FileBase DT1_rLS_20150723_1728um 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 0.13 and 0.19 GB. - 8 bytes per element (scalar), 8466550 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.03 and 0.05 GB. - 8 bytes per element (scalar), 2031972 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.01 and 0.01 GB. - 2 bytes per element (data_int), 2031972 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.00 and 0.01 GB. - 1 bytes per element (char), 2031972 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.00 and 0.01 GB. - 1 bytes per element (char), 2031972 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 7200 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=169331, nDims=12, MaxPossibleClusters=50 Total memory usage will be between 0.17 and 0.26 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 169331 data points of dimension 12. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 169331 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 16 (2062 points): Lose 71.199596 but Gain 547.802285 Iteration 0F (2.206320 sec): 19 clusters Score: Raw -5406365.079583 + Penalty 9860.441129 = -5396504.638454 nChanged 159396 Iteration 1F (3.601236 sec): 19 clusters Score: Raw -5935019.458051 + Penalty 9860.441129 = -5925159.016922 nChanged 56132 Iteration 2F (4.940307 sec): 19 clusters Score: Raw -6040757.993652 + Penalty 9860.441129 = -6030897.552523 nChanged 33586 Iteration 3F (6.308934 sec): 19 clusters Score: Raw -6092610.216314 + Penalty 9860.441129 = -6082749.775185 nChanged 23597 Iteration 4F (7.678667 sec): 19 clusters Score: Raw -6126925.483421 + Penalty 9860.441129 = -6117065.042292 nChanged 20266 Iteration 5F (9.019360 sec): 19 clusters Score: Raw -6152315.652876 + Penalty 9860.441129 = -6142455.211747 nChanged 16591 Iteration 6F (10.348056 sec): 19 clusters Score: Raw -6171631.111314 + Penalty 9860.441129 = -6161770.670185 nChanged 12598 Iteration 7F (11.685093 sec): 19 clusters Score: Raw -6186357.835796 + Penalty 9860.441129 = -6176497.394667 nChanged 8958 Iteration 8F (12.994379 sec): 19 clusters Score: Raw -6195038.868369 + Penalty 9860.441129 = -6185178.427240 nChanged 6974 Iteration 9Q (13.953859 sec): 19 clusters Score: Raw -6199823.622893 + Penalty 9860.441129 = -6189963.181764 nChanged 5936 Iteration 10Q (15.027239 sec): 19 clusters Score: Raw -6203725.303282 + Penalty 9860.441129 = -6193864.862152 nChanged 5262 Iteration 11Q (16.065977 sec): 19 clusters Score: Raw -6207290.531953 + Penalty 9860.441129 = -6197430.090824 nChanged 4812 Iteration 12Q (17.072184 sec): 19 clusters Score: Raw -6210327.138965 + Penalty 9860.441129 = -6200466.697836 nChanged 4167 Iteration 13Q (18.090061 sec): 19 clusters Score: Raw -6212692.468377 + Penalty 9860.441129 = -6202832.027247 nChanged 3720 Iteration 14Q (19.169197 sec): 19 clusters Score: Raw -6214924.006566 + Penalty 9860.441129 = -6205063.565437 nChanged 3487 Iteration 15Q (20.041993 sec): 19 clusters Score: Raw -6216952.551806 + Penalty 9860.441129 = -6207092.110677 nChanged 3291 Iteration 16Q (21.023922 sec): 19 clusters Score: Raw -6218880.742551 + Penalty 9860.441129 = -6209020.301422 nChanged 3032 Iteration 17Q (22.029114 sec): 19 clusters Score: Raw -6220292.848572 + Penalty 9860.441129 = -6210432.407443 nChanged 2717 Iteration 18Q (22.965308 sec): 19 clusters Score: Raw -6221384.845706 + Penalty 9860.441129 = -6211524.404577 nChanged 2434 Iteration 19Q (23.873902 sec): 19 clusters Score: Raw -6222350.561827 + Penalty 9860.441129 = -6212490.120698 nChanged 2233 Writing temp clu file Because OldScore, -6211524.404577, is greater than current (better) Score,-6212490.120698 Compute initial score before splitting: Score: Raw -6222350.561827 + Penalty 9860.441129 = -6212490.120698 Trying to split cluster 1 (11960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.967575 sec): 2 clusters Score: Raw -445821.625836 + Penalty 427.214198 = -445394.411638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.027735 sec): 3 clusters Score: Raw -438370.842031 + Penalty 854.428396 = -437516.413636 nChanged 5631 SP:Iteration 1F (24.069948 sec): 3 clusters Score: Raw -441888.950109 + Penalty 854.428396 = -441034.521714 nChanged 763 SP:Iteration 2F (24.134064 sec): 3 clusters Score: Raw -442256.097285 + Penalty 854.428396 = -441401.668889 nChanged 748 SP:Iteration 3F (24.174232 sec): 3 clusters Score: Raw -442644.063016 + Penalty 854.428396 = -441789.634621 nChanged 730 SP:Iteration 4F (24.231053 sec): 3 clusters Score: Raw -443056.108919 + Penalty 854.428396 = -442201.680524 nChanged 703 SP:Iteration 5F (24.301580 sec): 3 clusters Score: Raw -443512.163384 + Penalty 854.428396 = -442657.734988 nChanged 698 SP:Iteration 6F (24.349114 sec): 3 clusters Score: Raw -443968.630830 + Penalty 854.428396 = -443114.202434 nChanged 680 SP:Iteration 7F (24.415373 sec): 3 clusters Score: Raw -444415.721752 + Penalty 854.428396 = -443561.293356 nChanged 604 SP:Iteration 8F (24.467168 sec): 3 clusters Score: Raw -444815.937725 + Penalty 854.428396 = -443961.509329 nChanged 530 SP:Iteration 9Q (24.527444 sec): 3 clusters Score: Raw -445207.667218 + Penalty 854.428396 = -444353.238822 nChanged 476 SP:Iteration 10Q (24.598968 sec): 3 clusters Score: Raw -445597.906589 + Penalty 854.428396 = -444743.478194 nChanged 396 SP:Iteration 11Q (24.646304 sec): 3 clusters Score: Raw -445967.649634 + Penalty 854.428396 = -445113.221239 nChanged 274 SP:Iteration 12Q (24.718273 sec): 3 clusters Score: Raw -446189.281357 + Penalty 854.428396 = -445334.852961 nChanged 194 SP:Iteration 13Q (24.765503 sec): 3 clusters Score: Raw -446306.552997 + Penalty 854.428396 = -445452.124602 nChanged 146 SP:Iteration 14Q (24.829003 sec): 3 clusters Score: Raw -446367.173033 + Penalty 854.428396 = -445512.744638 nChanged 115 SP:Iteration 15Q (24.875975 sec): 3 clusters Score: Raw -446400.775252 + Penalty 854.428396 = -445546.346856 nChanged 101 SP:Iteration 16Q (24.940148 sec): 3 clusters Score: Raw -446429.885629 + Penalty 854.428396 = -445575.457234 nChanged 106 SP:Iteration 17Q (25.005553 sec): 3 clusters Score: Raw -446459.306843 + Penalty 854.428396 = -445604.878447 nChanged 89 SP:Iteration 18Q (25.052035 sec): 3 clusters Score: Raw -446483.568702 + Penalty 854.428396 = -445629.140307 nChanged 84 SP:Iteration 19Q (25.111415 sec): 3 clusters Score: Raw -446504.913699 + Penalty 854.428396 = -445650.485304 nChanged 81 SP:Iteration 20F (25.169875 sec): 3 clusters Score: Raw -446524.237149 + Penalty 854.428396 = -445669.808753 nChanged 62 SP:Iteration 21Q (25.223205 sec): 3 clusters Score: Raw -446537.546300 + Penalty 854.428396 = -445683.117905 nChanged 63 SP:Iteration 22Q (25.278548 sec): 3 clusters Score: Raw -446550.704263 + Penalty 854.428396 = -445696.275867 nChanged 49 SP:Iteration 23Q (25.339060 sec): 3 clusters Score: Raw -446559.973662 + Penalty 854.428396 = -445705.545266 nChanged 62 SP:Iteration 24Q (25.395642 sec): 3 clusters Score: Raw -446573.651604 + Penalty 854.428396 = -445719.223208 nChanged 43 SP:Iteration 25Q (25.441802 sec): 3 clusters Score: Raw -446582.043744 + Penalty 854.428396 = -445727.615349 nChanged 38 SP:Iteration 26Q (25.512175 sec): 3 clusters Score: Raw -446588.675100 + Penalty 854.428396 = -445734.246704 nChanged 30 SP:Iteration 27Q (25.566581 sec): 3 clusters Score: Raw -446593.056534 + Penalty 854.428396 = -445738.628138 nChanged 30 SP:Iteration 28Q (25.609368 sec): 3 clusters Score: Raw -446597.957617 + Penalty 854.428396 = -445743.529222 nChanged 35 SP:Iteration 29Q (25.675628 sec): 3 clusters Score: Raw -446603.721550 + Penalty 854.428396 = -445749.293155 nChanged 26 SP:Iteration 30Q (25.719086 sec): 3 clusters Score: Raw -446607.795955 + Penalty 854.428396 = -445753.367559 nChanged 21 SP:Iteration 31Q (25.792161 sec): 3 clusters Score: Raw -446610.575372 + Penalty 854.428396 = -445756.146977 nChanged 28 SP:Iteration 32Q (25.850434 sec): 3 clusters Score: Raw -446615.789351 + Penalty 854.428396 = -445761.360955 nChanged 32 SP:Iteration 33Q (25.905440 sec): 3 clusters Score: Raw -446621.243388 + Penalty 854.428396 = -445766.814993 nChanged 22 SP:Iteration 34Q (25.961958 sec): 3 clusters Score: Raw -446624.480699 + Penalty 854.428396 = -445770.052303 nChanged 22 SP:Iteration 35Q (26.022126 sec): 3 clusters Score: Raw -446628.019653 + Penalty 854.428396 = -445773.591257 nChanged 23 SP:Iteration 36Q (26.076199 sec): 3 clusters Score: Raw -446632.926827 + Penalty 854.428396 = -445778.498431 nChanged 20 SP:Iteration 37Q (26.131289 sec): 3 clusters Score: Raw -446637.198482 + Penalty 854.428396 = -445782.770086 nChanged 17 SP:Iteration 38Q (26.192198 sec): 3 clusters Score: Raw -446639.608326 + Penalty 854.428396 = -445785.179930 nChanged 10 SP:Iteration 39Q (26.241795 sec): 3 clusters Score: Raw -446640.771743 + Penalty 854.428396 = -445786.343348 nChanged 11 SP:Iteration 40F (26.287583 sec): 3 clusters Score: Raw -446641.724737 + Penalty 854.428396 = -445787.296342 nChanged 7 SP:Iteration 41Q (26.340674 sec): 3 clusters Score: Raw -446642.154057 + Penalty 854.428396 = -445787.725661 nChanged 3 SP:Iteration 42Q (26.393224 sec): 3 clusters Score: Raw -446642.266584 + Penalty 854.428396 = -445787.838189 nChanged 0 SP:Iteration 43F (26.445908 sec): 3 clusters Score: Raw -446642.266584 + Penalty 854.428396 = -445787.838189 nChanged 0 Score: Raw -6223615.293898 + Penalty 10408.243414 = -6213207.050484 Splitting cluster 1 changes total score from -6212490.120698 to -6213207.050484 So it's getting split into cluster 16. Trying to split cluster 2 (3710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.896613 sec): 2 clusters Score: Raw -124299.719063 + Penalty 373.954816 = -123925.764248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.949859 sec): 3 clusters Score: Raw -122219.327723 + Penalty 747.909631 = -121471.418092 nChanged 1639 SP:Iteration 1F (27.999450 sec): 3 clusters Score: Raw -123660.941916 + Penalty 747.909631 = -122913.032284 nChanged 441 SP:Iteration 2F (28.043624 sec): 3 clusters Score: Raw -124199.977841 + Penalty 747.909631 = -123452.068210 nChanged 344 SP:Iteration 3F (28.087962 sec): 3 clusters Score: Raw -124497.555579 + Penalty 747.909631 = -123749.645948 nChanged 225 SP:Iteration 4F (28.136573 sec): 3 clusters Score: Raw -124680.869313 + Penalty 747.909631 = -123932.959682 nChanged 163 SP:Iteration 5Q (28.192629 sec): 3 clusters Score: Raw -124814.328257 + Penalty 747.909631 = -124066.418626 nChanged 126 SP:Iteration 6Q (28.244718 sec): 3 clusters Score: Raw -124909.797731 + Penalty 747.909631 = -124161.888100 nChanged 89 SP:Iteration 7Q (28.294152 sec): 3 clusters Score: Raw -124978.383658 + Penalty 747.909631 = -124230.474027 nChanged 54 SP:Iteration 8Q (28.342412 sec): 3 clusters Score: Raw -125037.691227 + Penalty 747.909631 = -124289.781596 nChanged 35 SP:Iteration 9Q (28.388250 sec): 3 clusters Score: Raw -125069.742439 + Penalty 747.909631 = -124321.832808 nChanged 28 SP:Iteration 10Q (28.434276 sec): 3 clusters Score: Raw -125080.627243 + Penalty 747.909631 = -124332.717612 nChanged 22 SP:Iteration 11Q (28.480297 sec): 3 clusters Score: Raw -125091.282783 + Penalty 747.909631 = -124343.373151 nChanged 13 SP:Iteration 12Q (28.523716 sec): 3 clusters Score: Raw -125096.278949 + Penalty 747.909631 = -124348.369318 nChanged 6 SP:Iteration 13Q (28.562798 sec): 3 clusters Score: Raw -125097.110329 + Penalty 747.909631 = -124349.200698 nChanged 2 SP:Iteration 14Q (28.605096 sec): 3 clusters Score: Raw -125097.439983 + Penalty 747.909631 = -124349.530351 nChanged 2 SP:Iteration 15Q (28.650738 sec): 3 clusters Score: Raw -125097.979092 + Penalty 747.909631 = -124350.069461 nChanged 3 SP:Iteration 16Q (28.707170 sec): 3 clusters Score: Raw -125098.262479 + Penalty 747.909631 = -124350.352847 nChanged 1 SP:Iteration 17Q (28.746238 sec): 3 clusters Score: Raw -125098.399786 + Penalty 747.909631 = -124350.490155 nChanged 1 SP:Iteration 18Q (28.787617 sec): 3 clusters Score: Raw -125098.649396 + Penalty 747.909631 = -124350.739764 nChanged 2 SP:Iteration 19Q (28.839154 sec): 3 clusters Score: Raw -125099.092481 + Penalty 747.909631 = -124351.182850 nChanged 4 SP:Iteration 20F (28.878454 sec): 3 clusters Score: Raw -125099.921523 + Penalty 747.909631 = -124352.011892 nChanged 5 SP:Iteration 21Q (28.931517 sec): 3 clusters Score: Raw -125100.787796 + Penalty 747.909631 = -124352.878165 nChanged 4 SP:Iteration 22Q (28.979520 sec): 3 clusters Score: Raw -125102.354284 + Penalty 747.909631 = -124354.444653 nChanged 6 SP:Iteration 23Q (29.018423 sec): 3 clusters Score: Raw -125104.026567 + Penalty 747.909631 = -124356.116936 nChanged 4 SP:Iteration 24Q (29.060955 sec): 3 clusters Score: Raw -125104.347877 + Penalty 747.909631 = -124356.438246 nChanged 2 SP:Iteration 25Q (29.106408 sec): 3 clusters Score: Raw -125104.520350 + Penalty 747.909631 = -124356.610718 nChanged 0 SP:Iteration 26F (29.159650 sec): 3 clusters Score: Raw -125104.520350 + Penalty 747.909631 = -124356.610718 nChanged 0 Score: Raw -6224420.095184 + Penalty 10956.045699 = -6213464.049485 Splitting cluster 2 changes total score from -6212490.120698 to -6213464.049485 So it's getting split into cluster 20. Trying to split cluster 3 (5872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.569204 sec): 2 clusters Score: Raw -199508.067819 + Penalty 394.846751 = -199113.221068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.618308 sec): 3 clusters Score: Raw -195983.508580 + Penalty 789.693502 = -195193.815078 nChanged 2659 SP:Iteration 1F (30.659949 sec): 3 clusters Score: Raw -197922.998351 + Penalty 789.693502 = -197133.304849 nChanged 620 SP:Iteration 2F (30.708654 sec): 3 clusters Score: Raw -198420.462498 + Penalty 789.693502 = -197630.768996 nChanged 455 SP:Iteration 3F (30.760388 sec): 3 clusters Score: Raw -198728.117922 + Penalty 789.693502 = -197938.424420 nChanged 334 SP:Iteration 4F (30.808365 sec): 3 clusters Score: Raw -198891.754350 + Penalty 789.693502 = -198102.060848 nChanged 255 SP:Iteration 5Q (30.858842 sec): 3 clusters Score: Raw -198995.518276 + Penalty 789.693502 = -198205.824774 nChanged 204 SP:Iteration 6Q (30.904268 sec): 3 clusters Score: Raw -199092.459301 + Penalty 789.693502 = -198302.765799 nChanged 177 SP:Iteration 7Q (30.954780 sec): 3 clusters Score: Raw -199177.318163 + Penalty 789.693502 = -198387.624661 nChanged 153 SP:Iteration 8Q (31.010647 sec): 3 clusters Score: Raw -199245.268717 + Penalty 789.693502 = -198455.575215 nChanged 146 SP:Iteration 9Q (31.057852 sec): 3 clusters Score: Raw -199303.421730 + Penalty 789.693502 = -198513.728229 nChanged 136 SP:Iteration 10Q (31.114261 sec): 3 clusters Score: Raw -199352.141254 + Penalty 789.693502 = -198562.447752 nChanged 99 SP:Iteration 11Q (31.167907 sec): 3 clusters Score: Raw -199390.537946 + Penalty 789.693502 = -198600.844444 nChanged 88 SP:Iteration 12Q (31.213367 sec): 3 clusters Score: Raw -199423.264419 + Penalty 789.693502 = -198633.570917 nChanged 76 SP:Iteration 13Q (31.275593 sec): 3 clusters Score: Raw -199446.376063 + Penalty 789.693502 = -198656.682561 nChanged 67 SP:Iteration 14Q (31.327478 sec): 3 clusters Score: Raw -199464.575990 + Penalty 789.693502 = -198674.882488 nChanged 65 SP:Iteration 15Q (31.388976 sec): 3 clusters Score: Raw -199481.196195 + Penalty 789.693502 = -198691.502693 nChanged 57 SP:Iteration 16Q (31.442684 sec): 3 clusters Score: Raw -199496.959708 + Penalty 789.693502 = -198707.266206 nChanged 45 SP:Iteration 17Q (31.498883 sec): 3 clusters Score: Raw -199505.714729 + Penalty 789.693502 = -198716.021227 nChanged 36 SP:Iteration 18Q (31.551394 sec): 3 clusters Score: Raw -199512.169392 + Penalty 789.693502 = -198722.475891 nChanged 26 SP:Iteration 19Q (31.597617 sec): 3 clusters Score: Raw -199518.772761 + Penalty 789.693502 = -198729.079259 nChanged 33 SP:Iteration 20F (31.647990 sec): 3 clusters Score: Raw -199526.496959 + Penalty 789.693502 = -198736.803457 nChanged 38 SP:Iteration 21Q (31.696823 sec): 3 clusters Score: Raw -199533.150606 + Penalty 789.693502 = -198743.457104 nChanged 40 SP:Iteration 22Q (31.749931 sec): 3 clusters Score: Raw -199540.102704 + Penalty 789.693502 = -198750.409203 nChanged 39 SP:Iteration 23Q (31.789308 sec): 3 clusters Score: Raw -199548.934979 + Penalty 789.693502 = -198759.241477 nChanged 39 SP:Iteration 24Q (31.846260 sec): 3 clusters Score: Raw -199556.662932 + Penalty 789.693502 = -198766.969430 nChanged 37 SP:Iteration 25Q (31.893178 sec): 3 clusters Score: Raw -199564.543846 + Penalty 789.693502 = -198774.850344 nChanged 39 SP:Iteration 26Q (31.934858 sec): 3 clusters Score: Raw -199574.004406 + Penalty 789.693502 = -198784.310904 nChanged 43 SP:Iteration 27Q (31.983262 sec): 3 clusters Score: Raw -199586.809310 + Penalty 789.693502 = -198797.115808 nChanged 47 SP:Iteration 28Q (32.035471 sec): 3 clusters Score: Raw -199597.406740 + Penalty 789.693502 = -198807.713238 nChanged 31 SP:Iteration 29Q (32.085669 sec): 3 clusters Score: Raw -199603.001858 + Penalty 789.693502 = -198813.308356 nChanged 21 SP:Iteration 30Q (32.140609 sec): 3 clusters Score: Raw -199607.936566 + Penalty 789.693502 = -198818.243064 nChanged 24 SP:Iteration 31Q (32.190712 sec): 3 clusters Score: Raw -199615.110978 + Penalty 789.693502 = -198825.417476 nChanged 25 SP:Iteration 32Q (32.253580 sec): 3 clusters Score: Raw -199621.523990 + Penalty 789.693502 = -198831.830488 nChanged 30 SP:Iteration 33Q (32.303481 sec): 3 clusters Score: Raw -199627.108005 + Penalty 789.693502 = -198837.414503 nChanged 21 SP:Iteration 34Q (32.350700 sec): 3 clusters Score: Raw -199631.147818 + Penalty 789.693502 = -198841.454316 nChanged 26 SP:Iteration 35Q (32.394690 sec): 3 clusters Score: Raw -199636.958752 + Penalty 789.693502 = -198847.265250 nChanged 31 SP:Iteration 36Q (32.454714 sec): 3 clusters Score: Raw -199644.093531 + Penalty 789.693502 = -198854.400029 nChanged 28 SP:Iteration 37Q (32.499500 sec): 3 clusters Score: Raw -199650.377575 + Penalty 789.693502 = -198860.684073 nChanged 24 SP:Iteration 38Q (32.565706 sec): 3 clusters Score: Raw -199655.520519 + Penalty 789.693502 = -198865.827017 nChanged 21 SP:Iteration 39Q (32.619743 sec): 3 clusters Score: Raw -199658.541333 + Penalty 789.693502 = -198868.847831 nChanged 16 SP:Iteration 40F (32.662544 sec): 3 clusters Score: Raw -199660.514797 + Penalty 789.693502 = -198870.821295 nChanged 13 SP:Iteration 41Q (32.717358 sec): 3 clusters Score: Raw -199661.938194 + Penalty 789.693502 = -198872.244692 nChanged 11 SP:Iteration 42Q (32.774830 sec): 3 clusters Score: Raw -199662.892268 + Penalty 789.693502 = -198873.198766 nChanged 12 SP:Iteration 43Q (32.826765 sec): 3 clusters Score: Raw -199664.439893 + Penalty 789.693502 = -198874.746392 nChanged 9 SP:Iteration 44Q (32.876718 sec): 3 clusters Score: Raw -199665.706390 + Penalty 789.693502 = -198876.012888 nChanged 8 SP:Iteration 45Q (32.932696 sec): 3 clusters Score: Raw -199666.662208 + Penalty 789.693502 = -198876.968706 nChanged 16 SP:Iteration 46Q (32.981464 sec): 3 clusters Score: Raw -199669.404269 + Penalty 789.693502 = -198879.710767 nChanged 12 SP:Iteration 47Q (33.025767 sec): 3 clusters Score: Raw -199670.489877 + Penalty 789.693502 = -198880.796375 nChanged 7 SP:Iteration 48Q (33.078938 sec): 3 clusters Score: Raw -199670.951720 + Penalty 789.693502 = -198881.258219 nChanged 6 SP:Iteration 49Q (33.126426 sec): 3 clusters Score: Raw -199671.855931 + Penalty 789.693502 = -198882.162429 nChanged 12 SP:Iteration 50Q (33.184879 sec): 3 clusters Score: Raw -199673.761510 + Penalty 789.693502 = -198884.068008 nChanged 13 SP:Iteration 51Q (33.237045 sec): 3 clusters Score: Raw -199677.387151 + Penalty 789.693502 = -198887.693649 nChanged 17 SP:Iteration 52Q (33.285686 sec): 3 clusters Score: Raw -199682.047346 + Penalty 789.693502 = -198892.353844 nChanged 24 SP:Iteration 53Q (33.326981 sec): 3 clusters Score: Raw -199687.426131 + Penalty 789.693502 = -198897.732630 nChanged 20 SP:Iteration 54Q (33.371763 sec): 3 clusters Score: Raw -199694.012248 + Penalty 789.693502 = -198904.318746 nChanged 14 SP:Iteration 55Q (33.426382 sec): 3 clusters Score: Raw -199697.164802 + Penalty 789.693502 = -198907.471300 nChanged 21 SP:Iteration 56Q (33.481859 sec): 3 clusters Score: Raw -199702.091331 + Penalty 789.693502 = -198912.397829 nChanged 24 SP:Iteration 57Q (33.523218 sec): 3 clusters Score: Raw -199706.384196 + Penalty 789.693502 = -198916.690694 nChanged 14 SP:Iteration 58Q (33.584613 sec): 3 clusters Score: Raw -199708.948918 + Penalty 789.693502 = -198919.255416 nChanged 18 SP:Iteration 59Q (33.623222 sec): 3 clusters Score: Raw -199712.980200 + Penalty 789.693502 = -198923.286698 nChanged 16 SP:Iteration 60F (33.671157 sec): 3 clusters Score: Raw -199714.812707 + Penalty 789.693502 = -198925.119205 nChanged 11 SP:Iteration 61Q (33.723105 sec): 3 clusters Score: Raw -199715.991192 + Penalty 789.693502 = -198926.297691 nChanged 8 SP:Iteration 62Q (33.767099 sec): 3 clusters Score: Raw -199716.960931 + Penalty 789.693502 = -198927.267429 nChanged 7 SP:Iteration 63Q (33.812598 sec): 3 clusters Score: Raw -199717.461949 + Penalty 789.693502 = -198927.768447 nChanged 4 SP:Iteration 64Q (33.863208 sec): 3 clusters Score: Raw -199717.698164 + Penalty 789.693502 = -198928.004662 nChanged 3 SP:Iteration 65Q (33.915868 sec): 3 clusters Score: Raw -199717.863357 + Penalty 789.693502 = -198928.169856 nChanged 4 SP:Iteration 66Q (33.967836 sec): 3 clusters Score: Raw -199718.677962 + Penalty 789.693502 = -198928.984460 nChanged 4 SP:Iteration 67Q (34.018965 sec): 3 clusters Score: Raw -199719.180218 + Penalty 789.693502 = -198929.486716 nChanged 2 SP:Iteration 68Q (34.054193 sec): 3 clusters Score: Raw -199719.466294 + Penalty 789.693502 = -198929.772792 nChanged 0 SP:Iteration 69F (34.103813 sec): 3 clusters Score: Raw -199719.466294 + Penalty 789.693502 = -198929.772792 nChanged 0 Trying to split cluster 4 (2243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.135267 sec): 2 clusters Score: Raw -91372.981776 + Penalty 351.058414 = -91021.923362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.177479 sec): 3 clusters Score: Raw -90130.417884 + Penalty 702.116828 = -89428.301056 nChanged 958 SP:Iteration 1F (34.220144 sec): 3 clusters Score: Raw -90669.076709 + Penalty 702.116828 = -89966.959881 nChanged 161 SP:Iteration 2F (34.257450 sec): 3 clusters Score: Raw -90749.918045 + Penalty 702.116828 = -90047.801218 nChanged 122 SP:Iteration 3F (34.294708 sec): 3 clusters Score: Raw -90834.506491 + Penalty 702.116828 = -90132.389663 nChanged 129 SP:Iteration 4F (34.340351 sec): 3 clusters Score: Raw -90929.615181 + Penalty 702.116828 = -90227.498354 nChanged 121 SP:Iteration 5F (34.395509 sec): 3 clusters Score: Raw -91002.222674 + Penalty 702.116828 = -90300.105846 nChanged 109 SP:Iteration 6Q (34.431156 sec): 3 clusters Score: Raw -91061.546594 + Penalty 702.116828 = -90359.429766 nChanged 82 SP:Iteration 7Q (34.481397 sec): 3 clusters Score: Raw -91099.028285 + Penalty 702.116828 = -90396.911457 nChanged 75 SP:Iteration 8Q (34.524551 sec): 3 clusters Score: Raw -91132.359485 + Penalty 702.116828 = -90430.242658 nChanged 62 SP:Iteration 9Q (34.574441 sec): 3 clusters Score: Raw -91152.506270 + Penalty 702.116828 = -90450.389442 nChanged 48 SP:Iteration 10Q (34.617701 sec): 3 clusters Score: Raw -91165.174690 + Penalty 702.116828 = -90463.057862 nChanged 41 SP:Iteration 11Q (34.657169 sec): 3 clusters Score: Raw -91179.356871 + Penalty 702.116828 = -90477.240043 nChanged 46 SP:Iteration 12Q (34.708521 sec): 3 clusters Score: Raw -91196.937768 + Penalty 702.116828 = -90494.820940 nChanged 43 SP:Iteration 13Q (34.759862 sec): 3 clusters Score: Raw -91216.178375 + Penalty 702.116828 = -90514.061547 nChanged 47 SP:Iteration 14Q (34.802662 sec): 3 clusters Score: Raw -91236.222193 + Penalty 702.116828 = -90534.105365 nChanged 40 SP:Iteration 15Q (34.845986 sec): 3 clusters Score: Raw -91255.097229 + Penalty 702.116828 = -90552.980401 nChanged 42 SP:Iteration 16Q (34.897363 sec): 3 clusters Score: Raw -91275.136802 + Penalty 702.116828 = -90573.019975 nChanged 46 SP:Iteration 17Q (34.947173 sec): 3 clusters Score: Raw -91293.822477 + Penalty 702.116828 = -90591.705650 nChanged 42 SP:Iteration 18Q (34.995059 sec): 3 clusters Score: Raw -91311.405392 + Penalty 702.116828 = -90609.288564 nChanged 41 SP:Iteration 19Q (35.046366 sec): 3 clusters Score: Raw -91328.774830 + Penalty 702.116828 = -90626.658002 nChanged 42 SP:Iteration 20F (35.097534 sec): 3 clusters Score: Raw -91348.664500 + Penalty 702.116828 = -90646.547673 nChanged 42 SP:Iteration 21Q (35.148627 sec): 3 clusters Score: Raw -91365.000896 + Penalty 702.116828 = -90662.884068 nChanged 36 SP:Iteration 22Q (35.196484 sec): 3 clusters Score: Raw -91374.537983 + Penalty 702.116828 = -90672.421155 nChanged 22 SP:Iteration 23Q (35.248191 sec): 3 clusters Score: Raw -91382.905050 + Penalty 702.116828 = -90680.788223 nChanged 21 SP:Iteration 24Q (35.286120 sec): 3 clusters Score: Raw -91387.816125 + Penalty 702.116828 = -90685.699298 nChanged 14 SP:Iteration 25Q (35.313736 sec): 3 clusters Score: Raw -91390.911771 + Penalty 702.116828 = -90688.794944 nChanged 15 SP:Iteration 26Q (35.356683 sec): 3 clusters Score: Raw -91394.693137 + Penalty 702.116828 = -90692.576309 nChanged 11 SP:Iteration 27Q (35.383927 sec): 3 clusters Score: Raw -91397.568877 + Penalty 702.116828 = -90695.452049 nChanged 10 SP:Iteration 28Q (35.425105 sec): 3 clusters Score: Raw -91399.506505 + Penalty 702.116828 = -90697.389678 nChanged 9 SP:Iteration 29Q (35.464389 sec): 3 clusters Score: Raw -91401.682899 + Penalty 702.116828 = -90699.566071 nChanged 13 SP:Iteration 30Q (35.496317 sec): 3 clusters Score: Raw -91405.617941 + Penalty 702.116828 = -90703.501113 nChanged 9 SP:Iteration 31Q (35.529216 sec): 3 clusters Score: Raw -91408.009373 + Penalty 702.116828 = -90705.892546 nChanged 7 SP:Iteration 32Q (35.571504 sec): 3 clusters Score: Raw -91410.117277 + Penalty 702.116828 = -90708.000449 nChanged 12 SP:Iteration 33Q (35.611272 sec): 3 clusters Score: Raw -91413.437458 + Penalty 702.116828 = -90711.320630 nChanged 8 SP:Iteration 34Q (35.645059 sec): 3 clusters Score: Raw -91415.327108 + Penalty 702.116828 = -90713.210280 nChanged 4 SP:Iteration 35Q (35.673077 sec): 3 clusters Score: Raw -91415.856911 + Penalty 702.116828 = -90713.740083 nChanged 3 SP:Iteration 36Q (35.707151 sec): 3 clusters Score: Raw -91416.260599 + Penalty 702.116828 = -90714.143772 nChanged 2 SP:Iteration 37Q (35.756784 sec): 3 clusters Score: Raw -91416.594323 + Penalty 702.116828 = -90714.477495 nChanged 4 SP:Iteration 38Q (35.805199 sec): 3 clusters Score: Raw -91417.114678 + Penalty 702.116828 = -90714.997850 nChanged 3 SP:Iteration 39Q (35.855989 sec): 3 clusters Score: Raw -91417.827056 + Penalty 702.116828 = -90715.710229 nChanged 4 SP:Iteration 40F (35.905258 sec): 3 clusters Score: Raw -91418.682863 + Penalty 702.116828 = -90716.566036 nChanged 6 SP:Iteration 41Q (35.955440 sec): 3 clusters Score: Raw -91419.554124 + Penalty 702.116828 = -90717.437297 nChanged 8 SP:Iteration 42Q (35.997519 sec): 3 clusters Score: Raw -91420.795267 + Penalty 702.116828 = -90718.678440 nChanged 6 SP:Iteration 43Q (36.035245 sec): 3 clusters Score: Raw -91421.992208 + Penalty 702.116828 = -90719.875380 nChanged 8 SP:Iteration 44Q (36.084252 sec): 3 clusters Score: Raw -91422.865153 + Penalty 702.116828 = -90720.748325 nChanged 4 SP:Iteration 45Q (36.139351 sec): 3 clusters Score: Raw -91423.174257 + Penalty 702.116828 = -90721.057429 nChanged 3 SP:Iteration 46Q (36.195174 sec): 3 clusters Score: Raw -91423.666315 + Penalty 702.116828 = -90721.549487 nChanged 6 SP:Iteration 47Q (36.246652 sec): 3 clusters Score: Raw -91424.653949 + Penalty 702.116828 = -90722.537121 nChanged 4 SP:Iteration 48Q (36.283437 sec): 3 clusters Score: Raw -91425.047623 + Penalty 702.116828 = -90722.930795 nChanged 2 SP:Iteration 49Q (36.333570 sec): 3 clusters Score: Raw -91425.341198 + Penalty 702.116828 = -90723.224371 nChanged 2 SP:Iteration 50Q (36.379949 sec): 3 clusters Score: Raw -91425.589997 + Penalty 702.116828 = -90723.473170 nChanged 2 SP:Iteration 51Q (36.434113 sec): 3 clusters Score: Raw -91425.703676 + Penalty 702.116828 = -90723.586848 nChanged 0 SP:Iteration 52F (36.484677 sec): 3 clusters Score: Raw -91425.703676 + Penalty 702.116828 = -90723.586848 nChanged 0 Trying to split cluster 5 (40945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.542057 sec): 2 clusters Score: Raw -1617491.512219 + Penalty 483.209317 = -1617008.302902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.623389 sec): 3 clusters Score: Raw -1590566.860814 + Penalty 966.418633 = -1589600.442180 nChanged 19644 SP:Iteration 1F (36.700602 sec): 3 clusters Score: Raw -1603661.843333 + Penalty 966.418633 = -1602695.424699 nChanged 3632 SP:Iteration 2F (36.781886 sec): 3 clusters Score: Raw -1607737.302442 + Penalty 966.418633 = -1606770.883809 nChanged 4033 SP:Iteration 3F (36.862003 sec): 3 clusters Score: Raw -1612790.633861 + Penalty 966.418633 = -1611824.215227 nChanged 3663 SP:Iteration 4F (36.941917 sec): 3 clusters Score: Raw -1616933.289616 + Penalty 966.418633 = -1615966.870983 nChanged 2935 SP:Iteration 5F (37.016059 sec): 3 clusters Score: Raw -1619420.245639 + Penalty 966.418633 = -1618453.827006 nChanged 2218 SP:Iteration 6F (37.094230 sec): 3 clusters Score: Raw -1620719.924775 + Penalty 966.418633 = -1619753.506142 nChanged 1579 SP:Iteration 7Q (37.179360 sec): 3 clusters Score: Raw -1621459.786053 + Penalty 966.418633 = -1620493.367420 nChanged 1178 SP:Iteration 8Q (37.252359 sec): 3 clusters Score: Raw -1621966.180261 + Penalty 966.418633 = -1620999.761628 nChanged 1053 SP:Iteration 9Q (37.336509 sec): 3 clusters Score: Raw -1622431.651702 + Penalty 966.418633 = -1621465.233069 nChanged 1009 SP:Iteration 10Q (37.420458 sec): 3 clusters Score: Raw -1622910.482180 + Penalty 966.418633 = -1621944.063546 nChanged 1052 SP:Iteration 11Q (37.501311 sec): 3 clusters Score: Raw -1623452.882813 + Penalty 966.418633 = -1622486.464180 nChanged 1082 SP:Iteration 12Q (37.568967 sec): 3 clusters Score: Raw -1624046.519862 + Penalty 966.418633 = -1623080.101228 nChanged 1138 SP:Iteration 13Q (37.658033 sec): 3 clusters Score: Raw -1624707.947479 + Penalty 966.418633 = -1623741.528845 nChanged 1124 SP:Iteration 14Q (37.737451 sec): 3 clusters Score: Raw -1625425.202243 + Penalty 966.418633 = -1624458.783610 nChanged 1074 SP:Iteration 15Q (37.816921 sec): 3 clusters Score: Raw -1626193.654266 + Penalty 966.418633 = -1625227.235633 nChanged 1038 SP:Iteration 16Q (37.887123 sec): 3 clusters Score: Raw -1627100.120573 + Penalty 966.418633 = -1626133.701940 nChanged 939 SP:Iteration 17Q (37.975110 sec): 3 clusters Score: Raw -1628045.755929 + Penalty 966.418633 = -1627079.337296 nChanged 816 SP:Iteration 18Q (38.057737 sec): 3 clusters Score: Raw -1629025.390284 + Penalty 966.418633 = -1628058.971651 nChanged 651 SP:Iteration 19Q (38.136055 sec): 3 clusters Score: Raw -1629695.183613 + Penalty 966.418633 = -1628728.764980 nChanged 463 SP:Iteration 20F (38.218256 sec): 3 clusters Score: Raw -1630032.192684 + Penalty 966.418633 = -1629065.774051 nChanged 289 SP:Iteration 21Q (38.290656 sec): 3 clusters Score: Raw -1630156.702497 + Penalty 966.418633 = -1629190.283864 nChanged 178 SP:Iteration 22Q (38.378398 sec): 3 clusters Score: Raw -1630199.026317 + Penalty 966.418633 = -1629232.607684 nChanged 94 SP:Iteration 23Q (38.454582 sec): 3 clusters Score: Raw -1630211.285410 + Penalty 966.418633 = -1629244.866777 nChanged 42 SP:Iteration 24Q (38.532693 sec): 3 clusters Score: Raw -1630213.885903 + Penalty 966.418633 = -1629247.467270 nChanged 27 SP:Iteration 25Q (38.613088 sec): 3 clusters Score: Raw -1630215.009365 + Penalty 966.418633 = -1629248.590732 nChanged 14 SP:Iteration 26Q (38.697025 sec): 3 clusters Score: Raw -1630215.454009 + Penalty 966.418633 = -1629249.035375 nChanged 8 SP:Iteration 27Q (38.780673 sec): 3 clusters Score: Raw -1630215.631639 + Penalty 966.418633 = -1629249.213005 nChanged 2 SP:Iteration 28Q (38.863766 sec): 3 clusters Score: Raw -1630215.668244 + Penalty 966.418633 = -1629249.249611 nChanged 0 SP:Iteration 29F (38.945796 sec): 3 clusters Score: Raw -1630215.668244 + Penalty 966.418633 = -1629249.249611 nChanged 0 Score: Raw -6237144.251209 + Penalty 11503.847984 = -6225640.403225 Splitting cluster 5 changes total score from -6212490.120698 to -6225640.403225 So it's getting split into cluster 21. Trying to split cluster 6 (3555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.532217 sec): 2 clusters Score: Raw -144104.106933 + Penalty 372.013021 = -143732.093912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.581102 sec): 3 clusters Score: Raw -142074.656522 + Penalty 744.026041 = -141330.630481 nChanged 1576 SP:Iteration 1F (40.617651 sec): 3 clusters Score: Raw -143230.203482 + Penalty 744.026041 = -142486.177441 nChanged 354 SP:Iteration 2F (40.661136 sec): 3 clusters Score: Raw -143509.909201 + Penalty 744.026041 = -142765.883160 nChanged 279 SP:Iteration 3F (40.709338 sec): 3 clusters Score: Raw -143709.450799 + Penalty 744.026041 = -142965.424757 nChanged 217 SP:Iteration 4F (40.755708 sec): 3 clusters Score: Raw -143841.228809 + Penalty 744.026041 = -143097.202768 nChanged 159 SP:Iteration 5Q (40.816210 sec): 3 clusters Score: Raw -143926.046286 + Penalty 744.026041 = -143182.020245 nChanged 110 SP:Iteration 6Q (40.861673 sec): 3 clusters Score: Raw -143971.326184 + Penalty 744.026041 = -143227.300143 nChanged 82 SP:Iteration 7Q (40.897279 sec): 3 clusters Score: Raw -144000.679773 + Penalty 744.026041 = -143256.653732 nChanged 60 SP:Iteration 8Q (40.953014 sec): 3 clusters Score: Raw -144017.181604 + Penalty 744.026041 = -143273.155563 nChanged 41 SP:Iteration 9Q (40.997347 sec): 3 clusters Score: Raw -144026.534004 + Penalty 744.026041 = -143282.507963 nChanged 32 SP:Iteration 10Q (41.042588 sec): 3 clusters Score: Raw -144032.673313 + Penalty 744.026041 = -143288.647272 nChanged 16 SP:Iteration 11Q (41.093629 sec): 3 clusters Score: Raw -144034.690525 + Penalty 744.026041 = -143290.664484 nChanged 17 SP:Iteration 12Q (41.136253 sec): 3 clusters Score: Raw -144037.256514 + Penalty 744.026041 = -143293.230473 nChanged 8 SP:Iteration 13Q (41.180229 sec): 3 clusters Score: Raw -144038.330876 + Penalty 744.026041 = -143294.304835 nChanged 9 SP:Iteration 14Q (41.226171 sec): 3 clusters Score: Raw -144039.020785 + Penalty 744.026041 = -143294.994744 nChanged 4 SP:Iteration 15Q (41.260526 sec): 3 clusters Score: Raw -144039.298562 + Penalty 744.026041 = -143295.272520 nChanged 3 SP:Iteration 16Q (41.316884 sec): 3 clusters Score: Raw -144039.628865 + Penalty 744.026041 = -143295.602824 nChanged 5 SP:Iteration 17Q (41.361535 sec): 3 clusters Score: Raw -144040.099386 + Penalty 744.026041 = -143296.073345 nChanged 6 SP:Iteration 18Q (41.406457 sec): 3 clusters Score: Raw -144040.420264 + Penalty 744.026041 = -143296.394223 nChanged 5 SP:Iteration 19Q (41.460861 sec): 3 clusters Score: Raw -144040.764719 + Penalty 744.026041 = -143296.738678 nChanged 5 SP:Iteration 20F (41.507431 sec): 3 clusters Score: Raw -144041.168098 + Penalty 744.026041 = -143297.142057 nChanged 1 SP:Iteration 21Q (41.543558 sec): 3 clusters Score: Raw -144041.333098 + Penalty 744.026041 = -143297.307057 nChanged 1 SP:Iteration 22Q (41.600944 sec): 3 clusters Score: Raw -144041.400038 + Penalty 744.026041 = -143297.373997 nChanged 2 SP:Iteration 23Q (41.644487 sec): 3 clusters Score: Raw -144041.528492 + Penalty 744.026041 = -143297.502451 nChanged 2 SP:Iteration 24Q (41.695348 sec): 3 clusters Score: Raw -144041.585595 + Penalty 744.026041 = -143297.559554 nChanged 1 SP:Iteration 25Q (41.742611 sec): 3 clusters Score: Raw -144041.656350 + Penalty 744.026041 = -143297.630309 nChanged 1 SP:Iteration 26Q (41.789554 sec): 3 clusters Score: Raw -144041.699968 + Penalty 744.026041 = -143297.673927 nChanged 0 SP:Iteration 27F (41.836706 sec): 3 clusters Score: Raw -144041.699968 + Penalty 744.026041 = -143297.673927 nChanged 0 Trying to split cluster 7 (18618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.874803 sec): 2 clusters Score: Raw -750315.331691 + Penalty 447.350728 = -749867.980963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.935299 sec): 3 clusters Score: Raw -738382.292522 + Penalty 894.701456 = -737487.591066 nChanged 8813 SP:Iteration 1F (41.983070 sec): 3 clusters Score: Raw -743933.959783 + Penalty 894.701456 = -743039.258327 nChanged 1482 SP:Iteration 2F (42.054024 sec): 3 clusters Score: Raw -745060.970871 + Penalty 894.701456 = -744166.269415 nChanged 1727 SP:Iteration 3F (42.105334 sec): 3 clusters Score: Raw -746704.530403 + Penalty 894.701456 = -745809.828947 nChanged 1590 SP:Iteration 4F (42.179598 sec): 3 clusters Score: Raw -748342.915911 + Penalty 894.701456 = -747448.214455 nChanged 1248 SP:Iteration 5F (42.234517 sec): 3 clusters Score: Raw -749593.598648 + Penalty 894.701456 = -748698.897191 nChanged 785 SP:Iteration 6Q (42.304556 sec): 3 clusters Score: Raw -750338.015373 + Penalty 894.701456 = -749443.313917 nChanged 467 SP:Iteration 7Q (42.367456 sec): 3 clusters Score: Raw -750794.670173 + Penalty 894.701456 = -749899.968717 nChanged 322 SP:Iteration 8Q (42.429042 sec): 3 clusters Score: Raw -751076.719497 + Penalty 894.701456 = -750182.018041 nChanged 219 SP:Iteration 9Q (42.491513 sec): 3 clusters Score: Raw -751223.822078 + Penalty 894.701456 = -750329.120622 nChanged 154 SP:Iteration 10Q (42.550746 sec): 3 clusters Score: Raw -751316.549786 + Penalty 894.701456 = -750421.848330 nChanged 127 SP:Iteration 11Q (42.615224 sec): 3 clusters Score: Raw -751375.050567 + Penalty 894.701456 = -750480.349111 nChanged 105 SP:Iteration 12Q (42.666330 sec): 3 clusters Score: Raw -751413.382031 + Penalty 894.701456 = -750518.680575 nChanged 82 SP:Iteration 13Q (42.740456 sec): 3 clusters Score: Raw -751439.503408 + Penalty 894.701456 = -750544.801952 nChanged 60 SP:Iteration 14Q (42.802328 sec): 3 clusters Score: Raw -751450.906484 + Penalty 894.701456 = -750556.205028 nChanged 44 SP:Iteration 15Q (42.852397 sec): 3 clusters Score: Raw -751456.898777 + Penalty 894.701456 = -750562.197320 nChanged 22 SP:Iteration 16Q (42.931392 sec): 3 clusters Score: Raw -751458.998303 + Penalty 894.701456 = -750564.296846 nChanged 16 SP:Iteration 17Q (42.994442 sec): 3 clusters Score: Raw -751459.924361 + Penalty 894.701456 = -750565.222904 nChanged 8 SP:Iteration 18Q (43.061426 sec): 3 clusters Score: Raw -751460.374200 + Penalty 894.701456 = -750565.672744 nChanged 8 SP:Iteration 19Q (43.130694 sec): 3 clusters Score: Raw -751461.008264 + Penalty 894.701456 = -750566.306808 nChanged 13 SP:Iteration 20F (43.189372 sec): 3 clusters Score: Raw -751462.101910 + Penalty 894.701456 = -750567.400454 nChanged 11 SP:Iteration 21Q (43.254322 sec): 3 clusters Score: Raw -751462.919170 + Penalty 894.701456 = -750568.217714 nChanged 10 SP:Iteration 22Q (43.309951 sec): 3 clusters Score: Raw -751463.329596 + Penalty 894.701456 = -750568.628140 nChanged 9 SP:Iteration 23Q (43.384438 sec): 3 clusters Score: Raw -751463.751435 + Penalty 894.701456 = -750569.049979 nChanged 9 SP:Iteration 24Q (43.433065 sec): 3 clusters Score: Raw -751464.364443 + Penalty 894.701456 = -750569.662986 nChanged 6 SP:Iteration 25Q (43.508129 sec): 3 clusters Score: Raw -751464.709232 + Penalty 894.701456 = -750570.007775 nChanged 7 SP:Iteration 26Q (43.572443 sec): 3 clusters Score: Raw -751465.277403 + Penalty 894.701456 = -750570.575947 nChanged 6 SP:Iteration 27Q (43.635090 sec): 3 clusters Score: Raw -751465.569397 + Penalty 894.701456 = -750570.867940 nChanged 3 SP:Iteration 28Q (43.699858 sec): 3 clusters Score: Raw -751465.640749 + Penalty 894.701456 = -750570.939292 nChanged 1 SP:Iteration 29Q (43.758919 sec): 3 clusters Score: Raw -751465.666071 + Penalty 894.701456 = -750570.964615 nChanged 1 SP:Iteration 30Q (43.825108 sec): 3 clusters Score: Raw -751465.705885 + Penalty 894.701456 = -750571.004429 nChanged 3 SP:Iteration 31Q (43.888788 sec): 3 clusters Score: Raw -751465.902296 + Penalty 894.701456 = -750571.200839 nChanged 3 SP:Iteration 32Q (43.957470 sec): 3 clusters Score: Raw -751466.012021 + Penalty 894.701456 = -750571.310565 nChanged 5 SP:Iteration 33Q (44.024190 sec): 3 clusters Score: Raw -751466.188428 + Penalty 894.701456 = -750571.486972 nChanged 4 SP:Iteration 34Q (44.075844 sec): 3 clusters Score: Raw -751466.283318 + Penalty 894.701456 = -750571.581862 nChanged 2 SP:Iteration 35Q (44.147595 sec): 3 clusters Score: Raw -751466.337389 + Penalty 894.701456 = -750571.635932 nChanged 2 SP:Iteration 36Q (44.211476 sec): 3 clusters Score: Raw -751466.393640 + Penalty 894.701456 = -750571.692184 nChanged 2 SP:Iteration 37Q (44.273428 sec): 3 clusters Score: Raw -751466.436014 + Penalty 894.701456 = -750571.734558 nChanged 1 SP:Iteration 38Q (44.338241 sec): 3 clusters Score: Raw -751466.514050 + Penalty 894.701456 = -750571.812594 nChanged 3 SP:Iteration 39Q (44.404151 sec): 3 clusters Score: Raw -751466.663577 + Penalty 894.701456 = -750571.962121 nChanged 1 SP:Iteration 40F (44.466235 sec): 3 clusters Score: Raw -751466.692483 + Penalty 894.701456 = -750571.991027 nChanged 2 SP:Iteration 41Q (44.529355 sec): 3 clusters Score: Raw -751466.878308 + Penalty 894.701456 = -750572.176852 