration 35Q (3328.688678 sec): 3 clusters Score: Raw -4201033.914958 + Penalty 3348.170251 = -4197685.744707 nChanged 14 SP:Iteration 36Q (3328.733697 sec): 3 clusters Score: Raw -4201040.723092 + Penalty 3348.170251 = -4197692.552841 nChanged 17 SP:Iteration 37Q (3328.784815 sec): 3 clusters Score: Raw -4201050.510301 + Penalty 3348.170251 = -4197702.340050 nChanged 15 SP:Iteration 38Q (3328.871127 sec): 3 clusters Score: Raw -4201056.894932 + Penalty 3348.170251 = -4197708.724681 nChanged 12 SP:Iteration 39Q (3328.970856 sec): 3 clusters Score: Raw -4201063.378125 + Penalty 3348.170251 = -4197715.207874 nChanged 17 SP:Iteration 40F (3329.058541 sec): 3 clusters Score: Raw -4201069.472701 + Penalty 3348.170251 = -4197721.302450 nChanged 12 SP:Iteration 41Q (3329.136712 sec): 3 clusters Score: Raw -4201074.723335 + Penalty 3348.170251 = -4197726.553084 nChanged 11 SP:Iteration 42Q (3329.221321 sec): 3 clusters Score: Raw -4201079.765926 + Penalty 3348.170251 = -4197731.595675 nChanged 9 SP:Iteration 43Q (3329.312635 sec): 3 clusters Score: Raw -4201084.503695 + Penalty 3348.170251 = -4197736.333444 nChanged 6 SP:Iteration 44Q (3329.397857 sec): 3 clusters Score: Raw -4201086.854437 + Penalty 3348.170251 = -4197738.684187 nChanged 4 SP:Iteration 45Q (3329.465610 sec): 3 clusters Score: Raw -4201088.256873 + Penalty 3348.170251 = -4197740.086622 nChanged 3 SP:Iteration 46Q (3329.549495 sec): 3 clusters Score: Raw -4201089.367466 + Penalty 3348.170251 = -4197741.197215 nChanged 3 SP:Iteration 47Q (3329.620399 sec): 3 clusters Score: Raw -4201090.478785 + Penalty 3348.170251 = -4197742.308534 nChanged 5 SP:Iteration 48Q (3329.704355 sec): 3 clusters Score: Raw -4201092.842363 + Penalty 3348.170251 = -4197744.672113 nChanged 5 SP:Iteration 49Q (3329.776659 sec): 3 clusters Score: Raw -4201094.772030 + Penalty 3348.170251 = -4197746.601779 nChanged 6 SP:Iteration 50Q (3329.848314 sec): 3 clusters Score: Raw -4201096.937859 + Penalty 3348.170251 = -4197748.767609 nChanged 3 SP:Iteration 51Q (3329.932544 sec): 3 clusters Score: Raw -4201098.323456 + Penalty 3348.170251 = -4197750.153205 nChanged 3 SP:Iteration 52Q (3330.016233 sec): 3 clusters Score: Raw -4201099.874828 + Penalty 3348.170251 = -4197751.704577 nChanged 4 SP:Iteration 53Q (3330.089839 sec): 3 clusters Score: Raw -4201101.668918 + Penalty 3348.170251 = -4197753.498667 nChanged 2 SP:Iteration 54Q (3330.175613 sec): 3 clusters Score: Raw -4201102.563432 + Penalty 3348.170251 = -4197754.393181 nChanged 3 SP:Iteration 55Q (3330.266363 sec): 3 clusters Score: Raw -4201103.828616 + Penalty 3348.170251 = -4197755.658365 nChanged 4 SP:Iteration 56Q (3330.354790 sec): 3 clusters Score: Raw -4201105.514867 + Penalty 3348.170251 = -4197757.344616 nChanged 0 SP:Iteration 57F (3330.419986 sec): 3 clusters Score: Raw -4201105.514867 + Penalty 3348.170251 = -4197757.344616 nChanged 0 Trying to split cluster 33 (12446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3330.445824 sec): 2 clusters Score: Raw -1803367.050122 + Penalty 1532.237617 = -1801834.812505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3330.526360 sec): 3 clusters Score: Raw -1796220.892814 + Penalty 3064.475234 = -1793156.417581 nChanged 5386 SP:Iteration 1F (3330.581265 sec): 3 clusters Score: Raw -1799270.424035 + Penalty 3064.475234 = -1796205.948802 nChanged 819 SP:Iteration 2F (3330.654570 sec): 3 clusters Score: Raw -1799675.527051 + Penalty 3064.475234 = -1796611.051817 nChanged 708 SP:Iteration 3F (3330.717872 sec): 3 clusters Score: Raw -1800030.737013 + Penalty 3064.475234 = -1796966.261779 nChanged 629 SP:Iteration 4F (3330.773719 sec): 3 clusters Score: Raw -1800327.089623 + Penalty 3064.475234 = -1797262.614389 nChanged 541 SP:Iteration 5Q (3330.839535 sec): 3 clusters Score: Raw -1800580.272851 + Penalty 3064.475234 = -1797515.797617 nChanged 495 SP:Iteration 6Q (3330.915510 sec): 3 clusters Score: Raw -1800820.043739 + Penalty 3064.475234 = -1797755.568505 nChanged 505 SP:Iteration 7Q (3330.983701 sec): 3 clusters Score: Raw -1801091.849366 + Penalty 3064.475234 = -1798027.374133 nChanged 501 SP:Iteration 8Q (3331.048960 sec): 3 clusters Score: Raw -1801366.303370 + Penalty 3064.475234 = -1798301.828136 nChanged 464 SP:Iteration 9Q (3331.117194 sec): 3 clusters Score: Raw -1801642.528606 + Penalty 3064.475234 = -1798578.053372 nChanged 465 SP:Iteration 10Q (3331.184774 sec): 3 clusters Score: Raw -1801870.797420 + Penalty 3064.475234 = -1798806.322186 nChanged 399 SP:Iteration 11Q (3331.250586 sec): 3 clusters Score: Raw -1802061.822290 + Penalty 3064.475234 = -1798997.347056 nChanged 353 SP:Iteration 12Q (3331.309618 sec): 3 clusters Score: Raw -1802213.296477 + Penalty 3064.475234 = -1799148.821244 nChanged 265 SP:Iteration 13Q (3331.376211 sec): 3 clusters Score: Raw -1802310.304843 + Penalty 3064.475234 = -1799245.829609 nChanged 208 SP:Iteration 14Q (3331.453251 sec): 3 clusters Score: Raw -1802375.837117 + Penalty 3064.475234 = -1799311.361883 nChanged 181 SP:Iteration 15Q (3331.517169 sec): 3 clusters Score: Raw -1802433.653694 + Penalty 3064.475234 = -1799369.178460 nChanged 158 SP:Iteration 16Q (3331.585342 sec): 3 clusters Score: Raw -1802482.519612 + Penalty 3064.475234 = -1799418.044379 nChanged 142 SP:Iteration 17Q (3331.649004 sec): 3 clusters Score: Raw -1802523.857408 + Penalty 3064.475234 = -1799459.382174 nChanged 107 SP:Iteration 18Q (3331.709184 sec): 3 clusters Score: Raw -1802552.864237 + Penalty 3064.475234 = -1799488.389003 nChanged 101 SP:Iteration 19Q (3331.786330 sec): 3 clusters Score: Raw -1802575.016510 + Penalty 3064.475234 = -1799510.541276 nChanged 88 SP:Iteration 20F (3331.842493 sec): 3 clusters Score: Raw -1802593.158504 + Penalty 3064.475234 = -1799528.683271 nChanged 91 SP:Iteration 21Q (3331.906530 sec): 3 clusters Score: Raw -1802613.696361 + Penalty 3064.475234 = -1799549.221127 nChanged 85 SP:Iteration 22Q (3331.976826 sec): 3 clusters Score: Raw -1802637.333436 + Penalty 3064.475234 = -1799572.858202 nChanged 114 SP:Iteration 23Q (3332.044131 sec): 3 clusters Score: Raw -1802672.528670 + Penalty 3064.475234 = -1799608.053436 nChanged 104 SP:Iteration 24Q (3332.096384 sec): 3 clusters Score: Raw -1802702.035954 + Penalty 3064.475234 = -1799637.560721 nChanged 99 SP:Iteration 25Q (3332.165823 sec): 3 clusters Score: Raw -1802726.274062 + Penalty 3064.475234 = -1799661.798828 nChanged 85 SP:Iteration 26Q (3332.225828 sec): 3 clusters Score: Raw -1802750.517396 + Penalty 3064.475234 = -1799686.042163 nChanged 85 SP:Iteration 27Q (3332.285457 sec): 3 clusters Score: Raw -1802780.014295 + Penalty 3064.475234 = -1799715.539061 nChanged 103 SP:Iteration 28Q (3332.348871 sec): 3 clusters Score: Raw -1802816.995895 + Penalty 3064.475234 = -1799752.520661 nChanged 105 SP:Iteration 29Q (3332.413576 sec): 3 clusters Score: Raw -1802851.717914 + Penalty 3064.475234 = -1799787.242680 nChanged 112 SP:Iteration 30Q (3332.481888 sec): 3 clusters Score: Raw -1802891.007776 + Penalty 3064.475234 = -1799826.532542 nChanged 119 SP:Iteration 31Q (3332.540098 sec): 3 clusters Score: Raw -1802929.996106 + Penalty 3064.475234 = -1799865.520872 nChanged 113 SP:Iteration 32Q (3332.607014 sec): 3 clusters Score: Raw -1802971.213097 + Penalty 3064.475234 = -1799906.737864 nChanged 103 SP:Iteration 33Q (3332.664294 sec): 3 clusters Score: Raw -1803001.936195 + Penalty 3064.475234 = -1799937.460961 nChanged 92 SP:Iteration 34Q (3332.728043 sec): 3 clusters Score: Raw -1803029.729128 + Penalty 3064.475234 = -1799965.253894 nChanged 82 SP:Iteration 35Q (3332.784336 sec): 3 clusters Score: Raw -1803058.039720 + Penalty 3064.475234 = -1799993.564486 nChanged 89 SP:Iteration 36Q (3332.848731 sec): 3 clusters Score: Raw -1803088.123661 + Penalty 3064.475234 = -1800023.648427 nChanged 90 SP:Iteration 37Q (3332.905959 sec): 3 clusters Score: Raw -1803121.542420 + Penalty 3064.475234 = -1800057.067187 nChanged 96 SP:Iteration 38Q (3332.958605 sec): 3 clusters Score: Raw -1803158.135478 + Penalty 3064.475234 = -1800093.660244 nChanged 89 SP:Iteration 39Q (3333.023024 sec): 3 clusters Score: Raw -1803193.879040 + Penalty 3064.475234 = -1800129.403806 nChanged 103 SP:Iteration 40F (3333.079757 sec): 3 clusters Score: Raw -1803235.045051 + Penalty 3064.475234 = -1800170.569817 nChanged 88 SP:Iteration 41Q (3333.142118 sec): 3 clusters Score: Raw -1803263.650871 + Penalty 3064.475234 = -1800199.175637 nChanged 75 SP:Iteration 42Q (3333.208431 sec): 3 clusters Score: Raw -1803284.321139 + Penalty 3064.475234 = -1800219.845906 nChanged 65 SP:Iteration 43Q (3333.273312 sec): 3 clusters Score: Raw -1803301.722261 + Penalty 3064.475234 = -1800237.247027 nChanged 46 SP:Iteration 44Q (3333.333748 sec): 3 clusters Score: Raw -1803317.566075 + Penalty 3064.475234 = -1800253.090842 nChanged 41 SP:Iteration 45Q (3333.401916 sec): 3 clusters Score: Raw -1803329.096200 + Penalty 3064.475234 = -1800264.620967 nChanged 42 SP:Iteration 46Q (3333.460668 sec): 3 clusters Score: Raw -1803340.678827 + Penalty 3064.475234 = -1800276.203594 nChanged 38 SP:Iteration 47Q (3333.522074 sec): 3 clusters Score: Raw -1803351.413238 + Penalty 3064.475234 = -1800286.938004 nChanged 40 SP:Iteration 48Q (3333.589081 sec): 3 clusters Score: Raw -1803364.318095 + Penalty 3064.475234 = -1800299.842862 nChanged 42 SP:Iteration 49Q (3333.650906 sec): 3 clusters Score: Raw -1803374.436793 + Penalty 3064.475234 = -1800309.961559 nChanged 30 SP:Iteration 50Q (3333.704383 sec): 3 clusters Score: Raw -1803384.157331 + Penalty 3064.475234 = -1800319.682097 nChanged 34 SP:Iteration 51Q (3333.763102 sec): 3 clusters Score: Raw -1803396.282142 + Penalty 3064.475234 = -1800331.806908 nChanged 41 SP:Iteration 52Q (3333.822351 sec): 3 clusters Score: Raw -1803412.231870 + Penalty 3064.475234 = -1800347.756636 nChanged 42 SP:Iteration 53Q (3333.878449 sec): 3 clusters Score: Raw -1803429.275608 + Penalty 3064.475234 = -1800364.800374 nChanged 40 SP:Iteration 54Q (3333.934887 sec): 3 clusters Score: Raw -1803444.181660 + Penalty 3064.475234 = -1800379.706427 nChanged 37 SP:Iteration 55Q (3333.997916 sec): 3 clusters Score: Raw -1803456.677134 + Penalty 3064.475234 = -1800392.201900 nChanged 40 SP:Iteration 56Q (3334.063540 sec): 3 clusters Score: Raw -1803472.562973 + Penalty 3064.475234 = -1800408.087739 nChanged 38 SP:Iteration 57Q (3334.120613 sec): 3 clusters Score: Raw -1803485.593616 + Penalty 3064.475234 = -1800421.118383 nChanged 22 SP:Iteration 58Q (3334.185539 sec): 3 clusters Score: Raw -1803492.165079 + Penalty 3064.475234 = -1800427.689845 nChanged 15 SP:Iteration 59Q (3334.250907 sec): 3 clusters Score: Raw -1803496.840113 + Penalty 3064.475234 = -1800432.364880 nChanged 12 SP:Iteration 60F (3334.319905 sec): 3 clusters Score: Raw -1803499.319240 + Penalty 3064.475234 = -1800434.844006 nChanged 10 SP:Iteration 61Q (3334.383871 sec): 3 clusters Score: Raw -1803501.580460 + Penalty 3064.475234 = -1800437.105226 nChanged 9 SP:Iteration 62Q (3334.442107 sec): 3 clusters Score: Raw -1803504.189109 + Penalty 3064.475234 = -1800439.713875 nChanged 7 SP:Iteration 63Q (3334.498862 sec): 3 clusters Score: Raw -1803505.635820 + Penalty 3064.475234 = -1800441.160586 nChanged 4 SP:Iteration 64Q (3334.561737 sec): 3 clusters Score: Raw -1803506.348771 + Penalty 3064.475234 = -1800441.873537 nChanged 3 SP:Iteration 65Q (3334.624754 sec): 3 clusters Score: Raw -1803507.027633 + Penalty 3064.475234 = -1800442.552399 nChanged 2 SP:Iteration 66Q (3334.684179 sec): 3 clusters Score: Raw -1803507.272169 + Penalty 3064.475234 = -1800442.796936 nChanged 2 SP:Iteration 67Q (3334.755532 sec): 3 clusters Score: Raw -1803507.847004 + Penalty 3064.475234 = -1800443.371770 nChanged 4 SP:Iteration 68Q (3334.816933 sec): 3 clusters Score: Raw -1803508.572197 + Penalty 3064.475234 = -1800444.096963 nChanged 3 SP:Iteration 69Q (3334.873994 sec): 3 clusters Score: Raw -1803509.050942 + Penalty 3064.475234 = -1800444.575708 nChanged 1 SP:Iteration 70Q (3334.946355 sec): 3 clusters Score: Raw -1803509.470407 + Penalty 3064.475234 = -1800444.995174 nChanged 2 SP:Iteration 71Q (3334.993671 sec): 3 clusters Score: Raw -1803509.796917 + Penalty 3064.475234 = -1800445.321683 nChanged 2 SP:Iteration 72Q (3335.059610 sec): 3 clusters Score: Raw -1803509.974578 + Penalty 3064.475234 = -1800445.499344 nChanged 1 SP:Iteration 73Q (3335.131299 sec): 3 clusters Score: Raw -1803510.134436 + Penalty 3064.475234 = -1800445.659202 nChanged 1 SP:Iteration 74Q (3335.193468 sec): 3 clusters Score: Raw -1803510.469500 + Penalty 3064.475234 = -1800445.994266 nChanged 1 SP:Iteration 75Q (3335.259768 sec): 3 clusters Score: Raw -1803510.643051 + Penalty 3064.475234 = -1800446.167817 nChanged 3 SP:Iteration 76Q (3335.321802 sec): 3 clusters Score: Raw -1803510.935507 + Penalty 3064.475234 = -1800446.460274 nChanged 1 SP:Iteration 77Q (3335.383980 sec): 3 clusters Score: Raw -1803511.139929 + Penalty 3064.475234 = -1800446.664695 nChanged 2 SP:Iteration 78Q (3335.435202 sec): 3 clusters Score: Raw -1803511.991204 + Penalty 3064.475234 = -1800447.515971 nChanged 2 SP:Iteration 79Q (3335.505962 sec): 3 clusters Score: Raw -1803512.759595 + Penalty 3064.475234 = -1800448.284361 nChanged 4 SP:Iteration 80F (3335.572572 sec): 3 clusters Score: Raw -1803514.319557 + Penalty 3064.475234 = -1800449.844323 nChanged 5 SP:Iteration 81Q (3335.620316 sec): 3 clusters Score: Raw -1803516.330365 + Penalty 3064.475234 = -1800451.855132 nChanged 7 SP:Iteration 82Q (3335.688621 sec): 3 clusters Score: Raw -1803517.812951 + Penalty 3064.475234 = -1800453.337717 nChanged 4 SP:Iteration 83Q (3335.743932 sec): 3 clusters Score: Raw -1803518.529962 + Penalty 3064.475234 = -1800454.054728 nChanged 2 SP:Iteration 84Q (3335.807494 sec): 3 clusters Score: Raw -1803519.242742 + Penalty 3064.475234 = -1800454.767508 nChanged 6 SP:Iteration 85Q (3335.869546 sec): 3 clusters Score: Raw -1803521.380969 + Penalty 3064.475234 = -1800456.905735 nChanged 11 SP:Iteration 86Q (3335.934817 sec): 3 clusters Score: Raw -1803525.168881 + Penalty 3064.475234 = -1800460.693647 nChanged 10 SP:Iteration 87Q (3335.992030 sec): 3 clusters Score: Raw -1803528.468951 + Penalty 3064.475234 = -1800463.993718 nChanged 19 SP:Iteration 88Q (3336.047101 sec): 3 clusters Score: Raw -1803535.899140 + Penalty 3064.475234 = -1800471.423906 nChanged 14 SP:Iteration 89Q (3336.110476 sec): 3 clusters Score: Raw -1803541.952386 + Penalty 3064.475234 = -1800477.477152 nChanged 13 SP:Iteration 90Q (3336.174245 sec): 3 clusters Score: Raw -1803544.576460 + Penalty 3064.475234 = -1800480.101226 nChanged 10 SP:Iteration 91Q (3336.246818 sec): 3 clusters Score: Raw -1803546.916668 + Penalty 3064.475234 = -1800482.441434 nChanged 10 SP:Iteration 92Q (3336.308920 sec): 3 clusters Score: Raw -1803548.934857 + Penalty 3064.475234 = -1800484.459623 nChanged 5 SP:Iteration 93Q (3336.371884 sec): 3 clusters Score: Raw -1803550.744118 + Penalty 3064.475234 = -1800486.268885 nChanged 4 SP:Iteration 94Q (3336.435467 sec): 3 clusters Score: Raw -1803551.805314 + Penalty 3064.475234 = -1800487.330081 nChanged 6 SP:Iteration 95Q (3336.499167 sec): 3 clusters Score: Raw -1803552.943440 + Penalty 3064.475234 = -1800488.468206 nChanged 3 SP:Iteration 96Q (3336.548357 sec): 3 clusters Score: Raw -1803553.937187 + Penalty 3064.475234 = -1800489.461954 nChanged 5 SP:Iteration 97Q (3336.617151 sec): 3 clusters Score: Raw -1803555.824857 + Penalty 3064.475234 = -1800491.349624 nChanged 10 SP:Iteration 98Q (3336.670259 sec): 3 clusters Score: Raw -1803559.200044 + Penalty 3064.475234 = -1800494.724811 nChanged 7 SP:Iteration 99Q (3336.729259 sec): 3 clusters Score: Raw -1803561.568636 + Penalty 3064.475234 = -1800497.093402 nChanged 5 SP:Iteration 100F (3336.790767 sec): 3 clusters Score: Raw -1803562.439523 + Penalty 3064.475234 = -1800497.964289 nChanged 2 SP:Iteration 101Q (3336.853776 sec): 3 clusters Score: Raw -1803562.888374 + Penalty 3064.475234 = -1800498.413141 nChanged 6 SP:Iteration 102Q (3336.919209 sec): 3 clusters Score: Raw -1803564.201829 + Penalty 3064.475234 = -1800499.726595 nChanged 6 SP:Iteration 103Q (3336.984108 sec): 3 clusters Score: Raw -1803565.733683 + Penalty 3064.475234 = -1800501.258449 nChanged 4 SP:Iteration 104Q (3337.048606 sec): 3 clusters Score: Raw -1803566.444915 + Penalty 3064.475234 = -1800501.969681 nChanged 4 SP:Iteration 105Q (3337.112928 sec): 3 clusters Score: Raw -1803567.517659 + Penalty 3064.475234 = -1800503.042425 nChanged 4 SP:Iteration 106Q (3337.175175 sec): 3 clusters Score: Raw -1803568.348358 + Penalty 3064.475234 = -1800503.873125 nChanged 4 SP:Iteration 107Q (3337.241755 sec): 3 clusters Score: Raw -1803569.564473 + Penalty 3064.475234 = -1800505.089239 nChanged 2 SP:Iteration 108Q (3337.297796 sec): 3 clusters Score: Raw -1803569.978452 + Penalty 3064.475234 = -1800505.503218 nChanged 3 SP:Iteration 109Q (3337.369457 sec): 3 clusters Score: Raw -1803570.795342 + Penalty 3064.475234 = -1800506.320108 nChanged 6 SP:Iteration 110Q (3337.422597 sec): 3 clusters Score: Raw -1803572.119179 + Penalty 3064.475234 = -1800507.643946 nChanged 5 SP:Iteration 111Q (3337.481856 sec): 3 clusters Score: Raw -1803573.736959 + Penalty 3064.475234 = -1800509.261725 nChanged 8 SP:Iteration 112Q (3337.557165 sec): 3 clusters Score: Raw -1803576.126211 + Penalty 3064.475234 = -1800511.650978 nChanged 10 SP:Iteration 113Q (3337.619855 sec): 3 clusters Score: Raw -1803578.269742 + Penalty 3064.475234 = -1800513.794508 nChanged 7 SP:Iteration 114Q (3337.685757 sec): 3 clusters Score: Raw -1803580.351518 + Penalty 3064.475234 = -1800515.876284 nChanged 13 SP:Iteration 115Q (3337.748239 sec): 3 clusters Score: Raw -1803584.784507 + Penalty 3064.475234 = -1800520.309273 nChanged 9 SP:Iteration 116Q (3337.813311 sec): 3 clusters Score: Raw -1803587.312855 + Penalty 3064.475234 = -1800522.837621 nChanged 8 SP:Iteration 117Q (3337.873229 sec): 3 clusters Score: Raw -1803590.362532 + Penalty 3064.475234 = -1800525.887298 nChanged 11 SP:Iteration 118Q (3337.919221 sec): 3 clusters Score: Raw -1803593.820797 + Penalty 3064.475234 = -1800529.345563 nChanged 13 SP:Iteration 119Q (3337.975946 sec): 3 clusters Score: Raw -1803598.098313 + Penalty 3064.475234 = -1800533.623079 nChanged 13 SP:Iteration 120F (3338.034550 sec): 3 clusters Score: Raw -1803601.204880 + Penalty 3064.475234 = -1800536.729646 nChanged 8 SP:Iteration 121Q (3338.088345 sec): 3 clusters Score: Raw -1803604.028271 + Penalty 3064.475234 = -1800539.553037 nChanged 8 SP:Iteration 122Q (3338.140096 sec): 3 clusters Score: Raw -1803606.328036 + Penalty 3064.475234 = -1800541.852802 nChanged 6 SP:Iteration 123Q (3338.211524 sec): 3 clusters Score: Raw -1803608.199438 + Penalty 3064.475234 = -1800543.724204 nChanged 9 SP:Iteration 124Q (3338.271181 sec): 3 clusters Score: Raw -1803611.849814 + Penalty 3064.475234 = -1800547.374580 nChanged 8 SP:Iteration 125Q (3338.333888 sec): 3 clusters Score: Raw -1803615.263342 + Penalty 3064.475234 = -1800550.788108 nChanged 12 SP:Iteration 126Q (3338.407302 sec): 3 clusters Score: Raw -1803619.621089 + Penalty 3064.475234 = -1800555.145855 nChanged 12 SP:Iteration 127Q (3338.463900 sec): 3 clusters Score: Raw -1803625.039632 + Penalty 3064.475234 = -1800560.564398 nChanged 16 SP:Iteration 128Q (3338.521076 sec): 3 clusters Score: Raw -1803631.991258 + Penalty 3064.475234 = -1800567.516024 nChanged 11 SP:Iteration 129Q (3338.591239 sec): 3 clusters Score: Raw -1803636.778954 + Penalty 3064.475234 = -1800572.303721 nChanged 7 SP:Iteration 130Q (3338.642962 sec): 3 clusters Score: Raw -1803639.859079 + Penalty 3064.475234 = -1800575.383845 nChanged 19 SP:Iteration 131Q (3338.700515 sec): 3 clusters Score: Raw -1803649.791328 + Penalty 3064.475234 = -1800585.316095 nChanged 16 SP:Iteration 132Q (3338.763347 sec): 3 clusters Score: Raw -1803658.989864 + Penalty 3064.475234 = -1800594.514630 nChanged 16 SP:Iteration 133Q (3338.824994 sec): 3 clusters Score: Raw -1803666.362324 + Penalty 3064.475234 = -1800601.887091 nChanged 11 SP:Iteration 134Q (3338.895715 sec): 3 clusters Score: Raw -1803671.004057 + Penalty 3064.475234 = -1800606.528823 nChanged 13 SP:Iteration 135Q (3338.948174 sec): 3 clusters Score: Raw -1803677.133570 + Penalty 3064.475234 = -1800612.658337 nChanged 18 SP:Iteration 136Q (3339.011051 sec): 3 clusters Score: Raw -1803686.259381 + Penalty 3064.475234 = -1800621.784147 nChanged 11 SP:Iteration 137Q (3339.074365 sec): 3 clusters Score: Raw -1803691.052340 + Penalty 3064.475234 = -1800626.577106 nChanged 5 SP:Iteration 138Q (3339.146548 sec): 3 clusters Score: Raw -1803692.365337 + Penalty 3064.475234 = -1800627.890104 nChanged 5 SP:Iteration 139Q (3339.198893 sec): 3 clusters Score: Raw -1803693.847581 + Penalty 3064.475234 = -1800629.372348 nChanged 1 SP:Iteration 140F (3339.265658 sec): 3 clusters Score: Raw -1803694.348929 + Penalty 3064.475234 = -1800629.873696 nChanged 1 SP:Iteration 141Q (3339.327542 sec): 3 clusters Score: Raw -1803694.449148 + Penalty 3064.475234 = -1800629.973914 nChanged 0 SP:Iteration 142F (3339.393544 sec): 3 clusters Score: Raw -1803694.449148 + Penalty 3064.475234 = -1800629.973914 nChanged 0 Trying to split cluster 34 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3339.415416 sec): 2 clusters Score: Raw -41965.512251 + Penalty 928.481581 = -41037.030670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3339.461478 sec): 3 clusters Score: Raw -42017.899246 + Penalty 1856.963162 = -40160.936084 nChanged 69 SP:Iteration 1F (3339.509327 sec): 3 clusters Score: Raw -42174.584680 + Penalty 1856.963162 = -40317.621519 nChanged 19 SP:Iteration 2F (3339.551929 sec): 3 clusters Score: Raw -42233.634321 + Penalty 1856.963162 = -40376.671159 nChanged 14 SP:Iteration 3Q (3339.599801 sec): 3 clusters Score: Raw -42257.148057 + Penalty 1856.963162 = -40400.184896 nChanged 2 SP:Iteration 4Q (3339.640081 sec): 3 clusters Score: Raw -42259.418036 + Penalty 1856.963162 = -40402.454874 nChanged 3 SP:Iteration 5Q (3339.679814 sec): 3 clusters Score: Raw -42262.044642 + Penalty 1856.963162 = -40405.081480 nChanged 3 SP:Iteration 6Q (3339.736424 sec): 3 clusters Score: Raw -42265.077180 + Penalty 1856.963162 = -40408.114018 nChanged 3 SP:Iteration 7Q (3339.775181 sec): 3 clusters Score: Raw -42278.963078 + Penalty 1856.963162 = -40421.999916 nChanged 1 SP:Iteration 8Q (3339.813759 sec): 3 clusters Score: Raw -42279.333450 + Penalty 1856.963162 = -40422.370288 nChanged 0 SP:Iteration 9F (3339.861963 sec): 3 clusters Score: Raw -42279.333450 + Penalty 1856.963162 = -40422.370288 nChanged 0 Trying to split cluster 35 (17239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3339.908996 sec): 2 clusters Score: Raw -2373145.558591 + Penalty 1585.176050 = -2371560.382541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3339.987084 sec): 3 clusters Score: Raw -2362811.211659 + Penalty 3170.352100 = -2359640.859559 nChanged 7714 SP:Iteration 1F (3340.059924 sec): 3 clusters Score: Raw -2367003.817456 + Penalty 3170.352100 = -2363833.465356 nChanged 871 SP:Iteration 2F (3340.125634 sec): 3 clusters Score: Raw -2367323.081633 + Penalty 3170.352100 = -2364152.729533 nChanged 834 SP:Iteration 3Q (3340.206703 sec): 3 clusters Score: Raw -2367620.922901 + Penalty 3170.352100 = -2364450.570802 nChanged 762 SP:Iteration 4Q (3340.277253 sec): 3 clusters Score: Raw -2367876.514929 + Penalty 3170.352100 = -2364706.162830 nChanged 654 SP:Iteration 5Q (3340.359193 sec): 3 clusters Score: Raw -2368101.130511 + Penalty 3170.352100 = -2364930.778411 nChanged 630 SP:Iteration 6Q (3340.424596 sec): 3 clusters Score: Raw -2368316.414111 + Penalty 3170.352100 = -2365146.062011 nChanged 607 SP:Iteration 7Q (3340.509855 sec): 3 clusters Score: Raw -2368556.910928 + Penalty 3170.352100 = -2365386.558828 nChanged 650 SP:Iteration 8Q (3340.577849 sec): 3 clusters Score: Raw -2368882.815854 + Penalty 3170.352100 = -2365712.463754 nChanged 766 SP:Iteration 9Q (3340.650989 sec): 3 clusters Score: Raw -2369316.771757 + Penalty 3170.352100 = -2366146.419657 nChanged 787 SP:Iteration 10Q (3340.732985 sec): 3 clusters Score: Raw -2369802.185285 + Penalty 3170.352100 = -2366631.833185 nChanged 775 SP:Iteration 11Q (3340.811289 sec): 3 clusters Score: Raw -2370246.400884 + Penalty 3170.352100 = -2367076.048784 nChanged 648 SP:Iteration 12Q (3340.872959 sec): 3 clusters Score: Raw -2370565.836540 + Penalty 3170.352100 = -2367395.484440 nChanged 508 SP:Iteration 13Q (3340.944917 sec): 3 clusters Score: Raw -2370747.376891 + Penalty 3170.352100 = -2367577.024791 nChanged 361 SP:Iteration 14Q (3341.023602 sec): 3 clusters Score: Raw -2370855.606729 + Penalty 3170.352100 = -2367685.254629 nChanged 279 SP:Iteration 15Q (3341.106233 sec): 3 clusters Score: Raw -2370934.833298 + Penalty 3170.352100 = -2367764.481198 nChanged 230 SP:Iteration 16Q (3341.165206 sec): 3 clusters Score: Raw -2370994.680587 + Penalty 3170.352100 = -2367824.328488 nChanged 191 SP:Iteration 17Q (3341.246810 sec): 3 clusters Score: Raw -2371040.305359 + Penalty 3170.352100 = -2367869.953259 nChanged 181 SP:Iteration 18Q (3341.315016 sec): 3 clusters Score: Raw -2371082.690031 + Penalty 3170.352100 = -2367912.337932 nChanged 181 SP:Iteration 19Q (3341.387533 sec): 3 clusters Score: Raw -2371130.227795 + Penalty 3170.352100 = -2367959.875695 nChanged 190 SP:Iteration 20F (3341.445921 sec): 3 clusters Score: Raw -2371185.176533 + Penalty 3170.352100 = -2368014.824434 nChanged 201 SP:Iteration 21Q (3341.517897 sec): 3 clusters Score: Raw -2371250.488473 + Penalty 3170.352100 = -2368080.136373 nChanged 204 SP:Iteration 22Q (3341.589629 sec): 3 clusters Score: Raw -2371316.573973 + Penalty 3170.352100 = -2368146.221873 nChanged 199 SP:Iteration 23Q (3341.665494 sec): 3 clusters Score: Raw -2371385.541388 + Penalty 3170.352100 = -2368215.189288 nChanged 217 SP:Iteration 24Q (3341.740236 sec): 3 clusters Score: Raw -2371455.965594 + Penalty 3170.352100 = -2368285.613494 nChanged 192 SP:Iteration 25Q (3341.814846 sec): 3 clusters Score: Raw -2371515.353555 + Penalty 3170.352100 = -2368345.001455 nChanged 200 SP:Iteration 26Q (3341.881708 sec): 3 clusters Score: Raw -2371590.018866 + Penalty 3170.352100 = -2368419.666766 nChanged 220 SP:Iteration 27Q (3341.955657 sec): 3 clusters Score: Raw -2371673.367184 + Penalty 3170.352100 = -2368503.015084 nChanged 211 SP:Iteration 28Q (3342.038675 sec): 3 clusters Score: Raw -2371760.696017 + Penalty 3170.352100 = -2368590.343918 nChanged 234 SP:Iteration 29Q (3342.103222 sec): 3 clusters Score: Raw -2371848.494026 + Penalty 3170.352100 = -2368678.141927 nChanged 226 SP:Iteration 30Q (3342.178025 sec): 3 clusters Score: Raw -2371930.602716 + Penalty 3170.352100 = -2368760.250616 nChanged 210 SP:Iteration 31Q (3342.220472 sec): 3 clusters Score: Raw -2372002.873845 + Penalty 3170.352100 = -2368832.521746 nChanged 199 SP:Iteration 32Q (3342.303104 sec): 3 clusters Score: Raw -2372077.651943 + Penalty 3170.352100 = -2368907.299844 nChanged 218 SP:Iteration 33Q (3342.364125 sec): 3 clusters Score: Raw -2372162.425309 + Penalty 3170.352100 = -2368992.073209 nChanged 197 SP:Iteration 34Q (3342.436036 sec): 3 clusters Score: Raw -2372232.814145 + Penalty 3170.352100 = -2369062.462045 nChanged 175 SP:Iteration 35Q (3342.510531 sec): 3 clusters Score: Raw -2372297.168328 + Penalty 3170.352100 = -2369126.816228 nChanged 190 SP:Iteration 36Q (3342.591386 sec): 3 clusters Score: Raw -2372368.428528 + Penalty 3170.352100 = -2369198.076428 nChanged 203 SP:Iteration 37Q (3342.662184 sec): 3 clusters Score: Raw -2372442.055009 + Penalty 3170.352100 = -2369271.702909 nChanged 205 SP:Iteration 38Q (3342.733039 sec): 3 clusters Score: Raw -2372514.003331 + Penalty 3170.352100 = -2369343.651231 nChanged 169 SP:Iteration 39Q (3342.801138 sec): 3 clusters Score: Raw -2372572.282324 + Penalty 3170.352100 = -2369401.930225 nChanged 146 SP:Iteration 40F (3342.874352 sec): 3 clusters Score: Raw -2372626.947994 + Penalty 3170.352100 = -2369456.595894 nChanged 151 SP:Iteration 41Q (3342.909601 sec): 3 clusters Score: Raw -2372682.819517 + Penalty 3170.352100 = -2369512.467417 nChanged 157 SP:Iteration 42Q (3342.983153 sec): 3 clusters Score: Raw -2372756.318244 + Penalty 3170.352100 = -2369585.966144 nChanged 169 SP:Iteration 43Q (3343.059506 sec): 3 clusters Score: Raw -2372836.699389 + Penalty 3170.352100 = -2369666.347289 nChanged 167 SP:Iteration 44Q (3343.120720 sec): 3 clusters Score: Raw -2372912.843745 + Penalty 3170.352100 = -2369742.491645 nChanged 161 SP:Iteration 45Q (3343.187120 sec): 3 clusters Score: Raw -2372979.802852 + Penalty 3170.352100 = -2369809.450752 nChanged 134 SP:Iteration 46Q (3343.260537 sec): 3 clusters Score: Raw -2373041.942905 + Penalty 3170.352100 = -2369871.590805 nChanged 112 SP:Iteration 47Q (3343.330420 sec): 3 clusters Score: Raw -2373101.277853 + Penalty 3170.352100 = -2369930.925753 nChanged 95 SP:Iteration 48Q (3343.408325 sec): 3 clusters Score: Raw -2373144.074411 + Penalty 3170.352100 = -2369973.722312 nChanged 80 SP:Iteration 49Q (3343.471384 sec): 3 clusters Score: Raw -2373183.942099 + Penalty 3170.352100 = -2370013.589999 nChanged 66 SP:Iteration 50Q (3343.540817 sec): 3 clusters Score: Raw -2373215.213595 + Penalty 3170.352100 = -2370044.861495 nChanged 61 SP:Iteration 51Q (3343.606306 sec): 3 clusters Score: Raw -2373238.829390 + Penalty 3170.352100 = -2370068.477290 nChanged 51 SP:Iteration 52Q (3343.663744 sec): 3 clusters Score: Raw -2373260.738971 + Penalty 3170.352100 = -2370090.386872 nChanged 43 SP:Iteration 53Q (3343.724018 sec): 3 clusters Score: Raw -2373281.659884 + Penalty 3170.352100 = -2370111.307784 nChanged 47 SP:Iteration 54Q (3343.779910 sec): 3 clusters Score: Raw -2373311.162466 + Penalty 3170.352100 = -2370140.810367 nChanged 57 SP:Iteration 55Q (3343.836792 sec): 3 clusters Score: Raw -2373340.268161 + Penalty 3170.352100 = -2370169.916061 nChanged 42 SP:Iteration 56Q (3343.892215 sec): 3 clusters Score: Raw -2373358.047602 + Penalty 3170.352100 = -2370187.695503 nChanged 32 SP:Iteration 57Q (3343.935924 sec): 3 clusters Score: Raw -2373373.183798 + Penalty 3170.352100 = -2370202.831698 nChanged 31 SP:Iteration 58Q (3344.001436 sec): 3 clusters Score: Raw -2373390.250095 + Penalty 3170.352100 = -2370219.897996 nChanged 33 SP:Iteration 59Q (3344.062222 sec): 3 clusters Score: Raw -2373405.735971 + Penalty 3170.352100 = -2370235.383871 nChanged 24 SP:Iteration 60F (3344.138331 sec): 3 clusters Score: Raw -2373417.089886 + Penalty 3170.352100 = -2370246.737787 nChanged 24 SP:Iteration 61Q (3344.200159 sec): 3 clusters Score: Raw -2373431.325247 + Penalty 3170.352100 = -2370260.973148 nChanged 26 SP:Iteration 62Q (3344.260656 sec): 3 clusters Score: Raw -2373443.626790 + Penalty 3170.352100 = -2370273.274690 nChanged 18 SP:Iteration 63Q (3344.327948 sec): 3 clusters Score: Raw -2373451.027906 + Penalty 3170.352100 = -2370280.675806 nChanged 12 SP:Iteration 64Q (3344.402408 sec): 3 clusters Score: Raw -2373455.415846 + Penalty 3170.352100 = -2370285.063746 nChanged 13 SP:Iteration 65Q (3344.461052 sec): 3 clusters Score: Raw -2373461.216343 + Penalty 3170.352100 = -2370290.864243 nChanged 14 SP:Iteration 66Q (3344.539734 sec): 3 clusters Score: Raw -2373469.428942 + Penalty 3170.352100 = -2370299.076842 nChanged 19 SP:Iteration 67Q (3344.608755 sec): 3 clusters Score: Raw -2373478.468819 + Penalty 3170.352100 = -2370308.116719 nChanged 16 SP:Iteration 68Q (3344.668021 sec): 3 clusters Score: Raw -2373486.656147 + Penalty 3170.352100 = -2370316.304047 nChanged 11 SP:Iteration 69Q (3344.728681 sec): 3 clusters Score: Raw -2373491.975811 + Penalty 3170.352100 = -2370321.623712 nChanged 15 SP:Iteration 70Q (3344.807159 sec): 3 clusters Score: Raw -2373498.520237 + Penalty 3170.352100 = -2370328.168137 nChanged 12 SP:Iteration 71Q (3344.852453 sec): 3 clusters Score: Raw -2373504.907473 + Penalty 3170.352100 = -2370334.555374 nChanged 13 SP:Iteration 72Q (3344.924399 sec): 3 clusters Score: Raw -2373513.085834 + Penalty 3170.352100 = -2370342.733735 nChanged 15 SP:Iteration 73Q (3344.993975 sec): 3 clusters Score: Raw -2373522.310620 + Penalty 3170.352100 = -2370351.958520 nChanged 7 SP:Iteration 74Q (3345.057664 sec): 3 clusters Score: Raw -2373525.833710 + Penalty 3170.352100 = -2370355.481610 nChanged 7 SP:Iteration 75Q (3345.131192 sec): 3 clusters Score: Raw -2373529.280236 + Penalty 3170.352100 = -2370358.928136 nChanged 5 SP:Iteration 76Q (3345.200270 sec): 3 clusters Score: Raw -2373531.441379 + Penalty 3170.352100 = -2370361.089279 nChanged 4 SP:Iteration 77Q (3345.270964 sec): 3 clusters Score: Raw -2373535.271797 + Penalty 3170.352100 = -2370364.919697 nChanged 6 SP:Iteration 78Q (3345.340817 sec): 3 clusters Score: Raw -2373539.135584 + Penalty 3170.352100 = -2370368.783484 nChanged 7 SP:Iteration 79Q (3345.410379 sec): 3 clusters Score: Raw -2373542.534927 + Penalty 3170.352100 = -2370372.182827 nChanged 6 SP:Iteration 80F (3345.486507 sec): 3 clusters Score: Raw -2373544.641787 + Penalty 3170.352100 = -2370374.289687 nChanged 1 SP:Iteration 81Q (3345.556661 sec): 3 clusters Score: Raw -2373544.782304 + Penalty 3170.352100 = -2370374.430204 nChanged 0 SP:Iteration 82F (3345.631599 sec): 3 clusters Score: Raw -2373544.782304 + Penalty 3170.352100 = -2370374.430204 nChanged 0 Trying to split cluster 36 (5457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3345.663338 sec): 2 clusters Score: Raw -786276.851781 + Penalty 1398.256351 = -784878.595430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3345.707073 sec): 3 clusters Score: Raw -783424.851579 + Penalty 2796.512702 = -780628.338877 nChanged 2235 SP:Iteration 1F (3345.764166 sec): 3 clusters Score: Raw -784625.765821 + Penalty 2796.512702 = -781829.253119 nChanged 368 SP:Iteration 2F (3345.822439 sec): 3 clusters Score: Raw -784807.442466 + Penalty 2796.512702 = -782010.929764 nChanged 281 SP:Iteration 3F (3345.867888 sec): 3 clusters Score: Raw -784955.869278 + Penalty 2796.512702 = -782159.356576 nChanged 269 SP:Iteration 4Q (3345.914738 sec): 3 clusters Score: Raw -785120.007922 + Penalty 2796.512702 = -782323.495220 nChanged 282 SP:Iteration 5F (3345.980982 sec): 3 clusters Score: Raw -785286.887850 + Penalty 2796.512702 = -782490.375148 nChanged 261 SP:Iteration 6Q (3346.034764 sec): 3 clusters Score: Raw -785453.826920 + Penalty 2796.512702 = -782657.314218 nChanged 240 SP:Iteration 7Q (3346.088797 sec): 3 clusters Score: Raw -785622.531250 + Penalty 2796.512702 = -782826.018548 nChanged 239 SP:Iteration 8Q (3346.136061 sec): 3 clusters Score: Raw -785786.915726 + Penalty 2796.512702 = -782990.403024 nChanged 213 SP:Iteration 9Q (3346.200498 sec): 3 clusters Score: Raw -785926.133432 + Penalty 2796.512702 = -783129.620730 nChanged 187 SP:Iteration 10Q (3346.257676 sec): 3 clusters Score: Raw -786034.734532 + Penalty 2796.512702 = -783238.221830 nChanged 151 SP:Iteration 11Q (3346.302873 sec): 3 clusters Score: Raw -786121.900672 + Penalty 2796.512702 = -783325.387970 nChanged 133 SP:Iteration 12Q (3346.365541 sec): 3 clusters Score: Raw -786217.131620 + Penalty 2796.512702 = -783420.618918 nChanged 116 SP:Iteration 13Q (3346.410835 sec): 3 clusters Score: Raw -786287.781300 + Penalty 2796.512702 = -783491.268598 nChanged 83 SP:Iteration 14Q (3346.459588 sec): 3 clusters Score: Raw -786330.355198 + Penalty 2796.512702 = -783533.842496 nChanged 57 SP:Iteration 15Q (3346.523472 sec): 3 clusters Score: Raw -786360.095732 + Penalty 2796.512702 = -783563.583030 nChanged 52 SP:Iteration 16Q (3346.568109 sec): 3 clusters Score: Raw -786389.520738 + Penalty 2796.512702 = -783593.008037 nChanged 44 SP:Iteration 17Q (3346.619835 sec): 3 clusters Score: Raw -786409.269126 + Penalty 2796.512702 = -783612.756424 nChanged 33 SP:Iteration 18Q (3346.643721 sec): 3 clusters Score: Raw -786427.897359 + Penalty 2796.512702 = -783631.384657 nChanged 32 SP:Iteration 19Q (3346.664546 sec): 3 clusters Score: Raw -786445.688751 + Penalty 2796.512702 = -783649.176049 nChanged 36 SP:Iteration 20F (3346.685909 sec): 3 clusters Score: Raw -786463.009540 + Penalty 2796.512702 = -783666.496839 nChanged 23 SP:Iteration 21Q (3346.706349 sec): 3 clusters Score: Raw -786472.057296 + Penalty 2796.512702 = -783675.544594 nChanged 28 SP:Iteration 22Q (3346.732904 sec): 3 clusters Score: Raw -786484.957723 + Penalty 2796.512702 = -783688.445021 nChanged 31 SP:Iteration 23Q (3346.753410 sec): 3 clusters Score: Raw -786500.178572 + Penalty 2796.512702 = -783703.665870 nChanged 31 SP:Iteration 24Q (3346.786520 sec): 3 clusters Score: Raw -786514.262820 + Penalty 2796.512702 = -783717.750118 nChanged 35 SP:Iteration 25Q (3346.806667 sec): 3 clusters Score: Raw -786531.490769 + Penalty 2796.512702 = -783734.978067 nChanged 23 SP:Iteration 26Q (3346.827176 sec): 3 clusters Score: Raw -786540.716794 + Penalty 2796.512702 = -783744.204092 nChanged 25 SP:Iteration 27Q (3346.852383 sec): 3 clusters Score: Raw -786550.748980 + Penalty 2796.512702 = -783754.236278 nChanged 17 SP:Iteration 28Q (3346.909786 sec): 3 clusters Score: Raw -786557.906991 + Penalty 2796.512702 = -783761.394289 nChanged 17 SP:Iteration 29Q (3346.958453 sec): 3 clusters Score: Raw -786565.170566 + Penalty 2796.512702 = -783768.657864 nChanged 15 SP:Iteration 30Q (3347.013072 sec): 3 clusters Score: Raw -786569.460097 + Penalty 2796.512702 = -783772.947395 nChanged 11 SP:Iteration 31Q (3347.068439 sec): 3 clusters Score: Raw -786573.787939 + Penalty 2796.512702 = -783777.275237 nChanged 8 SP:Iteration 32Q (3347.108646 sec): 3 clusters Score: Raw -786578.461868 + Penalty 2796.512702 = -783781.949166 nChanged 8 SP:Iteration 33Q (3347.168321 sec): 3 clusters Score: Raw -786580.489984 + Penalty 2796.512702 = -783783.977283 nChanged 2 SP:Iteration 34Q (3347.216421 sec): 3 clusters Score: Raw -786580.915772 + Penalty 2796.512702 = -783784.403070 nChanged 0 SP:Iteration 35F (3347.263779 sec): 3 clusters Score: Raw -786580.915772 + Penalty 2796.512702 = -783784.403070 nChanged 0 Trying to split cluster 37 (42925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3347.352183 sec): 2 clusters Score: Raw -6174616.716318 + Penalty 1733.421574 = -6172883.294744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3347.457241 sec): 3 clusters Score: Raw -6147533.867255 + Penalty 3466.843148 = -6144067.024107 nChanged 20076 SP:Iteration 1F (3347.575486 sec): 3 clusters Score: Raw -6159080.356273 + Penalty 3466.843148 = -6155613.513125 nChanged 1948 SP:Iteration 2Q (3347.685861 sec): 3 clusters Score: Raw -6159804.128369 + Penalty 3466.843148 = -6156337.285221 nChanged 2099 SP:Iteration 3Q (3347.802595 sec): 3 clusters Score: Raw -6160709.121219 + Penalty 3466.843148 = -6157242.278071 nChanged 2234 SP:Iteration 4F (3347.915961 sec): 3 clusters Score: Raw -6161809.280158 + Penalty 3466.843148 = -6158342.437010 nChanged 2488 SP:Iteration 5F (3348.028031 sec): 3 clusters Score: Raw -6163263.830783 + Penalty 3466.843148 = -6159796.987635 nChanged 2740 SP:Iteration 6F (3348.142108 sec): 3 clusters Score: Raw -6165219.612118 + Penalty 3466.843148 = -6161752.768970 nChanged 2800 SP:Iteration 7F (3348.253951 sec): 3 clusters Score: Raw -6167496.059237 + Penalty 3466.843148 = -6164029.216089 nChanged 2516 SP:Iteration 8F (3348.365519 sec): 3 clusters Score: Raw -6169605.273138 + Penalty 3466.843148 = -6166138.429990 nChanged 1931 SP:Iteration 9Q (3348.461054 sec): 3 clusters Score: Raw -6171178.198378 + Penalty 3466.843148 = -6167711.355230 nChanged 1439 SP:Iteration 10Q (3348.570314 sec): 3 clusters Score: Raw -6172197.136690 + Penalty 3466.843148 = -6168730.293542 nChanged 1009 SP:Iteration 11Q (3348.674413 sec): 3 clusters Score: Raw -6172889.289041 + Penalty 3466.843148 = -6169422.445893 nChanged 821 SP:Iteration 12Q (3348.778180 sec): 3 clusters Score: Raw -6173434.734697 + Penalty 3466.843148 = -6169967.891549 nChanged 668 SP:Iteration 13Q (3348.872761 sec): 3 clusters Score: Raw -6173928.331354 + Penalty 3466.843148 = -6170461.488206 nChanged 554 SP:Iteration 14Q (3348.977991 sec): 3 clusters Score: Raw -6174340.885164 + Penalty 3466.843148 = -6170874.042016 nChanged 417 SP:Iteration 15Q (3349.086031 sec): 3 clusters Score: Raw -6174652.593182 + Penalty 3466.843148 = -6171185.750034 nChanged 318 SP:Iteration 16Q (3349.193183 sec): 3 clusters Score: Raw -6174872.924174 + Penalty 3466.843148 = -6171406.081026 nChanged 265 SP:Iteration 17Q (3349.299096 sec): 3 clusters Score: Raw -6175042.869788 + Penalty 3466.843148 = -6171576.026641 nChanged 205 SP:Iteration 18Q (3349.403837 sec): 3 clusters Score: Raw -6175161.457542 + Penalty 3466.843148 = -6171694.614394 nChanged 166 SP:Iteration 19Q (3349.510316 sec): 3 clusters Score: Raw -6175254.318104 + Penalty 3466.843148 = -6171787.474956 nChanged 151 SP:Iteration 20F (3349.620956 sec): 3 clusters Score: Raw -6175344.172198 + Penalty 3466.843148 = -6171877.329050 nChanged 139 SP:Iteration 21Q (3349.722256 sec): 3 clusters Score: Raw -6175424.777970 + Penalty 3466.843148 = -6171957.934822 nChanged 120 SP:Iteration 22Q (3349.835768 sec): 3 clusters Score: Raw -6175490.169156 + Penalty 3466.843148 = -6172023.326008 nChanged 89 SP:Iteration 23Q (3349.931794 sec): 3 clusters Score: Raw -6175534.562268 + Penalty 3466.843148 = -6172067.719120 nChanged 81 SP:Iteration 24Q (3350.037506 sec): 3 clusters Score: Raw -6175572.020855 + Penalty 3466.843148 = -6172105.177707 nChanged 80 SP:Iteration 25Q (3350.129393 sec): 3 clusters Score: Raw -6175601.916482 + Penalty 3466.843148 = -6172135.073334 nChanged 82 SP:Iteration 26Q (3350.239015 sec): 3 clusters Score: Raw -6175628.428544 + Penalty 3466.843148 = -6172161.585397 nChanged 62 SP:Iteration 27Q (3350.344718 sec): 3 clusters Score: Raw -6175650.960083 + Penalty 3466.843148 = -6172184.116935 nChanged 56 SP:Iteration 28Q (3350.460139 sec): 3 clusters Score: Raw -6175670.619293 + Penalty 3466.843148 = -6172203.776145 nChanged 54 SP:Iteration 29Q (3350.554329 sec): 3 clusters Score: Raw -6175688.935571 + Penalty 3466.843148 = -6172222.092423 nChanged 62 SP:Iteration 30Q (3350.667984 sec): 3 clusters Score: Raw -6175710.544522 + Penalty 3466.843148 = -6172243.701374 nChanged 66 SP:Iteration 31Q (3350.766918 sec): 3 clusters Score: Raw -6175729.825948 + Penalty 3466.843148 = -6172262.982800 nChanged 52 SP:Iteration 32Q (3350.871210 sec): 3 clusters Score: Raw -6175742.137246 + Penalty 3466.843148 = -6172275.294098 nChanged 43 SP:Iteration 33Q (3350.974356 sec): 3 clusters Score: Raw -6175753.184630 + Penalty 3466.843148 = -6172286.341482 nChanged 36 SP:Iteration 34Q (3351.076898 sec): 3 clusters Score: Raw -6175760.151022 + Penalty 3466.843148 = -6172293.307874 nChanged 27 SP:Iteration 35Q (3351.184025 sec): 3 clusters Score: Raw -6175765.180193 + Penalty 3466.843148 = -6172298.337045 nChanged 23 SP:Iteration 36Q (3351.276769 sec): 3 clusters Score: Raw -6175769.185171 + Penalty 3466.843148 = -6172302.342023 nChanged 22 SP:Iteration 37Q (3351.369142 sec): 3 clusters Score: Raw -6175772.546008 + Penalty 3466.843148 = -6172305.702860 nChanged 19 SP:Iteration 38Q (3351.481342 sec): 3 clusters Score: Raw -6175775.895359 + Penalty 3466.843148 = -6172309.052211 nChanged 14 SP:Iteration 39Q (3351.589103 sec): 3 clusters Score: Raw -6175778.471452 + Penalty 3466.843148 = -6172311.628304 nChanged 13 SP:Iteration 40F (3351.696974 sec): 3 clusters Score: Raw -6175780.777385 + Penalty 3466.843148 = -6172313.934237 nChanged 10 SP:Iteration 41Q (3351.807110 sec): 3 clusters Score: Raw -6175782.062964 + Penalty 3466.843148 = -6172315.219816 nChanged 12 SP:Iteration 42Q (3351.897127 sec): 3 clusters Score: Raw -6175783.554000 + Penalty 3466.843148 = -6172316.710852 nChanged 14 SP:Iteration 43Q (3351.972297 sec): 3 clusters Score: Raw -6175785.392771 + Penalty 3466.843148 = -6172318.549623 nChanged 11 SP:Iteration 44Q (3352.071534 sec): 3 clusters Score: Raw -6175787.565837 + Penalty 3466.843148 = -6172320.722689 nChanged 12 SP:Iteration 45Q (3352.173267 sec): 3 clusters Score: Raw -6175789.864653 + Penalty 3466.843148 = -6172323.021506 nChanged 18 SP:Iteration 46Q (3352.258818 sec): 3 clusters Score: Raw -6175793.028171 + Penalty 3466.843148 = -6172326.185023 nChanged 13 SP:Iteration 47Q (3352.358819 sec): 3 clusters Score: Raw -6175795.684087 + Penalty 3466.843148 = -6172328.840939 nChanged 16 SP:Iteration 48Q (3352.459150 sec): 3 clusters Score: Raw -6175798.513069 + Penalty 3466.843148 = -6172331.669921 nChanged 15 SP:Iteration 49Q (3352.559237 sec): 3 clusters Score: Raw -6175800.500800 + Penalty 3466.843148 = -6172333.657652 nChanged 10 SP:Iteration 50Q (3352.650082 sec): 3 clusters Score: Raw -6175802.401659 + Penalty 3466.843148 = -6172335.558511 nChanged 8 SP:Iteration 51Q (3352.748474 sec): 3 clusters Score: Raw -6175803.692669 + Penalty 3466.843148 = -6172336.849522 nChanged 6 SP:Iteration 52Q (3352.836836 sec): 3 clusters Score: Raw -6175804.429564 + Penalty 3466.843148 = -6172337.586416 nChanged 6 SP:Iteration 53Q (3352.908416 sec): 3 clusters Score: Raw -6175805.165549 + Penalty 3466.843148 = -6172338.322401 nChanged 4 SP:Iteration 54Q (3352.983568 sec): 3 clusters Score: Raw -6175805.655099 + Penalty 3466.843148 = -6172338.811951 nChanged 3 SP:Iteration 55Q (3353.083094 sec): 3 clusters Score: Raw -6175806.120656 + Penalty 3466.843148 = -6172339.277508 nChanged 4 SP:Iteration 56Q (3353.191272 sec): 3 clusters Score: Raw -6175806.437025 + Penalty 3466.843148 = -6172339.593877 nChanged 1 SP:Iteration 57Q (3353.308270 sec): 3 clusters Score: Raw -6175806.499331 + Penalty 3466.843148 = -6172339.656184 nChanged 1 SP:Iteration 58Q (3353.409700 sec): 3 clusters Score: Raw -6175806.725830 + Penalty 3466.843148 = -6172339.882682 nChanged 1 SP:Iteration 59Q (3353.519118 sec): 3 clusters Score: Raw -6175806.855079 + Penalty 3466.843148 = -6172340.011931 nChanged 1 SP:Iteration 60F (3353.638064 sec): 3 clusters Score: Raw -6175806.916118 + Penalty 3466.843148 = -6172340.072970 nChanged 0 Trying to split cluster 38 (4950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3353.672424 sec): 2 clusters Score: Raw -720816.461356 + Penalty 1382.410714 = -719434.050642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3353.726135 sec): 3 clusters Score: Raw -718231.399168 + Penalty 2764.821428 = -715466.577739 nChanged 2024 SP:Iteration 1F (3353.767219 sec): 3 clusters Score: Raw -719420.080340 + Penalty 2764.821428 = -716655.258912 nChanged 379 SP:Iteration 2F (3353.824065 sec): 3 clusters Score: Raw -719668.335007 + Penalty 2764.821428 = -716903.513579 nChanged 310 SP:Iteration 3F (3353.880703 sec): 3 clusters Score: Raw -719875.616012 + Penalty 2764.821428 = -717110.794584 nChanged 275 SP:Iteration 4F (3353.936292 sec): 3 clusters Score: Raw -720047.624394 + Penalty 2764.821428 = -717282.802966 nChanged 232 SP:Iteration 5Q (3354.000263 sec): 3 clusters Score: Raw -720187.071493 + Penalty 2764.821428 = -717422.250065 nChanged 205 SP:Iteration 6Q (3354.047796 sec): 3 clusters Score: Raw -720299.249219 + Penalty 2764.821428 = -717534.427791 nChanged 165 SP:Iteration 7Q (3354.094279 sec): 3 clusters Score: Raw -720395.138056 + Penalty 2764.821428 = -717630.316628 nChanged 158 SP:Iteration 8Q (3354.148531 sec): 3 clusters Score: Raw -720482.987167 + Penalty 2764.821428 = -717718.165739 nChanged 131 SP:Iteration 9Q (3354.206354 sec): 3 clusters Score: Raw -720551.490862 + Penalty 2764.821428 = -717786.669434 nChanged 113 SP:Iteration 10Q (3354.256628 sec): 3 clusters Score: Raw -720607.614215 + Penalty 2764.821428 = -717842.792787 nChanged 104 SP:Iteration 11Q (3354.309642 sec): 3 clusters Score: Raw -720666.814056 + Penalty 2764.821428 = -717901.992628 nChanged 86 SP:Iteration 12Q (3354.359181 sec): 3 clusters Score: Raw -720715.014270 + Penalty 2764.821428 = -717950.192842 nChanged 91 SP:Iteration 13Q (3354.418258 sec): 3 clusters Score: Raw -720757.809681 + Penalty 2764.821428 = -717992.988253 nChanged 79 SP:Iteration 14Q (3354.464855 sec): 3 clusters Score: Raw -720793.505089 + Penalty 2764.821428 = -718028.683661 nChanged 58 SP:Iteration 15Q (3354.524186 sec): 3 clusters Score: Raw -720809.409759 + Penalty 2764.821428 = -718044.588331 nChanged 31 SP:Iteration 16Q (3354.574357 sec): 3 clusters Score: Raw -720818.889372 + Penalty 2764.821428 = -718054.067944 nChanged 30 SP:Iteration 17Q (3354.629457 sec): 3 clusters Score: Raw -720827.656910 + Penalty 2764.821428 = -718062.835482 nChanged 18 SP:Iteration 18Q (3354.685286 sec): 3 clusters Score: Raw -720831.682628 + Penalty 2764.821428 = -718066.861199 nChanged 15 SP:Iteration 19Q (3354.739827 sec): 3 clusters Score: Raw -720836.409669 + Penalty 2764.821428 = -718071.588241 nChanged 21 SP:Iteration 20F (3354.786054 sec): 3 clusters Score: Raw -720840.564758 + Penalty 2764.821428 = -718075.743330 nChanged 12 SP:Iteration 21Q (3354.832268 sec): 3 clusters Score: Raw -720843.926309 + Penalty 2764.821428 = -718079.104881 nChanged 10 SP:Iteration 22Q (3354.896582 sec): 3 clusters Score: Raw -720845.594491 + Penalty 2764.821428 = -718080.773063 nChanged 6 SP:Iteration 23Q (3354.938252 sec): 3 clusters Score: Raw -720847.381388 + Penalty 2764.821428 = -718082.559960 nChanged 7 SP:Iteration 24Q (3354.994082 sec): 3 clusters Score: Raw -720848.629829 + Penalty 2764.821428 = -718083.808401 nChanged 7 SP:Iteration 25Q (3355.056564 sec): 3 clusters Score: Raw -720849.945563 + Penalty 2764.821428 = -718085.124135 nChanged 9 SP:Iteration 26Q (3355.106261 sec): 3 clusters Score: Raw -720852.021960 + Penalty 2764.821428 = -718087.200532 nChanged 8 SP:Iteration 27Q (3355.148855 sec): 3 clusters Score: Raw -720854.040238 + Penalty 2764.821428 = -718089.218810 nChanged 5 SP:Iteration 28Q (3355.200559 sec): 3 clusters Score: Raw -720855.231406 + Penalty 2764.821428 = -718090.409978 nChanged 5 SP:Iteration 29Q (3355.249193 sec): 3 clusters Score: Raw -720856.297972 + Penalty 2764.821428 = -718091.476544 nChanged 4 SP:Iteration 30Q (3355.301599 sec): 3 clusters Score: Raw -720857.506919 + Penalty 2764.821428 = -718092.685491 nChanged 5 SP:Iteration 31Q (3355.363733 sec): 3 clusters Score: Raw -720858.160373 + Penalty 2764.821428 = -718093.338945 nChanged 3 SP:Iteration 32Q (3355.416711 sec): 3 clusters Score: Raw -720858.892556 + Penalty 2764.821428 = -718094.071128 nChanged 6 SP:Iteration 33Q (3355.458685 sec): 3 clusters Score: Raw -720860.393537 + Penalty 2764.821428 = -718095.572109 nChanged 8 SP:Iteration 34Q (3355.517497 sec): 3 clusters Score: Raw -720862.076047 + Penalty 2764.821428 = -718097.254619 nChanged 4 SP:Iteration 35Q (3355.568337 sec): 3 clusters Score: Raw -720862.658168 + Penalty 2764.821428 = -718097.836740 nChanged 4 SP:Iteration 36Q (3355.618896 sec): 3 clusters Score: Raw -720863.184961 + Penalty 2764.821428 = -718098.363533 nChanged 3 SP:Iteration 37Q (3355.666915 sec): 3 clusters Score: Raw -720863.424269 + Penalty 2764.821428 = -718098.602841 nChanged 2 SP:Iteration 38Q (3355.710202 sec): 3 clusters Score: Raw -720863.716812 + Penalty 2764.821428 = -718098.895384 nChanged 2 SP:Iteration 39Q (3355.765058 sec): 3 clusters Score: Raw -720863.901311 + Penalty 2764.821428 = -718099.079883 nChanged 1 SP:Iteration 40F (3355.830232 sec): 3 clusters Score: Raw -720863.987116 + Penalty 2764.821428 = -718099.165688 nChanged 0 Trying to split cluster 39 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3355.855179 sec): 2 clusters Score: Raw -11943.486420 + Penalty 839.277721 = -11104.208700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3355.903048 sec): 3 clusters Score: Raw -12077.406695 + Penalty 1678.555442 = -10398.851254 nChanged 13 SP:Iteration 1F (3355.948296 sec): 3 clusters Score: Raw -12126.786697 + Penalty 1678.555442 = -10448.231256 nChanged 7 SP:Iteration 2Q (3355.985604 sec): 3 clusters Score: Raw -12148.034179 + Penalty 1678.555442 = -10469.478737 nChanged 4 SP:Iteration 3Q (3356.022916 sec): 3 clusters Score: Raw -12169.807001 + Penalty 1678.555442 = -10491.251560 nChanged 5 SP:Iteration 4Q (3356.057370 sec): 3 clusters Score: Raw -12200.275452 + Penalty 1678.555442 = -10521.720010 nChanged 5 SP:Iteration 5Q (3356.110871 sec): 3 clusters Score: Raw -12212.234081 + Penalty 1678.555442 = -10533.678639 nChanged 2 SP:Iteration 6Q (3356.148675 sec): 3 clusters Score: Raw -12223.948653 + Penalty 1678.555442 = -10545.393212 nChanged 3 SP:Iteration 7Q (3356.194293 sec): 3 clusters Score: Raw -12251.752522 + Penalty 1678.555442 = -10573.197080 nChanged 6 SP:Iteration 8Q (3356.239404 sec): 3 clusters Score: Raw -12388.457215 + Penalty 1678.555442 = -10709.901773 nChanged 5 SP:Iteration 9Q (3356.279608 sec): 3 clusters Score: Raw -12419.787158 + Penalty 1678.555442 = -10741.231716 nChanged 1 SP:Iteration 10Q (3356.329797 sec): 3 clusters Score: Raw -12422.577491 + Penalty 1678.555442 = -10744.022050 nChanged 0 SP:Iteration 11F (3356.368808 sec): 3 clusters Score: Raw -12422.577491 + Penalty 1678.555442 = -10744.022050 nChanged 0 Iteration 299Q (3359.533772 sec): 40 clusters Score: Raw -40024385.987925 + Penalty 79644.492220 = -39944741.495705 nChanged 25 Iteration 300F (3366.511984 sec): 40 clusters Score: Raw -40024386.666128 + Penalty 79644.492220 = -39944742.173908 nChanged 23 Iteration 301Q (3369.560293 sec): 40 clusters Score: Raw -40024387.202644 + Penalty 79644.492220 = -39944742.710424 nChanged 17 Iteration 302Q (3372.860155 sec): 40 clusters Score: Raw -40024387.576706 + Penalty 79644.492220 = -39944743.084486 nChanged 22 Iteration 303Q (3376.264007 sec): 40 clusters Score: Raw -40024388.012148 + Penalty 79644.492220 = -39944743.519928 nChanged 13 Iteration 304Q (3379.521518 sec): 40 clusters Score: Raw -40024388.252163 + Penalty 79644.492220 = -39944743.759944 nChanged 13 Iteration 305Q (3382.112297 sec): 40 clusters Score: Raw -40024388.547374 + Penalty 79644.492220 = -39944744.055155 nChanged 14 Iteration 306Q (3385.365677 sec): 40 clusters Score: Raw -40024388.776419 + Penalty 79644.492220 = -39944744.284199 nChanged 14 Iteration 307Q (3388.786063 sec): 40 clusters Score: Raw -40024389.100748 + Penalty 79644.492220 = -39944744.608528 nChanged 8 Iteration 308Q (3391.901664 sec): 40 clusters Score: Raw -40024389.263253 + Penalty 79644.492220 = -39944744.771034 nChanged 5 Iteration 309Q (3394.996345 sec): 40 clusters Score: Raw -40024389.404655 + Penalty 79644.492220 = -39944744.912436 nChanged 6 Iteration 310Q (3398.341378 sec): 40 clusters Score: Raw -40024389.555420 + Penalty 79644.492220 = -39944745.063200 nChanged 7 Iteration 311Q (3401.609979 sec): 40 clusters Score: Raw -40024389.649084 + Penalty 79644.492220 = -39944745.156864 nChanged 7 Iteration 312Q (3404.875062 sec): 40 clusters Score: Raw -40024389.885595 + Penalty 79644.492220 = -39944745.393375 nChanged 8 Iteration 313Q (3408.394279 sec): 40 clusters Score: Raw -40024390.162288 + Penalty 79644.492220 = -39944745.670068 nChanged 7 Iteration 314Q (3411.686336 sec): 40 clusters Score: Raw -40024390.258019 + Penalty 79644.492220 = -39944745.765799 nChanged 3 Iteration 315Q (3415.197007 sec): 40 clusters Score: Raw -40024390.308203 + Penalty 79644.492220 = -39944745.815983 nChanged 3 Iteration 316Q (3418.426886 sec): 40 clusters Score: Raw -40024390.387275 + Penalty 79644.492220 = -39944745.895055 nChanged 4 Iteration 317Q (3421.867304 sec): 40 clusters Score: Raw -40024390.512641 + Penalty 79644.492220 = -39944746.020421 nChanged 2 Iteration 318Q (3425.106094 sec): 40 clusters Score: Raw -40024390.531924 + Penalty 79644.492220 = -39944746.039704 nChanged 1 Iteration 319Q (3428.440428 sec): 40 clusters Score: Raw -40024390.541653 + Penalty 79644.492220 = -39944746.049433 nChanged 0 Iteration 320F (3435.519920 sec): 40 clusters Score: Raw -40024390.541653 + Penalty 79644.492220 = -39944746.049433 nChanged 0 Compute initial score before splitting: Score: Raw -40024390.541653 + Penalty 79644.492220 = -39944746.049433 Trying to split cluster 1 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3435.591386 sec): 2 clusters Score: Raw -17860.773914 + Penalty 882.979826 = -16977.794088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3435.639925 sec): 3 clusters Score: Raw -18156.452125 + Penalty 1765.959651 = -16390.492474 nChanged 62 SP:Iteration 1F (3435.676125 sec): 3 clusters Score: Raw -18350.233122 + Penalty 1765.959651 = -16584.273471 nChanged 18 SP:Iteration 2F (3435.721107 sec): 3 clusters Score: Raw -18407.240893 + Penalty 1765.959651 = -16641.281242 nChanged 2 SP:Iteration 3Q (3435.773418 sec): 3 clusters Score: Raw -18411.118912 + Penalty 1765.959651 = -16645.159261 nChanged 1 SP:Iteration 4Q (3435.812521 sec): 3 clusters Score: Raw -18412.229006 + Penalty 1765.959651 = -16646.269355 nChanged 0 SP:Iteration 5F (3435.849182 sec): 3 clusters Score: Raw -18412.229006 + Penalty 1765.959651 = -16646.269355 nChanged 0 Trying to split cluster 2 (18183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3435.896943 sec): 2 clusters Score: Raw -2553354.898022 + Penalty 1593.839385 = -2551761.058637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3435.969476 sec): 3 clusters Score: Raw -2542515.879444 + Penalty 3187.678770 = -2539328.200674 nChanged 8140 SP:Iteration 1F (3436.052153 sec): 3 clusters Score: Raw -2547021.297231 + Penalty 3187.678770 = -2543833.618461 nChanged 1029 SP:Iteration 2F (3436.130203 sec): 3 clusters Score: Raw -2547433.504307 + Penalty 3187.678770 = -2544245.825537 nChanged 888 SP:Iteration 3Q (3436.208415 sec): 3 clusters Score: Raw -2547812.616953 + Penalty 3187.678770 = -2544624.938183 nChanged 862 SP:Iteration 4Q (3436.282196 sec): 3 clusters Score: Raw -2548218.896369 + Penalty 3187.678770 = -2545031.217598 nChanged 887 SP:Iteration 5Q (3436.359414 sec): 3 clusters Score: Raw -2548720.568387 + Penalty 3187.678770 = -2545532.889616 nChanged 976 SP:Iteration 6F (3436.390869 sec): 3 clusters Score: Raw -2549447.012502 + Penalty 3187.678770 = -2546259.333731 nChanged 1090 SP:Iteration 7F (3436.476557 sec): 3 clusters Score: Raw -2550343.651569 + Penalty 3187.678770 = -2547155.972799 nChanged 1117 SP:Iteration 8F (3436.549577 sec): 3 clusters Score: Raw -2551226.279120 + Penalty 3187.678770 = -2548038.600350 nChanged 1016 SP:Iteration 9F (3436.614238 sec): 3 clusters Score: Raw -2551971.256265 + Penalty 3187.678770 = -2548783.577494 nChanged 854 SP:Iteration 10Q (3436.699823 sec): 3 clusters Score: Raw -2552590.692492 + Penalty 3187.678770 = -2549403.013721 nChanged 757 SP:Iteration 11Q (3436.766156 sec): 3 clusters Score: Raw -2553064.879815 + Penalty 3187.678770 = -2549877.201045 nChanged 576 SP:Iteration 12Q (3436.850794 sec): 3 clusters Score: Raw -2553357.656597 + Penalty 3187.678770 = -2550169.977827 nChanged 433 SP:Iteration 13Q (3436.925938 sec): 3 clusters Score: Raw -2553512.198737 + Penalty 3187.678770 = -2550324.519967 nChanged 270 SP:Iteration 14Q (3437.003012 sec): 3 clusters Score: Raw -2553584.404557 + Penalty 3187.678770 = -2550396.725787 nChanged 165 SP:Iteration 15Q (3437.076672 sec): 3 clusters Score: Raw -2553613.674827 + Penalty 3187.678770 = -2550425.996057 nChanged 114 SP:Iteration 16Q (3437.141872 sec): 3 clusters Score: Raw -2553633.842645 + Penalty 3187.678770 = -2550446.163874 nChanged 96 SP:Iteration 17Q (3437.219105 sec): 3 clusters Score: Raw -2553648.072889 + Penalty 3187.678770 = -2550460.394118 nChanged 78 SP:Iteration 18Q (3437.294864 sec): 3 clusters Score: Raw -2553659.183835 + Penalty 3187.678770 = -2550471.505065 nChanged 63 SP:Iteration 19Q (3437.364913 sec): 3 clusters Score: Raw -2553668.472716 + Penalty 3187.678770 = -2550480.793945 nChanged 54 SP:Iteration 20F (3437.437115 sec): 3 clusters Score: Raw -2553675.795893 + Penalty 3187.678770 = -2550488.117122 nChanged 61 SP:Iteration 21Q (3437.499572 sec): 3 clusters Score: Raw -2553684.765233 + Penalty 3187.678770 = -2550497.086462 nChanged 60 SP:Iteration 22Q (3437.580127 sec): 3 clusters Score: Raw -2553692.781454 + Penalty 3187.678770 = -2550505.102684 nChanged 59 SP:Iteration 23Q (3437.651204 sec): 3 clusters Score: Raw -2553700.500780 + Penalty 3187.678770 = -2550512.822009 nChanged 52 SP:Iteration 24Q (3437.727548 sec): 3 clusters Score: Raw -2553707.364543 + Penalty 3187.678770 = -2550519.685773 nChanged 47 SP:Iteration 25Q (3437.796358 sec): 3 clusters Score: Raw -2553713.890974 + Penalty 3187.678770 = -2550526.212204 nChanged 61 SP:Iteration 26Q (3437.859505 sec): 3 clusters Score: Raw -2553722.855296 + Penalty 3187.678770 = -2550535.176525 nChanged 54 SP:Iteration 27Q (3437.935880 sec): 3 clusters Score: Raw -2553730.303510 + Penalty 3187.678770 = -2550542.624740 nChanged 63 SP:Iteration 28Q (3438.012091 sec): 3 clusters Score: Raw -2553738.201972 + Penalty 3187.678770 = -2550550.523202 nChanged 61 SP:Iteration 29Q (3438.086122 sec): 3 clusters Score: Raw -2553745.202812 + Penalty 3187.678770 = -2550557.524042 nChanged 58 SP:Iteration 30Q (3438.149802 sec): 3 clusters Score: Raw -2553751.409230 + Penalty 3187.678770 = -2550563.730460 nChanged 48 SP:Iteration 31Q (3438.224833 sec): 3 clusters Score: Raw -2553756.695246 + Penalty 3187.678770 = -2550569.016476 nChanged 42 SP:Iteration 32Q (3438.302680 sec): 3 clusters Score: Raw -2553761.793415 + Penalty 3187.678770 = -2550574.114644 nChanged 44 SP:Iteration 33Q (3438.360302 sec): 3 clusters Score: Raw -2553767.029836 + Penalty 3187.678770 = -2550579.351066 nChanged 48 SP:Iteration 34Q (3438.433907 sec): 3 clusters Score: Raw -2553772.609173 + Penalty 3187.678770 = -2550584.930402 nChanged 43 SP:Iteration 35Q (3438.508590 sec): 3 clusters Score: Raw -2553777.633863 + Penalty 3187.678770 = -2550589.955092 nChanged 52 SP:Iteration 36Q (3438.561193 sec): 3 clusters Score: Raw -2553784.518837 + Penalty 3187.678770 = -2550596.840067 nChanged 66 SP:Iteration 37Q (3438.625358 sec): 3 clusters Score: Raw -2553793.072454 + Penalty 3187.678770 = -2550605.393684 nChanged 81 SP:Iteration 38Q (3438.691337 sec): 3 clusters Score: Raw -2553804.753652 + Penalty 3187.678770 = -2550617.074882 nChanged 80 SP:Iteration 39Q (3438.775423 sec): 3 clusters Score: Raw -2553816.226302 + Penalty 3187.678770 = -2550628.547532 nChanged 76 SP:Iteration 40F (3438.841574 sec): 3 clusters Score: Raw -2553827.628440 + Penalty 3187.678770 = -2550639.949670 nChanged 83 SP:Iteration 41Q (3438.917032 sec): 3 clusters Score: Raw -2553838.461753 + Penalty 3187.678770 = -2550650.782982 nChanged 74 SP:Iteration 42Q (3438.993389 sec): 3 clusters Score: Raw -2553846.035578 + Penalty 3187.678770 = -2550658.356807 nChanged 69 SP:Iteration 43Q (3439.059442 sec): 3 clusters Score: Raw -2553855.354593 + Penalty 3187.678770 = -2550667.675823 nChanged 82 SP:Iteration 44Q (3439.138056 sec): 3 clusters Score: Raw -2553866.612209 + Penalty 3187.678770 = -2550678.933439 nChanged 76 SP:Iteration 45Q (3439.211088 sec): 3 clusters Score: Raw -2553877.848607 + Penalty 3187.678770 = -2550690.169836 nChanged 73 SP:Iteration 46Q (3439.279747 sec): 3 clusters Score: Raw -2553887.401642 + Penalty 3187.678770 = -2550699.722872 nChanged 68 SP:Iteration 47Q (3439.356168 sec): 3 clusters Score: Raw -2553897.138581 + Penalty 3187.678770 = -2550709.459811 nChanged 73 SP:Iteration 48Q (3439.421605 sec): 3 clusters Score: Raw -2553908.000010 + Penalty 3187.678770 = -2550720.321239 nChanged 85 SP:Iteration 49Q (3439.493391 sec): 3 clusters Score: Raw -2553920.528130 + Penalty 3187.678770 = -2550732.849360 nChanged 87 SP:Iteration 50Q (3439.567220 sec): 3 clusters Score: Raw -2553934.230391 + Penalty 3187.678770 = -2550746.551621 nChanged 83 SP:Iteration 51Q (3439.646748 sec): 3 clusters Score: Raw -2553946.250289 + Penalty 3187.678770 = -2550758.571518 nChanged 91 SP:Iteration 52Q (3439.729210 sec): 3 clusters Score: Raw -2553959.839302 + Penalty 3187.678770 = -2550772.160532 nChanged 103 SP:Iteration 53Q (3439.804630 sec): 3 clusters Score: Raw -2553975.903367 + Penalty 3187.678770 = -2550788.224597 nChanged 99 SP:Iteration 54Q (3439.837969 sec): 3 clusters Score: Raw -2553992.342799 + Penalty 3187.678770 = -2550804.664028 nChanged 111 SP:Iteration 55Q (3439.917404 sec): 3 clusters Score: Raw -2554014.369173 + Penalty 3187.678770 = -2550826.690403 nChanged 127 SP:Iteration 56Q (3439.991558 sec): 3 clusters Score: Raw -2554039.527982 + Penalty 3187.678770 = -2550851.849211 nChanged 116 SP:Iteration 57Q (3440.066410 sec): 3 clusters Score: Raw -2554065.865524 + Penalty 3187.678770 = -2550878.186753 nChanged 147 SP:Iteration 58Q (3440.144627 sec): 3 clusters Score: Raw -2554103.395109 + Penalty 3187.678770 = -2550915.716338 nChanged 145 SP:Iteration 59Q (3440.229445 sec): 3 clusters Score: Raw -2554138.482782 + Penalty 3187.678770 = -2550950.804011 nChanged 155 SP:Iteration 60F (3440.293080 sec): 3 clusters Score: Raw -2554173.986609 + Penalty 3187.678770 = -2550986.307838 nChanged 164 SP:Iteration 61Q (3440.378659 sec): 3 clusters Score: Raw -2554210.493889 + Penalty 3187.678770 = -2551022.815118 nChanged 153 SP:Iteration 62Q (3440.449312 sec): 3 clusters Score: Raw -2554244.238178 + Penalty 3187.678770 = -2551056.559408 nChanged 165 SP:Iteration 63Q (3440.526018 sec): 3 clusters Score: Raw -2554280.016816 + Penalty 3187.678770 = -2551092.338046 nChanged 181 SP:Iteration 64Q (3440.602230 sec): 3 clusters Score: Raw -2554321.190678 + Penalty 3187.678770 = -2551133.511908 nChanged 155 SP:Iteration 65Q (3440.689136 sec): 3 clusters Score: Raw -2554355.947720 + Penalty 3187.678770 = -2551168.268949 nChanged 145 SP:Iteration 66Q (3440.766261 sec): 3 clusters Score: Raw -2554387.418455 + Penalty 3187.678770 = -2551199.739685 nChanged 143 SP:Iteration 67Q (3440.843846 sec): 3 clusters Score: Raw -2554416.160278 + Penalty 3187.678770 = -2551228.481507 nChanged 121 SP:Iteration 68Q (3440.914031 sec): 3 clusters Score: Raw -2554439.688361 + Penalty 3187.678770 = -2551252.009591 nChanged 121 SP:Iteration 69Q (3440.995809 sec): 3 clusters Score: Raw -2554461.587512 + Penalty 3187.678770 = -2551273.908741 nChanged 122 SP:Iteration 70Q (3441.067939 sec): 3 clusters Score: Raw -2554482.822354 + Penalty 3187.678770 = -2551295.143584 nChanged 121 SP:Iteration 71Q (3441.151385 sec): 3 clusters Score: Raw -2554504.396871 + Penalty 3187.678770 = -2551316.718101 nChanged 127 SP:Iteration 72Q (3441.226979 sec): 3 clusters Score: Raw -2554526.832439 + Penalty 3187.678770 = -2551339.153669 nChanged 110 SP:Iteration 73Q (3441.299168 sec): 3 clusters Score: Raw -2554546.311355 + Penalty 3187.678770 = -2551358.632584 nChanged 118 SP:Iteration 74Q (3441.383552 sec): 3 clusters Score: Raw -2554566.887381 + Penalty 3187.678770 = -2551379.208610 nChanged 101 SP:Iteration 75Q (3441.459985 sec): 3 clusters Score: Raw -2554584.738492 + Penalty 3187.678770 = -2551397.059722 nChanged 84 SP:Iteration 76Q (3441.533628 sec): 3 clusters Score: Raw -2554597.025673 + Penalty 3187.678770 = -2551409.346903 nChanged 71 SP:Iteration 77Q (3441.608131 