nChanged 1 SP:Iteration 42Q (44.575715 sec): 3 clusters Score: Raw -751466.915067 + Penalty 894.701456 = -750572.213611 nChanged 0 SP:Iteration 43F (44.642076 sec): 3 clusters Score: Raw -751466.915067 + Penalty 894.701456 = -750572.213611 nChanged 0 Score: Raw -6238295.834585 + Penalty 12051.650269 = -6226244.184316 Splitting cluster 7 changes total score from -6212490.120698 to -6226244.184316 So it's getting split into cluster 22. Trying to split cluster 8 (6270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.255180 sec): 2 clusters Score: Raw -239345.976594 + Penalty 397.830689 = -238948.145905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.307894 sec): 3 clusters Score: Raw -235542.737044 + Penalty 795.661379 = -234747.075666 nChanged 2866 SP:Iteration 1F (46.356399 sec): 3 clusters Score: Raw -238149.530789 + Penalty 795.661379 = -237353.869410 nChanged 760 SP:Iteration 2F (46.411336 sec): 3 clusters Score: Raw -239654.828419 + Penalty 795.661379 = -238859.167040 nChanged 676 SP:Iteration 3F (46.456813 sec): 3 clusters Score: Raw -240712.211998 + Penalty 795.661379 = -239916.550619 nChanged 416 SP:Iteration 4F (46.518422 sec): 3 clusters Score: Raw -241160.513725 + Penalty 795.661379 = -240364.852346 nChanged 266 SP:Iteration 5Q (46.562179 sec): 3 clusters Score: Raw -241445.265411 + Penalty 795.661379 = -240649.604032 nChanged 260 SP:Iteration 6Q (46.604444 sec): 3 clusters Score: Raw -241763.844970 + Penalty 795.661379 = -240968.183592 nChanged 215 SP:Iteration 7Q (46.653098 sec): 3 clusters Score: Raw -242093.933435 + Penalty 795.661379 = -241298.272057 nChanged 186 SP:Iteration 8Q (46.683801 sec): 3 clusters Score: Raw -242394.287112 + Penalty 795.661379 = -241598.625733 nChanged 138 SP:Iteration 9Q (46.725453 sec): 3 clusters Score: Raw -242606.622138 + Penalty 795.661379 = -241810.960760 nChanged 97 SP:Iteration 10Q (46.756639 sec): 3 clusters Score: Raw -242716.008563 + Penalty 795.661379 = -241920.347184 nChanged 65 SP:Iteration 11Q (46.815558 sec): 3 clusters Score: Raw -242784.303788 + Penalty 795.661379 = -241988.642409 nChanged 38 SP:Iteration 12Q (46.857637 sec): 3 clusters Score: Raw -242832.229278 + Penalty 795.661379 = -242036.567899 nChanged 27 SP:Iteration 13Q (46.913814 sec): 3 clusters Score: Raw -242854.035583 + Penalty 795.661379 = -242058.374204 nChanged 23 SP:Iteration 14Q (46.961787 sec): 3 clusters Score: Raw -242862.931902 + Penalty 795.661379 = -242067.270524 nChanged 13 SP:Iteration 15Q (47.015445 sec): 3 clusters Score: Raw -242866.262486 + Penalty 795.661379 = -242070.601107 nChanged 9 SP:Iteration 16Q (47.070307 sec): 3 clusters Score: Raw -242867.720641 + Penalty 795.661379 = -242072.059262 nChanged 10 SP:Iteration 17Q (47.120114 sec): 3 clusters Score: Raw -242869.593425 + Penalty 795.661379 = -242073.932046 nChanged 11 SP:Iteration 18Q (47.177372 sec): 3 clusters Score: Raw -242872.760070 + Penalty 795.661379 = -242077.098691 nChanged 8 SP:Iteration 19Q (47.220657 sec): 3 clusters Score: Raw -242874.789463 + Penalty 795.661379 = -242079.128085 nChanged 5 SP:Iteration 20F (47.278022 sec): 3 clusters Score: Raw -242876.245343 + Penalty 795.661379 = -242080.583965 nChanged 7 SP:Iteration 21Q (47.334100 sec): 3 clusters Score: Raw -242877.404937 + Penalty 795.661379 = -242081.743558 nChanged 4 SP:Iteration 22Q (47.377906 sec): 3 clusters Score: Raw -242878.053192 + Penalty 795.661379 = -242082.391813 nChanged 5 SP:Iteration 23Q (47.430741 sec): 3 clusters Score: Raw -242879.139391 + Penalty 795.661379 = -242083.478012 nChanged 3 SP:Iteration 24Q (47.495723 sec): 3 clusters Score: Raw -242879.557221 + Penalty 795.661379 = -242083.895843 nChanged 4 SP:Iteration 25Q (47.535370 sec): 3 clusters Score: Raw -242879.830982 + Penalty 795.661379 = -242084.169603 nChanged 0 SP:Iteration 26F (47.595865 sec): 3 clusters Score: Raw -242879.830982 + Penalty 795.661379 = -242084.169603 nChanged 0 Score: Raw -6241829.688973 + Penalty 12599.452554 = -6229230.236419 Splitting cluster 8 changes total score from -6212490.120698 to -6229230.236419 So it's getting split into cluster 23. Trying to split cluster 9 (4270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.272657 sec): 2 clusters Score: Raw -169626.603696 + Penalty 380.351294 = -169246.252402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.314005 sec): 3 clusters Score: Raw -167116.369948 + Penalty 760.702589 = -166355.667360 nChanged 1869 SP:Iteration 1F (49.366301 sec): 3 clusters Score: Raw -168212.224519 + Penalty 760.702589 = -167451.521930 nChanged 365 SP:Iteration 2F (49.408979 sec): 3 clusters Score: Raw -168599.568073 + Penalty 760.702589 = -167838.865484 nChanged 468 SP:Iteration 3F (49.454867 sec): 3 clusters Score: Raw -169502.026777 + Penalty 760.702589 = -168741.324188 nChanged 576 SP:Iteration 4F (49.510828 sec): 3 clusters Score: Raw -171222.720653 + Penalty 760.702589 = -170462.018064 nChanged 455 SP:Iteration 5F (49.553162 sec): 3 clusters Score: Raw -172829.221425 + Penalty 760.702589 = -172068.518836 nChanged 258 SP:Iteration 6F (49.611607 sec): 3 clusters Score: Raw -173790.982276 + Penalty 760.702589 = -173030.279687 nChanged 79 SP:Iteration 7Q (49.650776 sec): 3 clusters Score: Raw -173904.908057 + Penalty 760.702589 = -173144.205469 nChanged 24 SP:Iteration 8Q (49.697838 sec): 3 clusters Score: Raw -173917.995588 + Penalty 760.702589 = -173157.292999 nChanged 9 SP:Iteration 9Q (49.750143 sec): 3 clusters Score: Raw -173921.160187 + Penalty 760.702589 = -173160.457599 nChanged 3 SP:Iteration 10Q (49.794660 sec): 3 clusters Score: Raw -173921.595227 + Penalty 760.702589 = -173160.892639 nChanged 0 SP:Iteration 11F (49.840823 sec): 3 clusters Score: Raw -173921.595227 + Penalty 760.702589 = -173160.892639 nChanged 0 Score: Raw -6246124.680504 + Penalty 13147.254839 = -6232977.425665 Splitting cluster 9 changes total score from -6212490.120698 to -6232977.425665 So it's getting split into cluster 24. Trying to split cluster 10 (33520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.637749 sec): 2 clusters Score: Raw -1351871.613477 + Penalty 474.105339 = -1351397.508138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.716482 sec): 3 clusters Score: Raw -1329846.502133 + Penalty 948.210677 = -1328898.291455 nChanged 16221 SP:Iteration 1F (51.786131 sec): 3 clusters Score: Raw -1340587.631954 + Penalty 948.210677 = -1339639.421277 nChanged 2369 SP:Iteration 2F (51.865332 sec): 3 clusters Score: Raw -1342158.591890 + Penalty 948.210677 = -1341210.381212 nChanged 2405 SP:Iteration 3F (51.942819 sec): 3 clusters Score: Raw -1343963.612971 + Penalty 948.210677 = -1343015.402293 nChanged 2288 SP:Iteration 4F (52.006622 sec): 3 clusters Score: Raw -1345806.391825 + Penalty 948.210677 = -1344858.181147 nChanged 1886 SP:Iteration 5F (52.088371 sec): 3 clusters Score: Raw -1347285.575464 + Penalty 948.210677 = -1346337.364787 nChanged 1390 SP:Iteration 6Q (52.155495 sec): 3 clusters Score: Raw -1348160.681387 + Penalty 948.210677 = -1347212.470710 nChanged 925 SP:Iteration 7Q (52.240614 sec): 3 clusters Score: Raw -1348594.967662 + Penalty 948.210677 = -1347646.756984 nChanged 744 SP:Iteration 8Q (52.308766 sec): 3 clusters Score: Raw -1348927.034911 + Penalty 948.210677 = -1347978.824233 nChanged 706 SP:Iteration 9Q (52.376891 sec): 3 clusters Score: Raw -1349237.087435 + Penalty 948.210677 = -1348288.876758 nChanged 632 SP:Iteration 10Q (52.439144 sec): 3 clusters Score: Raw -1349517.633787 + Penalty 948.210677 = -1348569.423109 nChanged 654 SP:Iteration 11Q (52.520087 sec): 3 clusters Score: Raw -1349844.762524 + Penalty 948.210677 = -1348896.551846 nChanged 629 SP:Iteration 12Q (52.596409 sec): 3 clusters Score: Raw -1350181.952377 + Penalty 948.210677 = -1349233.741699 nChanged 609 SP:Iteration 13Q (52.672334 sec): 3 clusters Score: Raw -1350517.642506 + Penalty 948.210677 = -1349569.431828 nChanged 522 SP:Iteration 14Q (52.746698 sec): 3 clusters Score: Raw -1350807.172863 + Penalty 948.210677 = -1349858.962186 nChanged 478 SP:Iteration 15Q (52.822094 sec): 3 clusters Score: Raw -1351072.364669 + Penalty 948.210677 = -1350124.153991 nChanged 398 SP:Iteration 16Q (52.897511 sec): 3 clusters Score: Raw -1351294.063328 + Penalty 948.210677 = -1350345.852651 nChanged 315 SP:Iteration 17Q (52.972279 sec): 3 clusters Score: Raw -1351469.888321 + Penalty 948.210677 = -1350521.677643 nChanged 271 SP:Iteration 18Q (53.046380 sec): 3 clusters Score: Raw -1351603.077993 + Penalty 948.210677 = -1350654.867315 nChanged 200 SP:Iteration 19Q (53.116796 sec): 3 clusters Score: Raw -1351694.905050 + Penalty 948.210677 = -1350746.694372 nChanged 174 SP:Iteration 20F (53.193051 sec): 3 clusters Score: Raw -1351777.999006 + Penalty 948.210677 = -1350829.788328 nChanged 147 SP:Iteration 21Q (53.262985 sec): 3 clusters Score: Raw -1351847.147680 + Penalty 948.210677 = -1350898.937002 nChanged 79 SP:Iteration 22Q (53.338783 sec): 3 clusters Score: Raw -1351878.825749 + Penalty 948.210677 = -1350930.615072 nChanged 59 SP:Iteration 23Q (53.408797 sec): 3 clusters Score: Raw -1351898.679091 + Penalty 948.210677 = -1350950.468414 nChanged 54 SP:Iteration 24Q (53.482892 sec): 3 clusters Score: Raw -1351916.874391 + Penalty 948.210677 = -1350968.663713 nChanged 42 SP:Iteration 25Q (53.559778 sec): 3 clusters Score: Raw -1351931.679592 + Penalty 948.210677 = -1350983.468915 nChanged 44 SP:Iteration 26Q (53.637598 sec): 3 clusters Score: Raw -1351952.037424 + Penalty 948.210677 = -1351003.826747 nChanged 46 SP:Iteration 27Q (53.711640 sec): 3 clusters Score: Raw -1351973.355250 + Penalty 948.210677 = -1351025.144573 nChanged 32 SP:Iteration 28Q (53.767686 sec): 3 clusters Score: Raw -1351985.540009 + Penalty 948.210677 = -1351037.329331 nChanged 29 SP:Iteration 29Q (53.847515 sec): 3 clusters Score: Raw -1351996.803129 + Penalty 948.210677 = -1351048.592451 nChanged 31 SP:Iteration 30Q (53.920579 sec): 3 clusters Score: Raw -1352013.321581 + Penalty 948.210677 = -1351065.110904 nChanged 18 SP:Iteration 31Q (53.996821 sec): 3 clusters Score: Raw -1352021.498213 + Penalty 948.210677 = -1351073.287536 nChanged 14 SP:Iteration 32Q (54.070882 sec): 3 clusters Score: Raw -1352025.972786 + Penalty 948.210677 = -1351077.762108 nChanged 14 SP:Iteration 33Q (54.145398 sec): 3 clusters Score: Raw -1352033.678588 + Penalty 948.210677 = -1351085.467911 nChanged 13 SP:Iteration 34Q (54.218038 sec): 3 clusters Score: Raw -1352039.188675 + Penalty 948.210677 = -1351090.977997 nChanged 11 SP:Iteration 35Q (54.291617 sec): 3 clusters Score: Raw -1352042.268987 + Penalty 948.210677 = -1351094.058310 nChanged 7 SP:Iteration 36Q (54.367842 sec): 3 clusters Score: Raw -1352044.155511 + Penalty 948.210677 = -1351095.944834 nChanged 2 SP:Iteration 37Q (54.442856 sec): 3 clusters Score: Raw -1352044.617670 + Penalty 948.210677 = -1351096.406992 nChanged 3 SP:Iteration 38Q (54.518295 sec): 3 clusters Score: Raw -1352044.898342 + Penalty 948.210677 = -1351096.687664 nChanged 1 SP:Iteration 39Q (54.590821 sec): 3 clusters Score: Raw -1352045.009618 + Penalty 948.210677 = -1351096.798940 nChanged 2 SP:Iteration 40F (54.660546 sec): 3 clusters Score: Raw -1352045.289290 + Penalty 948.210677 = -1351097.078613 nChanged 1 SP:Iteration 41Q (54.737294 sec): 3 clusters Score: Raw -1352045.712097 + Penalty 948.210677 = -1351097.501419 nChanged 2 SP:Iteration 42Q (54.820750 sec): 3 clusters Score: Raw -1352046.068568 + Penalty 948.210677 = -1351097.857891 nChanged 4 SP:Iteration 43Q (54.896034 sec): 3 clusters Score: Raw -1352046.798747 + Penalty 948.210677 = -1351098.588070 nChanged 3 SP:Iteration 44Q (54.971953 sec): 3 clusters Score: Raw -1352047.544641 + Penalty 948.210677 = -1351099.333963 nChanged 4 SP:Iteration 45Q (55.048103 sec): 3 clusters Score: Raw -1352048.478908 + Penalty 948.210677 = -1351100.268230 nChanged 6 SP:Iteration 46Q (55.123942 sec): 3 clusters Score: Raw -1352050.860531 + Penalty 948.210677 = -1351102.649853 nChanged 4 SP:Iteration 47Q (55.200127 sec): 3 clusters Score: Raw -1352051.784905 + Penalty 948.210677 = -1351103.574228 nChanged 3 SP:Iteration 48Q (55.276030 sec): 3 clusters Score: Raw -1352052.080077 + Penalty 948.210677 = -1351103.869399 nChanged 0 SP:Iteration 49F (55.355517 sec): 3 clusters Score: Raw -1352052.080077 + Penalty 948.210677 = -1351103.869399 nChanged 0 Trying to split cluster 11 (7236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.389541 sec): 2 clusters Score: Raw -276034.819430 + Penalty 404.350485 = -275630.468945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.447414 sec): 3 clusters Score: Raw -271696.767612 + Penalty 808.700970 = -270888.066642 nChanged 3296 SP:Iteration 1F (55.501966 sec): 3 clusters Score: Raw -274134.945709 + Penalty 808.700970 = -273326.244739 nChanged 691 SP:Iteration 2F (55.545884 sec): 3 clusters Score: Raw -274691.790065 + Penalty 808.700970 = -273883.089095 nChanged 577 SP:Iteration 3F (55.607544 sec): 3 clusters Score: Raw -275118.822276 + Penalty 808.700970 = -274310.121306 nChanged 407 SP:Iteration 4F (55.655003 sec): 3 clusters Score: Raw -275384.122843 + Penalty 808.700970 = -274575.421873 nChanged 289 SP:Iteration 5Q (55.721294 sec): 3 clusters Score: Raw -275576.971170 + Penalty 808.700970 = -274768.270200 nChanged 221 SP:Iteration 6Q (55.777882 sec): 3 clusters Score: Raw -275716.225149 + Penalty 808.700970 = -274907.524179 nChanged 174 SP:Iteration 7Q (55.832612 sec): 3 clusters Score: Raw -275847.415336 + Penalty 808.700970 = -275038.714366 nChanged 170 SP:Iteration 8Q (55.878506 sec): 3 clusters Score: Raw -275985.642502 + Penalty 808.700970 = -275176.941532 nChanged 142 SP:Iteration 9Q (55.945377 sec): 3 clusters Score: Raw -276084.814449 + Penalty 808.700970 = -275276.113479 nChanged 106 SP:Iteration 10Q (55.993228 sec): 3 clusters Score: Raw -276148.629710 + Penalty 808.700970 = -275339.928740 nChanged 76 SP:Iteration 11Q (56.037932 sec): 3 clusters Score: Raw -276197.184089 + Penalty 808.700970 = -275388.483119 nChanged 77 SP:Iteration 12Q (56.092021 sec): 3 clusters Score: Raw -276245.663191 + Penalty 808.700970 = -275436.962221 nChanged 62 SP:Iteration 13Q (56.149412 sec): 3 clusters Score: Raw -276278.811613 + Penalty 808.700970 = -275470.110643 nChanged 40 SP:Iteration 14Q (56.202078 sec): 3 clusters Score: Raw -276301.233165 + Penalty 808.700970 = -275492.532195 nChanged 40 SP:Iteration 15Q (56.247299 sec): 3 clusters Score: Raw -276315.739462 + Penalty 808.700970 = -275507.038491 nChanged 32 SP:Iteration 16Q (56.293568 sec): 3 clusters Score: Raw -276327.242901 + Penalty 808.700970 = -275518.541931 nChanged 21 SP:Iteration 17Q (56.343623 sec): 3 clusters Score: Raw -276335.368897 + Penalty 808.700970 = -275526.667927 nChanged 20 SP:Iteration 18Q (56.406279 sec): 3 clusters Score: Raw -276340.605258 + Penalty 808.700970 = -275531.904288 nChanged 17 SP:Iteration 19Q (56.456018 sec): 3 clusters Score: Raw -276345.598289 + Penalty 808.700970 = -275536.897319 nChanged 20 SP:Iteration 20F (56.507336 sec): 3 clusters Score: Raw -276352.246720 + Penalty 808.700970 = -275543.545750 nChanged 18 SP:Iteration 21Q (56.557535 sec): 3 clusters Score: Raw -276358.858450 + Penalty 808.700970 = -275550.157480 nChanged 16 SP:Iteration 22Q (56.607485 sec): 3 clusters Score: Raw -276364.622141 + Penalty 808.700970 = -275555.921171 nChanged 12 SP:Iteration 23Q (56.661600 sec): 3 clusters Score: Raw -276367.443045 + Penalty 808.700970 = -275558.742075 nChanged 8 SP:Iteration 24Q (56.713322 sec): 3 clusters Score: Raw -276370.150419 + Penalty 808.700970 = -275561.449449 nChanged 9 SP:Iteration 25Q (56.763026 sec): 3 clusters Score: Raw -276374.133683 + Penalty 808.700970 = -275565.432713 nChanged 14 SP:Iteration 26Q (56.811415 sec): 3 clusters Score: Raw -276380.713397 + Penalty 808.700970 = -275572.012427 nChanged 14 SP:Iteration 27Q (56.854387 sec): 3 clusters Score: Raw -276385.212240 + Penalty 808.700970 = -275576.511270 nChanged 10 SP:Iteration 28Q (56.915950 sec): 3 clusters Score: Raw -276388.634773 + Penalty 808.700970 = -275579.933803 nChanged 9 SP:Iteration 29Q (56.969685 sec): 3 clusters Score: Raw -276390.693741 + Penalty 808.700970 = -275581.992771 nChanged 4 SP:Iteration 30Q (57.018847 sec): 3 clusters Score: Raw -276391.853257 + Penalty 808.700970 = -275583.152286 nChanged 4 SP:Iteration 31Q (57.069379 sec): 3 clusters Score: Raw -276392.420148 + Penalty 808.700970 = -275583.719178 nChanged 2 SP:Iteration 32Q (57.109703 sec): 3 clusters Score: Raw -276392.601656 + Penalty 808.700970 = -275583.900685 nChanged 2 SP:Iteration 33Q (57.172045 sec): 3 clusters Score: Raw -276393.254148 + Penalty 808.700970 = -275584.553178 nChanged 3 SP:Iteration 34Q (57.213762 sec): 3 clusters Score: Raw -276394.411129 + Penalty 808.700970 = -275585.710159 nChanged 2 SP:Iteration 35Q (57.264270 sec): 3 clusters Score: Raw -276395.329875 + Penalty 808.700970 = -275586.628905 nChanged 5 SP:Iteration 36Q (57.318600 sec): 3 clusters Score: Raw -276396.795226 + Penalty 808.700970 = -275588.094256 nChanged 6 SP:Iteration 37Q (57.366945 sec): 3 clusters Score: Raw -276400.885342 + Penalty 808.700970 = -275592.184372 nChanged 8 SP:Iteration 38Q (57.419216 sec): 3 clusters Score: Raw -276404.438622 + Penalty 808.700970 = -275595.737651 nChanged 9 SP:Iteration 39Q (57.477717 sec): 3 clusters Score: Raw -276407.391740 + Penalty 808.700970 = -275598.690770 nChanged 8 SP:Iteration 40F (57.516523 sec): 3 clusters Score: Raw -276410.653348 + Penalty 808.700970 = -275601.952378 nChanged 7 SP:Iteration 41Q (57.561354 sec): 3 clusters Score: Raw -276414.779334 + Penalty 808.700970 = -275606.078364 nChanged 5 SP:Iteration 42Q (57.602911 sec): 3 clusters Score: Raw -276417.161960 + Penalty 808.700970 = -275608.460990 nChanged 3 SP:Iteration 43Q (57.635604 sec): 3 clusters Score: Raw -276417.693742 + Penalty 808.700970 = -275608.992772 nChanged 1 SP:Iteration 44Q (57.675975 sec): 3 clusters Score: Raw -276418.041803 + Penalty 808.700970 = -275609.340833 nChanged 2 SP:Iteration 45Q (57.713684 sec): 3 clusters Score: Raw -276418.397942 + Penalty 808.700970 = -275609.696972 nChanged 2 SP:Iteration 46Q (57.771746 sec): 3 clusters Score: Raw -276418.727829 + Penalty 808.700970 = -275610.026859 nChanged 2 SP:Iteration 47Q (57.813825 sec): 3 clusters Score: Raw -276419.021088 + Penalty 808.700970 = -275610.320118 nChanged 2 SP:Iteration 48Q (57.868233 sec): 3 clusters Score: Raw -276419.371264 + Penalty 808.700970 = -275610.670294 nChanged 1 SP:Iteration 49Q (57.922532 sec): 3 clusters Score: Raw -276419.485791 + Penalty 808.700970 = -275610.784821 nChanged 1 SP:Iteration 50Q (57.973430 sec): 3 clusters Score: Raw -276419.684840 + Penalty 808.700970 = -275610.983870 nChanged 0 SP:Iteration 51F (58.023397 sec): 3 clusters Score: Raw -276419.684840 + Penalty 808.700970 = -275610.983870 nChanged 0 Trying to split cluster 12 (11008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.060152 sec): 2 clusters Score: Raw -455582.034968 + Penalty 423.440179 = -455158.594789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.106376 sec): 3 clusters Score: Raw -448569.773484 + Penalty 846.880358 = -447722.893126 nChanged 5179 SP:Iteration 1F (58.174330 sec): 3 clusters Score: Raw -451581.219555 + Penalty 846.880358 = -450734.339197 nChanged 831 SP:Iteration 2F (58.221448 sec): 3 clusters Score: Raw -452112.436473 + Penalty 846.880358 = -451265.556115 nChanged 959 SP:Iteration 3F (58.270934 sec): 3 clusters Score: Raw -452963.537087 + Penalty 846.880358 = -452116.656729 nChanged 1046 SP:Iteration 4F (58.331111 sec): 3 clusters Score: Raw -454071.040714 + Penalty 846.880358 = -453224.160356 nChanged 942 SP:Iteration 5F (58.385108 sec): 3 clusters Score: Raw -454964.379071 + Penalty 846.880358 = -454117.498713 nChanged 702 SP:Iteration 6F (58.434701 sec): 3 clusters Score: Raw -455621.100536 + Penalty 846.880358 = -454774.220178 nChanged 419 SP:Iteration 7Q (58.500376 sec): 3 clusters Score: Raw -456064.027932 + Penalty 846.880358 = -455217.147574 nChanged 254 SP:Iteration 8Q (58.550273 sec): 3 clusters Score: Raw -456313.415517 + Penalty 846.880358 = -455466.535159 nChanged 204 SP:Iteration 9Q (58.608518 sec): 3 clusters Score: Raw -456519.912951 + Penalty 846.880358 = -455673.032593 nChanged 158 SP:Iteration 10Q (58.652523 sec): 3 clusters Score: Raw -456663.823248 + Penalty 846.880358 = -455816.942890 nChanged 116 SP:Iteration 11Q (58.713008 sec): 3 clusters Score: Raw -456762.900378 + Penalty 846.880358 = -455916.020020 nChanged 103 SP:Iteration 12Q (58.770056 sec): 3 clusters Score: Raw -456870.319418 + Penalty 846.880358 = -456023.439060 nChanged 80 SP:Iteration 13Q (58.816372 sec): 3 clusters Score: Raw -456984.860048 + Penalty 846.880358 = -456137.979690 nChanged 71 SP:Iteration 14Q (58.871584 sec): 3 clusters Score: Raw -457089.312842 + Penalty 846.880358 = -456242.432484 nChanged 48 SP:Iteration 15Q (58.930956 sec): 3 clusters Score: Raw -457142.793739 + Penalty 846.880358 = -456295.913381 nChanged 33 SP:Iteration 16Q (58.985104 sec): 3 clusters Score: Raw -457158.382983 + Penalty 846.880358 = -456311.502625 nChanged 20 SP:Iteration 17Q (59.035144 sec): 3 clusters Score: Raw -457167.124397 + Penalty 846.880358 = -456320.244039 nChanged 12 SP:Iteration 18Q (59.096469 sec): 3 clusters Score: Raw -457171.359195 + Penalty 846.880358 = -456324.478837 nChanged 9 SP:Iteration 19Q (59.140490 sec): 3 clusters Score: Raw -457172.765665 + Penalty 846.880358 = -456325.885307 nChanged 2 SP:Iteration 20F (59.197273 sec): 3 clusters Score: Raw -457172.986396 + Penalty 846.880358 = -456326.106038 nChanged 2 SP:Iteration 21Q (59.259744 sec): 3 clusters Score: Raw -457173.276751 + Penalty 846.880358 = -456326.396393 nChanged 2 SP:Iteration 22Q (59.304965 sec): 3 clusters Score: Raw -457173.628666 + Penalty 846.880358 = -456326.748308 nChanged 4 SP:Iteration 23Q (59.363437 sec): 3 clusters Score: Raw -457174.719883 + Penalty 846.880358 = -456327.839525 nChanged 5 SP:Iteration 24Q (59.412081 sec): 3 clusters Score: Raw -457175.414417 + Penalty 846.880358 = -456328.534059 nChanged 1 SP:Iteration 25Q (59.467235 sec): 3 clusters Score: Raw -457175.556503 + Penalty 846.880358 = -456328.676145 nChanged 1 SP:Iteration 26Q (59.532065 sec): 3 clusters Score: Raw -457175.607812 + Penalty 846.880358 = -456328.727454 nChanged 1 SP:Iteration 27Q (59.588804 sec): 3 clusters Score: Raw -457175.644487 + Penalty 846.880358 = -456328.764129 nChanged 0 SP:Iteration 28F (59.634940 sec): 3 clusters Score: Raw -457175.644487 + Penalty 846.880358 = -456328.764129 nChanged 0 Score: Raw -6247718.290023 + Penalty 13695.057124 = -6234023.232899 Splitting cluster 12 changes total score from -6212490.120698 to -6234023.232899 So it's getting split into cluster 25. Trying to split cluster 13 (4599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.510869 sec): 2 clusters Score: Raw -191778.806764 + Penalty 383.728535 = -191395.078229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.573122 sec): 3 clusters Score: Raw -189039.749579 + Penalty 767.457069 = -188272.292509 nChanged 2046 SP:Iteration 1F (61.622325 sec): 3 clusters Score: Raw -190158.918526 + Penalty 767.457069 = -189391.461457 nChanged 271 SP:Iteration 2F (61.668283 sec): 3 clusters Score: Raw -190262.752721 + Penalty 767.457069 = -189495.295652 nChanged 233 SP:Iteration 3F (61.714844 sec): 3 clusters Score: Raw -190366.976280 + Penalty 767.457069 = -189599.519211 nChanged 213 SP:Iteration 4Q (61.771232 sec): 3 clusters Score: Raw -190483.301776 + Penalty 767.457069 = -189715.844707 nChanged 244 SP:Iteration 5F (61.815878 sec): 3 clusters Score: Raw -190629.977817 + Penalty 767.457069 = -189862.520748 nChanged 218 SP:Iteration 6Q (61.861566 sec): 3 clusters Score: Raw -190782.345101 + Penalty 767.457069 = -190014.888032 nChanged 204 SP:Iteration 7Q (61.909899 sec): 3 clusters Score: Raw -190924.817779 + Penalty 767.457069 = -190157.360710 nChanged 197 SP:Iteration 8Q (61.964771 sec): 3 clusters Score: Raw -191059.722909 + Penalty 767.457069 = -190292.265839 nChanged 155 SP:Iteration 9Q (62.011623 sec): 3 clusters Score: Raw -191140.259367 + Penalty 767.457069 = -190372.802298 nChanged 123 SP:Iteration 10Q (62.059374 sec): 3 clusters Score: Raw -191205.432510 + Penalty 767.457069 = -190437.975440 nChanged 115 SP:Iteration 11Q (62.107014 sec): 3 clusters Score: Raw -191269.130676 + Penalty 767.457069 = -190501.673607 nChanged 120 SP:Iteration 12Q (62.153850 sec): 3 clusters Score: Raw -191340.853814 + Penalty 767.457069 = -190573.396745 nChanged 111 SP:Iteration 13Q (62.192455 sec): 3 clusters Score: Raw -191411.400761 + Penalty 767.457069 = -190643.943692 nChanged 105 SP:Iteration 14Q (62.243920 sec): 3 clusters Score: Raw -191484.403232 + Penalty 767.457069 = -190716.946162 nChanged 99 SP:Iteration 15Q (62.290062 sec): 3 clusters Score: Raw -191553.902199 + Penalty 767.457069 = -190786.445130 nChanged 70 SP:Iteration 16Q (62.341435 sec): 3 clusters Score: Raw -191598.286754 + Penalty 767.457069 = -190830.829685 nChanged 51 SP:Iteration 17Q (62.385005 sec): 3 clusters Score: Raw -191627.071877 + Penalty 767.457069 = -190859.614808 nChanged 49 SP:Iteration 18Q (62.425093 sec): 3 clusters Score: Raw -191655.793537 + Penalty 767.457069 = -190888.336468 nChanged 43 SP:Iteration 19Q (62.474038 sec): 3 clusters Score: Raw -191678.810351 + Penalty 767.457069 = -190911.353282 nChanged 38 SP:Iteration 20F (62.523772 sec): 3 clusters Score: Raw -191697.878199 + Penalty 767.457069 = -190930.421129 nChanged 36 SP:Iteration 21Q (62.576217 sec): 3 clusters Score: Raw -191714.411244 + Penalty 767.457069 = -190946.954175 nChanged 27 SP:Iteration 22Q (62.621419 sec): 3 clusters Score: Raw -191726.395739 + Penalty 767.457069 = -190958.938670 nChanged 28 SP:Iteration 23Q (62.668072 sec): 3 clusters Score: Raw -191739.187903 + Penalty 767.457069 = -190971.730834 nChanged 18 SP:Iteration 24Q (62.713224 sec): 3 clusters Score: Raw -191744.991824 + Penalty 767.457069 = -190977.534755 nChanged 20 SP:Iteration 25Q (62.764584 sec): 3 clusters Score: Raw -191751.230216 + Penalty 767.457069 = -190983.773147 nChanged 19 SP:Iteration 26Q (62.810358 sec): 3 clusters Score: Raw -191758.140131 + Penalty 767.457069 = -190990.683062 nChanged 15 SP:Iteration 27Q (62.851228 sec): 3 clusters Score: Raw -191764.173516 + Penalty 767.457069 = -190996.716447 nChanged 14 SP:Iteration 28Q (62.905027 sec): 3 clusters Score: Raw -191769.178034 + Penalty 767.457069 = -191001.720964 nChanged 11 SP:Iteration 29Q (62.956884 sec): 3 clusters Score: Raw -191773.568126 + Penalty 767.457069 = -191006.111056 nChanged 11 SP:Iteration 30Q (63.003178 sec): 3 clusters Score: Raw -191778.561792 + Penalty 767.457069 = -191011.104723 nChanged 8 SP:Iteration 31Q (63.049427 sec): 3 clusters Score: Raw -191783.272266 + Penalty 767.457069 = -191015.815197 nChanged 7 SP:Iteration 32Q (63.096130 sec): 3 clusters Score: Raw -191786.983638 + Penalty 767.457069 = -191019.526569 nChanged 7 SP:Iteration 33Q (63.143570 sec): 3 clusters Score: Raw -191790.073590 + Penalty 767.457069 = -191022.616521 nChanged 10 SP:Iteration 34Q (63.187536 sec): 3 clusters Score: Raw -191793.874548 + Penalty 767.457069 = -191026.417479 nChanged 10 SP:Iteration 35Q (63.227937 sec): 3 clusters Score: Raw -191800.446426 + Penalty 767.457069 = -191032.989357 nChanged 6 SP:Iteration 36Q (63.279387 sec): 3 clusters Score: Raw -191803.073798 + Penalty 767.457069 = -191035.616729 nChanged 0 SP:Iteration 37F (63.340264 sec): 3 clusters Score: Raw -191803.073798 + Penalty 767.457069 = -191035.616729 nChanged 0 Trying to split cluster 14 (906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.362026 sec): 2 clusters Score: Raw -32403.557778 + Penalty 309.811288 = -32093.746490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.403007 sec): 3 clusters Score: Raw -31988.315955 + Penalty 619.622577 = -31368.693378 nChanged 336 SP:Iteration 1F (63.452442 sec): 3 clusters Score: Raw -32247.601282 + Penalty 619.622577 = -31627.978705 nChanged 74 SP:Iteration 2F (63.501994 sec): 3 clusters Score: Raw -32330.365418 + Penalty 619.622577 = -31710.742841 nChanged 63 SP:Iteration 3F (63.537208 sec): 3 clusters Score: Raw -32405.130155 + Penalty 619.622577 = -31785.507578 nChanged 47 SP:Iteration 4F (63.593417 sec): 3 clusters Score: Raw -32471.105888 + Penalty 619.622577 = -31851.483311 nChanged 38 SP:Iteration 5Q (63.635936 sec): 3 clusters Score: Raw -32506.194125 + Penalty 619.622577 = -31886.571549 nChanged 47 SP:Iteration 6F (63.685785 sec): 3 clusters Score: Raw -32560.944418 + Penalty 619.622577 = -31941.321841 nChanged 39 SP:Iteration 7Q (63.723705 sec): 3 clusters Score: Raw -32605.861148 + Penalty 619.622577 = -31986.238571 nChanged 33 SP:Iteration 8Q (63.774089 sec): 3 clusters Score: Raw -32638.002571 + Penalty 619.622577 = -32018.379994 nChanged 21 SP:Iteration 9Q (63.820785 sec): 3 clusters Score: Raw -32656.628610 + Penalty 619.622577 = -32037.006033 nChanged 9 SP:Iteration 10Q (63.865627 sec): 3 clusters Score: Raw -32664.799604 + Penalty 619.622577 = -32045.177027 nChanged 10 SP:Iteration 11Q (63.908749 sec): 3 clusters Score: Raw -32672.153405 + Penalty 619.622577 = -32052.530829 nChanged 6 SP:Iteration 12Q (63.956999 sec): 3 clusters Score: Raw -32675.351243 + Penalty 619.622577 = -32055.728666 nChanged 3 SP:Iteration 13Q (64.005261 sec): 3 clusters Score: Raw -32676.580087 + Penalty 619.622577 = -32056.957510 nChanged 0 SP:Iteration 14F (64.058076 sec): 3 clusters Score: Raw -32676.580087 + Penalty 619.622577 = -32056.957510 nChanged 0 Trying to split cluster 15 (2638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.074949 sec): 2 clusters Score: Raw -98515.184540 + Penalty 358.438823 = -98156.745717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.126928 sec): 3 clusters Score: Raw -97013.372106 + Penalty 716.877646 = -96296.494459 nChanged 1143 SP:Iteration 1F (64.173893 sec): 3 clusters Score: Raw -97838.868378 + Penalty 716.877646 = -97121.990732 nChanged 256 SP:Iteration 2F (64.222567 sec): 3 clusters Score: Raw -98144.697742 + Penalty 716.877646 = -97427.820096 nChanged 244 SP:Iteration 3F (64.273006 sec): 3 clusters Score: Raw -98465.012995 + Penalty 716.877646 = -97748.135349 nChanged 252 SP:Iteration 4F (64.321760 sec): 3 clusters Score: Raw -98889.535844 + Penalty 716.877646 = -98172.658198 nChanged 257 SP:Iteration 5F (64.370230 sec): 3 clusters Score: Raw -99583.401174 + Penalty 716.877646 = -98866.523527 nChanged 170 SP:Iteration 6F (64.423825 sec): 3 clusters Score: Raw -100229.803820 + Penalty 716.877646 = -99512.926174 nChanged 50 SP:Iteration 7Q (64.476115 sec): 3 clusters Score: Raw -100473.007771 + Penalty 716.877646 = -99756.130125 nChanged 21 SP:Iteration 8Q (64.526508 sec): 3 clusters Score: Raw -100649.799361 + Penalty 716.877646 = -99932.921715 nChanged 14 SP:Iteration 9Q (64.576608 sec): 3 clusters Score: Raw -100672.803138 + Penalty 716.877646 = -99955.925491 nChanged 12 SP:Iteration 10Q (64.626725 sec): 3 clusters Score: Raw -100689.468626 + Penalty 716.877646 = -99972.590979 nChanged 7 SP:Iteration 11Q (64.681167 sec): 3 clusters Score: Raw -100694.334821 + Penalty 716.877646 = -99977.457175 nChanged 3 SP:Iteration 12Q (64.726225 sec): 3 clusters Score: Raw -100696.449491 + Penalty 716.877646 = -99979.571845 nChanged 2 SP:Iteration 13Q (64.766980 sec): 3 clusters Score: Raw -100697.073657 + Penalty 716.877646 = -99980.196011 nChanged 1 SP:Iteration 14Q (64.821778 sec): 3 clusters Score: Raw -100697.624593 + Penalty 716.877646 = -99980.746946 nChanged 1 SP:Iteration 15Q (64.862044 sec): 3 clusters Score: Raw -100697.886522 + Penalty 716.877646 = -99981.008876 nChanged 1 SP:Iteration 16Q (64.916973 sec): 3 clusters Score: Raw -100698.061763 + Penalty 716.877646 = -99981.184116 nChanged 0 SP:Iteration 17F (64.957178 sec): 3 clusters Score: Raw -100698.061763 + Penalty 716.877646 = -99981.184116 nChanged 0 Score: Raw -6249901.167246 + Penalty 14242.859409 = -6235658.307837 Splitting cluster 15 changes total score from -6212490.120698 to -6235658.307837 So it's getting split into cluster 26. Trying to split cluster 17 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.878528 sec): 2 clusters Score: Raw -21255.771573 + Penalty 284.549211 = -20971.222362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.914980 sec): 3 clusters Score: Raw -21052.490497 + Penalty 569.098422 = -20483.392075 nChanged 190 SP:Iteration 1F (66.942647 sec): 3 clusters Score: Raw -21172.374024 + Penalty 569.098422 = -20603.275602 nChanged 25 SP:Iteration 2Q (66.976546 sec): 3 clusters Score: Raw -21195.347954 + Penalty 569.098422 = -20626.249533 nChanged 27 SP:Iteration 3F (67.016065 sec): 3 clusters Score: Raw -21211.307877 + Penalty 569.098422 = -20642.209456 nChanged 10 SP:Iteration 4Q (67.051813 sec): 3 clusters Score: Raw -21218.178912 + Penalty 569.098422 = -20649.080490 nChanged 3 SP:Iteration 5Q (67.103964 sec): 3 clusters Score: Raw -21219.339513 + Penalty 569.098422 = -20650.241091 nChanged 2 SP:Iteration 6Q (67.152311 sec): 3 clusters Score: Raw -21220.144762 + Penalty 569.098422 = -20651.046340 nChanged 1 SP:Iteration 7Q (67.192555 sec): 3 clusters Score: Raw -21220.316291 + Penalty 569.098422 = -20651.217869 nChanged 0 SP:Iteration 8F (67.244904 sec): 3 clusters Score: Raw -21220.316291 + Penalty 569.098422 = -20651.217869 nChanged 0 Trying to split cluster 18 (8208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.277695 sec): 2 clusters Score: Raw -321881.728515 + Penalty 410.085338 = -321471.643177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.330860 sec): 3 clusters Score: Raw -316805.563226 + Penalty 820.170676 = -315985.392550 nChanged 3787 SP:Iteration 1F (67.384382 sec): 3 clusters Score: Raw -319324.269330 + Penalty 820.170676 = -318504.098654 nChanged 654 SP:Iteration 2F (67.432597 sec): 3 clusters Score: Raw -319749.947984 + Penalty 820.170676 = -318929.777308 nChanged 600 SP:Iteration 3F (67.486029 sec): 3 clusters Score: Raw -320401.963945 + Penalty 820.170676 = -319581.793270 nChanged 759 SP:Iteration 4F (67.540821 sec): 3 clusters Score: Raw -321472.004621 + Penalty 820.170676 = -320651.833945 nChanged 802 SP:Iteration 5F (67.594219 sec): 3 clusters Score: Raw -322364.407007 + Penalty 820.170676 = -321544.236332 nChanged 627 SP:Iteration 6F (67.653684 sec): 3 clusters Score: Raw -322896.688342 + Penalty 820.170676 = -322076.517667 nChanged 437 SP:Iteration 7F (67.706025 sec): 3 clusters Score: Raw -323128.729548 + Penalty 820.170676 = -322308.558873 nChanged 274 SP:Iteration 8Q (67.755583 sec): 3 clusters Score: Raw -323261.388227 + Penalty 820.170676 = -322441.217552 nChanged 224 SP:Iteration 9Q (67.809919 sec): 3 clusters Score: Raw -323355.089953 + Penalty 820.170676 = -322534.919278 nChanged 171 SP:Iteration 10Q (67.870545 sec): 3 clusters Score: Raw -323414.555571 + Penalty 820.170676 = -322594.384895 nChanged 146 SP:Iteration 11Q (67.918960 sec): 3 clusters Score: Raw -323452.764084 + Penalty 820.170676 = -322632.593408 nChanged 97 SP:Iteration 12Q (67.974247 sec): 3 clusters Score: Raw -323472.735406 + Penalty 820.170676 = -322652.564730 nChanged 77 SP:Iteration 13Q (68.036153 sec): 3 clusters Score: Raw -323490.446982 + Penalty 820.170676 = -322670.276306 nChanged 70 SP:Iteration 14Q (68.082028 sec): 3 clusters Score: Raw -323503.849537 + Penalty 820.170676 = -322683.678861 nChanged 53 SP:Iteration 15Q (68.133759 sec): 3 clusters Score: Raw -323511.965054 + Penalty 820.170676 = -322691.794379 nChanged 41 SP:Iteration 16Q (68.183228 sec): 3 clusters Score: Raw -323518.777533 + Penalty 820.170676 = -322698.606857 nChanged 34 SP:Iteration 17Q (68.241554 sec): 3 clusters Score: Raw -323525.413033 + Penalty 820.170676 = -322705.242357 nChanged 37 SP:Iteration 18Q (68.287374 sec): 3 clusters Score: Raw -323531.241983 + Penalty 820.170676 = -322711.071307 nChanged 37 SP:Iteration 19Q (68.343791 sec): 3 clusters Score: Raw -323536.693109 + Penalty 820.170676 = -322716.522434 nChanged 31 SP:Iteration 20F (68.395640 sec): 3 clusters Score: Raw -323540.268229 + Penalty 820.170676 = -322720.097553 nChanged 28 SP:Iteration 21Q (68.448736 sec): 3 clusters Score: Raw -323543.216062 + Penalty 820.170676 = -322723.045386 nChanged 20 SP:Iteration 22Q (68.505055 sec): 3 clusters Score: Raw -323544.785061 + Penalty 820.170676 = -322724.614386 nChanged 12 SP:Iteration 23Q (68.548965 sec): 3 clusters Score: Raw -323545.396162 + Penalty 820.170676 = -322725.225486 nChanged 8 SP:Iteration 24Q (68.609929 sec): 3 clusters Score: Raw -323545.727025 + Penalty 820.170676 = -322725.556350 nChanged 4 SP:Iteration 25Q (68.661493 sec): 3 clusters Score: Raw -323545.878591 + Penalty 820.170676 = -322725.707915 nChanged 7 SP:Iteration 26Q (68.702839 sec): 3 clusters Score: Raw -323546.208003 + Penalty 820.170676 = -322726.037328 nChanged 8 SP:Iteration 27Q (68.763426 sec): 3 clusters Score: Raw -323546.552145 + Penalty 820.170676 = -322726.381470 nChanged 9 SP:Iteration 28Q (68.812780 sec): 3 clusters Score: Raw -323546.929533 + Penalty 820.170676 = -322726.758857 nChanged 5 SP:Iteration 29Q (68.860576 sec): 3 clusters Score: Raw -323547.208906 + Penalty 820.170676 = -322727.038230 nChanged 2 SP:Iteration 30Q (68.909269 sec): 3 clusters Score: Raw -323547.283487 + Penalty 820.170676 = -322727.112811 nChanged 2 SP:Iteration 31Q (68.967285 sec): 3 clusters Score: Raw -323547.347721 + Penalty 820.170676 = -322727.177045 nChanged 2 SP:Iteration 32Q (69.008492 sec): 3 clusters Score: Raw -323547.457486 + Penalty 820.170676 = -322727.286810 nChanged 0 SP:Iteration 33F (69.058856 sec): 3 clusters Score: Raw -323547.457486 + Penalty 820.170676 = -322727.286810 nChanged 0 Score: Raw -6251566.896217 + Penalty 14790.661694 = -6236776.234523 Splitting cluster 18 changes total score from -6212490.120698 to -6236776.234523 So it's getting split into cluster 27. Trying to split cluster 19 (3202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.050848 sec): 2 clusters Score: Raw -96691.318921 + Penalty 367.254656 = -96324.064265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.107558 sec): 3 clusters Score: Raw -94923.929694 + Penalty 734.509311 = -94189.420382 nChanged 1420 SP:Iteration 1F (71.149311 sec): 3 clusters Score: Raw -96097.509081 + Penalty 734.509311 = -95362.999769 nChanged 389 SP:Iteration 2F (71.191324 sec): 3 clusters Score: Raw -96667.018405 + Penalty 734.509311 = -95932.509093 nChanged 329 SP:Iteration 3F (71.242040 sec): 3 clusters Score: Raw -97132.987215 + Penalty 734.509311 = -96398.477904 nChanged 253 SP:Iteration 4F (71.287906 sec): 3 clusters Score: Raw -97417.662021 + Penalty 734.509311 = -96683.152710 nChanged 263 SP:Iteration 5F (71.330902 sec): 3 clusters Score: Raw -97861.027889 + Penalty 734.509311 = -97126.518577 nChanged 209 SP:Iteration 6F (71.384401 sec): 3 clusters Score: Raw -98277.740838 + Penalty 734.509311 = -97543.231527 nChanged 166 SP:Iteration 7F (71.430957 sec): 3 clusters Score: Raw -98622.786049 + Penalty 734.509311 = -97888.276738 nChanged 105 SP:Iteration 8Q (71.485771 sec): 3 clusters Score: Raw -98770.762048 + Penalty 734.509311 = -98036.252737 nChanged 69 SP:Iteration 9Q (71.535897 sec): 3 clusters Score: Raw -98807.298119 + Penalty 734.509311 = -98072.788808 nChanged 33 SP:Iteration 10Q (71.580303 sec): 3 clusters Score: Raw -98816.051152 + Penalty 734.509311 = -98081.541840 nChanged 7 SP:Iteration 11Q (71.624851 sec): 3 clusters Score: Raw -98817.082262 + Penalty 734.509311 = -98082.572951 nChanged 5 SP:Iteration 12Q (71.672361 sec): 3 clusters Score: Raw -98817.634216 + Penalty 734.509311 = -98083.124905 nChanged 1 SP:Iteration 13Q (71.727962 sec): 3 clusters Score: Raw -98817.694145 + Penalty 734.509311 = -98083.184833 nChanged 0 SP:Iteration 14F (71.773359 sec): 3 clusters Score: Raw -98817.694145 + Penalty 734.509311 = -98083.184833 nChanged 0 Score: Raw -6253693.271441 + Penalty 15338.463979 = -6238354.807462 Splitting cluster 19 changes total score from -6212490.120698 to -6238354.807462 So it's getting split into cluster 28. Iteration 20F (75.685524 sec): 29 clusters Score: Raw -6261606.904429 + Penalty 15338.463979 = -6246268.440450 nChanged 8340 Iteration 21Q (77.049457 sec): 29 clusters Score: Raw -6265942.875040 + Penalty 15338.463979 = -6250604.411062 nChanged 3857 Iteration 22Q (78.331235 sec): 29 clusters Score: Raw -6267486.442765 + Penalty 15338.463979 = -6252147.978787 nChanged 2631 Iteration 23Q (79.681618 sec): 29 clusters Score: Raw -6268358.214453 + Penalty 15338.463979 = -6253019.750474 nChanged 2005 Iteration 24Q (81.027055 sec): 29 clusters Score: Raw -6268964.384825 + Penalty 15338.463979 = -6253625.920846 nChanged 1570 Iteration 25Q (82.248774 sec): 29 clusters Score: Raw -6269396.109503 + Penalty 15338.463979 = -6254057.645525 nChanged 1321 Iteration 26Q (83.519074 sec): 29 clusters Score: Raw -6269690.464109 + Penalty 15338.463979 = -6254352.000131 nChanged 1079 Iteration 27Q (85.046405 sec): 29 clusters Score: Raw -6269903.996602 + Penalty 15338.463979 = -6254565.532623 nChanged 903 Iteration 28Q (86.382367 sec): 29 clusters Score: Raw -6270079.452273 + Penalty 15338.463979 = -6254740.988295 nChanged 794 Iteration 29Q (87.672170 sec): 29 clusters Score: Raw -6270225.801821 + Penalty 15338.463979 = -6254887.337842 nChanged 674 Iteration 30Q (88.917574 sec): 29 clusters Score: Raw -6270353.484955 + Penalty 15338.463979 = -6255015.020977 nChanged 607 Iteration 31Q (90.133745 sec): 29 clusters Score: Raw -6270482.438160 + Penalty 15338.463979 = -6255143.974181 nChanged 571 Iteration 32Q (91.434245 sec): 29 clusters Score: Raw -6270627.624357 + Penalty 15338.463979 = -6255289.160378 nChanged 542 Iteration 33Q (92.742948 sec): 29 clusters Score: Raw -6270768.992072 + Penalty 15338.463979 = -6255430.528093 nChanged 521 Iteration 34Q (94.054669 sec): 29 clusters Score: Raw -6270899.671156 + Penalty 15338.463979 = -6255561.207177 nChanged 458 Iteration 35Q (95.448324 sec): 29 clusters Score: Raw -6271053.453995 + Penalty 15338.463979 = -6255714.990017 nChanged 468 Iteration 36Q (96.717298 sec): 29 clusters Score: Raw -6271221.032360 + Penalty 15338.463979 = -6255882.568382 nChanged 417 Iteration 37Q (97.988839 sec): 29 clusters Score: Raw -6271335.576968 + Penalty 15338.463979 = -6255997.112989 nChanged 406 Iteration 38Q (99.369851 sec): 29 clusters Score: Raw -6271389.391413 + Penalty 15338.463979 = -6256050.927435 nChanged 364 Iteration 39Q (100.655040 sec): 29 clusters Score: Raw -6271438.645192 + Penalty 15338.463979 = -6256100.181213 nChanged 329 Iteration 40F (102.726995 sec): 29 clusters Score: Raw -6271637.703729 + Penalty 15338.463979 = -6256299.239751 nChanged 464 Iteration 41Q (104.034565 sec): 29 clusters Score: Raw -6271772.475383 + Penalty 15338.463979 = -6256434.011404 nChanged 491 Iteration 42Q (105.459867 sec): 29 clusters Score: Raw -6271868.206938 + Penalty 15338.463979 = -6256529.742959 nChanged 431 Iteration 43Q (106.809081 sec): 29 clusters Score: Raw -6271937.722739 + Penalty 15338.463979 = -6256599.258761 nChanged 390 Iteration 44Q (108.317024 sec): 29 clusters Score: Raw -6271995.491227 + Penalty 15338.463979 = -6256657.027248 nChanged 362 Iteration 45Q (109.712971 sec): 29 clusters Score: Raw -6272047.671493 + Penalty 15338.463979 = -6256709.207514 nChanged 356 Iteration 46Q (111.063028 sec): 29 clusters Score: Raw -6272089.201668 + Penalty 15338.463979 = -6256750.737690 nChanged 329 Iteration 47Q (112.577412 sec): 29 clusters Score: Raw -6272122.613522 + Penalty 15338.463979 = -6256784.149543 nChanged 286 Iteration 48Q (114.017300 sec): 29 clusters Score: Raw -6272153.297266 + Penalty 15338.463979 = -6256814.833287 nChanged 295 Iteration 49Q (115.350374 sec): 29 clusters Score: Raw -6272186.273854 + Penalty 15338.463979 = -6256847.809876 nChanged 272 Iteration 50Q (116.580274 sec): 29 clusters Score: Raw -6272216.506419 + Penalty 15338.463979 = -6256878.042441 nChanged 290 Iteration 51Q (118.037868 sec): 29 clusters Score: Raw -6272249.635691 + Penalty 15338.463979 = -6256911.171712 nChanged 249 Iteration 52Q (119.370045 sec): 29 clusters Score: Raw -6272274.905670 + Penalty 15338.463979 = -6256936.441692 nChanged 225 Iteration 53Q (120.686582 sec): 29 clusters Score: Raw -6272297.694555 + Penalty 15338.463979 = -6256959.230576 nChanged 227 Iteration 54Q (122.141628 sec): 29 clusters Score: Raw -6272319.651413 + Penalty 15338.463979 = -6256981.187434 nChanged 200 Iteration 55Q (123.502553 sec): 29 clusters Score: Raw -6272337.701058 + Penalty 15338.463979 = -6256999.237079 nChanged 173 Iteration 56Q (125.008879 sec): 29 clusters Score: Raw -6272352.364435 + Penalty 15338.463979 = -6257013.900457 nChanged 174 Iteration 57Q (126.275528 sec): 29 clusters Score: Raw -6272366.661237 + Penalty 15338.463979 = -6257028.197258 nChanged 160 Iteration 58Q (127.677871 sec): 29 clusters Score: Raw -6272379.093449 + Penalty 15338.463979 = -6257040.629470 nChanged 155 Writing temp clu file Because OldScore, -6257028.197258, is greater than current (better) Score,-6257040.629470 Compute initial score before splitting: Score: Raw -6272379.093449 + Penalty 15338.463979 = -6257040.629470 Trying to split cluster 1 (10741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.760461 sec): 2 clusters Score: Raw -409455.736058 + Penalty 422.322968 = -409033.413090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.815947 sec): 3 clusters Score: Raw -402752.760785 + Penalty 844.645936 = -401908.114849 nChanged 5067 SP:Iteration 1F (127.867098 sec): 3 clusters Score: Raw -405721.107701 + Penalty 844.645936 = -404876.461765 nChanged 651 SP:Iteration 2F (127.908810 sec): 3 clusters Score: Raw -406028.699383 + Penalty 844.645936 = -405184.053447 nChanged 609 SP:Iteration 3F (127.962026 sec): 3 clusters Score: Raw -406381.223816 + Penalty 844.645936 = -405536.577880 nChanged 628 SP:Iteration 4F (128.021608 sec): 3 clusters Score: Raw -406812.483766 + Penalty 844.645936 = -405967.837830 nChanged 643 SP:Iteration 5F (128.080204 sec): 3 clusters Score: Raw -407255.630098 + Penalty 844.645936 = -406410.984162 nChanged 603 SP:Iteration 6F (128.132387 sec): 3 clusters Score: Raw -407688.435234 + Penalty 844.645936 = -406843.789298 nChanged 517 SP:Iteration 7Q (128.184901 sec): 3 clusters Score: Raw -407952.242125 + Penalty 844.645936 = -407107.596189 nChanged 365 SP:Iteration 8Q (128.227510 sec): 3 clusters Score: Raw -408077.610649 + Penalty 844.645936 = -407232.964713 nChanged 233 SP:Iteration 9Q (128.289610 sec): 3 clusters Score: Raw -408139.520625 + Penalty 844.645936 = -407294.874689 nChanged 188 SP:Iteration 10Q (128.330871 sec): 3 clusters Score: Raw -408190.119955 + Penalty 844.645936 = -407345.474019 nChanged 162 SP:Iteration 11Q (128.381912 sec): 3 clusters Score: Raw -408229.887541 + Penalty 844.645936 = -407385.241605 nChanged 138 SP:Iteration 12Q (128.441002 sec): 3 clusters Score: Raw -408264.934393 + Penalty 844.645936 = -407420.288457 nChanged 142 SP:Iteration 13Q (128.485615 sec): 3 clusters Score: Raw -408301.084968 + Penalty 844.645936 = -407456.439031 nChanged 135 SP:Iteration 14Q (128.543911 sec): 3 clusters Score: Raw -408331.783329 + Penalty 844.645936 = -407487.137393 nChanged 132 SP:Iteration 15Q (128.599646 sec): 3 clusters Score: Raw -408362.443049 + Penalty 844.645936 = -407517.797113 nChanged 117 SP:Iteration 16Q (128.638121 sec): 3 clusters Score: Raw -408387.662025 + Penalty 844.645936 = -407543.016089 nChanged 109 SP:Iteration 17Q (128.689561 sec): 3 clusters Score: Raw -408414.704902 + Penalty 844.645936 = -407570.058965 nChanged 109 SP:Iteration 18Q (128.741248 sec): 3 clusters Score: Raw -408447.791455 + Penalty 844.645936 = -407603.145519 nChanged 117 SP:Iteration 19Q (128.803418 sec): 3 clusters Score: Raw -408486.567095 + Penalty 844.645936 = -407641.921159 nChanged 144 SP:Iteration 20F (128.846502 sec): 3 clusters Score: Raw -408535.557007 + Penalty 844.645936 = -407690.911071 nChanged 157 SP:Iteration 21Q (128.897959 sec): 3 clusters Score: Raw -408591.201062 + Penalty 844.645936 = -407746.555126 nChanged 152 SP:Iteration 22Q (128.959912 sec): 3 clusters Score: Raw -408646.853348 + Penalty 844.645936 = -407802.207412 nChanged 154 SP:Iteration 23Q (129.006544 sec): 3 clusters Score: Raw -408718.414387 + Penalty 844.645936 = -407873.768451 nChanged 159 SP:Iteration 24Q (129.062638 sec): 3 clusters Score: Raw -408791.065547 + Penalty 844.645936 = -407946.419611 nChanged 183 SP:Iteration 25Q (129.123237 sec): 3 clusters Score: Raw -408874.537211 + Penalty 844.645936 = -408029.891275 nChanged 175 SP:Iteration 26Q (129.172290 sec): 3 clusters Score: Raw -408946.246780 + Penalty 844.645936 = -408101.600844 nChanged 155 SP:Iteration 27Q (129.228555 sec): 3 clusters Score: Raw -409016.380669 + Penalty 844.645936 = -408171.734733 nChanged 134 SP:Iteration 28Q (129.289440 sec): 3 clusters Score: Raw -409079.226427 + Penalty 844.645936 = -408234.580490 nChanged 137 SP:Iteration 29Q (129.346501 sec): 3 clusters Score: Raw -409144.609483 + Penalty 844.645936 = -408299.963547 nChanged 149 SP:Iteration 30Q (129.401024 sec): 3 clusters Score: Raw -409210.928447 + Penalty 844.645936 = -408366.282511 nChanged 124 SP:Iteration 31Q (129.458947 sec): 3 clusters Score: Raw -409268.919996 + Penalty 844.645936 = -408424.274059 nChanged 126 SP:Iteration 32Q (129.505023 sec): 3 clusters Score: Raw -409323.421284 + Penalty 844.645936 = -408478.775348 nChanged 123 SP:Iteration 33Q (129.563268 sec): 3 clusters Score: Raw -409374.684130 + Penalty 844.645936 = -408530.038194 nChanged 110 SP:Iteration 34Q (129.607471 sec): 3 clusters Score: Raw -409421.579261 + Penalty 844.645936 = -408576.933325 nChanged 94 SP:Iteration 35Q (129.655661 sec): 3 clusters Score: Raw -409452.099125 + Penalty 844.645936 = -408607.453189 nChanged 73 SP:Iteration 36Q (129.698339 sec): 3 clusters Score: Raw -409477.361223 + Penalty 844.645936 = -408632.715287 nChanged 61 SP:Iteration 37Q (129.755473 sec): 3 clusters Score: Raw -409501.356746 + Penalty 844.645936 = -408656.710810 nChanged 64 SP:Iteration 38Q (129.799030 sec): 3 clusters Score: Raw -409522.723489 + Penalty 844.645936 = -408678.077552 nChanged 48 SP:Iteration 39Q (129.851994 sec): 3 clusters Score: Raw -409535.286016 + Penalty 844.645936 = -408690.640080 nChanged 39 SP:Iteration 40F (129.904179 sec): 3 clusters Score: Raw -409546.387792 + Penalty 844.645936 = -408701.741856 nChanged 36 SP:Iteration 41Q (129.958384 sec): 3 clusters Score: Raw -409553.898546 + Penalty 844.645936 = -408709.252610 nChanged 24 SP:Iteration 42Q (130.017554 sec): 3 clusters Score: Raw -409557.853816 + Penalty 844.645936 = -408713.207880 nChanged 14 SP:Iteration 43Q (130.072854 sec): 3 clusters Score: Raw -409561.017252 + Penalty 844.645936 = -408716.371316 nChanged 12 SP:Iteration 44Q (130.133093 sec): 3 clusters Score: Raw -409562.666099 + Penalty 844.645936 = -408718.020163 nChanged 4 SP:Iteration 45Q (130.176057 sec): 3 clusters Score: Raw -409562.941817 + Penalty 844.645936 = -408718.295881 nChanged 5 SP:Iteration 46Q (130.229930 sec): 3 clusters Score: Raw -409563.168691 + Penalty 844.645936 = -408718.522755 nChanged 2 SP:Iteration 47Q (130.283211 sec): 3 clusters Score: Raw -409563.230590 + Penalty 844.645936 = -408718.584653 nChanged 1 SP:Iteration 48Q (130.340255 sec): 3 clusters Score: Raw -409563.319630 + Penalty 844.645936 = -408718.673694 nChanged 1 SP:Iteration 49Q (130.389909 sec): 3 clusters Score: Raw -409563.344161 + Penalty 844.645936 = -408718.698225 nChanged 1 SP:Iteration 50Q (130.443741 sec): 3 clusters Score: Raw -409563.518898 + Penalty 844.645936 = -408718.872962 nChanged 1 SP:Iteration 51Q (130.501805 sec): 3 clusters Score: Raw -409563.679237 + Penalty 844.645936 = -408719.033301 nChanged 1 SP:Iteration 52Q (130.550459 sec): 3 clusters Score: Raw -409564.070339 + Penalty 844.645936 = -408719.424403 nChanged 3 SP:Iteration 53Q (130.612566 sec): 3 clusters Score: Raw -409564.438948 + Penalty 844.645936 = -408719.793012 nChanged 2 SP:Iteration 54Q (130.654192 sec): 3 clusters Score: Raw -409564.569582 + Penalty 844.645936 = -408719.923646 nChanged 1 SP:Iteration 55Q (130.703150 sec): 3 clusters Score: Raw -409564.633526 + Penalty 844.645936 = -408719.987590 nChanged 0 SP:Iteration 56F (130.764814 sec): 3 clusters Score: Raw -409564.633526 + Penalty 844.645936 = -408719.987590 nChanged 0 Trying to split cluster 2 (507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.780281 sec): 2 clusters Score: Raw -16416.489096 + Penalty 283.397251 = -16133.091845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.829046 sec): 3 clusters Score: Raw -16188.196871 + Penalty 566.794501 = -15621.402370 nChanged 194 SP:Iteration 1F (130.871279 sec): 3 clusters Score: Raw -16325.838898 + Penalty 566.794501 = -15759.044396 nChanged 53 SP:Iteration 2F (130.915595 sec): 3 clusters Score: Raw -16393.446924 + Penalty 566.794501 = -15826.652423 nChanged 52 SP:Iteration 3F (130.970127 sec): 3 clusters Score: Raw -16450.630042 + Penalty 566.794501 = -15883.835541 nChanged 35 SP:Iteration 4F (131.019067 sec): 3 clusters Score: Raw -16490.885912 + Penalty 566.794501 = -15924.091411 nChanged 22 SP:Iteration 5Q (131.054521 sec): 3 clusters Score: Raw -16511.530678 + Penalty 566.794501 = -15944.736176 nChanged 12 SP:Iteration 6Q (131.100316 sec): 3 clusters Score: Raw -16516.698590 + Penalty 566.794501 = -15949.904089 nChanged 7 SP:Iteration 7Q (131.151073 sec): 3 clusters Score: Raw -16521.944245 + Penalty 566.794501 = -15955.149744 nChanged 6 SP:Iteration 8Q (131.197758 sec): 3 clusters Score: Raw -16526.665163 + Penalty 566.794501 = -15959.870662 nChanged 10 SP:Iteration 9Q (131.241984 sec): 3 clusters Score: Raw -16532.515877 + Penalty 566.794501 = -15965.721376 nChanged 4 SP:Iteration 10Q (131.274059 sec): 3 clusters Score: Raw -16534.556365 + Penalty 566.794501 = -15967.761864 nChanged 5 SP:Iteration 11Q (131.309286 sec): 3 clusters Score: Raw -16538.663155 + Penalty 566.794501 = -15971.868654 nChanged 1 SP:Iteration 12Q (131.338770 sec): 3 clusters Score: Raw -16539.191343 + Penalty 566.794501 = -15972.396842 nChanged 1 SP:Iteration 13Q (131.377980 sec): 3 clusters Score: Raw -16539.473400 + Penalty 566.794501 = -15972.678899 nChanged 0 SP:Iteration 14F (131.424650 sec): 3 clusters Score: Raw -16539.473400 + Penalty 566.794501 = -15972.678899 nChanged 0 Trying to split cluster 3 (5717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.445868 sec): 2 clusters Score: Raw -200647.991003 + Penalty 393.629576 = -200254.361427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.507262 sec): 3 clusters Score: Raw -197176.979830 + Penalty 787.259152 = -196389.720678 nChanged 2623 SP:Iteration 1F (131.557061 sec): 3 clusters Score: Raw -199111.961564 + Penalty 787.259152 = -198324.702412 nChanged 596 SP:Iteration 2F (131.610396 sec): 3 clusters Score: Raw -199595.468601 + Penalty 787.259152 = -198808.209449 nChanged 499 SP:Iteration 3F (131.662788 sec): 3 clusters Score: Raw -200026.506839 + Penalty 787.259152 = -199239.247687 nChanged 430 SP:Iteration 4F (131.706984 sec): 3 clusters Score: Raw -200405.313590 + Penalty 787.259152 = -199618.054438 nChanged 337 SP:Iteration 5F (131.767870 sec): 3 clusters Score: Raw -200670.865164 + Penalty 787.259152 = -199883.606012 nChanged 244 SP:Iteration 6Q (131.821954 sec): 3 clusters Score: Raw -200858.450122 + Penalty 787.259152 = -200071.190970 nChanged 193 SP:Iteration 7Q (131.876683 sec): 3 clusters Score: Raw -201009.469027 + Penalty 787.259152 = -200222.209875 nChanged 148 SP:Iteration 8Q (131.917291 sec): 3 clusters Score: Raw -201134.838205 + Penalty 787.259152 = -200347.579053 nChanged 115 SP:Iteration 9Q (131.970891 sec): 3 clusters Score: Raw -201235.163299 + Penalty 787.259152 = -200447.904147 nChanged 113 SP:Iteration 10Q (132.033356 sec): 3 clusters Score: Raw -201344.343219 + Penalty 787.259152 = -200557.084067 nChanged 106 SP:Iteration 11Q (132.079694 sec): 3 clusters Score: Raw -201458.974710 + Penalty 787.259152 = -200671.715558 nChanged 82 SP:Iteration 12Q (132.139021 sec): 3 clusters Score: Raw -201562.234565 + Penalty 787.259152 = -200774.975413 nChanged 73 SP:Iteration 13Q (132.186135 sec): 3 clusters Score: Raw -201639.304571 + Penalty 787.259152 = -200852.045419 nChanged 53 SP:Iteration 14Q (132.245194 sec): 3 clusters Score: Raw -201672.760017 + Penalty 787.259152 = -200885.500866 nChanged 39 SP:Iteration 15Q (132.288925 sec): 3 clusters Score: Raw -201691.320360 + Penalty 787.259152 = -200904.061208 nChanged 26 SP:Iteration 16Q (132.341828 sec): 3 clusters Score: Raw -201703.818005 + Penalty 787.259152 = -200916.558854 nChanged 17 SP:Iteration 17Q (132.400306 sec): 3 clusters Score: Raw -201712.616356 + Penalty 787.259152 = -200925.357204 nChanged 15 SP:Iteration 18Q (132.456830 sec): 3 clusters Score: Raw -201722.675843 + Penalty 787.259152 = -200935.416691 nChanged 21 SP:Iteration 19Q (132.498286 sec): 3 clusters Score: Raw -201735.205692 + Penalty 787.259152 = -200947.946540 nChanged 13 SP:Iteration 20F (132.557119 sec): 3 clusters Score: Raw -201741.576186 + Penalty 787.259152 = -200954.317034 nChanged 8 SP:Iteration 21Q (132.613547 sec): 3 clusters Score: Raw -201744.580929 + Penalty 787.259152 = -200957.321777 nChanged 8 SP:Iteration 22Q (132.660157 sec): 3 clusters Score: Raw -201750.776248 + Penalty 787.259152 = -200963.517097 nChanged 7 SP:Iteration 23Q (132.716048 sec): 3 clusters Score: Raw -201759.278851 + Penalty 787.259152 = -200972.019699 nChanged 8 SP:Iteration 24Q (132.766271 sec): 3 clusters Score: Raw -201773.175279 + Penalty 787.259152 = -200985.916127 nChanged 12 SP:Iteration 25Q (132.816528 sec): 3 clusters Score: Raw -201806.313928 + Penalty 787.259152 = -201019.054776 nChanged 29 SP:Iteration 26Q (132.858990 sec): 3 clusters Score: Raw -201840.597228 + Penalty 787.259152 = -201053.338076 nChanged 12 SP:Iteration 27Q (132.914540 sec): 3 clusters Score: Raw -201847.237482 + Penalty 787.259152 = -201059.978330 nChanged 10 SP:Iteration 28Q (132.956511 sec): 3 clusters Score: Raw -201853.754480 + Penalty 787.259152 = -201066.495328 nChanged 5 SP:Iteration 29Q (133.017575 sec): 3 clusters Score: Raw -201855.830347 + Penalty 787.259152 = -201068.571195 nChanged 7 SP:Iteration 30Q (133.070980 sec): 3 clusters Score: Raw -201858.135552 + Penalty 787.259152 = -201070.876400 nChanged 3 SP:Iteration 31Q (133.109807 sec): 3 clusters Score: Raw -201858.733646 + Penalty 787.259152 = -201071.474494 nChanged 1 SP:Iteration 32Q (133.172808 sec): 3 clusters Score: Raw -201858.841932 + Penalty 787.259152 = -201071.582780 nChanged 0 SP:Iteration 33F (133.226436 sec): 3 clusters Score: Raw -201858.841932 + Penalty 787.259152 = -201071.582780 nChanged 0 Score: Raw -6273601.845284 + Penalty 15886.266264 = -6257715.579021 Splitting cluster 3 changes total score from -6257040.629470 to -6257715.579021 So it's getting split into cluster 29. Trying to split cluster 4 (644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.356995 sec): 2 clusters Score: Raw -26385.894231 + Penalty 294.280292 = -26091.613939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.401535 sec): 3 clusters Score: Raw -26083.246959 + Penalty 588.560584 = -25494.686375 nChanged 245 SP:Iteration 1F (135.429596 sec): 3 clusters Score: Raw -26248.579805 + Penalty 588.560584 = -25660.019221 nChanged 63 SP:Iteration 2F (135.461919 sec): 3 clusters Score: Raw -26292.434617 + Penalty 588.560584 = -25703.874033 nChanged 34 SP:Iteration 3F (135.504671 sec): 3 clusters Score: Raw -26315.509557 + Penalty 588.560584 = -25726.948973 nChanged 20 SP:Iteration 4Q (135.556880 sec): 3 clusters Score: Raw -26324.026870 + Penalty 588.560584 = -25735.466286 nChanged 12 SP:Iteration 5Q (135.597191 sec): 3 clusters Score: Raw -26331.983588 + Penalty 588.560584 = -25743.423004 nChanged 7 SP:Iteration 6Q (135.635525 sec): 3 clusters Score: Raw -26336.566792 + Penalty 588.560584 = -25748.006208 nChanged 5 SP:Iteration 7Q (135.682249 sec): 3 clusters Score: Raw -26338.882378 + Penalty 588.560584 = -25750.321794 nChanged 3 SP:Iteration 8Q (135.732432 sec): 3 clusters Score: Raw -26341.567301 + Penalty 588.560584 = -25753.006717 nChanged 4 SP:Iteration 9Q (135.777259 sec): 3 clusters Score: Raw -26343.438800 + Penalty 588.560584 = -25754.878216 nChanged 3 SP:Iteration 10Q (135.809706 sec): 3 clusters Score: Raw -26344.422167 + Penalty 588.560584 = -25755.861583 nChanged 4 SP:Iteration 11Q (135.852060 sec): 3 clusters Score: Raw -26346.305291 + Penalty 588.560584 = -25757.744707 nChanged 4 SP:Iteration 12Q (135.900039 sec): 3 clusters Score: Raw -26349.289608 + Penalty 588.560584 = -25760.729024 nChanged 5 SP:Iteration 13Q (135.944346 sec): 3 clusters Score: Raw -26352.874755 + Penalty 588.560584 = -25764.314171 nChanged 4 SP:Iteration 14Q (135.985981 sec): 3 clusters Score: Raw -26354.586773 + Penalty 588.560584 = -25766.026189 nChanged 1 SP:Iteration 15Q (136.033937 sec): 3 clusters Score: Raw -26355.780788 + Penalty 588.560584 = -25767.220204 nChanged 3 SP:Iteration 16Q (136.070318 sec): 3 clusters Score: Raw -26357.378643 + Penalty 588.560584 = -25768.818059 nChanged 4 SP:Iteration 17Q (136.116581 sec): 3 clusters Score: Raw -26359.209159 + Penalty 588.560584 = -25770.648575 nChanged 4 SP:Iteration 18Q (136.169919 sec): 3 clusters Score: Raw -26360.919685 + Penalty 588.560584 = -25772.359101 nChanged 4 SP:Iteration 19Q (136.216608 sec): 3 clusters Score: Raw -26363.618328 + Penalty 588.560584 = -25775.057744 nChanged 8 SP:Iteration 20F (136.261314 sec): 3 clusters Score: Raw -26370.210654 + Penalty 588.560584 = -25781.650070 nChanged 10 SP:Iteration 21Q (136.310958 sec): 3 clusters Score: Raw -26374.920293 + Penalty 588.560584 = -25786.359709 nChanged 5 SP:Iteration 22Q (136.354251 sec): 3 clusters Score: Raw -26377.794020 + Penalty 588.560584 = -25789.233436 nChanged 5 SP:Iteration 23Q (136.406449 sec): 3 clusters Score: Raw -26379.387955 + Penalty 588.560584 = -25790.827371 nChanged 3 SP:Iteration 24Q (136.462992 sec): 3 clusters Score: Raw -26380.866048 + Penalty 588.560584 = -25792.305464 nChanged 5 SP:Iteration 25Q (136.499367 sec): 3 clusters Score: Raw -26382.704813 + Penalty 588.560584 = -25794.144229 nChanged 3 SP:Iteration 26Q (136.541627 sec): 3 clusters Score: Raw -26383.581177 + Penalty 588.560584 = -25795.020593 nChanged 2 SP:Iteration 27Q (136.584568 sec): 3 clusters Score: Raw -26384.084788 + Penalty 588.560584 = -25795.524204 nChanged 1 SP:Iteration 28Q (136.630394 sec): 3 clusters Score: Raw -26384.576721 + Penalty 588.560584 = -25796.016137 nChanged 2 SP:Iteration 29Q (136.677695 sec): 3 clusters Score: Raw -26384.988831 + Penalty 588.560584 = -25796.428247 nChanged 2 SP:Iteration 30Q (136.721526 sec): 3 clusters Score: Raw -26385.498453 + Penalty 588.560584 = -25796.937869 nChanged 2 SP:Iteration 31Q (136.762596 sec): 3 clusters Score: Raw -26386.360790 + Penalty 588.560584 = -25797.800206 nChanged 3 SP:Iteration 32Q (136.813996 sec): 3 clusters Score: Raw -26387.495198 + Penalty 588.560584 = -25798.934614 nChanged 2 SP:Iteration 33Q (136.848930 sec): 3 clusters Score: Raw -26388.440340 + Penalty 588.560584 = -25799.879756 nChanged 0 SP:Iteration 34F (136.895213 sec): 3 clusters Score: Raw -26388.440340 + Penalty 588.560584 = -25799.879756 nChanged 0 Trying to split cluster 5 (10435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.925028 sec): 2 clusters Score: Raw -423601.239082 + Penalty 421.007897 = -423180.231184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.974530 sec): 3 clusters Score: Raw -417146.361940 + Penalty 842.015795 = -416304.346146 nChanged 4811 SP:Iteration 1F (137.029074 sec): 3 clusters Score: Raw -420503.040443 + Penalty 842.015795 = -419661.024649 nChanged 862 SP:Iteration 2F (137.085147 sec): 3 clusters Score: Raw -421149.252378 + Penalty 842.015795 = -420307.236583 nChanged 742 SP:Iteration 3F (137.144527 sec): 3 clusters Score: Raw -421717.401259 + Penalty 842.015795 = -420875.385464 nChanged 629 SP:Iteration 4F (137.198414 sec): 3 clusters Score: Raw -422259.130971 + Penalty 842.015795 = -421417.115177 nChanged 531 SP:Iteration 5F (137.245907 sec): 3 clusters Score: Raw -422796.483549 + Penalty 842.015795 = -421954.467754 nChanged 423 SP:Iteration 6Q (137.304438 sec): 3 clusters Score: Raw -423121.207583 + Penalty 842.015795 = -422279.191789 nChanged 334 SP:Iteration 7Q (137.361136 sec): 3 clusters Score: Raw -423286.766899 + Penalty 842.015795 = -422444.751104 nChanged 240 SP:Iteration 8Q (137.402705 sec): 3 clusters Score: Raw -423364.607445 + Penalty 842.015795 = -422522.591651 nChanged 143 SP:Iteration 9Q (137.462962 sec): 3 clusters Score: Raw -423405.722689 + Penalty 842.015795 = -422563.706895 nChanged 128 SP:Iteration 10Q (137.516030 sec): 3 clusters Score: Raw -423440.596664 + Penalty 842.015795 = -422598.580869 nChanged 94 SP:Iteration 11Q (137.571982 sec): 3 clusters Score: Raw -423459.587094 + Penalty 842.015795 = -422617.571299 nChanged 75 SP:Iteration 12Q (137.627645 sec): 3 clusters Score: Raw -423476.951416 + Penalty 842.015795 = -422634.935622 nChanged 74 SP:Iteration 13Q (137.680748 sec): 3 clusters Score: Raw -423489.743289 + Penalty 842.015795 = -422647.727494 nChanged 72 SP:Iteration 14Q (137.735071 sec): 3 clusters Score: Raw -423503.550890 + Penalty 842.015795 = -422661.535095 nChanged 60 SP:Iteration 15Q (137.793328 sec): 3 clusters Score: Raw -423514.074122 + Penalty 842.015795 = -422672.058327 nChanged 50 SP:Iteration 16Q (137.851646 sec): 3 clusters Score: Raw -423520.272866 + Penalty 842.015795 = -422678.257072 nChanged 41 SP:Iteration 17Q (137.909339 sec): 3 clusters Score: Raw -423525.232003 + Penalty 842.015795 = -422683.216208 nChanged 36 SP:Iteration 18Q (137.966968 sec): 3 clusters Score: Raw -423528.934024 + Penalty 842.015795 = -422686.918229 nChanged 28 SP:Iteration 19Q (138.023628 sec): 3 clusters Score: Raw -423531.484813 + Penalty 842.015795 = -422689.469019 nChanged 23 SP:Iteration 20F (138.076291 sec): 3 clusters Score: Raw -423533.398658 + Penalty 842.015795 = -422691.382863 nChanged 23 SP:Iteration 21Q (138.128931 sec): 3 clusters Score: Raw -423535.049371 + Penalty 842.015795 = -422693.033576 nChanged 18 SP:Iteration 22Q (138.172148 sec): 3 clusters Score: Raw -423536.318346 + Penalty 842.015795 = -422694.302551 nChanged 17 SP:Iteration 23Q (138.224960 sec): 3 clusters Score: Raw -423537.455351 + Penalty 842.015795 = -422695.439557 nChanged 11 SP:Iteration 24Q (138.282290 sec): 3 clusters Score: Raw -423537.988734 + Penalty 842.015795 = -422695.972940 nChanged 11 SP:Iteration 25Q (138.341500 sec): 3 clusters Score: Raw -423538.686852 + Penalty 842.015795 = -422696.671057 nChanged 8 SP:Iteration 26Q (138.394938 sec): 3 clusters Score: Raw -423539.136203 + Penalty 842.015795 = -422697.120409 nChanged 7 SP:Iteration 27Q (138.458207 sec): 3 clusters Score: Raw -423539.583208 + Penalty 842.015795 = -422697.567413 nChanged 7 SP:Iteration 28Q (138.511345 sec): 3 clusters Score: Raw -423539.952845 + Penalty 842.015795 = -422697.937051 nChanged 12 SP:Iteration 29Q (138.564528 sec): 3 clusters Score: Raw -423540.513841 + Penalty 842.015795 = -422698.498046 nChanged 6 SP:Iteration 30Q (138.616046 sec): 3 clusters Score: Raw -423540.742226 + Penalty 842.015795 = -422698.726431 nChanged 3 SP:Iteration 31Q (138.685920 sec): 3 clusters Score: Raw -423540.863308 + Penalty 842.015795 = -422698.847514 nChanged 4 SP:Iteration 32Q (138.736962 sec): 3 clusters Score: Raw -423540.964297 + Penalty 842.015795 = -422698.948503 nChanged 5 SP:Iteration 33Q (138.788546 sec): 3 clusters Score: Raw -423541.316371 + Penalty 842.015795 = -422699.300577 nChanged 7 SP:Iteration 34Q (138.851752 sec): 3 clusters Score: Raw -423541.807171 + Penalty 842.015795 = -422699.791377 nChanged 9 SP:Iteration 35Q (138.908445 sec): 3 clusters Score: Raw -423542.485285 + Penalty 842.015795 = -422700.469491 nChanged 7 SP:Iteration 36Q (138.962257 sec): 3 clusters Score: Raw -423542.828368 + Penalty 842.015795 = -422700.812574 nChanged 4 SP:Iteration 37Q (139.015027 sec): 3 clusters Score: Raw -423543.019587 + Penalty 842.015795 = -422701.003793 nChanged 7 SP:Iteration 38Q (139.070578 sec): 3 clusters Score: Raw -423543.569920 + Penalty 842.015795 = -422701.554126 nChanged 13 SP:Iteration 39Q (139.123455 sec): 3 clusters Score: Raw -423544.620272 + Penalty 842.015795 = -422702.604477 nChanged 11 SP:Iteration 40F (139.175686 sec): 3 clusters Score: Raw -423545.311879 + Penalty 842.015795 = -422703.296085 nChanged 11 SP:Iteration 41Q (139.236614 sec): 3 clusters Score: Raw -423546.212455 + Penalty 842.015795 = -422704.196661 nChanged 15 SP:Iteration 42Q (139.286637 sec): 3 clusters Score: Raw -423547.153145 + Penalty 842.015795 = -422705.137350 nChanged 11 SP:Iteration 43Q (139.347234 sec): 3 clusters Score: Raw -423547.539716 + Penalty 842.015795 = -422705.523921 nChanged 8 SP:Iteration 44Q (139.393081 sec): 3 clusters Score: Raw -423547.923041 + Penalty 842.015795 = -422705.907246 nChanged 5 SP:Iteration 45Q (139.442297 sec): 3 clusters Score: Raw -423548.156642 + Penalty 842.015795 = -422706.140847 nChanged 7 SP:Iteration 46Q (139.506150 sec): 3 clusters Score: Raw -423548.383689 + Penalty 842.015795 = -422706.367894 nChanged 4 SP:Iteration 47Q (139.559568 sec): 3 clusters Score: Raw -423548.707231 + Penalty 842.015795 = -422706.691436 nChanged 5 SP:Iteration 48Q (139.610906 sec): 3 clusters Score: Raw -423548.935963 + Penalty 842.015795 = -422706.920168 nChanged 1 SP:Iteration 49Q (139.669605 sec): 3 clusters Score: Raw -423548.950961 + Penalty 842.015795 = -422706.935166 nChanged 1 SP:Iteration 50Q (139.727453 sec): 3 clusters Score: Raw -423548.990464 + Penalty 842.015795 = -422706.974669 nChanged 1 SP:Iteration 51Q (139.780235 sec): 3 clusters Score: Raw -423549.020167 + Penalty 842.015795 = -422707.004373 nChanged 1 SP:Iteration 52Q (139.835657 sec): 3 clusters Score: Raw -423549.057112 + Penalty 842.015795 = -422707.041317 nChanged 4 SP:Iteration 53Q (139.897471 sec): 3 clusters Score: Raw -423549.277735 + Penalty 842.015795 = -422707.261941 nChanged 4 SP:Iteration 54Q (139.952564 sec): 3 clusters Score: Raw -423549.464158 + Penalty 842.015795 = -422707.448363 nChanged 5 SP:Iteration 55Q (140.011885 sec): 3 clusters Score: Raw -423549.755881 + Penalty 842.015795 = -422707.740086 nChanged 7 SP:Iteration 56Q (140.067249 sec): 3 clusters Score: Raw -423549.991737 + Penalty 842.015795 = -422707.975943 nChanged 3 SP:Iteration 57Q (140.113961 sec): 3 clusters Score: Raw -423550.123669 + Penalty 842.015795 = -422708.107874 nChanged 3 SP:Iteration 58Q (140.163801 sec): 3 clusters Score: Raw -423550.178280 + Penalty 842.015795 = -422708.162485 nChanged 2 SP:Iteration 59Q (140.214800 sec): 3 clusters Score: Raw -423550.206985 + Penalty 842.015795 = -422708.191191 nChanged 3 SP:Iteration 60F (140.268292 sec): 3 clusters Score: Raw -423550.285177 + Penalty 842.015795 = -422708.269382 nChanged 1 SP:Iteration 61Q (140.320659 sec): 3 clusters Score: Raw -423550.302465 + Penalty 842.015795 = -422708.286670 nChanged 1 SP:Iteration 62Q (140.373803 sec): 3 clusters Score: Raw -423550.309834 + Penalty 842.015795 = -422708.294039 nChanged 0 SP:Iteration 63F (140.434416 sec): 3 clusters Score: Raw -423550.309834 + Penalty 842.015795 = -422708.294039 nChanged 0 Trying to split cluster 6 (3271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.451215 sec): 2 clusters Score: Raw -133645.823902 + Penalty 368.224722 = -133277.599180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.501387 sec): 3 clusters Score: Raw -131814.202882 + Penalty 736.449444 = -131077.753439 nChanged 1401 SP:Iteration 1F (140.552909 sec): 3 clusters Score: Raw -132725.844215 + Penalty 736.449444 = -131989.394772 nChanged 294 SP:Iteration 2F (140.609639 sec): 3 clusters Score: Raw -132921.696846 + Penalty 736.449444 = -132185.247402 nChanged 213 SP:Iteration 3F (140.652794 sec): 3 clusters Score: Raw -133054.226021 + Penalty 736.449444 = -132317.776578 nChanged 163 SP:Iteration 4Q (140.690490 sec): 3 clusters Score: Raw -133149.764172 + Penalty 736.449444 = -132413.314728 nChanged 126 SP:Iteration 5Q (140.745652 sec): 3 clusters Score: Raw -133210.629362 + Penalty 736.449444 = -132474.179919 nChanged 104 SP:Iteration 6Q (140.796413 sec): 3 clusters Score: Raw -133266.548489 + Penalty 736.449444 = -132530.099046 nChanged 86 SP:Iteration 7Q (140.839570 sec): 3 clusters Score: Raw -133324.203097 + Penalty 736.449444 = -132587.753654 nChanged 80 SP:Iteration 8Q (140.893131 sec): 3 clusters Score: Raw -133364.249838 + Penalty 736.449444 = -132627.800394 nChanged 58 SP:Iteration 9Q (140.945552 sec): 3 clusters Score: Raw -133391.157821 + Penalty 736.449444 = -132654.708378 nChanged 57 SP:Iteration 10Q (140.994109 sec): 3 clusters Score: Raw -133419.184099 + Penalty 736.449444 = -132682.734655 nChanged 59 SP:Iteration 11Q (141.048040 sec): 3 clusters Score: Raw -133444.892920 + Penalty 736.449444 = -132708.443477 nChanged 55 SP:Iteration 12Q (141.089657 sec): 3 clusters Score: Raw -133470.694695 + Penalty 736.449444 = -132734.245252 nChanged 45 SP:Iteration 13Q (141.139767 sec): 3 clusters Score: Raw -133483.763843 + Penalty 736.449444 = -132747.314400 nChanged 29 SP:Iteration 14Q (141.183173 sec): 3 clusters Score: Raw -133492.856941 + Penalty 736.449444 = -132756.407498 nChanged 31 SP:Iteration 15Q (141.241216 sec): 3 clusters Score: Raw -133502.533913 + Penalty 736.449444 = -132766.084470 nChanged 28 SP:Iteration 16Q (141.289804 sec): 3 clusters Score: Raw -133518.112531 + Penalty 736.449444 = -132781.663087 nChanged 36 SP:Iteration 17Q (141.343394 sec): 3 clusters Score: Raw -133533.700505 + Penalty 736.449444 = -132797.251062 nChanged 31 SP:Iteration 18Q (141.389185 sec): 3 clusters Score: Raw -133542.773027 + Penalty 736.449444 = -132806.323583 nChanged 26 SP:Iteration 19Q (141.437807 sec): 3 clusters Score: Raw -133549.712021 + Penalty 736.449444 = -132813.262578 nChanged 23 SP:Iteration 20F (141.476191 sec): 3 clusters Score: Raw -133556.229942 + Penalty 736.449444 = -132819.780498 nChanged 19 SP:Iteration 21Q (141.534083 sec): 3 clusters Score: Raw -133561.104881 + Penalty 736.449444 = -132824.655437 nChanged 15 SP:Iteration 22Q (141.574135 sec): 3 clusters Score: Raw -133563.599902 + Penalty 736.449444 = -132827.150458 nChanged 14 SP:Iteration 23Q (141.628539 sec): 3 clusters Score: Raw -133566.443455 + Penalty 736.449444 = -132829.994012 nChanged 13 SP:Iteration 24Q (141.672366 sec): 3 clusters Score: Raw -133568.980658 + Penalty 736.449444 = -132832.531215 nChanged 10 SP:Iteration 25Q (141.719136 sec): 3 clusters Score: Raw -133573.342652 + Penalty 736.449444 = -132836.893209 nChanged 8 SP:Iteration 26Q (141.764177 sec): 3 clusters Score: Raw -133575.146611 + Penalty 736.449444 = -132838.697167 nChanged 3 SP:Iteration 27Q (141.798808 sec): 3 clusters Score: Raw -133575.401569 + Penalty 736.449444 = -132838.952125 nChanged 4 SP:Iteration 28Q (141.849096 sec): 3 clusters Score: Raw -133576.200544 + Penalty 736.449444 = -132839.751100 nChanged 4 SP:Iteration 29Q (141.894387 sec): 3 clusters Score: Raw -133576.670991 + Penalty 736.449444 = -132840.221548 nChanged 3 SP:Iteration 30Q (141.941183 sec): 3 clusters Score: Raw -133577.694993 + Penalty 736.449444 = -132841.245550 nChanged 8 SP:Iteration 31Q (141.981166 sec): 3 clusters Score: Raw -133580.303513 + Penalty 736.449444 = -132843.854069 nChanged 7 SP:Iteration 32Q (142.031196 sec): 3 clusters Score: Raw -133581.780029 + Penalty 736.449444 = -132845.330585 nChanged 9 SP:Iteration 33Q (142.076666 sec): 3 clusters Score: Raw -133583.771507 + Penalty 736.449444 = -132847.322064 nChanged 9 SP:Iteration 34Q (142.111354 sec): 3 clusters Score: Raw -133585.748652 + Penalty 736.449444 = -132849.299208 nChanged 8 SP:Iteration 35Q (142.156524 sec): 3 clusters Score: Raw -133587.283989 + Penalty 736.449444 = -132850.834546 nChanged 10 SP:Iteration 36Q (142.199652 sec): 3 clusters Score: Raw -133589.603017 + Penalty 736.449444 = -132853.153573 nChanged 8 SP:Iteration 37Q (142.251541 sec): 3 clusters Score: Raw -133590.793485 + Penalty 736.449444 = -132854.344042 nChanged 7 SP:Iteration 38Q (142.288597 sec): 3 clusters Score: Raw -133592.052938 + Penalty 736.449444 = -132855.603495 nChanged 10 SP:Iteration 39Q (142.339187 sec): 3 clusters Score: Raw -133594.169990 + Penalty 736.449444 = -132857.720547 nChanged 7 SP:Iteration 40F (142.376127 sec): 3 clusters Score: Raw -133595.942964 + Penalty 736.449444 = -132859.493520 nChanged 9 SP:Iteration 41Q (142.423273 sec): 3 clusters Score: Raw -133598.973190 + Penalty 736.449444 = -132862.523746 nChanged 13 SP:Iteration 42Q (142.468354 sec): 3 clusters Score: Raw -133602.404669 + Penalty 736.449444 = -132865.955226 nChanged 9 SP:Iteration 43Q (142.512145 sec): 3 clusters Score: Raw -133604.303383 + Penalty 736.449444 = -132867.853940 nChanged 7 SP:Iteration 44Q (142.550057 sec): 3 clusters Score: Raw -133606.734488 + Penalty 736.449444 = -132870.285045 nChanged 8 SP:Iteration 45Q (142.595886 sec): 3 clusters Score: Raw -133608.678721 + Penalty 736.449444 = -132872.229278 nChanged 8 SP:Iteration 46Q (142.641913 sec): 3 clusters Score: Raw -133610.633607 + Penalty 736.449444 = -132874.184163 nChanged 8 SP:Iteration 47Q (142.685040 sec): 3 clusters Score: Raw -133611.600920 + Penalty 736.449444 = -132875.151476 nChanged 4 SP:Iteration 48Q (142.725645 sec): 3 clusters Score: Raw -133612.146170 + Penalty 736.449444 = -132875.696726 nChanged 5 SP:Iteration 49Q (142.769470 sec): 3 clusters Score: Raw -133613.191998 + Penalty 736.449444 = -132876.742555 nChanged 4 SP:Iteration 50Q (142.812429 sec): 3 clusters Score: Raw -133614.337154 + Penalty 736.449444 = -132877.887710 nChanged 4 SP:Iteration 51Q (142.857451 sec): 3 clusters Score: Raw -133615.278607 + Penalty 736.449444 = -132878.829164 nChanged 6 SP:Iteration 52Q (142.891808 sec): 3 clusters Score: Raw -133616.471268 + Penalty 736.449444 = -132880.021824 nChanged 5 SP:Iteration 53Q (142.940993 sec): 3 clusters Score: Raw -133618.225058 + Penalty 736.449444 = -132881.775614 nChanged 9 SP:Iteration 54Q (142.991336 sec): 3 clusters Score: Raw -133620.926436 + Penalty 736.449444 = -132884.476993 nChanged 5 SP:Iteration 55Q (143.032595 sec): 3 clusters Score: Raw -133622.033084 + Penalty 736.449444 = -132885.583640 nChanged 6 SP:Iteration 56Q (143.068970 sec): 3 clusters Score: Raw -133623.300417 + Penalty 736.449444 = -132886.850974 nChanged 3 SP:Iteration 57Q (143.121506 sec): 3 clusters Score: Raw -133623.552324 + Penalty 736.449444 = -132887.102881 nChanged 2 SP:Iteration 58Q (143.163221 sec): 3 clusters Score: Raw -133624.364170 + Penalty 736.449444 = -132887.914727 nChanged 2 SP:Iteration 59Q (143.204419 sec): 3 clusters Score: Raw -133624.850828 + Penalty 736.449444 = -132888.401385 nChanged 1 SP:Iteration 60F (143.246736 sec): 3 clusters Score: Raw -133625.378918 + Penalty 736.449444 = -132888.929475 nChanged 3 SP:Iteration 61Q (143.291117 sec): 3 clusters Score: Raw -133626.249290 + Penalty 736.449444 = -132889.799846 nChanged 3 SP:Iteration 62Q (143.324170 sec): 3 clusters Score: Raw -133627.108066 + Penalty 736.449444 = -132890.658622 nChanged 6 SP:Iteration 63Q (143.379251 sec): 3 clusters Score: Raw -133628.971827 + Penalty 736.449444 = -132892.522384 nChanged 6 SP:Iteration 64Q (143.418526 sec): 3 clusters Score: Raw -133630.399922 + Penalty 736.449444 = -132893.950479 nChanged 6 SP:Iteration 65Q (143.458637 sec): 3 clusters Score: Raw -133632.151537 + Penalty 736.449444 = -132895.702093 nChanged 4 SP:Iteration 66Q (143.503213 sec): 3 clusters Score: Raw -133632.941223 + Penalty 736.449444 = -132896.491779 nChanged 3 SP:Iteration 67Q (143.544321 sec): 3 clusters Score: Raw -133633.928673 + Penalty 736.449444 = -132897.479229 nChanged 3 SP:Iteration 68Q (143.590416 sec): 3 clusters Score: Raw -133634.507873 + Penalty 736.449444 = -132898.058430 nChanged 3 SP:Iteration 69Q (143.633643 sec): 3 clusters Score: Raw -133634.892172 + Penalty 736.449444 = -132898.442728 nChanged 3 SP:Iteration 70Q (143.673783 sec): 3 clusters Score: Raw -133635.537451 + Penalty 736.449444 = -132899.088007 nChanged 1 SP:Iteration 71Q (143.716612 sec): 3 clusters Score: Raw -133635.915209 + Penalty 736.449444 = -132899.465765 nChanged 2 SP:Iteration 72Q (143.764005 sec): 3 clusters Score: Raw -133636.349154 + Penalty 736.449444 = -132899.899711 nChanged 1 SP:Iteration 73Q (143.810549 sec): 3 clusters Score: Raw -133636.408290 + Penalty 736.449444 = -132899.958846 nChanged 2 SP:Iteration 74Q (143.851948 sec): 3 clusters Score: Raw -133636.680511 + Penalty 736.449444 = -132900.231068 nChanged 4 SP:Iteration 75Q (143.890427 sec): 3 clusters Score: Raw -133637.319365 + Penalty 736.449444 = -132900.869922 nChanged 2 SP:Iteration 76Q (143.937167 sec): 3 clusters Score: Raw -133638.108437 + Penalty 736.449444 = -132901.658994 nChanged 1 SP:Iteration 77Q (143.982489 sec): 3 clusters Score: Raw -133638.579660 + Penalty 736.449444 = -132902.130216 nChanged 3 SP:Iteration 78Q (144.024739 sec): 3 clusters Score: Raw -133640.277506 + Penalty 736.449444 = -132903.828062 nChanged 5 SP:Iteration 79Q (144.070645 sec): 3 clusters Score: Raw -133641.624772 + Penalty 736.449444 = -132905.175328 nChanged 4 SP:Iteration 80F (144.124142 sec): 3 clusters Score: Raw -133643.031921 + Penalty 736.449444 = -132906.582478 nChanged 2 SP:Iteration 81Q (144.174043 sec): 3 clusters Score: Raw -133643.424832 + Penalty 736.449444 = -132906.975389 nChanged 3 SP:Iteration 82Q (144.213049 sec): 3 clusters Score: Raw -133644.216456 + Penalty 736.449444 = -132907.767013 nChanged 4 SP:Iteration 83Q (144.260678 sec): 3 clusters Score: Raw -133645.371729 + Penalty 736.449444 = -132908.922285 nChanged 6 SP:Iteration 84Q (144.300975 sec): 3 clusters Score: Raw -133646.991604 + Penalty 736.449444 = -132910.542160 nChanged 8 SP:Iteration 85Q (144.353102 sec): 3 clusters Score: Raw -133649.913106 + Penalty 736.449444 = -132913.463662 nChanged 14 SP:Iteration 86Q (144.390317 sec): 3 clusters Score: Raw -133654.656690 + Penalty 736.449444 = -132918.207247 nChanged 10 SP:Iteration 87Q (144.435943 sec): 3 clusters Score: Raw -133658.478453 + Penalty 736.449444 = -132922.029010 nChanged 9 SP:Iteration 88Q (144.485166 sec): 3 clusters Score: Raw -133661.921391 + Penalty 736.449444 = -132925.471948 nChanged 9 SP:Iteration 89Q (144.515563 sec): 3 clusters Score: Raw -133664.006031 + Penalty 736.449444 = -132927.556588 nChanged 5 SP:Iteration 90Q (144.577339 sec): 3 clusters Score: Raw -133665.696657 + Penalty 736.449444 = -132929.247214 nChanged 4 SP:Iteration 91Q (144.616416 sec): 3 clusters Score: Raw -133666.511045 + Penalty 736.449444 = -132930.061601 