sec): 3 clusters Score: Raw -2554607.726589 + Penalty 3187.678770 = -2551420.047818 nChanged 70 SP:Iteration 78Q (3441.678060 sec): 3 clusters Score: Raw -2554619.628819 + Penalty 3187.678770 = -2551431.950049 nChanged 73 SP:Iteration 79Q (3441.759632 sec): 3 clusters Score: Raw -2554631.850849 + Penalty 3187.678770 = -2551444.172079 nChanged 69 SP:Iteration 80F (3441.837347 sec): 3 clusters Score: Raw -2554640.681634 + Penalty 3187.678770 = -2551453.002863 nChanged 65 SP:Iteration 81Q (3441.913535 sec): 3 clusters Score: Raw -2554649.311020 + Penalty 3187.678770 = -2551461.632250 nChanged 71 SP:Iteration 82Q (3441.990347 sec): 3 clusters Score: Raw -2554659.169114 + Penalty 3187.678770 = -2551471.490344 nChanged 75 SP:Iteration 83Q (3442.066412 sec): 3 clusters Score: Raw -2554671.027077 + Penalty 3187.678770 = -2551483.348306 nChanged 90 SP:Iteration 84Q (3442.142992 sec): 3 clusters Score: Raw -2554685.649649 + Penalty 3187.678770 = -2551497.970878 nChanged 81 SP:Iteration 85Q (3442.220077 sec): 3 clusters Score: Raw -2554697.739868 + Penalty 3187.678770 = -2551510.061097 nChanged 75 SP:Iteration 86Q (3442.297196 sec): 3 clusters Score: Raw -2554707.272893 + Penalty 3187.678770 = -2551519.594122 nChanged 57 SP:Iteration 87Q (3442.373410 sec): 3 clusters Score: Raw -2554714.555315 + Penalty 3187.678770 = -2551526.876545 nChanged 57 SP:Iteration 88Q (3442.423569 sec): 3 clusters Score: Raw -2554721.520227 + Penalty 3187.678770 = -2551533.841456 nChanged 51 SP:Iteration 89Q (3442.501024 sec): 3 clusters Score: Raw -2554727.400705 + Penalty 3187.678770 = -2551539.721935 nChanged 45 SP:Iteration 90Q (3442.582590 sec): 3 clusters Score: Raw -2554732.583668 + Penalty 3187.678770 = -2551544.904897 nChanged 41 SP:Iteration 91Q (3442.650552 sec): 3 clusters Score: Raw -2554737.407571 + Penalty 3187.678770 = -2551549.728801 nChanged 35 SP:Iteration 92Q (3442.725192 sec): 3 clusters Score: Raw -2554741.268730 + Penalty 3187.678770 = -2551553.589960 nChanged 37 SP:Iteration 93Q (3442.791006 sec): 3 clusters Score: Raw -2554745.042771 + Penalty 3187.678770 = -2551557.364001 nChanged 30 SP:Iteration 94Q (3442.865545 sec): 3 clusters Score: Raw -2554748.085934 + Penalty 3187.678770 = -2551560.407163 nChanged 27 SP:Iteration 95Q (3442.924462 sec): 3 clusters Score: Raw -2554750.509708 + Penalty 3187.678770 = -2551562.830938 nChanged 29 SP:Iteration 96Q (3443.005617 sec): 3 clusters Score: Raw -2554754.248885 + Penalty 3187.678770 = -2551566.570115 nChanged 32 SP:Iteration 97Q (3443.077181 sec): 3 clusters Score: Raw -2554758.043303 + Penalty 3187.678770 = -2551570.364533 nChanged 34 SP:Iteration 98Q (3443.146532 sec): 3 clusters Score: Raw -2554761.832528 + Penalty 3187.678770 = -2551574.153757 nChanged 41 SP:Iteration 99Q (3443.214103 sec): 3 clusters Score: Raw -2554766.319256 + Penalty 3187.678770 = -2551578.640486 nChanged 39 SP:Iteration 100F (3443.287057 sec): 3 clusters Score: Raw -2554770.677794 + Penalty 3187.678770 = -2551582.999023 nChanged 32 SP:Iteration 101Q (3443.363205 sec): 3 clusters Score: Raw -2554773.553210 + Penalty 3187.678770 = -2551585.874439 nChanged 21 SP:Iteration 102Q (3443.413091 sec): 3 clusters Score: Raw -2554775.419106 + Penalty 3187.678770 = -2551587.740336 nChanged 17 SP:Iteration 103Q (3443.489973 sec): 3 clusters Score: Raw -2554777.169014 + Penalty 3187.678770 = -2551589.490244 nChanged 24 SP:Iteration 104Q (3443.558384 sec): 3 clusters Score: Raw -2554779.398615 + Penalty 3187.678770 = -2551591.719844 nChanged 25 SP:Iteration 105Q (3443.633959 sec): 3 clusters Score: Raw -2554781.945328 + Penalty 3187.678770 = -2551594.266558 nChanged 32 SP:Iteration 106Q (3443.709671 sec): 3 clusters Score: Raw -2554786.099483 + Penalty 3187.678770 = -2551598.420713 nChanged 36 SP:Iteration 107Q (3443.784859 sec): 3 clusters Score: Raw -2554790.915923 + Penalty 3187.678770 = -2551603.237152 nChanged 43 SP:Iteration 108Q (3443.857460 sec): 3 clusters Score: Raw -2554796.239987 + Penalty 3187.678770 = -2551608.561216 nChanged 33 SP:Iteration 109Q (3443.919390 sec): 3 clusters Score: Raw -2554800.983704 + Penalty 3187.678770 = -2551613.304933 nChanged 40 SP:Iteration 110Q (3443.987901 sec): 3 clusters Score: Raw -2554805.417245 + Penalty 3187.678770 = -2551617.738475 nChanged 40 SP:Iteration 111Q (3444.065506 sec): 3 clusters Score: Raw -2554810.307524 + Penalty 3187.678770 = -2551622.628754 nChanged 31 SP:Iteration 112Q (3444.141316 sec): 3 clusters Score: Raw -2554814.457917 + Penalty 3187.678770 = -2551626.779146 nChanged 29 SP:Iteration 113Q (3444.201380 sec): 3 clusters Score: Raw -2554819.782024 + Penalty 3187.678770 = -2551632.103254 nChanged 40 SP:Iteration 114Q (3444.280594 sec): 3 clusters Score: Raw -2554825.440208 + Penalty 3187.678770 = -2551637.761438 nChanged 39 SP:Iteration 115Q (3444.357754 sec): 3 clusters Score: Raw -2554830.695045 + Penalty 3187.678770 = -2551643.016274 nChanged 34 SP:Iteration 116Q (3444.417356 sec): 3 clusters Score: Raw -2554835.925507 + Penalty 3187.678770 = -2551648.246736 nChanged 35 SP:Iteration 117Q (3444.488380 sec): 3 clusters Score: Raw -2554840.259043 + Penalty 3187.678770 = -2551652.580273 nChanged 35 SP:Iteration 118Q (3444.556220 sec): 3 clusters Score: Raw -2554845.225821 + Penalty 3187.678770 = -2551657.547051 nChanged 31 SP:Iteration 119Q (3444.634514 sec): 3 clusters Score: Raw -2554849.342680 + Penalty 3187.678770 = -2551661.663910 nChanged 33 SP:Iteration 120F (3444.699437 sec): 3 clusters Score: Raw -2554853.091520 + Penalty 3187.678770 = -2551665.412749 nChanged 29 SP:Iteration 121Q (3444.783987 sec): 3 clusters Score: Raw -2554856.378167 + Penalty 3187.678770 = -2551668.699397 nChanged 33 SP:Iteration 122Q (3444.857706 sec): 3 clusters Score: Raw -2554859.741794 + Penalty 3187.678770 = -2551672.063023 nChanged 28 SP:Iteration 123Q (3444.928157 sec): 3 clusters Score: Raw -2554863.114785 + Penalty 3187.678770 = -2551675.436015 nChanged 30 SP:Iteration 124Q (3444.991584 sec): 3 clusters Score: Raw -2554866.305851 + Penalty 3187.678770 = -2551678.627081 nChanged 21 SP:Iteration 125Q (3445.058448 sec): 3 clusters Score: Raw -2554868.557474 + Penalty 3187.678770 = -2551680.878704 nChanged 19 SP:Iteration 126Q (3445.119862 sec): 3 clusters Score: Raw -2554870.486956 + Penalty 3187.678770 = -2551682.808186 nChanged 15 SP:Iteration 127Q (3445.189032 sec): 3 clusters Score: Raw -2554872.406206 + Penalty 3187.678770 = -2551684.727436 nChanged 15 SP:Iteration 128Q (3445.268375 sec): 3 clusters Score: Raw -2554873.766957 + Penalty 3187.678770 = -2551686.088186 nChanged 9 SP:Iteration 129Q (3445.336351 sec): 3 clusters Score: Raw -2554874.618974 + Penalty 3187.678770 = -2551686.940204 nChanged 8 SP:Iteration 130Q (3445.409969 sec): 3 clusters Score: Raw -2554875.309501 + Penalty 3187.678770 = -2551687.630731 nChanged 11 SP:Iteration 131Q (3445.490468 sec): 3 clusters Score: Raw -2554876.353130 + Penalty 3187.678770 = -2551688.674359 nChanged 12 SP:Iteration 132Q (3445.562489 sec): 3 clusters Score: Raw -2554877.279866 + Penalty 3187.678770 = -2551689.601096 nChanged 11 SP:Iteration 133Q (3445.628135 sec): 3 clusters Score: Raw -2554878.211727 + Penalty 3187.678770 = -2551690.532957 nChanged 8 SP:Iteration 134Q (3445.700917 sec): 3 clusters Score: Raw -2554879.232792 + Penalty 3187.678770 = -2551691.554022 nChanged 12 SP:Iteration 135Q (3445.770471 sec): 3 clusters Score: Raw -2554880.717782 + Penalty 3187.678770 = -2551693.039012 nChanged 12 SP:Iteration 136Q (3445.841123 sec): 3 clusters Score: Raw -2554881.863581 + Penalty 3187.678770 = -2551694.184810 nChanged 14 SP:Iteration 137Q (3445.909768 sec): 3 clusters Score: Raw -2554883.224279 + Penalty 3187.678770 = -2551695.545509 nChanged 17 SP:Iteration 138Q (3445.973988 sec): 3 clusters Score: Raw -2554885.126088 + Penalty 3187.678770 = -2551697.447318 nChanged 14 SP:Iteration 139Q (3446.049567 sec): 3 clusters Score: Raw -2554886.565697 + Penalty 3187.678770 = -2551698.886927 nChanged 15 SP:Iteration 140F (3446.124427 sec): 3 clusters Score: Raw -2554888.242092 + Penalty 3187.678770 = -2551700.563322 nChanged 13 SP:Iteration 141Q (3446.201789 sec): 3 clusters Score: Raw -2554889.789814 + Penalty 3187.678770 = -2551702.111043 nChanged 14 SP:Iteration 142Q (3446.264728 sec): 3 clusters Score: Raw -2554891.050438 + Penalty 3187.678770 = -2551703.371668 nChanged 11 SP:Iteration 143Q (3446.344203 sec): 3 clusters Score: Raw -2554891.742559 + Penalty 3187.678770 = -2551704.063788 nChanged 7 SP:Iteration 144Q (3446.422417 sec): 3 clusters Score: Raw -2554892.262849 + Penalty 3187.678770 = -2551704.584078 nChanged 10 SP:Iteration 145Q (3446.496422 sec): 3 clusters Score: Raw -2554893.107213 + Penalty 3187.678770 = -2551705.428443 nChanged 8 SP:Iteration 146Q (3446.565410 sec): 3 clusters Score: Raw -2554893.921989 + Penalty 3187.678770 = -2551706.243219 nChanged 13 SP:Iteration 147Q (3446.633611 sec): 3 clusters Score: Raw -2554895.406467 + Penalty 3187.678770 = -2551707.727697 nChanged 9 SP:Iteration 148Q (3446.707977 sec): 3 clusters Score: Raw -2554896.533694 + Penalty 3187.678770 = -2551708.854924 nChanged 13 SP:Iteration 149Q (3446.776604 sec): 3 clusters Score: Raw -2554897.950074 + Penalty 3187.678770 = -2551710.271304 nChanged 13 SP:Iteration 150Q (3446.814041 sec): 3 clusters Score: Raw -2554899.850806 + Penalty 3187.678770 = -2551712.172036 nChanged 17 SP:Iteration 151Q (3446.897329 sec): 3 clusters Score: Raw -2554902.618465 + Penalty 3187.678770 = -2551714.939694 nChanged 21 SP:Iteration 152Q (3446.972071 sec): 3 clusters Score: Raw -2554905.671270 + Penalty 3187.678770 = -2551717.992500 nChanged 20 SP:Iteration 153Q (3447.047056 sec): 3 clusters Score: Raw -2554907.987400 + Penalty 3187.678770 = -2551720.308629 nChanged 18 SP:Iteration 154Q (3447.121195 sec): 3 clusters Score: Raw -2554910.176799 + Penalty 3187.678770 = -2551722.498028 nChanged 13 SP:Iteration 155Q (3447.193108 sec): 3 clusters Score: Raw -2554911.463419 + Penalty 3187.678770 = -2551723.784649 nChanged 9 SP:Iteration 156Q (3447.268117 sec): 3 clusters Score: Raw -2554912.385141 + Penalty 3187.678770 = -2551724.706371 nChanged 10 SP:Iteration 157Q (3447.342487 sec): 3 clusters Score: Raw -2554913.247859 + Penalty 3187.678770 = -2551725.569089 nChanged 15 SP:Iteration 158Q (3447.403441 sec): 3 clusters Score: Raw -2554915.292960 + Penalty 3187.678770 = -2551727.614189 nChanged 13 SP:Iteration 159Q (3447.472711 sec): 3 clusters Score: Raw -2554916.873428 + Penalty 3187.678770 = -2551729.194658 nChanged 12 SP:Iteration 160F (3447.546803 sec): 3 clusters Score: Raw -2554917.993628 + Penalty 3187.678770 = -2551730.314857 nChanged 13 SP:Iteration 161Q (3447.622702 sec): 3 clusters Score: Raw -2554919.305612 + Penalty 3187.678770 = -2551731.626842 nChanged 11 SP:Iteration 162Q (3447.687412 sec): 3 clusters Score: Raw -2554920.257625 + Penalty 3187.678770 = -2551732.578854 nChanged 8 SP:Iteration 163Q (3447.760742 sec): 3 clusters Score: Raw -2554921.035826 + Penalty 3187.678770 = -2551733.357056 nChanged 8 SP:Iteration 164Q (3447.833869 sec): 3 clusters Score: Raw -2554921.777533 + Penalty 3187.678770 = -2551734.098763 nChanged 8 SP:Iteration 165Q (3447.887291 sec): 3 clusters Score: Raw -2554922.742392 + Penalty 3187.678770 = -2551735.063622 nChanged 9 SP:Iteration 166Q (3447.960392 sec): 3 clusters Score: Raw -2554923.681080 + Penalty 3187.678770 = -2551736.002309 nChanged 8 SP:Iteration 167Q (3448.032737 sec): 3 clusters Score: Raw -2554924.519074 + Penalty 3187.678770 = -2551736.840303 nChanged 10 SP:Iteration 168Q (3448.113889 sec): 3 clusters Score: Raw -2554925.381164 + Penalty 3187.678770 = -2551737.702394 nChanged 7 SP:Iteration 169Q (3448.174061 sec): 3 clusters Score: Raw -2554925.876097 + Penalty 3187.678770 = -2551738.197326 nChanged 2 SP:Iteration 170Q (3448.255618 sec): 3 clusters Score: Raw -2554925.985809 + Penalty 3187.678770 = -2551738.307039 nChanged 1 SP:Iteration 171Q (3448.319158 sec): 3 clusters Score: Raw -2554926.106533 + Penalty 3187.678770 = -2551738.427763 nChanged 3 SP:Iteration 172Q (3448.384593 sec): 3 clusters Score: Raw -2554926.377584 + Penalty 3187.678770 = -2551738.698814 nChanged 7 SP:Iteration 173Q (3448.457361 sec): 3 clusters Score: Raw -2554927.071958 + Penalty 3187.678770 = -2551739.393187 nChanged 7 SP:Iteration 174Q (3448.523129 sec): 3 clusters Score: Raw -2554928.032154 + Penalty 3187.678770 = -2551740.353384 nChanged 12 SP:Iteration 175Q (3448.591542 sec): 3 clusters Score: Raw -2554929.085629 + Penalty 3187.678770 = -2551741.406858 nChanged 14 SP:Iteration 176Q (3448.663120 sec): 3 clusters Score: Raw -2554930.403803 + Penalty 3187.678770 = -2551742.725033 nChanged 7 SP:Iteration 177Q (3448.723051 sec): 3 clusters Score: Raw -2554930.955956 + Penalty 3187.678770 = -2551743.277185 nChanged 5 SP:Iteration 178Q (3448.784897 sec): 3 clusters Score: Raw -2554931.240001 + Penalty 3187.678770 = -2551743.561230 nChanged 0 SP:Iteration 179F (3448.860071 sec): 3 clusters Score: Raw -2554931.240001 + Penalty 3187.678770 = -2551743.561230 nChanged 0 Trying to split cluster 3 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3448.877352 sec): 2 clusters Score: Raw -38659.850941 + Penalty 948.156745 = -37711.694196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3448.926558 sec): 3 clusters Score: Raw -38789.905756 + Penalty 1896.313490 = -36893.592266 nChanged 93 SP:Iteration 1F (3448.974115 sec): 3 clusters Score: Raw -39039.582692 + Penalty 1896.313490 = -37143.269202 nChanged 23 SP:Iteration 2F (3449.003756 sec): 3 clusters Score: Raw -39189.334292 + Penalty 1896.313490 = -37293.020802 nChanged 16 SP:Iteration 3Q (3449.052562 sec): 3 clusters Score: Raw -39293.480951 + Penalty 1896.313490 = -37397.167461 nChanged 10 SP:Iteration 4Q (3449.090542 sec): 3 clusters Score: Raw -39356.012598 + Penalty 1896.313490 = -37459.699108 nChanged 9 SP:Iteration 5Q (3449.145812 sec): 3 clusters Score: Raw -39417.447247 + Penalty 1896.313490 = -37521.133758 nChanged 4 SP:Iteration 6Q (3449.169394 sec): 3 clusters Score: Raw -39457.862027 + Penalty 1896.313490 = -37561.548537 nChanged 1 SP:Iteration 7Q (3449.216361 sec): 3 clusters Score: Raw -39461.878788 + Penalty 1896.313490 = -37565.565298 nChanged 3 SP:Iteration 8Q (3449.264580 sec): 3 clusters Score: Raw -39469.794351 + Penalty 1896.313490 = -37573.480861 nChanged 2 SP:Iteration 9Q (3449.313498 sec): 3 clusters Score: Raw -39484.860657 + Penalty 1896.313490 = -37588.547167 nChanged 3 SP:Iteration 10Q (3449.361731 sec): 3 clusters Score: Raw -39499.347541 + Penalty 1896.313490 = -37603.034052 nChanged 1 SP:Iteration 11Q (3449.398600 sec): 3 clusters Score: Raw -39527.668983 + Penalty 1896.313490 = -37631.355494 nChanged 2 SP:Iteration 12Q (3449.433420 sec): 3 clusters Score: Raw -39535.678605 + Penalty 1896.313490 = -37639.365115 nChanged 0 SP:Iteration 13F (3449.474772 sec): 3 clusters Score: Raw -39535.678605 + Penalty 1896.313490 = -37639.365115 nChanged 0 Trying to split cluster 4 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3449.495609 sec): 2 clusters Score: Raw -8925.211771 + Penalty 901.091335 = -8024.120436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3449.542619 sec): 3 clusters Score: Raw -9106.544245 + Penalty 1802.182669 = -7304.361575 nChanged 66 SP:Iteration 1F (3449.582590 sec): 3 clusters Score: Raw -9356.266510 + Penalty 1802.182669 = -7554.083841 nChanged 20 SP:Iteration 2F (3449.617211 sec): 3 clusters Score: Raw -9485.612785 + Penalty 1802.182669 = -7683.430116 nChanged 7 SP:Iteration 3Q (3449.664996 sec): 3 clusters Score: Raw -9557.776584 + Penalty 1802.182669 = -7755.593915 nChanged 5 SP:Iteration 4Q (3449.713773 sec): 3 clusters Score: Raw -9578.610586 + Penalty 1802.182669 = -7776.427917 nChanged 0 SP:Iteration 5F (3449.750971 sec): 3 clusters Score: Raw -9578.610586 + Penalty 1802.182669 = -7776.427917 nChanged 0 Trying to split cluster 5 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3449.772411 sec): 2 clusters Score: Raw -39479.394113 + Penalty 940.370824 = -38539.023288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3449.811330 sec): 3 clusters Score: Raw -39627.589892 + Penalty 1880.741649 = -37746.848243 nChanged 76 SP:Iteration 1F (3449.868928 sec): 3 clusters Score: Raw -39760.381528 + Penalty 1880.741649 = -37879.639879 nChanged 29 SP:Iteration 2F (3449.909257 sec): 3 clusters Score: Raw -39815.687375 + Penalty 1880.741649 = -37934.945726 nChanged 15 SP:Iteration 3Q (3449.946952 sec): 3 clusters Score: Raw -39858.455012 + Penalty 1880.741649 = -37977.713363 nChanged 10 SP:Iteration 4Q (3449.976356 sec): 3 clusters Score: Raw -39933.974803 + Penalty 1880.741649 = -38053.233154 nChanged 7 SP:Iteration 5Q (3450.019453 sec): 3 clusters Score: Raw -39983.252950 + Penalty 1880.741649 = -38102.511301 nChanged 8 SP:Iteration 6Q (3450.060318 sec): 3 clusters Score: Raw -40002.419188 + Penalty 1880.741649 = -38121.677539 nChanged 7 SP:Iteration 7Q (3450.078826 sec): 3 clusters Score: Raw -40039.770957 + Penalty 1880.741649 = -38159.029308 nChanged 5 SP:Iteration 8Q (3450.080942 sec): 3 clusters Score: Raw -40052.354325 + Penalty 1880.741649 = -38171.612676 nChanged 4 SP:Iteration 9Q (3450.082995 sec): 3 clusters Score: Raw -40063.421099 + Penalty 1880.741649 = -38182.679450 nChanged 5 SP:Iteration 10Q (3450.085048 sec): 3 clusters Score: Raw -40071.901063 + Penalty 1880.741649 = -38191.159414 nChanged 1 SP:Iteration 11Q (3450.087112 sec): 3 clusters Score: Raw -40072.730070 + Penalty 1880.741649 = -38191.988421 nChanged 1 SP:Iteration 12Q (3450.089158 sec): 3 clusters Score: Raw -40074.289305 + Penalty 1880.741649 = -38193.547656 nChanged 0 SP:Iteration 13F (3450.091315 sec): 3 clusters Score: Raw -40077.342479 + Penalty 1880.741649 = -38196.600830 nChanged 2 SP:Iteration 14Q (3450.093364 sec): 3 clusters Score: Raw -40080.491765 + Penalty 1880.741649 = -38199.750116 nChanged 1 SP:Iteration 15Q (3450.095446 sec): 3 clusters Score: Raw -40082.811881 + Penalty 1880.741649 = -38202.070232 nChanged 0 SP:Iteration 16F (3450.097604 sec): 3 clusters Score: Raw -40082.811881 + Penalty 1880.741649 = -38202.070232 nChanged 0 Trying to split cluster 6 (845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3450.111173 sec): 2 clusters Score: Raw -91763.632454 + Penalty 1095.142202 = -90668.490252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3450.116085 sec): 3 clusters Score: Raw -91613.334650 + Penalty 2190.284404 = -89423.050246 nChanged 248 SP:Iteration 1F (3450.120686 sec): 3 clusters Score: Raw -91867.983323 + Penalty 2190.284404 = -89677.698919 nChanged 60 SP:Iteration 2F (3450.158718 sec): 3 clusters Score: Raw -91954.178832 + Penalty 2190.284404 = -89763.894428 nChanged 44 SP:Iteration 3F (3450.206707 sec): 3 clusters Score: Raw -92019.692090 + Penalty 2190.284404 = -89829.407687 nChanged 35 SP:Iteration 4Q (3450.259206 sec): 3 clusters Score: Raw -92083.438214 + Penalty 2190.284404 = -89893.153811 nChanged 31 SP:Iteration 5Q (3450.308489 sec): 3 clusters Score: Raw -92153.552454 + Penalty 2190.284404 = -89963.268050 nChanged 28 SP:Iteration 6Q (3450.355348 sec): 3 clusters Score: Raw -92212.131699 + Penalty 2190.284404 = -90021.847295 nChanged 34 SP:Iteration 7Q (3450.393919 sec): 3 clusters Score: Raw -92259.044653 + Penalty 2190.284404 = -90068.760250 nChanged 22 SP:Iteration 8Q (3450.432466 sec): 3 clusters Score: Raw -92287.771834 + Penalty 2190.284404 = -90097.487430 nChanged 19 SP:Iteration 9Q (3450.473341 sec): 3 clusters Score: Raw -92315.139208 + Penalty 2190.284404 = -90124.854804 nChanged 13 SP:Iteration 10Q (3450.514444 sec): 3 clusters Score: Raw -92332.469925 + Penalty 2190.284404 = -90142.185521 nChanged 11 SP:Iteration 11Q (3450.569898 sec): 3 clusters Score: Raw -92343.176740 + Penalty 2190.284404 = -90152.892336 nChanged 3 SP:Iteration 12Q (3450.607541 sec): 3 clusters Score: Raw -92345.739478 + Penalty 2190.284404 = -90155.455074 nChanged 2 SP:Iteration 13Q (3450.659830 sec): 3 clusters Score: Raw -92347.200276 + Penalty 2190.284404 = -90156.915872 nChanged 2 SP:Iteration 14Q (3450.697126 sec): 3 clusters Score: Raw -92348.076533 + Penalty 2190.284404 = -90157.792130 nChanged 0 SP:Iteration 15F (3450.742347 sec): 3 clusters Score: Raw -92348.076533 + Penalty 2190.284404 = -90157.792130 nChanged 0 Trying to split cluster 7 (894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3450.760592 sec): 2 clusters Score: Raw -120277.973356 + Penalty 1104.302188 = -119173.671168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3450.810504 sec): 3 clusters Score: Raw -120002.946954 + Penalty 2208.604377 = -117794.342577 nChanged 284 SP:Iteration 1F (3450.851366 sec): 3 clusters Score: Raw -120274.358775 + Penalty 2208.604377 = -118065.754398 nChanged 73 SP:Iteration 2F (3450.891308 sec): 3 clusters Score: Raw -120376.005373 + Penalty 2208.604377 = -118167.400996 nChanged 41 SP:Iteration 3Q (3450.939426 sec): 3 clusters Score: Raw -120441.294085 + Penalty 2208.604377 = -118232.689708 nChanged 29 SP:Iteration 4Q (3450.993016 sec): 3 clusters Score: Raw -120497.363019 + Penalty 2208.604377 = -118288.758642 nChanged 30 SP:Iteration 5Q (3451.028884 sec): 3 clusters Score: Raw -120576.621899 + Penalty 2208.604377 = -118368.017522 nChanged 31 SP:Iteration 6Q (3451.081723 sec): 3 clusters Score: Raw -120634.729534 + Penalty 2208.604377 = -118426.125157 nChanged 36 SP:Iteration 7Q (3451.128205 sec): 3 clusters Score: Raw -120694.547231 + Penalty 2208.604377 = -118485.942854 nChanged 27 SP:Iteration 8Q (3451.165423 sec): 3 clusters Score: Raw -120727.010875 + Penalty 2208.604377 = -118518.406498 nChanged 13 SP:Iteration 9Q (3451.220125 sec): 3 clusters Score: Raw -120745.781557 + Penalty 2208.604377 = -118537.177180 nChanged 18 SP:Iteration 10Q (3451.264614 sec): 3 clusters Score: Raw -120776.533217 + Penalty 2208.604377 = -118567.928840 nChanged 16 SP:Iteration 11Q (3451.309918 sec): 3 clusters Score: Raw -120800.236344 + Penalty 2208.604377 = -118591.631967 nChanged 8 SP:Iteration 12Q (3451.344461 sec): 3 clusters Score: Raw -120820.022925 + Penalty 2208.604377 = -118611.418548 nChanged 10 SP:Iteration 13Q (3451.403993 sec): 3 clusters Score: Raw -120838.878453 + Penalty 2208.604377 = -118630.274076 nChanged 12 SP:Iteration 14Q (3451.437755 sec): 3 clusters Score: Raw -120858.696524 + Penalty 2208.604377 = -118650.092147 nChanged 5 SP:Iteration 15Q (3451.481488 sec): 3 clusters Score: Raw -120866.558251 + Penalty 2208.604377 = -118657.953874 nChanged 7 SP:Iteration 16Q (3451.530823 sec): 3 clusters Score: Raw -120878.995592 + Penalty 2208.604377 = -118670.391215 nChanged 5 SP:Iteration 17Q (3451.565520 sec): 3 clusters Score: Raw -120884.294263 + Penalty 2208.604377 = -118675.689886 nChanged 4 SP:Iteration 18Q (3451.620903 sec): 3 clusters Score: Raw -120889.406309 + Penalty 2208.604377 = -118680.801932 nChanged 3 SP:Iteration 19Q (3451.666398 sec): 3 clusters Score: Raw -120896.983040 + Penalty 2208.604377 = -118688.378663 nChanged 2 SP:Iteration 20F (3451.711349 sec): 3 clusters Score: Raw -120900.441107 + Penalty 2208.604377 = -118691.836730 nChanged 2 SP:Iteration 21Q (3451.751586 sec): 3 clusters Score: Raw -120901.269678 + Penalty 2208.604377 = -118692.665301 nChanged 0 SP:Iteration 22F (3451.803576 sec): 3 clusters Score: Raw -120901.269678 + Penalty 2208.604377 = -118692.665301 nChanged 0 Trying to split cluster 8 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3451.827619 sec): 2 clusters Score: Raw -18691.765548 + Penalty 864.194499 = -17827.571049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3451.874069 sec): 3 clusters Score: Raw -18925.245388 + Penalty 1728.388998 = -17196.856390 nChanged 50 SP:Iteration 1F (3451.914474 sec): 3 clusters Score: Raw -19079.732961 + Penalty 1728.388998 = -17351.343963 nChanged 10 SP:Iteration 2Q (3451.952793 sec): 3 clusters Score: Raw -19115.311211 + Penalty 1728.388998 = -17386.922213 nChanged 3 SP:Iteration 3Q (3451.997630 sec): 3 clusters Score: Raw -19117.419255 + Penalty 1728.388998 = -17389.030257 nChanged 1 SP:Iteration 4Q (3452.030236 sec): 3 clusters Score: Raw -19117.852895 + Penalty 1728.388998 = -17389.463897 nChanged 1 SP:Iteration 5Q (3452.073085 sec): 3 clusters Score: Raw -19118.361143 + Penalty 1728.388998 = -17389.972145 nChanged 0 SP:Iteration 6F (3452.114345 sec): 3 clusters Score: Raw -19118.361143 + Penalty 1728.388998 = -17389.972145 nChanged 0 Trying to split cluster 9 (539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3452.136299 sec): 2 clusters Score: Raw -39830.078798 + Penalty 1022.078780 = -38808.000018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3452.180190 sec): 3 clusters Score: Raw -39855.819026 + Penalty 2044.157561 = -37811.661465 nChanged 138 SP:Iteration 1F (3452.228860 sec): 3 clusters Score: Raw -40092.936449 + Penalty 2044.157561 = -38048.778889 nChanged 43 SP:Iteration 2F (3452.273342 sec): 3 clusters Score: Raw -40201.400695 + Penalty 2044.157561 = -38157.243134 nChanged 35 SP:Iteration 3F (3452.316792 sec): 3 clusters Score: Raw -40297.027544 + Penalty 2044.157561 = -38252.869983 nChanged 22 SP:Iteration 4Q (3452.363754 sec): 3 clusters Score: Raw -40370.248768 + Penalty 2044.157561 = -38326.091208 nChanged 11 SP:Iteration 5Q (3452.413731 sec): 3 clusters Score: Raw -40405.195886 + Penalty 2044.157561 = -38361.038326 nChanged 11 SP:Iteration 6Q (3452.461848 sec): 3 clusters Score: Raw -40426.941924 + Penalty 2044.157561 = -38382.784363 nChanged 11 SP:Iteration 7Q (3452.494920 sec): 3 clusters Score: Raw -40469.992797 + Penalty 2044.157561 = -38425.835237 nChanged 11 SP:Iteration 8Q (3452.522927 sec): 3 clusters Score: Raw -40517.545427 + Penalty 2044.157561 = -38473.387867 nChanged 12 SP:Iteration 9Q (3452.568838 sec): 3 clusters Score: Raw -40568.830326 + Penalty 2044.157561 = -38524.672766 nChanged 7 SP:Iteration 10Q (3452.604624 sec): 3 clusters Score: Raw -40579.420213 + Penalty 2044.157561 = -38535.262653 nChanged 3 SP:Iteration 11Q (3452.653100 sec): 3 clusters Score: Raw -40585.299195 + Penalty 2044.157561 = -38541.141634 nChanged 6 SP:Iteration 12Q (3452.702045 sec): 3 clusters Score: Raw -40598.278809 + Penalty 2044.157561 = -38554.121248 nChanged 4 SP:Iteration 13Q (3452.748159 sec): 3 clusters Score: Raw -40614.176005 + Penalty 2044.157561 = -38570.018445 nChanged 2 SP:Iteration 14Q (3452.789298 sec): 3 clusters Score: Raw -40619.698967 + Penalty 2044.157561 = -38575.541407 nChanged 2 SP:Iteration 15Q (3452.832752 sec): 3 clusters Score: Raw -40632.561631 + Penalty 2044.157561 = -38588.404071 nChanged 2 SP:Iteration 16Q (3452.880574 sec): 3 clusters Score: Raw -40644.637271 + Penalty 2044.157561 = -38600.479710 nChanged 4 SP:Iteration 17Q (3452.930181 sec): 3 clusters Score: Raw -40664.311980 + Penalty 2044.157561 = -38620.154419 nChanged 0 SP:Iteration 18F (3452.980210 sec): 3 clusters Score: Raw -40664.311980 + Penalty 2044.157561 = -38620.154419 nChanged 0 Trying to split cluster 10 (12058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3453.018596 sec): 2 clusters Score: Raw -1700205.149879 + Penalty 1527.091088 = -1698678.058791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3453.085936 sec): 3 clusters Score: Raw -1693258.510959 + Penalty 3054.182176 = -1690204.328783 nChanged 5235 SP:Iteration 1F (3453.152635 sec): 3 clusters Score: Raw -1696116.843397 + Penalty 3054.182176 = -1693062.661221 nChanged 778 SP:Iteration 2F (3453.219131 sec): 3 clusters Score: Raw -1696706.377206 + Penalty 3054.182176 = -1693652.195030 nChanged 879 SP:Iteration 3F (3453.286905 sec): 3 clusters Score: Raw -1697690.650835 + Penalty 3054.182176 = -1694636.468659 nChanged 1064 SP:Iteration 4F (3453.352064 sec): 3 clusters Score: Raw -1698896.127523 + Penalty 3054.182176 = -1695841.945347 nChanged 1116 SP:Iteration 5F (3453.418128 sec): 3 clusters Score: Raw -1699946.657758 + Penalty 3054.182176 = -1696892.475582 nChanged 930 SP:Iteration 6F (3453.483562 sec): 3 clusters Score: Raw -1700623.342561 + Penalty 3054.182176 = -1697569.160385 nChanged 630 SP:Iteration 7F (3453.540964 sec): 3 clusters Score: Raw -1700996.021059 + Penalty 3054.182176 = -1697941.838883 nChanged 413 SP:Iteration 8Q (3453.607955 sec): 3 clusters Score: Raw -1701185.080739 + Penalty 3054.182176 = -1698130.898563 nChanged 263 SP:Iteration 9Q (3453.653570 sec): 3 clusters Score: Raw -1701286.731532 + Penalty 3054.182176 = -1698232.549356 nChanged 182 SP:Iteration 10Q (3453.716092 sec): 3 clusters Score: Raw -1701344.729144 + Penalty 3054.182176 = -1698290.546968 nChanged 138 SP:Iteration 11Q (3453.781320 sec): 3 clusters Score: Raw -1701386.527557 + Penalty 3054.182176 = -1698332.345381 nChanged 114 SP:Iteration 12Q (3453.836249 sec): 3 clusters Score: Raw -1701422.653233 + Penalty 3054.182176 = -1698368.471057 nChanged 108 SP:Iteration 13Q (3453.901111 sec): 3 clusters Score: Raw -1701460.124848 + Penalty 3054.182176 = -1698405.942672 nChanged 105 SP:Iteration 14Q (3453.969527 sec): 3 clusters Score: Raw -1701502.380757 + Penalty 3054.182176 = -1698448.198581 nChanged 113 SP:Iteration 15Q (3454.035234 sec): 3 clusters Score: Raw -1701549.465213 + Penalty 3054.182176 = -1698495.283036 nChanged 87 SP:Iteration 16Q (3454.092322 sec): 3 clusters Score: Raw -1701577.078963 + Penalty 3054.182176 = -1698522.896786 nChanged 77 SP:Iteration 17Q (3454.166860 sec): 3 clusters Score: Raw -1701602.996736 + Penalty 3054.182176 = -1698548.814560 nChanged 80 SP:Iteration 18Q (3454.229243 sec): 3 clusters Score: Raw -1701635.711677 + Penalty 3054.182176 = -1698581.529501 nChanged 91 SP:Iteration 19Q (3454.300638 sec): 3 clusters Score: Raw -1701677.872147 + Penalty 3054.182176 = -1698623.689971 nChanged 100 SP:Iteration 20F (3454.362760 sec): 3 clusters Score: Raw -1701721.371414 + Penalty 3054.182176 = -1698667.189238 nChanged 95 SP:Iteration 21Q (3454.429692 sec): 3 clusters Score: Raw -1701762.247775 + Penalty 3054.182176 = -1698708.065599 nChanged 97 SP:Iteration 22Q (3454.483316 sec): 3 clusters Score: Raw -1701814.895688 + Penalty 3054.182176 = -1698760.713512 nChanged 94 SP:Iteration 23Q (3454.549388 sec): 3 clusters Score: Raw -1701876.126234 + Penalty 3054.182176 = -1698821.944058 nChanged 72 SP:Iteration 24Q (3454.623175 sec): 3 clusters Score: Raw -1701914.991989 + Penalty 3054.182176 = -1698860.809813 nChanged 62 SP:Iteration 25Q (3454.690115 sec): 3 clusters Score: Raw -1701944.969240 + Penalty 3054.182176 = -1698890.787064 nChanged 56 SP:Iteration 26Q (3454.756496 sec): 3 clusters Score: Raw -1701970.237181 + Penalty 3054.182176 = -1698916.055004 nChanged 50 SP:Iteration 27Q (3454.811526 sec): 3 clusters Score: Raw -1701986.297929 + Penalty 3054.182176 = -1698932.115753 nChanged 46 SP:Iteration 28Q (3454.876130 sec): 3 clusters Score: Raw -1702002.306859 + Penalty 3054.182176 = -1698948.124683 nChanged 39 SP:Iteration 29Q (3454.944980 sec): 3 clusters Score: Raw -1702014.970985 + Penalty 3054.182176 = -1698960.788809 nChanged 36 SP:Iteration 30Q (3455.009843 sec): 3 clusters Score: Raw -1702025.786108 + Penalty 3054.182176 = -1698971.603932 nChanged 23 SP:Iteration 31Q (3455.079222 sec): 3 clusters Score: Raw -1702032.718064 + Penalty 3054.182176 = -1698978.535888 nChanged 19 SP:Iteration 32Q (3455.134098 sec): 3 clusters Score: Raw -1702038.718471 + Penalty 3054.182176 = -1698984.536295 nChanged 19 SP:Iteration 33Q (3455.206698 sec): 3 clusters Score: Raw -1702043.772261 + Penalty 3054.182176 = -1698989.590084 nChanged 17 SP:Iteration 34Q (3455.244757 sec): 3 clusters Score: Raw -1702048.027965 + Penalty 3054.182176 = -1698993.845788 nChanged 15 SP:Iteration 35Q (3455.310610 sec): 3 clusters Score: Raw -1702050.686987 + Penalty 3054.182176 = -1698996.504811 nChanged 7 SP:Iteration 36Q (3455.374568 sec): 3 clusters Score: Raw -1702051.457730 + Penalty 3054.182176 = -1698997.275554 nChanged 5 SP:Iteration 37Q (3455.435977 sec): 3 clusters Score: Raw -1702052.564731 + Penalty 3054.182176 = -1698998.382555 nChanged 3 SP:Iteration 38Q (3455.508683 sec): 3 clusters Score: Raw -1702053.341564 + Penalty 3054.182176 = -1698999.159388 nChanged 3 SP:Iteration 39Q (3455.571560 sec): 3 clusters Score: Raw -1702053.942667 + Penalty 3054.182176 = -1698999.760491 nChanged 4 SP:Iteration 40F (3455.633426 sec): 3 clusters Score: Raw -1702054.540564 + Penalty 3054.182176 = -1699000.358388 nChanged 3 SP:Iteration 41Q (3455.695243 sec): 3 clusters Score: Raw -1702055.342195 + Penalty 3054.182176 = -1699001.160019 nChanged 4 SP:Iteration 42Q (3455.753173 sec): 3 clusters Score: Raw -1702056.189202 + Penalty 3054.182176 = -1699002.007026 nChanged 4 SP:Iteration 43Q (3455.819075 sec): 3 clusters Score: Raw -1702057.063026 + Penalty 3054.182176 = -1699002.880850 nChanged 5 SP:Iteration 44Q (3455.878964 sec): 3 clusters Score: Raw -1702058.209258 + Penalty 3054.182176 = -1699004.027082 nChanged 3 SP:Iteration 45Q (3455.934281 sec): 3 clusters Score: Raw -1702058.600903 + Penalty 3054.182176 = -1699004.418727 nChanged 1 SP:Iteration 46Q (3456.003266 sec): 3 clusters Score: Raw -1702058.692411 + Penalty 3054.182176 = -1699004.510235 nChanged 3 SP:Iteration 47Q (3456.066777 sec): 3 clusters Score: Raw -1702059.160529 + Penalty 3054.182176 = -1699004.978353 nChanged 4 SP:Iteration 48Q (3456.129445 sec): 3 clusters Score: Raw -1702059.770342 + Penalty 3054.182176 = -1699005.588165 nChanged 1 SP:Iteration 49Q (3456.178883 sec): 3 clusters Score: Raw -1702059.807866 + Penalty 