nChanged 1 SP:Iteration 92Q (144.670390 sec): 3 clusters Score: Raw -133666.817611 + Penalty 736.449444 = -132930.368168 nChanged 0 SP:Iteration 93F (144.721576 sec): 3 clusters Score: Raw -133666.817611 + Penalty 736.449444 = -132930.368168 nChanged 0 Trying to split cluster 7 (18230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.766552 sec): 2 clusters Score: Raw -741002.605853 + Penalty 446.392486 = -740556.213367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.817720 sec): 3 clusters Score: Raw -729408.226382 + Penalty 892.784972 = -728515.441410 nChanged 8534 SP:Iteration 1F (144.892778 sec): 3 clusters Score: Raw -734646.420827 + Penalty 892.784972 = -733753.635855 nChanged 998 SP:Iteration 2F (144.954084 sec): 3 clusters Score: Raw -735128.993635 + Penalty 892.784972 = -734236.208663 nChanged 1056 SP:Iteration 3F (145.020002 sec): 3 clusters Score: Raw -735740.480330 + Penalty 892.784972 = -734847.695358 nChanged 1166 SP:Iteration 4F (145.084113 sec): 3 clusters Score: Raw -736544.788281 + Penalty 892.784972 = -735652.003309 nChanged 1193 SP:Iteration 5F (145.135109 sec): 3 clusters Score: Raw -737418.581852 + Penalty 892.784972 = -736525.796880 nChanged 1094 SP:Iteration 6F (145.200786 sec): 3 clusters Score: Raw -738225.479900 + Penalty 892.784972 = -737332.694928 nChanged 938 SP:Iteration 7F (145.262726 sec): 3 clusters Score: Raw -738722.375591 + Penalty 892.784972 = -737829.590619 nChanged 583 SP:Iteration 8Q (145.336800 sec): 3 clusters Score: Raw -738917.167952 + Penalty 892.784972 = -738024.382980 nChanged 358 SP:Iteration 9Q (145.401318 sec): 3 clusters Score: Raw -739009.882052 + Penalty 892.784972 = -738117.097080 nChanged 248 SP:Iteration 10Q (145.472574 sec): 3 clusters Score: Raw -739071.145863 + Penalty 892.784972 = -738178.360891 nChanged 214 SP:Iteration 11Q (145.535391 sec): 3 clusters Score: Raw -739121.426653 + Penalty 892.784972 = -738228.641681 nChanged 186 SP:Iteration 12Q (145.603367 sec): 3 clusters Score: Raw -739169.572989 + Penalty 892.784972 = -738276.788017 nChanged 200 SP:Iteration 13Q (145.654332 sec): 3 clusters Score: Raw -739215.812515 + Penalty 892.784972 = -738323.027543 nChanged 203 SP:Iteration 14Q (145.718838 sec): 3 clusters Score: Raw -739264.914862 + Penalty 892.784972 = -738372.129890 nChanged 174 SP:Iteration 15Q (145.779520 sec): 3 clusters Score: Raw -739304.748660 + Penalty 892.784972 = -738411.963688 nChanged 181 SP:Iteration 16Q (145.851604 sec): 3 clusters Score: Raw -739345.017828 + Penalty 892.784972 = -738452.232856 nChanged 180 SP:Iteration 17Q (145.915525 sec): 3 clusters Score: Raw -739387.151766 + Penalty 892.784972 = -738494.366794 nChanged 185 SP:Iteration 18Q (145.975400 sec): 3 clusters Score: Raw -739434.554025 + Penalty 892.784972 = -738541.769053 nChanged 189 SP:Iteration 19Q (146.027058 sec): 3 clusters Score: Raw -739484.364006 + Penalty 892.784972 = -738591.579034 nChanged 207 SP:Iteration 20F (146.096740 sec): 3 clusters Score: Raw -739545.667690 + Penalty 892.784972 = -738652.882718 nChanged 228 SP:Iteration 21Q (146.153383 sec): 3 clusters Score: Raw -739612.741191 + Penalty 892.784972 = -738719.956219 nChanged 221 SP:Iteration 22Q (146.208842 sec): 3 clusters Score: Raw -739677.968783 + Penalty 892.784972 = -738785.183811 nChanged 214 SP:Iteration 23Q (146.273078 sec): 3 clusters Score: Raw -739738.480538 + Penalty 892.784972 = -738845.695566 nChanged 195 SP:Iteration 24Q (146.346145 sec): 3 clusters Score: Raw -739794.929485 + Penalty 892.784972 = -738902.144513 nChanged 189 SP:Iteration 25Q (146.411507 sec): 3 clusters Score: Raw -739846.679225 + Penalty 892.784972 = -738953.894253 nChanged 190 SP:Iteration 26Q (146.465016 sec): 3 clusters Score: Raw -739893.681588 + Penalty 892.784972 = -739000.896616 nChanged 166 SP:Iteration 27Q (146.535172 sec): 3 clusters Score: Raw -739931.919260 + Penalty 892.784972 = -739039.134288 nChanged 170 SP:Iteration 28Q (146.594609 sec): 3 clusters Score: Raw -739970.118800 + Penalty 892.784972 = -739077.333828 nChanged 156 SP:Iteration 29Q (146.658417 sec): 3 clusters Score: Raw -740007.770394 + Penalty 892.784972 = -739114.985422 nChanged 171 SP:Iteration 30Q (146.709329 sec): 3 clusters Score: Raw -740049.260111 + Penalty 892.784972 = -739156.475139 nChanged 186 SP:Iteration 31Q (146.765339 sec): 3 clusters Score: Raw -740098.735596 + Penalty 892.784972 = -739205.950624 nChanged 189 SP:Iteration 32Q (146.823354 sec): 3 clusters Score: Raw -740151.877324 + Penalty 892.784972 = -739259.092352 nChanged 198 SP:Iteration 33Q (146.886009 sec): 3 clusters Score: Raw -740208.440853 + Penalty 892.784972 = -739315.655881 nChanged 175 SP:Iteration 34Q (146.953664 sec): 3 clusters Score: Raw -740254.909533 + Penalty 892.784972 = -739362.124561 nChanged 157 SP:Iteration 35Q (147.020233 sec): 3 clusters Score: Raw -740296.072675 + Penalty 892.784972 = -739403.287703 nChanged 137 SP:Iteration 36Q (147.073804 sec): 3 clusters Score: Raw -740330.753342 + Penalty 892.784972 = -739437.968370 nChanged 155 SP:Iteration 37Q (147.142357 sec): 3 clusters Score: Raw -740374.671273 + Penalty 892.784972 = -739481.886301 nChanged 142 SP:Iteration 38Q (147.200687 sec): 3 clusters Score: Raw -740417.528038 + Penalty 892.784972 = -739524.743066 nChanged 136 SP:Iteration 39Q (147.258997 sec): 3 clusters Score: Raw -740459.192518 + Penalty 892.784972 = -739566.407546 nChanged 138 SP:Iteration 40F (147.308089 sec): 3 clusters Score: Raw -740500.671690 + Penalty 892.784972 = -739607.886718 nChanged 119 SP:Iteration 41Q (147.375030 sec): 3 clusters Score: Raw -740535.515564 + Penalty 892.784972 = -739642.730592 nChanged 109 SP:Iteration 42Q (147.429896 sec): 3 clusters Score: Raw -740562.729129 + Penalty 892.784972 = -739669.944157 nChanged 104 SP:Iteration 43Q (147.487770 sec): 3 clusters Score: Raw -740588.905340 + Penalty 892.784972 = -739696.120368 nChanged 95 SP:Iteration 44Q (147.547902 sec): 3 clusters Score: Raw -740615.812654 + Penalty 892.784972 = -739723.027682 nChanged 96 SP:Iteration 45Q (147.615692 sec): 3 clusters Score: Raw -740638.707546 + Penalty 892.784972 = -739745.922574 nChanged 76 SP:Iteration 46Q (147.676803 sec): 3 clusters Score: Raw -740654.232826 + Penalty 892.784972 = -739761.447854 nChanged 65 SP:Iteration 47Q (147.741954 sec): 3 clusters Score: Raw -740670.957157 + Penalty 892.784972 = -739778.172185 nChanged 78 SP:Iteration 48Q (147.789870 sec): 3 clusters Score: Raw -740692.009640 + Penalty 892.784972 = -739799.224668 nChanged 65 SP:Iteration 49Q (147.858525 sec): 3 clusters Score: Raw -740709.784036 + Penalty 892.784972 = -739816.999064 nChanged 64 SP:Iteration 50Q (147.909585 sec): 3 clusters Score: Raw -740728.291515 + Penalty 892.784972 = -739835.506543 nChanged 74 SP:Iteration 51Q (147.967330 sec): 3 clusters Score: Raw -740748.237944 + Penalty 892.784972 = -739855.452972 nChanged 62 SP:Iteration 52Q (148.031111 sec): 3 clusters Score: Raw -740764.013038 + Penalty 892.784972 = -739871.228066 nChanged 50 SP:Iteration 53Q (148.090899 sec): 3 clusters Score: Raw -740777.638502 + Penalty 892.784972 = -739884.853530 nChanged 47 SP:Iteration 54Q (148.146745 sec): 3 clusters Score: Raw -740790.419607 + Penalty 892.784972 = -739897.634635 nChanged 41 SP:Iteration 55Q (148.203403 sec): 3 clusters Score: Raw -740800.576073 + Penalty 892.784972 = -739907.791101 nChanged 49 SP:Iteration 56Q (148.257978 sec): 3 clusters Score: Raw -740813.851799 + Penalty 892.784972 = -739921.066827 nChanged 37 SP:Iteration 57Q (148.326124 sec): 3 clusters Score: Raw -740826.247129 + Penalty 892.784972 = -739933.462157 nChanged 43 SP:Iteration 58Q (148.375486 sec): 3 clusters Score: Raw -740843.044011 + Penalty 892.784972 = -739950.259039 nChanged 42 SP:Iteration 59Q (148.438657 sec): 3 clusters Score: Raw -740857.887106 + Penalty 892.784972 = -739965.102134 nChanged 33 SP:Iteration 60F (148.502680 sec): 3 clusters Score: Raw -740865.721110 + Penalty 892.784972 = -739972.936138 nChanged 30 SP:Iteration 61Q (148.557867 sec): 3 clusters Score: Raw -740872.894376 + Penalty 892.784972 = -739980.109404 nChanged 38 SP:Iteration 62Q (148.607843 sec): 3 clusters Score: Raw -740881.355492 + Penalty 892.784972 = -739988.570520 nChanged 29 SP:Iteration 63Q (148.675967 sec): 3 clusters Score: Raw -740888.294037 + Penalty 892.784972 = -739995.509065 nChanged 31 SP:Iteration 64Q (148.733111 sec): 3 clusters Score: Raw -740897.506551 + Penalty 892.784972 = -740004.721579 nChanged 41 SP:Iteration 65Q (148.789786 sec): 3 clusters Score: Raw -740910.309383 + Penalty 892.784972 = -740017.524411 nChanged 36 SP:Iteration 66Q (148.833827 sec): 3 clusters Score: Raw -740920.871954 + Penalty 892.784972 = -740028.086982 nChanged 36 SP:Iteration 67Q (148.904153 sec): 3 clusters Score: Raw -740931.808882 + Penalty 892.784972 = -740039.023910 nChanged 29 SP:Iteration 68Q (148.954219 sec): 3 clusters Score: Raw -740939.700612 + Penalty 892.784972 = -740046.915640 nChanged 25 SP:Iteration 69Q (149.014266 sec): 3 clusters Score: Raw -740946.951228 + Penalty 892.784972 = -740054.166256 nChanged 26 SP:Iteration 70Q (149.081492 sec): 3 clusters Score: Raw -740954.928389 + Penalty 892.784972 = -740062.143417 nChanged 28 SP:Iteration 71Q (149.142266 sec): 3 clusters Score: Raw -740963.076422 + Penalty 892.784972 = -740070.291450 nChanged 27 SP:Iteration 72Q (149.202969 sec): 3 clusters Score: Raw -740970.942283 + Penalty 892.784972 = -740078.157311 nChanged 20 SP:Iteration 73Q (149.264091 sec): 3 clusters Score: Raw -740976.700793 + Penalty 892.784972 = -740083.915821 nChanged 21 SP:Iteration 74Q (149.320010 sec): 3 clusters Score: Raw -740984.665887 + Penalty 892.784972 = -740091.880915 nChanged 19 SP:Iteration 75Q (149.384478 sec): 3 clusters Score: Raw -740991.019269 + Penalty 892.784972 = -740098.234297 nChanged 13 SP:Iteration 76Q (149.431637 sec): 3 clusters Score: Raw -740995.386317 + Penalty 892.784972 = -740102.601345 nChanged 15 SP:Iteration 77Q (149.500723 sec): 3 clusters Score: Raw -740999.398255 + Penalty 892.784972 = -740106.613283 nChanged 14 SP:Iteration 78Q (149.547785 sec): 3 clusters Score: Raw -741003.875763 + Penalty 892.784972 = -740111.090791 nChanged 11 SP:Iteration 79Q (149.619423 sec): 3 clusters Score: Raw -741007.386856 + Penalty 892.784972 = -740114.601884 nChanged 10 SP:Iteration 80F (149.675331 sec): 3 clusters Score: Raw -741009.883671 + Penalty 892.784972 = -740117.098699 nChanged 6 SP:Iteration 81Q (149.729535 sec): 3 clusters Score: Raw -741012.355176 + Penalty 892.784972 = -740119.570204 nChanged 4 SP:Iteration 82Q (149.794254 sec): 3 clusters Score: Raw -741014.242492 + Penalty 892.784972 = -740121.457520 nChanged 4 SP:Iteration 83Q (149.848706 sec): 3 clusters Score: Raw -741015.157241 + Penalty 892.784972 = -740122.372269 nChanged 3 SP:Iteration 84Q (149.897251 sec): 3 clusters Score: Raw -741015.498568 + Penalty 892.784972 = -740122.713597 nChanged 1 SP:Iteration 85Q (149.957382 sec): 3 clusters Score: Raw -741015.561262 + Penalty 892.784972 = -740122.776290 nChanged 0 SP:Iteration 86F (150.020859 sec): 3 clusters Score: Raw -741015.561262 + Penalty 892.784972 = -740122.776290 nChanged 0 Trying to split cluster 8 (1616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (150.046407 sec): 2 clusters Score: Raw -66320.098122 + Penalty 336.140770 = -65983.957351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (150.098047 sec): 3 clusters Score: Raw -65496.382044 + Penalty 672.281541 = -64824.100503 nChanged 643 SP:Iteration 1F (150.148554 sec): 3 clusters Score: Raw -65857.502514 + Penalty 672.281541 = -65185.220974 nChanged 118 SP:Iteration 2F (150.187976 sec): 3 clusters Score: Raw -65930.021820 + Penalty 672.281541 = -65257.740279 nChanged 100 SP:Iteration 3F (150.230453 sec): 3 clusters Score: Raw -65999.015116 + Penalty 672.281541 = -65326.733575 nChanged 95 SP:Iteration 4F (150.287092 sec): 3 clusters Score: Raw -66061.931274 + Penalty 672.281541 = -65389.649733 nChanged 94 SP:Iteration 5F (150.332636 sec): 3 clusters Score: Raw -66154.694886 + Penalty 672.281541 = -65482.413345 nChanged 94 SP:Iteration 6F (150.373517 sec): 3 clusters Score: Raw -66273.355566 + Penalty 672.281541 = -65601.074025 nChanged 92 SP:Iteration 7F (150.428940 sec): 3 clusters Score: Raw -66379.079729 + Penalty 672.281541 = -65706.798188 nChanged 58 SP:Iteration 8Q (150.472210 sec): 3 clusters Score: Raw -66433.510480 + Penalty 672.281541 = -65761.228940 nChanged 44 SP:Iteration 9Q (150.513238 sec): 3 clusters Score: Raw -66467.308292 + Penalty 672.281541 = -65795.026752 nChanged 24 SP:Iteration 10Q (150.559105 sec): 3 clusters Score: Raw -66488.914946 + Penalty 672.281541 = -65816.633405 nChanged 30 SP:Iteration 11Q (150.617932 sec): 3 clusters Score: Raw -66516.113704 + Penalty 672.281541 = -65843.832164 nChanged 31 SP:Iteration 12Q (150.659596 sec): 3 clusters Score: Raw -66553.334740 + Penalty 672.281541 = -65881.053200 nChanged 38 SP:Iteration 13Q (150.705834 sec): 3 clusters Score: Raw -66587.814527 + Penalty 672.281541 = -65915.532986 nChanged 29 SP:Iteration 14Q (150.759198 sec): 3 clusters Score: Raw -66632.700581 + Penalty 672.281541 = -65960.419040 nChanged 35 SP:Iteration 15Q (150.811001 sec): 3 clusters Score: Raw -66701.199521 + Penalty 672.281541 = -66028.917981 nChanged 28 SP:Iteration 16Q (150.851100 sec): 3 clusters Score: Raw -66759.801907 + Penalty 672.281541 = -66087.520366 nChanged 23 SP:Iteration 17Q (150.906695 sec): 3 clusters Score: Raw -66785.848620 + Penalty 672.281541 = -66113.567079 nChanged 18 SP:Iteration 18Q (150.952261 sec): 3 clusters Score: Raw -66800.221189 + Penalty 672.281541 = -66127.939648 nChanged 12 SP:Iteration 19Q (150.996040 sec): 3 clusters Score: Raw -66805.478114 + Penalty 672.281541 = -66133.196573 nChanged 9 SP:Iteration 20F (151.036039 sec): 3 clusters Score: Raw -66811.993257 + Penalty 672.281541 = -66139.711716 nChanged 8 SP:Iteration 21Q (151.087106 sec): 3 clusters Score: Raw -66814.858673 + Penalty 672.281541 = -66142.577132 nChanged 1 SP:Iteration 22Q (151.128932 sec): 3 clusters Score: Raw -66814.968377 + Penalty 672.281541 = -66142.686836 nChanged 1 SP:Iteration 23Q (151.179996 sec): 3 clusters Score: Raw -66815.066788 + Penalty 672.281541 = -66142.785247 nChanged 0 SP:Iteration 24F (151.227073 sec): 3 clusters Score: Raw -66815.066788 + Penalty 672.281541 = -66142.785247 nChanged 0 Score: Raw -6274096.813950 + Penalty 16434.068549 = -6257662.745402 Splitting cluster 8 changes total score from -6257040.629470 to -6257662.745402 So it's getting split into cluster 30. Trying to split cluster 9 (4784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.494547 sec): 2 clusters Score: Raw -200531.407699 + Penalty 385.522969 = -200145.884729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.531784 sec): 3 clusters Score: Raw -197694.604925 + Penalty 771.045939 = -196923.558986 nChanged 2148 SP:Iteration 1F (153.579397 sec): 3 clusters Score: Raw -198790.610701 + Penalty 771.045939 = -198019.564762 nChanged 262 SP:Iteration 2F (153.625945 sec): 3 clusters Score: Raw -198895.139632 + Penalty 771.045939 = -198124.093693 nChanged 265 SP:Iteration 3F (153.677064 sec): 3 clusters Score: Raw -198993.661130 + Penalty 771.045939 = -198222.615191 nChanged 217 SP:Iteration 4Q (153.720947 sec): 3 clusters Score: Raw -199067.469893 + Penalty 771.045939 = -198296.423954 nChanged 213 SP:Iteration 5Q (153.775329 sec): 3 clusters Score: Raw -199164.462451 + Penalty 771.045939 = -198393.416512 nChanged 228 SP:Iteration 6Q (153.821642 sec): 3 clusters Score: Raw -199284.928884 + Penalty 771.045939 = -198513.882945 nChanged 244 SP:Iteration 7F (153.865141 sec): 3 clusters Score: Raw -199434.042372 + Penalty 771.045939 = -198662.996433 nChanged 256 SP:Iteration 8F (153.910803 sec): 3 clusters Score: Raw -199609.216441 + Penalty 771.045939 = -198838.170502 nChanged 243 SP:Iteration 9F (153.961558 sec): 3 clusters Score: Raw -199788.919973 + Penalty 771.045939 = -199017.874035 nChanged 219 SP:Iteration 10Q (154.004348 sec): 3 clusters Score: Raw -199957.030942 + Penalty 771.045939 = -199185.985003 nChanged 204 SP:Iteration 11Q (154.054376 sec): 3 clusters Score: Raw -200118.836137 + Penalty 771.045939 = -199347.790198 nChanged 161 SP:Iteration 12Q (154.102251 sec): 3 clusters Score: Raw -200251.195498 + Penalty 771.045939 = -199480.149559 nChanged 141 SP:Iteration 13Q (154.134449 sec): 3 clusters Score: Raw -200375.615514 + Penalty 771.045939 = -199604.569575 nChanged 96 SP:Iteration 14Q (154.168422 sec): 3 clusters Score: Raw -200466.416981 + Penalty 771.045939 = -199695.371042 nChanged 55 SP:Iteration 15Q (154.226458 sec): 3 clusters Score: Raw -200515.934171 + Penalty 771.045939 = -199744.888233 nChanged 41 SP:Iteration 16Q (154.265046 sec): 3 clusters Score: Raw -200553.678547 + Penalty 771.045939 = -199782.632608 nChanged 18 SP:Iteration 17Q (154.318661 sec): 3 clusters Score: Raw -200569.648418 + Penalty 771.045939 = -199798.602480 nChanged 14 SP:Iteration 18Q (154.369785 sec): 3 clusters Score: Raw -200580.762740 + Penalty 771.045939 = -199809.716801 nChanged 10 SP:Iteration 19Q (154.414663 sec): 3 clusters Score: Raw -200590.207706 + Penalty 771.045939 = -199819.161767 nChanged 1 SP:Iteration 20F (154.462089 sec): 3 clusters Score: Raw -200591.648486 + Penalty 771.045939 = -199820.602547 nChanged 0 Trying to split cluster 10 (36122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.512616 sec): 2 clusters Score: Raw -1452212.480332 + Penalty 477.506911 = -1451734.973422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.582947 sec): 3 clusters Score: Raw -1428486.696992 + Penalty 955.013821 = -1427531.683171 nChanged 17215 SP:Iteration 1F (154.655925 sec): 3 clusters Score: Raw -1439259.498911 + Penalty 955.013821 = -1438304.485090 nChanged 1937 SP:Iteration 2F (154.740214 sec): 3 clusters Score: Raw -1440396.254234 + Penalty 955.013821 = -1439441.240412 nChanged 2152 SP:Iteration 3F (154.809623 sec): 3 clusters Score: Raw -1441888.061098 + Penalty 955.013821 = -1440933.047277 nChanged 2295 SP:Iteration 4F (154.884380 sec): 3 clusters Score: Raw -1443634.592348 + Penalty 955.013821 = -1442679.578527 nChanged 2165 SP:Iteration 5F (154.964764 sec): 3 clusters Score: Raw -1445289.011878 + Penalty 955.013821 = -1444333.998057 nChanged 1867 SP:Iteration 6F (155.056332 sec): 3 clusters Score: Raw -1446364.214891 + Penalty 955.013821 = -1445409.201069 nChanged 1323 SP:Iteration 7Q (155.137512 sec): 3 clusters Score: Raw -1446832.559533 + Penalty 955.013821 = -1445877.545712 nChanged 837 SP:Iteration 8Q (155.222337 sec): 3 clusters Score: Raw -1447037.118141 + Penalty 955.013821 = -1446082.104320 nChanged 619 SP:Iteration 9Q (155.302545 sec): 3 clusters Score: Raw -1447172.800879 + Penalty 955.013821 = -1446217.787058 nChanged 507 SP:Iteration 10Q (155.382904 sec): 3 clusters Score: Raw -1447288.030220 + Penalty 955.013821 = -1446333.016398 nChanged 489 SP:Iteration 11Q (155.466487 sec): 3 clusters Score: Raw -1447404.505562 + Penalty 955.013821 = -1446449.491741 nChanged 481 SP:Iteration 12Q (155.546047 sec): 3 clusters Score: Raw -1447520.063648 + Penalty 955.013821 = -1446565.049827 nChanged 467 SP:Iteration 13Q (155.621985 sec): 3 clusters Score: Raw -1447635.525191 + Penalty 955.013821 = -1446680.511369 nChanged 500 SP:Iteration 14Q (155.700659 sec): 3 clusters Score: Raw -1447765.113699 + Penalty 955.013821 = -1446810.099878 nChanged 524 SP:Iteration 15Q (155.786592 sec): 3 clusters Score: Raw -1447905.583539 + Penalty 955.013821 = -1446950.569718 nChanged 548 SP:Iteration 16Q (155.868172 sec): 3 clusters Score: Raw -1448067.188640 + Penalty 955.013821 = -1447112.174819 nChanged 576 SP:Iteration 17Q (155.951703 sec): 3 clusters Score: Raw -1448242.365772 + Penalty 955.013821 = -1447287.351951 nChanged 587 SP:Iteration 18Q (156.029632 sec): 3 clusters Score: Raw -1448423.772709 + Penalty 955.013821 = -1447468.758888 nChanged 617 SP:Iteration 19Q (156.104583 sec): 3 clusters Score: Raw -1448631.365214 + Penalty 955.013821 = -1447676.351393 nChanged 663 SP:Iteration 20F (156.177696 sec): 3 clusters Score: Raw -1448881.931186 + Penalty 955.013821 = -1447926.917365 nChanged 679 SP:Iteration 21Q (156.264699 sec): 3 clusters Score: Raw -1449162.260098 + Penalty 955.013821 = -1448207.246277 nChanged 695 SP:Iteration 22Q (156.342954 sec): 3 clusters Score: Raw -1449471.552294 + Penalty 955.013821 = -1448516.538473 nChanged 678 SP:Iteration 23Q (156.419048 sec): 3 clusters Score: Raw -1449790.586629 + Penalty 955.013821 = -1448835.572807 nChanged 683 SP:Iteration 24Q (156.491292 sec): 3 clusters Score: Raw -1450136.759582 + Penalty 955.013821 = -1449181.745761 nChanged 654 SP:Iteration 25Q (156.562040 sec): 3 clusters Score: Raw -1450500.216651 + Penalty 955.013821 = -1449545.202830 nChanged 626 SP:Iteration 26Q (156.637510 sec): 3 clusters Score: Raw -1450894.093438 + Penalty 955.013821 = -1449939.079617 nChanged 535 SP:Iteration 27Q (156.724090 sec): 3 clusters Score: Raw -1451248.344314 + Penalty 955.013821 = -1450293.330493 nChanged 447 SP:Iteration 28Q (156.802928 sec): 3 clusters Score: Raw -1451565.095711 + Penalty 955.013821 = -1450610.081890 nChanged 349 SP:Iteration 29Q (156.877567 sec): 3 clusters Score: Raw -1451804.793763 + Penalty 955.013821 = -1450849.779941 nChanged 256 SP:Iteration 30Q (156.947515 sec): 3 clusters Score: Raw -1451974.373862 + Penalty 955.013821 = -1451019.360040 nChanged 177 SP:Iteration 31Q (157.017311 sec): 3 clusters Score: Raw -1452079.783936 + Penalty 955.013821 = -1451124.770115 nChanged 117 SP:Iteration 32Q (157.096764 sec): 3 clusters Score: Raw -1452141.049929 + Penalty 955.013821 = -1451186.036108 nChanged 74 SP:Iteration 33Q (157.169124 sec): 3 clusters Score: Raw -1452177.901432 + Penalty 955.013821 = -1451222.887611 nChanged 68 SP:Iteration 34Q (157.234734 sec): 3 clusters Score: Raw -1452213.926515 + Penalty 955.013821 = -1451258.912694 nChanged 59 SP:Iteration 35Q (157.306973 sec): 3 clusters Score: Raw -1452241.252959 + Penalty 955.013821 = -1451286.239137 nChanged 39 SP:Iteration 36Q (157.379615 sec): 3 clusters Score: Raw -1452255.670836 + Penalty 955.013821 = -1451300.657015 nChanged 18 SP:Iteration 37Q (157.455685 sec): 3 clusters Score: Raw -1452265.515478 + Penalty 955.013821 = -1451310.501657 nChanged 20 SP:Iteration 38Q (157.533907 sec): 3 clusters Score: Raw -1452276.287972 + Penalty 955.013821 = -1451321.274151 nChanged 15 SP:Iteration 39Q (157.603088 sec): 3 clusters Score: Raw -1452285.717478 + Penalty 955.013821 = -1451330.703656 nChanged 19 SP:Iteration 40F (157.679588 sec): 3 clusters Score: Raw -1452294.061236 + Penalty 955.013821 = -1451339.047415 nChanged 16 SP:Iteration 41Q (157.745775 sec): 3 clusters Score: Raw -1452298.665070 + Penalty 955.013821 = -1451343.651249 nChanged 7 SP:Iteration 42Q (157.813870 sec): 3 clusters Score: Raw -1452300.502381 + Penalty 955.013821 = -1451345.488559 nChanged 8 SP:Iteration 43Q (157.892295 sec): 3 clusters Score: Raw -1452302.752592 + Penalty 955.013821 = -1451347.738771 nChanged 8 SP:Iteration 44Q (157.970813 sec): 3 clusters Score: Raw -1452307.299975 + Penalty 955.013821 = -1451352.286154 nChanged 7 SP:Iteration 45Q (158.043856 sec): 3 clusters Score: Raw -1452309.339060 + Penalty 955.013821 = -1451354.325239 nChanged 6 SP:Iteration 46Q (158.113003 sec): 3 clusters Score: Raw -1452311.056241 + Penalty 955.013821 = -1451356.042420 nChanged 5 SP:Iteration 47Q (158.180628 sec): 3 clusters Score: Raw -1452312.369376 + Penalty 955.013821 = -1451357.355555 nChanged 4 SP:Iteration 48Q (158.246965 sec): 3 clusters Score: Raw -1452314.046872 + Penalty 955.013821 = -1451359.033051 nChanged 3 SP:Iteration 49Q (158.322632 sec): 3 clusters Score: Raw -1452315.528023 + Penalty 955.013821 = -1451360.514201 nChanged 5 SP:Iteration 50Q (158.394917 sec): 3 clusters Score: Raw -1452317.220023 + Penalty 955.013821 = -1451362.206202 nChanged 6 SP:Iteration 51Q (158.463964 sec): 3 clusters Score: Raw -1452318.947874 + Penalty 955.013821 = -1451363.934052 nChanged 3 SP:Iteration 52Q (158.529497 sec): 3 clusters Score: Raw -1452319.960822 + Penalty 955.013821 = -1451364.947001 nChanged 2 SP:Iteration 53Q (158.618377 sec): 3 clusters Score: Raw -1452320.725538 + Penalty 955.013821 = -1451365.711716 nChanged 1 SP:Iteration 54Q (158.689945 sec): 3 clusters Score: Raw -1452320.960416 + Penalty 955.013821 = -1451365.946595 nChanged 0 SP:Iteration 55F (158.768473 sec): 3 clusters Score: Raw -1452320.960416 + Penalty 955.013821 = -1451365.946595 nChanged 0 Trying to split cluster 11 (5408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.801152 sec): 2 clusters Score: Raw -198116.217634 + Penalty 391.101375 = -197725.116259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.851910 sec): 3 clusters Score: Raw -194845.413928 + Penalty 782.202750 = -194063.211178 nChanged 2478 SP:Iteration 1F (158.892290 sec): 3 clusters Score: Raw -196349.065358 + Penalty 782.202750 = -195566.862608 nChanged 446 SP:Iteration 2F (158.956954 sec): 3 clusters Score: Raw -196618.579618 + Penalty 782.202750 = -195836.376868 nChanged 381 SP:Iteration 3F (159.009283 sec): 3 clusters Score: Raw -196841.437557 + Penalty 782.202750 = -196059.234807 nChanged 312 SP:Iteration 4F (159.060956 sec): 3 clusters Score: Raw -197029.104226 + Penalty 782.202750 = -196246.901476 nChanged 284 SP:Iteration 5F (159.112414 sec): 3 clusters Score: Raw -197223.840653 + Penalty 782.202750 = -196441.637903 nChanged 294 SP:Iteration 6F (159.163075 sec): 3 clusters Score: Raw -197422.529538 + Penalty 782.202750 = -196640.326788 nChanged 254 SP:Iteration 7Q (159.212680 sec): 3 clusters Score: Raw -197584.761029 + Penalty 782.202750 = -196802.558279 nChanged 210 SP:Iteration 8Q (159.255096 sec): 3 clusters Score: Raw -197694.900573 + Penalty 782.202750 = -196912.697823 nChanged 171 SP:Iteration 9Q (159.309328 sec): 3 clusters Score: Raw -197782.631262 + Penalty 782.202750 = -197000.428512 nChanged 145 SP:Iteration 10Q (159.353187 sec): 3 clusters Score: Raw -197846.217353 + Penalty 782.202750 = -197064.014602 nChanged 99 SP:Iteration 11Q (159.414776 sec): 3 clusters Score: Raw -197876.816539 + Penalty 782.202750 = -197094.613789 nChanged 61 SP:Iteration 12Q (159.464361 sec): 3 clusters Score: Raw -197887.728064 + Penalty 782.202750 = -197105.525314 nChanged 40 SP:Iteration 13Q (159.522208 sec): 3 clusters Score: Raw -197895.980595 + Penalty 782.202750 = -197113.777845 nChanged 36 SP:Iteration 14Q (159.565710 sec): 3 clusters Score: Raw -197902.851049 + Penalty 782.202750 = -197120.648298 nChanged 30 SP:Iteration 15Q (159.629129 sec): 3 clusters Score: Raw -197907.321369 + Penalty 782.202750 = -197125.118618 nChanged 24 SP:Iteration 16Q (159.671882 sec): 3 clusters Score: Raw -197911.595093 + Penalty 782.202750 = -197129.392343 nChanged 21 SP:Iteration 17Q (159.716514 sec): 3 clusters Score: Raw -197914.756638 + Penalty 782.202750 = -197132.553888 nChanged 26 SP:Iteration 18Q (159.777057 sec): 3 clusters Score: Raw -197917.999721 + Penalty 782.202750 = -197135.796970 nChanged 16 SP:Iteration 19Q (159.826708 sec): 3 clusters Score: Raw -197920.943869 + Penalty 782.202750 = -197138.741119 nChanged 24 SP:Iteration 20F (159.871437 sec): 3 clusters Score: Raw -197924.927761 + Penalty 782.202750 = -197142.725010 nChanged 16 SP:Iteration 21Q (159.923416 sec): 3 clusters Score: Raw -197927.133576 + Penalty 782.202750 = -197144.930826 nChanged 15 SP:Iteration 22Q (159.972569 sec): 3 clusters Score: Raw -197929.922294 + Penalty 782.202750 = -197147.719543 nChanged 22 SP:Iteration 23Q (160.021950 sec): 3 clusters Score: Raw -197933.632710 + Penalty 782.202750 = -197151.429959 nChanged 22 SP:Iteration 24Q (160.059620 sec): 3 clusters Score: Raw -197936.576325 + Penalty 782.202750 = -197154.373574 nChanged 24 SP:Iteration 25Q (160.120104 sec): 3 clusters Score: Raw -197940.263787 + Penalty 782.202750 = -197158.061037 nChanged 24 SP:Iteration 26Q (160.170880 sec): 3 clusters Score: Raw -197943.721225 + Penalty 782.202750 = -197161.518475 nChanged 16 SP:Iteration 27Q (160.222320 sec): 3 clusters Score: Raw -197945.871075 + Penalty 782.202750 = -197163.668325 nChanged 16 SP:Iteration 28Q (160.268449 sec): 3 clusters Score: Raw -197948.566738 + Penalty 782.202750 = -197166.363988 nChanged 23 SP:Iteration 29Q (160.307846 sec): 3 clusters Score: Raw -197951.360855 + Penalty 782.202750 = -197169.158105 nChanged 17 SP:Iteration 30Q (160.352690 sec): 3 clusters Score: Raw -197953.317788 + Penalty 782.202750 = -197171.115037 nChanged 14 SP:Iteration 31Q (160.401698 sec): 3 clusters Score: Raw -197955.525199 + Penalty 782.202750 = -197173.322449 nChanged 12 SP:Iteration 32Q (160.452793 sec): 3 clusters Score: Raw -197956.755126 + Penalty 782.202750 = -197174.552376 nChanged 11 SP:Iteration 33Q (160.506384 sec): 3 clusters Score: Raw -197957.706146 + Penalty 782.202750 = -197175.503396 nChanged 7 SP:Iteration 34Q (160.544208 sec): 3 clusters Score: Raw -197958.135687 + Penalty 782.202750 = -197175.932937 nChanged 5 SP:Iteration 35Q (160.595477 sec): 3 clusters Score: Raw -197958.491820 + Penalty 782.202750 = -197176.289070 nChanged 6 SP:Iteration 36Q (160.651531 sec): 3 clusters Score: Raw -197958.991734 + Penalty 782.202750 = -197176.788984 nChanged 3 SP:Iteration 37Q (160.696573 sec): 3 clusters Score: Raw -197959.331707 + Penalty 782.202750 = -197177.128957 nChanged 3 SP:Iteration 38Q (160.748694 sec): 3 clusters Score: Raw -197959.494037 + Penalty 782.202750 = -197177.291287 nChanged 6 SP:Iteration 39Q (160.802390 sec): 3 clusters Score: Raw -197959.783801 + Penalty 782.202750 = -197177.581051 nChanged 6 SP:Iteration 40F (160.855939 sec): 3 clusters Score: Raw -197960.028898 + Penalty 782.202750 = -197177.826148 nChanged 2 SP:Iteration 41Q (160.906605 sec): 3 clusters Score: Raw -197960.124594 + Penalty 782.202750 = -197177.921844 nChanged 1 SP:Iteration 42Q (160.957149 sec): 3 clusters Score: Raw -197960.155874 + Penalty 782.202750 = -197177.953124 nChanged 1 SP:Iteration 43Q (161.003020 sec): 3 clusters Score: Raw -197960.194904 + Penalty 782.202750 = -197177.992154 nChanged 0 SP:Iteration 44F (161.043314 sec): 3 clusters Score: Raw -197960.194904 + Penalty 782.202750 = -197177.992154 nChanged 0 Trying to split cluster 12 (1573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (161.075730 sec): 2 clusters Score: Raw -67798.669355 + Penalty 334.913666 = -67463.755689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (161.117135 sec): 3 clusters Score: Raw -66976.167882 + Penalty 669.827331 = -66306.340551 nChanged 647 SP:Iteration 1F (161.146700 sec): 3 clusters Score: Raw -67371.774899 + Penalty 669.827331 = -66701.947567 nChanged 117 SP:Iteration 2F (161.184076 sec): 3 clusters Score: Raw -67438.705690 + Penalty 669.827331 = -66768.878359 nChanged 87 SP:Iteration 3F (161.226210 sec): 3 clusters Score: Raw -67489.945613 + Penalty 669.827331 = -66820.118282 nChanged 57 SP:Iteration 4Q (161.268105 sec): 3 clusters Score: Raw -67519.108057 + Penalty 669.827331 = -66849.280726 nChanged 44 SP:Iteration 5Q (161.299907 sec): 3 clusters Score: Raw -67538.727727 + Penalty 669.827331 = -66868.900395 nChanged 35 SP:Iteration 6Q (161.340654 sec): 3 clusters Score: Raw -67555.098369 + Penalty 669.827331 = -66885.271038 nChanged 40 SP:Iteration 7Q (161.385909 sec): 3 clusters Score: Raw -67578.216343 + Penalty 669.827331 = -66908.389012 nChanged 44 SP:Iteration 8Q (161.421976 sec): 3 clusters Score: Raw -67612.936417 + Penalty 669.827331 = -66943.109086 nChanged 40 SP:Iteration 9Q (161.465439 sec): 3 clusters Score: Raw -67645.323271 + Penalty 669.827331 = -66975.495940 nChanged 43 SP:Iteration 10Q (161.504656 sec): 3 clusters Score: Raw -67683.032175 + Penalty 669.827331 = -67013.204844 nChanged 46 SP:Iteration 11Q (161.557416 sec): 3 clusters Score: Raw -67729.160412 + Penalty 669.827331 = -67059.333080 nChanged 37 SP:Iteration 12Q (161.598724 sec): 3 clusters Score: Raw -67758.015683 + Penalty 669.827331 = -67088.188352 nChanged 20 SP:Iteration 13Q (161.646263 sec): 3 clusters Score: Raw -67774.247483 + Penalty 669.827331 = -67104.420151 nChanged 20 SP:Iteration 14Q (161.688849 sec): 3 clusters Score: Raw -67792.313890 + Penalty 669.827331 = -67122.486559 nChanged 19 SP:Iteration 15Q (161.743988 sec): 3 clusters Score: Raw -67809.059373 + Penalty 669.827331 = -67139.232042 nChanged 10 SP:Iteration 16Q (161.790624 sec): 3 clusters Score: Raw -67819.137660 + Penalty 669.827331 = -67149.310329 nChanged 10 SP:Iteration 17Q (161.840800 sec): 3 clusters Score: Raw -67823.249189 + Penalty 669.827331 = -67153.421858 nChanged 5 SP:Iteration 18Q (161.890370 sec): 3 clusters Score: Raw -67827.924982 + Penalty 669.827331 = -67158.097651 nChanged 4 SP:Iteration 19Q (161.941432 sec): 3 clusters Score: Raw -67833.436546 + Penalty 669.827331 = -67163.609215 nChanged 4 SP:Iteration 20F (161.982240 sec): 3 clusters Score: Raw -67835.693660 + Penalty 669.827331 = -67165.866329 nChanged 2 SP:Iteration 21Q (162.035827 sec): 3 clusters Score: Raw -67836.327937 + Penalty 669.827331 = -67166.500606 nChanged 1 SP:Iteration 22Q (162.067030 sec): 3 clusters Score: Raw -67836.486742 + Penalty 669.827331 = -67166.659411 nChanged 0 SP:Iteration 23F (162.116012 sec): 3 clusters Score: Raw -67836.486742 + Penalty 669.827331 = -67166.659411 nChanged 0 Trying to split cluster 13 (2441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (162.140564 sec): 2 clusters Score: Raw -102474.179847 + Penalty 354.907420 = -102119.272427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (162.187921 sec): 3 clusters Score: Raw -101098.905850 + Penalty 709.814839 = -100389.091010 nChanged 1044 SP:Iteration 1F (162.239431 sec): 3 clusters Score: Raw -101601.949364 + Penalty 709.814839 = -100892.134525 nChanged 140 SP:Iteration 2F (162.293686 sec): 3 clusters Score: Raw -101658.685759 + Penalty 709.814839 = -100948.870920 nChanged 122 SP:Iteration 3Q (162.347517 sec): 3 clusters Score: Raw -101698.231201 + Penalty 709.814839 = -100988.416362 nChanged 101 SP:Iteration 4Q (162.392204 sec): 3 clusters Score: Raw -101727.879486 + Penalty 709.814839 = -101018.064647 nChanged 80 SP:Iteration 5Q (162.437643 sec): 3 clusters Score: Raw -101756.663285 + Penalty 709.814839 = -101046.848446 nChanged 92 SP:Iteration 6Q (162.493653 sec): 3 clusters Score: Raw -101792.656364 + Penalty 709.814839 = -101082.841524 nChanged 77 SP:Iteration 7Q (162.538442 sec): 3 clusters Score: Raw -101826.230245 + Penalty 709.814839 = -101116.415406 nChanged 83 SP:Iteration 8Q (162.580330 sec): 3 clusters Score: Raw -101867.284013 + Penalty 709.814839 = -101157.469174 nChanged 89 SP:Iteration 9Q (162.628994 sec): 3 clusters Score: Raw -101912.565314 + Penalty 709.814839 = -101202.750475 nChanged 79 SP:Iteration 10Q (162.683887 sec): 3 clusters Score: Raw -101964.882377 + Penalty 709.814839 = -101255.067538 nChanged 77 SP:Iteration 11Q (162.728890 sec): 3 clusters Score: Raw -102015.585204 + Penalty 709.814839 = -101305.770365 nChanged 85 SP:Iteration 12Q (162.774125 sec): 3 clusters Score: Raw -102079.061751 + Penalty 709.814839 = -101369.246912 nChanged 75 SP:Iteration 13Q (162.813853 sec): 3 clusters Score: Raw -102117.455980 + Penalty 709.814839 = -101407.641140 nChanged 60 SP:Iteration 14Q (162.850482 sec): 3 clusters Score: Raw -102147.241066 + Penalty 709.814839 = -101437.426226 nChanged 50 SP:Iteration 15Q (162.898535 sec): 3 clusters Score: Raw -102174.800728 + Penalty 709.814839 = -101464.985888 nChanged 53 SP:Iteration 16Q (162.949321 sec): 3 clusters Score: Raw -102202.064291 + Penalty 709.814839 = -101492.249452 nChanged 46 SP:Iteration 17Q (162.986643 sec): 3 clusters Score: Raw -102221.031947 + Penalty 709.814839 = -101511.217108 nChanged 43 SP:Iteration 18Q (163.029494 sec): 3 clusters Score: Raw -102245.370817 + Penalty 709.814839 = -101535.555978 nChanged 41 SP:Iteration 19Q (163.078165 sec): 3 clusters Score: Raw -102265.474358 + Penalty 709.814839 = -101555.659519 nChanged 39 SP:Iteration 20F (163.131804 sec): 3 clusters Score: Raw -102281.961925 + Penalty 709.814839 = -101572.147085 nChanged 36 SP:Iteration 21Q (163.171617 sec): 3 clusters Score: Raw -102298.925120 + Penalty 709.814839 = -101589.110281 nChanged 33 SP:Iteration 22Q (163.217292 sec): 3 clusters Score: Raw -102313.878637 + Penalty 709.814839 = -101604.063798 nChanged 29 SP:Iteration 23Q (163.270648 sec): 3 clusters Score: Raw -102329.314840 + Penalty 709.814839 = -101619.500000 nChanged 29 SP:Iteration 24Q (163.312813 sec): 3 clusters Score: Raw -102345.488036 + Penalty 709.814839 = -101635.673197 nChanged 23 SP:Iteration 25Q (163.361820 sec): 3 clusters Score: Raw -102355.713201 + Penalty 709.814839 = -101645.898362 nChanged 20 SP:Iteration 26Q (163.404881 sec): 3 clusters Score: Raw -102363.333830 + Penalty 709.814839 = -101653.518990 nChanged 13 SP:Iteration 27Q (163.450724 sec): 3 clusters Score: Raw -102368.165383 + Penalty 709.814839 = -101658.350543 nChanged 19 SP:Iteration 28Q (163.491199 sec): 3 clusters Score: Raw -102376.319263 + Penalty 709.814839 = -101666.504423 nChanged 10 SP:Iteration 29Q (163.541796 sec): 3 clusters Score: Raw -102379.588277 + Penalty 709.814839 = -101669.773438 nChanged 15 SP:Iteration 30Q (163.598786 sec): 3 clusters Score: Raw -102386.289558 + Penalty 709.814839 = -101676.474719 nChanged 18 SP:Iteration 31Q (163.643875 sec): 3 clusters Score: Raw -102394.698745 + Penalty 709.814839 = -101684.883905 nChanged 15 SP:Iteration 32Q (163.696078 sec): 3 clusters Score: Raw -102398.839104 + Penalty 709.814839 = -101689.024264 nChanged 6 SP:Iteration 33Q (163.743104 sec): 3 clusters Score: Raw -102400.436568 + Penalty 709.814839 = -101690.621728 nChanged 5 SP:Iteration 34Q (163.785306 sec): 3 clusters Score: Raw -102401.838615 + Penalty 709.814839 = -101692.023775 nChanged 5 SP:Iteration 35Q (163.836162 sec): 3 clusters Score: Raw -102402.953866 + Penalty 709.814839 = -101693.139027 nChanged 5 SP:Iteration 36Q (163.882726 sec): 3 clusters Score: Raw -102404.454122 + Penalty 709.814839 = -101694.639283 nChanged 4 SP:Iteration 37Q (163.924048 sec): 3 clusters Score: Raw -102405.446959 + Penalty 709.814839 = -101695.632120 nChanged 7 SP:Iteration 38Q (163.965540 sec): 3 clusters Score: Raw -102408.006328 + Penalty 709.814839 = -101698.191488 nChanged 10 SP:Iteration 39Q (164.014150 sec): 3 clusters Score: Raw -102410.786411 + Penalty 709.814839 = -101700.971571 nChanged 6 SP:Iteration 40F (164.059057 sec): 3 clusters Score: Raw -102412.665411 + Penalty 709.814839 = -101702.850571 nChanged 7 SP:Iteration 41Q (164.099062 sec): 3 clusters Score: Raw -102416.612569 + Penalty 709.814839 = -101706.797729 nChanged 10 SP:Iteration 42Q (164.143046 sec): 3 clusters Score: Raw -102425.099978 + Penalty 709.814839 = -101715.285138 nChanged 12 SP:Iteration 43Q (164.194453 sec): 3 clusters Score: Raw -102430.956359 + Penalty 709.814839 = -101721.141520 nChanged 12 SP:Iteration 44Q (164.238977 sec): 3 clusters Score: Raw -102436.702100 + Penalty 709.814839 = -101726.887261 nChanged 10 SP:Iteration 45Q (164.279586 sec): 3 clusters Score: Raw -102439.942082 + Penalty 709.814839 = -101730.127243 nChanged 9 SP:Iteration 46Q (164.327726 sec): 3 clusters Score: Raw -102443.712361 + Penalty 709.814839 = -101733.897522 nChanged 8 SP:Iteration 47Q (164.365288 sec): 3 clusters Score: Raw -102446.700928 + Penalty 709.814839 = -101736.886089 nChanged 7 SP:Iteration 48Q (164.408789 sec): 3 clusters Score: Raw -102448.751827 + Penalty 709.814839 = -101738.936987 nChanged 6 SP:Iteration 49Q (164.459353 sec): 3 clusters Score: Raw -102450.945767 + Penalty 709.814839 = -101741.130927 nChanged 2 SP:Iteration 50Q (164.506568 sec): 3 clusters Score: Raw -102451.519082 + Penalty 709.814839 = -101741.704243 nChanged 2 SP:Iteration 51Q (164.547493 sec): 3 clusters Score: Raw -102451.723418 + Penalty 709.814839 = -101741.908578 nChanged 0 SP:Iteration 52F (164.595526 sec): 3 clusters Score: Raw -102451.723418 + Penalty 709.814839 = -101741.908578 nChanged 0 Trying to split cluster 14 (1298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.619301 sec): 2 clusters Score: Raw -46363.071488 + Penalty 326.170385 = -46036.901103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.661210 sec): 3 clusters Score: Raw -45757.908325 + Penalty 652.340771 = -45105.567555 nChanged 532 SP:Iteration 1F (164.706109 sec): 3 clusters Score: Raw -46228.068071 + Penalty 652.340771 = -45575.727300 nChanged 149 SP:Iteration 2F (164.739312 sec): 3 clusters Score: Raw -46402.552613 + Penalty 652.340771 = -45750.211842 nChanged 96 SP:Iteration 3F (164.786510 sec): 3 clusters Score: Raw -46502.189986 + Penalty 652.340771 = -45849.849215 nChanged 51 SP:Iteration 4Q (164.827050 sec): 3 clusters Score: Raw -46542.896762 + Penalty 652.340771 = -45890.555991 nChanged 32 SP:Iteration 5Q (164.877735 sec): 3 clusters Score: Raw -46566.118489 + Penalty 652.340771 = -45913.777718 nChanged 22 SP:Iteration 6Q (164.925110 sec): 3 clusters Score: Raw -46580.314722 + Penalty 652.340771 = -45927.973952 nChanged 11 SP:Iteration 7Q (164.962198 sec): 3 clusters Score: Raw -46590.567830 + Penalty 652.340771 = -45938.227060 nChanged 15 SP:Iteration 8Q (165.003363 sec): 3 clusters Score: Raw -46604.175769 + Penalty 652.340771 = -45951.834999 nChanged 21 SP:Iteration 9Q (165.046977 sec): 3 clusters Score: Raw -46621.381228 + Penalty 652.340771 = -45969.040457 nChanged 22 SP:Iteration 10Q (165.096446 sec): 3 clusters Score: Raw -46635.257407 + Penalty 652.340771 = -45982.916637 nChanged 9 SP:Iteration 11Q (165.129712 sec): 3 clusters Score: Raw -46638.270220 + Penalty 652.340771 = -45985.929449 nChanged 6 SP:Iteration 12Q (165.173558 sec): 3 clusters Score: Raw -46641.130185 + Penalty 652.340771 = -45988.789414 nChanged 8 SP:Iteration 13Q (165.217145 sec): 3 clusters Score: Raw -46645.183150 + Penalty 652.340771 = -45992.842379 nChanged 7 SP:Iteration 14Q (165.264426 sec): 3 clusters Score: Raw -46648.834161 + Penalty 652.340771 = -45996.493391 nChanged 4 SP:Iteration 15Q (165.304138 sec): 3 clusters Score: Raw -46650.145483 + Penalty 652.340771 = -45997.804713 nChanged 1 SP:Iteration 16Q (165.356487 sec): 3 clusters Score: Raw -46650.517245 + Penalty 652.340771 = -45998.176474 nChanged 0 SP:Iteration 17F (165.389479 sec): 3 clusters Score: Raw -46650.517245 + Penalty 652.340771 = -45998.176474 nChanged 0 Trying to split cluster 15 (1476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.417816 sec): 2 clusters Score: Raw -56648.671006 + Penalty 332.017641 = -56316.653366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.469051 sec): 3 clusters Score: Raw -55888.920456 + Penalty 664.035281 = -55224.885174 nChanged 622 SP:Iteration 1F (165.511874 sec): 3 clusters Score: Raw -56341.901846 + Penalty 664.035281 = -55677.866565 nChanged 150 SP:Iteration 2F (165.554983 sec): 3 clusters Score: Raw -56464.622586 + Penalty 664.035281 = -55800.587304 nChanged 113 SP:Iteration 3F (165.600701 sec): 3 clusters Score: Raw -56537.846772 + Penalty 664.035281 = -55873.811491 nChanged 74 SP:Iteration 4F (165.651742 sec): 3 clusters Score: Raw -56583.213378 + Penalty 664.035281 = -55919.178097 nChanged 53 SP:Iteration 5Q (165.697730 sec): 3 clusters Score: Raw -56620.280449 + Penalty 664.035281 = -55956.245168 nChanged 39 SP:Iteration 6Q (165.743816 sec): 3 clusters Score: Raw -56639.450951 + Penalty 664.035281 = -55975.415669 nChanged 22 SP:Iteration 7Q (165.790501 sec): 3 clusters Score: Raw -56648.570784 + Penalty 664.035281 = -55984.535503 nChanged 12 SP:Iteration 8Q (165.826469 sec): 3 clusters Score: Raw -56654.750695 + Penalty 664.035281 = -55990.715413 nChanged 17 SP:Iteration 9Q (165.873440 sec): 3 clusters Score: Raw -56661.188650 + Penalty 664.035281 = -55997.153368 nChanged 17 SP:Iteration 10Q (165.917596 sec): 3 clusters Score: Raw -56666.915944 + Penalty 664.035281 = -56002.880662 nChanged 10 SP:Iteration 11Q (165.963960 sec): 3 clusters Score: Raw -56670.338929 + Penalty 664.035281 = -56006.303647 nChanged 13 SP:Iteration 12Q (166.004036 sec): 3 clusters Score: Raw -56674.030684 + Penalty 664.035281 = -56009.995403 nChanged 6 SP:Iteration 13Q (166.050751 sec): 3 clusters Score: Raw -56675.630361 + Penalty 664.035281 = -56011.595079 nChanged 5 SP:Iteration 14Q (166.095505 sec): 3 clusters Score: Raw -56677.300739 + Penalty 664.035281 = -56013.265458 nChanged 5 SP:Iteration 15Q (166.134430 sec): 3 clusters Score: Raw -56679.224912 + Penalty 664.035281 = -56015.189630 nChanged 4 SP:Iteration 16Q (166.175819 sec): 3 clusters Score: Raw -56681.067126 + Penalty 664.035281 = -56017.031844 nChanged 10 SP:Iteration 17Q (166.224515 sec): 3 clusters Score: Raw -56686.501682 + Penalty 664.035281 = -56022.466400 nChanged 8 SP:Iteration 18Q (166.259330 sec): 3 clusters Score: Raw -56689.166956 + Penalty 664.035281 = -56025.131674 nChanged 8 SP:Iteration 19Q (166.307758 sec): 3 clusters Score: Raw -56692.867495 + Penalty 664.035281 = -56028.832213 nChanged 12 SP:Iteration 20F (166.344885 sec): 3 clusters Score: Raw -56699.011740 + Penalty 664.035281 = -56034.976458 nChanged 18 SP:Iteration 21Q (166.395096 sec): 3 clusters Score: Raw -56710.720403 + Penalty 664.035281 = -56046.685121 nChanged 19 SP:Iteration 22Q (166.430936 sec): 3 clusters Score: Raw -56720.730978 + Penalty 664.035281 = -56056.695697 nChanged 13 SP:Iteration 23Q (166.479637 sec): 3 clusters Score: Raw -56735.398295 + Penalty 664.035281 = -56071.363013 nChanged 18 SP:Iteration 24Q (166.523449 sec): 3 clusters Score: Raw -56744.083655 + Penalty 664.035281 = -56080.048374 nChanged 14 SP:Iteration 25Q (166.560706 sec): 3 clusters Score: Raw -56756.341065 + Penalty 664.035281 = -56092.305783 nChanged 13 SP:Iteration 26Q (166.604151 sec): 3 clusters Score: Raw -56761.939557 + Penalty 664.035281 = -56097.904275 nChanged 11 SP:Iteration 27Q (166.646255 sec): 3 clusters Score: Raw -56766.369512 + Penalty 664.035281 = -56102.334230 nChanged 7 SP:Iteration 28Q (166.689994 sec): 3 clusters Score: Raw -56768.030780 + Penalty 664.035281 = -56103.995499 nChanged 4 SP:Iteration 29Q (166.742288 sec): 3 clusters Score: Raw -56768.714124 + Penalty 664.035281 = -56104.678843 nChanged 1 SP:Iteration 30Q (166.787008 sec): 3 clusters Score: Raw -56768.932425 + Penalty 664.035281 = -56104.897143 nChanged 0 SP:Iteration 31F (166.820826 sec): 3 clusters Score: Raw -56768.932425 + Penalty 664.035281 = -56104.897143 nChanged 0 Trying to split cluster 16 (1869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.845438 sec): 2 clusters Score: Raw -69540.676503 + Penalty 342.758726 = -69197.917777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.895463 sec): 3 clusters Score: Raw -68521.946652 + Penalty 685.517451 = -67836.429201 nChanged 776 SP:Iteration 1F (166.944932 sec): 3 clusters Score: Raw -68919.723925 + Penalty 685.517451 = -68234.206474 nChanged 129 SP:Iteration 2F (166.985624 sec): 3 clusters Score: Raw -68980.132663 + Penalty 685.517451 = -68294.615211 nChanged 111 SP:Iteration 3F (167.044693 sec): 3 clusters Score: Raw -69035.171124 + Penalty 685.517451 = -68349.653673 nChanged 93 SP:Iteration 4Q (167.081969 sec): 3 clusters Score: Raw -69081.514246 + Penalty 685.517451 = -68395.996795 nChanged 96 SP:Iteration 5F (167.124124 sec): 3 clusters Score: Raw -69148.648213 + Penalty 685.517451 = -68463.130762 nChanged 111 SP:Iteration 6F (167.171788 sec): 3 clusters Score: Raw -69250.035926 + Penalty 685.517451 = -68564.518474 nChanged 104 SP:Iteration 7F (167.223075 sec): 3 clusters Score: Raw -69351.134155 + Penalty 685.517451 = -68665.616703 nChanged 77 SP:Iteration 8Q (167.262792 sec): 3 clusters Score: Raw -69423.606495 + Penalty 685.517451 = -68738.089043 nChanged 68 SP:Iteration 9Q (167.318280 sec): 3 clusters Score: Raw -69498.272856 + Penalty 685.517451 = -68812.755405 nChanged 41 SP:Iteration 10Q (167.371896 sec): 3 clusters Score: Raw -69545.616792 + Penalty 685.517451 = -68860.099341 nChanged 17 SP:Iteration 11Q (167.414490 sec): 3 clusters Score: Raw -69568.771082 + Penalty 685.517451 = -68883.253630 nChanged 3 SP:Iteration 12Q (167.460031 sec): 3 clusters Score: Raw -69572.038316 + Penalty 685.517451 = -68886.520865 nChanged 2 SP:Iteration 13Q (167.505128 sec): 3 clusters Score: Raw -69576.637915 + Penalty 685.517451 = -68891.120464 nChanged 1 SP:Iteration 14Q (167.551425 sec): 3 clusters Score: Raw -69578.120135 + Penalty 685.517451 = -68892.602683 nChanged 1 SP:Iteration 15Q (167.598858 sec): 3 clusters Score: Raw -69579.771682 + Penalty 685.517451 = -68894.254230 nChanged 0 SP:Iteration 16F (167.659748 sec): 3 clusters Score: Raw -69579.771682 + Penalty 685.517451 = -68894.254230 nChanged 0 Trying to split cluster 17 (614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (167.681839 sec): 2 clusters Score: Raw -24785.757486 + Penalty 292.109769 = -24493.647717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (167.717833 sec): 3 clusters Score: Raw -24507.859181 + Penalty 584.219538 = -23923.639643 nChanged 227 SP:Iteration 1F (167.769324 sec): 3 clusters Score: Raw -24659.967561 + Penalty 584.219538 = -24075.748022 nChanged 48 SP:Iteration 2F (167.815149 sec): 3 clusters Score: Raw -24704.149291 + Penalty 584.219538 = -24119.929752 nChanged 36 SP:Iteration 3F (167.862345 sec): 3 clusters Score: Raw -24737.076767 + Penalty 584.219538 = -24152.857229 nChanged 27 SP:Iteration 4Q (167.901699 sec): 3 clusters Score: Raw -24764.166841 + Penalty 584.219538 = -24179.947303 nChanged 20 SP:Iteration 5Q (167.957528 sec): 3 clusters Score: Raw -24781.644932 + Penalty 584.219538 = -24197.425394 nChanged 12 SP:Iteration 6Q (168.014750 sec): 3 clusters Score: Raw -24789.615487 + Penalty 584.219538 = -24205.395949 nChanged 8 SP:Iteration 7Q (168.064984 sec): 3 clusters Score: Raw -24794.790390 + Penalty 584.219538 = -24210.570852 nChanged 8 SP:Iteration 8Q (168.104748 sec): 3 clusters Score: Raw -24798.970091 + Penalty 584.219538 = -24214.750552 nChanged 3 SP:Iteration 9Q (168.163121 sec): 3 clusters Score: Raw -24800.646597 + Penalty 584.219538 = -24216.427059 nChanged 7 SP:Iteration 10Q (168.210722 sec): 3 clusters Score: Raw -24806.782688 + Penalty 584.219538 = -24222.563149 nChanged 5 SP:Iteration 11Q (168.255801 sec): 3 clusters Score: Raw -24813.141454 + Penalty 584.219538 = -24228.921916 nChanged 10 SP:Iteration 12Q (168.302871 sec): 3 clusters Score: Raw -24822.497665 + Penalty 584.219538 = -24238.278127 nChanged 8 SP:Iteration 13Q (168.352065 sec): 3 clusters Score: Raw -24829.171816 + Penalty 584.219538 = -24244.952278 nChanged 8 SP:Iteration 14Q (168.400865 sec): 3 clusters Score: Raw -24840.557156 + Penalty 584.219538 = -24256.337617 nChanged 5 SP:Iteration 15Q (168.446285 sec): 3 clusters Score: Raw -24847.272499 + Penalty 584.219538 = -24263.052960 nChanged 7 SP:Iteration 16Q (168.490126 sec): 3 clusters Score: Raw -24852.707592 + Penalty 584.219538 = -24268.488054 nChanged 3 SP:Iteration 17Q (168.541877 sec): 3 clusters Score: Raw -24855.604423 + Penalty 584.219538 = -24271.384884 nChanged 5 SP:Iteration 18Q (168.577931 sec): 3 clusters Score: Raw -24861.283740 + Penalty 584.219538 = -24277.064201 nChanged 8 SP:Iteration 19Q (168.631228 sec): 3 clusters Score: Raw -24871.602570 + Penalty 584.219538 = -24287.383032 nChanged 10 SP:Iteration 20F (168.666598 sec): 3 clusters Score: Raw -24891.707703 + Penalty 584.219538 = -24307.488165 nChanged 13 SP:Iteration 21Q (168.713431 sec): 3 clusters Score: Raw -24918.247054 + Penalty 584.219538 = -24334.027516 nChanged 16 SP:Iteration 22Q (168.761888 sec): 3 clusters Score: Raw -24959.994832 + Penalty 584.219538 = -24375.775294 nChanged 15 SP:Iteration 23Q (168.810645 sec): 3 clusters Score: Raw -25014.556850 + Penalty 584.219538 = -24430.337312 nChanged 14 SP:Iteration 24Q (168.855064 sec): 3 clusters Score: Raw -25042.251795 + Penalty 584.219538 = -24458.032256 nChanged 7 SP:Iteration 25Q (168.892925 sec): 3 clusters Score: Raw -25051.132855 + Penalty 584.219538 = -24466.913317 nChanged 2 SP:Iteration 26Q (168.939776 sec): 3 clusters Score: Raw -25053.399737 + Penalty 584.219538 = -24469.180198 nChanged 1 SP:Iteration 27Q (168.980609 sec): 3 clusters Score: Raw -25054.295437 + Penalty 584.219538 = -24470.075899 nChanged 1 SP:Iteration 28Q (169.035528 sec): 3 clusters Score: Raw -25054.947518 + Penalty 584.219538 = -24470.727980 nChanged 0 SP:Iteration 29F (169.067264 sec): 3 clusters Score: Raw -25054.947518 + Penalty 584.219538 = -24470.727980 nChanged 0 Trying to split cluster 18 (2824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (169.101184 sec): 2 clusters Score: Raw -106026.826896 + Penalty 361.538887 = -105665.288010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (169.151983 sec): 3 clusters Score: Raw -104458.575942 + Penalty 723.077773 = -103735.498169 nChanged 1178 SP:Iteration 1F (169.186616 sec): 3 clusters Score: Raw -105181.962957 + Penalty 723.077773 = -104458.885183 nChanged 200 SP:Iteration 2F (169.237380 sec): 3 clusters Score: Raw -105314.201498 + Penalty 723.077773 = -104591.123725 nChanged 169 SP:Iteration 3F (169.285711 sec): 3 clusters Score: Raw -105414.539386 + Penalty 723.077773 = -104691.461613 nChanged 145 SP:Iteration 4F (169.333526 sec): 3 clusters Score: Raw -105514.179423 + Penalty 723.077773 = -104791.101650 nChanged 139 SP:Iteration 5Q (169.383926 sec): 3 clusters Score: Raw -105599.671845 + Penalty 723.077773 = -104876.594071 nChanged 135 SP:Iteration 6Q (169.425986 sec): 3 clusters Score: Raw -105691.865205 + Penalty 723.077773 = -104968.787431 nChanged 119 SP:Iteration 7Q (169.468425 sec): 3 clusters Score: Raw -105770.339171 + Penalty 723.077773 = -105047.261398 nChanged 96 SP:Iteration 8Q (169.514234 sec): 3 clusters Score: Raw -105829.804983 + Penalty 723.077773 = -105106.727210 nChanged 76 SP:Iteration 9Q (169.561635 sec): 3 clusters Score: Raw -105888.120318 + Penalty 723.077773 = -105165.042545 nChanged 53 SP:Iteration 10Q (169.606337 sec): 3 clusters Score: Raw -105921.205302 + Penalty 723.077773 = -105198.127529 nChanged 42 SP:Iteration 11Q (169.652433 sec): 3 clusters Score: Raw -105943.971827 + Penalty 723.077773 = -105220.894054 nChanged 34 SP:Iteration 12Q (169.690816 sec): 3 clusters Score: Raw -105962.849639 + Penalty 723.077773 = -105239.771866 nChanged 31 SP:Iteration 13Q (169.746742 sec): 3 clusters Score: Raw -105978.054459 + Penalty 723.077773 = -105254.976686 nChanged 25 SP:Iteration 14Q (169.793409 sec): 3 clusters Score: Raw -105987.804393 + Penalty 723.077773 = -105264.726620 nChanged 13 SP:Iteration 15Q (169.838897 sec): 3 clusters Score: Raw -105992.096945 + Penalty 723.077773 = -105269.019172 nChanged 14 SP:Iteration 16Q (169.880491 sec): 3 clusters Score: Raw -105997.038215 + Penalty 723.077773 = -105273.960442 nChanged 14 SP:Iteration 17Q (169.918435 sec): 3 clusters Score: Raw -106002.043096 + Penalty 723.077773 = -105278.965322 nChanged 10 SP:Iteration 18Q (169.969656 sec): 3 clusters Score: Raw -106007.235474 + Penalty 723.077773 = -105284.157700 nChanged 9 SP:Iteration 19Q (170.010029 sec): 3 clusters Score: Raw -106010.880127 + Penalty 723.077773 = -105287.802353 nChanged 8 SP:Iteration 20F (170.054351 sec): 3 clusters Score: Raw -106015.233320 + Penalty 723.077773 = -105292.155547 nChanged 10 SP:Iteration 21Q (170.109546 sec): 3 clusters Score: Raw -106019.465051 + Penalty 723.077773 = -105296.387277 nChanged 10 SP:Iteration 22Q (170.158574 sec): 3 clusters Score: Raw -106022.746507 + Penalty 723.077773 = -105299.668734 nChanged 9 SP:Iteration 23Q (170.210273 sec): 3 clusters Score: Raw -106025.784364 + Penalty 723.077773 = -105302.706590 nChanged 9 SP:Iteration 24Q (170.255960 sec): 3 clusters Score: Raw -106029.792530 + Penalty 723.077773 = -105306.714757 nChanged 10 SP:Iteration 25Q (170.301007 sec): 3 clusters Score: Raw -106034.678364 + Penalty 723.077773 = -105311.600591 nChanged 7 SP:Iteration 26Q (170.339094 sec): 3 clusters Score: Raw -106038.482099 + Penalty 723.077773 = -105315.404325 nChanged 12 SP:Iteration 27Q (170.387555 sec): 3 clusters Score: Raw -106045.682757 + Penalty 723.077773 = -105322.604983 nChanged 15 SP:Iteration 28Q (170.425750 sec): 3 clusters Score: Raw -106054.869244 + Penalty 723.077773 = -105331.791471 nChanged 12 SP:Iteration 29Q (170.477578 sec): 3 clusters Score: Raw -106063.013167 + Penalty 723.077773 = -105339.935394 nChanged 14 SP:Iteration 30Q (170.511199 sec): 3 clusters Score: Raw -106071.056003 + Penalty 723.077773 = -105347.978229 nChanged 12 SP:Iteration 31Q (170.559060 sec): 3 clusters Score: Raw -106079.377820 + Penalty 723.077773 = -105356.300046 nChanged 12 SP:Iteration 32Q (170.610585 sec): 3 clusters Score: Raw -106087.239608 + Penalty 723.077773 = -105364.161834 nChanged 12 SP:Iteration 33Q (170.648068 sec): 3 clusters Score: Raw -106095.558392 + Penalty 723.077773 = -105372.480619 nChanged 12 SP:Iteration 34Q (170.696104 sec): 3 clusters Score: Raw -106103.042472 + Penalty 723.077773 = -105379.964699 nChanged 11 SP:Iteration 35Q (170.734295 sec): 3 clusters Score: Raw -106110.472479 + Penalty 723.077773 = -105387.394705 nChanged 10 SP:Iteration 36Q (170.781929 sec): 3 clusters Score: Raw -106115.185600 + Penalty 723.077773 = -105392.107827 nChanged 3 SP:Iteration 37Q (170.826799 sec): 3 clusters Score: Raw -106116.982437 + Penalty 723.077773 = -105393.904663 nChanged 4 SP:Iteration 38Q (170.878865 sec): 3 clusters Score: Raw -106119.677332 + Penalty 723.077773 = -105396.599559 nChanged 5 SP:Iteration 39Q (170.916778 sec): 3 clusters Score: Raw -106123.104220 + Penalty 723.077773 = -105400.026447 nChanged 5 SP:Iteration 40F (170.963529 sec): 3 clusters Score: Raw -106126.748901 + Penalty 723.077773 = -105403.671128 nChanged 5 SP:Iteration 41Q (171.018875 sec): 3 clusters Score: Raw -106131.706830 + Penalty 723.077773 = -105408.629057 nChanged 4 SP:Iteration 42Q (171.069642 sec): 3 clusters Score: Raw -106133.685110 + Penalty 723.077773 = -105410.607337 nChanged 2 SP:Iteration 43Q (171.116348 sec): 3 clusters Score: Raw -106134.804405 + Penalty 723.077773 = -105411.726632 nChanged 3 SP:Iteration 44Q (171.158102 sec): 3 clusters Score: Raw -106136.125068 + Penalty 723.077773 = -105413.047294 nChanged 1 SP:Iteration 45Q (171.208237 sec): 3 clusters Score: Raw -106137.292705 + Penalty 723.077773 = -105414.214931 nChanged 2 SP:Iteration 46Q (171.265680 sec): 3 clusters Score: Raw -106139.089562 + Penalty 723.077773 = -105416.011788 nChanged 2 SP:Iteration 47Q (171.308572 sec): 3 clusters Score: Raw -106139.380453 + Penalty 723.077773 = -105416.302679 nChanged 0 SP:Iteration 48F (171.352023 sec): 3 clusters Score: Raw -106139.380453 + Penalty 723.077773 = -105416.302679 nChanged 0 Trying to split cluster 19 (2089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (171.370683 sec): 2 clusters Score: Raw -64825.463904 + Penalty 347.822055 = -64477.641849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (171.418873 sec): 3 clusters Score: Raw -63710.422545 + Penalty 695.644109 = -63014.778435 nChanged 872 SP:Iteration 1F (171.464095 sec): 3 clusters Score: Raw -64284.589499 + Penalty 695.644109 = -63588.945389 nChanged 167 SP:Iteration 2F (171.510261 sec): 3 clusters Score: Raw -64403.046551 + Penalty 695.644109 = -63707.402442 nChanged 139 SP:Iteration 3F (171.559797 sec): 3 clusters Score: Raw -64516.823166 + Penalty 695.644109 = -63821.179057 nChanged 113 SP:Iteration 4F (171.616533 sec): 3 clusters Score: Raw -64615.842834 + Penalty 695.644109 = -63920.198725 nChanged 103 SP:Iteration 5Q (171.655663 sec): 3 clusters Score: Raw -64703.338177 + Penalty 695.644109 = -64007.694068 nChanged 77 SP:Iteration 6Q (171.708355 sec): 3 clusters Score: Raw -64757.969127 + Penalty 695.644109 = -64062.325017 nChanged 70 SP:Iteration 7Q (171.760029 sec): 3 clusters Score: Raw -64803.812923 + Penalty 695.644109 = -64108.168813 nChanged 59 SP:Iteration 8Q (171.811142 sec): 3 clusters Score: Raw -64846.870442 + Penalty 695.644109 = -64151.226333 nChanged 52 SP:Iteration 9Q (171.858291 sec): 3 clusters Score: Raw -64884.890042 + Penalty 695.644109 = -64189.245932 nChanged 46 SP:Iteration 10Q (171.914321 sec): 3 clusters Score: Raw -64917.209706 + Penalty 695.644109 = -64221.565597 nChanged 40 SP:Iteration 11Q (171.967734 sec): 3 clusters Score: Raw -64938.618259 + Penalty 695.644109 = -64242.974150 nChanged 31 SP:Iteration 12Q (172.020764 sec): 3 clusters Score: Raw -64955.273747 + Penalty 695.644109 = -64259.629638 nChanged 32 SP:Iteration 13Q (172.060012 sec): 3 clusters Score: Raw -64969.446470 + Penalty 695.644109 = -64273.802360 nChanged 21 SP:Iteration 14Q (172.118053 sec): 3 clusters Score: Raw -64978.246727 + Penalty 695.644109 = -64282.602618 nChanged 21 SP:Iteration 15Q (172.163392 sec): 3 clusters Score: Raw -64988.357278 + Penalty 695.644109 = -64292.713169 nChanged 18 SP:Iteration 16Q (172.205278 sec): 3 clusters Score: Raw -64995.081500 + Penalty 695.644109 = -64299.437391 nChanged 15 SP:Iteration 17Q (172.249807 sec): 3 clusters Score: Raw -65001.306694 + Penalty 695.644109 = -64305.662585 nChanged 16 SP:Iteration 18Q (172.303747 sec): 3 clusters Score: Raw -65008.295956 + Penalty 695.644109 = -64312.651847 nChanged 9 SP:Iteration 19Q (172.348841 sec): 3 clusters Score: Raw -65011.430999 + Penalty 695.644109 = -64315.786889 nChanged 9 SP:Iteration 20F (172.405372 sec): 3 clusters Score: Raw -65013.924052 + Penalty 695.644109 = -64318.279943 nChanged 6 SP:Iteration 21Q (172.443785 sec): 3 clusters Score: Raw -65015.398649 + Penalty 695.644109 = -64319.754539 nChanged 2 SP:Iteration 22Q (172.501896 sec): 3 clusters Score: Raw -65015.686135 + Penalty 695.644109 = -64320.042026 nChanged 2 SP:Iteration 23Q (172.540469 sec): 3 clusters Score: Raw -65016.465856 + Penalty 695.644109 = -64320.821747 nChanged 5 SP:Iteration 24Q (172.598195 sec): 3 clusters Score: Raw -65019.314199 + Penalty 695.644109 = -64323.670090 nChanged 2 SP:Iteration 25Q (172.643820 sec): 3 clusters Score: Raw -65021.741490 + Penalty 695.644109 = -64326.097381 nChanged 0 SP:Iteration 26F (172.691878 sec): 3 clusters Score: Raw -65021.741490 + Penalty 695.644109 = -64326.097381 nChanged 0 Trying to split cluster 20 (2123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.703967 sec): 2 clusters Score: Raw -73378.116231 + Penalty 348.556639 = -73029.559593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.763217 sec): 3 clusters Score: Raw -72219.835068 + Penalty 697.113277 = -71522.721791 nChanged 869 SP:Iteration 1F (172.809117 sec): 3 clusters Score: Raw -72712.065597 + Penalty 697.113277 = -72014.952320 nChanged 144 SP:Iteration 2F (172.858764 sec): 3 clusters Score: Raw -72782.787088 + Penalty 697.113277 = -72085.673811 nChanged 120 SP:Iteration 3F (172.894002 sec): 3 clusters Score: Raw -72831.522146 + Penalty 697.113277 = -72134.408869 nChanged 84 SP:Iteration 4Q (172.937659 sec): 3 clusters Score: Raw -72879.952240 + Penalty 697.113277 = -72182.838963 nChanged 100 SP:Iteration 5Q (172.984211 sec): 3 clusters Score: Raw -72943.512672 + Penalty 697.113277 = -72246.399395 nChanged 100 SP:Iteration 6Q (173.029370 sec): 3 clusters Score: Raw -73014.010003 + Penalty 697.113277 = -72316.896726 nChanged 111 SP:Iteration 7F (173.076442 sec): 3 clusters Score: Raw -73096.753824 + Penalty 697.113277 = -72399.640547 nChanged 97 SP:Iteration 8Q (173.125032 sec): 3 clusters Score: Raw -73176.855677 + Penalty 697.113277 = -72479.742400 nChanged 96 SP:Iteration 9Q (173.163225 sec): 3 clusters Score: Raw -73254.445078 + Penalty 697.113277 = -72557.331801 nChanged 76 SP:Iteration 10Q (173.206137 sec): 3 clusters Score: Raw -73316.054470 + Penalty 697.113277 = -72618.941193 nChanged 59 SP:Iteration 11Q (173.252838 sec): 3 clusters Score: Raw -73360.245861 + Penalty 697.113277 = -72663.132584 nChanged 49 SP:Iteration 12Q (173.300927 sec): 3 clusters Score: Raw -73397.823828 + Penalty 697.113277 = -72700.710551 nChanged 38 SP:Iteration 13Q (173.337848 sec): 3 clusters Score: Raw -73425.876393 + Penalty 697.113277 = -72728.763115 nChanged 28 SP:Iteration 14Q (173.386338 sec): 3 clusters Score: Raw -73447.129797 + Penalty 697.113277 = -72750.016520 nChanged 14 SP:Iteration 15Q (173.426978 sec): 3 clusters Score: Raw -73459.937512 + Penalty 697.113277 = -72762.824235 nChanged 12 SP:Iteration 16Q (173.475726 sec): 3 clusters Score: Raw -73470.378291 + Penalty 697.113277 = -72773.265014 nChanged 6 SP:Iteration 17Q (173.521523 sec): 3 clusters Score: Raw -73476.698113 + Penalty 697.113277 = -72779.584836 nChanged 5 SP:Iteration 18Q (173.565905 sec): 3 clusters Score: Raw -73479.219023 + Penalty 697.113277 = -72782.105746 nChanged 0 SP:Iteration 19F (173.603424 sec): 3 clusters Score: Raw -73479.219023 + Penalty 697.113277 = -72782.105746 nChanged 0 Trying to split cluster 21 (27600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.657331 sec): 2 clusters Score: Raw -1128001.019937 + Penalty 465.263483 = -1127535.756455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.719910 sec): 3 clusters Score: Raw -1110088.142261 + Penalty 930.526966 = -1109157.615295 nChanged 13284 SP:Iteration 1F (173.783573 sec): 3 clusters Score: Raw -1118464.186635 + Penalty 930.526966 = -1117533.659669 nChanged 1643 SP:Iteration 2F (173.857844 sec): 3 clusters Score: Raw -1119352.792591 + Penalty 930.526966 = -1118422.265626 nChanged 1671 SP:Iteration 3F (173.935344 sec): 3 clusters Score: Raw -1120390.545402 + Penalty 930.526966 = -1119460.018437 nChanged 1664 SP:Iteration 4F (173.990878 sec): 3 clusters Score: Raw -1121643.896546 + Penalty 930.526966 = -1120713.369580 nChanged 1644 SP:Iteration 5F (174.063362 sec): 3 clusters Score: Raw -1122935.647026 + Penalty 930.526966 = -1122005.120060 nChanged 1454 SP:Iteration 6F (174.135051 sec): 3 clusters Score: Raw -1123850.700444 + Penalty 930.526966 = -1122920.173478 nChanged 1181 SP:Iteration 7Q (174.194831 sec): 3 clusters Score: Raw -1124439.950108 + Penalty 930.526966 = -1123509.423142 nChanged 899 SP:Iteration 8Q (174.272087 sec): 3 clusters Score: Raw -1124792.431296 + Penalty 930.526966 = -1123861.904330 nChanged 677 SP:Iteration 9Q (174.333190 sec): 3 clusters Score: Raw -1125010.805043 + Penalty 930.526966 = -1124080.278078 nChanged 521 SP:Iteration 10Q (174.405614 sec): 3 clusters Score: Raw -1125181.271265 + Penalty 930.526966 = -1124250.744299 nChanged 435 SP:Iteration 11Q (174.475499 sec): 3 clusters Score: Raw -1125322.048104 + Penalty 930.526966 = -1124391.521139 nChanged 402 SP:Iteration 12Q (174.547464 sec): 3 clusters Score: Raw -1125459.917265 + Penalty 930.526966 = -1124529.390299 nChanged 425 SP:Iteration 13Q (174.601516 sec): 3 clusters Score: Raw -1125611.697386 + Penalty 930.526966 = -1124681.170421 nChanged 434 SP:Iteration 14Q (174.669116 sec): 3 clusters Score: Raw -1125798.122910 + Penalty 930.526966 = -1124867.595944 nChanged 440 SP:Iteration 15Q (174.741903 sec): 3 clusters Score: Raw -1125981.840728 + Penalty 930.526966 = -1125051.313762 nChanged 440 SP:Iteration 16Q (174.814928 sec): 3 clusters Score: Raw -1126164.482805 + Penalty 930.526966 = -1125233.955839 nChanged 455 SP:Iteration 17Q (174.870337 sec): 3 clusters Score: Raw -1126356.206930 + Penalty 930.526966 = -1125425.679964 nChanged 439 SP:Iteration 18Q (174.943714 sec): 3 clusters Score: Raw -1126539.693405 + Penalty 930.526966 = -1125609.166439 nChanged 416 SP:Iteration 19Q (175.011563 sec): 3 clusters Score: Raw -1126725.021301 + Penalty 930.526966 = -1125794.494335 nChanged 358 SP:Iteration 20F (175.084480 sec): 3 clusters Score: Raw -1126885.809792 + Penalty 930.526966 = -1125955.282827 nChanged 344 SP:Iteration 21Q (175.162891 sec): 3 clusters Score: Raw -1127058.181030 + Penalty 930.526966 = -1126127.654064 nChanged 322 SP:Iteration 22Q (175.234832 sec): 3 clusters Score: Raw -1127219.929174 + Penalty 930.526966 = -1126289.402208 nChanged 268 SP:Iteration 23Q (175.306436 sec): 3 clusters Score: Raw -1127353.687253 + Penalty 930.526966 = -1126423.160288 nChanged 253 SP:Iteration 24Q (175.377398 sec): 3 clusters Score: Raw -1127498.400966 + Penalty 930.526966 = -1126567.874000 nChanged 224 SP:Iteration 25Q (175.447842 sec): 3 clusters Score: Raw -1127629.773062 + Penalty 930.526966 = -1126699.246096 nChanged 189 SP:Iteration 26Q (175.513401 sec): 3 clusters Score: Raw -1127759.838043 + Penalty 930.526966 = -1126829.311077 nChanged 144 SP:Iteration 27Q (175.582885 sec): 3 clusters Score: Raw -1127850.626334 + Penalty 930.526966 = -1126920.099369 nChanged 113 SP:Iteration 28Q (175.650942 sec): 3 clusters Score: Raw -1127911.079787 + Penalty 930.526966 = -1126980.552822 nChanged 70 SP:Iteration 29Q (175.711838 sec): 3 clusters Score: Raw -1127939.510692 + Penalty 930.526966 = -1127008.983726 nChanged 54 SP:Iteration 30Q (175.781484 sec): 3 clusters Score: Raw -1127959.267921 + Penalty 930.526966 = -1127028.740956 nChanged 45 SP:Iteration 31Q (175.850227 sec): 3 clusters Score: Raw -1127976.940914 + Penalty 930.526966 = -1127046.413949 nChanged 42 SP:Iteration 32Q (175.913894 sec): 3 clusters Score: Raw -1127996.520950 + Penalty 930.526966 = -1127065.993985 nChanged 38 SP:Iteration 33Q (175.986214 sec): 3 clusters Score: Raw -1128014.206635 + Penalty 930.526966 = -1127083.679670 nChanged 43 SP:Iteration 34Q (176.042665 sec): 3 clusters Score: Raw -1128036.137560 + Penalty 930.526966 = -1127105.610594 nChanged 38 SP:Iteration 35Q (176.121259 sec): 3 clusters Score: Raw -1128057.981949 + Penalty 930.526966 = -1127127.454983 nChanged 26 SP:Iteration 36Q (176.183953 sec): 3 clusters Score: Raw -1128069.719552 + Penalty 930.526966 = -1127139.192587 nChanged 27 SP:Iteration 37Q (176.244545 sec): 3 clusters Score: Raw -1128085.013108 + Penalty 930.526966 = -1127154.486143 nChanged 20 SP:Iteration 38Q (176.312474 sec): 3 clusters Score: Raw -1128092.977656 + Penalty 930.526966 = -1127162.450690 nChanged 12 SP:Iteration 39Q (176.379470 sec): 3 clusters Score: Raw -1128097.528592 + Penalty 930.526966 = -1127167.001626 nChanged 16 SP:Iteration 40F (176.449140 sec): 3 clusters Score: Raw -1128103.491680 + Penalty 930.526966 = -1127172.964715 nChanged 12 SP:Iteration 41Q (176.505103 sec): 3 clusters Score: Raw -1128107.807376 + Penalty 930.526966 = -1127177.280411 nChanged 8 SP:Iteration 42Q (176.572007 sec): 3 clusters Score: Raw -1128110.327290 + Penalty 930.526966 = -1127179.800325 nChanged 6 SP:Iteration 43Q (176.628248 sec): 3 clusters Score: Raw -1128111.913754 + Penalty 930.526966 = -1127181.386788 nChanged 4 SP:Iteration 44Q (176.693696 sec): 3 clusters Score: Raw -1128113.043948 + Penalty 930.526966 = -1127182.516983 nChanged 7 SP:Iteration 45Q (176.756781 sec): 3 clusters Score: Raw -1128114.832760 + Penalty 930.526966 = -1127184.305794 nChanged 5 SP:Iteration 46Q (176.831457 sec): 3 clusters Score: Raw -1128116.384358 + Penalty 930.526966 = -1127185.857393 nChanged 2 SP:Iteration 47Q (176.891756 sec): 3 clusters Score: Raw -1128117.310138 + Penalty 930.526966 = -1127186.783172 nChanged 3 SP:Iteration 48Q (176.944272 sec): 3 clusters Score: Raw -1128118.797444 + Penalty 930.526966 = -1127188.270478 nChanged 3 SP:Iteration 49Q (177.008714 sec): 3 clusters Score: Raw -1128119.307626 + Penalty 930.526966 = -1127188.780660 nChanged 0 SP:Iteration 50F (177.086213 sec): 3 clusters Score: Raw -1128119.307626 + Penalty 930.526966 = -1127188.780660 nChanged 0 Trying to split cluster 22 (2634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (177.110802 sec): 2 clusters Score: Raw -101774.890976 + Penalty 358.369779 = -101416.521196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (177.146782 sec): 3 clusters Score: Raw -100308.485237 + Penalty 716.739558 = -99591.745679 nChanged 1117 SP:Iteration 1F (177.207568 sec): 3 clusters Score: Raw -100964.513852 + Penalty 716.739558 = -100247.774294 nChanged 192 SP:Iteration 2F (177.254512 sec): 3 clusters Score: Raw -101085.941340 + Penalty 716.739558 = -100369.201782 nChanged 163 SP:Iteration 3F (177.305209 sec): 3 clusters Score: Raw -101196.974400 + Penalty 716.739558 = -100480.234842 nChanged 152 SP:Iteration 4F (177.351194 sec): 3 clusters Score: Raw -101309.152482 + Penalty 716.739558 = -100592.412924 nChanged 142 SP:Iteration 5F (177.393570 sec): 3 clusters Score: Raw -101400.447375 + Penalty 716.739558 = -100683.707817 nChanged 98 SP:Iteration 6Q (177.438664 sec): 3 clusters Score: Raw -101462.080371 + Penalty 716.739558 = -100745.340813 nChanged 75 SP:Iteration 7Q (177.490575 sec): 3 clusters Score: Raw -101504.903045 + Penalty 716.739558 = -100788.163487 nChanged 80 SP:Iteration 8Q (177.525705 sec): 3 clusters Score: Raw -101548.374828 + Penalty 716.739558 = -100831.635270 nChanged 65 SP:Iteration 9Q (177.577770 sec): 3 clusters Score: Raw -101592.882239 + Penalty 716.739558 = -100876.142681 nChanged 55 SP:Iteration 10Q (177.621028 sec): 3 clusters Score: Raw -101628.679143 + Penalty 716.739558 = -100911.939585 nChanged 55 SP:Iteration 11Q (177.668829 sec): 3 clusters Score: Raw -101656.866991 + Penalty 716.739558 = -100940.127433 nChanged 49 SP:Iteration 12Q (177.707059 sec): 3 clusters Score: Raw -101683.220811 + Penalty 716.739558 = -100966.481253 nChanged 44 SP:Iteration 13Q (177.751900 sec): 3 clusters Score: Raw -101706.294099 + Penalty 716.739558 = -100989.554540 nChanged 35 SP:Iteration 14Q (177.801839 sec): 3 clusters Score: Raw -101719.588886 + Penalty 716.739558 = -101002.849327 nChanged 38 SP:Iteration 15Q (177.842613 sec): 3 clusters Score: Raw -101740.759973 + Penalty 716.739558 = -101024.020415 nChanged 29 SP:Iteration 16Q (177.896078 sec): 3 clusters Score: Raw -101752.778056 + Penalty 716.739558 = -101036.038498 nChanged 24 SP:Iteration 17Q (177.941225 sec): 3 clusters Score: Raw -101764.840485 + Penalty 716.739558 = -101048.100926 nChanged 22 SP:Iteration 18Q (177.984462 sec): 3 clusters Score: Raw -101776.882670 + Penalty 716.739558 = -101060.143112 nChanged 25 SP:Iteration 19Q (178.028685 sec): 3 clusters Score: Raw -101788.205909 + Penalty 716.739558 = -101071.466351 nChanged 23 SP:Iteration 20F (178.062973 sec): 3 clusters Score: Raw -101799.507442 + Penalty 716.739558 = -101082.767883 nChanged 27 SP:Iteration 21Q (178.107892 sec): 3 clusters Score: Raw -101812.840907 + Penalty 716.739558 = -101096.101348 nChanged 25 SP:Iteration 22Q (178.156724 sec): 3 clusters Score: Raw -101823.793267 + Penalty 716.739558 = -101107.053709 nChanged 18 SP:Iteration 23Q (178.194905 sec): 3 clusters Score: Raw -101829.605141 + Penalty 716.739558 = -101112.865583 nChanged 15 SP:Iteration 24Q (178.248054 sec): 3 clusters Score: Raw -101834.385993 + Penalty 716.739558 = -101117.646434 nChanged 12 SP:Iteration 25Q (178.289520 sec): 3 clusters Score: Raw -101839.504694 + Penalty 716.739558 = -101122.765136 nChanged 15 SP:Iteration 26Q (178.326619 sec): 3 clusters Score: Raw -101844.853555 + Penalty 716.739558 = -101128.113997 nChanged 7 SP:Iteration 27Q (178.374691 sec): 3 clusters Score: Raw -101847.867299 + Penalty 716.739558 = -101131.127741 nChanged 8 SP:Iteration 28Q (178.419708 sec): 3 clusters Score: Raw -101850.729765 + Penalty 716.739558 = -101133.990206 nChanged 10 SP:Iteration 29Q (178.462641 sec): 3 clusters Score: Raw -101854.926579 + Penalty 716.739558 = -101138.187021 nChanged 12 SP:Iteration 30Q (178.507183 sec): 3 clusters Score: Raw -101860.413034 + Penalty 716.739558 = -101143.673476 nChanged 8 SP:Iteration 31Q (178.555159 sec): 3 clusters Score: Raw -101863.015844 + Penalty 716.739558 = -101146.276286 nChanged 6 SP:Iteration 32Q (178.593156 sec): 3 clusters Score: Raw -101864.705106 + Penalty 716.739558 = -101147.965547 nChanged 5 SP:Iteration 33Q (178.639354 sec): 3 clusters Score: Raw -101865.838510 + Penalty 716.739558 = -101149.098951 nChanged 7 SP:Iteration 34Q (178.677444 sec): 3 clusters Score: Raw -101867.394304 + Penalty 716.739558 = -101150.654746 nChanged 2 SP:Iteration 35Q (178.726572 sec): 3 clusters Score: Raw -101868.415515 + Penalty 716.739558 = -101151.675957 nChanged 3 SP:Iteration 36Q (178.775159 sec): 3 clusters Score: Raw -101869.401186 + Penalty 716.739558 = -101152.661628 nChanged 4 SP:Iteration 37Q (178.809448 sec): 3 clusters Score: Raw -101871.904148 + Penalty 716.739558 = -101155.164589 nChanged 4 SP:Iteration 38Q (178.850868 sec): 3 clusters Score: Raw -101875.327155 + Penalty 716.739558 = -101158.587596 nChanged 6 SP:Iteration 39Q (178.906190 sec): 3 clusters Score: Raw -101880.672256 + Penalty 716.739558 = -101163.932698 nChanged 4 SP:Iteration 40F (178.940117 sec): 3 clusters Score: Raw -101881.939523 + Penalty 716.739558 = -101165.199964 nChanged 2 SP:Iteration 41Q (178.993677 sec): 3 clusters Score: Raw -101882.160767 + Penalty 716.739558 = -101165.421209 nChanged 0 SP:Iteration 42F (179.031407 sec): 3 clusters Score: Raw -101882.160767 + Penalty 716.739558 = -101165.421209 nChanged 0 Trying to split cluster 23 (5122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.060314 sec): 2 clusters Score: Raw -198487.682225 + Penalty 388.629162 = -198099.053063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.116869 sec): 3 clusters Score: Raw -195526.003912 + Penalty 777.258324 = -194748.745588 nChanged 2297 SP:Iteration 1F (179.161305 sec): 3 clusters Score: Raw -198258.563784 + Penalty 777.258324 = -197481.305459 nChanged 628 SP:Iteration 2F (179.223067 sec): 3 clusters Score: Raw -199400.042883 + Penalty 777.258324 = -198622.784559 nChanged 395 SP:Iteration 3F (179.273709 sec): 3 clusters Score: Raw -199825.470311 + Penalty 777.258324 = -199048.211987 nChanged 217 SP:Iteration 4Q (179.321362 sec): 3 clusters Score: Raw -199991.647477 + Penalty 777.258324 = -199214.389153 nChanged 115 SP:Iteration 5Q (179.374716 sec): 3 clusters Score: Raw -200084.880168 + Penalty 777.258324 = -199307.621844 nChanged 109 SP:Iteration 6Q (179.420118 sec): 3 clusters Score: Raw -200178.817880 + Penalty 777.258324 = -199401.559556 nChanged 90 SP:Iteration 7Q (179.477866 sec): 3 clusters Score: Raw -200249.035781 + Penalty 777.258324 = -199471.777457 nChanged 72 SP:Iteration 8Q (179.516630 sec): 3 clusters Score: Raw -200316.570484 + Penalty 777.258324 = -199539.312160 nChanged 53 SP:Iteration 9Q (179.564291 sec): 3 clusters Score: Raw -200361.604216 + Penalty 777.258324 = -199584.345892 nChanged 46 SP:Iteration 10Q (179.612242 sec): 3 clusters Score: Raw -200410.557955 + Penalty 777.258324 = -199633.299630 nChanged 43 SP:Iteration 11Q (179.659743 sec): 3 clusters Score: Raw -200456.616263 + Penalty 777.258324 = -199679.357939 nChanged 49 SP:Iteration 12Q (179.707864 sec): 3 clusters Score: Raw -200510.943405 + Penalty 777.258324 = -199733.685081 nChanged 37 SP:Iteration 13Q (179.758065 sec): 3 clusters Score: Raw -200554.259202 + Penalty 777.258324 = -199777.000878 nChanged 39 SP:Iteration 14Q (179.803595 sec): 3 clusters Score: Raw -200593.235069 + Penalty 777.258324 = -199815.976745 nChanged 23 SP:Iteration 15Q (179.857000 sec): 3 clusters Score: Raw -200606.242278 + Penalty 777.258324 = -199828.983954 nChanged 8 SP:Iteration 16Q (179.898819 sec): 3 clusters Score: Raw -200609.098200 + Penalty 777.258324 = -199831.839876 nChanged 5 SP:Iteration 17Q (179.946338 sec): 3 clusters Score: Raw -200610.621734 + Penalty 777.258324 = -199833.363410 nChanged 2 SP:Iteration 18Q (179.994056 sec): 3 clusters Score: Raw -200610.803005 + Penalty 777.258324 = -199833.544680 nChanged 1 SP:Iteration 19Q (180.046539 sec): 3 clusters Score: Raw -200610.926359 + Penalty 777.258324 = -199833.668035 nChanged 0 SP:Iteration 20F (180.092970 sec): 3 clusters Score: Raw -200610.926359 + Penalty 777.258324 = -199833.668035 nChanged 0 Score: Raw -6276220.058085 + Penalty 16981.870833 = -6259238.187252 Splitting cluster 23 changes total score from -6257040.629470 to -6259238.187252 So it's getting split into cluster 31. Trying to split cluster 24 (1486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (182.459951 sec): 2 clusters Score: Raw -59735.940510 + Penalty 332.324867 = -59403.615643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (182.503214 sec): 3 clusters Score: Raw -58950.418921 + Penalty 664.649734 = -58285.769188 nChanged 600 SP:Iteration 1F (182.553226 sec): 3 clusters Score: Raw -59312.447846 + Penalty 664.649734 = -58647.798113 nChanged 153 SP:Iteration 2F (182.598966 sec): 3 clusters Score: Raw -59455.124871 + Penalty 664.649734 = -58790.475137 nChanged 118 SP:Iteration 3F (182.657466 sec): 3 clusters Score: Raw -59571.026298 + Penalty 664.649734 = -58906.376565 nChanged 93 SP:Iteration 4F (182.693977 sec): 3 clusters Score: Raw -59644.655978 + Penalty 664.649734 = -58980.006244 nChanged 66 SP:Iteration 5Q (182.743086 sec): 3 clusters Score: Raw -59689.767257 + Penalty 664.649734 = -59025.117523 nChanged 61 SP:Iteration 6Q (182.793684 sec): 3 clusters Score: Raw -59723.176423 + Penalty 664.649734 = -59058.526689 nChanged 41 SP:Iteration 7Q (182.830481 sec): 3 clusters Score: Raw -59744.716955 + Penalty 664.649734 = -59080.067221 nChanged 37 SP:Iteration 8Q (182.882261 sec): 3 clusters Score: Raw -59764.580475 + Penalty 664.649734 = -59099.930742 nChanged 33 SP:Iteration 9Q (182.937320 sec): 3 clusters Score: Raw -59787.913812 + Penalty 664.649734 = -59123.264079 nChanged 38 SP:Iteration 10Q (182.985121 sec): 3 clusters Score: Raw -59820.772490 + Penalty 664.649734 = -59156.122757 nChanged 41 SP:Iteration 11Q (183.030935 sec): 3 clusters Score: Raw -59848.243135 + Penalty 664.649734 = -59183.593401 nChanged 32 SP:Iteration 12Q (183.075103 sec): 3 clusters Score: Raw -59870.921739 + Penalty 664.649734 = -59206.272006 nChanged 34 SP:Iteration 13Q (183.118958 sec): 3 clusters Score: Raw -59899.287283 + Penalty 664.649734 = -59234.637550 nChanged 30 SP:Iteration 14Q (183.177177 sec): 3 clusters Score: Raw -59929.126390 + Penalty 664.649734 = -59264.476656 nChanged 35 SP:Iteration 15Q (183.223948 sec): 3 clusters Score: Raw -59965.552802 + Penalty 664.649734 = -59300.903069 nChanged 33 SP:Iteration 16Q (183.258090 sec): 3 clusters Score: Raw -59995.828437 + Penalty 664.649734 = -59331.178703 nChanged 32 SP:Iteration 17Q (183.316598 sec): 3 clusters Score: Raw -60030.350891 + Penalty 664.649734 = -59365.701157 nChanged 26 SP:Iteration 18Q (183.363374 sec): 3 clusters Score: Raw -60073.994016 + Penalty 664.649734 = -59409.344283 nChanged 29 SP:Iteration 19Q (183.410112 sec): 3 clusters Score: Raw -60120.832763 + Penalty 664.649734 = -59456.183029 nChanged 15 SP:Iteration 20F (183.462502 sec): 3 clusters Score: Raw -60149.314546 + Penalty 664.649734 = -59484.664813 nChanged 11 SP:Iteration 21Q (183.511638 sec): 3 clusters Score: Raw -60156.670259 + Penalty 664.649734 = -59492.020525 nChanged 4 SP:Iteration 22Q (183.546861 sec): 3 clusters Score: Raw -60158.314171 + Penalty 664.649734 = -59493.664438 nChanged 2 SP:Iteration 23Q (183.592546 