3054.182176 = -1699005.625690 nChanged 0 SP:Iteration 50F (3456.240640 sec): 3 clusters Score: Raw -1702059.807866 + Penalty 3054.182176 = -1699005.625690 nChanged 0 Score: Raw -40026245.199640 + Penalty 81686.658687 = -39944558.540954 Splitting cluster 10 changes total score from -39944746.049433 to -39944558.540954 So it's not getting split. Trying to split cluster 11 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3463.504253 sec): 2 clusters Score: Raw -38605.482846 + Penalty 987.989144 = -37617.493702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3463.534245 sec): 3 clusters Score: Raw -38618.684146 + Penalty 1975.978288 = -36642.705858 nChanged 108 SP:Iteration 1F (3463.573289 sec): 3 clusters Score: Raw -38753.995276 + Penalty 1975.978288 = -36778.016987 nChanged 19 SP:Iteration 2Q (3463.576042 sec): 3 clusters Score: Raw -38795.060347 + Penalty 1975.978288 = -36819.082059 nChanged 15 SP:Iteration 3Q (3463.578748 sec): 3 clusters Score: Raw -38853.753332 + Penalty 1975.978288 = -36877.775044 nChanged 17 SP:Iteration 4Q (3463.581416 sec): 3 clusters Score: Raw -38896.779747 + Penalty 1975.978288 = -36920.801458 nChanged 8 SP:Iteration 5Q (3463.584057 sec): 3 clusters Score: Raw -38921.345295 + Penalty 1975.978288 = -36945.367007 nChanged 8 SP:Iteration 6Q (3463.586711 sec): 3 clusters Score: Raw -38930.451947 + Penalty 1975.978288 = -36954.473659 nChanged 9 SP:Iteration 7Q (3463.589348 sec): 3 clusters Score: Raw -38952.106953 + Penalty 1975.978288 = -36976.128665 nChanged 8 SP:Iteration 8Q (3463.633402 sec): 3 clusters Score: Raw -38964.249827 + Penalty 1975.978288 = -36988.271538 nChanged 9 SP:Iteration 9Q (3463.680656 sec): 3 clusters Score: Raw -38975.049369 + Penalty 1975.978288 = -36999.071080 nChanged 15 SP:Iteration 10Q (3463.731221 sec): 3 clusters Score: Raw -39001.711241 + Penalty 1975.978288 = -37025.732952 nChanged 12 SP:Iteration 11Q (3463.774825 sec): 3 clusters Score: Raw -39018.116221 + Penalty 1975.978288 = -37042.137933 nChanged 7 SP:Iteration 12Q (3463.806005 sec): 3 clusters Score: Raw -39029.805757 + Penalty 1975.978288 = -37053.827469 nChanged 2 SP:Iteration 13Q (3463.850388 sec): 3 clusters Score: Raw -39031.781209 + Penalty 1975.978288 = -37055.802921 nChanged 1 SP:Iteration 14Q (3463.894269 sec): 3 clusters Score: Raw -39033.030518 + Penalty 1975.978288 = -37057.052230 nChanged 0 SP:Iteration 15F (3463.929733 sec): 3 clusters Score: Raw -39033.030518 + Penalty 1975.978288 = -37057.052230 nChanged 0 Trying to split cluster 12 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3463.947826 sec): 2 clusters Score: Raw -89310.105474 + Penalty 1045.352765 = -88264.752709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3463.991169 sec): 3 clusters Score: Raw -89220.819145 + Penalty 2090.705530 = -87130.113615 nChanged 189 SP:Iteration 1F (3464.028179 sec): 3 clusters Score: Raw -89453.799995 + Penalty 2090.705530 = -87363.094465 nChanged 49 SP:Iteration 2F (3464.072675 sec): 3 clusters Score: Raw -89522.989747 + Penalty 2090.705530 = -87432.284217 nChanged 41 SP:Iteration 3F (3464.117623 sec): 3 clusters Score: Raw -89582.118901 + Penalty 2090.705530 = -87491.413371 nChanged 21 SP:Iteration 4Q (3464.163539 sec): 3 clusters Score: Raw -89606.298267 + Penalty 2090.705530 = -87515.592737 nChanged 12 SP:Iteration 5Q (3464.214726 sec): 3 clusters Score: Raw -89623.420876 + Penalty 2090.705530 = -87532.715345 nChanged 10 SP:Iteration 6Q (3464.254546 sec): 3 clusters Score: Raw -89645.768824 + Penalty 2090.705530 = -87555.063294 nChanged 18 SP:Iteration 7Q (3464.293368 sec): 3 clusters Score: Raw -89676.536914 + Penalty 2090.705530 = -87585.831384 nChanged 8 SP:Iteration 8Q (3464.349898 sec): 3 clusters Score: Raw -89685.547650 + Penalty 2090.705530 = -87594.842120 nChanged 3 SP:Iteration 9Q (3464.379159 sec): 3 clusters Score: Raw -89687.616833 + Penalty 2090.705530 = -87596.911302 nChanged 3 SP:Iteration 10Q (3464.429000 sec): 3 clusters Score: Raw -89689.639277 + Penalty 2090.705530 = -87598.933747 nChanged 1 SP:Iteration 11Q (3464.477068 sec): 3 clusters Score: Raw -89689.943847 + Penalty 2090.705530 = -87599.238317 nChanged 0 SP:Iteration 12F (3464.516293 sec): 3 clusters Score: Raw -89689.943847 + Penalty 2090.705530 = -87599.238317 nChanged 0 Trying to split cluster 13 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3464.534449 sec): 2 clusters Score: Raw -44350.652499 + Penalty 958.287503 = -43392.364996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3464.583759 sec): 3 clusters Score: Raw -44396.199275 + Penalty 1916.575007 = -42479.624268 nChanged 71 SP:Iteration 1F (3464.633429 sec): 3 clusters Score: Raw -44546.321771 + Penalty 1916.575007 = -42629.746764 nChanged 20 SP:Iteration 2F (3464.680391 sec): 3 clusters Score: Raw -44603.522908 + Penalty 1916.575007 = -42686.947901 nChanged 14 SP:Iteration 3Q (3464.709588 sec): 3 clusters Score: Raw -44652.831018 + Penalty 1916.575007 = -42736.256011 nChanged 9 SP:Iteration 4Q (3464.757377 sec): 3 clusters Score: Raw -44670.354914 + Penalty 1916.575007 = -42753.779907 nChanged 4 SP:Iteration 5Q (3464.797865 sec): 3 clusters Score: Raw -44692.298806 + Penalty 1916.575007 = -42775.723799 nChanged 3 SP:Iteration 6Q (3464.846254 sec): 3 clusters Score: Raw -44701.580452 + Penalty 1916.575007 = -42785.005445 nChanged 1 SP:Iteration 7Q (3464.896062 sec): 3 clusters Score: Raw -44705.648955 + Penalty 1916.575007 = -42789.073948 nChanged 0 SP:Iteration 8F (3464.938733 sec): 3 clusters Score: Raw -44705.648955 + Penalty 1916.575007 = -42789.073948 nChanged 0 Trying to split cluster 14 (60966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3465.043213 sec): 2 clusters Score: Raw -8853111.227347 + Penalty 1790.436637 = -8851320.790710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3465.174932 sec): 3 clusters Score: Raw -8814237.286463 + Penalty 3580.873273 = -8810656.413189 nChanged 28760 SP:Iteration 1F (3465.311240 sec): 3 clusters Score: Raw -8831163.514107 + Penalty 3580.873273 = -8827582.640833 nChanged 3193 SP:Iteration 2F (3465.445829 sec): 3 clusters Score: Raw -8832610.968581 + Penalty 3580.873273 = -8829030.095308 nChanged 3754 SP:Iteration 3F (3465.584945 sec): 3 clusters Score: Raw -8834684.033317 + Penalty 3580.873273 = -8831103.160043 nChanged 4207 SP:Iteration 4F (3465.723374 sec): 3 clusters Score: Raw -8837315.114055 + Penalty 3580.873273 = -8833734.240782 nChanged 4394 SP:Iteration 5F (3465.859509 sec): 3 clusters Score: Raw -8840114.077241 + Penalty 3580.873273 = -8836533.203968 nChanged 3950 SP:Iteration 6F (3465.997837 sec): 3 clusters Score: Raw -8842659.658004 + Penalty 3580.873273 = -8839078.784730 nChanged 3281 SP:Iteration 7F (3466.151911 sec): 3 clusters Score: Raw -8845063.214733 + Penalty 3580.873273 = -8841482.341459 nChanged 2697 SP:Iteration 8Q (3466.307081 sec): 3 clusters Score: Raw -8847399.478027 + Penalty 3580.873273 = -8843818.604753 nChanged 2182 SP:Iteration 9Q (3466.459600 sec): 3 clusters Score: Raw -8849456.639173 + Penalty 3580.873273 = -8845875.765899 nChanged 1603 SP:Iteration 10Q (3466.595755 sec): 3 clusters Score: Raw -8850857.443685 + Penalty 3580.873273 = -8847276.570412 nChanged 1094 SP:Iteration 11Q (3466.728001 sec): 3 clusters Score: Raw -8851596.825463 + Penalty 3580.873273 = -8848015.952190 nChanged 777 SP:Iteration 12Q (3466.870628 sec): 3 clusters Score: Raw -8852102.263455 + Penalty 3580.873273 = -8848521.390182 nChanged 637 SP:Iteration 13Q (3466.999768 sec): 3 clusters Score: Raw -8852487.845626 + Penalty 3580.873273 = -8848906.972353 nChanged 556 SP:Iteration 14Q (3467.127179 sec): 3 clusters Score: Raw -8852769.933889 + Penalty 3580.873273 = -8849189.060615 nChanged 460 SP:Iteration 15Q (3467.257376 sec): 3 clusters Score: Raw -8852982.265001 + Penalty 3580.873273 = -8849401.391727 nChanged 375 SP:Iteration 16Q (3467.393355 sec): 3 clusters Score: Raw -8853138.383818 + Penalty 3580.873273 = -8849557.510544 nChanged 308 SP:Iteration 17Q (3467.519705 sec): 3 clusters Score: Raw -8853263.803057 + Penalty 3580.873273 = -8849682.929784 nChanged 283 SP:Iteration 18Q (3467.655967 sec): 3 clusters Score: Raw -8853359.232393 + Penalty 3580.873273 = -8849778.359119 nChanged 261 SP:Iteration 19Q (3467.786808 sec): 3 clusters Score: Raw -8853438.023200 + Penalty 3580.873273 = -8849857.149926 nChanged 222 SP:Iteration 20F (3467.922510 sec): 3 clusters Score: Raw -8853498.386633 + Penalty 3580.873273 = -8849917.513360 nChanged 203 SP:Iteration 21Q (3468.063099 sec): 3 clusters Score: Raw -8853555.778167 + Penalty 3580.873273 = -8849974.904894 nChanged 191 SP:Iteration 22Q (3468.183753 sec): 3 clusters Score: Raw -8853604.778362 + Penalty 3580.873273 = -8850023.905089 nChanged 168 SP:Iteration 23Q (3468.312846 sec): 3 clusters Score: Raw -8853643.257671 + Penalty 3580.873273 = -8850062.384398 nChanged 148 SP:Iteration 24Q (3468.445195 sec): 3 clusters Score: Raw -8853674.290291 + Penalty 3580.873273 = -8850093.417017 nChanged 137 SP:Iteration 25Q (3468.581379 sec): 3 clusters Score: Raw -8853700.699221 + Penalty 3580.873273 = -8850119.825948 nChanged 117 SP:Iteration 26Q (3468.704321 sec): 3 clusters Score: Raw -8853724.841822 + Penalty 3580.873273 = -8850143.968548 nChanged 111 SP:Iteration 27Q (3468.816764 sec): 3 clusters Score: Raw -8853748.723729 + Penalty 3580.873273 = -8850167.850455 nChanged 88 SP:Iteration 28Q (3468.934969 sec): 3 clusters Score: Raw -8853769.351814 + Penalty 3580.873273 = -8850188.478541 nChanged 90 SP:Iteration 29Q (3469.039402 sec): 3 clusters Score: Raw -8853787.904150 + Penalty 3580.873273 = -8850207.030877 nChanged 80 SP:Iteration 30Q (3469.162940 sec): 3 clusters Score: Raw -8853803.713327 + Penalty 3580.873273 = -8850222.840054 nChanged 78 SP:Iteration 31Q (3469.286633 sec): 3 clusters Score: Raw -8853818.389532 + Penalty 3580.873273 = -8850237.516258 nChanged 70 SP:Iteration 32Q (3469.399622 sec): 3 clusters Score: Raw -8853830.293757 + Penalty 3580.873273 = -8850249.420483 nChanged 69 SP:Iteration 33Q (3469.513096 sec): 3 clusters Score: Raw -8853840.820679 + Penalty 3580.873273 = -8850259.947405 nChanged 56 SP:Iteration 34Q (3469.624987 sec): 3 clusters Score: Raw -8853849.524785 + Penalty 3580.873273 = -8850268.651511 nChanged 49 SP:Iteration 35Q (3469.742966 sec): 3 clusters Score: Raw -8853857.215356 + Penalty 3580.873273 = -8850276.342083 nChanged 45 SP:Iteration 36Q (3469.840811 sec): 3 clusters Score: Raw -8853863.317901 + Penalty 3580.873273 = -8850282.444628 nChanged 52 SP:Iteration 37Q (3469.966713 sec): 3 clusters Score: Raw -8853871.241971 + Penalty 3580.873273 = -8850290.368698 nChanged 47 SP:Iteration 38Q (3470.102744 sec): 3 clusters Score: Raw -8853878.378214 + Penalty 3580.873273 = -8850297.504940 nChanged 36 SP:Iteration 39Q (3470.235535 sec): 3 clusters Score: Raw -8853883.243609 + Penalty 3580.873273 = -8850302.370335 nChanged 36 SP:Iteration 40F (3470.370631 sec): 3 clusters Score: Raw -8853887.954197 + Penalty 3580.873273 = -8850307.080924 nChanged 36 SP:Iteration 41Q (3470.501722 sec): 3 clusters Score: Raw -8853892.915316 + Penalty 3580.873273 = -8850312.042043 nChanged 40 SP:Iteration 42Q (3470.623558 sec): 3 clusters Score: Raw -8853898.414252 + Penalty 3580.873273 = -8850317.540979 nChanged 31 SP:Iteration 43Q (3470.759721 sec): 3 clusters Score: Raw -8853902.204114 + Penalty 3580.873273 = -8850321.330840 nChanged 28 SP:Iteration 44Q (3470.891792 sec): 3 clusters Score: Raw -8853905.779145 + Penalty 3580.873273 = -8850324.905872 nChanged 21 SP:Iteration 45Q (3471.030608 sec): 3 clusters Score: Raw -8853908.094809 + Penalty 3580.873273 = -8850327.221536 nChanged 13 SP:Iteration 46Q (3471.145774 sec): 3 clusters Score: Raw -8853909.754479 + Penalty 3580.873273 = -8850328.881205 nChanged 16 SP:Iteration 47Q (3471.273742 sec): 3 clusters Score: Raw -8853912.353066 + Penalty 3580.873273 = -8850331.479792 nChanged 20 SP:Iteration 48Q (3471.402445 sec): 3 clusters Score: Raw -8853915.211820 + Penalty 3580.873273 = -8850334.338547 nChanged 15 SP:Iteration 49Q (3471.529102 sec): 3 clusters Score: Raw -8853917.250320 + Penalty 3580.873273 = -8850336.377046 nChanged 13 SP:Iteration 50Q (3471.659223 sec): 3 clusters Score: Raw -8853918.448881 + Penalty 3580.873273 = -8850337.575608 nChanged 9 SP:Iteration 51Q (3471.800600 sec): 3 clusters Score: Raw -8853919.371074 + Penalty 3580.873273 = -8850338.497801 nChanged 7 SP:Iteration 52Q (3471.931678 sec): 3 clusters Score: Raw -8853920.042319 + Penalty 3580.873273 = -8850339.169046 nChanged 5 SP:Iteration 53Q (3472.058478 sec): 3 clusters Score: Raw -8853920.335003 + Penalty 3580.873273 = -8850339.461730 nChanged 5 SP:Iteration 54Q (3472.178058 sec): 3 clusters Score: Raw -8853920.734032 + Penalty 3580.873273 = -8850339.860759 nChanged 4 SP:Iteration 55Q (3472.292392 sec): 3 clusters Score: Raw -8853921.124783 + Penalty 3580.873273 = -8850340.251510 nChanged 1 SP:Iteration 56Q (3472.408692 sec): 3 clusters Score: Raw -8853921.158905 + Penalty 3580.873273 = -8850340.285631 nChanged 2 SP:Iteration 57Q (3472.537419 sec): 3 clusters Score: Raw -8853921.354637 + Penalty 3580.873273 = -8850340.481364 nChanged 3 SP:Iteration 58Q (3472.676083 sec): 3 clusters Score: Raw -8853921.449613 + Penalty 3580.873273 = -8850340.576340 nChanged 1 SP:Iteration 59Q (3472.784318 sec): 3 clusters Score: Raw -8853921.537018 + Penalty 3580.873273 = -8850340.663745 nChanged 0 SP:Iteration 60F (3472.917836 sec): 3 clusters Score: Raw -8853921.537018 + Penalty 3580.873273 = -8850340.663745 nChanged 0 Trying to split cluster 15 (48076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3472.993472 sec): 2 clusters Score: Raw -6968838.643014 + Penalty 1751.837485 = -6967086.805529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3473.117101 sec): 3 clusters Score: Raw -6938325.424792 + Penalty 3503.674971 = -6934821.749821 nChanged 22691 SP:Iteration 1F (3473.235445 sec): 3 clusters Score: Raw -6951305.869482 + Penalty 3503.674971 = -6947802.194512 nChanged 1958 SP:Iteration 2Q (3473.352403 sec): 3 clusters Score: Raw -6951885.666929 + Penalty 3503.674971 = -6948381.991959 nChanged 1962 SP:Iteration 3Q (3473.476451 sec): 3 clusters Score: Raw -6952531.797400 + Penalty 3503.674971 = -6949028.122430 nChanged 2025 SP:Iteration 4Q (3473.598155 sec): 3 clusters Score: Raw -6953346.230841 + Penalty 3503.674971 = -6949842.555870 nChanged 2223 SP:Iteration 5Q (3473.726618 sec): 3 clusters Score: Raw -6954373.009246 + Penalty 3503.674971 = -6950869.334275 nChanged 2394 SP:Iteration 6Q (3473.849000 sec): 3 clusters Score: Raw -6955715.821061 + Penalty 3503.674971 = -6952212.146090 nChanged 2699 SP:Iteration 7F (3473.974298 sec): 3 clusters Score: Raw -6957501.492626 + Penalty 3503.674971 = -6953997.817656 nChanged 2852 SP:Iteration 8F (3474.091307 sec): 3 clusters Score: Raw -6959557.580978 + Penalty 3503.674971 = -6956053.906007 nChanged 2794 SP:Iteration 9F (3474.214557 sec): 3 clusters Score: Raw -6961397.162066 + Penalty 3503.674971 = -6957893.487095 nChanged 2219 SP:Iteration 10Q (3474.348919 sec): 3 clusters Score: Raw -6962404.305620 + Penalty 3503.674971 = -6958900.630649 nChanged 1481 SP:Iteration 11Q (3474.472313 sec): 3 clusters Score: Raw -6962801.389382 + Penalty 3503.674971 = -6959297.714412 nChanged 864 SP:Iteration 12Q (3474.598670 sec): 3 clusters Score: Raw -6962973.502407 + Penalty 3503.674971 = -6959469.827436 nChanged 614 SP:Iteration 13Q (3474.727626 sec): 3 clusters Score: Raw -6963099.920057 + Penalty 3503.674971 = -6959596.245087 nChanged 573 SP:Iteration 14Q (3474.850892 sec): 3 clusters Score: Raw -6963224.299956 + Penalty 3503.674971 = -6959720.624985 nChanged 516 SP:Iteration 15Q (3474.945922 sec): 3 clusters Score: Raw -6963329.821849 + Penalty 3503.674971 = -6959826.146878 nChanged 516 SP:Iteration 16Q (3475.037897 sec): 3 clusters Score: Raw -6963431.630242 + Penalty 3503.674971 = -6959927.955271 nChanged 512 SP:Iteration 17Q (3475.153674 sec): 3 clusters Score: Raw -6963540.374725 + Penalty 3503.674971 = -6960036.699754 nChanged 516 SP:Iteration 18Q (3475.277222 sec): 3 clusters Score: Raw -6963639.862776 + Penalty 3503.674971 = -6960136.187805 nChanged 449 SP:Iteration 19Q (3475.402008 sec): 3 clusters Score: Raw -6963717.038475 + Penalty 3503.674971 = -6960213.363504 nChanged 426 SP:Iteration 20F (3475.526361 sec): 3 clusters Score: Raw -6963790.205842 + Penalty 3503.674971 = -6960286.530871 nChanged 420 SP:Iteration 21Q (3475.653377 sec): 3 clusters Score: Raw -6963863.884742 + Penalty 3503.674971 = -6960360.209771 nChanged 412 SP:Iteration 22Q (3475.779277 sec): 3 clusters Score: Raw -6963930.872323 + Penalty 3503.674971 = -6960427.197352 nChanged 401 SP:Iteration 23Q (3475.904280 sec): 3 clusters Score: Raw -6963991.949743 + Penalty 3503.674971 = -6960488.274773 nChanged 376 SP:Iteration 24Q (3476.029472 sec): 3 clusters Score: Raw -6964052.869207 + Penalty 3503.674971 = -6960549.194236 nChanged 398 SP:Iteration 25Q (3476.152096 sec): 3 clusters Score: Raw -6964120.903265 + Penalty 3503.674971 = -6960617.228295 nChanged 423 SP:Iteration 26Q (3476.265476 sec): 3 clusters Score: Raw -6964198.124438 + Penalty 3503.674971 = -6960694.449467 nChanged 422 SP:Iteration 27Q (3476.398539 sec): 3 clusters Score: Raw -6964271.803326 + Penalty 3503.674971 = -6960768.128355 nChanged 445 SP:Iteration 28Q (3476.520489 sec): 3 clusters Score: Raw -6964354.212701 + Penalty 3503.674971 = -6960850.537730 nChanged 431 SP:Iteration 29Q (3476.646094 sec): 3 clusters Score: Raw -6964439.939225 + Penalty 3503.674971 = -6960936.264255 nChanged 469 SP:Iteration 30Q (3476.764619 sec): 3 clusters Score: Raw -6964539.600073 + Penalty 3503.674971 = -6961035.925103 nChanged 534 SP:Iteration 31Q (3476.891884 sec): 3 clusters Score: Raw -6964669.286920 + Penalty 3503.674971 = -6961165.611949 nChanged 583 SP:Iteration 32Q (3477.008163 sec): 3 clusters Score: Raw -6964819.640437 + Penalty 3503.674971 = -6961315.965466 nChanged 639 SP:Iteration 33Q (3477.117952 sec): 3 clusters Score: Raw -6965001.091184 + Penalty 3503.674971 = -6961497.416214 nChanged 668 SP:Iteration 34Q (3477.227254 sec): 3 clusters Score: Raw -6965193.606814 + Penalty 3503.674971 = -6961689.931844 nChanged 701 SP:Iteration 35Q (3477.335459 sec): 3 clusters Score: Raw -6965421.034827 + Penalty 3503.674971 = -6961917.359857 nChanged 744 SP:Iteration 36Q (3477.449618 sec): 3 clusters Score: Raw -6965696.642614 + Penalty 3503.674971 = -6962192.967643 nChanged 796 SP:Iteration 37Q (3477.568815 sec): 3 clusters Score: Raw -6965999.992427 + Penalty 3503.674971 = -6962496.317456 nChanged 760 SP:Iteration 38Q (3477.688688 sec): 3 clusters Score: Raw -6966267.156434 + Penalty 3503.674971 = -6962763.481464 nChanged 762 SP:Iteration 39Q (3477.801396 sec): 3 clusters Score: Raw -6966529.538575 + Penalty 3503.674971 = -6963025.863604 nChanged 719 SP:Iteration 40F (3477.908138 sec): 3 clusters Score: Raw -6966772.177072 + Penalty 3503.674971 = -6963268.502102 nChanged 706 SP:Iteration 41Q (3478.035979 sec): 3 clusters Score: Raw -6967017.428294 + Penalty 3503.674971 = -6963513.753323 nChanged 703 SP:Iteration 42Q (3478.161012 sec): 3 clusters Score: Raw -6967251.818465 + Penalty 3503.674971 = -6963748.143495 nChanged 625 SP:Iteration 43Q (3478.283403 sec): 3 clusters Score: Raw -6967448.082399 + Penalty 3503.674971 = -6963944.407429 nChanged 558 SP:Iteration 44Q (3478.399963 sec): 3 clusters Score: Raw -6967606.288830 + Penalty 3503.674971 = -6964102.613860 nChanged 497 SP:Iteration 45Q (3478.520348 sec): 3 clusters Score: Raw -6967752.343552 + Penalty 3503.674971 = -6964248.668582 nChanged 492 SP:Iteration 46Q (3478.655806 sec): 3 clusters Score: Raw -6967900.703605 + Penalty 3503.674971 = -6964397.028634 nChanged 485 SP:Iteration 47Q (3478.777710 sec): 3 clusters Score: Raw -6968040.162709 + Penalty 3503.674971 = -6964536.487739 nChanged 467 SP:Iteration 48Q (3478.894215 sec): 3 clusters Score: Raw -6968182.862231 + Penalty 3503.674971 = -6964679.187261 nChanged 458 SP:Iteration 49Q (3479.021925 sec): 3 clusters Score: Raw -6968317.733443 + Penalty 3503.674971 = -6964814.058472 nChanged 397 SP:Iteration 50Q (3479.146185 sec): 3 clusters Score: Raw -6968429.593493 + Penalty 3503.674971 = -6964925.918522 nChanged 392 SP:Iteration 51Q (3479.260223 sec): 3 clusters Score: Raw -6968529.082802 + Penalty 3503.674971 = -6965025.407831 nChanged 368 SP:Iteration 52Q (3479.394818 sec): 3 clusters Score: Raw -6968618.372958 + Penalty 3503.674971 = -6965114.697987 nChanged 321 SP:Iteration 53Q (3479.509434 sec): 3 clusters Score: Raw -6968685.068862 + Penalty 3503.674971 = -6965181.393891 nChanged 287 SP:Iteration 54Q (3479.631880 sec): 3 clusters Score: Raw -6968739.712910 + Penalty 3503.674971 = -6965236.037939 nChanged 257 SP:Iteration 55Q (3479.755330 sec): 3 clusters Score: Raw -6968785.806887 + Penalty 3503.674971 = -6965282.131917 nChanged 267 SP:Iteration 56Q (3479.872201 sec): 3 clusters Score: Raw -6968833.592307 + Penalty 3503.674971 = -6965329.917336 nChanged 245 SP:Iteration 57Q (3479.998521 sec): 3 clusters Score: Raw -6968876.129792 + Penalty 3503.674971 = -6965372.454821 nChanged 238 SP:Iteration 58Q (3480.122314 sec): 3 clusters Score: Raw -6968916.571663 + Penalty 3503.674971 = -6965412.896693 nChanged 231 SP:Iteration 59Q (3480.216983 sec): 3 clusters Score: Raw -6968954.927328 + Penalty 3503.674971 = -6965451.252357 nChanged 222 SP:Iteration 60F (3480.332588 sec): 3 clusters Score: Raw -6968993.286382 + Penalty 3503.674971 = -6965489.611411 nChanged 228 SP:Iteration 61Q (3480.456417 sec): 3 clusters Score: Raw -6969030.609029 + Penalty 3503.674971 = -6965526.934058 nChanged 207 SP:Iteration 62Q (3480.583753 sec): 3 clusters Score: Raw -6969063.498005 + Penalty 3503.674971 = -6965559.823034 nChanged 203 SP:Iteration 63Q (3480.696271 sec): 3 clusters Score: Raw -6969092.787824 + Penalty 3503.674971 = -6965589.112854 nChanged 193 SP:Iteration 64Q (3480.822696 sec): 3 clusters Score: Raw -6969119.579627 + Penalty 3503.674971 = -6965615.904656 nChanged 179 SP:Iteration 65Q (3480.934609 sec): 3 clusters Score: Raw -6969143.178815 + Penalty 3503.674971 = -6965639.503845 nChanged 165 SP:Iteration 66Q (3481.037698 sec): 3 clusters Score: Raw -6969164.470863 + Penalty 3503.674971 = -6965660.795893 nChanged 145 SP:Iteration 67Q (3481.145444 sec): 3 clusters Score: Raw -6969184.177132 + Penalty 3503.674971 = -6965680.502161 nChanged 144 SP:Iteration 68Q (3481.263339 sec): 3 clusters Score: Raw -6969202.570122 + Penalty 3503.674971 = -6965698.895151 nChanged 142 SP:Iteration 69Q (3481.376431 sec): 3 clusters Score: Raw -6969220.996729 + Penalty 3503.674971 = -6965717.321758 nChanged 145 SP:Iteration 70Q (3481.485964 sec): 3 clusters Score: Raw -6969239.601520 + Penalty 3503.674971 = -6965735.926549 nChanged 133 SP:Iteration 71Q (3481.589248 sec): 3 clusters Score: Raw -6969256.258757 + Penalty 3503.674971 = -6965752.583786 nChanged 129 SP:Iteration 72Q (3481.692046 sec): 3 clusters Score: Raw -6969273.600672 + Penalty 3503.674971 = -6965769.925701 nChanged 132 SP:Iteration 73Q (3481.796556 sec): 3 clusters Score: Raw -6969291.191063 + Penalty 3503.674971 = -6965787.516093 nChanged 121 SP:Iteration 74Q (3481.898537 sec): 3 clusters Score: Raw -6969305.562958 + Penalty 3503.674971 = -6965801.887987 nChanged 103 SP:Iteration 75Q (3482.015021 sec): 3 clusters Score: Raw -6969318.118032 + Penalty 3503.674971 = -6965814.443062 nChanged 111 SP:Iteration 76Q (3482.130166 sec): 3 clusters Score: Raw -6969330.973857 + Penalty 3503.674971 = -6965827.298886 nChanged 101 SP:Iteration 77Q (3482.212316 sec): 3 clusters Score: Raw -6969344.081621 + Penalty 3503.674971 = -6965840.406650 nChanged 111 SP:Iteration 78Q (3482.295718 sec): 3 clusters Score: Raw -6969359.244561 + Penalty 3503.674971 = -6965855.569591 nChanged 99 SP:Iteration 79Q (3482.409710 sec): 3 clusters Score: Raw -6969372.211736 + Penalty 3503.674971 = -6965868.536766 nChanged 93 SP:Iteration 80F (3482.533083 sec): 3 clusters Score: Raw -6969383.531123 + Penalty 3503.674971 = -6965879.856152 nChanged 89 SP:Iteration 81Q (3482.651800 sec): 3 clusters Score: Raw -6969394.102726 + Penalty 3503.674971 = -6965890.427755 nChanged 84 SP:Iteration 82Q (3482.768300 sec): 3 clusters Score: Raw -6969403.838508 + Penalty 3503.674971 = -6965900.163538 nChanged 92 SP:Iteration 83Q (3482.880605 sec): 3 clusters Score: Raw -6969414.811962 + Penalty 3503.674971 = -6965911.136991 nChanged 85 SP:Iteration 84Q (3482.989000 sec): 3 clusters Score: Raw -6969424.257833 + Penalty 3503.674971 = -6965920.582862 nChanged 82 SP:Iteration 85Q (3483.072165 sec): 3 clusters Score: Raw -6969433.022091 + Penalty 3503.674971 = -6965929.347121 nChanged 72 SP:Iteration 86Q (3483.188405 sec): 3 clusters Score: Raw -6969439.653639 + Penalty 3503.674971 = -6965935.978669 nChanged 65 SP:Iteration 87Q (3483.306952 sec): 3 clusters Score: Raw -6969447.031957 + Penalty 3503.674971 = -6965943.356986 nChanged 76 SP:Iteration 88Q (3483.428565 sec): 3 clusters Score: Raw -6969456.379809 + Penalty 3503.674971 = -6965952.704838 nChanged 65 SP:Iteration 89Q (3483.540902 sec): 3 clusters Score: Raw -6969463.786652 + Penalty 3503.674971 = -6965960.111681 nChanged 65 SP:Iteration 90Q (3483.648351 sec): 3 clusters Score: Raw -6969470.693241 + Penalty 3503.674971 = -6965967.018271 nChanged 63 SP:Iteration 91Q (3483.776884 sec): 3 clusters Score: Raw -6969476.984387 + Penalty 3503.674971 = -6965973.309416 nChanged 57 SP:Iteration 92Q (3483.890004 sec): 3 clusters Score: Raw -6969483.002185 + Penalty 3503.674971 = -6965979.327215 nChanged 58 SP:Iteration 93Q (3484.003190 sec): 3 clusters Score: Raw -6969489.153723 + Penalty 3503.674971 = -6965985.478753 nChanged 50 SP:Iteration 94Q (3484.117977 sec): 3 clusters Score: Raw -6969494.188367 + Penalty 3503.674971 = -6965990.513397 nChanged 43 SP:Iteration 95Q (3484.231526 sec): 3 clusters Score: Raw -6969498.959525 + Penalty 3503.674971 = -6965995.284554 nChanged 47 SP:Iteration 96Q (3484.352733 sec): 3 clusters Score: Raw -6969503.786238 + Penalty 3503.674971 = -6966000.111268 nChanged 49 SP:Iteration 97Q (3484.468265 sec): 3 clusters Score: Raw -6969508.656111 + Penalty 3503.674971 = -6966004.981140 nChanged 49 SP:Iteration 98Q (3484.586945 sec): 3 clusters Score: Raw -6969513.139604 + Penalty 3503.674971 = -6966009.464633 nChanged 40 SP:Iteration 99Q (3484.704336 sec): 3 clusters Score: Raw -6969516.803448 + Penalty 3503.674971 = -6966013.128478 nChanged 38 SP:Iteration 100F (3484.825117 sec): 3 clusters Score: Raw -6969520.100316 + Penalty 3503.674971 = -6966016.425346 nChanged 42 SP:Iteration 101Q (3484.937930 sec): 3 clusters Score: Raw -6969524.109689 + Penalty 3503.674971 = -6966020.434718 nChanged 50 SP:Iteration 102Q (3485.057515 sec): 3 clusters Score: Raw -6969529.055056 + Penalty 3503.674971 = -6966025.380086 nChanged 56 SP:Iteration 103Q (3485.169296 sec): 3 clusters Score: Raw -6969534.072133 + Penalty 3503.674971 = -6966030.397163 nChanged 33 SP:Iteration 104Q (3485.271277 sec): 3 clusters Score: Raw -6969537.259594 + Penalty 3503.674971 = -6966033.584624 nChanged 39 SP:Iteration 105Q (3485.384176 sec): 3 clusters Score: Raw -6969540.660933 + Penalty 3503.674971 = -6966036.985962 nChanged 37 SP:Iteration 106Q (3485.491829 sec): 3 clusters Score: Raw -6969544.237566 + Penalty 3503.674971 = -6966040.562595 nChanged 37 SP:Iteration 107Q (3485.599296 sec): 3 clusters Score: Raw -6969547.356705 + Penalty 3503.674971 = -6966043.681734 nChanged 28 SP:Iteration 108Q (3485.697433 sec): 3 clusters Score: Raw -6969549.680767 + Penalty 3503.674971 = -6966046.005796 nChanged 30 SP:Iteration 109Q (3485.804421 sec): 3 clusters Score: Raw -6969551.935510 + Penalty 3503.674971 = -6966048.260540 nChanged 28 SP:Iteration 110Q (3485.913638 sec): 3 clusters Score: Raw -6969554.309363 + Penalty 3503.674971 = -6966050.634393 nChanged 23 SP:Iteration 111Q (3486.020069 sec): 3 clusters Score: Raw -6969555.935263 + Penalty 3503.674971 = -6966052.260292 nChanged 18 SP:Iteration 112Q (3486.136911 sec): 3 clusters Score: Raw -6969557.252650 + Penalty 3503.674971 = -6966053.577679 nChanged 23 SP:Iteration 113Q (3486.253520 sec): 3 clusters Score: Raw -6969558.650654 + Penalty 3503.674971 = -6966054.975683 nChanged 14 SP:Iteration 114Q (3486.374129 sec): 3 clusters Score: Raw -6969559.850598 + Penalty 3503.674971 = -6966056.175628 nChanged 17 SP:Iteration 115Q (3486.486917 sec): 3 clusters Score: Raw -6969561.684513 + Penalty 3503.674971 = -6966058.009542 nChanged 29 SP:Iteration 116Q (3486.606800 sec): 3 clusters Score: Raw -6969564.289858 + Penalty 3503.674971 = -6966060.614888 nChanged 34 SP:Iteration 117Q (3486.710409 sec): 3 clusters Score: Raw -6969567.600286 + Penalty 3503.674971 = -6966063.925316 nChanged 42 SP:Iteration 118Q (3486.818639 sec): 3 clusters Score: Raw -6969571.778679 + Penalty 3503.674971 = -6966068.103709 nChanged 33 SP:Iteration 119Q (3486.943956 sec): 3 clusters Score: Raw -6969575.253756 + Penalty 3503.674971 = -6966071.578785 nChanged 36 SP:Iteration 120F (3487.065610 sec): 3 clusters Score: Raw -6969579.066826 + Penalty 3503.674971 = -6966075.391856 nChanged 32 SP:Iteration 121Q (3487.177185 sec): 3 clusters Score: Raw -6969582.014712 + Penalty 3503.674971 = -6966078.339741 nChanged 32 SP:Iteration 122Q (3487.289798 sec): 3 clusters Score: Raw -6969584.750342 + Penalty 3503.674971 = -6966081.075372 nChanged 35 SP:Iteration 123Q (3487.415072 sec): 3 clusters Score: Raw -6969587.875634 + Penalty 3503.674971 = -6966084.200664 nChanged 36 SP:Iteration 124Q (3487.531105 sec): 3 clusters Score: Raw -6969591.652686 + Penalty 3503.674971 = -6966087.977715 nChanged 46 SP:Iteration 125Q (3487.645437 sec): 3 clusters Score: Raw -6969595.665425 + Penalty 3503.674971 = -6966091.990454 nChanged 34 SP:Iteration 126Q (3487.761054 sec): 3 clusters Score: Raw -6969599.108802 + Penalty 3503.674971 = -6966095.433832 nChanged 41 SP:Iteration 127Q (3487.876144 sec): 3 clusters Score: Raw -6969603.285339 + Penalty 3503.674971 = -6966099.610368 nChanged 41 SP:Iteration 128Q (3487.987170 sec): 3 clusters Score: Raw -6969607.758005 + Penalty 3503.674971 = -6966104.083034 nChanged 49 SP:Iteration 129Q (3488.106760 sec): 3 clusters Score: Raw -6969613.746915 + Penalty 3503.674971 = -6966110.071944 nChanged 50 SP:Iteration 130Q (3488.222153 sec): 3 clusters Score: Raw -6969620.046840 + Penalty 3503.674971 = -6966116.371869 nChanged 49 SP:Iteration 131Q (3488.334177 sec): 3 clusters Score: Raw -6969625.063204 + Penalty 3503.674971 = -6966121.388233 nChanged 42 SP:Iteration 132Q (3488.449655 sec): 3 clusters Score: Raw -6969629.014563 + Penalty 3503.674971 = -6966125.339592 nChanged 41 SP:Iteration 133Q (3488.564747 sec): 3 clusters Score: Raw -6969632.442444 + Penalty 3503.674971 = -6966128.767474 nChanged 32 SP:Iteration 134Q (3488.678267 sec): 3 clusters Score: Raw -6969635.045262 + Penalty 3503.674971 = -6966131.370291 nChanged 29 SP:Iteration 135Q (3488.781474 sec): 3 clusters Score: Raw -6969637.843047 + Penalty 3503.674971 = -6966134.168077 nChanged 33 SP:Iteration 136Q (3488.890231 sec): 3 clusters Score: Raw -6969640.201190 + Penalty 3503.674971 = -6966136.526220 nChanged 20 SP:Iteration 137Q (3488.998270 sec): 3 clusters Score: Raw -6969641.536500 + Penalty 3503.674971 = -6966137.861529 nChanged 16 SP:Iteration 138Q (3489.096032 sec): 3 clusters Score: Raw -6969642.530512 + Penalty 3503.674971 = -6966138.855542 nChanged 12 SP:Iteration 139Q (3489.192124 sec): 3 clusters Score: Raw -6969643.218627 + Penalty 3503.674971 = -6966139.543656 nChanged 8 SP:Iteration 140F (3489.307598 sec): 3 clusters Score: Raw -6969643.548591 + Penalty 3503.674971 = -6966139.873620 nChanged 5 SP:Iteration 141Q (3489.416460 sec): 3 clusters Score: Raw -6969643.940120 + Penalty 3503.674971 = -6966140.265149 nChanged 9 SP:Iteration 142Q (3489.521386 sec): 3 clusters Score: Raw -6969644.533491 + Penalty 3503.674971 = -6966140.858521 nChanged 9 SP:Iteration 143Q (3489.619978 sec): 3 clusters Score: Raw -6969645.048200 + Penalty 3503.674971 = -6966141.373229 nChanged 6 SP:Iteration 144Q (3489.724303 sec): 3 clusters Score: Raw -6969645.451134 + Penalty 3503.674971 = -6966141.776163 nChanged 2 SP:Iteration 145Q (3489.839666 sec): 3 clusters Score: Raw -6969645.571073 + Penalty 3503.674971 = -6966141.896103 nChanged 4 SP:Iteration 146Q (3489.948634 sec): 3 clusters Score: Raw -6969645.706256 + Penalty 3503.674971 = -6966142.031285 nChanged 4 SP:Iteration 147Q (3490.063695 sec): 3 clusters Score: Raw -6969645.907765 + Penalty 3503.674971 = -6966142.232794 nChanged 2 SP:Iteration 148Q (3490.177441 sec): 3 clusters Score: Raw -6969645.987922 + Penalty 3503.674971 = -6966142.312951 nChanged 1 SP:Iteration 149Q (3490.293945 sec): 3 clusters Score: Raw -6969646.030009 + Penalty 3503.674971 = -6966142.355039 nChanged 0 SP:Iteration 150F (3490.408479 sec): 3 clusters Score: Raw -6969646.030009 + Penalty 3503.674971 = -6966142.355039 nChanged 0 Trying to split cluster 16 (794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3490.442484 sec): 2 clusters Score: Raw -102739.833577 + Penalty 1085.026062 = -101654.807514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3490.490398 sec): 3 clusters Score: Raw -102568.929366 + Penalty 2170.052125 = -100398.877241 nChanged 238 SP:Iteration 1F (3490.527896 sec): 3 clusters Score: Raw -102854.118925 + Penalty 2170.052125 = -100684.066800 