sec): 3 clusters Score: Raw -60158.634775 + Penalty 664.649734 = -59493.985041 nChanged 0 SP:Iteration 24F (183.637538 sec): 3 clusters Score: Raw -60158.634775 + Penalty 664.649734 = -59493.985041 nChanged 0 Score: Raw -6276642.752350 + Penalty 17529.673118 = -6259113.079232 Splitting cluster 24 changes total score from -6257040.629470 to -6259113.079232 So it's getting split into cluster 32. Trying to split cluster 25 (10327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (186.078376 sec): 2 clusters Score: Raw -429876.805056 + Penalty 420.534528 = -429456.270528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (186.135555 sec): 3 clusters Score: Raw -423344.818544 + Penalty 841.069056 = -422503.749488 nChanged 4852 SP:Iteration 1F (186.199041 sec): 3 clusters Score: Raw -426182.325187 + Penalty 841.069056 = -425341.256131 nChanged 591 SP:Iteration 2F (186.252928 sec): 3 clusters Score: Raw -426463.418458 + Penalty 841.069056 = -425622.349401 nChanged 669 SP:Iteration 3F (186.303636 sec): 3 clusters Score: Raw -426774.504573 + Penalty 841.069056 = -425933.435517 nChanged 630 SP:Iteration 4F (186.363602 sec): 3 clusters Score: Raw -427070.096536 + Penalty 841.069056 = -426229.027480 nChanged 593 SP:Iteration 5F (186.413728 sec): 3 clusters Score: Raw -427370.152359 + Penalty 841.069056 = -426529.083302 nChanged 562 SP:Iteration 6F (186.464488 sec): 3 clusters Score: Raw -427686.479233 + Penalty 841.069056 = -426845.410176 nChanged 520 SP:Iteration 7F (186.521412 sec): 3 clusters Score: Raw -428017.920273 + Penalty 841.069056 = -427176.851217 nChanged 517 SP:Iteration 8F (186.580649 sec): 3 clusters Score: Raw -428402.875725 + Penalty 841.069056 = -427561.806669 nChanged 443 SP:Iteration 9Q (186.625465 sec): 3 clusters Score: Raw -428782.887347 + Penalty 841.069056 = -427941.818291 nChanged 368 SP:Iteration 10Q (186.682527 sec): 3 clusters Score: Raw -429110.748442 + Penalty 841.069056 = -428269.679385 nChanged 262 SP:Iteration 11Q (186.736948 sec): 3 clusters Score: Raw -429316.093506 + Penalty 841.069056 = -428475.024450 nChanged 193 SP:Iteration 12Q (186.784929 sec): 3 clusters Score: Raw -429455.004537 + Penalty 841.069056 = -428613.935481 nChanged 155 SP:Iteration 13Q (186.818786 sec): 3 clusters Score: Raw -429558.435366 + Penalty 841.069056 = -428717.366310 nChanged 121 SP:Iteration 14Q (186.870128 sec): 3 clusters Score: Raw -429637.286970 + Penalty 841.069056 = -428796.217913 nChanged 106 SP:Iteration 15Q (186.916817 sec): 3 clusters Score: Raw -429698.942251 + Penalty 841.069056 = -428857.873194 nChanged 82 SP:Iteration 16Q (186.973678 sec): 3 clusters Score: Raw -429748.558344 + Penalty 841.069056 = -428907.489288 nChanged 70 SP:Iteration 17Q (187.012046 sec): 3 clusters Score: Raw -429788.872957 + Penalty 841.069056 = -428947.803901 nChanged 59 SP:Iteration 18Q (187.059232 sec): 3 clusters Score: Raw -429826.137929 + Penalty 841.069056 = -428985.068873 nChanged 53 SP:Iteration 19Q (187.122738 sec): 3 clusters Score: Raw -429863.122068 + Penalty 841.069056 = -429022.053011 nChanged 41 SP:Iteration 20F (187.176932 sec): 3 clusters Score: Raw -429885.567238 + Penalty 841.069056 = -429044.498181 nChanged 37 SP:Iteration 21Q (187.225309 sec): 3 clusters Score: Raw -429904.149759 + Penalty 841.069056 = -429063.080703 nChanged 30 SP:Iteration 22Q (187.281553 sec): 3 clusters Score: Raw -429921.352958 + Penalty 841.069056 = -429080.283902 nChanged 25 SP:Iteration 23Q (187.322492 sec): 3 clusters Score: Raw -429934.103426 + Penalty 841.069056 = -429093.034370 nChanged 17 SP:Iteration 24Q (187.383447 sec): 3 clusters Score: Raw -429943.721606 + Penalty 841.069056 = -429102.652549 nChanged 16 SP:Iteration 25Q (187.426317 sec): 3 clusters Score: Raw -429952.230160 + Penalty 841.069056 = -429111.161104 nChanged 12 SP:Iteration 26Q (187.477153 sec): 3 clusters Score: Raw -429959.072190 + Penalty 841.069056 = -429118.003133 nChanged 10 SP:Iteration 27Q (187.527054 sec): 3 clusters Score: Raw -429963.110526 + Penalty 841.069056 = -429122.041470 nChanged 6 SP:Iteration 28Q (187.588781 sec): 3 clusters Score: Raw -429965.815757 + Penalty 841.069056 = -429124.746701 nChanged 2 SP:Iteration 29Q (187.638821 sec): 3 clusters Score: Raw -429967.048090 + Penalty 841.069056 = -429125.979034 nChanged 3 SP:Iteration 30Q (187.679063 sec): 3 clusters Score: Raw -429967.790549 + Penalty 841.069056 = -429126.721492 nChanged 1 SP:Iteration 31Q (187.732453 sec): 3 clusters Score: Raw -429968.347420 + Penalty 841.069056 = -429127.278364 nChanged 1 SP:Iteration 32Q (187.785382 sec): 3 clusters Score: Raw -429969.041121 + Penalty 841.069056 = -429127.972065 nChanged 1 SP:Iteration 33Q (187.837590 sec): 3 clusters Score: Raw -429969.339844 + Penalty 841.069056 = -429128.270788 nChanged 0 SP:Iteration 34F (187.892170 sec): 3 clusters Score: Raw -429969.339844 + Penalty 841.069056 = -429128.270788 nChanged 0 Trying to split cluster 26 (1603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (187.916110 sec): 2 clusters Score: Raw -65592.441360 + Penalty 335.773263 = -65256.668097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (187.971593 sec): 3 clusters Score: Raw -64745.729259 + Penalty 671.546526 = -64074.182733 nChanged 679 SP:Iteration 1F (188.020951 sec): 3 clusters Score: Raw -65151.889268 + Penalty 671.546526 = -64480.342742 nChanged 134 SP:Iteration 2F (188.062993 sec): 3 clusters Score: Raw -65253.395222 + Penalty 671.546526 = -64581.848696 nChanged 113 SP:Iteration 3F (188.103267 sec): 3 clusters Score: Raw -65350.403717 + Penalty 671.546526 = -64678.857191 nChanged 77 SP:Iteration 4Q (188.151345 sec): 3 clusters Score: Raw -65403.827288 + Penalty 671.546526 = -64732.280762 nChanged 55 SP:Iteration 5Q (188.202820 sec): 3 clusters Score: Raw -65446.227331 + Penalty 671.546526 = -64774.680806 nChanged 47 SP:Iteration 6Q (188.243722 sec): 3 clusters Score: Raw -65473.864339 + Penalty 671.546526 = -64802.317813 nChanged 28 SP:Iteration 7Q (188.289267 sec): 3 clusters Score: Raw -65487.777925 + Penalty 671.546526 = -64816.231399 nChanged 26 SP:Iteration 8Q (188.335280 sec): 3 clusters Score: Raw -65501.577259 + Penalty 671.546526 = -64830.030733 nChanged 19 SP:Iteration 9Q (188.379883 sec): 3 clusters Score: Raw -65508.161171 + Penalty 671.546526 = -64836.614645 nChanged 15 SP:Iteration 10Q (188.422836 sec): 3 clusters Score: Raw -65512.111458 + Penalty 671.546526 = -64840.564933 nChanged 11 SP:Iteration 11Q (188.459573 sec): 3 clusters Score: Raw -65515.007831 + Penalty 671.546526 = -64843.461305 nChanged 9 SP:Iteration 12Q (188.505625 sec): 3 clusters Score: Raw -65516.454330 + Penalty 671.546526 = -64844.907804 nChanged 6 SP:Iteration 13Q (188.552159 sec): 3 clusters Score: Raw -65518.933321 + Penalty 671.546526 = -64847.386795 nChanged 7 SP:Iteration 14Q (188.596637 sec): 3 clusters Score: Raw -65520.793703 + Penalty 671.546526 = -64849.247178 nChanged 6 SP:Iteration 15Q (188.636390 sec): 3 clusters Score: Raw -65523.494223 + Penalty 671.546526 = -64851.947698 nChanged 9 SP:Iteration 16Q (188.692233 sec): 3 clusters Score: Raw -65525.977906 + Penalty 671.546526 = -64854.431381 nChanged 2 SP:Iteration 17Q (188.729753 sec): 3 clusters Score: Raw -65526.226622 + Penalty 671.546526 = -64854.680096 nChanged 2 SP:Iteration 18Q (188.770450 sec): 3 clusters Score: Raw -65526.384332 + Penalty 671.546526 = -64854.837806 nChanged 1 SP:Iteration 19Q (188.814981 sec): 3 clusters Score: Raw -65526.461070 + Penalty 671.546526 = -64854.914544 nChanged 1 SP:Iteration 20F (188.855563 sec): 3 clusters Score: Raw -65526.571629 + Penalty 671.546526 = -64855.025104 nChanged 0 Trying to split cluster 27 (5687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (188.883309 sec): 2 clusters Score: Raw -233558.604323 + Penalty 393.390186 = -233165.214137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (188.929306 sec): 3 clusters Score: Raw -230128.682862 + Penalty 786.780371 = -229341.902491 nChanged 2563 SP:Iteration 1F (188.984064 sec): 3 clusters Score: Raw -231774.513996 + Penalty 786.780371 = -230987.733624 nChanged 489 SP:Iteration 2F (189.032740 sec): 3 clusters Score: Raw -232191.267710 + Penalty 786.780371 = -231404.487338 nChanged 428 SP:Iteration 3F (189.079127 sec): 3 clusters Score: Raw -232600.241997 + Penalty 786.780371 = -231813.461626 nChanged 410 SP:Iteration 4F (189.126498 sec): 3 clusters Score: Raw -232931.100567 + Penalty 786.780371 = -232144.320195 nChanged 344 SP:Iteration 5F (189.170106 sec): 3 clusters Score: Raw -233216.043781 + Penalty 786.780371 = -232429.263410 nChanged 280 SP:Iteration 6Q (189.221422 sec): 3 clusters Score: Raw -233419.665592 + Penalty 786.780371 = -232632.885221 nChanged 245 SP:Iteration 7Q (189.273971 sec): 3 clusters Score: Raw -233588.673099 + Penalty 786.780371 = -232801.892728 nChanged 171 SP:Iteration 8Q (189.316749 sec): 3 clusters Score: Raw -233683.481647 + Penalty 786.780371 = -232896.701275 nChanged 129 SP:Iteration 9Q (189.363989 sec): 3 clusters Score: Raw -233753.399635 + Penalty 786.780371 = -232966.619263 nChanged 130 SP:Iteration 10Q (189.408140 sec): 3 clusters Score: Raw -233814.526276 + Penalty 786.780371 = -233027.745905 nChanged 88 SP:Iteration 11Q (189.456617 sec): 3 clusters Score: Raw -233843.568441 + Penalty 786.780371 = -233056.788070 nChanged 66 SP:Iteration 12Q (189.513668 sec): 3 clusters Score: Raw -233864.644306 + Penalty 786.780371 = -233077.863934 nChanged 54 SP:Iteration 13Q (189.557025 sec): 3 clusters Score: Raw -233885.856658 + Penalty 786.780371 = -233099.076287 nChanged 54 SP:Iteration 14Q (189.610314 sec): 3 clusters Score: Raw -233903.742528 + Penalty 786.780371 = -233116.962156 nChanged 55 SP:Iteration 15Q (189.658239 sec): 3 clusters Score: Raw -233920.587408 + Penalty 786.780371 = -233133.807037 nChanged 55 SP:Iteration 16Q (189.711987 sec): 3 clusters Score: Raw -233932.100211 + Penalty 786.780371 = -233145.319840 nChanged 28 SP:Iteration 17Q (189.760839 sec): 3 clusters Score: Raw -233937.779341 + Penalty 786.780371 = -233150.998969 nChanged 31 SP:Iteration 18Q (189.810246 sec): 3 clusters Score: Raw -233942.937463 + Penalty 786.780371 = -233156.157092 nChanged 32 SP:Iteration 19Q (189.856185 sec): 3 clusters Score: Raw -233947.399890 + Penalty 786.780371 = -233160.619519 nChanged 25 SP:Iteration 20F (189.906578 sec): 3 clusters Score: Raw -233950.614893 + Penalty 786.780371 = -233163.834522 nChanged 17 SP:Iteration 21Q (189.954621 sec): 3 clusters Score: Raw -233952.938428 + Penalty 786.780371 = -233166.158057 nChanged 17 SP:Iteration 22Q (190.004884 sec): 3 clusters Score: Raw -233955.106980 + Penalty 786.780371 = -233168.326609 nChanged 20 SP:Iteration 23Q (190.050047 sec): 3 clusters Score: Raw -233957.985942 + Penalty 786.780371 = -233171.205571 nChanged 13 SP:Iteration 24Q (190.091280 sec): 3 clusters Score: Raw -233959.596020 + Penalty 786.780371 = -233172.815648 nChanged 14 SP:Iteration 25Q (190.136526 sec): 3 clusters Score: Raw -233961.585520 + Penalty 786.780371 = -233174.805148 nChanged 13 SP:Iteration 26Q (190.195402 sec): 3 clusters Score: Raw -233963.276886 + Penalty 786.780371 = -233176.496514 nChanged 16 SP:Iteration 27Q (190.250189 sec): 3 clusters Score: Raw -233965.088972 + Penalty 786.780371 = -233178.308601 nChanged 14 SP:Iteration 28Q (190.304017 sec): 3 clusters Score: Raw -233966.280296 + Penalty 786.780371 = -233179.499924 nChanged 9 SP:Iteration 29Q (190.344539 sec): 3 clusters Score: Raw -233967.270523 + Penalty 786.780371 = -233180.490152 nChanged 17 SP:Iteration 30Q (190.403861 sec): 3 clusters Score: Raw -233968.803543 + Penalty 786.780371 = -233182.023172 nChanged 15 SP:Iteration 31Q (190.452375 sec): 3 clusters Score: Raw -233970.083555 + Penalty 786.780371 = -233183.303184 nChanged 14 SP:Iteration 32Q (190.501315 sec): 3 clusters Score: Raw -233971.468634 + Penalty 786.780371 = -233184.688262 nChanged 13 SP:Iteration 33Q (190.544193 sec): 3 clusters Score: Raw -233972.863749 + Penalty 786.780371 = -233186.083378 nChanged 13 SP:Iteration 34Q (190.594835 sec): 3 clusters Score: Raw -233974.384327 + Penalty 786.780371 = -233187.603955 nChanged 17 SP:Iteration 35Q (190.646830 sec): 3 clusters Score: Raw -233976.694146 + Penalty 786.780371 = -233189.913775 nChanged 16 SP:Iteration 36Q (190.697693 sec): 3 clusters Score: Raw -233978.529187 + Penalty 786.780371 = -233191.748815 nChanged 19 SP:Iteration 37Q (190.740277 sec): 3 clusters Score: Raw -233981.282253 + Penalty 786.780371 = -233194.501882 nChanged 16 SP:Iteration 38Q (190.794024 sec): 3 clusters Score: Raw -233983.117656 + Penalty 786.780371 = -233196.337284 nChanged 15 SP:Iteration 39Q (190.844999 sec): 3 clusters Score: Raw -233984.405431 + Penalty 786.780371 = -233197.625060 nChanged 11 SP:Iteration 40F (190.894135 sec): 3 clusters Score: Raw -233985.535736 + Penalty 786.780371 = -233198.755365 nChanged 13 SP:Iteration 41Q (190.952889 sec): 3 clusters Score: Raw -233986.456660 + Penalty 786.780371 = -233199.676289 nChanged 6 SP:Iteration 42Q (190.996543 sec): 3 clusters Score: Raw -233987.063708 + Penalty 786.780371 = -233200.283337 nChanged 11 SP:Iteration 43Q (191.043953 sec): 3 clusters Score: Raw -233988.873125 + Penalty 786.780371 = -233202.092753 nChanged 16 SP:Iteration 44Q (191.097440 sec): 3 clusters Score: Raw -233991.553964 + Penalty 786.780371 = -233204.773592 nChanged 20 SP:Iteration 45Q (191.138815 sec): 3 clusters Score: Raw -233993.946607 + Penalty 786.780371 = -233207.166236 nChanged 17 SP:Iteration 46Q (191.192225 sec): 3 clusters Score: Raw -233995.689931 + Penalty 786.780371 = -233208.909559 nChanged 8 SP:Iteration 47Q (191.244104 sec): 3 clusters Score: Raw -233996.406375 + Penalty 786.780371 = -233209.626004 nChanged 8 SP:Iteration 48Q (191.287102 sec): 3 clusters Score: Raw -233997.115069 + Penalty 786.780371 = -233210.334697 nChanged 7 SP:Iteration 49Q (191.326514 sec): 3 clusters Score: Raw -233997.704404 + Penalty 786.780371 = -233210.924033 nChanged 11 SP:Iteration 50Q (191.385034 sec): 3 clusters Score: Raw -233998.592637 + Penalty 786.780371 = -233211.812266 nChanged 8 SP:Iteration 51Q (191.426315 sec): 3 clusters Score: Raw -233999.186570 + Penalty 786.780371 = -233212.406199 nChanged 7 SP:Iteration 52Q (191.476625 sec): 3 clusters Score: Raw -233999.694574 + Penalty 786.780371 = -233212.914203 nChanged 9 SP:Iteration 53Q (191.531660 sec): 3 clusters Score: Raw -234000.322738 + Penalty 786.780371 = -233213.542367 nChanged 6 SP:Iteration 54Q (191.582102 sec): 3 clusters Score: Raw -234000.786360 + Penalty 786.780371 = -233214.005989 nChanged 4 SP:Iteration 55Q (191.633178 sec): 3 clusters Score: Raw -234000.982537 + Penalty 786.780371 = -233214.202166 nChanged 4 SP:Iteration 56Q (191.685271 sec): 3 clusters Score: Raw -234001.141868 + Penalty 786.780371 = -233214.361497 nChanged 2 SP:Iteration 57Q (191.734242 sec): 3 clusters Score: Raw -234001.222212 + Penalty 786.780371 = -233214.441841 nChanged 3 SP:Iteration 58Q (191.776887 sec): 3 clusters Score: Raw -234001.332435 + Penalty 786.780371 = -233214.552063 nChanged 2 SP:Iteration 59Q (191.824462 sec): 3 clusters Score: Raw -234001.418997 + Penalty 786.780371 = -233214.638626 nChanged 3 SP:Iteration 60F (191.876917 sec): 3 clusters Score: Raw -234001.608010 + Penalty 786.780371 = -233214.827638 nChanged 2 SP:Iteration 61Q (191.918503 sec): 3 clusters Score: Raw -234001.723744 + Penalty 786.780371 = -233214.943373 nChanged 1 SP:Iteration 62Q (191.978511 sec): 3 clusters Score: Raw -234001.757488 + Penalty 786.780371 = -233214.977116 nChanged 0 SP:Iteration 63F (192.027233 sec): 3 clusters Score: Raw -234001.757488 + Penalty 786.780371 = -233214.977116 nChanged 0 Score: Raw -6277085.905515 + Penalty 18077.475403 = -6259008.430111 Splitting cluster 27 changes total score from -6257040.629470 to -6259008.430111 So it's getting split into cluster 33. Trying to split cluster 28 (1078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (194.484433 sec): 2 clusters Score: Raw -32470.611324 + Penalty 317.720255 = -32152.891069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (194.523135 sec): 3 clusters Score: Raw -31985.891793 + Penalty 635.440510 = -31350.451282 nChanged 448 SP:Iteration 1F (194.562618 sec): 3 clusters Score: Raw -32497.276292 + Penalty 635.440510 = -31861.835782 nChanged 123 SP:Iteration 2F (194.609605 sec): 3 clusters Score: Raw -32688.747217 + Penalty 635.440510 = -32053.306707 nChanged 73 SP:Iteration 3F (194.653562 sec): 3 clusters Score: Raw -32793.937789 + Penalty 635.440510 = -32158.497279 nChanged 48 SP:Iteration 4Q (194.697914 sec): 3 clusters Score: Raw -32836.793766 + Penalty 635.440510 = -32201.353256 nChanged 26 SP:Iteration 5Q (194.737825 sec): 3 clusters Score: Raw -32864.900751 + Penalty 635.440510 = -32229.460241 nChanged 28 SP:Iteration 6Q (194.777283 sec): 3 clusters Score: Raw -32892.007735 + Penalty 635.440510 = -32256.567224 nChanged 20 SP:Iteration 7Q (194.822775 sec): 3 clusters Score: Raw -32904.816004 + Penalty 635.440510 = -32269.375494 nChanged 18 SP:Iteration 8Q (194.870127 sec): 3 clusters Score: Raw -32913.602915 + Penalty 635.440510 = -32278.162404 nChanged 11 SP:Iteration 9Q (194.914774 sec): 3 clusters Score: Raw -32922.903015 + Penalty 635.440510 = -32287.462504 nChanged 9 SP:Iteration 10Q (194.952174 sec): 3 clusters Score: Raw -32929.297578 + Penalty 635.440510 = -32293.857067 nChanged 11 SP:Iteration 11Q (194.989579 sec): 3 clusters Score: Raw -32937.859021 + Penalty 635.440510 = -32302.418511 nChanged 6 SP:Iteration 12Q (195.033203 sec): 3 clusters Score: Raw -32940.655282 + Penalty 635.440510 = -32305.214772 nChanged 4 SP:Iteration 13Q (195.081733 sec): 3 clusters Score: Raw -32942.509840 + Penalty 635.440510 = -32307.069330 nChanged 6 SP:Iteration 14Q (195.128860 sec): 3 clusters Score: Raw -32944.214732 + Penalty 635.440510 = -32308.774222 nChanged 1 SP:Iteration 15Q (195.160974 sec): 3 clusters Score: Raw -32944.377283 + Penalty 635.440510 = -32308.936772 nChanged 0 SP:Iteration 16F (195.206438 sec): 3 clusters Score: Raw -32944.377283 + Penalty 635.440510 = -32308.936772 nChanged 0 Score: Raw -6277559.671474 + Penalty 18625.277688 = -6258934.393785 Splitting cluster 28 changes total score from -6257040.629470 to -6258934.393785 So it's getting split into cluster 34. Iteration 59Q (199.454114 sec): 35 clusters Score: Raw -6278282.774264 + Penalty 18625.277688 = -6259657.496576 nChanged 990 Iteration 60F (201.955103 sec): 35 clusters Score: Raw -6278914.822887 + Penalty 18625.277688 = -6260289.545199 nChanged 1031 Iteration 61Q (203.775920 sec): 35 clusters Score: Raw -6279257.574705 + Penalty 18625.277688 = -6260632.297016 nChanged 665 Iteration 62Q (205.465418 sec): 35 clusters Score: Raw -6279458.902772 + Penalty 18625.277688 = -6260833.625084 nChanged 547 Iteration 63Q (207.133185 sec): 35 clusters Score: Raw -6279598.013100 + Penalty 18625.277688 = -6260972.735412 nChanged 488 Iteration 64Q (208.868259 sec): 35 clusters Score: Raw -6279711.394651 + Penalty 18625.277688 = -6261086.116962 nChanged 423 Iteration 65Q (210.552649 sec): 35 clusters Score: Raw -6279800.263574 + Penalty 18625.277688 = -6261174.985885 nChanged 390 Iteration 66Q (212.162535 sec): 35 clusters Score: Raw -6279876.399485 + Penalty 18625.277688 = -6261251.121797 nChanged 418 Iteration 67Q (213.771184 sec): 35 clusters Score: Raw -6279952.604953 + Penalty 18625.277688 = -6261327.327264 nChanged 392 Iteration 68Q (215.561933 sec): 35 clusters Score: Raw -6280024.784816 + Penalty 18625.277688 = -6261399.507127 nChanged 412 Iteration 69Q (217.450896 sec): 35 clusters Score: Raw -6280095.151319 + Penalty 18625.277688 = -6261469.873631 nChanged 410 Iteration 70Q (219.352578 sec): 35 clusters Score: Raw -6280171.739642 + Penalty 18625.277688 = -6261546.461954 nChanged 384 Iteration 71Q (221.191030 sec): 35 clusters Score: Raw -6280240.694128 + Penalty 18625.277688 = -6261615.416439 nChanged 385 Iteration 72Q (222.996855 sec): 35 clusters Score: Raw -6280304.604390 + Penalty 18625.277688 = -6261679.326701 nChanged 351 Iteration 73Q (224.610074 sec): 35 clusters Score: Raw -6280357.126950 + Penalty 18625.277688 = -6261731.849261 nChanged 308 Iteration 74Q (226.408866 sec): 35 clusters Score: Raw -6280402.716818 + Penalty 18625.277688 = -6261777.439129 nChanged 302 Iteration 75Q (228.140103 sec): 35 clusters Score: Raw -6280440.235223 + Penalty 18625.277688 = -6261814.957535 nChanged 256 Iteration 76Q (230.054055 sec): 35 clusters Score: Raw -6280472.012309 + Penalty 18625.277688 = -6261846.734620 nChanged 254 Iteration 77Q (231.868609 sec): 35 clusters Score: Raw -6280501.562395 + Penalty 18625.277688 = -6261876.284706 nChanged 245 Iteration 78Q (233.588747 sec): 35 clusters Score: Raw -6280534.916353 + Penalty 18625.277688 = -6261909.638665 nChanged 200 Iteration 79Q (235.318819 sec): 35 clusters Score: Raw -6280564.509425 + Penalty 18625.277688 = -6261939.231737 nChanged 185 Iteration 80F (237.808037 sec): 35 clusters Score: Raw -6280613.753957 + Penalty 18625.277688 = -6261988.476269 nChanged 217 Iteration 81Q (239.408987 sec): 35 clusters Score: Raw -6280646.439968 + Penalty 18625.277688 = -6262021.162279 nChanged 211 Iteration 82Q (240.956269 sec): 35 clusters Score: Raw -6280669.435749 + Penalty 18625.277688 = -6262044.158061 nChanged 206 Iteration 83Q (242.583970 sec): 35 clusters Score: Raw -6280689.221411 + Penalty 18625.277688 = -6262063.943723 nChanged 180 Iteration 84Q (244.099042 sec): 35 clusters Score: Raw -6280704.880159 + Penalty 18625.277688 = -6262079.602471 nChanged 174 Iteration 85Q (245.673301 sec): 35 clusters Score: Raw -6280720.452592 + Penalty 18625.277688 = -6262095.174904 nChanged 171 Iteration 86Q (247.496581 sec): 35 clusters Score: Raw -6280736.167268 + Penalty 18625.277688 = -6262110.889580 nChanged 140 Iteration 87Q (249.080767 sec): 35 clusters Score: Raw -6280754.237984 + Penalty 18625.277688 = -6262128.960295 nChanged 177 Iteration 88Q (250.730577 sec): 35 clusters Score: Raw -6280773.672976 + Penalty 18625.277688 = -6262148.395287 nChanged 166 Iteration 89Q (252.438205 sec): 35 clusters Score: Raw -6280788.030447 + Penalty 18625.277688 = -6262162.752758 nChanged 147 Iteration 90Q (254.205568 sec): 35 clusters Score: Raw -6280800.149802 + Penalty 18625.277688 = -6262174.872113 nChanged 134 Iteration 91Q (255.732599 sec): 35 clusters Score: Raw -6280813.945336 + Penalty 18625.277688 = -6262188.667648 nChanged 128 Iteration 92Q (257.511970 sec): 35 clusters Score: Raw -6280825.834073 + Penalty 18625.277688 = -6262200.556384 nChanged 119 Iteration 93Q (259.170737 sec): 35 clusters Score: Raw -6280838.476716 + Penalty 18625.277688 = -6262213.199028 nChanged 117 Iteration 94Q (260.961569 sec): 35 clusters Score: Raw -6280851.197467 + Penalty 18625.277688 = -6262225.919778 nChanged 123 Iteration 95Q (262.614840 sec): 35 clusters Score: Raw -6280865.012182 + Penalty 18625.277688 = -6262239.734493 nChanged 127 Iteration 96Q (264.219590 sec): 35 clusters Score: Raw -6280878.624049 + Penalty 18625.277688 = -6262253.346361 nChanged 130 Iteration 97Q (265.849278 sec): 35 clusters Score: Raw -6280891.913114 + Penalty 18625.277688 = -6262266.635426 nChanged 121 Iteration 98Q (267.529873 sec): 35 clusters Score: Raw -6280903.724478 + Penalty 18625.277688 = -6262278.446790 nChanged 114 Writing temp clu file Because OldScore, -6262266.635426, is greater than current (better) Score,-6262278.446790 Compute initial score before splitting: Score: Raw -6280903.724478 + Penalty 18625.277688 = -6262278.446790 Trying to split cluster 1 (10713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (267.617531 sec): 2 clusters Score: Raw -409236.628744 + Penalty 422.204202 = -408814.424542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (267.673830 sec): 3 clusters Score: Raw -402577.318530 + Penalty 844.408404 = -401732.910126 nChanged 4955 SP:Iteration 1F (267.718599 sec): 3 clusters Score: Raw -405607.907544 + Penalty 844.408404 = -404763.499139 nChanged 725 SP:Iteration 2F (267.771020 sec): 3 clusters Score: Raw -405991.116142 + Penalty 844.408404 = -405146.707737 nChanged 655 SP:Iteration 3F (267.837459 sec): 3 clusters Score: Raw -406354.541697 + Penalty 844.408404 = -405510.133292 nChanged 616 SP:Iteration 4F (267.881816 sec): 3 clusters Score: Raw -406681.424995 + Penalty 844.408404 = -405837.016590 nChanged 554 SP:Iteration 5F (267.939356 sec): 3 clusters Score: Raw -407008.127027 + Penalty 844.408404 = -406163.718622 nChanged 513 SP:Iteration 6Q (267.996200 sec): 3 clusters Score: Raw -407333.520854 + Penalty 844.408404 = -406489.112449 nChanged 508 SP:Iteration 7Q (268.049725 sec): 3 clusters Score: Raw -407669.621973 + Penalty 844.408404 = -406825.213568 nChanged 441 SP:Iteration 8Q (268.104880 sec): 3 clusters Score: Raw -408045.285974 + Penalty 844.408404 = -407200.877570 nChanged 407 SP:Iteration 9Q (268.147515 sec): 3 clusters Score: Raw -408467.289123 + Penalty 844.408404 = -407622.880718 nChanged 310 SP:Iteration 10Q (268.199236 sec): 3 clusters Score: Raw -408782.830261 + Penalty 844.408404 = -407938.421856 nChanged 212 SP:Iteration 11Q (268.257874 sec): 3 clusters Score: Raw -408924.022527 + Penalty 844.408404 = -408079.614122 nChanged 163 SP:Iteration 12Q (268.312995 sec): 3 clusters Score: Raw -409018.703711 + Penalty 844.408404 = -408174.295307 nChanged 136 SP:Iteration 13Q (268.363381 sec): 3 clusters Score: Raw -409071.796064 + Penalty 844.408404 = -408227.387660 nChanged 125 SP:Iteration 14Q (268.406846 sec): 3 clusters Score: Raw -409117.374960 + Penalty 844.408404 = -408272.966556 nChanged 102 SP:Iteration 15Q (268.465672 sec): 3 clusters Score: Raw -409146.806244 + Penalty 844.408404 = -408302.397839 nChanged 87 SP:Iteration 16Q (268.516090 sec): 3 clusters Score: Raw -409166.905756 + Penalty 844.408404 = -408322.497352 nChanged 63 SP:Iteration 17Q (268.580461 sec): 3 clusters Score: Raw -409180.449590 + Penalty 844.408404 = -408336.041186 nChanged 56 SP:Iteration 18Q (268.634201 sec): 3 clusters Score: Raw -409192.017154 + Penalty 844.408404 = -408347.608750 nChanged 45 SP:Iteration 19Q (268.677079 sec): 3 clusters Score: Raw -409199.194997 + Penalty 844.408404 = -408354.786593 nChanged 33 SP:Iteration 20F (268.734119 sec): 3 clusters Score: Raw -409204.508919 + Penalty 844.408404 = -408360.100515 nChanged 45 SP:Iteration 21Q (268.792135 sec): 3 clusters Score: Raw -409213.393839 + Penalty 844.408404 = -408368.985435 nChanged 48 SP:Iteration 22Q (268.845550 sec): 3 clusters Score: Raw -409225.603109 + Penalty 844.408404 = -408381.194704 nChanged 44 SP:Iteration 23Q (268.900088 sec): 3 clusters Score: Raw -409234.222563 + Penalty 844.408404 = -408389.814158 nChanged 41 SP:Iteration 24Q (268.949923 sec): 3 clusters Score: Raw -409241.247047 + Penalty 844.408404 = -408396.838643 nChanged 34 SP:Iteration 25Q (269.007113 sec): 3 clusters Score: Raw -409247.204747 + Penalty 844.408404 = -408402.796342 nChanged 32 SP:Iteration 26Q (269.054066 sec): 3 clusters Score: Raw -409252.469934 + Penalty 844.408404 = -408408.061530 nChanged 30 SP:Iteration 27Q (269.112070 sec): 3 clusters Score: Raw -409257.808332 + Penalty 844.408404 = -408413.399928 nChanged 37 SP:Iteration 28Q (269.152017 sec): 3 clusters Score: Raw -409268.991238 + Penalty 844.408404 = -408424.582833 nChanged 45 SP:Iteration 29Q (269.204695 sec): 3 clusters Score: Raw -409280.197968 + Penalty 844.408404 = -408435.789563 nChanged 50 SP:Iteration 30Q (269.258000 sec): 3 clusters Score: Raw -409292.210540 + Penalty 844.408404 = -408447.802135 nChanged 46 SP:Iteration 31Q (269.315976 sec): 3 clusters Score: Raw -409304.502905 + Penalty 844.408404 = -408460.094500 nChanged 45 SP:Iteration 32Q (269.369693 sec): 3 clusters Score: Raw -409316.160573 + Penalty 844.408404 = -408471.752168 nChanged 41 SP:Iteration 33Q (269.421326 sec): 3 clusters Score: Raw -409326.680748 + Penalty 844.408404 = -408482.272344 nChanged 35 SP:Iteration 34Q (269.476324 sec): 3 clusters Score: Raw -409333.544658 + Penalty 844.408404 = -408489.136254 nChanged 36 SP:Iteration 35Q (269.519487 sec): 3 clusters Score: Raw -409340.973060 + Penalty 844.408404 = -408496.564655 nChanged 30 SP:Iteration 36Q (269.572079 sec): 3 clusters Score: Raw -409346.547325 + Penalty 844.408404 = -408502.138920 nChanged 24 SP:Iteration 37Q (269.632414 sec): 3 clusters Score: Raw -409350.850517 + Penalty 844.408404 = -408506.442113 nChanged 25 SP:Iteration 38Q (269.674518 sec): 3 clusters Score: Raw -409355.573766 + Penalty 844.408404 = -408511.165361 nChanged 31 SP:Iteration 39Q (269.729033 sec): 3 clusters Score: Raw -409360.303448 + Penalty 844.408404 = -408515.895043 nChanged 22 SP:Iteration 40F (269.785231 sec): 3 clusters Score: Raw -409363.786364 + Penalty 844.408404 = -408519.377960 nChanged 22 SP:Iteration 41Q (269.842932 sec): 3 clusters Score: Raw -409367.157446 + Penalty 844.408404 = -408522.749042 nChanged 14 SP:Iteration 42Q (269.887891 sec): 3 clusters Score: Raw -409368.659647 + Penalty 844.408404 = -408524.251242 nChanged 7 SP:Iteration 43Q (269.945887 sec): 3 clusters Score: Raw -409369.211706 + Penalty 844.408404 = -408524.803301 nChanged 3 SP:Iteration 44Q (269.988236 sec): 3 clusters Score: Raw -409369.364686 + Penalty 844.408404 = -408524.956282 nChanged 2 SP:Iteration 45Q (270.025121 sec): 3 clusters Score: Raw -409369.484485 + Penalty 844.408404 = -408525.076081 nChanged 3 SP:Iteration 46Q (270.081900 sec): 3 clusters Score: Raw -409369.646228 + Penalty 844.408404 = -408525.237823 nChanged 2 SP:Iteration 47Q (270.122829 sec): 3 clusters Score: Raw -409369.792933 + Penalty 844.408404 = -408525.384529 nChanged 2 SP:Iteration 48Q (270.184644 sec): 3 clusters Score: Raw -409369.864542 + Penalty 844.408404 = -408525.456138 nChanged 2 SP:Iteration 49Q (270.242101 sec): 3 clusters Score: Raw -409369.942248 + Penalty 844.408404 = -408525.533844 nChanged 1 SP:Iteration 50Q (270.299036 sec): 3 clusters Score: Raw -409370.001107 + Penalty 844.408404 = -408525.592702 nChanged 2 SP:Iteration 51Q (270.347577 sec): 3 clusters Score: Raw -409370.079443 + Penalty 844.408404 = -408525.671038 nChanged 0 SP:Iteration 52F (270.397547 sec): 3 clusters Score: Raw -409370.079443 + Penalty 844.408404 = -408525.671038 nChanged 0 Trying to split cluster 2 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (270.428232 sec): 2 clusters Score: Raw -17500.034463 + Penalty 286.434603 = -17213.599860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (270.464164 sec): 3 clusters Score: Raw -17280.563519 + Penalty 572.869206 = -16707.694312 nChanged 197 SP:Iteration 1F (270.506387 sec): 3 clusters Score: Raw -17423.499315 + Penalty 572.869206 = -16850.630109 nChanged 34 SP:Iteration 2F (270.554376 sec): 3 clusters Score: Raw -17451.774084 + Penalty 572.869206 = -16878.904878 nChanged 29 SP:Iteration 3F (270.598667 sec): 3 clusters Score: Raw -17474.951981 + Penalty 572.869206 = -16902.082775 nChanged 26 SP:Iteration 4Q (270.641124 sec): 3 clusters Score: Raw -17494.010326 + Penalty 572.869206 = -16921.141120 nChanged 23 SP:Iteration 5Q (270.687439 sec): 3 clusters Score: Raw -17509.898243 + Penalty 572.869206 = -16937.029037 nChanged 22 SP:Iteration 6Q (270.729956 sec): 3 clusters Score: Raw -17524.504621 + Penalty 572.869206 = -16951.635415 nChanged 20 SP:Iteration 7Q (270.763983 sec): 3 clusters Score: Raw -17540.872505 + Penalty 572.869206 = -16968.003299 nChanged 20 SP:Iteration 8Q (270.808162 sec): 3 clusters Score: Raw -17555.342394 + Penalty 572.869206 = -16982.473187 nChanged 14 SP:Iteration 9Q (270.845309 sec): 3 clusters Score: Raw -17567.506846 + Penalty 572.869206 = -16994.637640 nChanged 6 SP:Iteration 10Q (270.888524 sec): 3 clusters Score: Raw -17571.693633 + Penalty 572.869206 = -16998.824427 nChanged 6 SP:Iteration 11Q (270.934802 sec): 3 clusters Score: Raw -17578.231475 + Penalty 572.869206 = -17005.362269 nChanged 5 SP:Iteration 12Q (270.965931 sec): 3 clusters Score: Raw -17583.205234 + Penalty 572.869206 = -17010.336028 nChanged 6 SP:Iteration 13Q (271.014921 sec): 3 clusters Score: Raw -17588.180270 + Penalty 572.869206 = -17015.311064 nChanged 1 SP:Iteration 14Q (271.050651 sec): 3 clusters Score: Raw -17588.904069 + Penalty 572.869206 = -17016.034863 nChanged 0 SP:Iteration 15F (271.097621 sec): 3 clusters Score: Raw -17590.122710 + Penalty 572.869206 = -17017.253504 nChanged 1 SP:Iteration 16Q (271.137361 sec): 3 clusters Score: Raw -17593.648098 + Penalty 572.869206 = -17020.778892 nChanged 2 SP:Iteration 17Q (271.188326 sec): 3 clusters Score: Raw -17594.640604 + Penalty 572.869206 = -17021.771398 nChanged 0 SP:Iteration 18F (271.226522 sec): 3 clusters Score: Raw -17594.640604 + Penalty 572.869206 = -17021.771398 nChanged 0 Trying to split cluster 3 (1198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (271.250833 sec): 2 clusters Score: Raw -49061.747400 + Penalty 322.522599 = -48739.224800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (271.289445 sec): 3 clusters Score: Raw -48472.731086 + Penalty 645.045199 = -47827.685887 nChanged 475 SP:Iteration 1F (271.333423 sec): 3 clusters Score: Raw -48957.605815 + Penalty 645.045199 = -48312.560616 nChanged 159 SP:Iteration 2F (271.377245 sec): 3 clusters Score: Raw -49324.549241 + Penalty 645.045199 = -48679.504043 nChanged 138 SP:Iteration 3F (271.421084 sec): 3 clusters Score: Raw -49530.112594 + Penalty 645.045199 = -48885.067395 nChanged 78 SP:Iteration 4F (271.461621 sec): 3 clusters Score: Raw -49612.528477 + Penalty 645.045199 = -48967.483279 nChanged 49 SP:Iteration 5Q (271.506286 sec): 3 clusters Score: Raw -49672.932088 + Penalty 645.045199 = -49027.886889 nChanged 32 SP:Iteration 6Q (271.552868 sec): 3 clusters Score: Raw -49706.393807 + Penalty 645.045199 = -49061.348608 nChanged 17 SP:Iteration 7Q (271.589839 sec): 3 clusters Score: Raw -49727.257841 + Penalty 645.045199 = -49082.212642 nChanged 14 SP:Iteration 8Q (271.632698 sec): 3 clusters Score: Raw -49740.701991 + Penalty 645.045199 = -49095.656792 nChanged 7 SP:Iteration 9Q (271.679505 sec): 3 clusters Score: Raw -49745.368751 + Penalty 645.045199 = -49100.323552 nChanged 7 SP:Iteration 10Q (271.727217 sec): 3 clusters Score: Raw -49750.669230 + Penalty 645.045199 = -49105.624031 nChanged 6 SP:Iteration 11Q (271.771535 sec): 3 clusters Score: Raw -49757.447550 + Penalty 645.045199 = -49112.402351 nChanged 8 SP:Iteration 12Q (271.816370 sec): 3 clusters Score: Raw -49765.882955 + Penalty 645.045199 = -49120.837756 nChanged 5 SP:Iteration 13Q (271.860557 sec): 3 clusters Score: Raw -49768.867172 + Penalty 645.045199 = -49123.821973 nChanged 2 SP:Iteration 14Q (271.915389 sec): 3 clusters Score: Raw -49771.392567 + Penalty 645.045199 = -49126.347368 nChanged 3 SP:Iteration 15Q (271.956405 sec): 3 clusters Score: Raw -49776.832742 + Penalty 645.045199 = -49131.787543 nChanged 5 SP:Iteration 16Q (272.003683 sec): 3 clusters Score: Raw -49785.246672 + Penalty 645.045199 = -49140.201473 nChanged 5 SP:Iteration 17Q (272.046488 sec): 3 clusters Score: Raw -49794.008862 + Penalty 645.045199 = -49148.963663 nChanged 5 SP:Iteration 18Q (272.082879 sec): 3 clusters Score: Raw -49801.576242 + Penalty 645.045199 = -49156.531043 nChanged 3 SP:Iteration 19Q (272.128553 sec): 3 clusters Score: Raw -49804.148035 + Penalty 645.045199 = -49159.102836 nChanged 1 SP:Iteration 20F (272.172119 sec): 3 clusters Score: Raw -49805.114352 + Penalty 645.045199 = -49160.069153 nChanged 2 SP:Iteration 21Q (272.216275 sec): 3 clusters Score: Raw -49811.095484 + Penalty 645.045199 = -49166.050285 nChanged 3 SP:Iteration 22Q (272.266321 sec): 3 clusters Score: Raw -49816.407672 + Penalty 645.045199 = -49171.362473 nChanged 1 SP:Iteration 23Q (272.311600 sec): 3 clusters Score: Raw -49817.498990 + Penalty 645.045199 = -49172.453791 nChanged 2 SP:Iteration 24Q (272.349923 sec): 3 clusters Score: Raw -49818.869071 + Penalty 645.045199 = -49173.823872 nChanged 1 SP:Iteration 25Q (272.403594 sec): 3 clusters Score: Raw -49821.002415 + Penalty 645.045199 = -49175.957216 nChanged 0 SP:Iteration 26F (272.459200 sec): 3 clusters Score: Raw -49821.002415 + Penalty 645.045199 = -49175.957216 nChanged 0 Score: Raw -6281673.390866 + Penalty 19173.079973 = -6262500.310892 Splitting cluster 3 changes total score from -6262278.446790 to -6262500.310892 So it's getting split into cluster 35. Trying to split cluster 4 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (275.100311 sec): 2 clusters Score: Raw -25851.813507 + Penalty 293.352417 = -25558.461090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (275.134436 sec): 3 clusters Score: Raw -25551.289955 + Penalty 586.704833 = -24964.585122 nChanged 210 SP:Iteration 1F (275.188867 sec): 3 clusters Score: Raw -25708.929081 + Penalty 586.704833 = -25122.224247 nChanged 69 SP:Iteration 2F (275.236075 sec): 3 clusters Score: Raw -25758.580906 + Penalty 586.704833 = -25171.876073 nChanged 39 SP:Iteration 3F (275.277255 sec): 3 clusters Score: Raw -25787.795803 + Penalty 586.704833 = -25201.090970 nChanged 27 SP:Iteration 4Q (275.316207 sec): 3 clusters Score: Raw -25804.141958 + Penalty 586.704833 = -25217.437125 nChanged 12 SP:Iteration 5Q (275.370341 sec): 3 clusters Score: Raw -25811.131578 + Penalty 586.704833 = -25224.426744 nChanged 10 SP:Iteration 6Q (275.415192 sec): 3 clusters Score: Raw -25814.229659 + Penalty 586.704833 = -25227.524825 nChanged 8 SP:Iteration 7Q (275.462314 sec): 3 clusters Score: Raw -25819.096544 + Penalty 586.704833 = -25232.391710 nChanged 8 SP:Iteration 8Q (275.503879 sec): 3 clusters Score: Raw -25822.348420 + Penalty 586.704833 = -25235.643586 nChanged 6 SP:Iteration 9Q (275.550149 sec): 3 clusters Score: Raw -25825.552139 + Penalty 586.704833 = -25238.847306 nChanged 3 SP:Iteration 10Q (275.600299 sec): 3 clusters Score: Raw -25826.953441 + Penalty 586.704833 = -25240.248608 nChanged 3 SP:Iteration 11Q (275.648325 sec): 3 clusters Score: Raw -25827.973974 + Penalty 586.704833 = -25241.269140 nChanged 5 SP:Iteration 12Q (275.696038 sec): 3 clusters Score: Raw -25830.160948 + Penalty 586.704833 = -25243.456114 nChanged 4 SP:Iteration 13Q (275.747037 sec): 3 clusters Score: Raw -25831.683547 + Penalty 586.704833 = -25244.978713 nChanged 2 SP:Iteration 14Q (275.794951 sec): 3 clusters Score: Raw -25832.375031 + Penalty 586.704833 = -25245.670198 nChanged 3 SP:Iteration 15Q (275.843619 sec): 3 clusters Score: Raw -25835.731874 + Penalty 586.704833 = -25249.027040 nChanged 6 SP:Iteration 16Q (275.887347 sec): 3 clusters Score: Raw -25839.782745 + Penalty 586.704833 = -25253.077911 nChanged 4 SP:Iteration 17Q (275.941166 sec): 3 clusters Score: Raw -25841.208725 + Penalty 586.704833 = -25254.503891 nChanged 3 SP:Iteration 18Q (275.993997 sec): 3 clusters Score: Raw -25842.385770 + Penalty 586.704833 = -25255.680936 nChanged 2 SP:Iteration 19Q (276.043267 sec): 3 clusters Score: Raw -25843.337045 + Penalty 586.704833 = -25256.632212 nChanged 1 SP:Iteration 20F (276.087163 sec): 3 clusters Score: Raw -25843.578071 + Penalty 586.704833 = -25256.873238 nChanged 1 SP:Iteration 21Q (276.126726 sec): 3 clusters Score: Raw -25843.708697 + Penalty 586.704833 = -25257.003863 nChanged 1 SP:Iteration 22Q (276.171900 sec): 3 clusters Score: Raw -25843.966128 + Penalty 586.704833 = -25257.261295 nChanged 0 SP:Iteration 23F (276.221545 sec): 3 clusters Score: Raw -25843.966128 + Penalty 586.704833 = -25257.261295 nChanged 0 Trying to split cluster 5 (10321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (276.255118 sec): 2 clusters Score: Raw -419639.766814 + Penalty 420.508085 = -419219.258730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (276.315236 sec): 3 clusters Score: Raw -413281.142561 + Penalty 841.016170 = -412440.126391 nChanged 4809 SP:Iteration 1F (276.377892 sec): 3 clusters Score: Raw -416487.047941 + Penalty 841.016170 = -415646.031771 nChanged 744 SP:Iteration 2F (276.432477 sec): 3 clusters Score: Raw -417004.972527 + Penalty 841.016170 = -416163.956357 nChanged 765 SP:Iteration 3F (276.485396 sec): 3 clusters Score: Raw -417608.042022 + Penalty 841.016170 = -416767.025852 nChanged 799 SP:Iteration 4F (276.540687 sec): 3 clusters Score: Raw -418387.348952 + Penalty 841.016170 = -417546.332782 nChanged 770 SP:Iteration 5F (276.600426 sec): 3 clusters Score: Raw -419295.059024 + Penalty 841.016170 = -418454.042854 nChanged 582 SP:Iteration 6F (276.647723 sec): 3 clusters Score: Raw -419986.579340 + Penalty 841.016170 = -419145.563170 nChanged 347 SP:Iteration 7Q (276.702843 sec): 3 clusters Score: Raw -420209.357119 + Penalty 841.016170 = -419368.340949 nChanged 195 SP:Iteration 8Q (276.751244 sec): 3 clusters Score: Raw -420280.739142 + Penalty 841.016170 = -419439.722972 nChanged 117 SP:Iteration 9Q (276.813145 sec): 3 clusters Score: Raw -420304.293943 + Penalty 841.016170 = -419463.277773 nChanged 60 SP:Iteration 10Q (276.863038 sec): 3 clusters Score: Raw -420311.873944 + Penalty 841.016170 = -419470.857774 nChanged 35 SP:Iteration 11Q (276.919107 sec): 3 clusters Score: Raw -420315.432803 + Penalty 841.016170 = -419474.416633 nChanged 21 SP:Iteration 12Q (276.976320 sec): 3 clusters Score: Raw -420317.509132 + Penalty 841.016170 = -419476.492962 nChanged 15 SP:Iteration 13Q (277.023717 sec): 3 clusters Score: Raw -420318.972377 + Penalty 841.016170 = -419477.956207 nChanged 14 SP:Iteration 14Q (277.086741 sec): 3 clusters Score: Raw -420320.178279 + Penalty 841.016170 = -419479.162109 nChanged 6 SP:Iteration 15Q (277.143089 sec): 3 clusters Score: Raw -420320.643211 + Penalty 841.016170 = -419479.627041 nChanged 8 SP:Iteration 16Q (277.202282 sec): 3 clusters Score: Raw -420321.349963 + Penalty 841.016170 = -419480.333793 nChanged 7 SP:Iteration 17Q (277.254147 sec): 3 clusters Score: Raw -420321.776950 + Penalty 841.016170 = -419480.760780 nChanged 8 SP:Iteration 18Q (277.307146 sec): 3 clusters Score: Raw -420322.246091 + Penalty 841.016170 = -419481.229921 nChanged 5 SP:Iteration 19Q (277.358438 sec): 3 clusters Score: Raw -420322.508951 + Penalty 841.016170 = -419481.492781 nChanged 3 SP:Iteration 20F (277.423486 sec): 3 clusters Score: Raw -420322.763131 + Penalty 841.016170 = -419481.746961 nChanged 4 SP:Iteration 21Q (277.475933 sec): 3 clusters Score: Raw -420323.067519 + Penalty 841.016170 = -419482.051349 nChanged 3 SP:Iteration 22Q (277.532573 sec): 3 clusters Score: Raw -420323.202427 + Penalty 841.016170 = -419482.186257 nChanged 0 SP:Iteration 23F (277.576810 sec): 3 clusters Score: Raw -420323.202427 + Penalty 841.016170 = -419482.186257 nChanged 0 Score: Raw -6282356.826478 + Penalty 19720.882258 = -6262635.944220 Splitting cluster 5 changes total score from -6262278.446790 to -6262635.944220 So it's getting split into cluster 36. Trying to split cluster 6 (2857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (280.281866 sec): 2 clusters Score: Raw -117495.421947 + Penalty 362.067497 = -117133.354450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (280.324781 sec): 3 clusters Score: Raw -115847.490971 + Penalty 724.134994 = -115123.355978 nChanged 1264 SP:Iteration 1F (280.367973 sec): 3 clusters Score: Raw -116585.994076 + Penalty 724.134994 = -115861.859083 nChanged 202 SP:Iteration 2F (280.430242 sec): 3 clusters Score: Raw -116705.118463 + Penalty 724.134994 = -115980.983470 nChanged 200 SP:Iteration 3F (280.482036 sec): 3 clusters Score: Raw -116836.988025 + Penalty 724.134994 = -116112.853032 nChanged 168 SP:Iteration 4F (280.529604 sec): 3 clusters Score: Raw -116934.745100 + Penalty 724.134994 = -116210.610106 nChanged 158 SP:Iteration 5F (280.571150 sec): 3 clusters Score: Raw -117038.147533 + Penalty 724.134994 = -116314.012540 nChanged 137 SP:Iteration 6Q (280.622795 sec): 3 clusters Score: Raw -117140.471908 + Penalty 724.134994 = -116416.336914 nChanged 123 SP:Iteration 7Q (280.682272 sec): 3 clusters Score: Raw -117241.288765 + Penalty 724.134994 = -116517.153771 nChanged 119 SP:Iteration 8Q (280.721085 sec): 3 clusters Score: Raw -117321.470675 + Penalty 724.134994 = -116597.335681 nChanged 80 SP:Iteration 9Q (280.760688 sec): 3 clusters Score: Raw -117363.525729 + Penalty 724.134994 = -116639.390735 nChanged 54 SP:Iteration 10Q (280.806173 sec): 3 clusters Score: Raw -117390.809830 + Penalty 724.134994 = -116666.674837 nChanged 44 SP:Iteration 11Q (280.856092 sec): 3 clusters Score: Raw -117416.284672 + Penalty 724.134994 = -116692.149678 nChanged 55 SP:Iteration 12Q (280.904928 sec): 3 clusters Score: Raw -117446.571475 + Penalty 724.134994 = -116722.436482 nChanged 47 SP:Iteration 13Q (280.958802 sec): 3 clusters Score: Raw -117467.628745 + Penalty 724.134994 = -116743.493751 nChanged 50 SP:Iteration 14Q (281.000653 sec): 3 clusters Score: Raw -117492.859700 + Penalty 724.134994 = -116768.724707 nChanged 40 SP:Iteration 15Q (281.043644 sec): 3 clusters Score: Raw -117514.925104 + Penalty 724.134994 = -116790.790110 nChanged 39 SP:Iteration 16Q (281.095297 sec): 3 clusters Score: Raw -117534.491290 + Penalty 724.134994 = -116810.356296 nChanged 29 SP:Iteration 17Q (281.135555 sec): 3 clusters Score: Raw -117544.114057 + Penalty 724.134994 = -116819.979064 nChanged 17 SP:Iteration 18Q (281.188366 sec): 3 clusters Score: Raw -117550.610592 + Penalty 724.134994 = -116826.475598 nChanged 11 SP:Iteration 19Q (281.237671 sec): 3 clusters Score: Raw -117553.464328 + Penalty 724.134994 = -116829.329335 nChanged 6 SP:Iteration 20F (281.276361 sec): 3 clusters Score: Raw -117554.305026 + Penalty 724.134994 = -116830.170032 nChanged 5 SP:Iteration 21Q (281.318316 sec): 3 clusters Score: Raw -117555.222451 + Penalty 724.134994 = -116831.087457 nChanged 2 SP:Iteration 22Q (281.365656 sec): 3 clusters Score: Raw -117555.613224 + Penalty 724.134994 = -116831.478231 nChanged 3 SP:Iteration 23Q (281.406548 sec): 3 clusters Score: Raw -117556.174687 + Penalty 724.134994 = -116832.039694 nChanged 2 SP:Iteration 24Q (281.458373 sec): 3 clusters Score: Raw -117556.942795 + Penalty 724.134994 = -116832.807801 nChanged 1 SP:Iteration 25Q (281.495787 sec): 3 clusters Score: Raw -117557.029269 + Penalty 724.134994 = -116832.894276 nChanged 0 SP:Iteration 26F (281.543609 sec): 3 clusters Score: Raw -117557.029269 + Penalty 724.134994 = -116832.894276 nChanged 0 Trying to split cluster 7 (18293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (281.592675 sec): 2 clusters Score: Raw -743395.233188 + Penalty 446.549456 = -742948.683732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (281.653574 sec): 3 clusters Score: Raw -731709.566324 + Penalty 893.098911 = -730816.467413 nChanged 8646 SP:Iteration 1F (281.712425 sec): 3 clusters Score: Raw -737073.790523 + Penalty 893.098911 = -736180.691611 nChanged 1259 SP:Iteration 2F (281.775512 sec): 3 clusters Score: Raw -737812.059218 + Penalty 893.098911 = -736918.960306 nChanged 1391 SP:Iteration 3F (281.827888 sec): 3 clusters Score: Raw -738783.630064 + Penalty 893.098911 = -737890.531153 nChanged 1392 SP:Iteration 4F (281.894436 sec): 3 clusters Score: Raw -739872.699315 + Penalty 893.098911 = -738979.600404 nChanged 1142 SP:Iteration 5F (281.960876 sec): 3 clusters Score: Raw -740866.790207 + Penalty 893.098911 = -739973.691296 nChanged 835 SP:Iteration 6Q (282.013213 sec): 3 clusters Score: Raw -741631.706514 + Penalty 893.098911 = -740738.607602 nChanged 579 SP:Iteration 7Q (282.086325 sec): 3 clusters Score: Raw -742082.182798 + Penalty 893.098911 = -741189.083887 nChanged 420 SP:Iteration 8Q (282.141554 sec): 3 clusters Score: Raw -742384.007681 + Penalty 893.098911 = -741490.908769 nChanged 348 SP:Iteration 9Q (282.199527 sec): 3 clusters Score: Raw -742606.249802 + Penalty 893.098911 = -741713.150891 nChanged 286 SP:Iteration 10Q (282.273722 sec): 3 clusters Score: Raw -742769.420396 + Penalty 893.098911 = -741876.321485 nChanged 235 SP:Iteration 11Q (282.335122 sec): 3 clusters Score: Raw -742899.139211 + Penalty 893.098911 = -742006.040300 nChanged 207 SP:Iteration 12Q (282.386631 sec): 3 clusters Score: Raw -743012.790488 + Penalty 893.098911 = -742119.691577 nChanged 172 SP:Iteration 13Q (282.459421 sec): 3 clusters Score: Raw -743110.595374 + Penalty 893.098911 = -742217.496463 nChanged 153 SP:Iteration 14Q (282.520070 sec): 3 clusters Score: Raw -743206.471817 + Penalty 893.098911 = -742313.372906 nChanged 139 SP:Iteration 15Q (282.572192 sec): 3 clusters Score: Raw -743284.902723 + Penalty 893.098911 = -742391.803812 nChanged 90 SP:Iteration 16Q (282.631526 sec): 3 clusters Score: Raw -743327.619363 + Penalty 893.098911 = -742434.520451 nChanged 67 SP:Iteration 17Q (282.704866 sec): 3 clusters Score: Raw -743360.206249 + Penalty 893.098911 = -742467.107337 nChanged 55 SP:Iteration 18Q (282.762272 sec): 3 clusters Score: Raw -743390.468351 + Penalty 893.098911 = -742497.369440 nChanged 41 SP:Iteration 19Q (282.826775 sec): 3 clusters Score: Raw -743412.671776 + Penalty 893.098911 = -742519.572864 nChanged 24 SP:Iteration 20F (282.892281 sec): 3 clusters Score: Raw -743423.340172 + Penalty 893.098911 = -742530.241261 nChanged 15 SP:Iteration 21Q (282.948134 sec): 3 clusters Score: Raw -743428.059229 + Penalty 893.098911 = -742534.960318 nChanged 12 SP:Iteration 22Q (283.012795 sec): 3 clusters Score: Raw -743433.794844 + Penalty 893.098911 = -742540.695933 nChanged 15 SP:Iteration 23Q (283.062235 sec): 3 clusters Score: Raw -743441.511689 + Penalty 893.098911 = -742548.412777 nChanged 14 SP:Iteration 24Q (283.123321 sec): 3 clusters Score: Raw -743446.862146 + Penalty 893.098911 = -742553.763235 nChanged 12 SP:Iteration 25Q (283.184230 sec): 3 clusters Score: Raw -743452.456919 + Penalty 893.098911 = -742559.358008 nChanged 7 SP:Iteration 26Q (283.250630 sec): 3 clusters Score: Raw -743455.886633 + Penalty 893.098911 = -742562.787721 nChanged 8 SP:Iteration 27Q (283.312577 sec): 3 clusters Score: Raw -743460.893977 + Penalty 893.098911 = -742567.795065 nChanged 8 SP:Iteration 28Q (283.371666 sec): 3 clusters Score: Raw -743463.639287 + Penalty 893.098911 = -742570.540375 nChanged 2 SP:Iteration 29Q (283.426438 sec): 3 clusters Score: Raw -743464.352814 + Penalty 893.098911 = -742571.253903 nChanged 2 SP:Iteration 30Q (283.478958 sec): 3 clusters Score: Raw -743465.032865 + Penalty 893.098911 = -742571.933953 nChanged 1 SP:Iteration 31Q (283.546719 sec): 3 clusters Score: Raw -743465.677409 + Penalty 893.098911 = -742572.578498 nChanged 1 SP:Iteration 32Q (283.608001 sec): 3 clusters Score: Raw -743465.798418 + Penalty 893.098911 = -742572.699506 nChanged 0 SP:Iteration 33F (283.660976 sec): 3 clusters Score: Raw -743465.798418 + Penalty 893.098911 = -742572.699506 nChanged 0 Trying to split cluster 8 (704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (283.695524 sec): 2 clusters Score: Raw -30454.096202 + Penalty 298.333415 = -30155.762787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (283.736592 sec): 3 clusters Score: Raw -30126.007782 + Penalty 596.666830 = -29529.340951 nChanged 257 SP:Iteration 1F (283.775161 sec): 3 clusters Score: Raw -30276.605620 + Penalty 596.666830 = -29679.938790 nChanged 63 SP:Iteration 2F (283.802807 sec): 3 clusters Score: Raw -30317.471211 + Penalty 596.666830 = -29720.804381 nChanged 32 SP:Iteration 3Q (283.825280 sec): 3 clusters Score: Raw -30337.491762 + Penalty 596.666830 = -29740.824932 nChanged 25 SP:Iteration 4Q (283.839216 sec): 3 clusters Score: Raw -30352.635164 + Penalty 596.666830 = -29755.968334 nChanged 19 SP:Iteration 5Q (283.870576 sec): 3 clusters Score: Raw -30364.527655 + Penalty 596.666830 = -29767.860825 nChanged 9 SP:Iteration 6Q (283.917951 sec): 3 clusters Score: Raw -30368.761755 + Penalty 596.666830 = -29772.094925 nChanged 9 SP:Iteration 7Q (283.962469 sec): 3 clusters Score: Raw -30371.782300 + Penalty 596.666830 = -29775.115470 nChanged 6 SP:Iteration 8Q (284.011100 sec): 3 clusters Score: Raw -30374.113982 + Penalty 596.666830 = -29777.447152 nChanged 6 SP:Iteration 9Q (284.051420 sec): 3 clusters Score: Raw -30378.025729 + Penalty 596.666830 = -29781.358898 nChanged 6 SP:Iteration 10Q (284.105846 sec): 3 clusters Score: Raw -30379.981977 + Penalty 596.666830 = -29783.315147 nChanged 3 SP:Iteration 11Q (284.154215 sec): 3 clusters Score: Raw -30380.673694 + Penalty 596.666830 = -29784.006864 nChanged 2 SP:Iteration 12Q (284.202047 sec): 3 clusters Score: Raw -30382.468955 + Penalty 596.666830 = -29785.802124 nChanged 5 SP:Iteration 13Q (284.252835 sec): 3 clusters Score: Raw -30384.908929 + Penalty 596.666830 = -29788.242099 nChanged 5 SP:Iteration 14Q (284.299522 sec): 3 clusters Score: Raw -30386.514348 + Penalty 596.666830 = -29789.847518 nChanged 2 SP:Iteration 15Q (284.343303 sec): 3 clusters Score: Raw -30387.118681 + Penalty 596.666830 = -29790.451851 nChanged 1 SP:Iteration 16Q (284.385294 sec): 3 clusters Score: Raw -30387.545243 + Penalty 596.666830 = -29790.878413 nChanged 2 SP:Iteration 17Q (284.403193 sec): 3 clusters Score: Raw -30389.085301 + Penalty 596.666830 = -29792.418471 nChanged 5 SP:Iteration 18Q (284.435889 sec): 3 clusters Score: Raw -30393.916392 + Penalty 596.666830 = -29797.249561 nChanged 3 SP:Iteration 19Q (284.481319 sec): 3 clusters Score: Raw -30394.800640 + Penalty 596.666830 = -29798.133810 nChanged 4 SP:Iteration 20F (284.516671 sec): 3 clusters Score: Raw -30397.383146 + Penalty 596.666830 = -29800.716316 nChanged 5 SP:Iteration 21Q (284.560532 sec): 3 clusters Score: Raw -30401.369461 + Penalty 596.666830 = -29804.702631 nChanged 5 SP:Iteration 22Q (284.611526 sec): 3 clusters Score: Raw -30403.527709 + Penalty 596.666830 = -29806.860879 nChanged 6 SP:Iteration 23Q (284.655474 sec): 3 clusters Score: Raw -30407.019738 + Penalty 596.666830 = -29810.352907 nChanged 4 SP:Iteration 24Q (284.698939 sec): 3 clusters Score: Raw -30408.880018 + Penalty 596.666830 = -29812.213187 nChanged 3 SP:Iteration 25Q (284.745560 sec): 3 clusters Score: Raw -30409.562044 + Penalty 596.666830 = -29812.895214 nChanged 2 SP:Iteration 26Q (284.800597 sec): 3 clusters Score: Raw -30410.220610 + Penalty 596.666830 = -29813.553779 nChanged 2 SP:Iteration 27Q (284.840564 sec): 3 clusters Score: Raw -30411.618367 + Penalty 596.666830 = -29814.951536 nChanged 4 SP:Iteration 28Q (284.891243 sec): 3 clusters Score: Raw -30414.175693 + Penalty 596.666830 = -29817.508863 nChanged 5 SP:Iteration 29Q (284.935377 sec): 3 clusters Score: Raw -30415.918600 + Penalty 596.666830 = -29819.251770 nChanged 2 SP:Iteration 30Q (284.983509 sec): 3 clusters Score: Raw -30416.479843 + Penalty 596.666830 = -29819.813013 nChanged 2 SP:Iteration 31Q (285.022212 sec): 3 clusters Score: Raw -30417.388165 + Penalty 596.666830 = -29820.721334 nChanged 2 SP:Iteration 32Q (285.078697 sec): 3 clusters Score: Raw -30418.373505 + Penalty 596.666830 = -29821.706675 nChanged 0 SP:Iteration 33F (285.121427 sec): 3 clusters Score: Raw -30418.373505 + Penalty 596.666830 = -29821.706675 nChanged 0 Trying to split cluster 9 (4945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (285.150757 sec): 2 clusters Score: Raw -206752.251482 + Penalty 387.029017 = -206365.222465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (285.188178 sec): 3 clusters Score: Raw -203763.774058 + Penalty 774.058034 = -202989.716024 nChanged 2177 SP:Iteration 1F (285.239454 sec): 3 clusters Score: Raw -204993.042486 + Penalty 774.058034 = -204218.984452 nChanged 278 SP:Iteration 2F (285.288152 sec): 3 clusters Score: Raw -205115.733323 + Penalty 774.058034 = -204341.675289 nChanged 273 SP:Iteration 3F (285.330521 sec): 3 clusters Score: Raw -205245.171066 + Penalty 774.058034 = -204471.113032 nChanged 284 SP:Iteration 4F (285.381868 sec): 3 clusters Score: Raw -205421.781185 + Penalty 774.058034 = -204647.723151 nChanged 351 SP:Iteration 5F (285.422805 sec): 3 clusters Score: Raw -205691.243859 + Penalty 774.058034 = -204917.185825 nChanged 332 SP:Iteration 6F (285.481234 sec): 3 clusters Score: Raw -205970.133527 + Penalty 774.058034 = -205196.075493 nChanged 299 SP:Iteration 7F (285.528833 sec): 3 clusters Score: Raw -206219.571680 + Penalty 774.058034 = -205445.513646 nChanged 222 SP:Iteration 8Q (285.568511 sec): 3 clusters Score: Raw -206394.202825 + Penalty 774.058034 = -205620.144791 nChanged 153 SP:Iteration 9Q (285.628990 sec): 3 clusters Score: Raw -206526.380614 + Penalty 774.058034 = -205752.322580 nChanged 100 SP:Iteration 10Q (285.680713 sec): 3 clusters Score: Raw -206618.866075 + Penalty 774.058034 = -205844.808041 nChanged 75 SP:Iteration 11Q (285.725231 sec): 3 clusters Score: Raw -206664.343485 + Penalty 774.058034 = -205890.285451 nChanged 44 SP:Iteration 12Q (285.768635 sec): 3 clusters Score: Raw -206688.517790 + Penalty 774.058034 = -205914.459756 nChanged 30 SP:Iteration 13Q (285.817723 sec): 3 clusters Score: Raw -206703.067826 + Penalty 774.058034 = -205929.009792 nChanged 30 SP:Iteration 14Q (285.869585 sec): 3 clusters Score: Raw -206717.180081 + Penalty 774.058034 = -205943.122047 nChanged 27 SP:Iteration 15Q (285.921232 sec): 3 clusters Score: Raw -206729.555939 + Penalty 774.058034 = -205955.497904 nChanged 24 SP:Iteration 16Q (285.969835 sec): 3 clusters Score: Raw -206741.505009 + Penalty 774.058034 = -205967.446975 nChanged 17 SP:Iteration 17Q (286.023169 sec): 3 clusters Score: Raw -206750.264506 + Penalty 774.058034 = -205976.206472 nChanged 18 SP:Iteration 18Q (286.071498 sec): 3 clusters Score: Raw -206763.679631 + Penalty 774.058034 = -205989.621597 nChanged 15 SP:Iteration 19Q (286.118702 sec): 3 clusters Score: Raw -206780.683124 + Penalty 774.058034 = -206006.625090 nChanged 15 SP:Iteration 20F (286.166757 sec): 3 clusters Score: Raw -206790.623440 + Penalty 774.058034 = -206016.565406 nChanged 4 SP:Iteration 21Q (286.200888 sec): 3 clusters Score: Raw -206793.366562 + Penalty 774.058034 = -206019.308528 nChanged 4 SP:Iteration 22Q (286.247338 sec): 3 clusters Score: Raw -206796.038003 + Penalty 774.058034 = -206021.979969 nChanged 2 SP:Iteration 23Q (286.305510 sec): 3 clusters Score: Raw -206797.165515 + Penalty 774.058034 = -206023.107480 nChanged 1 SP:Iteration 24Q (286.347979 sec): 3 clusters Score: Raw -206798.037496 + Penalty 774.058034 = -206023.979461 nChanged 2 SP:Iteration 25Q (286.395635 sec): 3 clusters Score: Raw -206799.386148 + Penalty 774.058034 = -206025.328114 nChanged 4 SP:Iteration 26Q (286.443239 sec): 3 clusters Score: Raw -206800.804683 + Penalty 774.058034 = -206026.746649 nChanged 0 SP:Iteration 27F (286.498220 sec): 3 clusters Score: Raw -206800.804683 + Penalty 774.058034 = -206026.746649 nChanged 0 Trying to split cluster 10 (36327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (286.553259 sec): 2 clusters Score: Raw -1460656.901782 + Penalty 477.764403 = -1460179.137379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (286.629509 sec): 3 clusters Score: Raw -1436898.072819 + Penalty 955.528806 = -1435942.544014 nChanged 17415 SP:Iteration 1F (286.699006 sec): 3 clusters Score: Raw -1448481.330314 + Penalty 955.528806 = -1447525.801508 nChanged 2257 SP:Iteration 2F (286.766584 sec): 3 clusters Score: Raw -1449670.481299 + Penalty 955.528806 = -1448714.952493 nChanged 2373 SP:Iteration 3F (286.851911 sec): 3 clusters Score: Raw -1451052.004763 + Penalty 955.528806 = -1450096.475957 nChanged 2197 SP:Iteration 4F (286.927795 sec): 3 clusters Score: Raw -1452536.515754 + Penalty 955.528806 = -1451580.986949 nChanged 2010 SP:Iteration 5F (287.000242 sec): 3 clusters Score: Raw -1454171.950233 + Penalty 955.528806 = -1453216.421427 nChanged 1741 SP:Iteration 6Q (287.083712 sec): 3 clusters Score: Raw -1455560.031368 + Penalty 955.528806 = -1454604.502563 nChanged 1349 SP:Iteration 7Q (287.164034 sec): 3 clusters Score: Raw -1456363.849098 + Penalty 955.528806 = -1455408.320292 nChanged 989 SP:Iteration 8Q (287.247589 sec): 3 clusters Score: Raw -1456861.757968 + Penalty 955.528806 = -1455906.229162 nChanged 812 SP:Iteration 9Q (287.333391 sec): 3 clusters Score: Raw -1457239.560249 + Penalty 955.528806 = -1456284.031444 nChanged 762 SP:Iteration 10Q (287.414505 sec): 3 clusters Score: Raw -1457602.454106 + Penalty 955.528806 = -1456646.925301 nChanged 711 SP:Iteration 11Q (287.487644 sec): 3 clusters Score: Raw -1457956.125317 + Penalty 955.528806 = -1457000.596512 nChanged 671 SP:Iteration 12Q (287.574878 sec): 3 clusters Score: Raw -1458294.672595 + Penalty 955.528806 = -1457339.143790 nChanged 637 SP:Iteration 13Q (287.658925 sec): 3 clusters Score: Raw -1458620.426353 + Penalty 955.528806 = -1457664.897548 nChanged 581 SP:Iteration 14Q (287.738146 sec): 3 clusters Score: Raw -1458928.708946 + Penalty 955.528806 = -1457973.180140 nChanged 530 SP:Iteration 15Q (287.808800 sec): 3 clusters Score: Raw -1459231.088078 + Penalty 955.528806 = -1458275.559273 nChanged 481 SP:Iteration 16Q (287.885375 sec): 3 clusters Score: Raw -1459499.676646 + Penalty 955.528806 = -1458544.147840 nChanged 398 SP:Iteration 17Q (287.961808 sec): 3 clusters Score: Raw -1459721.500088 + Penalty 955.528806 = -1458765.971282 nChanged 353 SP:Iteration 18Q (288.036572 sec): 3 clusters Score: Raw -1459931.166536 + Penalty 955.528806 = -1458975.637731 nChanged 297 SP:Iteration 19Q (288.108571 sec): 3 clusters Score: Raw -1460116.326333 + Penalty 955.528806 = -1459160.797528 nChanged 252 SP:Iteration 20F (288.188679 sec): 3 clusters Score: Raw -1460254.107015 + Penalty 955.528806 = -1459298.578209 nChanged 226 SP:Iteration 21Q (288.255348 sec): 3 clusters Score: Raw -1460374.543581 + Penalty 955.528806 = -1459419.014775 nChanged 180 SP:Iteration 22Q (288.329091 sec): 3 clusters Score: Raw -1460476.142905 + Penalty 955.528806 = -1459520.614100 nChanged 157 SP:Iteration 23Q (288.401690 sec): 3 clusters Score: Raw -1460562.141364 + Penalty 955.528806 = -1459606.612558 nChanged 131 SP:Iteration 24Q (288.470837 sec): 3 clusters Score: Raw -1460623.492709 + Penalty 955.528806 = -1459667.963904 nChanged 122 SP:Iteration 25Q (288.551795 sec): 3 clusters Score: Raw -1460662.144074 + Penalty 955.528806 = -1459706.615268 nChanged 70 SP:Iteration 26Q (288.626285 sec): 3 clusters Score: Raw -1460680.253704 + Penalty 955.528806 = -1459724.724898 nChanged 72 SP:Iteration 27Q (288.696644 sec): 3 clusters Score: Raw -1460696.292319 + Penalty 955.528806 = -1459740.763514 nChanged 60 SP:Iteration 28Q (288.773605 sec): 3 clusters Score: Raw -1460712.014031 + Penalty 955.528806 = -1459756.485225 nChanged 57 SP:Iteration 29Q (288.840815 sec): 3 clusters Score: Raw -1460726.792770 + Penalty 955.528806 = -1459771.263965 nChanged 57 SP:Iteration 30Q (288.906723 sec): 3 clusters Score: Raw -1460739.205102 + Penalty 955.528806 = -1459783.676297 nChanged 39 SP:Iteration 31Q (288.984622 sec): 3 clusters Score: Raw -1460745.080222 + Penalty 955.528806 = -1459789.551416 nChanged 32 SP:Iteration 32Q (289.064176 sec): 3 clusters Score: Raw -1460749.781553 + Penalty 955.528806 = -1459794.252747 nChanged 35 SP:Iteration 33Q (289.142533 sec): 3 clusters Score: Raw -1460756.357332 + Penalty 955.528806 = -1459800.828527 nChanged 40 SP:Iteration 34Q (289.216371 sec): 3 clusters Score: Raw -1460763.094081 + Penalty 955.528806 = -1459807.565276 nChanged 38 SP:Iteration 35Q (289.282953 sec): 3 clusters Score: Raw -1460769.963668 + Penalty 955.528806 = -1459814.434862 nChanged 39 SP:Iteration 36Q (289.362058 sec): 3 clusters Score: Raw -1460775.691205 + Penalty 955.528806 = -1459820.162399 nChanged 29 SP:Iteration 37Q (289.434019 sec): 3 clusters Score: Raw -1460782.146246 + Penalty 955.528806 = -1459826.617441 nChanged 29 SP:Iteration 38Q (289.502977 sec): 3 clusters Score: Raw -1460788.031953 + Penalty 955.528806 = -1459832.503148 nChanged 28 SP:Iteration 39Q (289.579353 sec): 3 clusters Score: Raw -1460794.189191 + Penalty 955.528806 = -1459838.660385 nChanged 24 SP:Iteration 40F (289.661724 sec): 3 clusters Score: Raw -1460797.497041 + Penalty 955.528806 = -1459841.968235 nChanged 18 SP:Iteration 41Q (289.735866 sec): 3 clusters Score: Raw -1460799.450723 + Penalty 955.528806 = -1459843.921917 nChanged 19 SP:Iteration 42Q (289.800802 sec): 3 clusters Score: Raw -1460800.938285 + Penalty 955.528806 = -1459845.409479 nChanged 16 SP:Iteration 43Q (289.879982 sec): 3 clusters Score: Raw -1460802.613082 + Penalty 955.528806 = -1459847.084276 nChanged 11 SP:Iteration 44Q (289.952550 sec): 3 clusters Score: Raw -1460803.489253 + Penalty 955.528806 = -1459847.960448 nChanged 9 SP:Iteration 45Q (290.016050 sec): 3 clusters Score: Raw -1460803.982993 + Penalty 955.528806 = -1459848.454187 nChanged 4 SP:Iteration 46Q (290.104919 sec): 3 clusters Score: Raw -1460804.091444 + Penalty 955.528806 = -1459848.562638 nChanged 0 SP:Iteration 47F (290.186057 sec): 3 clusters Score: Raw -1460804.091444 + Penalty 955.528806 = -1459848.562638 nChanged 0 Trying to split cluster 11 (5163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (290.215493 sec): 2 clusters Score: Raw -187610.017469 + Penalty 388.991925 = -187221.025544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (290.268673 sec): 3 clusters Score: Raw -184460.373899 + Penalty 777.983851 = -183682.390048 nChanged 2378 SP:Iteration 1F (290.315898 sec): 3 clusters Score: Raw -185838.099405 + Penalty 777.983851 = -185060.115554 nChanged 402 SP:Iteration 2F (290.355635 sec): 3 clusters Score: Raw -186082.583333 + Penalty 777.983851 = -185304.599482 nChanged 367 SP:Iteration 3F (290.406490 sec): 3 clusters Score: Raw -186327.514072 + Penalty 777.983851 = -185549.530221 nChanged 352 SP:Iteration 4F (290.451326 sec): 3 clusters Score: Raw -186568.131600 + Penalty 777.983851 = -185790.147750 nChanged 299 SP:Iteration 5F (290.498902 sec): 3 clusters Score: Raw -186776.042719 + Penalty 777.983851 = -185998.058868 nChanged 271 SP:Iteration 6F (290.542820 sec): 3 clusters Score: Raw -186966.350056 + Penalty 777.983851 = -186188.366205 nChanged 240 SP:Iteration 7Q (290.583294 sec): 3 clusters Score: Raw -187112.616080 + Penalty 777.983851 = -186334.632229 nChanged 186 SP:Iteration 8Q (290.613257 sec): 3 clusters Score: Raw -187202.084175 + Penalty 777.983851 = -186424.100325 nChanged 142 SP:Iteration 9Q (290.659614 sec): 3 clusters Score: Raw -187261.720012 + Penalty 777.983851 = -186483.736162 nChanged 107 SP:Iteration 10Q (290.700471 sec): 3 clusters Score: Raw -187294.289605 + Penalty 777.983851 = -186516.305755 nChanged 73 SP:Iteration 11Q (290.755171 sec): 3 clusters Score: Raw -187316.337673 + Penalty 777.983851 = -186538.353822 nChanged 67 SP:Iteration 12Q (290.799738 sec): 3 clusters Score: Raw -187338.362910 + Penalty 777.983851 = -186560.379059 nChanged 65 SP:Iteration 13Q (290.854597 sec): 3 clusters Score: Raw -187361.647712 + Penalty 777.983851 = -186583.663862 nChanged 59 SP:Iteration 14Q (290.900718 sec): 3 clusters Score: Raw -187378.824270 + Penalty 777.983851 = -186600.840419 nChanged 63 SP:Iteration 15Q (290.948943 sec): 3 clusters Score: Raw -187396.293639 + Penalty 777.983851 = -186618.309788 nChanged 60 SP:Iteration 16Q (290.994207 sec): 3 clusters Score: Raw -187414.688003 + Penalty 777.983851 = -186636.704153 nChanged 57 SP:Iteration 17Q (291.055572 sec): 3 clusters Score: Raw -187429.961431 + Penalty 777.983851 = -186651.977580 nChanged 34 SP:Iteration 18Q (291.107214 sec): 3 clusters Score: Raw -187437.048493 + Penalty 777.983851 = -186659.064642 nChanged 35 SP:Iteration 19Q (291.153357 sec): 3 clusters Score: Raw -187444.372429 + Penalty 777.983851 = -186666.388578 nChanged 30 SP:Iteration 20F (291.201199 sec): 3 clusters Score: Raw -187450.398212 + Penalty 777.983851 = -186672.414362 nChanged 25 SP:Iteration 21Q (291.249196 sec): 3 clusters Score: Raw -187456.964989 + Penalty 777.983851 = -186678.981138 nChanged 27 SP:Iteration 22Q (291.297099 sec): 3 clusters Score: Raw -187461.729014 + Penalty 777.983851 = -186683.745163 nChanged 23 SP:Iteration 23Q (291.344641 sec): 3 clusters Score: Raw -187466.046721 + Penalty 777.983851 = -186688.062870 nChanged 24 SP:Iteration 24Q (291.382384 sec): 3 clusters Score: Raw -187469.004352 + Penalty 777.983851 = -186691.020501 nChanged 19 SP:Iteration 25Q (291.451951 sec): 3 clusters Score: Raw -187473.175430 + Penalty 777.983851 = -186695.191579 nChanged 24 SP:Iteration 26Q (291.500427 sec): 3 clusters Score: Raw -187478.766014 + Penalty 777.983851 = -186700.782163 nChanged 23 SP:Iteration 27Q (291.548205 sec): 3 clusters Score: Raw -187482.836349 + Penalty 777.983851 = -186704.852499 nChanged 19 SP:Iteration 28Q (291.585115 sec): 3 clusters Score: Raw -187485.613834 + Penalty 777.983851 = -186707.629983 nChanged 12 SP:Iteration 29Q (291.644737 sec): 3 clusters Score: Raw -187487.743519 + Penalty 777.983851 = -186709.759668 nChanged 17 SP:Iteration 30Q (291.687690 sec): 3 clusters Score: Raw -187490.348697 + Penalty 777.983851 = -186712.364846 nChanged 16 SP:Iteration 31Q (291.738303 sec): 3 clusters Score: Raw -187491.805300 + Penalty 777.983851 = -186713.821449 nChanged 13 SP:Iteration 32Q (291.780715 sec): 3 clusters Score: Raw -187492.740404 + Penalty 777.983851 = -186714.756553 nChanged 11 SP:Iteration 33Q (291.821156 sec): 3 clusters Score: Raw -187494.063680 + Penalty 777.983851 = -186716.079830 nChanged 20 SP:Iteration 34Q (291.876077 sec): 3 clusters Score: Raw -187497.039438 + Penalty 777.983851 = -186719.055587 nChanged 23 SP:Iteration 35Q (291.926412 sec): 3 clusters Score: Raw -187501.077795 + Penalty 777.983851 = -186723.093944 nChanged 18 SP:Iteration 36Q (291.959966 sec): 3 clusters Score: Raw -187502.764559 + Penalty 777.983851 = -186724.780709 nChanged 10 SP:Iteration 37Q (292.003796 sec): 3 clusters Score: Raw -187503.523619 + Penalty 777.983851 = -186725.539768 nChanged 11 SP:Iteration 38Q (292.057403 sec): 3 clusters Score: Raw -187504.671470 + Penalty 777.983851 = -186726.687619 nChanged 12 SP:Iteration 39Q (292.101463 sec): 3 clusters Score: Raw -187505.976049 + Penalty 777.983851 = -186727.992198 nChanged 10 SP:Iteration 40F (292.153977 sec): 3 clusters Score: Raw -187506.845802 + Penalty 777.983851 = -186728.861951 nChanged 8 SP:Iteration 41Q (292.198105 sec): 3 clusters Score: Raw -187507.828284 + Penalty 777.983851 = -186729.844433 nChanged 7 SP:Iteration 42Q (292.248503 sec): 3 clusters Score: Raw -187508.986663 + Penalty 777.983851 = -186731.002813 nChanged 11 SP:Iteration 43Q (292.289283 sec): 3 clusters Score: Raw -187510.860854 + Penalty 777.983851 = -186732.877003 nChanged 9 SP:Iteration 44Q (292.334184 sec): 3 clusters Score: Raw -187511.701659 + Penalty 777.983851 = -186733.717809 nChanged 7 SP:Iteration 45Q (292.388376 sec): 3 clusters Score: Raw -187512.546653 + Penalty 777.983851 = -186734.562802 nChanged 7 SP:Iteration 46Q (292.439358 sec): 3 clusters Score: Raw -187513.223806 + Penalty 777.983851 = -186735.239955 nChanged 3 SP:Iteration 47Q (292.489355 sec): 3 clusters Score: Raw -187513.458333 + Penalty 777.983851 = -186735.474482 nChanged 2 SP:Iteration 48Q (292.525531 sec): 3 clusters Score: Raw -187513.561210 + Penalty 777.983851 = -186735.577360 nChanged 0 SP:Iteration 49F (292.579441 sec): 3 clusters Score: Raw -187513.561210 + Penalty 777.983851 = -186735.577360 nChanged 0 Trying to split cluster 12 (1541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (292.604534 sec): 2 clusters Score: Raw -66579.308361 + Penalty 333.978501 = -66245.329860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (292.648923 sec): 3 clusters Score: Raw -65749.806175 + Penalty 667.957002 = -65081.849173 nChanged 642 SP:Iteration 1F (292.693395 sec): 3 clusters Score: Raw -66056.071855 + Penalty 667.957002 = -65388.114853 nChanged 113 SP:Iteration 2F (292.734117 sec): 3 clusters Score: Raw -66120.154815 + Penalty 667.957002 = -65452.197813 nChanged 83 SP:Iteration 3F (292.771255 sec): 3 clusters Score: Raw -66174.531280 + Penalty 667.957002 = -65506.574278 nChanged 79 SP:Iteration 4F (292.821413 sec): 3 clusters Score: Raw -66224.894511 + Penalty 667.957002 = -65556.937509 nChanged 72 SP:Iteration 5Q (292.865099 sec): 3 clusters Score: Raw -66276.465188 + Penalty 667.957002 = -65608.508186 nChanged 80 SP:Iteration 6F (292.907489 sec): 3 clusters Score: Raw -66333.512346 + Penalty 667.957002 = -65665.555344 nChanged 63 SP:Iteration 7Q (292.948033 sec): 3 clusters Score: Raw -66388.649274 + Penalty 667.957002 = -65720.692272 nChanged 55 SP:Iteration 8Q (292.993813 sec): 3 clusters Score: Raw -66430.951362 + Penalty 667.957002 = -65762.994360 nChanged 51 SP:Iteration 9Q (293.032335 sec): 3 clusters Score: Raw -66467.287538 + Penalty 667.957002 = -65799.330536 nChanged 39 SP:Iteration 10Q (293.082576 sec): 3 clusters Score: Raw -66491.387915 + Penalty 667.957002 = -65823.430913 nChanged 36 SP:Iteration 11Q (293.129009 sec): 3 clusters Score: Raw -66514.677410 + Penalty 667.957002 = -65846.720408 nChanged 23 SP:Iteration 12Q (293.161087 sec): 3 clusters Score: Raw -66526.892510 + Penalty 667.957002 = -65858.935508 nChanged 20 SP:Iteration 13Q (293.208640 sec): 3 clusters Score: Raw -66535.116291 + Penalty 667.957002 = -65867.159289 nChanged 14 SP:Iteration 14Q (293.256066 sec): 3 clusters Score: Raw -66539.800185 + Penalty 667.957002 = -65871.843183 nChanged 13 SP:Iteration 15Q (293.291880 sec): 3 clusters Score: Raw -66543.646573 + Penalty 667.957002 = -65875.689571 nChanged 6 SP:Iteration 16Q (293.335728 sec): 3 clusters Score: Raw -66546.054885 + Penalty 667.957002 = -65878.097883 nChanged 7 SP:Iteration 17Q (293.390267 sec): 3 clusters Score: Raw -66548.193877 + Penalty 667.957002 = -65880.236875 nChanged 3 SP:Iteration 18Q (293.424847 sec): 3 clusters Score: Raw -66549.163464 + Penalty 667.957002 = -65881.206462 nChanged 1 SP:Iteration 19Q (293.479578 sec): 3 clusters Score: Raw -66549.378556 + Penalty 667.957002 = -65881.421554 nChanged 1 SP:Iteration 20F (293.520738 sec): 3 clusters Score: Raw -66549.614779 + Penalty 667.957002 = -65881.657777 nChanged 1 SP:Iteration 21Q (293.573181 sec): 3 clusters Score: Raw -66549.794305 + Penalty 667.957002 = -65881.837303 nChanged 1 SP:Iteration 22Q (293.613689 sec): 3 clusters Score: Raw -66549.909575 + Penalty 667.957002 = -65881.952573 nChanged 2 SP:Iteration 23Q (293.672730 sec): 3 clusters Score: Raw -66550.254016 + Penalty 667.957002 = -65882.297014 nChanged 2 SP:Iteration 24Q (293.717582 sec): 3 clusters Score: Raw -66550.884687 + Penalty 667.957002 = -65882.927685 nChanged 1 SP:Iteration 25Q (293.761019 sec): 3 clusters Score: Raw -66551.142438 + Penalty 667.957002 = -65883.185436 nChanged 1 SP:Iteration 26Q (293.802302 sec): 3 clusters Score: Raw -66551.275538 + Penalty 667.957002 = -65883.318536 nChanged 0 SP:Iteration 27F (293.852415 sec): 3 clusters Score: Raw -66551.275538 + Penalty 667.957002 = -65883.318536 nChanged 0 Trying to split cluster 13 (1968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (293.875320 sec): 2 clusters Score: Raw -82767.534601 + Penalty 345.107175 = -82422.427426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (293.911154 sec): 3 clusters Score: Raw -81686.480070 + Penalty 690.214350 = -80996.265720 nChanged 808 SP:Iteration 1F (293.956026 sec): 3 clusters Score: Raw -82106.447172 + Penalty 690.214350 = -81416.232822 nChanged 142 SP:Iteration 2F (294.002964 sec): 3 clusters Score: Raw -82174.908326 + Penalty 690.214350 = -81484.693976 nChanged 97 SP:Iteration 3Q (294.039950 sec): 3 clusters Score: Raw -82228.953232 + Penalty 690.214350 = -81538.738881 nChanged 88 SP:Iteration 4Q (294.083012 sec): 3 clusters Score: Raw -82268.349229 + Penalty 690.214350 = -81578.134879 nChanged 71 SP:Iteration 5Q (294.131351 sec): 3 clusters Score: Raw -82298.402529 + Penalty 690.214350 = -81608.188179 nChanged 64 SP:Iteration 6Q (294.178557 sec): 3 clusters Score: Raw -82328.017458 + Penalty 690.214350 = -81637.803107 nChanged 58 SP:Iteration 7Q (294.226350 sec): 3 clusters Score: Raw -82360.877618 + Penalty 690.214350 = -81670.663268 nChanged 62 SP:Iteration 8Q (294.262942 sec): 3 clusters Score: Raw -82397.503462 + Penalty 690.214350 = -81707.289112 nChanged 62 SP:Iteration 9Q (294.309649 sec): 3 clusters Score: Raw -82439.658554 + Penalty 690.214350 = -81749.444204 nChanged 67 SP:Iteration 10Q (294.346306 sec): 3 clusters Score: Raw -82483.583528 + Penalty 690.214350 = -81793.369178 nChanged 61 SP:Iteration 11Q (294.397691 sec): 3 clusters Score: Raw -82521.621303 + Penalty 690.214350 = -81831.406953 nChanged 64 SP:Iteration 12Q (294.430236 sec): 3 clusters Score: Raw -82563.214538 + Penalty 690.214350 = -81873.000188 nChanged 64 SP:Iteration 13Q (294.474833 sec): 3 clusters Score: Raw -82608.316693 + Penalty 690.214350 = -81918.102343 nChanged 60 SP:Iteration 14Q (294.524979 sec): 3 clusters Score: Raw -82652.335017 + Penalty 690.214350 = -81962.120667 nChanged 50 SP:Iteration 15Q (294.562952 sec): 3 clusters Score: Raw -82684.027890 + Penalty 690.214350 = -81993.813540 nChanged 34 SP:Iteration 16Q (294.603283 sec): 3 clusters Score: Raw -82710.091495 + Penalty 690.214350 = -82019.877145 nChanged 32 SP:Iteration 17Q (294.646776 sec): 3 clusters Score: Raw -82734.702430 + Penalty 690.214350 = -82044.488080 nChanged 24 SP:Iteration 18Q (294.698238 sec): 3 clusters Score: Raw -82756.923286 + Penalty 690.214350 = -82066.708936 nChanged 19 SP:Iteration 19Q (294.735659 sec): 3 clusters Score: Raw -82774.104610 + Penalty 690.214350 = -82083.890260 nChanged 14 SP:Iteration 20F (294.787651 sec): 3 clusters Score: Raw -82790.240773 + Penalty 690.214350 = -82100.026423 nChanged 12 SP:Iteration 21Q (294.821359 sec): 3 clusters Score: Raw -82804.827376 + Penalty 690.214350 = -82114.613026 nChanged 8 SP:Iteration 22Q (294.872772 sec): 3 clusters Score: Raw -82815.581853 + Penalty 690.214350 = -82125.367503 nChanged 11 SP:Iteration 23Q (294.906441 sec): 3 clusters Score: Raw -82823.637761 + Penalty 690.214350 = -82133.423411 nChanged 5 SP:Iteration 24Q (294.951776 sec): 3 clusters Score: Raw -82826.409816 + Penalty 690.214350 = -82136.195466 nChanged 0 SP:Iteration 25F (295.002896 sec): 3 clusters Score: Raw -82826.409816 + Penalty 690.214350 = -82136.195466 nChanged 0 Trying to split cluster 14 (1283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (295.023255 sec): 2 clusters Score: Raw -45746.266025 + Penalty 325.641515 = -45420.624511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (295.066212 sec): 3 clusters Score: Raw -45075.784098 + Penalty 651.283029 = -44424.501069 nChanged 556 SP:Iteration 1F (295.110848 sec): 3 clusters Score: Raw -45530.008268 + Penalty 651.283029 = -44878.725239 nChanged 143 SP:Iteration 2F (295.159533 sec): 3 clusters Score: Raw -45702.828753 + Penalty 651.283029 = -45051.545724 nChanged 120 SP:Iteration 3F (295.207976 sec): 3 clusters Score: Raw -45846.040225 + Penalty 651.283029 = -45194.757196 nChanged 79 SP:Iteration 4F (295.245381 sec): 3 clusters Score: Raw -45912.183474 + Penalty 651.283029 = -45260.900445 nChanged 33 SP:Iteration 5Q (295.285133 sec): 3 clusters Score: Raw -45933.868870 + Penalty 651.283029 = -45282.585841 nChanged 24 SP:Iteration 6Q (295.312013 sec): 3 clusters Score: Raw -45952.510614 + Penalty 651.283029 = -45301.227585 nChanged 18 SP:Iteration 7Q (295.327720 sec): 3 clusters Score: Raw -45958.233410 + Penalty 651.283029 = -45306.950381 nChanged 7 SP:Iteration 8Q (295.342919 sec): 3 clusters Score: Raw -45961.396747 + Penalty 651.283029 = -45310.113718 nChanged 8 SP:Iteration 9Q (295.354050 sec): 3 clusters Score: Raw -45965.784125 + Penalty 651.283029 = -45314.501096 nChanged 9 SP:Iteration 10Q (295.367253 sec): 3 clusters Score: Raw -45968.145883 + Penalty 651.283029 = -45316.862853 nChanged 4 SP:Iteration 11Q (295.379192 sec): 3 clusters Score: Raw -45969.089264 + Penalty 651.283029 = -45317.806234 nChanged 4 SP:Iteration 12Q (295.402672 sec): 3 clusters Score: Raw -45970.421550 + Penalty 651.283029 = -45319.138521 nChanged 4 SP:Iteration 13Q (295.415600 sec): 3 clusters Score: Raw -45971.415044 + Penalty 651.283029 = -45320.132015 nChanged 2 SP:Iteration 14Q (295.439986 sec): 3 clusters Score: Raw -45971.821960 + Penalty 651.283029 = -45320.538931 nChanged 4 SP:Iteration 15Q (295.489734 sec): 3 clusters Score: Raw -45972.332667 + Penalty 651.283029 = -45321.049637 nChanged 1 SP:Iteration 16Q (295.533850 sec): 3 clusters Score: Raw -45972.444380 + Penalty 651.283029 = -45321.161351 nChanged 1 SP:Iteration 17Q (295.584261 sec): 3 clusters Score: Raw -45972.625226 + Penalty 651.283029 = -45321.342197 nChanged 0 SP:Iteration 18F (295.634068 sec): 3 clusters Score: Raw -45972.625226 + Penalty 651.283029 = -45321.342197 nChanged 0 Trying to split cluster 15 (1478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (295.658074 sec): 2 clusters Score: Raw -56791.654651 + Penalty 332.079252 = -56459.575398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (295.701054 sec): 3 clusters Score: Raw -55992.688772 + Penalty 664.158504 = -55328.530268 nChanged 622 SP:Iteration 1F (295.749046 sec): 3 clusters Score: Raw -56379.309812 + Penalty 664.158504 = -55715.151308 nChanged 158 SP:Iteration 2F (295.793193 sec): 3 clusters Score: Raw -56516.090877 + Penalty 664.158504 = -55851.932372 nChanged 139 SP:Iteration 3F (295.842686 sec): 3 clusters Score: Raw -56660.971171 + Penalty 664.158504 = -55996.812667 nChanged 106 SP:Iteration 4F (295.889826 sec): 3 clusters Score: Raw -56787.270714 + Penalty 664.158504 = -56123.112210 nChanged 79 SP:Iteration 5F (295.926774 sec): 3 clusters Score: Raw -56868.858623 + Penalty 664.158504 = -56204.700119 nChanged 44 SP:Iteration 6Q (295.966492 sec): 3 clusters Score: Raw -56901.023650 + Penalty 664.158504 = -56236.865146 nChanged 27 SP:Iteration 7Q (296.009878 sec): 3 clusters Score: Raw -56923.630461 + Penalty 664.158504 = -56259.471957 nChanged 22 SP:Iteration 8Q (296.059414 sec): 3 clusters Score: Raw -56936.194483 + Penalty 664.158504 = -56272.035979 nChanged 17 SP:Iteration 9Q (296.108601 sec): 3 clusters Score: Raw -56944.173824 + Penalty 664.158504 = -56280.015319 nChanged 9 SP:Iteration 10Q (296.143247 sec): 3 clusters Score: Raw -56947.782516 + Penalty 664.158504 = -56283.624012 nChanged 5 SP:Iteration 11Q (296.195056 sec): 3 clusters Score: Raw -56950.344272 + Penalty 664.158504 = -56286.185767 nChanged 5 SP:Iteration 12Q (296.238270 sec): 3 clusters Score: Raw -56952.733225 + Penalty 664.158504 = -56288.574721 nChanged 3 SP:Iteration 13Q (296.272071 sec): 3 clusters Score: Raw -56954.112324 + Penalty 664.158504 = -56289.953820 nChanged 3 SP:Iteration 14Q (296.326889 sec): 3 clusters Score: Raw -56955.287701 + Penalty 664.158504 = -56291.129197 nChanged 1 SP:Iteration 15Q (296.368802 sec): 3 clusters Score: Raw -56955.510425 + Penalty 664.158504 = -56291.351921 nChanged 1 SP:Iteration 16Q (296.405519 sec): 3 clusters Score: Raw -56955.801273 + Penalty 664.158504 = -56291.642769 nChanged 1 