nChanged 76 SP:Iteration 2F (3490.572381 sec): 3 clusters Score: Raw -102951.765598 + Penalty 2170.052125 = -100781.713473 nChanged 37 SP:Iteration 3Q (3490.610709 sec): 3 clusters Score: Raw -102998.493052 + Penalty 2170.052125 = -100828.440927 nChanged 20 SP:Iteration 4Q (3490.659918 sec): 3 clusters Score: Raw -103020.256099 + Penalty 2170.052125 = -100850.203974 nChanged 10 SP:Iteration 5Q (3490.707696 sec): 3 clusters Score: Raw -103030.330010 + Penalty 2170.052125 = -100860.277885 nChanged 9 SP:Iteration 6Q (3490.748889 sec): 3 clusters Score: Raw -103039.512154 + Penalty 2170.052125 = -100869.460029 nChanged 7 SP:Iteration 7Q (3490.799122 sec): 3 clusters Score: Raw -103051.436539 + Penalty 2170.052125 = -100881.384414 nChanged 7 SP:Iteration 8Q (3490.818163 sec): 3 clusters Score: Raw -103062.652661 + Penalty 2170.052125 = -100892.600536 nChanged 6 SP:Iteration 9Q (3490.822532 sec): 3 clusters Score: Raw -103068.530096 + Penalty 2170.052125 = -100898.477971 nChanged 5 SP:Iteration 10Q (3490.826830 sec): 3 clusters Score: Raw -103070.342103 + Penalty 2170.052125 = -100900.289978 nChanged 2 SP:Iteration 11Q (3490.831108 sec): 3 clusters Score: Raw -103071.639038 + Penalty 2170.052125 = -100901.586913 nChanged 2 SP:Iteration 12Q (3490.835378 sec): 3 clusters Score: Raw -103072.405008 + Penalty 2170.052125 = -100902.352883 nChanged 1 SP:Iteration 13Q (3490.839649 sec): 3 clusters Score: Raw -103072.766299 + Penalty 2170.052125 = -100902.714174 nChanged 1 SP:Iteration 14Q (3490.843918 sec): 3 clusters Score: Raw -103074.009577 + Penalty 2170.052125 = -100903.957452 nChanged 1 SP:Iteration 15Q (3490.848180 sec): 3 clusters Score: Raw -103074.885240 + Penalty 2170.052125 = -100904.833115 nChanged 1 SP:Iteration 16Q (3490.853563 sec): 3 clusters Score: Raw -103075.119515 + Penalty 2170.052125 = -100905.067391 nChanged 3 SP:Iteration 17Q (3490.868391 sec): 3 clusters Score: Raw -103080.227218 + Penalty 2170.052125 = -100910.175093 nChanged 5 SP:Iteration 18Q (3490.875234 sec): 3 clusters Score: Raw -103083.471289 + Penalty 2170.052125 = -100913.419164 nChanged 2 SP:Iteration 19Q (3490.879567 sec): 3 clusters Score: Raw -103084.120223 + Penalty 2170.052125 = -100914.068098 nChanged 1 SP:Iteration 20F (3490.887984 sec): 3 clusters Score: Raw -103084.487235 + Penalty 2170.052125 = -100914.435111 nChanged 1 SP:Iteration 21Q (3490.892258 sec): 3 clusters Score: Raw -103087.464646 + Penalty 2170.052125 = -100917.412522 nChanged 1 SP:Iteration 22Q (3490.896542 sec): 3 clusters Score: Raw -103088.722197 + Penalty 2170.052125 = -100918.670073 nChanged 2 SP:Iteration 23Q (3490.900798 sec): 3 clusters Score: Raw -103090.860242 + Penalty 2170.052125 = -100920.808117 nChanged 3 SP:Iteration 24Q (3490.932507 sec): 3 clusters Score: Raw -103094.795436 + Penalty 2170.052125 = -100924.743311 nChanged 4 SP:Iteration 25Q (3490.976173 sec): 3 clusters Score: Raw -103097.936561 + Penalty 2170.052125 = -100927.884437 nChanged 2 SP:Iteration 26Q (3491.028409 sec): 3 clusters Score: Raw -103098.452521 + Penalty 2170.052125 = -100928.400396 nChanged 1 SP:Iteration 27Q (3491.071928 sec): 3 clusters Score: Raw -103098.758645 + Penalty 2170.052125 = -100928.706520 nChanged 2 SP:Iteration 28Q (3491.111718 sec): 3 clusters Score: Raw -103104.340043 + Penalty 2170.052125 = -100934.287919 nChanged 5 SP:Iteration 29Q (3491.152447 sec): 3 clusters Score: Raw -103108.544004 + Penalty 2170.052125 = -100938.491879 nChanged 2 SP:Iteration 30Q (3491.196380 sec): 3 clusters Score: Raw -103110.365804 + Penalty 2170.052125 = -100940.313679 nChanged 3 SP:Iteration 31Q (3491.246548 sec): 3 clusters Score: Raw -103115.131949 + Penalty 2170.052125 = -100945.079824 nChanged 3 SP:Iteration 32Q (3491.284617 sec): 3 clusters Score: Raw -103118.046766 + Penalty 2170.052125 = -100947.994641 nChanged 2 SP:Iteration 33Q (3491.325042 sec): 3 clusters Score: Raw -103118.621507 + Penalty 2170.052125 = -100948.569382 nChanged 2 SP:Iteration 34Q (3491.376286 sec): 3 clusters Score: Raw -103122.793027 + Penalty 2170.052125 = -100952.740902 nChanged 2 SP:Iteration 35Q (3491.412446 sec): 3 clusters Score: Raw -103125.624474 + Penalty 2170.052125 = -100955.572349 nChanged 3 SP:Iteration 36Q (3491.458705 sec): 3 clusters Score: Raw -103128.791998 + Penalty 2170.052125 = -100958.739873 nChanged 3 SP:Iteration 37Q (3491.500915 sec): 3 clusters Score: Raw -103133.087309 + Penalty 2170.052125 = -100963.035184 nChanged 4 SP:Iteration 38Q (3491.547782 sec): 3 clusters Score: Raw -103134.811505 + Penalty 2170.052125 = -100964.759380 nChanged 1 SP:Iteration 39Q (3491.598682 sec): 3 clusters Score: Raw -103135.314090 + Penalty 2170.052125 = -100965.261965 nChanged 2 SP:Iteration 40F (3491.631763 sec): 3 clusters Score: Raw -103137.916723 + Penalty 2170.052125 = -100967.864598 nChanged 3 SP:Iteration 41Q (3491.682719 sec): 3 clusters Score: Raw -103142.472950 + Penalty 2170.052125 = -100972.420825 nChanged 2 SP:Iteration 42Q (3491.731169 sec): 3 clusters Score: Raw -103145.847016 + Penalty 2170.052125 = -100975.794891 nChanged 2 SP:Iteration 43Q (3491.774153 sec): 3 clusters Score: Raw -103146.365283 + Penalty 2170.052125 = -100976.313158 nChanged 2 SP:Iteration 44Q (3491.821541 sec): 3 clusters Score: Raw -103146.822778 + Penalty 2170.052125 = -100976.770653 nChanged 2 SP:Iteration 45Q (3491.865375 sec): 3 clusters Score: Raw -103147.264363 + Penalty 2170.052125 = -100977.212238 nChanged 1 SP:Iteration 46Q (3491.909220 sec): 3 clusters Score: Raw -103147.390616 + Penalty 2170.052125 = -100977.338492 nChanged 0 SP:Iteration 47F (3491.944885 sec): 3 clusters Score: Raw -103147.390616 + Penalty 2170.052125 = -100977.338492 nChanged 0 Trying to split cluster 17 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3491.977210 sec): 2 clusters Score: Raw -30341.118009 + Penalty 943.823155 = -29397.294854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3492.009923 sec): 3 clusters Score: Raw -30420.559644 + Penalty 1887.646309 = -28532.913334 nChanged 75 SP:Iteration 1F (3492.060595 sec): 3 clusters Score: Raw -30589.067561 + Penalty 1887.646309 = -28701.421252 nChanged 31 SP:Iteration 2F (3492.104870 sec): 3 clusters Score: Raw -30701.821768 + Penalty 1887.646309 = -28814.175459 nChanged 11 SP:Iteration 3Q (3492.154452 sec): 3 clusters Score: Raw -30740.658116 + Penalty 1887.646309 = -28853.011807 nChanged 9 SP:Iteration 4Q (3492.192776 sec): 3 clusters Score: Raw -30768.581176 + Penalty 1887.646309 = -28880.934867 nChanged 5 SP:Iteration 5Q (3492.225494 sec): 3 clusters Score: Raw -30784.488317 + Penalty 1887.646309 = -28896.842007 nChanged 7 SP:Iteration 6Q (3492.267493 sec): 3 clusters Score: Raw -30794.398782 + Penalty 1887.646309 = -28906.752473 nChanged 1 SP:Iteration 7Q (3492.314861 sec): 3 clusters Score: Raw -30796.565386 + Penalty 1887.646309 = -28908.919077 nChanged 0 SP:Iteration 8F (3492.352501 sec): 3 clusters Score: Raw -30796.565386 + Penalty 1887.646309 = -28908.919077 nChanged 0 Trying to split cluster 18 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3492.385864 sec): 2 clusters Score: Raw -48512.757354 + Penalty 944.310411 = -47568.446942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3492.426602 sec): 3 clusters Score: Raw -48532.902452 + Penalty 1888.620823 = -46644.281629 nChanged 69 SP:Iteration 1F (3492.469077 sec): 3 clusters Score: Raw -48667.628134 + Penalty 1888.620823 = -46779.007311 nChanged 17 SP:Iteration 2F (3492.504036 sec): 3 clusters Score: Raw -48731.934555 + Penalty 1888.620823 = -46843.313732 nChanged 16 SP:Iteration 3Q (3492.550721 sec): 3 clusters Score: Raw -48772.677861 + Penalty 1888.620823 = -46884.057038 nChanged 6 SP:Iteration 4Q (3492.600754 sec): 3 clusters Score: Raw -48784.866744 + Penalty 1888.620823 = -46896.245921 nChanged 4 SP:Iteration 5Q (3492.649674 sec): 3 clusters Score: Raw -48797.303802 + Penalty 1888.620823 = -46908.682979 nChanged 4 SP:Iteration 6Q (3492.683277 sec): 3 clusters Score: Raw -48813.465936 + Penalty 1888.620823 = -46924.845113 nChanged 4 SP:Iteration 7Q (3492.723140 sec): 3 clusters Score: Raw -48829.019649 + Penalty 1888.620823 = -46940.398826 nChanged 3 SP:Iteration 8Q (3492.764913 sec): 3 clusters Score: Raw -48845.338982 + Penalty 1888.620823 = -46956.718160 nChanged 2 SP:Iteration 9Q (3492.806679 sec): 3 clusters Score: Raw -48851.154146 + Penalty 1888.620823 = -46962.533323 nChanged 3 SP:Iteration 10Q (3492.847904 sec): 3 clusters Score: Raw -48866.157477 + Penalty 1888.620823 = -46977.536654 nChanged 2 SP:Iteration 11Q (3492.884257 sec): 3 clusters Score: Raw -48870.396786 + Penalty 1888.620823 = -46981.775963 nChanged 2 SP:Iteration 12Q (3492.944992 sec): 3 clusters Score: Raw -48874.251225 + Penalty 1888.620823 = -46985.630402 nChanged 1 SP:Iteration 13Q (3492.993407 sec): 3 clusters Score: Raw -48874.780260 + Penalty 1888.620823 = -46986.159438 nChanged 1 SP:Iteration 14Q (3493.036308 sec): 3 clusters Score: Raw -48875.682716 + Penalty 1888.620823 = -46987.061894 nChanged 1 SP:Iteration 15Q (3493.073859 sec): 3 clusters Score: Raw -48876.116026 + Penalty 1888.620823 = -46987.495203 nChanged 0 SP:Iteration 16F (3493.119645 sec): 3 clusters Score: Raw -48876.116026 + Penalty 1888.620823 = -46987.495203 nChanged 0 Trying to split cluster 19 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3493.144330 sec): 2 clusters Score: Raw -48048.245039 + Penalty 995.616242 = -47052.628796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3493.194220 sec): 3 clusters Score: Raw -48040.180899 + Penalty 1991.232485 = -46048.948414 nChanged 111 SP:Iteration 1F (3493.244014 sec): 3 clusters Score: Raw -48269.242695 + Penalty 1991.232485 = -46278.010210 nChanged 37 SP:Iteration 2F (3493.283065 sec): 3 clusters Score: Raw -48339.051471 + Penalty 1991.232485 = -46347.818986 nChanged 16 SP:Iteration 3Q (3493.333168 sec): 3 clusters Score: Raw -48383.787801 + Penalty 1991.232485 = -46392.555316 nChanged 18 SP:Iteration 4Q (3493.382925 sec): 3 clusters Score: Raw -48443.929039 + Penalty 1991.232485 = -46452.696555 nChanged 15 SP:Iteration 5Q (3493.408229 sec): 3 clusters Score: Raw -48489.313948 + Penalty 1991.232485 = -46498.081463 nChanged 19 SP:Iteration 6Q (3493.469523 sec): 3 clusters Score: Raw -48538.073394 + Penalty 1991.232485 = -46546.840909 nChanged 8 SP:Iteration 7Q (3493.495963 sec): 3 clusters Score: Raw -48552.023167 + Penalty 1991.232485 = -46560.790682 nChanged 8 SP:Iteration 8Q (3493.542996 sec): 3 clusters Score: Raw -48584.323105 + Penalty 1991.232485 = -46593.090620 nChanged 9 SP:Iteration 9Q (3493.577365 sec): 3 clusters Score: Raw -48620.479384 + Penalty 1991.232485 = -46629.246899 nChanged 6 SP:Iteration 10Q (3493.619116 sec): 3 clusters Score: Raw -48639.964671 + Penalty 1991.232485 = -46648.732186 nChanged 4 SP:Iteration 11Q (3493.657730 sec): 3 clusters Score: Raw -48643.664815 + Penalty 1991.232485 = -46652.432330 nChanged 0 SP:Iteration 12F (3493.699102 sec): 3 clusters Score: Raw -48643.664815 + Penalty 1991.232485 = -46652.432330 nChanged 0 Trying to split cluster 20 (1828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3493.723725 sec): 2 clusters Score: Raw -240085.957194 + Penalty 1220.533885 = -238865.423309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3493.774624 sec): 3 clusters Score: Raw -239360.773262 + Penalty 2441.067769 = -236919.705493 nChanged 643 SP:Iteration 1F (3493.824991 sec): 3 clusters Score: Raw -239918.923618 + Penalty 2441.067769 = -237477.855849 nChanged 172 SP:Iteration 2F (3493.876009 sec): 3 clusters Score: Raw -240100.639468 + Penalty 2441.067769 = -237659.571698 nChanged 115 SP:Iteration 3F (3493.929615 sec): 3 clusters Score: Raw -240240.155248 + Penalty 2441.067769 = -237799.087479 nChanged 98 SP:Iteration 4F (3493.978347 sec): 3 clusters Score: Raw -240369.116005 + Penalty 2441.067769 = -237928.048235 nChanged 76 SP:Iteration 5Q (3494.029015 sec): 3 clusters Score: Raw -240504.168861 + Penalty 2441.067769 = -238063.101092 nChanged 76 SP:Iteration 6Q (3494.076202 sec): 3 clusters Score: Raw -240650.329845 + Penalty 2441.067769 = -238209.262076 nChanged 88 SP:Iteration 7Q (3494.127554 sec): 3 clusters Score: Raw -240780.540763 + Penalty 2441.067769 = -238339.472994 nChanged 91 SP:Iteration 8Q (3494.178970 sec): 3 clusters Score: Raw -240909.834317 + Penalty 2441.067769 = -238468.766547 nChanged 63 SP:Iteration 9Q (3494.230288 sec): 3 clusters Score: Raw -240982.322664 + Penalty 2441.067769 = -238541.254894 nChanged 47 SP:Iteration 10Q (3494.275484 sec): 3 clusters Score: Raw -241022.937338 + Penalty 2441.067769 = -238581.869569 nChanged 28 SP:Iteration 11Q (3494.321575 sec): 3 clusters Score: Raw -241045.617620 + Penalty 2441.067769 = -238604.549851 nChanged 23 SP:Iteration 12Q (3494.370442 sec): 3 clusters Score: Raw -241069.740360 + Penalty 2441.067769 = -238628.672590 nChanged 15 SP:Iteration 13Q (3494.421048 sec): 3 clusters Score: Raw -241081.127837 + Penalty 2441.067769 = -238640.060067 nChanged 6 SP:Iteration 14Q (3494.465212 sec): 3 clusters Score: Raw -241085.641336 + Penalty 2441.067769 = -238644.573567 nChanged 5 SP:Iteration 15Q (3494.515070 sec): 3 clusters Score: Raw -241094.196211 + Penalty 2441.067769 = -238653.128442 nChanged 15 SP:Iteration 16Q (3494.561270 sec): 3 clusters Score: Raw -241105.495927 + Penalty 2441.067769 = -238664.428158 nChanged 7 SP:Iteration 17Q (3494.603906 sec): 3 clusters Score: Raw -241111.666281 + Penalty 2441.067769 = -238670.598512 nChanged 6 SP:Iteration 18Q (3494.662154 sec): 3 clusters Score: Raw -241120.678299 + Penalty 2441.067769 = -238679.610530 nChanged 9 SP:Iteration 19Q (3494.703063 sec): 3 clusters Score: Raw -241130.116187 + Penalty 2441.067769 = -238689.048418 nChanged 12 SP:Iteration 20F (3494.761161 sec): 3 clusters Score: Raw -241141.666353 + Penalty 2441.067769 = -238700.598584 nChanged 11 SP:Iteration 21Q (3494.806309 sec): 3 clusters Score: Raw -241151.637114 + Penalty 2441.067769 = -238710.569345 nChanged 8 SP:Iteration 22Q (3494.853188 sec): 3 clusters Score: Raw -241159.253320 + Penalty 2441.067769 = -238718.185551 nChanged 8 SP:Iteration 23Q (3494.904537 sec): 3 clusters Score: Raw -241168.470673 + Penalty 2441.067769 = -238727.402904 nChanged 8 SP:Iteration 24Q (3494.946347 sec): 3 clusters Score: Raw -241176.410046 + Penalty 2441.067769 = -238735.342276 nChanged 6 SP:Iteration 25Q (3495.003923 sec): 3 clusters Score: Raw -241179.622071 + Penalty 2441.067769 = -238738.554301 nChanged 3 SP:Iteration 26Q (3495.049190 sec): 3 clusters Score: Raw -241181.309188 + Penalty 2441.067769 = -238740.241419 nChanged 0 SP:Iteration 27F (3495.094118 sec): 3 clusters Score: Raw -241181.309188 + Penalty 2441.067769 = -238740.241419 nChanged 0 Trying to split cluster 21 (2893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3495.120205 sec): 2 clusters Score: Raw -435651.804834 + Penalty 1295.133012 = -434356.671821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3495.173033 sec): 3 clusters Score: Raw -434293.376260 + Penalty 2590.266024 = -431703.110236 nChanged 1086 SP:Iteration 1F (3495.225803 sec): 3 clusters Score: Raw -434922.304120 + Penalty 2590.266024 = -432332.038096 nChanged 243 SP:Iteration 2F (3495.282249 sec): 3 clusters Score: Raw -435081.794289 + Penalty 2590.266024 = -432491.528265 nChanged 161 SP:Iteration 3F (3495.332013 sec): 3 clusters Score: Raw -435197.047027 + Penalty 2590.266024 = -432606.781003 nChanged 120 SP:Iteration 4Q (3495.369838 sec): 3 clusters Score: Raw -435269.096815 + Penalty 2590.266024 = -432678.830791 nChanged 76 SP:Iteration 5Q (3495.434662 sec): 3 clusters Score: Raw -435319.342888 + Penalty 2590.266024 = -432729.076864 nChanged 78 SP:Iteration 6Q (3495.480935 sec): 3 clusters Score: Raw -435370.521637 + Penalty 2590.266024 = -432780.255613 nChanged 72 SP:Iteration 7Q (3495.525081 sec): 3 clusters Score: Raw -435422.761403 + Penalty 2590.266024 = -432832.495379 nChanged 78 SP:Iteration 8Q (3495.576430 sec): 3 clusters Score: Raw -435478.073218 + Penalty 2590.266024 = -432887.807194 nChanged 61 SP:Iteration 9Q (3495.632783 sec): 3 clusters Score: Raw -435509.106304 + Penalty 2590.266024 = -432918.840280 nChanged 69 SP:Iteration 10Q (3495.683292 sec): 3 clusters Score: Raw -435549.708131 + Penalty 2590.266024 = -432959.442107 nChanged 56 SP:Iteration 11Q (3495.736132 sec): 3 clusters Score: Raw -435589.463542 + Penalty 2590.266024 = -432999.197518 nChanged 62 SP:Iteration 12Q (3495.780180 sec): 3 clusters Score: Raw -435641.248039 + Penalty 2590.266024 = -433050.982015 nChanged 77 SP:Iteration 13Q (3495.834000 sec): 3 clusters Score: Raw -435706.598300 + Penalty 2590.266024 = -433116.332276 nChanged 73 SP:Iteration 14Q (3495.884888 sec): 3 clusters Score: Raw -435755.295848 + Penalty 2590.266024 = -433165.029824 nChanged 54 SP:Iteration 15Q (3495.947519 sec): 3 clusters Score: Raw -435789.936703 + Penalty 2590.266024 = -433199.670679 nChanged 46 SP:Iteration 16Q (3495.992955 sec): 3 clusters Score: Raw -435815.034801 + Penalty 2590.266024 = -433224.768776 nChanged 37 SP:Iteration 17Q (3496.044700 sec): 3 clusters Score: Raw -435840.112494 + Penalty 2590.266024 = -433249.846469 nChanged 39 SP:Iteration 18Q (3496.094399 sec): 3 clusters Score: Raw -435863.472724 + Penalty 2590.266024 = -433273.206700 nChanged 27 SP:Iteration 19Q (3496.138699 sec): 3 clusters Score: Raw -435878.728688 + Penalty 2590.266024 = -433288.462663 nChanged 27 SP:Iteration 20F (3496.193499 sec): 3 clusters Score: Raw -435894.862098 + Penalty 2590.266024 = -433304.596074 nChanged 25 SP:Iteration 21Q (3496.246969 sec): 3 clusters Score: Raw -435912.584079 + Penalty 2590.266024 = -433322.318055 nChanged 26 SP:Iteration 22Q (3496.299954 sec): 3 clusters Score: Raw -435930.263413 + Penalty 2590.266024 = -433339.997389 nChanged 23 SP:Iteration 23Q (3496.338632 sec): 3 clusters Score: Raw -435948.824897 + Penalty 2590.266024 = -433358.558873 nChanged 26 SP:Iteration 24Q (3496.396808 sec): 3 clusters Score: Raw -435965.119419 + Penalty 2590.266024 = -433374.853395 nChanged 24 SP:Iteration 25Q (3496.445265 sec): 3 clusters Score: Raw -435976.141406 + Penalty 2590.266024 = -433385.875381 nChanged 16 SP:Iteration 26Q (3496.494455 sec): 3 clusters Score: Raw -435985.868223 + Penalty 2590.266024 = -433395.602199 nChanged 10 SP:Iteration 27Q (3496.544839 sec): 3 clusters Score: Raw -435991.944970 + Penalty 2590.266024 = -433401.678946 nChanged 8 SP:Iteration 28Q (3496.582919 sec): 3 clusters Score: Raw -435995.203673 + Penalty 2590.266024 = -433404.937649 nChanged 6 SP:Iteration 29Q (3496.646004 sec): 3 clusters Score: Raw -435998.679920 + Penalty 2590.266024 = -433408.413896 nChanged 7 SP:Iteration 30Q (3496.676232 sec): 3 clusters Score: Raw -436003.317507 + Penalty 2590.266024 = -433413.051483 nChanged 10 SP:Iteration 31Q (3496.726955 sec): 3 clusters Score: Raw -436012.075790 + Penalty 2590.266024 = -433421.809766 nChanged 18 SP:Iteration 32Q (3496.786680 sec): 3 clusters Score: Raw -436030.163018 + Penalty 2590.266024 = -433439.896994 nChanged 20 SP:Iteration 33Q (3496.828143 sec): 3 clusters Score: Raw -436044.157657 + Penalty 2590.266024 = -433453.891632 nChanged 19 SP:Iteration 34Q (3496.876020 sec): 3 clusters Score: Raw -436055.286956 + Penalty 2590.266024 = -433465.020932 nChanged 13 SP:Iteration 35Q (3496.932509 sec): 3 clusters Score: Raw -436066.772451 + Penalty 2590.266024 = -433476.506427 nChanged 19 SP:Iteration 36Q (3496.983852 sec): 3 clusters Score: Raw -436081.239210 + Penalty 2590.266024 = -433490.973186 nChanged 12 SP:Iteration 37Q (3497.026268 sec): 3 clusters Score: Raw -436088.111136 + Penalty 2590.266024 = -433497.845111 nChanged 7 SP:Iteration 38Q (3497.085259 sec): 3 clusters Score: Raw -436091.958685 + Penalty 2590.266024 = -433501.692660 nChanged 10 SP:Iteration 39Q (3497.134412 sec): 3 clusters Score: Raw -436097.378320 + Penalty 2590.266024 = -433507.112296 nChanged 8 SP:Iteration 40F (3497.191533 sec): 3 clusters Score: Raw -436100.853944 + Penalty 2590.266024 = -433510.587919 nChanged 4 SP:Iteration 41Q (3497.239454 sec): 3 clusters Score: Raw -436102.553155 + Penalty 2590.266024 = -433512.287131 nChanged 6 SP:Iteration 42Q (3497.294752 sec): 3 clusters Score: Raw -436109.120156 + Penalty 2590.266024 = -433518.854132 nChanged 7 SP:Iteration 43Q (3497.331165 sec): 3 clusters Score: Raw -436114.823532 + Penalty 2590.266024 = -433524.557508 nChanged 11 SP:Iteration 44Q (3497.391940 sec): 3 clusters Score: Raw -436122.806003 + Penalty 2590.266024 = -433532.539979 nChanged 9 SP:Iteration 45Q (3497.443566 sec): 3 clusters Score: Raw -436128.163977 + Penalty 2590.266024 = -433537.897953 nChanged 4 SP:Iteration 46Q (3497.498415 sec): 3 clusters Score: Raw -436129.564552 + Penalty 2590.266024 = -433539.298528 nChanged 5 SP:Iteration 47Q (3497.545185 sec): 3 clusters Score: Raw -436132.503084 + Penalty 2590.266024 = -433542.237060 nChanged 4 SP:Iteration 48Q (3497.589851 sec): 3 clusters Score: Raw -436134.996837 + Penalty 2590.266024 = -433544.730813 nChanged 3 SP:Iteration 49Q (3497.641969 sec): 3 clusters Score: Raw -436136.517705 + Penalty 2590.266024 = -433546.251681 nChanged 2 SP:Iteration 50Q (3497.701197 sec): 3 clusters Score: Raw -436137.125260 + Penalty 2590.266024 = -433546.859236 nChanged 3 SP:Iteration 51Q (3497.754816 sec): 3 clusters Score: Raw -436138.418578 + Penalty 2590.266024 = -433548.152554 nChanged 3 SP:Iteration 52Q (3497.807315 sec): 3 clusters Score: Raw -436139.668581 + Penalty 2590.266024 = -433549.402556 nChanged 3 SP:Iteration 53Q (3497.858510 sec): 3 clusters Score: Raw -436140.308278 + Penalty 2590.266024 = -433550.042254 nChanged 0 SP:Iteration 54F (3497.903527 sec): 3 clusters Score: Raw -436140.308278 + Penalty 2590.266024 = -433550.042254 nChanged 0 Trying to split cluster 22 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3497.926090 sec): 2 clusters Score: Raw -32610.044682 + Penalty 929.017001 = -31681.027680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3497.974933 sec): 3 clusters Score: Raw -32713.735609 + Penalty 1858.034003 = -30855.701606 nChanged 66 SP:Iteration 1F (3498.022263 sec): 3 clusters Score: Raw -32872.325172 + Penalty 1858.034003 = -31014.291169 nChanged 27 SP:Iteration 2F (3498.072508 sec): 3 clusters Score: Raw -32978.589142 + Penalty 1858.034003 = -31120.555139 nChanged 19 SP:Iteration 3F (3498.118735 sec): 3 clusters Score: Raw -33062.619509 + Penalty 1858.034003 = -31204.585506 nChanged 16 SP:Iteration 4F (3498.166387 sec): 3 clusters Score: Raw -33121.059833 + Penalty 1858.034003 = -31263.025831 nChanged 5 SP:Iteration 5Q (3498.216360 sec): 3 clusters Score: Raw -33129.225584 + Penalty 1858.034003 = -31271.191581 nChanged 1 SP:Iteration 6Q (3498.260576 sec): 3 clusters Score: Raw -33132.431840 + Penalty 1858.034003 = -31274.397837 nChanged 1 SP:Iteration 7Q (3498.313898 sec): 3 clusters Score: Raw -33136.074706 + Penalty 1858.034003 = -31278.040703 nChanged 4 SP:Iteration 8Q (3498.346644 sec): 3 clusters Score: Raw -33158.649101 + Penalty 1858.034003 = -31300.615098 nChanged 1 SP:Iteration 9Q (3498.402283 sec): 3 clusters Score: Raw -33163.198844 + Penalty 1858.034003 = -31305.164841 nChanged 0 SP:Iteration 10F (3498.440820 sec): 3 clusters Score: Raw -33163.198844 + Penalty 1858.034003 = -31305.164841 nChanged 0 Trying to split cluster 23 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3498.471809 sec): 2 clusters Score: Raw -112586.702486 + Penalty 1108.960721 = -111477.741764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3498.523061 sec): 3 clusters Score: Raw -112315.042264 + Penalty 2217.921443 = -110097.120821 nChanged 282 SP:Iteration 1F (3498.565093 sec): 3 clusters Score: Raw -112673.215488 + Penalty 2217.921443 = -110455.294045 nChanged 86 SP:Iteration 2F (3498.619886 sec): 3 clusters Score: Raw -112795.074716 + Penalty 2217.921443 = -110577.153273 nChanged 35 SP:Iteration 3Q (3498.656994 sec): 3 clusters Score: Raw -112839.251995 + Penalty 2217.921443 = -110621.330552 nChanged 21 SP:Iteration 4Q (3498.706916 sec): 3 clusters Score: Raw -112867.924255 + Penalty 2217.921443 = -110650.002812 nChanged 15 SP:Iteration 5Q (3498.758049 sec): 3 clusters Score: Raw -112893.103551 + Penalty 2217.921443 = -110675.182108 nChanged 14 SP:Iteration 6Q (3498.813643 sec): 3 clusters Score: Raw -112914.903246 + Penalty 2217.921443 = -110696.981803 nChanged 10 SP:Iteration 7Q (3498.863511 sec): 3 clusters Score: Raw -112922.045634 + Penalty 2217.921443 = -110704.124192 nChanged 3 SP:Iteration 8Q (3498.908304 sec): 3 clusters Score: Raw -112925.570525 + Penalty 2217.921443 = -110707.649082 nChanged 3 SP:Iteration 9Q (3498.955196 sec): 3 clusters Score: Raw -112928.182772 + Penalty 2217.921443 = -110710.261329 nChanged 5 SP:Iteration 10Q (3499.007095 sec): 3 clusters Score: Raw -112935.220384 + Penalty 2217.921443 = -110717.298941 nChanged 3 SP:Iteration 11Q (3499.057308 sec): 3 clusters Score: Raw -112939.123494 + Penalty 2217.921443 = -110721.202051 nChanged 6 SP:Iteration 12Q (3499.109620 sec): 3 clusters Score: Raw -112949.872643 + Penalty 2217.921443 = -110731.951200 nChanged 7 SP:Iteration 13Q (3499.162701 sec): 3 clusters Score: Raw -112967.631355 + Penalty 2217.921443 = -110749.709913 nChanged 9 SP:Iteration 14Q (3499.207371 sec): 3 clusters Score: Raw -112979.449430 + Penalty 2217.921443 = -110761.527987 nChanged 10 SP:Iteration 15Q (3499.246570 sec): 3 clusters Score: Raw -112996.660329 + Penalty 2217.921443 = -110778.738887 nChanged 7 SP:Iteration 16Q (3499.309681 sec): 3 clusters Score: Raw -113006.969065 + Penalty 2217.921443 = -110789.047622 nChanged 4 SP:Iteration 17Q (3499.354646 sec): 3 clusters Score: Raw -113014.274449 + Penalty 2217.921443 = -110796.353006 nChanged 3 SP:Iteration 18Q (3499.406136 sec): 3 clusters Score: Raw -113018.302537 + Penalty 2217.921443 = -110800.381094 nChanged 3 SP:Iteration 19Q (3499.455019 sec): 3 clusters Score: Raw -113021.388112 + Penalty 2217.921443 = -110803.466669 nChanged 2 SP:Iteration 20F (3499.501129 sec): 3 clusters Score: Raw -113025.200879 + Penalty 2217.921443 = -110807.279437 nChanged 4 SP:Iteration 21Q (3499.539411 sec): 3 clusters Score: Raw -113031.885573 + Penalty 2217.921443 = -110813.964130 nChanged 2 SP:Iteration 22Q (3499.574757 sec): 3 clusters Score: Raw -113034.490312 + Penalty 2217.921443 = -110816.568869 nChanged 3 SP:Iteration 23Q (3499.629384 sec): 3 clusters Score: Raw -113036.786395 + Penalty 2217.921443 = -110818.864952 nChanged 0 SP:Iteration 24F (3499.670645 sec): 3 clusters Score: Raw -113036.786395 + Penalty 2217.921443 = -110818.864952 nChanged 0 Trying to split cluster 24 (4994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3499.705138 sec): 2 clusters Score: Raw -726557.455393 + Penalty 1383.848777 = -725173.606617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3499.748237 sec): 3 clusters Score: Raw -723916.179710 + Penalty 2767.697553 = -721148.482157 nChanged 2027 SP:Iteration 1F (3499.799788 sec): 3 clusters Score: Raw -725068.075570 + Penalty 2767.697553 = -722300.378017 nChanged 365 SP:Iteration 2F (3499.847629 sec): 3 clusters Score: Raw -725287.315440 + Penalty 2767.697553 = -722519.617887 nChanged 300 SP:Iteration 3F (3499.910449 sec): 3 clusters Score: Raw -725464.465191 + Penalty 2767.697553 = -722696.767638 nChanged 276 SP:Iteration 4F (3499.965778 sec): 3 clusters Score: Raw -725644.017261 + Penalty 2767.697553 = -722876.319708 nChanged 241 SP:Iteration 5Q (3500.023922 sec): 3 clusters Score: Raw -725796.921304 + Penalty 2767.697553 = -723029.223751 nChanged 217 SP:Iteration 6Q (3500.081584 sec): 3 clusters Score: Raw -725937.792440 + Penalty 2767.697553 = -723170.094887 nChanged 186 SP:Iteration 7Q (3500.126584 sec): 3 clusters Score: Raw -726070.745420 + Penalty 2767.697553 = -723303.047867 nChanged 169 SP:Iteration 8Q (3500.178786 sec): 3 clusters Score: Raw -726182.903040 + Penalty 2767.697553 = -723415.205487 nChanged 138 SP:Iteration 9Q (3500.233115 sec): 3 clusters Score: Raw -726278.768090 + Penalty 2767.697553 = -723511.070537 nChanged 129 SP:Iteration 10Q (3500.295187 sec): 3 clusters Score: Raw -726369.318817 + Penalty 2767.697553 = -723601.621263 nChanged 103 SP:Iteration 11Q (3500.341926 sec): 3 clusters Score: Raw -726448.466123 + Penalty 2767.697553 = -723680.768570 nChanged 104 SP:Iteration 12Q (3500.392995 sec): 3 clusters Score: Raw -726518.776728 + Penalty 2767.697553 = -723751.079175 nChanged 82 SP:Iteration 13Q (3500.444166 sec): 3 clusters Score: Raw -726572.490285 + Penalty 2767.697553 = -723804.792732 nChanged 63 SP:Iteration 14Q (3500.511480 sec): 3 clusters Score: Raw -726605.024653 + Penalty 2767.697553 = -723837.327100 nChanged 42 SP:Iteration 15Q (3500.544087 sec): 3 clusters Score: Raw -726625.176394 + Penalty 2767.697553 = -723857.478841 nChanged 30 SP:Iteration 16Q (3500.613182 sec): 3 clusters Score: Raw -726640.105527 + Penalty 2767.697553 = -723872.407974 nChanged 29 SP:Iteration 17Q (3500.662835 sec): 3 clusters Score: Raw -726654.791955 + Penalty 2767.697553 = -723887.094402 nChanged 33 SP:Iteration 18Q (3500.717585 sec): 3 clusters Score: Raw -726671.142768 + Penalty 2767.697553 = -723903.445215 nChanged 31 SP:Iteration 19Q (3500.773718 sec): 3 clusters Score: Raw -726688.356092 + Penalty 2767.697553 = -723920.658539 nChanged 35 SP:Iteration 20F (3500.828411 sec): 3 clusters Score: Raw -726705.849475 + Penalty 2767.697553 = -723938.151922 nChanged 26 SP:Iteration 21Q (3500.876757 sec): 3 clusters Score: Raw -726719.361018 + Penalty 2767.697553 = -723951.663465 nChanged 18 SP:Iteration 22Q (3500.928538 sec): 3 clusters Score: Raw -726728.300578 + Penalty 2767.697553 = -723960.603025 nChanged 13 SP:Iteration 23Q (3500.975320 sec): 3 clusters Score: Raw -726736.331733 + Penalty 2767.697553 = -723968.634180 nChanged 12 SP:Iteration 24Q (3501.018500 sec): 3 clusters Score: Raw -726741.337354 + Penalty 2767.697553 = -723973.639801 nChanged 8 SP:Iteration 25Q (3501.070287 sec): 3 clusters Score: Raw -726744.696086 + Penalty 2767.697553 = -723976.998533 nChanged 4 SP:Iteration 26Q (3501.122856 sec): 3 clusters Score: Raw -726745.955804 + Penalty 2767.697553 = -723978.258251 nChanged 1 SP:Iteration 27Q (3501.174164 sec): 3 clusters Score: Raw -726746.130239 + Penalty 2767.697553 = -723978.432686 nChanged 0 SP:Iteration 28F (3501.227739 sec): 3 clusters Score: Raw -726746.130239 + Penalty 2767.697553 = -723978.432686 nChanged 0 Trying to split cluster 25 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3501.250332 sec): 2 clusters Score: Raw -17577.013702 + Penalty 943.334432 = -16633.679269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3501.297388 sec): 3 clusters Score: Raw -17699.565585 + Penalty 1886.668865 = -15812.896720 nChanged 81 SP:Iteration 1F (3501.345279 sec): 3 clusters Score: Raw -17857.655574 + Penalty 1886.668865 = -15970.986710 nChanged 20 SP:Iteration 2F (3501.388878 sec): 3 clusters Score: Raw -17899.039599 + Penalty 1886.668865 = -16012.370734 nChanged 10 SP:Iteration 3Q (3501.438035 sec): 3 clusters Score: Raw -17909.873368 + Penalty 1886.668865 = -16023.204503 nChanged 4 SP:Iteration 4Q (3501.487795 sec): 3 clusters Score: Raw -17914.889987 + Penalty 1886.668865 = -16028.221122 nChanged 4 SP:Iteration 5Q (3501.528143 sec): 3 clusters Score: Raw -17935.379867 + Penalty 1886.668865 = -16048.711002 nChanged 5 SP:Iteration 6Q (3501.576996 sec): 3 clusters Score: Raw -17956.869960 + Penalty 1886.668865 = -16070.201095 nChanged 5 SP:Iteration 7Q (3501.626467 sec): 3 clusters Score: Raw -17963.960588 + Penalty 1886.668865 = -16077.291723 nChanged 4 SP:Iteration 8Q (3501.675151 sec): 3 clusters Score: Raw -17992.646341 + Penalty 1886.668865 = -16105.977476 nChanged 5 SP:Iteration 9Q (3501.724550 sec): 3 clusters Score: Raw -17999.349784 + Penalty 1886.668865 = -16112.680919 nChanged 5 SP:Iteration 10Q (3501.762664 sec): 3 clusters Score: Raw -18005.884073 + Penalty 1886.668865 = -16119.215209 nChanged 4 SP:Iteration 11Q (3501.805880 sec): 3 clusters Score: Raw -18011.104485 + Penalty 1886.668865 = -16124.435620 nChanged 4 SP:Iteration 12Q (3501.845830 sec): 3 clusters Score: Raw -18020.491476 + Penalty 1886.668865 = -16133.822611 nChanged 4 SP:Iteration 13Q (3501.894714 sec): 3 clusters Score: Raw -18025.453864 + Penalty 1886.668865 = -16138.784999 nChanged 7 SP:Iteration 14Q (3501.939717 sec): 3 clusters Score: Raw -18035.252613 + Penalty 1886.668865 = -16148.583748 nChanged 7 SP:Iteration 15Q (3501.986594 sec): 3 clusters Score: Raw -18045.629924 + Penalty 1886.668865 = -16158.961060 nChanged 3 SP:Iteration 16Q (3502.034528 sec): 3 clusters Score: Raw -18055.598315 + Penalty 1886.668865 = -16168.929450 nChanged 3 SP:Iteration 17Q (3502.081968 sec): 3 clusters Score: Raw -18059.709215 + Penalty 1886.668865 = -16173.040350 nChanged 4 SP:Iteration 18Q (3502.130953 sec): 3 clusters Score: Raw -18069.307622 + Penalty 1886.668865 = -16182.638758 nChanged 1 SP:Iteration 19Q (3502.177722 sec): 3 clusters Score: Raw -18078.057658 + Penalty 1886.668865 = -16191.388793 nChanged 1 SP:Iteration 20F (3502.225090 sec): 3 clusters Score: Raw -18082.339897 + Penalty 1886.668865 = -16195.671032 nChanged 1 SP:Iteration 21Q (3502.271746 sec): 3 clusters Score: Raw -18084.705685 + Penalty 1886.668865 = -16198.036820 nChanged 0 SP:Iteration 22F (3502.314953 sec): 3 clusters Score: Raw -18084.705685 + Penalty 1886.668865 = -16198.036820 nChanged 0 Trying to split cluster 26 (3825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3502.342985 sec): 2 clusters Score: Raw -509815.177905 + Penalty 1340.513484 = -508474.664421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3502.391792 sec): 3 clusters Score: Raw -507908.748839 + Penalty 2681.026968 = -505227.721872 nChanged 1536 SP:Iteration 1F (3502.445188 sec): 3 clusters Score: Raw -508915.159255 + Penalty 2681.026968 = -506234.132287 nChanged 394 SP:Iteration 2F (3502.498813 sec): 3 clusters Score: Raw -509283.624631 + Penalty 2681.026968 = -506602.597663 nChanged 334 SP:Iteration 3F (3502.545613 sec): 3 clusters Score: Raw -509594.702088 + Penalty 2681.026968 = -506913.675121 nChanged 276 SP:Iteration 4F (3502.597674 sec): 3 clusters Score: Raw -509837.206266 + Penalty 2681.026968 = -507156.179298 nChanged 206 SP:Iteration 5F (3502.651140 sec): 3 clusters Score: Raw -510017.398095 + Penalty 2681.026968 = -507336.371128 nChanged 171 SP:Iteration 6Q (3502.704311 sec): 3 clusters Score: Raw -510153.831824 + Penalty 2681.026968 = -507472.804856 nChanged 108 SP:Iteration 7Q (3502.758814 sec): 3 clusters Score: Raw -510230.194855 + Penalty 2681.026968 = -507549.167888 nChanged 58 SP:Iteration 8Q (3502.802914 sec): 3 clusters Score: Raw -510262.686248 + Penalty 2681.026968 = -507581.659280 nChanged 42 SP:Iteration 9Q (3502.846336 sec): 3 clusters Score: Raw -510284.272356 + Penalty 2681.026968 = -507603.245389 nChanged 27 SP:Iteration 10Q (3502.900001 sec): 3 clusters Score: Raw -510298.455863 + Penalty 2681.026968 = -507617.428896 nChanged 27 SP:Iteration 11Q (3502.954586 sec): 3 clusters Score: Raw -510316.433201 + Penalty 2681.026968 = -507635.406233 nChanged 32 SP:Iteration 12Q (3503.011160 sec): 3 clusters Score: Raw -510332.995314 + Penalty 2681.026968 = -507651.968346 nChanged 30 SP:Iteration 13Q (3503.054623 sec): 3 clusters Score: Raw -510345.004159 + Penalty 2681.026968 = -507663.977192 nChanged 22 SP:Iteration 14Q (3503.103554 sec): 3 clusters Score: Raw -510353.853203 + Penalty 2681.026968 = -507672.826235 nChanged 14 SP:Iteration 15Q (3503.165664 sec): 3 clusters Score: Raw -510359.762553 + Penalty 2681.026968 = -507678.735586 nChanged 11 SP:Iteration 16Q (3503.217365 sec): 3 clusters Score: Raw -510365.031368 + Penalty 2681.026968 = -507684.004400 nChanged 11 SP:Iteration 17Q (3503.259544 sec): 3 clusters Score: Raw -510368.453143 + Penalty 2681.026968 = -507687.426175 nChanged 6 SP:Iteration 18Q (3503.316514 sec): 3 clusters Score: Raw -510370.186659 + Penalty 2681.026968 = -507689.159692 nChanged 2 SP:Iteration 19Q (3503.364062 sec): 3 clusters Score: Raw -510370.892651 + Penalty 2681.026968 = -507689.865684 nChanged 2 SP:Iteration 20F (3503.408907 sec): 3 clusters Score: Raw -510371.645321 + Penalty 2681.026968 = -507690.618354 nChanged 3 SP:Iteration 21Q (3503.462991 sec): 3 clusters Score: Raw -510372.755156 + Penalty 2681.026968 = -507691.728188 nChanged 1 SP:Iteration 22Q (3503.493492 sec): 3 clusters Score: Raw -510372.968078 + Penalty 2681.026968 = -507691.941111 nChanged 0 SP:Iteration 23F (3503.557834 sec): 3 clusters Score: Raw -510372.968078 + Penalty 2681.026968 = -507691.941111 nChanged 0 Trying to split cluster 27 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3503.578246 sec): 2 clusters Score: Raw -50657.564071 + Penalty 953.301059 = -49704.263012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3503.627559 sec): 3 clusters Score: Raw -50668.666293 + Penalty 1906.602119 = -48762.064175 nChanged 84 SP:Iteration 1F (3503.669676 sec): 3 clusters Score: Raw -50838.779281 + Penalty 1906.602119 = -48932.177162 nChanged 32 SP:Iteration 2F (3503.710530 sec): 3 clusters Score: Raw -50911.888679 + Penalty 1906.602119 = -49005.286560 nChanged 11 SP:Iteration 3Q (3503.747674 sec): 3 clusters Score: Raw -50929.283137 + Penalty 1906.602119 = -49022.681019 nChanged 4 SP:Iteration 4Q (3503.794359 sec): 3 clusters Score: Raw -50947.804727 + Penalty 1906.602119 = -49041.202608 nChanged 5 SP:Iteration 5Q (3503.800726 sec): 3 clusters Score: Raw -50968.496332 + Penalty 1906.602119 = -49061.894214 nChanged 8 SP:Iteration 6Q (3503.802953 sec): 3 clusters Score: Raw -51006.201423 + Penalty 1906.602119 = -49099.599304 nChanged 7 SP:Iteration 7Q (3503.805245 sec): 3 clusters Score: Raw -51036.372160 + Penalty 1906.602119 = -49129.770042 nChanged 3 SP:Iteration 8Q (3503.807454 sec): 3 clusters Score: Raw -51041.810836 + Penalty 1906.602119 = -49135.208718 nChanged 3 SP:Iteration 9Q (3503.809643 sec): 3 clusters Score: Raw -51046.015789 + Penalty 1906.602119 = -49139.413671 nChanged 1 SP:Iteration 10Q (3503.811831 sec): 3 clusters Score: Raw -51056.443518 + Penalty 1906.602119 = -49149.841399 nChanged 2 SP:Iteration 11Q (3503.814025 sec): 3 clusters Score: Raw -51064.342830 + Penalty 1906.602119 = -49157.740711 nChanged 2 SP:Iteration 12Q (3503.816215 sec): 3 clusters Score: Raw -51066.501860 + Penalty 1906.602119 = -49159.899742 nChanged 0 SP:Iteration 13F (3503.818463 sec): 3 clusters Score: Raw -51066.501860 + Penalty 1906.602119 = -49159.899742 nChanged 0 Trying to split cluster 28 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3503.824135 sec): 2 clusters Score: Raw -22162.240325 + Penalty 921.915031 = -21240.325294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3503.826300 sec): 3 clusters Score: Raw -22311.454270 + Penalty 1843.830062 = -20467.624208 nChanged 65 SP:Iteration 1F (3503.828297 sec): 3 clusters Score: Raw -22511.651472 + Penalty 1843.830062 = -20667.821410 nChanged 32 SP:Iteration 2F (3503.830276 sec): 3 clusters Score: Raw -22656.672247 + Penalty 1843.830062 = -20812.842185 nChanged 16 SP:Iteration 3F (3503.832263 sec): 3 clusters Score: Raw -22724.985881 + Penalty 1843.830062 = -20881.155819 nChanged 9 SP:Iteration 4Q (3503.834145 sec): 3 clusters Score: Raw -22751.995101 + Penalty 1843.830062 = -20908.165040 nChanged 2 SP:Iteration 5Q (3503.848116 sec): 3 clusters Score: Raw -22759.247674 + Penalty 1843.830062 = -20915.417612 nChanged 2 SP:Iteration 6Q (3503.897380 sec): 3 clusters Score: Raw -22765.980711 + Penalty 1843.830062 = -20922.150649 nChanged 0 SP:Iteration 7F (3503.942879 sec): 3 clusters Score: Raw -22765.980711 + Penalty 1843.830062 = -20922.150649 nChanged 0 Trying to split cluster 29 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3503.967153 sec): 2 clusters Score: Raw -25217.055407 + Penalty 855.187156 = -24361.868251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3504.010698 sec): 3 clusters Score: Raw -25324.805567 + Penalty 1710.374311 = -23614.431255 nChanged 17 SP:Iteration 1F (3504.060611 sec): 3 clusters Score: Raw -25363.988187 + Penalty 1710.374311 = -23653.613876 nChanged 5 SP:Iteration 2Q (3504.104621 sec): 3 clusters Score: Raw -25377.362055 + Penalty 1710.374311 = -23666.987743 nChanged 1 SP:Iteration 3Q (3504.143044 sec): 3 clusters Score: Raw -25379.038151 + Penalty 1710.374311 = -23668.663839 nChanged 0 SP:Iteration 4F (3504.186924 sec): 3 clusters Score: Raw -25379.038151 + Penalty 1710.374311 = -23668.663839 nChanged 0 Trying to split cluster 30 (6114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3504.217904 sec): 2 clusters Score: Raw -876333.740506 + Penalty 1416.729682 = -874917.010825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3504.260643 sec): 3 clusters Score: Raw -873041.387156 + Penalty 2833.459363 = -870207.927793 nChanged 2509 SP:Iteration 1F (3504.323254 sec): 3 clusters Score: Raw -874407.887654 + Penalty 2833.459363 = -871574.428290 nChanged 420 SP:Iteration 2F (3504.376620 sec): 3 clusters Score: Raw -874630.293502 + Penalty 2833.459363 = -871796.834139 nChanged 324 SP:Iteration 3F (3504.425582 sec): 3 clusters Score: Raw -874800.996624 + Penalty 2833.459363 = -871967.537261 nChanged 303 SP:Iteration 4Q (3504.475010 sec): 3 clusters Score: Raw -874976.613352 + Penalty 2833.459363 = -872143.153989 nChanged 337 SP:Iteration 5F (3504.536657 sec): 3 clusters Score: Raw -875196.458617 + Penalty 2833.459363 = -872362.999254 nChanged 329 SP:Iteration 6F (3504.593030 sec): 3 clusters Score: Raw -875422.321243 + Penalty 2833.459363 = -872588.861879 nChanged 315 SP:Iteration 7F (3504.641679 sec): 3 clusters Score: Raw -875644.227303 + Penalty 2833.459363 = -872810.767940 nChanged 334 SP:Iteration 8F (3504.702256 sec): 3 clusters Score: Raw -875875.805407 + Penalty 2833.459363 = -873042.346044 nChanged 266 SP:Iteration 9Q (3504.754303 sec): 3 clusters Score: Raw -876060.355395 + Penalty 2833.459363 = -873226.896032 nChanged 206 SP:Iteration 10Q (3504.804484 sec): 3 clusters Score: Raw -876204.389497 + Penalty 2833.459363 = -873370.930133 nChanged 168 SP:Iteration 11Q (3504.855449 sec): 3 clusters Score: Raw -876323.692566 + Penalty 2833.459363 = -873490.233203 nChanged 118 SP:Iteration 12Q (3504.918202 sec): 3 clusters Score: Raw -876398.532360 + Penalty 2833.459363 = -873565.072997 nChanged 102 SP:Iteration 13Q (3504.979206 sec): 3 clusters Score: Raw -876459.700071 + Penalty 2833.459363 = -873626.240707 nChanged 71 SP:Iteration 14Q (3505.037833 sec): 3 clusters Score: Raw -876498.076811 + Penalty 2833.459363 = -873664.617447 nChanged 59 SP:Iteration 15Q (3505.096458 sec): 3 clusters Score: Raw -876530.400230 + Penalty 2833.459363 = -873696.940867 nChanged 53 SP:Iteration 16Q (3505.151708 sec): 3 clusters Score: Raw -876561.396838 + Penalty 2833.459363 = -873727.937475 nChanged 51 SP:Iteration 17Q (3505.199378 sec): 3 clusters Score: Raw -876587.130959 + Penalty 2833.459363 = -873753.671596 nChanged 32 SP:Iteration 18Q (3505.242163 sec): 3 clusters Score: Raw -876598.970865 + Penalty 2833.459363 = -873765.511502 nChanged 22 SP:Iteration 19Q (3505.263693 sec): 3 clusters Score: Raw -876609.123033 + Penalty 2833.459363 = -873775.663670 nChanged 18 SP:Iteration 20F (3505.285828 sec): 3 clusters Score: Raw -876617.015100 + Penalty 2833.459363 = -873783.555736 nChanged 18 SP:Iteration 21Q (3505.342991 sec): 3 clusters Score: Raw -876622.744556 + Penalty 2833.459363 = -873789.285193 nChanged 14 SP:Iteration 22Q (3505.399725 sec): 3 clusters Score: Raw -876626.720072 + Penalty 2833.459363 = -873793.260709 nChanged 6 SP:Iteration 23Q (3505.453868 sec): 3 clusters Score: Raw -876629.519713 + Penalty 2833.459363 = -873796.060350 nChanged 15 SP:Iteration 24Q (3505.479068 sec): 3 clusters Score: Raw -876635.776411 + Penalty 2833.459363 = -873802.317048 nChanged 15 SP:Iteration 25Q (3505.545141 sec): 3 clusters Score: Raw -876640.371012 + Penalty 2833.459363 = -873806.911648 nChanged 10 SP:Iteration 26Q (3505.591282 sec): 3 clusters Score: Raw -876642.951140 + Penalty 2833.459363 = -873809.491777 nChanged 7 SP:Iteration 27Q (3505.647121 sec): 3 clusters Score: Raw -876644.271904 + Penalty 2833.459363 = -873810.812541 nChanged 4 SP:Iteration 28Q (3505.710740 sec): 3 clusters Score: Raw -876644.693851 + Penalty 2833.459363 = -873811.234487 nChanged 1 SP:Iteration 29Q (3505.755031 sec): 3 clusters Score: Raw -876644.911468 + Penalty 2833.459363 = -873811.452104 nChanged 2 SP:Iteration 30Q (3505.795168 sec): 3 clusters Score: Raw -876645.364544 + Penalty 2833.459363 = -873811.905181 nChanged 5 SP:Iteration 31Q (3505.857073 sec): 3 clusters Score: Raw -876647.075392 + Penalty 2833.459363 = -873813.616029 nChanged 4 SP:Iteration 32Q (3505.898942 sec): 3 clusters Score: Raw -876648.000295 + Penalty 2833.459363 = -873814.540932 nChanged 7 SP:Iteration 33Q (3505.952866 sec): 3 clusters Score: Raw -876649.967859 + Penalty 2833.459363 = -873816.508496 nChanged 9 SP:Iteration 34Q (3506.008576 sec): 3 clusters Score: Raw -876652.722454 + Penalty 2833.459363 = -873819.263091 nChanged 10 SP:Iteration 35Q (3506.068329 sec): 3 clusters Score: Raw -876657.353485 + Penalty 2833.459363 = -873823.894122 nChanged 11 SP:Iteration 36Q (3506.126427 sec): 3 clusters Score: Raw -876660.777017 + Penalty 2833.459363 = -873827.317654 nChanged 9 SP:Iteration 37Q (3506.179115 sec): 3 clusters Score: Raw -876662.782666 + Penalty 2833.459363 = -873829.323302 nChanged 5 SP:Iteration 38Q (3506.221341 sec): 3 clusters Score: Raw -876663.827864 + Penalty 2833.459363 = -873830.368500 nChanged 3 SP:Iteration 39Q (3506.282730 sec): 3 clusters Score: Raw -876664.497853 + Penalty 2833.459363 = -873831.038490 nChanged 2 SP:Iteration 40F (3506.307203 sec): 3 clusters Score: Raw -876664.749584 + Penalty 2833.459363 = -873831.290221 nChanged 3 SP:Iteration 41Q (3506.370998 sec): 3 clusters Score: Raw -876665.368412 + Penalty 2833.459363 = -873831.909049 nChanged 3 SP:Iteration 42Q (3506.410013 sec): 3 clusters Score: Raw -876666.886530 + Penalty 2833.459363 = -873833.427167 nChanged 4 SP:Iteration 43Q (3506.463359 sec): 3 clusters Score: Raw -876667.616897 + Penalty 2833.459363 = -873834.157533 nChanged 2 SP:Iteration 44Q (3506.522200 sec): 3 clusters Score: Raw -876668.714572 + Penalty 2833.459363 = -873835.255209 nChanged 6 SP:Iteration 45Q (3506.577033 sec): 3 clusters Score: Raw -876670.323621 + Penalty 2833.459363 = -873836.864258 nChanged 4 SP:Iteration 46Q (3506.634324 sec): 3 clusters Score: Raw -876671.308177 + Penalty 2833.459363 = -873837.848814 nChanged 5 SP:Iteration 47Q (3506.691186 sec): 3 clusters Score: Raw -876672.714953 + Penalty 2833.459363 = -873839.255590 nChanged 2 SP:Iteration 48Q (3506.759439 sec): 3 clusters Score: Raw -876673.157266 + Penalty 2833.459363 = -873839.697903 nChanged 1 SP:Iteration 49Q (3506.816330 sec): 3 clusters Score: Raw -876673.293085 + Penalty 2833.459363 = -873839.833722 nChanged 1 SP:Iteration 50Q (3506.862406 sec): 3 clusters Score: Raw -876673.548732 + Penalty 2833.459363 = -873840.089369 nChanged 0 SP:Iteration 51F (3506.919883 sec): 3 clusters Score: Raw -876673.548732 + Penalty 2833.459363 = -873840.089369 nChanged 0 Trying to split cluster 31 (5306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3506.951037 sec): 2 clusters Score: Raw -718879.075847 + Penalty 1393.696449 = -717485.379398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3507.008820 sec): 3 clusters Score: Raw -716056.802016 + Penalty 2787.392899 = -713269.409117 nChanged 2140 SP:Iteration 1F (3507.065035 sec): 3 clusters Score: Raw -717321.138781 + Penalty 2787.392899 = -714533.745882 nChanged 394 SP:Iteration 2F (3507.122055 sec): 3 clusters Score: Raw -717555.449202 + Penalty 2787.392899 = -714768.056303 nChanged 301 SP:Iteration 3F (3507.178571 sec): 3 clusters Score: Raw -717759.347810 + Penalty 2787.392899 = -714971.954911 nChanged 283 SP:Iteration 4F (3507.230091 sec): 3 clusters Score: Raw -717953.662849 + Penalty 2787.392899 = -715166.269950 nChanged 260 SP:Iteration 5Q (3507.275181 sec): 3 clusters Score: Raw -718132.456757 + Penalty 2787.392899 = -715345.063858 nChanged 251 SP:Iteration 6Q (3507.325855 sec): 3 clusters Score: Raw -718299.651653 + Penalty 2787.392899 = -715512.258754 nChanged 250 SP:Iteration 7Q (3507.374209 sec): 3 clusters Score: Raw -718474.526867 + Penalty 2787.392899 = -715687.133969 nChanged 251 SP:Iteration 8Q (3507.424314 sec): 3 clusters Score: Raw -718649.045802 + Penalty 2787.392899 = -715861.652903 nChanged 198 SP:Iteration 9Q (3507.471388 sec): 3 clusters Score: Raw -718801.986815 + Penalty 2787.392899 = -716014.593916 nChanged 200 SP:Iteration 10Q (3507.527506 sec): 3 clusters Score: Raw -718963.998910 + Penalty 2787.392899 = -716176.606012 nChanged 176 SP:Iteration 11Q (3507.572213 sec): 3 clusters Score: Raw -719091.159319 + Penalty 2787.392899 = -716303.766420 nChanged 155 SP:Iteration 12Q (3507.618049 sec): 3 clusters Score: Raw -719163.827383 + Penalty 2787.392899 = -716376.434484 nChanged 98 SP:Iteration 13Q (3507.672991 sec): 3 clusters Score: Raw -719212.435523 + Penalty 2787.392899 = -716425.042624 nChanged 79 SP:Iteration 14Q (3507.723726 sec): 3 clusters Score: Raw -719249.660382 + Penalty 2787.392899 = -716462.267483 nChanged 66 SP:Iteration 15Q (3507.772887 sec): 3 clusters Score: Raw -719282.992705 + Penalty 2787.392899 = -716495.599806 nChanged 69 SP:Iteration 16Q (3507.829327 sec): 3 clusters Score: Raw -719313.779394 + Penalty 2787.392899 = -716526.386495 nChanged 58 SP:Iteration 17Q (3507.874929 sec): 3 clusters Score: Raw -719336.167073 + Penalty 2787.392899 = -716548.774174 nChanged 38 SP:Iteration 18Q (3507.930980 sec): 3 clusters Score: Raw -719351.542005 + Penalty 2787.392899 = -716564.149106 nChanged 43 SP:Iteration 19Q (3507.998777 sec): 3 clusters Score: Raw -719367.175248 + Penalty 2787.392899 = -716579.782350 nChanged 42 SP:Iteration 20F (3508.044000 sec): 3 clusters Score: Raw -719385.754519 + Penalty 2787.392899 = -716598.361620 nChanged 43 SP:Iteration 21Q (3508.098167 sec): 3 clusters Score: Raw -719402.553871 + Penalty 2787.392899 = -716615.160972 nChanged 31 SP:Iteration 22Q (3508.127075 sec): 3 clusters Score: Raw -719412.479397 + Penalty 2787.392899 = -716625.086499 nChanged 29 SP:Iteration 23Q (3508.181304 sec): 3 clusters Score: Raw -719420.842003 + Penalty 2787.392899 = -716633.449105 nChanged 27 SP:Iteration 24Q (3508.236781 sec): 3 clusters Score: Raw -719429.706336 + Penalty 2787.392899 = -716642.313438 nChanged 21 SP:Iteration 25Q (3508.292132 sec): 3 clusters Score: Raw -719433.906307 + Penalty 2787.392899 = -716646.513408 nChanged 17 SP:Iteration 26Q (3508.353549 sec): 3 clusters Score: Raw -719437.082386 + Penalty 2787.392899 = -716649.689487 nChanged 12 SP:Iteration 27Q (3508.397511 sec): 3 clusters Score: Raw -719439.374910 + Penalty 2787.392899 = -716651.982011 nChanged 16 SP:Iteration 28Q (3508.452704 sec): 3 clusters Score: Raw -719443.498112 + Penalty 2787.392899 = -716656.105213 nChanged 16 SP:Iteration 29Q (3508.502327 sec): 3 clusters Score: Raw -719446.901814 + Penalty 2787.392899 = -716659.508915 nChanged 15 SP:Iteration 30Q (3508.563262 sec): 3 clusters Score: Raw -719449.551792 + Penalty 2787.392899 = -716662.158894 nChanged 10 SP:Iteration 31Q (3508.608107 sec): 3 clusters Score: Raw -719452.372140 + Penalty 2787.392899 = -716664.979242 nChanged 12 SP:Iteration 32Q (3508.662229 sec): 3 clusters Score: Raw -719454.627824 + Penalty 2787.392899 = -716667.234925 nChanged 7 SP:Iteration 33Q (3508.717651 sec): 3 clusters Score: Raw -719456.084866 + Penalty 2787.392899 = -716668.691967 nChanged 4 SP:Iteration 34Q (3508.772955 sec): 3 clusters Score: Raw -719456.800612 + Penalty 2787.392899 = -716669.407714 nChanged 5 SP:Iteration 35Q (3508.837876 sec): 3 clusters Score: Raw -719457.936384 + Penalty 2787.392899 = -716670.543485 nChanged 5 SP:Iteration 36Q (3508.893750 sec): 3 clusters Score: Raw -719458.914196 + Penalty 2787.392899 = -716671.521298 nChanged 7 SP:Iteration 37Q (3508.937224 sec): 3 clusters Score: Raw -719460.056338 + Penalty 2787.392899 = -716672.663439 nChanged 6 SP:Iteration 38Q (3509.003043 sec): 3 clusters Score: Raw -719461.331931 + Penalty 2787.392899 = -716673.939032 nChanged 4 SP:Iteration 39Q (3509.054042 sec): 3 clusters Score: Raw -719461.897477 + Penalty 2787.392899 = -716674.504579 nChanged 0 SP:Iteration 40F (3509.106925 sec): 3 clusters Score: Raw -719461.897477 + Penalty 2787.392899 = -716674.504579 nChanged 0 Trying to split cluster 32 (29897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3509.170159 sec): 2 clusters Score: Raw -4215182.467075 + Penalty 1674.645931 = -4213507.821144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3509.258491 sec): 3 clusters Score: Raw -4196757.393513 + Penalty 3349.291861 = -4193408.101651 nChanged 13863 SP:Iteration 1F (3509.351446 sec): 3 clusters Score: Raw -4204295.429953 + Penalty 3349.291861 = -4200946.138091 nChanged 1354 SP:Iteration 2Q (3509.464829 sec): 3 clusters Score: Raw -4204721.372997 + Penalty 3349.291861 = -4201372.081135 nChanged 1243 SP:Iteration 3Q (3509.556869 sec): 3 clusters Score: Raw -4205110.950582 + Penalty 3349.291861 = -4201761.658721 nChanged 1196 SP:Iteration 4Q (3509.665560 sec): 3 clusters Score: Raw -4205463.668745 + Penalty 3349.291861 = -4202114.376884 nChanged 1097 SP:Iteration 5Q (3509.765102 sec): 3 clusters Score: Raw -4205811.019985 + Penalty 3349.291861 = -4202461.728124 nChanged 1070 SP:Iteration 6Q (3509.853083 sec): 3 clusters Score: Raw -4206180.963490 + Penalty 3349.291861 = -4202831.671628 nChanged 1115 SP:Iteration 7Q (3509.945198 sec): 3 clusters Score: Raw -4206552.675588 + Penalty 3349.291861 = -4203203.383726 nChanged 1071 SP:Iteration 8Q (3510.021464 sec): 3 clusters Score: Raw -4206943.614836 + Penalty 3349.291861 = -4203594.322975 nChanged 1091 SP:Iteration 9Q (3510.127474 sec): 3 clusters Score: Raw -4207374.260691 + Penalty 3349.291861 = -4204024.968830 nChanged 1117 SP:Iteration 10Q (3510.219247 sec): 3 clusters Score: Raw -4207870.732849 + Penalty 3349.291861 = -4204521.440988 nChanged 1205 SP:Iteration 11Q (3510.313987 sec): 3 clusters Score: Raw -4208464.900986 + Penalty 3349.291861 = -4205115.609125 nChanged 1247 SP:Iteration 12Q (3510.420991 sec): 3 clusters Score: Raw -4209137.513209 + Penalty 3349.291861 = -4205788.221348 nChanged 1259 SP:Iteration 13Q (3510.510133 sec): 3 clusters Score: Raw -4209848.410223 + Penalty 3349.291861 = -4206499.118361 nChanged 1255 SP:Iteration 14Q (3510.595151 sec): 3 clusters Score: Raw -4210500.995175 + Penalty 3349.291861 = -4207151.703314 nChanged 1030 SP:Iteration 15Q (3510.687024 sec): 3 clusters Score: Raw -4210970.401518 + Penalty 3349.291861 = -4207621.109656 nChanged 799 SP:Iteration 16Q (3510.796348 sec): 3 clusters Score: Raw -4211268.926717 + Penalty 3349.291861 = -4207919.634856 nChanged 670 SP:Iteration 17Q (3510.893642 sec): 3 clusters Score: Raw -4211483.734263 + Penalty 3349.291861 = -4208134.442402 nChanged 522 SP:Iteration 18Q (3510.983259 sec): 3 clusters Score: Raw -4211641.918271 + Penalty 3349.291861 = -4208292.626409 nChanged 470 SP:Iteration 19Q (3511.076848 sec): 3 clusters Score: Raw -4211789.833279 + Penalty 3349.291861 = -4208440.541417 nChanged 485 SP:Iteration 20F (3511.168020 sec): 3 clusters Score: Raw -4211955.905737 + Penalty 3349.291861 = -4208606.613876 nChanged 468 SP:Iteration 21Q (3511.258102 sec): 3 clusters Score: Raw -4212118.650839 + Penalty 3349.291861 = -4208769.358977 nChanged 451 SP:Iteration 22Q (3511.350566 sec): 3 clusters Score: Raw -4212278.988201 + Penalty 3349.291861 = -4208929.696340 nChanged 470 SP:Iteration 23Q (3511.448757 sec): 3 clusters Score: Raw -4212452.269506 + Penalty 3349.291861 = -4209102.977644 nChanged 454 SP:Iteration 24Q (3511.540258 sec): 3 clusters Score: Raw -4212624.068637 + Penalty 3349.291861 = -4209274.776776 nChanged 452 SP:Iteration 25Q (3511.624270 sec): 3 clusters Score: Raw -4212799.215189 + Penalty 3349.291861 = -4209449.923327 nChanged 450 SP:Iteration 26Q (3511.707414 sec): 3 clusters Score: Raw -4212975.134906 + Penalty 3349.291861 = -4209625.843044 nChanged 455 SP:Iteration 27Q (3511.794204 sec): 3 clusters Score: Raw -4213157.807777 + Penalty 3349.291861 = -4209808.515915 nChanged 428 SP:Iteration 28Q (3511.875647 sec): 3 clusters Score: Raw -4213331.623835 + Penalty 3349.291861 = -4209982.331973 nChanged 428 SP:Iteration 29Q (3511.966732 sec): 3 clusters Score: Raw -4213519.731864 + Penalty 3349.291861 = -4210170.440003 nChanged 398 SP:Iteration 30Q (3512.042623 sec): 3 clusters Score: Raw -4213688.231698 + Penalty 3349.291861 = -4210338.939837 nChanged 426 SP:Iteration 31Q (3512.130901 sec): 3 clusters Score: Raw -4213891.624392 + Penalty 3349.291861 = -4210542.332530 nChanged 428 SP:Iteration 32Q (3512.216197 sec): 3 clusters Score: Raw -4214103.365148 + Penalty 3349.291861 = -4210754.073286 nChanged 421 SP:Iteration 33Q (3512.303949 sec): 3 clusters Score: Raw -4214313.005490 + Penalty 3349.291861 = -4210963.713629 nChanged 385 SP:Iteration 34Q (3512.382785 sec): 3 clusters Score: Raw -4214515.425946 + Penalty 3349.291861 = -4211166.134084 nChanged 356 SP:Iteration 35Q (3512.459382 sec): 3 clusters Score: Raw -4214714.976311 + Penalty 3349.291861 = -4211365.684449 nChanged 305 SP:Iteration 36Q (3512.533306 sec): 3 clusters Score: Raw -4214895.345518 + Penalty 3349.291861 = -4211546.053657 nChanged 254 SP:Iteration 37Q (3512.613357 sec): 3 clusters Score: Raw -4215036.788123 + Penalty 3349.291861 = -4211687.496261 nChanged 196 SP:Iteration 38Q (3512.703393 sec): 3 clusters Score: Raw -4215152.799904 + Penalty 3349.291861 = -4211803.508042 nChanged 150 SP:Iteration 39Q (3512.796807 sec): 3 clusters Score: Raw -4215240.477547 + Penalty 3349.291861 = -4211891.185685 nChanged 129 SP:Iteration 40F (3512.892294 sec): 3 clusters Score: Raw -4215311.179162 + Penalty 3349.291861 = -4211961.887300 nChanged 99 SP:Iteration 41Q (3512.969240 sec): 3 clusters Score: Raw -4215361.507843 + Penalty 3349.291861 = -4212012.215982 nChanged 69 SP:Iteration 42Q (3513.049561 sec): 3 clusters Score: Raw -4215397.851875 + Penalty 3349.291861 = -4212048.560014 nChanged 48 SP:Iteration 43Q (3513.144646 sec): 3 clusters Score: Raw -4215422.957865 + Penalty 3349.291861 = -4212073.666003 nChanged 48 SP:Iteration 44Q (3513.226678 sec): 3 clusters Score: Raw -4215449.834415 + Penalty 3349.291861 = -4212100.542554 nChanged 29 SP:Iteration 45Q (3513.307466 sec): 3 clusters Score: Raw -4215462.330942 + Penalty 3349.291861 = -4212113.039081 nChanged 23 SP:Iteration 46Q (3513.402410 sec): 3 clusters Score: Raw -4215474.633732 + Penalty 3349.291861 = -4212125.341871 nChanged 10 SP:Iteration 47Q (3513.488214 sec): 3 clusters Score: Raw -4215480.491793 + Penalty 3349.291861 = -4212131.199932 nChanged 11 SP:Iteration 48Q (3513.563979 sec): 3 clusters Score: Raw -4215486.232249 + Penalty 3349.291861 = -4212136.940387 nChanged 7 SP:Iteration 49Q (3513.640461 sec): 3 clusters Score: Raw -4215488.730432 + Penalty 3349.291861 = -4212139.438571 nChanged 5 SP:Iteration 50Q (3513.715060 sec): 3 clusters Score: Raw -4215490.615278 + Penalty 3349.291861 = -4212141.323416 nChanged 10 SP:Iteration 51Q (3513.810410 sec): 3 clusters Score: Raw -4215496.512974 + Penalty 3349.291861 = -4212147.221112 nChanged 10 SP:Iteration 52Q (3513.884341 sec): 3 clusters Score: Raw -4215499.982709 + Penalty 3349.291861 = -4212150.690848 nChanged 7 SP:Iteration 53Q (3513.961641 sec): 3 clusters Score: Raw -4215502.783989 + Penalty 3349.291861 = -4212153.492127 nChanged 8 SP:Iteration 54Q (3514.040829 sec): 3 clusters Score: Raw -4215505.790051 + Penalty 3349.291861 = -4212156.498190 nChanged 8 SP:Iteration 55Q (3514.124607 sec): 3 clusters Score: Raw -4215508.206498 + Penalty 3349.291861 = -4212158.914636 nChanged 4 SP:Iteration 56Q (3514.200420 sec): 3 clusters Score: Raw -4215509.725608 + Penalty 3349.291861 = -4212160.433746 nChanged 5 SP:Iteration 57Q (3514.295270 sec): 3 clusters Score: Raw -4215511.687168 + Penalty 3349.291861 = -4212162.395307 nChanged 5 SP:Iteration 58Q (3514.375115 sec): 3 clusters Score: Raw -4215514.422067 + Penalty 3349.291861 = -4212165.130206 nChanged 8 SP:Iteration 59Q (3514.464688 sec): 3 clusters Score: Raw -4215516.980965 + Penalty 3349.291861 = -4212167.689103 nChanged 6 SP:Iteration 60F (3514.550492 sec): 3 clusters Score: Raw -4215518.853465 + Penalty 3349.291861 = -4212169.561604 nChanged 3 SP:Iteration 61Q (3514.644370 sec): 3 clusters Score: Raw -4215519.724575 + Penalty 3349.291861 = -4212170.432714 nChanged 2 SP:Iteration 62Q (3514.726684 sec): 3 clusters Score: Raw -4215520.571893 + Penalty 3349.291861 = -4212171.280032 nChanged 1 SP:Iteration 63Q (3514.808729 sec): 3 clusters Score: Raw -4215520.797131 + Penalty 3349.291861 = -4212171.505269 nChanged 2 SP:Iteration 64Q (3514.902184 sec): 3 clusters Score: Raw -4215521.347061 + Penalty 3349.291861 = -4212172.055200 nChanged 1 SP:Iteration 65Q (3514.976432 sec): 3 clusters Score: Raw -4215521.812378 + Penalty 3349.291861 = -4212172.520516 nChanged 1 SP:Iteration 66Q (3515.066600 sec): 3 clusters Score: Raw -4215522.986392 + Penalty 3349.291861 = -4212173.694530 nChanged 0 SP:Iteration 67F (3515.162103 sec): 3 clusters Score: Raw -4215522.986392 + Penalty 3349.291861 = -4212173.694530 nChanged 0 Trying to split cluster 33 (12449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3515.197434 sec): 2 clusters Score: Raw -1803784.323688 + Penalty 1532.276781 = -1802252.046906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3515.266700 sec): 3 clusters Score: Raw -1796622.420015 + Penalty 3064.553563 = -1793557.866452 nChanged 5435 SP:Iteration 1F (3515.331952 sec): 3 clusters Score: Raw -1799631.423942 + Penalty 3064.553563 = -1796566.870380 nChanged 848 SP:Iteration 2F (3515.397858 sec): 3 clusters Score: Raw -1800126.320967 + Penalty 3064.553563 = -1797061.767404 nChanged 822 SP:Iteration 3F (3515.457040 sec): 3 clusters Score: Raw -1800603.777463 + Penalty 3064.553563 = -1797539.223900 nChanged 790 SP:Iteration 4F (3515.523129 sec): 3 clusters Score: Raw -1801110.550718 + Penalty 3064.553563 = -1798045.997155 nChanged 748 SP:Iteration 5F (3515.594479 sec): 3 clusters Score: Raw -1801613.202081 + Penalty 3064.553563 = -1798548.648519 nChanged 731 SP:Iteration 6F (3515.663238 sec): 3 clusters Score: Raw -1802168.013930 + Penalty 3064.553563 = -1799103.460367 nChanged 682 SP:Iteration 7F (3515.729980 sec): 3 clusters Score: Raw -1802690.394790 + Penalty 3064.553563 = -1799625.841228 nChanged 534 SP:Iteration 8Q (3515.783422 sec): 3 clusters Score: Raw -1803009.317545 + Penalty 3064.553563 = -1799944.763983 nChanged 381 SP:Iteration 9Q (3515.848362 sec): 3 clusters Score: Raw -1803199.244084 + Penalty 3064.553563 = -1800134.690521 nChanged 264 SP:Iteration 10Q (3515.925655 sec): 3 clusters Score: Raw -1803317.256177 + Penalty 3064.553563 = -1800252.702614 nChanged 176 SP:Iteration 11Q (3515.992625 sec): 3 clusters Score: Raw -1803381.463113 + Penalty 3064.553563 = -1800316.909551 nChanged 166 SP:Iteration 12Q (3516.051872 sec): 3 clusters Score: Raw -1803439.050668 + Penalty 3064.553563 = -1800374.497105 nChanged 123 SP:Iteration 13Q (3516.119182 sec): 3 clusters Score: Raw -1803488.578913 + Penalty 3064.553563 = -1800424.025350 nChanged 115 SP:Iteration 14Q (3516.186368 sec): 3 clusters Score: Raw -1803521.719668 + Penalty 3064.553563 = -1800457.166105 nChanged 104 SP:Iteration 15Q (3516.250027 sec): 3 clusters Score: Raw -1803549.412672 + Penalty 3064.553563 = -1800484.859110 nChanged 79 SP:Iteration 16Q (3516.309608 sec): 3 clusters Score: Raw -1803566.167188 + Penalty 3064.553563 = -1800501.613625 nChanged 65 SP:Iteration 17Q (3516.372079 sec): 3 clusters Score: Raw -1803583.029358 + Penalty 3064.553563 = -1800518.475795 nChanged 75 SP:Iteration 18Q (3516.427342 sec): 3 clusters Score: Raw -1803601.663049 + Penalty 3064.553563 = -1800537.109486 nChanged 59 SP:Iteration 19Q (3516.492500 sec): 3 clusters Score: Raw -1803612.916299 + Penalty 3064.553563 = -1800548.362736 nChanged 55 SP:Iteration 20F (3516.555493 sec): 3 clusters Score: Raw -1803624.039368 + Penalty 3064.553563 = -1800559.485806 nChanged 49 SP:Iteration 21Q (3516.623409 sec): 3 clusters Score: Raw -1803635.132653 + Penalty 3064.553563 = -1800570.579091 nChanged 57 SP:Iteration 22Q (3516.686569 sec): 3 clusters Score: Raw -1803648.135207 + Penalty 3064.553563 = -1800583.581644 nChanged 61 SP:Iteration 23Q (3516.756016 sec): 3 clusters Score: Raw -1803660.067860 + Penalty 3064.553563 = -1800595.514297 nChanged 50 SP:Iteration 24Q (3516.810094 sec): 3 clusters Score: Raw -1803668.824199 + Penalty 3064.553563 = -1800604.270636 nChanged 42 SP:Iteration 25Q (3516.872704 sec): 3 clusters Score: Raw -1803676.964794 + Penalty 3064.553563 = -1800612.411231 nChanged 34 SP:Iteration 26Q (3516.947711 sec): 3 clusters Score: Raw -1803683.892519 + Penalty 3064.553563 = -1800619.338956 nChanged 29 SP:Iteration 27Q (3517.001529 sec): 3 clusters Score: Raw -1803690.649465 + Penalty 3064.553563 = -1800626.095902 nChanged 25 SP:Iteration 28Q (3517.073903 sec): 3 clusters Score: Raw -1803695.983846 + Penalty 3064.553563 = -1800631.430283 nChanged 35 SP:Iteration 29Q (3517.120881 sec): 3 clusters Score: Raw -1803702.544972 + Penalty 3064.553563 = -1800637.991409 nChanged 36 SP:Iteration 30Q (3517.174136 sec): 3 clusters Score: Raw -1803708.810963 + Penalty 3064.553563 = -1800644.257401 nChanged 40 SP:Iteration 31Q (3517.243045 sec): 3 clusters Score: Raw -1803716.341675 + Penalty 3064.553563 = -1800651.788112 nChanged 35 SP:Iteration 32Q (3517.290460 sec): 3 clusters Score: Raw -1803721.892802 + Penalty 3064.553563 = -1800657.339239 nChanged 30 SP:Iteration 33Q (3517.346442 sec): 3 clusters Score: Raw -1803727.699800 + Penalty 3064.553563 = -1800663.146238 nChanged 41 SP:Iteration 34Q (3517.410799 sec): 3 clusters Score: Raw -1803735.874711 + Penalty 3064.553563 = -1800671.321148 nChanged 33 SP:Iteration 35Q (3517.475605 sec): 3 clusters Score: Raw -1803741.700593 + Penalty 3064.553563 = -1800677.147030 nChanged 34 SP:Iteration 36Q (3517.525766 sec): 3 clusters Score: Raw -1803747.452963 + Penalty 3064.553563 = -1800682.899401 nChanged 29 SP:Iteration 37Q (3517.585940 sec): 3 clusters Score: Raw -1803752.893741 + Penalty 3064.553563 = -1800688.340178 nChanged 26 SP:Iteration 38Q (3517.640093 sec): 3 clusters Score: Raw -1803758.208420 + Penalty 3064.553563 = -1800693.654857 nChanged 25 SP:Iteration 39Q (3517.706627 sec): 3 clusters Score: Raw -1803763.179078 + Penalty 3064.553563 = -1800698.625515 nChanged 27 SP:Iteration 40F (3517.754777 sec): 3 clusters Score: Raw -1803767.488979 + Penalty 3064.553563 = -1800702.935416 nChanged 26 SP:Iteration 41Q (3517.825793 sec): 3 clusters Score: Raw -1803771.734868 + Penalty 3064.553563 = -1800707.181305 nChanged 21 SP:Iteration 42Q (3517.879328 sec): 3 clusters Score: Raw -1803775.349170 + Penalty 3064.553563 = -1800710.795607 nChanged 19 SP:Iteration 43Q (3517.944691 sec): 3 clusters Score: Raw -1803779.073686 + Penalty 3064.553563 = -1800714.520123 nChanged 19 SP:Iteration 44Q (3518.015744 sec): 3 clusters Score: Raw -1803782.908285 + Penalty 3064.553563 = -1800718.354723 nChanged 21 SP:Iteration 45Q (3518.072726 sec): 3 clusters Score: Raw -1803787.376403 + Penalty 3064.553563 = -1800722.822841 nChanged 24 SP:Iteration 46Q (3518.134593 sec): 3 clusters Score: Raw -1803792.148868 + Penalty 3064.553563 = -1800727.595306 nChanged 20 SP:Iteration 47Q (3518.194835 sec): 3 clusters Score: Raw -1803795.498091 + Penalty 3064.553563 = -1800730.944528 nChanged 17 SP:Iteration 48Q (3518.258879 sec): 3 clusters Score: Raw -1803798.615171 + Penalty 3064.553563 = -1800734.061608 nChanged 8 SP:Iteration 49Q (3518.316849 sec): 3 clusters Score: Raw -1803800.312631 + Penalty 3064.553563 = -1800735.759069 nChanged 11 SP:Iteration 50Q (3518.389069 sec): 3 clusters Score: Raw -1803802.904418 + Penalty 3064.553563 = -1800738.350855 nChanged 16 SP:Iteration 51Q (3518.448141 sec): 3 clusters Score: Raw -1803806.240951 + Penalty 3064.553563 = -1800741.687389 nChanged 18 SP:Iteration 52Q (3518.522449 sec): 3 clusters Score: Raw -1803809.509888 + Penalty 3064.553563 = -1800744.956325 nChanged 10 SP:Iteration 53Q (3518.582969 sec): 3 clusters Score: Raw -1803810.809194 + Penalty 3064.553563 = -1800746.255631 nChanged 9 SP:Iteration 54Q (3518.633553 sec): 3 clusters Score: Raw -1803811.852912 + Penalty 3064.553563 = -1800747.299349 nChanged 7 SP:Iteration 55Q (3518.698341 sec): 3 clusters Score: Raw -1803812.815733 + Penalty 3064.553563 = -1800748.262170 nChanged 5 SP:Iteration 56Q (3518.776217 sec): 3 clusters Score: Raw -1803813.575600 + Penalty 3064.553563 = -1800749.022038 nChanged 3 SP:Iteration 57Q (3518.837360 sec): 3 clusters Score: Raw -1803813.904117 + Penalty 3064.553563 = -1800749.350554 nChanged 2 SP:Iteration 58Q (3518.905321 sec): 3 clusters Score: Raw -1803814.230539 + Penalty 3064.553563 = -1800749.676977 nChanged 5 SP:Iteration 59Q (3518.973426 sec): 3 clusters Score: Raw -1803814.992795 + Penalty 3064.553563 = -1800750.439232 nChanged 6 SP:Iteration 60F (3519.032684 sec): 3 clusters Score: Raw -1803815.654407 + Penalty 3064.553563 = -1800751.100844 nChanged 7 SP:Iteration 61Q (3519.100184 sec): 3 clusters Score: Raw -1803816.390456 + Penalty 3064.553563 = -1800751.836893 nChanged 7 SP:Iteration 62Q (3519.165723 sec): 3 clusters Score: Raw -1803817.281173 + Penalty 3064.553563 = -1800752.727610 nChanged 6 SP:Iteration 63Q (3519.232087 sec): 3 clusters Score: Raw -1803817.888454 + Penalty 3064.553563 = -1800753.334891 nChanged 4 SP:Iteration 64Q (3519.300509 sec): 3 clusters Score: Raw -1803818.972997 + Penalty 3064.553563 = -1800754.419434 nChanged 9 SP:Iteration 65Q (3519.361068 sec): 3 clusters Score: Raw -1803820.023449 + Penalty 3064.553563 = -1800755.469887 nChanged 13 SP:Iteration 66Q (3519.427805 sec): 3 clusters Score: Raw -1803822.532202 + Penalty 3064.553563 = -1800757.978639 nChanged 10 SP:Iteration 67Q (3519.491627 sec): 3 clusters Score: Raw -1803823.674845 + Penalty 3064.553563 = -1800759.121282 nChanged 6 SP:Iteration 68Q (3519.556965 sec): 3 clusters Score: Raw -1803824.792910 + Penalty 3064.553563 = -1800760.239347 nChanged 12 SP:Iteration 69Q (3519.611973 sec): 3 clusters Score: Raw -1803826.450593 + Penalty 3064.553563 = -1800761.897030 nChanged 12 SP:Iteration 70Q (3519.683217 sec): 3 clusters Score: Raw -1803828.193408 + Penalty 3064.553563 = -1800763.639846 nChanged 9 SP:Iteration 71Q (3519.748534 sec): 3 clusters Score: Raw -1803829.216246 + Penalty 3064.553563 = -1800764.662684 nChanged 11 SP:Iteration 72Q (3519.814066 sec): 3 clusters Score: Raw -1803830.938686 + Penalty 3064.553563 = -1800766.385123 nChanged 8 SP:Iteration 73Q (3519.870580 sec): 3 clusters Score: Raw -1803832.167827 + Penalty 3064.553563 = -1800767.614264 nChanged 10 SP:Iteration 74Q (3519.930959 sec): 3 clusters Score: Raw -1803833.722778 + Penalty 3064.553563 = -1800769.169216 nChanged 14 SP:Iteration 75Q (3519.991714 sec): 3 clusters Score: Raw -1803835.645951 + Penalty 3064.553563 = -1800771.092389 nChanged 14 SP:Iteration 76Q (3520.059096 sec): 3 clusters Score: Raw -1803837.631515 + Penalty 3064.553563 = -1800773.077953 nChanged 15 SP:Iteration 77Q (3520.119301 sec): 3 clusters Score: Raw -1803840.312753 + Penalty 3064.553563 = -1800775.759190 nChanged 13 SP:Iteration 78Q (3520.171405 sec): 3 clusters Score: Raw -1803842.840252 + Penalty 3064.553563 = -1800778.286689 nChanged 18 SP:Iteration 79Q (3520.247803 sec): 3 clusters Score: Raw -1803846.497044 + Penalty 3064.553563 = -1800781.943481 nChanged 20 SP:Iteration 80F (3520.315764 sec): 3 clusters Score: Raw -1803850.824041 + Penalty 3064.553563 = -1800786.270478 nChanged 17 SP:Iteration 81Q (3520.372632 sec): 3 clusters Score: Raw -1803854.330591 + Penalty 3064.553563 = -1800789.777029 nChanged 20 SP:Iteration 82Q (3520.439373 sec): 3 clusters Score: Raw -1803858.579595 + Penalty 3064.553563 = -1800794.026033 nChanged 20 SP:Iteration 83Q (3520.513774 sec): 3 clusters Score: Raw -1803863.224068 + Penalty 3064.553563 = -1800798.670505 nChanged 19 SP:Iteration 84Q (3520.568909 sec): 3 clusters Score: Raw -1803866.223559 + Penalty 3064.553563 = -1800801.669996 nChanged 14 SP:Iteration 85Q (3520.638923 sec): 3 clusters Score: Raw -1803868.841295 + Penalty 3064.553563 = -1800804.287732 nChanged 17 SP:Iteration 86Q (3520.695816 sec): 3 clusters Score: Raw -1803871.635762 + Penalty 3064.553563 = -1800807.082200 nChanged 11 SP:Iteration 87Q (3520.761718 sec): 3 clusters Score: Raw -1803874.165805 + Penalty 3064.553563 = -1800809.612243 nChanged 16 SP:Iteration 88Q (3520.838762 sec): 3 clusters Score: Raw -1803877.589731 + Penalty 3064.553563 = -1800813.036169 nChanged 20 SP:Iteration 89Q (3520.900991 sec): 3 clusters Score: Raw -1803881.109514 + Penalty 3064.553563 = -1800816.555951 nChanged 16 SP:Iteration 90Q (3520.957198 sec): 3 clusters Score: Raw -1803884.337179 + Penalty 3064.553563 = -1800819.783616 nChanged 15 SP:Iteration 91Q (3521.018824 sec): 3 clusters Score: Raw -1803888.250081 + Penalty 3064.553563 = -1800823.696519 nChanged 17 SP:Iteration 92Q (3521.082423 sec): 3 clusters Score: Raw -1803893.159867 + Penalty 3064.553563 = -1800828.606305 nChanged 21 SP:Iteration 93Q (3521.144008 sec): 3 clusters Score: Raw -1803899.588324 + Penalty 3064.553563 = -1800835.034761 nChanged 22 SP:Iteration 94Q (3521.207875 sec): 3 clusters Score: Raw -1803904.581535 + Penalty 3064.553563 = -1800840.027973 nChanged 18 SP:Iteration 95Q (3521.270446 sec): 3 clusters Score: Raw -1803908.116043 + Penalty 3064.553563 = -1800843.562480 nChanged 20 SP:Iteration 96Q (3521.328482 sec): 3 clusters Score: Raw -1803912.472520 + Penalty 3064.553563 = -1800847.918957 nChanged 22 SP:Iteration 97Q (3521.383437 sec): 3 clusters Score: Raw -1803917.999536 + Penalty 3064.553563 = -1800853.445974 nChanged 21 SP:Iteration 98Q (3521.447888 sec): 3 clusters Score: Raw -1803923.758583 + Penalty 3064.553563 = -1800859.205021 nChanged 24 SP:Iteration 99Q (3521.522170 sec): 3 clusters Score: Raw -1803928.513037 + Penalty 3064.553563 = -1800863.959474 nChanged 16 SP:Iteration 100F (3521.579431 sec): 3 clusters Score: Raw -1803932.431854 + Penalty 3064.553563 = -1800867.878292 nChanged 11 SP:Iteration 101Q (3521.636085 sec): 3 clusters Score: Raw -1803934.457132 + Penalty 3064.553563 = -1800869.903569 nChanged 13 SP:Iteration 102Q (3521.697282 sec): 3 clusters Score: Raw -1803936.392944 + Penalty 3064.553563 = -1800871.839382 nChanged 8 SP:Iteration 103Q (3521.760915 sec): 3 clusters Score: Raw -1803937.949909 + Penalty 3064.553563 = -1800873.396346 nChanged 2 SP:Iteration 104Q (3521.810120 sec): 3 clusters Score: Raw -1803938.104637 + Penalty 3064.553563 = -1800873.551075 nChanged 1 SP:Iteration 105Q (3521.875000 sec): 3 clusters Score: Raw -1803938.340964 + Penalty 3064.553563 = -1800873.787402 nChanged 3 SP:Iteration 106Q (3521.938165 sec): 3 clusters Score: Raw -1803938.938605 + Penalty 3064.553563 = -1800874.385043 nChanged 0 SP:Iteration 107F (3522.004321 sec): 3 clusters Score: Raw -1803938.938605 + Penalty 3064.553563 = -1800874.385043 nChanged 0 Trying to split cluster 34 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3522.025816 sec): 2 clusters Score: Raw -41965.512251 + Penalty 928.481581 = -41037.030670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3522.067585 sec): 3 clusters Score: Raw -42027.313233 + Penalty 1856.963162 = -40170.350072 nChanged 49 SP:Iteration 1F (3522.108292 sec): 3 clusters Score: Raw -42117.887337 + Penalty 1856.963162 = -40260.924175 nChanged 18 SP:Iteration 2F (3522.156444 sec): 3 clusters Score: Raw -42164.700672 + Penalty 1856.963162 = -40307.737510 nChanged 14 SP:Iteration 3Q (3522.201958 sec): 3 clusters Score: Raw -42213.167960 + Penalty 1856.963162 = -40356.204798 nChanged 8 SP:Iteration 4Q (3522.250031 sec): 3 clusters Score: Raw -42238.872693 + Penalty 1856.963162 = -40381.909531 nChanged 4 SP:Iteration 5Q (3522.295705 sec): 3 clusters Score: Raw -42244.528566 + Penalty 1856.963162 = -40387.565404 nChanged 2 SP:Iteration 6Q (3522.342628 sec): 3 clusters Score: Raw -42250.178847 + Penalty 1856.963162 = -40393.215685 nChanged 3 SP:Iteration 7Q (3522.391852 sec): 3 clusters Score: Raw -42256.643909 + Penalty 1856.963162 = -40399.680747 nChanged 0 SP:Iteration 8F (3522.440029 sec): 3 clusters Score: Raw -42256.643909 + Penalty 1856.963162 = -40399.680747 nChanged 0 Trying to split cluster 35 (17217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3522.484283 sec): 2 clusters Score: Raw -2370139.185875 + Penalty 1584.968539 = -2368554.217336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3522.560043 sec): 3 clusters Score: Raw -2359919.876411 + Penalty 3169.937078 = -2356749.939333 nChanged 7706 SP:Iteration 1F (3522.634022 sec): 3 clusters Score: Raw -2364184.803286 + Penalty 3169.937078 = -2361014.866208 nChanged 962 SP:Iteration 2F (3522.707991 sec): 3 clusters Score: Raw -2364544.206182 + Penalty 3169.937078 = -2361374.269105 nChanged 816 SP:Iteration 3Q (3522.778278 sec): 3 clusters Score: Raw -2364828.297383 + Penalty 3169.937078 = -2361658.360305 nChanged 688 SP:Iteration 4Q (3522.852879 sec): 3 clusters Score: Raw -2365053.955990 + Penalty 3169.937078 = -2361884.018912 nChanged 620 SP:Iteration 5Q (3522.923580 sec): 3 clusters Score: Raw -2365260.400728 + Penalty 3169.937078 = -2362090.463650 nChanged 553 SP:Iteration 6Q (3523.004003 sec): 3 clusters Score: Raw -2365429.368415 + Penalty 3169.937078 = -2362259.431338 nChanged 516 SP:Iteration 7Q (3523.071421 sec): 3 clusters Score: Raw -2365598.384111 + Penalty 3169.937078 = -2362428.447033 nChanged 478 SP:Iteration 8Q (3523.127496 sec): 3 clusters Score: Raw -2365773.485867 + Penalty 3169.937078 = -2362603.548789 nChanged 563 SP:Iteration 9Q (3523.203781 sec): 3 clusters Score: Raw -2366006.910377 + Penalty 3169.937078 = -2362836.973299 nChanged 620 SP:Iteration 10Q (3523.273218 sec): 3 clusters Score: Raw -2366278.294283 + Penalty 3169.937078 = -2363108.357205 nChanged 675 SP:Iteration 11Q (3523.358221 sec): 3 clusters Score: Raw -2366604.305127 + Penalty 3169.937078 = -2363434.368050 nChanged 742 SP:Iteration 12Q (3523.427789 sec): 3 clusters Score: Raw -2367012.225831 + Penalty 3169.937078 = -2363842.288754 nChanged 793 SP:Iteration 13Q (3523.503451 sec): 3 clusters Score: Raw -2367513.071509 + Penalty 3169.937078 = -2364343.134431 nChanged 834 SP:Iteration 14Q (3523.573042 sec): 3 clusters Score: Raw -2368082.268303 + Penalty 3169.937078 = -2364912.331225 nChanged 771 SP:Iteration 15Q (3523.650723 sec): 3 clusters Score: Raw -2368636.825639 + Penalty 3169.937078 = -2365466.888561 nChanged 658 SP:Iteration 16Q (3523.727835 sec): 3 clusters Score: Raw -2369109.932924 + Penalty 3169.937078 = -2365939.995846 nChanged 516 SP:Iteration 17Q (3523.796762 sec): 3 clusters Score: Raw -2369493.019348 + Penalty 3169.937078 = -2366323.082270 nChanged 358 SP:Iteration 18Q (3523.870476 sec): 3 clusters Score: Raw -2369769.331557 + Penalty 3169.937078 = -2366599.394479 nChanged 255 SP:Iteration 19Q (3523.941958 sec): 3 clusters Score: Raw -2369968.925795 + Penalty 3169.937078 = -2366798.988717 nChanged 197 SP:Iteration 20F (3524.013665 sec): 3 clusters Score: Raw -2370130.149492 + Penalty 3169.937078 = -2366960.212415 nChanged 110 SP:Iteration 21Q (3524.084525 sec): 3 clusters Score: Raw -2370215.252551 + Penalty 3169.937078 = -2367045.315473 nChanged 63 SP:Iteration 22Q (3524.158296 sec): 3 clusters Score: Raw -2370265.302561 + Penalty 3169.937078 = -2367095.365483 nChanged 41 SP:Iteration 23Q (3524.230542 sec): 3 clusters Score: Raw -2370298.474208 + Penalty 3169.937078 = -2367128.537130 nChanged 32 SP:Iteration 24Q (3524.302789 sec): 3 clusters Score: Raw -2370321.205948 + Penalty 3169.937078 = -2367151.268870 nChanged 21 SP:Iteration 25Q (3524.375076 sec): 3 clusters Score: Raw -2370335.309519 + Penalty 3169.937078 = -2367165.372442 nChanged 11 SP:Iteration 26Q (3524.441048 sec): 3 clusters Score: Raw -2370342.649426 + Penalty 3169.937078 = -2367172.712348 nChanged 12 SP:Iteration 27Q (3524.491266 sec): 3 clusters Score: Raw -2370352.668670 + Penalty 3169.937078 = -2367182.731592 nChanged 9 SP:Iteration 28Q (3524.559807 sec): 3 clusters Score: Raw -2370357.681171 + Penalty 3169.937078 = -2367187.744093 nChanged 7 SP:Iteration 29Q (3524.632826 sec): 3 clusters Score: Raw -2370361.343581 + Penalty 3169.937078 = -2367191.406503 nChanged 2 SP:Iteration 30Q (3524.699736 sec): 3 clusters Score: Raw -2370362.415784 + Penalty 3169.937078 = -2367192.478707 nChanged 3 SP:Iteration 31Q (3524.772860 sec): 3 clusters Score: Raw -2370366.481949 + Penalty 3169.937078 = -2367196.544871 nChanged 5 SP:Iteration 32Q (3524.844548 sec): 3 clusters Score: Raw -2370372.433468 + Penalty 3169.937078 = -2367202.496390 nChanged 7 SP:Iteration 33Q (3524.915285 sec): 3 clusters Score: Raw -2370379.475375 + Penalty 3169.937078 = -2367209.538297 nChanged 4 SP:Iteration 34Q (3524.986988 sec): 3 clusters Score: Raw -2370382.891269 + Penalty 3169.937078 = -2367212.954191 nChanged 6 SP:Iteration 35Q (3525.057916 sec): 3 clusters Score: Raw -2370388.241793 + Penalty 3169.937078 = -2367218.304715 nChanged 6 SP:Iteration 36Q (3525.126457 sec): 3 clusters Score: Raw -2370393.848601 + Penalty 3169.937078 = -2367223.911523 nChanged 3 SP:Iteration 37Q (3525.187925 sec): 3 clusters Score: Raw -2370395.650881 + Penalty 3169.937078 = -2367225.713803 nChanged 2 SP:Iteration 38Q (3525.244977 sec): 3 clusters Score: Raw -2370397.073173 + Penalty 3169.937078 = -2367227.136096 nChanged 2 SP:Iteration 39Q (3525.303440 sec): 3 clusters Score: Raw -2370399.779202 + Penalty 3169.937078 = -2367229.842124 nChanged 1 SP:Iteration 40F (3525.379595 sec): 3 clusters Score: Raw -2370400.447890 + Penalty 3169.937078 = -2367230.510812 nChanged 4 SP:Iteration 41Q (3525.445106 sec): 3 clusters Score: Raw -2370404.029837 + Penalty 3169.937078 = -2367234.092759 nChanged 3 SP:Iteration 42Q (3525.512899 sec): 3 clusters Score: Raw -2370407.877556 + Penalty 3169.937078 = -2367237.940478 nChanged 2 SP:Iteration 43Q (3525.589154 sec): 3 clusters Score: Raw -2370410.020136 + Penalty 3169.937078 = -2367240.083059 nChanged 3 SP:Iteration 44Q (3525.659620 sec): 3 clusters Score: Raw -2370413.286954 + Penalty 3169.937078 = -2367243.349876 nChanged 1 SP:Iteration 45Q (3525.728527 sec): 3 clusters Score: Raw -2370413.628755 + Penalty 3169.937078 = -2367243.691677 nChanged 0 SP:Iteration 46F (3525.791824 sec): 3 clusters Score: Raw -2370413.628755 + Penalty 3169.937078 = -2367243.691677 nChanged 0 Trying to split cluster 36 (5457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3525.824790 sec): 2 clusters Score: Raw -786276.851781 + Penalty 1398.256351 = -784878.595430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3525.877668 sec): 3 clusters Score: Raw -783434.371581 + Penalty 2796.512702 = -780637.858879 nChanged 2193 SP:Iteration 1F (3525.926259 sec): 3 clusters Score: Raw -784552.685259 + Penalty 2796.512702 = -781756.172557 nChanged 404 SP:Iteration 2F (3525.979269 sec): 3 clusters Score: Raw -784773.423405 + Penalty 2796.512702 = -781976.910703 nChanged 322 SP:Iteration 3F (3526.030915 sec): 3 clusters Score: Raw -784951.577173 + Penalty 2796.512702 = -782155.064471 nChanged 267 SP:Iteration 4Q (3526.083817 sec): 3 clusters Score: Raw -785080.670940 + Penalty 2796.512702 = -782284.158238 nChanged 213 SP:Iteration 5Q (3526.139822 sec): 3 clusters Score: Raw -785187.529728 + Penalty 2796.512702 = -782391.017026 nChanged 197 SP:Iteration 6Q (3526.201526 sec): 3 clusters Score: Raw -785297.621409 + Penalty 2796.512702 = -782501.108708 nChanged 189 SP:Iteration 7Q (3526.238563 sec): 3 clusters Score: Raw -785404.803322 + Penalty 2796.512702 = -782608.290620 nChanged 168 SP:Iteration 8Q (3526.286545 sec): 3 clusters Score: Raw -785517.240405 + Penalty 2796.512702 = -782720.727703 nChanged 199 SP:Iteration 9Q (3526.330774 sec): 3 clusters Score: Raw -785656.284153 + Penalty 2796.512702 = -782859.771451 nChanged 214 SP:Iteration 10Q (3526.385522 sec): 3 clusters Score: Raw -785804.341568 + Penalty 2796.512702 = -783007.828866 nChanged 207 SP:Iteration 11Q (3526.431350 sec): 3 clusters Score: Raw -785935.930577 + Penalty 2796.512702 = -783139.417875 nChanged 173 SP:Iteration 12Q (3526.486305 sec): 3 clusters Score: Raw -786034.549659 + Penalty 2796.512702 = -783238.036957 nChanged 170 SP:Iteration 13Q (3526.539567 sec): 3 clusters Score: Raw -786140.609154 + Penalty 2796.512702 = -783344.096452 nChanged 163 SP:Iteration 14Q (3526.589543 sec): 3 clusters Score: Raw -786242.393999 + Penalty 2796.512702 = -783445.881297 nChanged 153 SP:Iteration 15Q (3526.648070 sec): 3 clusters Score: Raw -786326.619523 + Penalty 2796.512702 = -783530.106821 nChanged 109 SP:Iteration 16Q (3526.703298 sec): 3 clusters Score: Raw -786377.899869 + Penalty 2796.512702 = -783581.387167 nChanged 87 SP:Iteration 17Q (3526.766120 sec): 3 clusters Score: Raw -786415.021455 + Penalty 2796.512702 = -783618.508753 nChanged 81 SP:Iteration 18Q (3526.809578 sec): 3 clusters Score: Raw -786448.851072 + Penalty 2796.512702 = -783652.338371 nChanged 75 SP:Iteration 19Q (3526.867562 sec): 3 clusters Score: Raw -786475.506999 + Penalty 2796.512702 = -783678.994298 nChanged 57 SP:Iteration 20F (3526.921734 sec): 3 clusters Score: Raw -786491.479635 + Penalty 2796.512702 = -783694.966933 nChanged 43 SP:Iteration 21Q (3526.980367 sec): 3 clusters Score: Raw -786504.748907 + Penalty 2796.512702 = -783708.236205 nChanged 39 SP:Iteration 22Q (3527.025473 sec): 3 clusters Score: Raw -786515.511222 + Penalty 2796.512702 = -783718.998521 nChanged 25 SP:Iteration 23Q (3527.081313 sec): 3 clusters Score: Raw -786520.969256 + Penalty 2796.512702 = -783724.456554 nChanged 26 SP:Iteration 24Q (3527.136974 sec): 3 clusters Score: Raw -786528.351244 + Penalty 2796.512702 = -783731.838542 nChanged 24 SP:Iteration 25Q (3527.192656 sec): 3 clusters Score: Raw -786533.995061 + Penalty 2796.512702 = -783737.482359 nChanged 22 SP:Iteration 26Q (3527.248738 sec): 3 clusters Score: Raw -786538.988906 + Penalty 2796.512702 = -783742.476204 nChanged 14 SP:Iteration 27Q (3527.298006 sec): 3 clusters Score: Raw -786541.541436 + Penalty 2796.512702 = -783745.028734 nChanged 14 SP:Iteration 28Q (3527.357211 sec): 3 clusters Score: Raw -786544.353230 + Penalty 2796.512702 = -783747.840528 nChanged 19 SP:Iteration 29Q (3527.409948 sec): 3 clusters Score: Raw -786548.618532 + Penalty 2796.512702 = -783752.105831 nChanged 14 SP:Iteration 30Q (3527.444018 sec): 3 clusters Score: Raw -786551.543754 + Penalty 2796.512702 = -783755.031052 nChanged 13 SP:Iteration 31Q (3527.496446 sec): 3 clusters Score: Raw -786554.239549 + Penalty 2796.512702 = -783757.726847 nChanged 16 SP:Iteration 32Q (3527.550787 sec): 3 clusters Score: Raw -786557.876110 + Penalty 2796.512702 = -783761.363408 nChanged 13 SP:Iteration 33Q (3527.604384 sec): 3 clusters Score: Raw -786560.598923 + Penalty 2796.512702 = -783764.086221 nChanged 7 SP:Iteration 34Q (3527.656505 sec): 3 clusters Score: Raw -786562.584817 + Penalty 2796.512702 = -783766.072115 nChanged 7 SP:Iteration 35Q (3527.724319 sec): 3 clusters Score: Raw -786564.004575 + Penalty 2796.512702 = -783767.491873 nChanged 9 SP:Iteration 36Q (3527.764590 sec): 3 clusters Score: Raw -786565.344074 + Penalty 2796.512702 = -783768.831373 nChanged 7 SP:Iteration 37Q (3527.817663 sec): 3 clusters Score: Raw -786567.281447 + Penalty 2796.512702 = -783770.768745 nChanged 10 SP:Iteration 38Q (3527.873391 sec): 3 clusters Score: Raw -786570.280488 + Penalty 2796.512702 = -783773.767786 nChanged 12 SP:Iteration 39Q (3527.926504 sec): 3 clusters Score: Raw -786573.059999 + Penalty 2796.512702 = -783776.547297 nChanged 15 SP:Iteration 40F (3527.984165 sec): 3 clusters Score: Raw -786577.721859 + Penalty 2796.512702 = -783781.209157 nChanged 20 SP:Iteration 41Q (3528.036764 sec): 3 clusters Score: Raw -786583.091143 + Penalty 2796.512702 = -783786.578441 nChanged 15 SP:Iteration 42Q (3528.089459 sec): 3 clusters Score: Raw -786586.736653 + Penalty 2796.512702 = -783790.223951 nChanged 14 SP:Iteration 43Q (3528.143380 sec): 3 clusters Score: Raw -786590.546836 + Penalty 2796.512702 = -783794.034134 nChanged 13 SP:Iteration 44Q (3528.204270 sec): 3 clusters Score: Raw -786593.747469 + Penalty 2796.512702 = -783797.234767 nChanged 17 SP:Iteration 45Q (3528.257277 sec): 3 clusters Score: Raw -786597.390795 + Penalty 2796.512702 = -783800.878093 nChanged 14 SP:Iteration 46Q (3528.311385 sec): 3 clusters Score: Raw -786600.418091 + Penalty 2796.512702 = -783803.905389 nChanged 10 SP:Iteration 47Q (3528.365639 sec): 3 clusters Score: Raw -786602.265840 + Penalty 2796.512702 = -783805.753139 nChanged 8 SP:Iteration 48Q (3528.420429 sec): 3 clusters Score: Raw -786603.881093 + Penalty 2796.512702 = -783807.368391 nChanged 10 SP:Iteration 49Q (3528.464361 sec): 3 clusters Score: Raw -786606.829427 + Penalty 2796.512702 = -783810.316725 nChanged 9 SP:Iteration 50Q (3528.509376 sec): 3 clusters Score: Raw -786608.865777 + Penalty 2796.512702 = -783812.353075 nChanged 9 SP:Iteration 51Q (3528.564045 sec): 3 clusters Score: Raw -786611.153405 + Penalty 2796.512702 = -783814.640704 nChanged 12 SP:Iteration 52Q (3528.618865 sec): 3 clusters Score: Raw -786614.902859 + Penalty 2796.512702 = -783818.390158 nChanged 12 SP:Iteration 53Q (3528.677632 sec): 3 clusters Score: Raw -786618.761926 + Penalty 2796.512702 = -783822.249224 nChanged 9 SP:Iteration 54Q (3528.730471 sec): 3 clusters Score: Raw -786621.239843 + Penalty 2796.512702 = -783824.727141 nChanged 8 SP:Iteration 55Q (3528.777911 sec): 3 clusters Score: Raw -786623.644013 + Penalty 2796.512702 = -783827.131312 nChanged 9 SP:Iteration 56Q (3528.836560 sec): 3 clusters Score: Raw -786625.378075 + Penalty 2796.512702 = -783828.865373 nChanged 8 SP:Iteration 57Q (3528.883756 sec): 3 clusters Score: Raw -786627.123206 + Penalty 2796.512702 = -783830.610504 nChanged 6 SP:Iteration 58Q (3528.938871 sec): 3 clusters Score: Raw -786628.723854 + Penalty 2796.512702 = -783832.211152 nChanged 8 SP:Iteration 59Q (3528.997866 sec): 3 clusters Score: Raw -786630.767831 + Penalty 2796.512702 = -783834.255129 nChanged 7 SP:Iteration 60F (3529.052336 sec): 3 clusters Score: Raw -786633.224611 + Penalty 2796.512702 = -783836.711909 nChanged 13 SP:Iteration 61Q (3529.106328 sec): 3 clusters Score: Raw -786635.719338 + Penalty 2796.512702 = -783839.206636 nChanged 7 SP:Iteration 62Q (3529.142771 sec): 3 clusters Score: Raw -786636.875533 + Penalty 2796.512702 = -783840.362831 nChanged 5 SP:Iteration 63Q (3529.205605 sec): 3 clusters Score: Raw -786637.885073 + Penalty 2796.512702 = -783841.372371 nChanged 9 SP:Iteration 64Q (3529.257402 sec): 3 clusters Score: Raw -786640.014763 + Penalty 2796.512702 = -783843.502061 nChanged 13 SP:Iteration 65Q (3529.315999 sec): 3 clusters Score: Raw -786643.562406 + Penalty 2796.512702 = -783847.049705 nChanged 13 SP:Iteration 66Q (3529.372622 sec): 3 clusters Score: Raw -786648.639153 + Penalty 2796.512702 = -783852.126451 nChanged 14 SP:Iteration 67Q (3529.416503 sec): 3 clusters Score: Raw -786654.056508 + Penalty 2796.512702 = -783857.543806 nChanged 13 SP:Iteration 68Q (3529.471513 sec): 3 clusters Score: Raw -786657.378764 + Penalty 2796.512702 = -783860.866062 nChanged 12 SP:Iteration 69Q (3529.523161 sec): 3 clusters Score: Raw -786660.509267 + Penalty 2796.512702 = -783863.996565 nChanged 10 SP:Iteration 70Q (3529.578404 sec): 3 clusters Score: Raw -786662.993934 + Penalty 2796.512702 = -783866.481232 nChanged 15 SP:Iteration 71Q (3529.635851 sec): 3 clusters Score: Raw -786666.446278 + Penalty 2796.512702 = -783869.933576 nChanged 11 SP:Iteration 72Q (3529.690239 sec): 3 clusters Score: Raw -786669.204312 + Penalty 2796.512702 = -783872.691610 nChanged 12 SP:Iteration 73Q (3529.734498 sec): 3 clusters Score: Raw -786673.017542 + Penalty 2796.512702 = -783876.504840 nChanged 11 SP:Iteration 74Q (3529.795869 sec): 3 clusters Score: Raw -786675.960369 + Penalty 2796.512702 = -783879.447668 nChanged 12 SP:Iteration 75Q (3529.849241 sec): 3 clusters Score: Raw -786678.260620 + Penalty 2796.512702 = -783881.747918 nChanged 7 SP:Iteration 76Q (3529.897612 sec): 3 clusters Score: Raw -786679.855051 + Penalty 2796.512702 = -783883.342349 nChanged 7 SP:Iteration 77Q (3529.958068 sec): 3 clusters Score: Raw -786681.722095 + Penalty 2796.512702 = -783885.209393 nChanged 10 SP:Iteration 78Q (3530.013568 sec): 3 clusters Score: Raw -786683.711866 + Penalty 2796.512702 = -783887.199164 nChanged 2 SP:Iteration 79Q (3530.062317 sec): 3 clusters Score: Raw -786683.965115 + Penalty 2796.512702 = -783887.452413 nChanged 3 SP:Iteration 80F (3530.106849 sec): 3 clusters Score: Raw -786684.979935 + Penalty 2796.512702 = -783888.467234 nChanged 8 SP:Iteration 81Q (3530.158570 sec): 3 clusters Score: Raw -786687.152501 + Penalty 2796.512702 = -783890.639799 nChanged 7 SP:Iteration 82Q (3530.210905 sec): 3 clusters Score: Raw -786688.827773 + Penalty 2796.512702 = -783892.315071 nChanged 8 SP:Iteration 83Q (3530.266471 sec): 3 clusters Score: Raw -786691.497101 + Penalty 2796.512702 = -783894.984399 nChanged 8 SP:Iteration 84Q (3530.321542 sec): 3 clusters Score: Raw -786694.184833 + Penalty 2796.512702 = -783897.672131 nChanged 7 SP:Iteration 85Q (3530.373374 sec): 3 clusters Score: Raw -786695.768530 + Penalty 2796.512702 = -783899.255828 nChanged 7 SP:Iteration 86Q (3530.425757 sec): 3 clusters Score: Raw -786698.992042 + Penalty 2796.512702 = -783902.479340 nChanged 9 SP:Iteration 87Q (3530.471884 sec): 3 clusters Score: Raw -786700.800528 + Penalty 2796.512702 = -783904.287827 nChanged 2 SP:Iteration 88Q (3530.531646 sec): 3 clusters Score: Raw -786701.294846 + Penalty 2796.512702 = -783904.782144 nChanged 1 SP:Iteration 89Q (3530.584671 sec): 3 clusters Score: Raw -786701.401693 + Penalty 2796.512702 = -783904.888991 nChanged 0 SP:Iteration 90F (3530.643122 sec): 3 clusters Score: Raw -786701.401693 + Penalty 2796.512702 = -783904.888991 nChanged 0 Trying to split cluster 37 (42875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3530.723422 sec): 2 clusters Score: Raw -6167549.340701 + Penalty 1733.232180 = -6165816.108521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3530.827217 sec): 3 clusters Score: Raw -6140591.572727 + Penalty 3466.464360 = -6137125.108367 nChanged 19991 SP:Iteration 1F (3530.937183 sec): 3 clusters Score: Raw -6152191.222279 + Penalty 3466.464360 = -6148724.757919 nChanged 1883 SP:Iteration 2Q (3531.053279 sec): 3 clusters Score: Raw -6152829.343286 + Penalty 3466.464360 = -6149362.878926 nChanged 1840 SP:Iteration 3Q (3531.171957 sec): 3 clusters Score: Raw -6153559.360668 + Penalty 3466.464360 = -6150092.896308 nChanged 2007 SP:Iteration 4Q (3531.293654 sec): 3 clusters Score: Raw -6154531.607442 + Penalty 3466.464360 = -6151065.143082 nChanged 2250 SP:Iteration 5F (3531.402088 sec): 3 clusters Score: Raw -6155752.139477 + Penalty 3466.464360 = -6152285.675117 nChanged 2422 SP:Iteration 6F (3531.510042 sec): 3 clusters Score: Raw -6157284.804266 + Penalty 3466.464360 = -6153818.339906 nChanged 2610 SP:Iteration 7F (3531.619798 sec): 3 clusters Score: Raw -6159123.608644 + Penalty 3466.464360 = -6155657.144284 nChanged 2508 SP:Iteration 8F (3531.730852 sec): 3 clusters Score: Raw -6160711.329141 + Penalty 3466.464360 = -6157244.864781 nChanged 2033 SP:Iteration 9Q (3531.844877 sec): 3 clusters Score: Raw -6161698.453957 + Penalty 3466.464360 = -6158231.989597 nChanged 1420 SP:Iteration 10Q (3531.958389 sec): 3 clusters Score: Raw -6162165.134802 + Penalty 3466.464360 = -6158698.670442 nChanged 953 SP:Iteration 11Q (3532.067684 sec): 3 clusters Score: Raw -6162405.343008 + Penalty 3466.464360 = -6158938.878648 nChanged 666 SP:Iteration 12Q (3532.190152 sec): 3 clusters Score: Raw -6162559.831397 + Penalty 3466.464360 = -6159093.367037 nChanged 588 SP:Iteration 13Q (3532.308473 sec): 3 clusters Score: Raw -6162699.226407 + Penalty 3466.464360 = -6159232.762047 nChanged 554 SP:Iteration 14Q (3532.418687 sec): 3 clusters Score: Raw -6162824.723292 + Penalty 3466.464360 = -6159358.258932 nChanged 486 SP:Iteration 15Q (3532.540172 sec): 3 clusters Score: Raw -6162939.844617 + Penalty 3466.464360 = -6159473.380257 nChanged 488 SP:Iteration 16Q (3532.627555 sec): 3 clusters Score: Raw -6163056.835756 + Penalty 3466.464360 = -6159590.371396 nChanged 483 SP:Iteration 17Q (3532.744813 sec): 3 clusters Score: Raw -6163181.126072 + Penalty 3466.464360 = -6159714.661712 nChanged 528 SP:Iteration 18Q (3532.864418 sec): 3 clusters Score: Raw -6163297.807994 + Penalty 3466.464360 = -6159831.343634 nChanged 500 SP:Iteration 19Q (3532.974501 sec): 3 clusters Score: Raw -6163398.321630 + Penalty 3466.464360 = -6159931.857270 nChanged 461 SP:Iteration 20F (3533.088304 sec): 3 clusters Score: Raw -6163486.779174 + Penalty 3466.464360 = -6160020.314814 nChanged 407 SP:Iteration 21Q (3533.198333 sec): 3 clusters Score: Raw -6163567.392044 + Penalty 3466.464360 = -6160100.927684 nChanged 412 SP:Iteration 22Q (3533.311883 sec): 3 clusters Score: Raw -6163648.894901 + Penalty 3466.464360 = -6160182.430541 nChanged 400 SP:Iteration 23Q (3533.423002 sec): 3 clusters Score: Raw -6163724.940340 + Penalty 3466.464360 = -6160258.475980 nChanged 377 SP:Iteration 24Q (3533.537480 sec): 3 clusters Score: Raw -6163790.190911 + Penalty 3466.464360 = -6160323.726551 nChanged 360 SP:Iteration 25Q (3533.619398 sec): 3 clusters Score: Raw -6163853.757413 + Penalty 3466.464360 = -6160387.293053 nChanged 377 SP:Iteration 26Q (3533.733822 sec): 3 clusters Score: Raw -6163916.098457 + Penalty 3466.464360 = -6160449.634097 nChanged 318 SP:Iteration 27Q (3533.852901 sec): 3 clusters Score: Raw -6163965.345092 + Penalty 3466.464360 = -6160498.880732 nChanged 302 SP:Iteration 28Q (3533.976454 sec): 3 clusters Score: Raw -6164010.536238 + Penalty 3466.464360 = -6160544.071878 nChanged 283 SP:Iteration 29Q (3534.090119 sec): 3 clusters Score: Raw -6164050.257597 + Penalty 3466.464360 = -6160583.793237 nChanged 294 SP:Iteration 30Q (3534.199807 sec): 3 clusters Score: Raw -6164090.012959 + Penalty 3466.464360 = -6160623.548599 nChanged 285 SP:Iteration 31Q (3534.308137 sec): 3 clusters Score: Raw -6164123.999064 + Penalty 3466.464360 = -6160657.534704 nChanged 268 SP:Iteration 32Q (3534.431740 sec): 3 clusters Score: Raw -6164158.888485 + Penalty 3466.464360 = -6160692.424125 nChanged 250 SP:Iteration 33Q (3534.542099 sec): 3 clusters Score: Raw -6164190.824692 + Penalty 3466.464360 = -6160724.360332 nChanged 237 SP:Iteration 34Q (3534.667416 sec): 3 clusters Score: Raw -6164222.395262 + Penalty 3466.464360 = -6160755.930902 nChanged 260 SP:Iteration 35Q (3534.787463 sec): 3 clusters Score: Raw -6164264.038126 + Penalty 3466.464360 = -6160797.573766 nChanged 271 SP:Iteration 36Q (3534.905900 sec): 3 clusters Score: Raw -6164305.452469 + Penalty 3466.464360 = -6160838.988109 nChanged 266 SP:Iteration 37Q (3535.016904 sec): 3 clusters Score: Raw -6164348.413944 + Penalty 3466.464360 = -6160881.949584 nChanged 257 SP:Iteration 38Q (3535.142528 sec): 3 clusters Score: Raw -6164386.706533 + Penalty 3466.464360 = -6160920.242173 nChanged 275 SP:Iteration 39Q (3535.250237 sec): 3 clusters Score: Raw -6164432.586348 + Penalty 3466.464360 = -6160966.121988 nChanged 298 SP:Iteration 40F (3535.363405 sec): 3 clusters Score: Raw -6164484.468062 + Penalty 3466.464360 = -6161018.003702 nChanged 336 SP:Iteration 41Q (3535.478178 sec): 3 clusters Score: Raw -6164553.825392 + Penalty 3466.464360 = -6161087.361032 nChanged 351 SP:Iteration 42Q (3535.591230 sec): 3 clusters Score: Raw -6164619.431472 + Penalty 3466.464360 = -6161152.967112 nChanged 360 SP:Iteration 43Q (3535.705044 sec): 3 clusters Score: Raw -6164687.159496 + Penalty 3466.464360 = -6161220.695136 nChanged 361 SP:Iteration 44Q (3535.817509 sec): 3 clusters Score: Raw -6164757.575662 + Penalty 3466.464360 = -6161291.111302 nChanged 357 SP:Iteration 45Q (3535.926135 sec): 3 clusters Score: Raw -6164822.067184 + Penalty 3466.464360 = -6161355.602824 nChanged 359 SP:Iteration 46Q (3536.037226 sec): 3 clusters Score: Raw -6164883.168587 + Penalty 3466.464360 = -6161416.704227 nChanged 365 SP:Iteration 47Q (3536.146032 sec): 3 clusters Score: Raw -6164944.510215 + Penalty 3466.464360 = -6161478.045855 nChanged 349 SP:Iteration 48Q (3536.261799 sec): 3 clusters Score: Raw -6165005.368175 + Penalty 3466.464360 = -6161538.903815 nChanged 357 SP:Iteration 49Q (3536.367487 sec): 3 clusters Score: Raw -6165070.043516 + Penalty 3466.464360 = -6161603.579156 nChanged 353 SP:Iteration 50Q (3536.480337 sec): 3 clusters Score: Raw -6165126.449646 + Penalty 3466.464360 = -6161659.985286 nChanged 320 SP:Iteration 51Q (3536.600217 sec): 3 clusters Score: Raw -6165176.619841 + Penalty 3466.464360 = -6161710.155481 nChanged 311 SP:Iteration 52Q (3536.682103 sec): 3 clusters Score: Raw -6165226.826914 + Penalty 3466.464360 = -6161760.362554 nChanged 293 SP:Iteration 53Q (3536.764790 sec): 3 clusters Score: Raw -6165270.504879 + Penalty 3466.464360 = -6161804.040519 nChanged 273 SP:Iteration 54Q (3536.876764 sec): 3 clusters Score: Raw -6165317.542226 + Penalty 3466.464360 = -6161851.077866 nChanged 277 SP:Iteration 55Q (3536.994434 sec): 3 clusters Score: Raw -6165369.764715 + Penalty 3466.464360 = -6161903.300355 nChanged 280 SP:Iteration 56Q (3537.112347 sec): 3 clusters Score: Raw -6165418.140225 + Penalty 3466.464360 = -6161951.675865 nChanged 263 SP:Iteration 57Q (3537.232953 sec): 3 clusters Score: Raw -6165463.432377 + Penalty 3466.464360 = -6161996.968017 nChanged 267 SP:Iteration 58Q (3537.345298 sec): 3 clusters Score: Raw -6165503.942243 + Penalty 3466.464360 = -6162037.477884 nChanged 256 SP:Iteration 59Q (3537.458564 sec): 3 clusters Score: Raw -6165543.129687 + Penalty 3466.464360 = -6162076.665327 nChanged 239 SP:Iteration 60F (3537.569271 sec): 3 clusters Score: Raw -6165577.392811 + Penalty 3466.464360 = -6162110.928451 nChanged 228 SP:Iteration 61Q (3537.689781 sec): 3 clusters Score: Raw -6165606.165926 + Penalty 3466.464360 = -6162139.701566 nChanged 207 SP:Iteration 62Q (3537.798880 sec): 3 clusters Score: Raw -6165631.030736 + Penalty 3466.464360 = -6162164.566377 nChanged 197 SP:Iteration 63Q (3537.917612 sec): 3 clusters Score: Raw -6165654.114194 + Penalty 3466.464360 = -6162187.649834 nChanged 184 SP:Iteration 64Q (3538.021204 sec): 3 clusters Score: Raw -6165674.085106 + Penalty 3466.464360 = -6162207.620747 nChanged 182 SP:Iteration 65Q (3538.135964 sec): 3 clusters Score: Raw -6165696.748308 + Penalty 3466.464360 = -6162230.283948 nChanged 183 SP:Iteration 66Q (3538.243098 sec): 3 clusters Score: Raw -6165719.427716 + Penalty 3466.464360 = -6162252.963356 nChanged 170 SP:Iteration 67Q (3538.328302 sec): 3 clusters Score: Raw -6165738.008706 + Penalty 3466.464360 = -6162271.544346 nChanged 151 SP:Iteration 68Q (3538.409906 sec): 3 clusters Score: Raw -6165753.029057 + Penalty 3466.464360 = -6162286.564697 nChanged 134 SP:Iteration 69Q (3538.492005 sec): 3 clusters Score: Raw -6165765.327037 + Penalty 3466.464360 = -6162298.862677 nChanged 127 SP:Iteration 70Q (3538.600008 sec): 3 clusters Score: Raw -6165777.240846 + Penalty 3466.464360 = -6162310.776486 nChanged 126 SP:Iteration 71Q (3538.718176 sec): 3 clusters Score: Raw -6165788.645482 + Penalty 3466.464360 = -6162322.181122 nChanged 145 SP:Iteration 72Q (3538.836270 sec): 3 clusters Score: Raw -6165802.205636 + Penalty 3466.464360 = -6162335.741276 nChanged 134 SP:Iteration 73Q (3538.961210 sec): 3 clusters Score: Raw -6165814.533786 + Penalty 3466.464360 = -6162348.069426 nChanged 132 SP:Iteration 74Q (3539.068172 sec): 3 clusters Score: Raw -6165827.114839 + Penalty 3466.464360 = -6162360.650479 nChanged 130 SP:Iteration 75Q (3539.189789 sec): 3 clusters Score: Raw -6165840.053122 + Penalty 3466.464360 = -6162373.588762 nChanged 129 SP:Iteration 76Q (3539.294754 sec): 3 clusters Score: Raw -6165852.391828 + Penalty 3466.464360 = -6162385.927469 nChanged 129 SP:Iteration 77Q (3539.414411 sec): 3 clusters Score: Raw -6165864.865453 + Penalty 3466.464360 = -6162398.401093 nChanged 119 SP:Iteration 78Q (3539.531501 sec): 3 clusters Score: Raw -6165876.040949 + Penalty 3466.464360 = -6162409.576589 nChanged 148 SP:Iteration 79Q (3539.640043 sec): 3 clusters Score: Raw -6165889.430249 + Penalty 3466.464360 = -6162422.965889 nChanged 149 SP:Iteration 80F (3539.752148 sec): 3 clusters Score: Raw -6165903.990871 + Penalty 3466.464360 = -6162437.526511 nChanged 169 SP:Iteration 81Q (3539.860427 sec): 3 clusters Score: Raw -6165922.680310 + Penalty 3466.464360 = -6162456.215950 nChanged 169 SP:Iteration 82Q (3539.971568 sec): 3 clusters Score: Raw -6165942.017948 + Penalty 3466.464360 = -6162475.553588 nChanged 171 SP:Iteration 83Q (3540.070979 sec): 3 clusters Score: Raw -6165961.400609 + Penalty 3466.464360 = -6162494.936249 nChanged 164 SP:Iteration 84Q (3540.173227 sec): 3 clusters Score: Raw -6165981.551987 + Penalty 3466.464360 = -6162515.087627 nChanged 193 SP:Iteration 85Q (3540.276563 sec): 3 clusters Score: Raw -6166009.091606 + Penalty 3466.464360 = -6162542.627246 nChanged 194 SP:Iteration 86Q (3540.379719 sec): 3 clusters Score: Raw -6166037.175600 + Penalty 3466.464360 = -6162570.711240 nChanged 205 SP:Iteration 87Q (3540.477918 sec): 3 clusters Score: Raw -6166066.834054 + Penalty 3466.464360 = -6162600.369694 nChanged 202 SP:Iteration 88Q (3540.584325 sec): 3 clusters Score: Raw -6166096.511179 + Penalty 3466.464360 = -6162630.046820 nChanged 213 SP:Iteration 89Q (3540.700953 sec): 3 clusters Score: Raw -6166126.902042 + Penalty 3466.464360 = -6162660.437682 nChanged 202 SP:Iteration 90Q (3540.815475 sec): 3 clusters Score: Raw -6166153.182772 + Penalty 3466.464360 = -6162686.718412 nChanged 184 SP:Iteration 91Q (3540.926003 sec): 3 clusters Score: Raw -6166181.915463 + Penalty 3466.464360 = -6162715.451103 nChanged 209 SP:Iteration 92Q (3541.045722 sec): 3 clusters Score: Raw -6166214.400134 + Penalty 3466.464360 = -6162747.935774 nChanged 220 SP:Iteration 93Q (3541.151890 sec): 3 clusters Score: Raw -6166246.605401 + Penalty 3466.464360 = -6162780.141041 nChanged 206 SP:Iteration 94Q (3541.270579 sec): 3 clusters Score: Raw -6166275.061181 + Penalty 3466.464360 = -6162808.596821 nChanged 202 SP:Iteration 95Q (3541.379303 sec): 3 clusters Score: Raw -6166301.801908 + Penalty 3466.464360 = -6162835.337548 nChanged 210 SP:Iteration 96Q (3541.502666 sec): 3 clusters Score: Raw -6166330.363131 + Penalty 3466.464360 = -6162863.898771 nChanged 213 SP:Iteration 97Q (3541.603361 sec): 3 clusters Score: Raw -6166358.874521 + Penalty 3466.464360 = -6162892.410161 nChanged 223 SP:Iteration 98Q (3541.724806 sec): 3 clusters Score: Raw -6166388.859776 + Penalty 3466.464360 = -6162922.395416 nChanged 236 SP:Iteration 99Q (3541.829759 sec): 3 clusters Score: Raw -6166417.332284 + Penalty 3466.464360 = -6162950.867924 nChanged 213 SP:Iteration 100F (3541.948978 sec): 3 clusters Score: Raw -6166440.803138 + Penalty 3466.464360 = -6162974.338778 nChanged 200 SP:Iteration 101Q (3542.068154 sec): 3 clusters Score: Raw -6166461.754533 + Penalty 3466.464360 = -6162995.290173 nChanged 173 SP:Iteration 102Q (3542.186518 sec): 3 clusters Score: Raw -6166480.270427 + Penalty 3466.464360 = -6163013.806067 nChanged 176 SP:Iteration 103Q (3542.302315 sec): 3 clusters Score: Raw -6166499.249209 + Penalty 3466.464360 = -6163032.784849 nChanged 202 SP:Iteration 104Q (3542.412336 sec): 3 clusters Score: Raw -6166520.936877 + Penalty 3466.464360 = -6163054.472518 nChanged 199 SP:Iteration 105Q (3542.530009 sec): 3 clusters Score: Raw -6166543.497323 + Penalty 3466.464360 = -6163077.032963 nChanged 215 SP:Iteration 106Q (3542.642219 sec): 3 clusters Score: Raw -6166568.641156 + Penalty 3466.464360 = -6163102.176796 nChanged 222 SP:Iteration 107Q (3542.725077 sec): 3 clusters Score: Raw -6166594.565063 + Penalty 3466.464360 = -6163128.100703 nChanged 221 SP:Iteration 108Q (3542.834507 sec): 3 clusters Score: Raw -6166621.472847 + Penalty 3466.464360 = -6163155.008487 nChanged 216 SP:Iteration 109Q (3542.948845 sec): 3 clusters Score: Raw -6166648.726178 + Penalty 3466.464360 = -6163182.261818 nChanged 214 SP:Iteration 110Q (3543.072169 sec): 3 clusters Score: Raw -6166671.925660 + Penalty 3466.464360 = -6163205.461300 nChanged 186 SP:Iteration 111Q (3543.168097 sec): 3 clusters Score: Raw -6166692.230499 + Penalty 3466.464360 = -6163225.766139 nChanged 197 SP:Iteration 112Q (3543.278796 sec): 3 clusters Score: Raw -6166714.949051 + Penalty 3466.464360 = -6163248.484692 nChanged 211 SP:Iteration 113Q (3543.397064 sec): 3 clusters Score: Raw -6166739.840595 + Penalty 3466.464360 = -6163273.376235 nChanged 174 SP:Iteration 114Q (3543.508351 sec): 3 clusters Score: Raw -6166759.427600 + Penalty 3466.464360 = -6163292.963240 nChanged 179 SP:Iteration 115Q (3543.624562 sec): 3 clusters Score: Raw -6166780.772909 + Penalty 3466.464360 = -6163314.308549 nChanged 201 SP:Iteration 116Q (3543.731622 sec): 3 clusters Score: Raw -6166802.773088 + Penalty 3466.464360 = -6163336.308728 nChanged 159 SP:Iteration 117Q (3543.848074 sec): 3 clusters Score: Raw -6166819.824239 + Penalty 3466.464360 = -6163353.359879 nChanged 163 SP:Iteration 118Q (3543.957031 sec): 3 clusters Score: Raw -6166837.608075 + Penalty 3466.464360 = -6163371.143715 nChanged 147 SP:Iteration 119Q (3544.072075 sec): 3 clusters Score: Raw -6166852.631898 + Penalty 3466.464360 = -6163386.167538 nChanged 169 SP:Iteration 120F (3544.185556 sec): 3 clusters Score: Raw -6166869.406054 + Penalty 3466.464360 = -6163402.941694 nChanged 149 SP:Iteration 121Q (3544.295192 sec): 3 clusters Score: Raw -6166884.774246 + Penalty 3466.464360 = -6163418.309886 nChanged 160 SP:Iteration 122Q (3544.394474 sec): 3 clusters Score: Raw -6166902.796470 + Penalty 3466.464360 = -6163436.332110 nChanged 169 SP:Iteration 123Q (3544.503756 sec): 3 clusters Score: Raw -6166920.322344 + Penalty 3466.464360 = -6163453.857984 nChanged 148 SP:Iteration 124Q (3544.605361 sec): 3 clusters Score: Raw -6166934.686429 + Penalty 3466.464360 = -6163468.222069 nChanged 166 SP:Iteration 125Q (3544.711900 sec): 3 clusters Score: Raw -6166951.395703 + Penalty 3466.464360 = -6163484.931343 nChanged 149 SP:Iteration 126Q (3544.820429 sec): 3 clusters Score: Raw -6166967.629226 + Penalty 3466.464360 = -6163501.164866 nChanged 145 SP:Iteration 127Q (3544.928463 sec): 3 clusters Score: Raw -6166984.854022 + Penalty 3466.464360 = -6163518.389662 nChanged 161 SP:Iteration 128Q (3545.027869 sec): 3 clusters Score: Raw -6167003.272328 + Penalty 3466.464360 = -6163536.807968 nChanged 158 SP:Iteration 129Q (3545.129153 sec): 3 clusters Score: Raw -6167020.402689 + Penalty 3466.464360 = -6163553.938329 nChanged 143 SP:Iteration 130Q (3545.239374 sec): 3 clusters Score: Raw -6167035.154716 + Penalty 3466.464360 = -6163568.690356 nChanged 146 SP:Iteration 131Q (3545.333955 sec): 3 clusters Score: Raw -6167051.244703 + Penalty 3466.464360 = -6163584.780343 nChanged 144 SP:Iteration 132Q (3545.451409 sec): 3 clusters Score: Raw -6167069.876221 + Penalty 3466.464360 = -6163603.411861 nChanged 170 SP:Iteration 133Q (3545.567186 sec): 3 clusters Score: Raw -6167094.325560 + Penalty 3466.464360 = -6163627.861200 nChanged 175 SP:Iteration 134Q (3545.674876 sec): 3 clusters Score: Raw -6167116.397895 + Penalty 3466.464360 = -6163649.933535 nChanged 176 SP:Iteration 135Q (3545.791341 sec): 3 clusters Score: Raw -6167138.109863 + Penalty 3466.464360 = -6163671.645503 nChanged 157 SP:Iteration 136Q (3545.901836 sec): 3 clusters Score: Raw -6167155.483271 + Penalty 3466.464360 = -6163689.018911 nChanged 136 SP:Iteration 137Q (3546.023834 sec): 3 clusters Score: Raw -6167169.958587 + Penalty 3466.464360 = -6163703.494227 nChanged 123 SP:Iteration 138Q (3546.128445 sec): 3 clusters Score: Raw -6167182.924130 + Penalty 3466.464360 = -6163716.459770 nChanged 120 SP:Iteration 139Q (3546.242315 sec): 3 clusters Score: Raw -6167196.730427 + Penalty 3466.464360 = -6163730.266067 nChanged 139 SP:Iteration 140F (3546.363067 sec): 3 clusters Score: Raw -6167213.284170 + Penalty 3466.464360 = -6163746.819810 nChanged 135 SP:Iteration 141Q (3546.453085 sec): 3 clusters Score: Raw -6167228.406509 + Penalty 3466.464360 = -6163761.942150 nChanged 128 SP:Iteration 142Q (3546.566245 sec): 3 clusters Score: Raw -6167243.186778 + Penalty 3466.464360 = -6163776.722418 nChanged 123 SP:Iteration 143Q (3546.676779 sec): 3 clusters Score: Raw -6167255.097249 + Penalty 3466.464360 = -6163788.632889 nChanged 114 SP:Iteration 144Q (3546.785539 sec): 3 clusters Score: Raw -6167266.414699 + Penalty 3466.464360 = -6163799.950339 nChanged 111 SP:Iteration 145Q (3546.899303 sec): 3 clusters Score: Raw -6167277.791832 + Penalty 3466.464360 = -6163811.327472 nChanged 119 SP:Iteration 146Q (3547.011686 sec): 3 clusters Score: Raw -6167289.762949 + Penalty 3466.464360 = -6163823.298589 nChanged 108 SP:Iteration 147Q (3547.126692 sec): 3 clusters Score: Raw -6167301.474498 + Penalty 3466.464360 = -6163835.010138 nChanged 108 SP:Iteration 148Q (3547.238826 sec): 3 clusters Score: Raw -6167312.077170 + Penalty 3466.464360 = -6163845.612810 nChanged 102 SP:Iteration 149Q (3547.339210 sec): 3 clusters Score: Raw -6167321.457693 + Penalty 3466.464360 = -6163854.993333 nChanged 105 SP:Iteration 150Q (3547.453406 sec): 3 clusters Score: Raw -6167333.184538 + Penalty 3466.464360 = -6163866.720178 nChanged 118 SP:Iteration 151Q (3547.565164 sec): 3 clusters Score: Raw -6167347.723505 + Penalty 3466.464360 = -6163881.259146 nChanged 121 SP:Iteration 152Q (3547.663971 sec): 3 clusters Score: Raw -6167363.082516 + Penalty 3466.464360 = -6163896.618156 nChanged 115 SP:Iteration 153Q (3547.770909 sec): 3 clusters Score: Raw -6167375.913567 + Penalty 3466.464360 = -6163909.449207 nChanged 105 SP:Iteration 154Q (3547.882868 sec): 3 clusters Score: Raw -6167387.418313 + Penalty 3466.464360 = -6163920.953953 nChanged 100 SP:Iteration 155Q (3547.988855 sec): 3 clusters Score: Raw -6167398.406833 + Penalty 3466.464360 = -6163931.942473 nChanged 90 SP:Iteration 156Q (3548.095845 sec): 3 clusters Score: Raw -6167408.430501 + Penalty 3466.464360 = -6163941.966141 nChanged 88 SP:Iteration 157Q (3548.189500 sec): 3 clusters Score: Raw -6167419.351680 + Penalty 3466.464360 = -6163952.887320 nChanged 100 SP:Iteration 158Q (3548.301169 sec): 3 clusters Score: Raw -6167432.296841 + Penalty 3466.464360 = -6163965.832481 nChanged 91 SP:Iteration 159Q (3548.411380 sec): 3 clusters Score: Raw -6167443.218332 + Penalty 3466.464360 = -6163976.753972 nChanged 93 SP:Iteration 160F (3548.525245 sec): 3 clusters Score: Raw -6167454.048828 + Penalty 3466.464360 = -6163987.584468 nChanged 90 SP:Iteration 161Q (3548.632528 sec): 3 clusters Score: Raw -6167466.307626 + Penalty 3466.464360 = -6163999.843266 nChanged 91 SP:Iteration 162Q (3548.722725 sec): 3 clusters Score: Raw -6167478.083710 + Penalty 3466.464360 = -6164011.619350 nChanged 97 SP:Iteration 163Q (3548.831218 sec): 3 clusters Score: Raw -6167490.385489 + Penalty 3466.464360 = -6164023.921129 nChanged 84 SP:Iteration 164Q (3548.925425 sec): 3 clusters Score: Raw -6167501.080905 + Penalty 3466.464360 = -6164034.616545 nChanged 91 SP:Iteration 165Q (3549.030040 sec): 3 clusters Score: Raw -6167513.660104 + Penalty 3466.464360 = -6164047.195744 nChanged 94 SP:Iteration 166Q (3549.133777 sec): 3 clusters Score: Raw -6167528.065775 + Penalty 3466.464360 = -6164061.601416 nChanged 102 SP:Iteration 167Q (3549.238345 sec): 3 clusters Score: Raw -6167543.740344 + Penalty 3466.464360 = -6164077.275984 nChanged 91 SP:Iteration 168Q (3549.331448 sec): 3 clusters Score: Raw -6167556.689516 + Penalty 3466.464360 = -6164090.225156 nChanged 99 SP:Iteration 169Q (3549.435623 sec): 3 clusters Score: Raw -6167568.198019 + Penalty 3466.464360 = -6164101.733659 nChanged 88 SP:Iteration 170Q (3549.532771 sec): 3 clusters Score: Raw -6167579.923088 + Penalty 3466.464360 = -6164113.458728 nChanged 82 SP:Iteration 171Q (3549.631749 sec): 3 clusters Score: Raw -6167591.728313 + Penalty 3466.464360 = -6164125.263953 nChanged 85 SP:Iteration 172Q (3549.723333 sec): 3 clusters Score: Raw -6167603.238057 + Penalty 3466.464360 = -6164136.773697 nChanged 105 SP:Iteration 173Q (3549.834598 sec): 3 clusters Score: Raw -6167621.864714 + Penalty 3466.464360 = -6164155.400354 nChanged 110 SP:Iteration 174Q (3549.939004 sec): 3 clusters Score: Raw -6167640.451356 + Penalty 3466.464360 = -6164173.986996 nChanged 105 SP:Iteration 175Q (3550.048980 sec): 3 clusters Score: Raw -6167656.057447 + Penalty 3466.464360 = -6164189.593087 nChanged 89 SP:Iteration 176Q (3550.152555 sec): 3 clusters Score: Raw -6167668.118286 + Penalty 3466.464360 = -6164201.653926 nChanged 80 SP:Iteration 177Q (3550.258512 sec): 3 clusters Score: Raw -6167679.655451 + Penalty 3466.464360 = -6164213.191091 nChanged 95 SP:Iteration 178Q (3550.363235 sec): 3 clusters Score: Raw -6167692.918520 + Penalty 3466.464360 = -6164226.454160 nChanged 97 SP:Iteration 179Q (3550.463964 sec): 3 clusters Score: Raw -6167707.069213 + Penalty 3466.464360 = -6164240.604853 nChanged 89 SP:Iteration 180F (3550.574970 sec): 3 clusters Score: Raw -6167721.130542 + Penalty 3466.464360 = -6164254.666182 nChanged 80 SP:Iteration 181Q (3550.686659 sec): 3 clusters Score: Raw -6167734.422813 + Penalty 3466.464360 = -6164267.958453 nChanged 96 SP:Iteration 182Q (3550.793193 sec): 3 clusters Score: Raw -6167748.329331 + Penalty 3466.464360 = -6164281.864971 nChanged 61 SP:Iteration 183Q (3550.915640 sec): 3 clusters Score: Raw -6167758.004775 + Penalty 3466.464360 = -6164291.540415 nChanged 79 SP:Iteration 184Q (3551.024313 sec): 3 clusters Score: Raw -6167770.739249 + Penalty 3466.464360 = -6164304.274889 nChanged 73 SP:Iteration 185Q (3551.134750 sec): 3 clusters Score: Raw -6167782.374384 + Penalty 3466.464360 = -6164315.910024 nChanged 73 SP:Iteration 186Q (3551.244217 sec): 3 clusters Score: Raw -6167793.458679 + Penalty 3466.464360 = -6164326.994319 nChanged 62 SP:Iteration 187Q (3551.354731 sec): 3 clusters Score: Raw -6167802.859860 + Penalty 3466.464360 = -6164336.395501 nChanged 61 SP:Iteration 188Q (3551.464812 sec): 3 clusters Score: Raw -6167812.448164 + Penalty 3466.464360 = -6164345.983804 nChanged 57 SP:Iteration 189Q (3551.569951 sec): 3 clusters Score: Raw -6167820.264665 + Penalty 3466.464360 = -6164353.800305 nChanged 51 SP:Iteration 190Q (3551.677520 sec): 3 clusters Score: Raw -6167827.186902 + Penalty 3466.464360 = -6164360.722542 nChanged 58 SP:Iteration 191Q (3551.784144 sec): 3 clusters Score: Raw -6167836.173519 + Penalty 3466.464360 = -6164369.709159 nChanged 46 SP:Iteration 192Q (3551.897402 sec): 3 clusters Score: Raw -6167844.757170 + Penalty 3466.464360 = -6164378.292811 nChanged 43 SP:Iteration 193Q (3552.000770 sec): 3 clusters Score: Raw -6167853.357133 + Penalty 3466.464360 = -6164386.892773 nChanged 32 SP:Iteration 194Q (3552.110736 sec): 3 clusters Score: Raw -6167858.751665 + Penalty 3466.464360 = -6164392.287305 nChanged 35 SP:Iteration 195Q (3552.223518 sec): 3 clusters Score: Raw -6167863.288845 + Penalty 3466.464360 = -6164396.824485 nChanged 33 SP:Iteration 196Q (3552.328235 sec): 3 clusters Score: Raw -6167866.875655 + Penalty 3466.464360 = -6164400.411295 nChanged 20 SP:Iteration 197Q (3552.433232 sec): 3 clusters Score: Raw -6167868.551388 + Penalty 3466.464360 = -6164402.087028 nChanged 16 SP:Iteration 198Q (3552.543022 sec): 3 clusters Score: Raw -6167870.422526 + Penalty 3466.464360 = -6164403.958166 nChanged 19 SP:Iteration 199Q (3552.647365 sec): 3 clusters Score: Raw -6167872.807054 + Penalty 3466.464360 = -6164406.342694 nChanged 16 SP:Iteration 200F (3552.758634 sec): 3 clusters Score: Raw -6167874.917292 + Penalty 3466.464360 = -6164408.452932 nChanged 14 SP:Iteration 201Q (3552.855445 sec): 3 clusters Score: Raw -6167876.769364 + Penalty 3466.464360 = -6164410.305004 nChanged 13 SP:Iteration 202Q (3552.964070 sec): 3 clusters Score: Raw -6167878.601580 + Penalty 3466.464360 = -6164412.137220 nChanged 15 SP:Iteration 203Q (3553.064275 sec): 3 clusters Score: Raw -6167879.898444 + Penalty 3466.464360 = -6164413.434084 nChanged 11 SP:Iteration 204Q (3553.160710 sec): 3 clusters Score: Raw -6167881.046895 + Penalty 3466.464360 = -6164414.582536 nChanged 13 SP:Iteration 205Q (3553.259282 sec): 3 clusters Score: Raw -6167882.196425 + Penalty 3466.464360 = -6164415.732065 nChanged 16 SP:Iteration 206Q (3553.343309 sec): 3 clusters Score: Raw -6167883.425940 + Penalty 3466.464360 = -6164416.961580 nChanged 10 SP:Iteration 207Q (3553.448333 sec): 3 clusters Score: Raw -6167884.491695 + Penalty 3466.464360 = -6164418.027335 nChanged 13 SP:Iteration 208Q (3553.549883 sec): 3 clusters Score: Raw -6167885.822947 + Penalty 3466.464360 = -6164419.358588 nChanged 16 SP:Iteration 209Q (3553.640580 sec): 3 clusters Score: Raw -6167887.550525 + Penalty 3466.464360 = -6164421.086165 nChanged 15 SP:Iteration 210Q (3553.748394 sec): 3 clusters Score: Raw -6167889.265955 + Penalty 3466.464360 = -6164422.801595 nChanged 17 SP:Iteration 211Q (3553.855664 sec): 3 clusters Score: Raw -6167891.153128 + Penalty 3466.464360 = -6164424.688768 nChanged 15 SP:Iteration 212Q (3553.946783 sec): 3 clusters Score: Raw -6167892.493886 + Penalty 3466.464360 = -6164426.029526 nChanged 10 SP:Iteration 213Q (3554.048114 sec): 3 clusters Score: Raw -6167893.598333 + Penalty 3466.464360 = -6164427.133974 nChanged 9 SP:Iteration 214Q (3554.145493 sec): 3 clusters Score: Raw -6167894.653455 + Penalty 3466.464360 = -6164428.189095 nChanged 11 SP:Iteration 215Q (3554.245338 sec): 3 clusters Score: Raw -6167895.706368 + Penalty 3466.464360 = -6164429.242008 nChanged 9 SP:Iteration 216Q (3554.362543 sec): 3 clusters Score: Raw -6167896.589444 + Penalty 3466.464360 = -6164430.125084 nChanged 8 SP:Iteration 217Q (3554.466586 sec): 3 clusters Score: Raw -6167897.489965 + Penalty 3466.464360 = -6164431.025605 nChanged 13 SP:Iteration 218Q (3554.576443 sec): 3 clusters Score: Raw -6167899.340429 + Penalty 3466.464360 = -6164432.876069 nChanged 14 SP:Iteration 219Q (3554.685830 sec): 3 clusters Score: Raw -6167901.234526 + Penalty 3466.464360 = -6164434.770166 nChanged 13 SP:Iteration 220F (3554.795822 sec): 3 clusters Score: Raw -6167902.737877 + Penalty 3466.464360 = -6164436.273517 nChanged 17 SP:Iteration 221Q (3554.911189 sec): 3 clusters Score: Raw -6167904.670434 + Penalty 3466.464360 = -6164438.206074 nChanged 13 SP:Iteration 222Q (3555.019870 sec): 3 clusters Score: Raw -6167906.316613 + Penalty 3466.464360 = -6164439.852253 nChanged 16 SP:Iteration 223Q (3555.131468 sec): 3 clusters Score: Raw -6167907.559774 + Penalty 3466.464360 = -6164441.095414 nChanged 12 SP:Iteration 224Q (3555.229695 sec): 3 clusters Score: Raw -6167909.123021 + Penalty 3466.464360 = -6164442.658661 nChanged 14 SP:Iteration 225Q (3555.338926 sec): 3 clusters Score: Raw -6167910.593439 + Penalty 3466.464360 = -6164444.129079 nChanged 16 SP:Iteration 226Q (3555.439404 sec): 3 clusters Score: Raw -6167913.135796 + Penalty 3466.464360 = -6164446.671436 nChanged 17 SP:Iteration 227Q (3555.514791 sec): 3 clusters Score: Raw -6167915.415203 + Penalty 3466.464360 = -6164448.950843 nChanged 13 SP:Iteration 228Q (3555.587898 sec): 3 clusters Score: Raw -6167916.979776 + Penalty 3466.464360 = -6164450.515416 nChanged 15 SP:Iteration 229Q (3555.673887 sec): 3 clusters Score: Raw -6167918.835769 + Penalty 3466.464360 = -6164452.371409 nChanged 15 SP:Iteration 230Q (3555.743509 sec): 3 clusters Score: Raw -6167920.417229 + Penalty 3466.464360 = -6164453.952869 nChanged 13 SP:Iteration 231Q (3555.816775 sec): 3 clusters Score: Raw -6167921.526809 + Penalty 3466.464360 = -6164455.062449 nChanged 13 SP:Iteration 232Q (3555.890099 sec): 3 clusters Score: Raw -6167922.851513 + Penalty 3466.464360 = -6164456.387153 nChanged 12 SP:Iteration 233Q (3555.962370 sec): 3 clusters Score: Raw -6167924.375768 + Penalty 3466.464360 = -6164457.911408 nChanged 16 SP:Iteration 234Q (3556.035127 sec): 3 clusters Score: Raw -6167926.388362 + Penalty 3466.464360 = -6164459.924002 nChanged 16 SP:Iteration 235Q (3556.107816 sec): 3 clusters Score: Raw -6167928.462001 + Penalty 3466.464360 = -6164461.997641 nChanged 15 SP:Iteration 236Q (3556.184779 sec): 3 clusters Score: Raw -6167930.330413 + Penalty 3466.464360 = -6164463.866053 nChanged 13 SP:Iteration 237Q (3556.267999 sec): 3 clusters Score: Raw -6167932.196880 + Penalty 3466.464360 = -6164465.732520 nChanged 10 SP:Iteration 238Q (3556.369617 sec): 3 clusters Score: Raw -6167933.345720 + Penalty 3466.464360 = -6164466.881361 nChanged 10 SP:Iteration 239Q (3556.479592 sec): 3 clusters Score: Raw -6167934.700199 + Penalty 3466.464360 = -6164468.235839 nChanged 10 SP:Iteration 240F (3556.575100 sec): 3 clusters Score: Raw -6167935.906418 + Penalty 3466.464360 = -6164469.442058 nChanged 5 SP:Iteration 241Q (3556.678657 sec): 3 clusters Score: Raw -6167936.453031 + Penalty 3466.464360 = -6164469.988671 nChanged 6 SP:Iteration 242Q (3556.772812 sec): 3 clusters Score: Raw -6167937.497554 + Penalty 3466.464360 = -6164471.033194 nChanged 9 SP:Iteration 243Q (3556.876455 sec): 3 clusters Score: Raw -6167939.514944 + Penalty 3466.464360 = -6164473.050585 nChanged 11 SP:Iteration 244Q (3556.978563 sec): 3 clusters Score: Raw -6167941.805555 + Penalty 3466.464360 = -6164475.341195 nChanged 13 SP:Iteration 245Q (3557.075111 sec): 3 clusters Score: Raw -6167944.352736 + Penalty 3466.464360 = -6164477.888376 nChanged 11 SP:Iteration 246Q (3557.165926 sec): 3 clusters Score: Raw -6167946.713072 + Penalty 3466.464360 = -6164480.248712 nChanged 20 SP:Iteration 247Q (3557.253989 sec): 3 clusters Score: Raw -6167951.071527 + Penalty 3466.464360 = -6164484.607168 nChanged 26 SP:Iteration 248Q (3557.325711 sec): 3 clusters Score: Raw -6167954.668377 + Penalty 3466.464360 = -6164488.204017 nChanged 16 SP:Iteration 249Q (3557.428162 sec): 3 clusters Score: Raw -6167957.091456 + Penalty 3466.464360 = -6164490.627097 nChanged 19 SP:Iteration 250Q (3557.529187 sec): 3 clusters Score: Raw -6167960.694146 + Penalty 3466.464360 = -6164494.229786 nChanged 19 SP:Iteration 251Q (3557.630188 sec): 3 clusters Score: Raw -6167963.437967 + Penalty 3466.464360 = -6164496.973607 nChanged 20 SP:Iteration 252Q (3557.738027 sec): 3 clusters Score: Raw -6167965.643254 + Penalty 3466.464360 = -6164499.178894 nChanged 17 SP:Iteration 253Q (3557.846320 sec): 3 clusters Score: Raw -6167967.984436 + Penalty 3466.464360 = -6164501.520076 nChanged 14 SP:Iteration 254Q (3557.943401 sec): 3 clusters Score: Raw -6167969.603258 + Penalty 3466.464360 = -6164503.138898 nChanged 17 SP:Iteration 255Q (3558.045213 sec): 3 clusters Score: Raw -6167971.258800 + Penalty 3466.464360 = -6164504.794440 nChanged 9 SP:Iteration 256Q (3558.156192 sec): 3 clusters Score: Raw -6167972.267049 + Penalty 3466.464360 = -6164505.802689 nChanged 7 SP:Iteration 257Q (3558.239854 sec): 3 clusters Score: Raw -6167973.608652 + Penalty 3466.464360 = -6164507.144292 nChanged 4 SP:Iteration 258Q (3558.348336 sec): 3 clusters Score: Raw -6167973.919668 + Penalty 3466.464360 = -6164507.455308 nChanged 5 SP:Iteration 259Q (3558.449432 sec): 3 clusters Score: Raw -6167974.323933 + Penalty 3466.464360 = -6164507.859573 nChanged 2 SP:Iteration 260F (3558.577003 sec): 3 clusters Score: Raw -6167974.488201 + Penalty 3466.464360 = -6164508.023841 nChanged 1 SP:Iteration 261Q (3558.675605 sec): 3 clusters Score: Raw -6167974.560472 + Penalty 3466.464360 = -6164508.096112 nChanged 2 SP:Iteration 262Q (3558.794385 sec): 3 clusters Score: Raw -6167974.702507 + Penalty 3466.464360 = -6164508.238147 nChanged 0 SP:Iteration 263F (3558.914903 sec): 3 clusters Score: Raw -6167974.702507 + Penalty 3466.464360 = -6164508.238147 nChanged 0 Trying to split cluster 38 (4950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3558.949024 sec): 2 clusters Score: Raw -720816.461356 + Penalty 1382.410714 = -719434.050642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3558.994944 sec): 3 clusters Score: Raw -718257.800361 + Penalty 2764.821428 = -715492.978933 nChanged 1959 SP:Iteration 1F (3559.039611 sec): 3 clusters Score: Raw -719336.823374 + Penalty 2764.821428 = -716572.001946 nChanged 342 SP:Iteration 2F (3559.071672 sec): 3 clusters Score: Raw -719521.784872 + Penalty 2764.821428 = -716756.963444 nChanged 255 SP:Iteration 3F (3559.119538 sec): 3 clusters Score: Raw -719670.283856 + Penalty 2764.821428 = -716905.462428 nChanged 219 SP:Iteration 4Q (3559.166755 sec): 3 clusters Score: Raw -719801.041588 + Penalty 2764.821428 = -717036.220160 nChanged 214 SP:Iteration 5Q (3559.210019 sec): 3 clusters Score: Raw -719936.158192 + Penalty 2764.821428 = -717171.336764 nChanged 217 SP:Iteration 6Q (3559.259099 sec): 3 clusters Score: Raw -720090.854100 + Penalty 2764.821428 = -717326.032672 nChanged 209 SP:Iteration 7Q (3559.303955 sec): 3 clusters Score: Raw -720209.376833 + Penalty 2764.821428 = -717444.555405 nChanged 191 SP:Iteration 8Q (3559.351639 sec): 3 clusters Score: Raw -720316.611377 + Penalty 2764.821428 = -717551.789949 nChanged 157 SP:Iteration 9Q (3559.405930 sec): 3 clusters Score: Raw -720426.277237 + Penalty 2764.821428 = -717661.455809 nChanged 175 SP:Iteration 10Q (3559.455848 sec): 3 clusters Score: Raw -720544.891883 + Penalty 2764.821428 = -717780.070455 nChanged 154 SP:Iteration 11Q (3559.504992 sec): 3 clusters Score: Raw -720645.616817 + Penalty 2764.821428 = -717880.795389 nChanged 126 SP:Iteration 12Q (3559.540964 sec): 3 clusters Score: Raw -720710.691364 + Penalty 2764.821428 = -717945.869936 nChanged 102 SP:Iteration 13Q (3559.589287 sec): 3 clusters Score: Raw -720759.022245 + Penalty 2764.821428 = -717994.200817 nChanged 74 SP:Iteration 14Q (3559.643531 sec): 3 clusters Score: Raw -720789.821403 + Penalty 2764.821428 = -718024.999975 nChanged 60 SP:Iteration 15Q (3559.696017 sec): 3 clusters Score: Raw -720813.398141 + Penalty 2764.821428 = -718048.576713 nChanged 52 SP:Iteration 16Q (3559.756998 sec): 3 clusters Score: Raw -720832.102048 + Penalty 2764.821428 = -718067.280620 nChanged 38 SP:Iteration 17Q (3559.806845 sec): 3 clusters Score: Raw -720844.006621 + Penalty 2764.821428 = -718079.185193 nChanged 31 SP:Iteration 18Q (3559.858540 sec): 3 clusters Score: Raw -720852.629252 + Penalty 2764.821428 = -718087.807824 nChanged 22 SP:Iteration 19Q (3559.900591 sec): 3 clusters Score: Raw -720858.353024 + Penalty 2764.821428 = -718093.531596 nChanged 23 SP:Iteration 20F (3559.953677 sec): 3 clusters Score: Raw -720865.198477 + Penalty 2764.821428 = -718100.377049 nChanged 28 SP:Iteration 21Q (3560.002819 sec): 3 clusters Score: Raw -720873.860021 + Penalty 2764.821428 = -718109.038593 nChanged 24 SP:Iteration 22Q (3560.053350 sec): 3 clusters Score: Raw -720879.983420 + Penalty 2764.821428 = -718115.161992 nChanged 19 SP:Iteration 23Q (3560.104582 sec): 3 clusters Score: Raw -720884.745464 + Penalty 2764.821428 = -718119.924036 nChanged 14 SP:Iteration 24Q (3560.144361 sec): 3 clusters Score: Raw -720887.514246 + Penalty 2764.821428 = -718122.692818 nChanged 6 SP:Iteration 25Q (3560.199135 sec): 3 clusters Score: Raw -720889.137750 + Penalty 2764.821428 = -718124.316322 nChanged 6 SP:Iteration 26Q (3560.252523 sec): 3 clusters Score: Raw -720891.367536 + Penalty 2764.821428 = -718126.546108 nChanged 10 SP:Iteration 27Q (3560.294348 sec): 3 clusters Score: Raw -720893.683613 + Penalty 2764.821428 = -718128.862185 nChanged 4 SP:Iteration 28Q (3560.352503 sec): 3 clusters Score: Raw -720894.096937 + Penalty 2764.821428 = -718129.275509 nChanged 0 SP:Iteration 29F (3560.400664 sec): 3 clusters Score: Raw -720894.096937 + Penalty 2764.821428 = -718129.275509 nChanged 0 Trying to split cluster 39 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3560.425676 sec): 2 clusters Score: Raw -11943.486420 + Penalty 839.277721 = -11104.208700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3560.478352 sec): 3 clusters Score: Raw -12088.487974 + Penalty 1678.555442 = -10409.932532 nChanged 20 SP:Iteration 1F (3560.512190 sec): 3 clusters Score: Raw -12169.477527 + Penalty 1678.555442 = -10490.922086 nChanged 11 SP:Iteration 2F (3560.551183 sec): 3 clusters Score: Raw -12252.043026 + Penalty 1678.555442 = -10573.487584 nChanged 7 SP:Iteration 3Q (3560.592117 sec): 3 clusters Score: Raw -12280.441969 + Penalty 1678.555442 = -10601.886527 nChanged 3 SP:Iteration 4Q (3560.638677 sec): 3 clusters Score: Raw -12305.484589 + Penalty 1678.555442 = -10626.929148 nChanged 5 SP:Iteration 5Q (3560.683094 sec): 3 clusters Score: Raw -12358.654239 + Penalty 1678.555442 = -10680.098797 nChanged 3 SP:Iteration 6Q (3560.731936 sec): 3 clusters Score: Raw -12373.493185 + Penalty 1678.555442 = -10694.937743 nChanged 0 SP:Iteration 7F (3560.781110 sec): 3 clusters Score: Raw -12373.493185 + Penalty 1678.555442 = -10694.937743 nChanged 0 Time taken for this iteration:1901.047409 seconds. 21->40 Clusters: Score -39944746.049433, best is -39948806.624584 Main iterations: 608 (time per iteration =2941.864259 ms) Total iterations: 19024 (time per iteration =94.020893 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 314057685312.000000 (time per metric unit =5.695302ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 7537384447488.000000 (time per metric unit=237.304264ps) That took 1788.653469 seconds.