SP:Iteration 17Q (296.445826 sec): 3 clusters Score: Raw -56955.975847 + Penalty 664.158504 = -56291.817343 nChanged 1 SP:Iteration 18Q (296.488363 sec): 3 clusters Score: Raw -56956.214245 + Penalty 664.158504 = -56292.055740 nChanged 1 SP:Iteration 19Q (296.535291 sec): 3 clusters Score: Raw -56957.307735 + Penalty 664.158504 = -56293.149231 nChanged 2 SP:Iteration 20F (296.588542 sec): 3 clusters Score: Raw -56958.814342 + Penalty 664.158504 = -56294.655838 nChanged 2 SP:Iteration 21Q (296.632934 sec): 3 clusters Score: Raw -56960.274439 + Penalty 664.158504 = -56296.115935 nChanged 3 SP:Iteration 22Q (296.680393 sec): 3 clusters Score: Raw -56962.155019 + Penalty 664.158504 = -56297.996515 nChanged 3 SP:Iteration 23Q (296.732012 sec): 3 clusters Score: Raw -56963.039949 + Penalty 664.158504 = -56298.881445 nChanged 0 SP:Iteration 24F (296.774907 sec): 3 clusters Score: Raw -56963.039949 + Penalty 664.158504 = -56298.881445 nChanged 0 Trying to split cluster 16 (1984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (296.803527 sec): 2 clusters Score: Raw -73849.168462 + Penalty 345.475598 = -73503.692864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (296.849316 sec): 3 clusters Score: Raw -72768.895362 + Penalty 690.951196 = -72077.944166 nChanged 805 SP:Iteration 1F (296.890562 sec): 3 clusters Score: Raw -73245.007536 + Penalty 690.951196 = -72554.056340 nChanged 170 SP:Iteration 2F (296.929738 sec): 3 clusters Score: Raw -73336.872115 + Penalty 690.951196 = -72645.920919 nChanged 119 SP:Iteration 3F (296.975484 sec): 3 clusters Score: Raw -73420.777561 + Penalty 690.951196 = -72729.826365 nChanged 115 SP:Iteration 4F (297.024727 sec): 3 clusters Score: Raw -73505.483062 + Penalty 690.951196 = -72814.531866 nChanged 79 SP:Iteration 5Q (297.071029 sec): 3 clusters Score: Raw -73581.941886 + Penalty 690.951196 = -72890.990690 nChanged 78 SP:Iteration 6Q (297.117346 sec): 3 clusters Score: Raw -73660.118803 + Penalty 690.951196 = -72969.167607 nChanged 60 SP:Iteration 7Q (297.161546 sec): 3 clusters Score: Raw -73711.542799 + Penalty 690.951196 = -73020.591603 nChanged 51 SP:Iteration 8Q (297.204753 sec): 3 clusters Score: Raw -73753.956592 + Penalty 690.951196 = -73063.005396 nChanged 39 SP:Iteration 9Q (297.254419 sec): 3 clusters Score: Raw -73781.848568 + Penalty 690.951196 = -73090.897372 nChanged 30 SP:Iteration 10Q (297.300425 sec): 3 clusters Score: Raw -73801.968358 + Penalty 690.951196 = -73111.017162 nChanged 21 SP:Iteration 11Q (297.347805 sec): 3 clusters Score: Raw -73810.509894 + Penalty 690.951196 = -73119.558698 nChanged 10 SP:Iteration 12Q (297.403013 sec): 3 clusters Score: Raw -73818.014143 + Penalty 690.951196 = -73127.062947 nChanged 21 SP:Iteration 13Q (297.440146 sec): 3 clusters Score: Raw -73833.471837 + Penalty 690.951196 = -73142.520640 nChanged 23 SP:Iteration 14Q (297.488728 sec): 3 clusters Score: Raw -73850.449470 + Penalty 690.951196 = -73159.498274 nChanged 15 SP:Iteration 15Q (297.535436 sec): 3 clusters Score: Raw -73859.469101 + Penalty 690.951196 = -73168.517905 nChanged 14 SP:Iteration 16Q (297.587044 sec): 3 clusters Score: Raw -73867.070895 + Penalty 690.951196 = -73176.119699 nChanged 13 SP:Iteration 17Q (297.634450 sec): 3 clusters Score: Raw -73872.057670 + Penalty 690.951196 = -73181.106474 nChanged 14 SP:Iteration 18Q (297.684590 sec): 3 clusters Score: Raw -73880.693571 + Penalty 690.951196 = -73189.742375 nChanged 12 SP:Iteration 19Q (297.720875 sec): 3 clusters Score: Raw -73885.777545 + Penalty 690.951196 = -73194.826349 nChanged 6 SP:Iteration 20F (297.761156 sec): 3 clusters Score: Raw -73888.339495 + Penalty 690.951196 = -73197.388299 nChanged 4 SP:Iteration 21Q (297.798843 sec): 3 clusters Score: Raw -73889.456459 + Penalty 690.951196 = -73198.505262 nChanged 3 SP:Iteration 22Q (297.840638 sec): 3 clusters Score: Raw -73890.373368 + Penalty 690.951196 = -73199.422171 nChanged 2 SP:Iteration 23Q (297.884952 sec): 3 clusters Score: Raw -73891.185956 + Penalty 690.951196 = -73200.234760 nChanged 0 SP:Iteration 24F (297.922375 sec): 3 clusters Score: Raw -73891.185956 + Penalty 690.951196 = -73200.234760 nChanged 0 Trying to split cluster 17 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (297.941128 sec): 2 clusters Score: Raw -21672.189291 + Penalty 285.843137 = -21386.346154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (297.972733 sec): 3 clusters Score: Raw -21455.426388 + Penalty 571.686274 = -20883.740114 nChanged 158 SP:Iteration 1F (298.015479 sec): 3 clusters Score: Raw -21594.186293 + Penalty 571.686274 = -21022.500019 nChanged 38 SP:Iteration 2F (298.053017 sec): 3 clusters Score: Raw -21630.205094 + Penalty 571.686274 = -21058.518820 nChanged 29 SP:Iteration 3F (298.096796 sec): 3 clusters Score: Raw -21652.680388 + Penalty 571.686274 = -21080.994114 nChanged 10 SP:Iteration 4Q (298.139225 sec): 3 clusters Score: Raw -21657.585234 + Penalty 571.686274 = -21085.898960 nChanged 7 SP:Iteration 5Q (298.175512 sec): 3 clusters Score: Raw -21662.671453 + Penalty 571.686274 = -21090.985179 nChanged 8 SP:Iteration 6Q (298.217223 sec): 3 clusters Score: Raw -21665.130564 + Penalty 571.686274 = -21093.444290 nChanged 4 SP:Iteration 7Q (298.259296 sec): 3 clusters Score: Raw -21666.761956 + Penalty 571.686274 = -21095.075682 nChanged 2 SP:Iteration 8Q (298.293522 sec): 3 clusters Score: Raw -21667.627268 + Penalty 571.686274 = -21095.940994 nChanged 0 SP:Iteration 9F (298.337954 sec): 3 clusters Score: Raw -21667.627268 + Penalty 571.686274 = -21095.940994 nChanged 0 Trying to split cluster 18 (2175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (298.366656 sec): 2 clusters Score: Raw -81833.641570 + Penalty 349.657669 = -81483.983901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (298.402166 sec): 3 clusters Score: Raw -80624.917467 + Penalty 699.315339 = -79925.602128 nChanged 914 SP:Iteration 1F (298.445392 sec): 3 clusters Score: Raw -81150.126837 + Penalty 699.315339 = -80450.811499 nChanged 200 SP:Iteration 2F (298.486232 sec): 3 clusters Score: Raw -81255.976404 + Penalty 699.315339 = -80556.661066 nChanged 152 SP:Iteration 3F (298.540246 sec): 3 clusters Score: Raw -81341.146992 + Penalty 699.315339 = -80641.831653 nChanged 108 SP:Iteration 4Q (298.577963 sec): 3 clusters Score: Raw -81387.943352 + Penalty 699.315339 = -80688.628013 nChanged 86 SP:Iteration 5Q (298.624707 sec): 3 clusters Score: Raw -81432.749374 + Penalty 699.315339 = -80733.434035 nChanged 73 SP:Iteration 6Q (298.672897 sec): 3 clusters Score: Raw -81468.113037 + Penalty 699.315339 = -80768.797698 nChanged 58 SP:Iteration 7Q (298.719828 sec): 3 clusters Score: Raw -81500.787546 + Penalty 699.315339 = -80801.472207 nChanged 61 SP:Iteration 8Q (298.765195 sec): 3 clusters Score: Raw -81537.527917 + Penalty 699.315339 = -80838.212578 nChanged 61 SP:Iteration 9Q (298.800030 sec): 3 clusters Score: Raw -81580.179316 + Penalty 699.315339 = -80880.863977 nChanged 60 SP:Iteration 10Q (298.845764 sec): 3 clusters Score: Raw -81617.507399 + Penalty 699.315339 = -80918.192060 nChanged 65 SP:Iteration 11Q (298.884590 sec): 3 clusters Score: Raw -81659.364693 + Penalty 699.315339 = -80960.049354 nChanged 58 SP:Iteration 12Q (298.934912 sec): 3 clusters Score: Raw -81697.547101 + Penalty 699.315339 = -80998.231763 nChanged 51 SP:Iteration 13Q (298.985263 sec): 3 clusters Score: Raw -81723.174430 + Penalty 699.315339 = -81023.859091 nChanged 47 SP:Iteration 14Q (299.033790 sec): 3 clusters Score: Raw -81738.959302 + Penalty 699.315339 = -81039.643964 nChanged 24 SP:Iteration 15Q (299.077632 sec): 3 clusters Score: Raw -81745.455907 + Penalty 699.315339 = -81046.140568 nChanged 16 SP:Iteration 16Q (299.117483 sec): 3 clusters Score: Raw -81749.475948 + Penalty 699.315339 = -81050.160609 nChanged 15 SP:Iteration 17Q (299.152767 sec): 3 clusters Score: Raw -81752.354382 + Penalty 699.315339 = -81053.039044 nChanged 10 SP:Iteration 18Q (299.201084 sec): 3 clusters Score: Raw -81756.023289 + Penalty 699.315339 = -81056.707950 nChanged 7 SP:Iteration 19Q (299.245666 sec): 3 clusters Score: Raw -81757.673160 + Penalty 699.315339 = -81058.357821 nChanged 9 SP:Iteration 20F (299.292332 sec): 3 clusters Score: Raw -81759.887531 + Penalty 699.315339 = -81060.572192 nChanged 11 SP:Iteration 21Q (299.332844 sec): 3 clusters Score: Raw -81761.325149 + Penalty 699.315339 = -81062.009810 nChanged 3 SP:Iteration 22Q (299.390970 sec): 3 clusters Score: Raw -81761.704442 + Penalty 699.315339 = -81062.389103 nChanged 0 SP:Iteration 23F (299.433268 sec): 3 clusters Score: Raw -81761.704442 + Penalty 699.315339 = -81062.389103 nChanged 0 Trying to split cluster 19 (2365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (299.460979 sec): 2 clusters Score: Raw -73800.518283 + Penalty 353.468265 = -73447.050017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (299.515883 sec): 3 clusters Score: Raw -72477.350953 + Penalty 706.936530 = -71770.414422 nChanged 1024 SP:Iteration 1F (299.553804 sec): 3 clusters Score: Raw -73123.866834 + Penalty 706.936530 = -72416.930304 nChanged 213 SP:Iteration 2F (299.604343 sec): 3 clusters Score: Raw -73261.266104 + Penalty 706.936530 = -72554.329574 nChanged 154 SP:Iteration 3F (299.654310 sec): 3 clusters Score: Raw -73361.755329 + Penalty 706.936530 = -72654.818799 nChanged 134 SP:Iteration 4F (299.694147 sec): 3 clusters Score: Raw -73456.914310 + Penalty 706.936530 = -72749.977779 nChanged 127 SP:Iteration 5F (299.749542 sec): 3 clusters Score: Raw -73550.339078 + Penalty 706.936530 = -72843.402548 nChanged 122 SP:Iteration 6F (299.798477 sec): 3 clusters Score: Raw -73642.898102 + Penalty 706.936530 = -72935.961571 nChanged 102 SP:Iteration 7Q (299.838757 sec): 3 clusters Score: Raw -73716.839262 + Penalty 706.936530 = -73009.902732 nChanged 95 SP:Iteration 8Q (299.887374 sec): 3 clusters Score: Raw -73779.525303 + Penalty 706.936530 = -73072.588772 nChanged 66 SP:Iteration 9Q (299.935357 sec): 3 clusters Score: Raw -73814.074384 + Penalty 706.936530 = -73107.137854 nChanged 59 SP:Iteration 10Q (299.987404 sec): 3 clusters Score: Raw -73846.130470 + Penalty 706.936530 = -73139.193940 nChanged 54 SP:Iteration 11Q (300.025875 sec): 3 clusters Score: Raw -73874.403427 + Penalty 706.936530 = -73167.466896 nChanged 51 SP:Iteration 12Q (300.076882 sec): 3 clusters Score: Raw -73897.653237 + Penalty 706.936530 = -73190.716706 nChanged 42 SP:Iteration 13Q (300.115408 sec): 3 clusters Score: Raw -73919.110718 + Penalty 706.936530 = -73212.174188 nChanged 37 SP:Iteration 14Q (300.161772 sec): 3 clusters Score: Raw -73936.078987 + Penalty 706.936530 = -73229.142457 nChanged 40 SP:Iteration 15Q (300.211058 sec): 3 clusters Score: Raw -73955.324336 + Penalty 706.936530 = -73248.387806 nChanged 35 SP:Iteration 16Q (300.251050 sec): 3 clusters Score: Raw -73969.045915 + Penalty 706.936530 = -73262.109385 nChanged 21 SP:Iteration 17Q (300.297879 sec): 3 clusters Score: Raw -73974.697343 + Penalty 706.936530 = -73267.760812 nChanged 15 SP:Iteration 18Q (300.338926 sec): 3 clusters Score: Raw -73980.006488 + Penalty 706.936530 = -73273.069958 nChanged 15 SP:Iteration 19Q (300.394806 sec): 3 clusters Score: Raw -73985.758701 + Penalty 706.936530 = -73278.822171 nChanged 17 SP:Iteration 20F (300.434655 sec): 3 clusters Score: Raw -73991.591273 + Penalty 706.936530 = -73284.654743 nChanged 15 SP:Iteration 21Q (300.467317 sec): 3 clusters Score: Raw -73997.920956 + Penalty 706.936530 = -73290.984425 nChanged 12 SP:Iteration 22Q (300.515361 sec): 3 clusters Score: Raw -74001.021938 + Penalty 706.936530 = -73294.085408 nChanged 7 SP:Iteration 23Q (300.556129 sec): 3 clusters Score: Raw -74003.470296 + Penalty 706.936530 = -73296.533765 nChanged 8 SP:Iteration 24Q (300.592627 sec): 3 clusters Score: Raw -74006.052370 + Penalty 706.936530 = -73299.115840 nChanged 7 SP:Iteration 25Q (300.631246 sec): 3 clusters Score: Raw -74007.903942 + Penalty 706.936530 = -73300.967412 nChanged 8 SP:Iteration 26Q (300.675332 sec): 3 clusters Score: Raw -74009.910129 + Penalty 706.936530 = -73302.973598 nChanged 5 SP:Iteration 27Q (300.712024 sec): 3 clusters Score: Raw -74010.739544 + Penalty 706.936530 = -73303.803014 nChanged 3 SP:Iteration 28Q (300.750462 sec): 3 clusters Score: Raw -74011.024427 + Penalty 706.936530 = -73304.087897 nChanged 2 SP:Iteration 29Q (300.781978 sec): 3 clusters Score: Raw -74011.405813 + Penalty 706.936530 = -73304.469283 nChanged 3 SP:Iteration 30Q (300.821839 sec): 3 clusters Score: Raw -74011.871540 + Penalty 706.936530 = -73304.935010 nChanged 3 SP:Iteration 31Q (300.860798 sec): 3 clusters Score: Raw -74012.193411 + Penalty 706.936530 = -73305.256881 nChanged 1 SP:Iteration 32Q (300.900640 sec): 3 clusters Score: Raw -74012.277303 + Penalty 706.936530 = -73305.340773 nChanged 2 SP:Iteration 33Q (300.937610 sec): 3 clusters Score: Raw -74012.439964 + Penalty 706.936530 = -73305.503433 nChanged 2 SP:Iteration 34Q (300.978206 sec): 3 clusters Score: Raw -74012.771781 + Penalty 706.936530 = -73305.835251 nChanged 2 SP:Iteration 35Q (301.009351 sec): 3 clusters Score: Raw -74013.079671 + Penalty 706.936530 = -73306.143141 nChanged 1 SP:Iteration 36Q (301.056509 sec): 3 clusters Score: Raw -74013.207757 + Penalty 706.936530 = -73306.271226 nChanged 0 SP:Iteration 37F (301.103089 sec): 3 clusters Score: Raw -74013.207757 + Penalty 706.936530 = -73306.271226 nChanged 0 Trying to split cluster 20 (2084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (301.130854 sec): 2 clusters Score: Raw -72100.109871 + Penalty 347.713020 = -71752.396850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (301.170397 sec): 3 clusters Score: Raw -70983.841976 + Penalty 695.426041 = -70288.415935 nChanged 851 SP:Iteration 1F (301.226060 sec): 3 clusters Score: Raw -71476.072730 + Penalty 695.426041 = -70780.646690 nChanged 146 SP:Iteration 2F (301.268847 sec): 3 clusters Score: Raw -71562.308879 + Penalty 695.426041 = -70866.882839 nChanged 126 SP:Iteration 3F (301.312636 sec): 3 clusters Score: Raw -71634.364927 + Penalty 695.426041 = -70938.938886 nChanged 105 SP:Iteration 4F (301.356864 sec): 3 clusters Score: Raw -71700.433617 + Penalty 695.426041 = -71005.007577 nChanged 109 SP:Iteration 5F (301.411041 sec): 3 clusters Score: Raw -71776.824233 + Penalty 695.426041 = -71081.398192 nChanged 120 SP:Iteration 6F (301.450176 sec): 3 clusters Score: Raw -71866.273324 + Penalty 695.426041 = -71170.847283 nChanged 107 SP:Iteration 7F (301.475647 sec): 3 clusters Score: Raw -71948.675118 + Penalty 695.426041 = -71253.249077 nChanged 85 SP:Iteration 8Q (301.531487 sec): 3 clusters Score: Raw -72012.260259 + Penalty 695.426041 = -71316.834218 nChanged 60 SP:Iteration 9Q (301.581025 sec): 3 clusters Score: Raw -72062.053048 + Penalty 695.426041 = -71366.627007 nChanged 42 SP:Iteration 10Q (301.618611 sec): 3 clusters Score: Raw -72096.002018 + Penalty 695.426041 = -71400.575977 nChanged 26 SP:Iteration 11Q (301.664908 sec): 3 clusters Score: Raw -72120.558911 + Penalty 695.426041 = -71425.132870 nChanged 17 SP:Iteration 12Q (301.707480 sec): 3 clusters Score: Raw -72140.904548 + Penalty 695.426041 = -71445.478508 nChanged 6 SP:Iteration 13Q (301.764327 sec): 3 clusters Score: Raw -72147.427571 + Penalty 695.426041 = -71452.001530 nChanged 5 SP:Iteration 14Q (301.811952 sec): 3 clusters Score: Raw -72153.305763 + Penalty 695.426041 = -71457.879723 nChanged 1 SP:Iteration 15Q (301.861172 sec): 3 clusters Score: Raw -72159.162695 + Penalty 695.426041 = -71463.736654 nChanged 1 SP:Iteration 16Q (301.915001 sec): 3 clusters Score: Raw -72160.674240 + Penalty 695.426041 = -71465.248199 nChanged 1 SP:Iteration 17Q (301.958907 sec): 3 clusters Score: Raw -72162.831260 + Penalty 695.426041 = -71467.405219 nChanged 1 SP:Iteration 18Q (302.010744 sec): 3 clusters Score: Raw -72163.453961 + Penalty 695.426041 = -71468.027920 nChanged 1 SP:Iteration 19Q (302.059901 sec): 3 clusters Score: Raw -72164.542692 + Penalty 695.426041 = -71469.116652 nChanged 1 SP:Iteration 20F (302.108917 sec): 3 clusters Score: Raw -72168.252672 + Penalty 695.426041 = -71472.826631 nChanged 1 SP:Iteration 21Q (302.152678 sec): 3 clusters Score: Raw -72171.720112 + Penalty 695.426041 = -71476.294071 nChanged 0 SP:Iteration 22F (302.204397 sec): 3 clusters Score: Raw -72171.720112 + Penalty 695.426041 = -71476.294071 nChanged 0 Trying to split cluster 21 (25816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (302.251297 sec): 2 clusters Score: Raw -1062313.306038 + Penalty 462.223113 = -1061851.082925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (302.322248 sec): 3 clusters Score: Raw -1045516.410327 + Penalty 924.446226 = -1044591.964101 nChanged 12350 SP:Iteration 1F (302.390939 sec): 3 clusters Score: Raw -1053394.396391 + Penalty 924.446226 = -1052469.950165 nChanged 1677 SP:Iteration 2F (302.455846 sec): 3 clusters Score: Raw -1054519.644190 + Penalty 924.446226 = -1053595.197965 nChanged 1806 SP:Iteration 3F (302.520481 sec): 3 clusters Score: Raw -1055906.892730 + Penalty 924.446226 = -1054982.446504 nChanged 1795 SP:Iteration 4F (302.592481 sec): 3 clusters Score: Raw -1057274.475233 + Penalty 924.446226 = -1056350.029007 nChanged 1579 SP:Iteration 5F (302.664942 sec): 3 clusters Score: Raw -1058208.616176 + Penalty 924.446226 = -1057284.169950 nChanged 1166 SP:Iteration 6Q (302.736613 sec): 3 clusters Score: Raw -1058677.302642 + Penalty 924.446226 = -1057752.856416 nChanged 713 SP:Iteration 7Q (302.798490 sec): 3 clusters Score: Raw -1058865.322502 + Penalty 924.446226 = -1057940.876276 nChanged 404 SP:Iteration 8Q (302.875734 sec): 3 clusters Score: Raw -1058940.160443 + Penalty 924.446226 = -1058015.714217 nChanged 275 SP:Iteration 9Q (302.951672 sec): 3 clusters Score: Raw -1058981.777351 + Penalty 924.446226 = -1058057.331126 nChanged 230 SP:Iteration 10Q (303.013277 sec): 3 clusters Score: Raw -1059011.528008 + Penalty 924.446226 = -1058087.081782 nChanged 193 SP:Iteration 11Q (303.083670 sec): 3 clusters Score: Raw -1059033.621218 + Penalty 924.446226 = -1058109.174992 nChanged 166 SP:Iteration 12Q (303.152837 sec): 3 clusters Score: Raw -1059052.469082 + Penalty 924.446226 = -1058128.022857 nChanged 165 SP:Iteration 13Q (303.216939 sec): 3 clusters Score: Raw -1059075.373258 + Penalty 924.446226 = -1058150.927033 nChanged 202 SP:Iteration 14Q (303.288246 sec): 3 clusters Score: Raw -1059104.489215 + Penalty 924.446226 = -1058180.042989 nChanged 188 SP:Iteration 15Q (303.365740 sec): 3 clusters Score: Raw -1059131.041193 + Penalty 924.446226 = -1058206.594967 nChanged 178 SP:Iteration 16Q (303.421332 sec): 3 clusters Score: Raw -1059154.465163 + Penalty 924.446226 = -1058230.018937 nChanged 175 SP:Iteration 17Q (303.491552 sec): 3 clusters Score: Raw -1059177.592747 + Penalty 924.446226 = -1058253.146521 nChanged 179 SP:Iteration 18Q (303.569394 sec): 3 clusters Score: Raw -1059199.681609 + Penalty 924.446226 = -1058275.235383 nChanged 177 SP:Iteration 19Q (303.620766 sec): 3 clusters Score: Raw -1059223.080004 + Penalty 924.446226 = -1058298.633778 nChanged 173 SP:Iteration 20F (303.689249 sec): 3 clusters Score: Raw -1059248.098276 + Penalty 924.446226 = -1058323.652050 nChanged 171 SP:Iteration 21Q (303.742392 sec): 3 clusters Score: Raw -1059273.141671 + Penalty 924.446226 = -1058348.695445 nChanged 190 SP:Iteration 22Q (303.802809 sec): 3 clusters Score: Raw -1059301.219200 + Penalty 924.446226 = -1058376.772974 nChanged 178 SP:Iteration 23Q (303.864683 sec): 3 clusters Score: Raw -1059328.414105 + Penalty 924.446226 = -1058403.967879 nChanged 190 SP:Iteration 24Q (303.931944 sec): 3 clusters Score: Raw -1059359.064762 + Penalty 924.446226 = -1058434.618536 nChanged 218 SP:Iteration 25Q (304.006935 sec): 3 clusters Score: Raw -1059399.161946 + Penalty 924.446226 = -1058474.715720 nChanged 243 SP:Iteration 26Q (304.058941 sec): 3 clusters Score: Raw -1059451.243537 + Penalty 924.446226 = -1058526.797312 nChanged 242 SP:Iteration 27Q (304.140200 sec): 3 clusters Score: Raw -1059503.391394 + Penalty 924.446226 = -1058578.945169 nChanged 268 SP:Iteration 28Q (304.208063 sec): 3 clusters Score: Raw -1059567.516672 + Penalty 924.446226 = -1058643.070446 nChanged 283 SP:Iteration 29Q (304.274678 sec): 3 clusters Score: Raw -1059636.146267 + Penalty 924.446226 = -1058711.700041 nChanged 293 SP:Iteration 30Q (304.345647 sec): 3 clusters Score: Raw -1059706.663766 + Penalty 924.446226 = -1058782.217541 nChanged 315 SP:Iteration 31Q (304.424944 sec): 3 clusters Score: Raw -1059790.997450 + Penalty 924.446226 = -1058866.551224 nChanged 313 SP:Iteration 32Q (304.497899 sec): 3 clusters Score: Raw -1059879.896229 + Penalty 924.446226 = -1058955.450003 nChanged 306 SP:Iteration 33Q (304.572059 sec): 3 clusters Score: Raw -1059962.931774 + Penalty 924.446226 = -1059038.485548 nChanged 315 SP:Iteration 34Q (304.634569 sec): 3 clusters Score: Raw -1060054.095003 + Penalty 924.446226 = -1059129.648777 nChanged 324 SP:Iteration 35Q (304.712541 sec): 3 clusters Score: Raw -1060151.123841 + Penalty 924.446226 = -1059226.677615 nChanged 336 SP:Iteration 36Q (304.785525 sec): 3 clusters Score: Raw -1060258.696607 + Penalty 924.446226 = -1059334.250381 nChanged 347 SP:Iteration 37Q (304.844464 sec): 3 clusters Score: Raw -1060365.333123 + Penalty 924.446226 = -1059440.886897 nChanged 308 SP:Iteration 38Q (304.911311 sec): 3 clusters Score: Raw -1060449.949922 + Penalty 924.446226 = -1059525.503696 nChanged 281 SP:Iteration 39Q (304.992785 sec): 3 clusters Score: Raw -1060523.670008 + Penalty 924.446226 = -1059599.223782 nChanged 291 SP:Iteration 40F (305.059121 sec): 3 clusters Score: Raw -1060596.480722 + Penalty 924.446226 = -1059672.034496 nChanged 268 SP:Iteration 41Q (305.132552 sec): 3 clusters Score: Raw -1060662.347461 + Penalty 924.446226 = -1059737.901236 nChanged 272 SP:Iteration 42Q (305.200190 sec): 3 clusters Score: Raw -1060739.627187 + Penalty 924.446226 = -1059815.180961 nChanged 285 SP:Iteration 43Q (305.271475 sec): 3 clusters Score: Raw -1060823.636839 + Penalty 924.446226 = -1059899.190614 nChanged 300 SP:Iteration 44Q (305.327237 sec): 3 clusters Score: Raw -1060921.059481 + Penalty 924.446226 = -1059996.613255 nChanged 276 SP:Iteration 45Q (305.396603 sec): 3 clusters Score: Raw -1061014.163079 + Penalty 924.446226 = -1060089.716854 nChanged 266 SP:Iteration 46Q (305.456510 sec): 3 clusters Score: Raw -1061101.931392 + Penalty 924.446226 = -1060177.485167 nChanged 226 SP:Iteration 47Q (305.523779 sec): 3 clusters Score: Raw -1061174.540281 + Penalty 924.446226 = -1060250.094055 nChanged 210 SP:Iteration 48Q (305.595425 sec): 3 clusters Score: Raw -1061245.123305 + Penalty 924.446226 = -1060320.677079 nChanged 215 SP:Iteration 49Q (305.655929 sec): 3 clusters Score: Raw -1061333.528593 + Penalty 924.446226 = -1060409.082368 nChanged 211 SP:Iteration 50Q (305.731526 sec): 3 clusters Score: Raw -1061435.468149 + Penalty 924.446226 = -1060511.021924 nChanged 192 SP:Iteration 51Q (305.800455 sec): 3 clusters Score: Raw -1061534.300383 + Penalty 924.446226 = -1060609.854157 nChanged 173 SP:Iteration 52Q (305.868338 sec): 3 clusters Score: Raw -1061614.292192 + Penalty 924.446226 = -1060689.845966 nChanged 178 SP:Iteration 53Q (305.935160 sec): 3 clusters Score: Raw -1061698.848254 + Penalty 924.446226 = -1060774.402028 nChanged 171 SP:Iteration 54Q (305.999752 sec): 3 clusters Score: Raw -1061774.110741 + Penalty 924.446226 = -1060849.664516 nChanged 157 SP:Iteration 55Q (306.071677 sec): 3 clusters Score: Raw -1061832.655073 + Penalty 924.446226 = -1060908.208848 nChanged 133 SP:Iteration 56Q (306.128952 sec): 3 clusters Score: Raw -1061872.955214 + Penalty 924.446226 = -1060948.508988 nChanged 112 SP:Iteration 57Q (306.197860 sec): 3 clusters Score: Raw -1061906.722912 + Penalty 924.446226 = -1060982.276687 nChanged 107 SP:Iteration 58Q (306.271726 sec): 3 clusters Score: Raw -1061944.318673 + Penalty 924.446226 = -1061019.872447 nChanged 113 SP:Iteration 59Q (306.336680 sec): 3 clusters Score: Raw -1061985.819072 + Penalty 924.446226 = -1061061.372846 nChanged 119 SP:Iteration 60F (306.395475 sec): 3 clusters Score: Raw -1062033.868388 + Penalty 924.446226 = -1061109.422162 nChanged 89 SP:Iteration 61Q (306.460539 sec): 3 clusters Score: Raw -1062069.341742 + Penalty 924.446226 = -1061144.895516 nChanged 80 SP:Iteration 62Q (306.524271 sec): 3 clusters Score: Raw -1062101.701822 + Penalty 924.446226 = -1061177.255596 nChanged 76 SP:Iteration 63Q (306.598153 sec): 3 clusters Score: Raw -1062131.139942 + Penalty 924.446226 = -1061206.693717 nChanged 79 SP:Iteration 64Q (306.654442 sec): 3 clusters Score: Raw -1062161.259763 + Penalty 924.446226 = -1061236.813537 nChanged 82 SP:Iteration 65Q (306.709531 sec): 3 clusters Score: Raw -1062194.446669 + Penalty 924.446226 = -1061270.000443 nChanged 71 SP:Iteration 66Q (306.778831 sec): 3 clusters Score: Raw -1062226.479110 + Penalty 924.446226 = -1061302.032884 nChanged 61 SP:Iteration 67Q (306.844143 sec): 3 clusters Score: Raw -1062255.150047 + Penalty 924.446226 = -1061330.703822 nChanged 52 SP:Iteration 68Q (306.901232 sec): 3 clusters Score: Raw -1062279.759041 + Penalty 924.446226 = -1061355.312816 nChanged 50 SP:Iteration 69Q (306.975328 sec): 3 clusters Score: Raw -1062303.020252 + Penalty 924.446226 = -1061378.574026 nChanged 48 SP:Iteration 70Q (307.040267 sec): 3 clusters Score: Raw -1062321.623507 + Penalty 924.446226 = -1061397.177281 nChanged 31 SP:Iteration 71Q (307.090322 sec): 3 clusters Score: Raw -1062331.191436 + Penalty 924.446226 = -1061406.745210 nChanged 22 SP:Iteration 72Q (307.151466 sec): 3 clusters Score: Raw -1062337.585296 + Penalty 924.446226 = -1061413.139070 nChanged 17 SP:Iteration 73Q (307.223621 sec): 3 clusters Score: Raw -1062342.096180 + Penalty 924.446226 = -1061417.649954 nChanged 18 SP:Iteration 74Q (307.284973 sec): 3 clusters Score: Raw -1062346.360147 + Penalty 924.446226 = -1061421.913921 nChanged 10 SP:Iteration 75Q (307.335211 sec): 3 clusters Score: Raw -1062350.207258 + Penalty 924.446226 = -1061425.761032 nChanged 16 SP:Iteration 76Q (307.401746 sec): 3 clusters Score: Raw -1062356.390791 + Penalty 924.446226 = -1061431.944565 nChanged 15 SP:Iteration 77Q (307.461055 sec): 3 clusters Score: Raw -1062361.502760 + Penalty 924.446226 = -1061437.056534 nChanged 12 SP:Iteration 78Q (307.536653 sec): 3 clusters Score: Raw -1062366.756680 + Penalty 924.446226 = -1061442.310455 nChanged 10 SP:Iteration 79Q (307.597387 sec): 3 clusters Score: Raw -1062371.867032 + Penalty 924.446226 = -1061447.420806 nChanged 9 SP:Iteration 80F (307.651710 sec): 3 clusters Score: Raw -1062376.295883 + Penalty 924.446226 = -1061451.849657 nChanged 10 SP:Iteration 81Q (307.727524 sec): 3 clusters Score: Raw -1062379.976919 + Penalty 924.446226 = -1061455.530693 nChanged 8 SP:Iteration 82Q (307.792968 sec): 3 clusters Score: Raw -1062383.471450 + Penalty 924.446226 = -1061459.025225 nChanged 7 SP:Iteration 83Q (307.859373 sec): 3 clusters Score: Raw -1062387.065261 + Penalty 924.446226 = -1061462.619035 nChanged 9 SP:Iteration 84Q (307.927768 sec): 3 clusters Score: Raw -1062390.621556 + Penalty 924.446226 = -1061466.175330 nChanged 8 SP:Iteration 85Q (307.998112 sec): 3 clusters Score: Raw -1062393.261128 + Penalty 924.446226 = -1061468.814902 nChanged 3 SP:Iteration 86Q (308.062633 sec): 3 clusters Score: Raw -1062394.862478 + Penalty 924.446226 = -1061470.416253 nChanged 2 SP:Iteration 87Q (308.117561 sec): 3 clusters Score: Raw -1062395.609409 + Penalty 924.446226 = -1061471.163183 nChanged 2 SP:Iteration 88Q (308.189353 sec): 3 clusters Score: Raw -1062396.502317 + Penalty 924.446226 = -1061472.056091 nChanged 2 SP:Iteration 89Q (308.253588 sec): 3 clusters Score: Raw -1062396.978537 + Penalty 924.446226 = -1061472.532311 nChanged 1 SP:Iteration 90Q (308.313935 sec): 3 clusters Score: Raw -1062397.693781 + Penalty 924.446226 = -1061473.247555 nChanged 3 SP:Iteration 91Q (308.385748 sec): 3 clusters Score: Raw -1062399.615866 + Penalty 924.446226 = -1061475.169641 nChanged 5 SP:Iteration 92Q (308.451387 sec): 3 clusters Score: Raw -1062403.732654 + Penalty 924.446226 = -1061479.286428 nChanged 7 SP:Iteration 93Q (308.516940 sec): 3 clusters Score: Raw -1062407.920263 + Penalty 924.446226 = -1061483.474038 nChanged 6 SP:Iteration 94Q (308.581808 sec): 3 clusters Score: Raw -1062411.279534 + Penalty 924.446226 = -1061486.833308 nChanged 6 SP:Iteration 95Q (308.645384 sec): 3 clusters Score: Raw -1062413.658673 + Penalty 924.446226 = -1061489.212447 nChanged 5 SP:Iteration 96Q (308.709750 sec): 3 clusters Score: Raw -1062416.764184 + Penalty 924.446226 = -1061492.317958 nChanged 8 SP:Iteration 97Q (308.775809 sec): 3 clusters Score: Raw -1062420.109669 + Penalty 924.446226 = -1061495.663443 nChanged 5 SP:Iteration 98Q (308.838272 sec): 3 clusters Score: Raw -1062422.325362 + Penalty 924.446226 = -1061497.879136 nChanged 4 SP:Iteration 99Q (308.899168 sec): 3 clusters Score: Raw -1062423.701521 + Penalty 924.446226 = -1061499.255295 nChanged 2 SP:Iteration 100F (308.967575 sec): 3 clusters Score: Raw -1062424.566298 + Penalty 924.446226 = -1061500.120073 nChanged 1 SP:Iteration 101Q (309.021374 sec): 3 clusters Score: Raw -1062424.676582 + Penalty 924.446226 = -1061500.230356 nChanged 1 SP:Iteration 102Q (309.097339 sec): 3 clusters Score: Raw -1062425.116523 + Penalty 924.446226 = -1061500.670297 nChanged 2 SP:Iteration 103Q (309.153586 sec): 3 clusters Score: Raw -1062425.797025 + Penalty 924.446226 = -1061501.350799 nChanged 3 SP:Iteration 104Q (309.226436 sec): 3 clusters Score: Raw -1062427.007103 + Penalty 924.446226 = -1061502.560878 nChanged 1 SP:Iteration 105Q (309.289333 sec): 3 clusters Score: Raw -1062427.396738 + Penalty 924.446226 = -1061502.950512 nChanged 1 SP:Iteration 106Q (309.356729 sec): 3 clusters Score: Raw -1062427.830668 + Penalty 924.446226 = -1061503.384443 nChanged 2 SP:Iteration 107Q (309.421099 sec): 3 clusters Score: Raw -1062428.513228 + Penalty 924.446226 = -1061504.067002 nChanged 1 SP:Iteration 108Q (309.472805 sec): 3 clusters Score: Raw -1062428.620665 + Penalty 924.446226 = -1061504.174440 nChanged 0 SP:Iteration 109F (309.544825 sec): 3 clusters Score: Raw -1062428.620665 + Penalty 924.446226 = -1061504.174440 nChanged 0 Trying to split cluster 22 (2593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (309.579949 sec): 2 clusters Score: Raw -100093.186773 + Penalty 357.655971 = -99735.530802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (309.620238 sec): 3 clusters Score: Raw -98635.811670 + Penalty 715.311941 = -97920.499729 nChanged 1098 SP:Iteration 1F (309.652747 sec): 3 clusters Score: Raw -99229.493660 + Penalty 715.311941 = -98514.181719 nChanged 164 SP:Iteration 2F (309.702476 sec): 3 clusters Score: Raw -99306.364849 + Penalty 715.311941 = -98591.052908 nChanged 144 SP:Iteration 3F (309.740598 sec): 3 clusters Score: Raw -99378.655806 + Penalty 715.311941 = -98663.343864 nChanged 114 SP:Iteration 4Q (309.783409 sec): 3 clusters Score: Raw -99431.028678 + Penalty 715.311941 = -98715.716736 nChanged 110 SP:Iteration 5Q (309.832964 sec): 3 clusters Score: Raw -99486.608673 + Penalty 715.311941 = -98771.296732 nChanged 114 SP:Iteration 6Q (309.882254 sec): 3 clusters Score: Raw -99542.219891 + Penalty 715.311941 = -98826.907950 nChanged 103 SP:Iteration 7Q (309.921000 sec): 3 clusters Score: Raw -99591.914606 + Penalty 715.311941 = -98876.602665 nChanged 100 SP:Iteration 8Q (309.969743 sec): 3 clusters Score: Raw -99653.539794 + Penalty 715.311941 = -98938.227852 nChanged 97 SP:Iteration 9Q (310.020974 sec): 3 clusters Score: Raw -99720.982210 + Penalty 715.311941 = -99005.670269 nChanged 109 SP:Iteration 10Q (310.063582 sec): 3 clusters Score: Raw -99798.178048 + Penalty 715.311941 = -99082.866107 nChanged 112 SP:Iteration 11Q (310.106904 sec): 3 clusters Score: Raw -99857.001800 + Penalty 715.311941 = -99141.689859 nChanged 86 SP:Iteration 12Q (310.155106 sec): 3 clusters Score: Raw -99897.312043 + Penalty 715.311941 = -99182.000101 nChanged 81 SP:Iteration 13Q (310.201362 sec): 3 clusters Score: Raw -99930.483097 + Penalty 715.311941 = -99215.171155 nChanged 54 SP:Iteration 14Q (310.247548 sec): 3 clusters Score: Raw -99950.452077 + Penalty 715.311941 = -99235.140135 nChanged 43 SP:Iteration 15Q (310.292824 sec): 3 clusters Score: Raw -99968.100622 + Penalty 715.311941 = -99252.788680 nChanged 43 SP:Iteration 16Q (310.343603 sec): 3 clusters Score: Raw -99984.646590 + Penalty 715.311941 = -99269.334648 nChanged 43 SP:Iteration 17Q (310.380021 sec): 3 clusters Score: Raw -100001.692207 + Penalty 715.311941 = -99286.380265 nChanged 33 SP:Iteration 18Q (310.425432 sec): 3 clusters Score: Raw -100011.714526 + Penalty 715.311941 = -99296.402585 nChanged 29 SP:Iteration 19Q (310.479479 sec): 3 clusters Score: Raw -100018.947705 + Penalty 715.311941 = -99303.635763 nChanged 27 SP:Iteration 20F (310.521270 sec): 3 clusters Score: Raw -100026.941187 + Penalty 715.311941 = -99311.629246 nChanged 24 SP:Iteration 21Q (310.563816 sec): 3 clusters Score: Raw -100032.898475 + Penalty 715.311941 = -99317.586534 nChanged 29 SP:Iteration 22Q (310.609125 sec): 3 clusters Score: Raw -100041.671178 + Penalty 715.311941 = -99326.359237 nChanged 26 SP:Iteration 23Q (310.647300 sec): 3 clusters Score: Raw -100052.115283 + Penalty 715.311941 = -99336.803341 nChanged 30 SP:Iteration 24Q (310.691785 sec): 3 clusters Score: Raw -100066.010086 + Penalty 715.311941 = -99350.698145 nChanged 25 SP:Iteration 25Q (310.736996 sec): 3 clusters Score: Raw -100077.294316 + Penalty 715.311941 = -99361.982375 nChanged 30 SP:Iteration 26Q (310.780995 sec): 3 clusters Score: Raw -100092.519188 + Penalty 715.311941 = -99377.207246 nChanged 33 SP:Iteration 27Q (310.836857 sec): 3 clusters Score: Raw -100107.639353 + Penalty 715.311941 = -99392.327411 nChanged 33 SP:Iteration 28Q (310.881739 sec): 3 clusters Score: Raw -100124.594125 + Penalty 715.311941 = -99409.282184 nChanged 31 SP:Iteration 29Q (310.919985 sec): 3 clusters Score: Raw -100141.472572 + Penalty 715.311941 = -99426.160630 nChanged 25 SP:Iteration 30Q (310.968878 sec): 3 clusters Score: Raw -100154.439709 + Penalty 715.311941 = -99439.127768 nChanged 22 SP:Iteration 31Q (311.014203 sec): 3 clusters Score: Raw -100165.460413 + Penalty 715.311941 = -99450.148472 nChanged 16 SP:Iteration 32Q (311.051468 sec): 3 clusters Score: Raw -100173.960125 + Penalty 715.311941 = -99458.648184 nChanged 23 SP:Iteration 33Q (311.101669 sec): 3 clusters Score: Raw -100186.955940 + Penalty 715.311941 = -99471.643999 nChanged 25 SP:Iteration 34Q (311.143719 sec): 3 clusters Score: Raw -100204.886666 + Penalty 715.311941 = -99489.574725 nChanged 18 SP:Iteration 35Q (311.184400 sec): 3 clusters Score: Raw -100213.218950 + Penalty 715.311941 = -99497.907008 nChanged 14 SP:Iteration 36Q (311.219482 sec): 3 clusters Score: Raw -100219.854357 + Penalty 715.311941 = -99504.542415 nChanged 15 SP:Iteration 37Q (311.257072 sec): 3 clusters Score: Raw -100231.578143 + Penalty 715.311941 = -99516.266201 nChanged 14 SP:Iteration 38Q (311.300550 sec): 3 clusters Score: Raw -100239.343577 + Penalty 715.311941 = -99524.031636 nChanged 16 SP:Iteration 39Q (311.338638 sec): 3 clusters Score: Raw -100247.970933 + Penalty 715.311941 = -99532.658992 nChanged 7 SP:Iteration 40F (311.385949 sec): 3 clusters Score: Raw -100250.881076 + Penalty 715.311941 = -99535.569135 nChanged 6 SP:Iteration 41Q (311.422174 sec): 3 clusters Score: Raw -100252.893151 + Penalty 715.311941 = -99537.581210 nChanged 7 SP:Iteration 42Q (311.459217 sec): 3 clusters Score: Raw -100254.617398 + Penalty 715.311941 = -99539.305457 nChanged 3 SP:Iteration 43Q (311.504422 sec): 3 clusters Score: Raw -100255.157493 + Penalty 715.311941 = -99539.845552 nChanged 3 SP:Iteration 44Q (311.547677 sec): 3 clusters Score: Raw -100255.775113 + Penalty 715.311941 = -99540.463171 nChanged 3 SP:Iteration 45Q (311.588082 sec): 3 clusters Score: Raw -100256.415210 + Penalty 715.311941 = -99541.103268 nChanged 2 SP:Iteration 46Q (311.629676 sec): 3 clusters Score: Raw -100256.935021 + Penalty 715.311941 = -99541.623079 nChanged 2 SP:Iteration 47Q (311.663410 sec): 3 clusters Score: Raw -100257.880081 + Penalty 715.311941 = -99542.568139 nChanged 4 SP:Iteration 48Q (311.705719 sec): 3 clusters Score: Raw -100259.048628 + Penalty 715.311941 = -99543.736687 nChanged 3 SP:Iteration 49Q (311.755080 sec): 3 clusters Score: Raw -100261.109972 + Penalty 715.311941 = -99545.798031 nChanged 3 SP:Iteration 50Q (311.796494 sec): 3 clusters Score: Raw -100261.764296 + Penalty 715.311941 = -99546.452355 nChanged 1 SP:Iteration 51Q (311.834557 sec): 3 clusters Score: Raw -100261.963310 + Penalty 715.311941 = -99546.651369 nChanged 0 SP:Iteration 52F (311.886003 sec): 3 clusters Score: Raw -100261.963310 + Penalty 715.311941 = -99546.651369 nChanged 0 Trying to split cluster 23 (950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (311.909150 sec): 2 clusters Score: Raw -39982.854954 + Penalty 311.969020 = -39670.885934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (311.946353 sec): 3 clusters Score: Raw -39529.548693 + Penalty 623.938041 = -38905.610652 nChanged 371 SP:Iteration 1F (311.994256 sec): 3 clusters Score: Raw -39729.766468 + Penalty 623.938041 = -39105.828427 nChanged 58 SP:Iteration 2F (312.035312 sec): 3 clusters Score: Raw -39764.231416 + Penalty 623.938041 = -39140.293376 nChanged 43 SP:Iteration 3Q (312.070029 sec): 3 clusters Score: Raw -39793.217324 + Penalty 623.938041 = -39169.279283 nChanged 38 SP:Iteration 4Q (312.111360 sec): 3 clusters Score: Raw -39812.001125 + Penalty 623.938041 = -39188.063084 nChanged 34 SP:Iteration 5Q (312.159530 sec): 3 clusters Score: Raw -39838.112242 + Penalty 623.938041 = -39214.174201 nChanged 27 SP:Iteration 6Q (312.210403 sec): 3 clusters Score: Raw -39850.022731 + Penalty 623.938041 = -39226.084691 nChanged 24 SP:Iteration 7Q (312.249093 sec): 3 clusters Score: Raw -39862.667691 + Penalty 623.938041 = -39238.729651 nChanged 20 SP:Iteration 8Q (312.303752 sec): 3 clusters Score: Raw -39871.907526 + Penalty 623.938041 = -39247.969486 nChanged 13 SP:Iteration 9Q (312.354335 sec): 3 clusters Score: Raw -39881.221607 + Penalty 623.938041 = -39257.283567 nChanged 14 SP:Iteration 10Q (312.399094 sec): 3 clusters Score: Raw -39886.551316 + Penalty 623.938041 = -39262.613276 nChanged 10 SP:Iteration 11Q (312.449003 sec): 3 clusters Score: Raw -39893.734366 + Penalty 623.938041 = -39269.796325 nChanged 11 SP:Iteration 12Q (312.482594 sec): 3 clusters Score: Raw -39901.851737 + Penalty 623.938041 = -39277.913696 nChanged 11 SP:Iteration 13Q (312.521574 sec): 3 clusters Score: Raw -39909.410199 + Penalty 623.938041 = -39285.472158 nChanged 11 SP:Iteration 14Q (312.574040 sec): 3 clusters Score: Raw -39917.263681 + Penalty 623.938041 = -39293.325640 nChanged 9 SP:Iteration 15Q (312.618622 sec): 3 clusters Score: Raw -39929.040593 + Penalty 623.938041 = -39305.102553 nChanged 10 SP:Iteration 16Q (312.663603 sec): 3 clusters Score: Raw -39933.576905 + Penalty 623.938041 = -39309.638865 nChanged 8 SP:Iteration 17Q (312.710470 sec): 3 clusters Score: Raw -39936.033227 + Penalty 623.938041 = -39312.095187 nChanged 4 SP:Iteration 18Q (312.743711 sec): 3 clusters Score: Raw -39937.911146 + Penalty 623.938041 = -39313.973105 nChanged 7 SP:Iteration 19Q (312.788202 sec): 3 clusters Score: Raw -39943.148865 + Penalty 623.938041 = -39319.210824 nChanged 9 SP:Iteration 20F (312.833569 sec): 3 clusters Score: Raw -39946.556638 + Penalty 623.938041 = -39322.618597 nChanged 9 SP:Iteration 21Q (312.884518 sec): 3 clusters Score: Raw -39955.684980 + Penalty 623.938041 = -39331.746939 nChanged 10 SP:Iteration 22Q (312.921489 sec): 3 clusters Score: Raw -39961.489031 + Penalty 623.938041 = -39337.550991 nChanged 12 SP:Iteration 23Q (312.966042 sec): 3 clusters Score: Raw -39969.851655 + Penalty 623.938041 = -39345.913615 nChanged 13 SP:Iteration 24Q (313.008802 sec): 3 clusters Score: Raw -39978.305009 + Penalty 623.938041 = -39354.366968 nChanged 7 SP:Iteration 25Q (313.049649 sec): 3 clusters Score: Raw -39981.003584 + Penalty 623.938041 = -39357.065543 nChanged 4 SP:Iteration 26Q (313.095107 sec): 3 clusters Score: Raw -39982.510147 + Penalty 623.938041 = -39358.572106 nChanged 5 SP:Iteration 27Q (313.144320 sec): 3 clusters Score: Raw -39983.724905 + Penalty 623.938041 = -39359.786865 nChanged 2 SP:Iteration 28Q (313.192312 sec): 3 clusters Score: Raw -39984.851742 + Penalty 623.938041 = -39360.913701 nChanged 3 SP:Iteration 29Q (313.239311 sec): 3 clusters Score: Raw -39986.034720 + Penalty 623.938041 = -39362.096679 nChanged 5 SP:Iteration 30Q (313.274144 sec): 3 clusters Score: Raw -39989.691067 + Penalty 623.938041 = -39365.753027 nChanged 4 SP:Iteration 31Q (313.320272 sec): 3 clusters Score: Raw -39992.688594 + Penalty 623.938041 = -39368.750553 nChanged 1 SP:Iteration 32Q (313.363579 sec): 3 clusters Score: Raw -39992.992820 + Penalty 623.938041 = -39369.054779 nChanged 1 SP:Iteration 33Q (313.408650 sec): 3 clusters Score: Raw -39993.239395 + Penalty 623.938041 = -39369.301354 nChanged 1 SP:Iteration 34Q (313.455772 sec): 3 clusters Score: Raw -39994.020440 + Penalty 623.938041 = -39370.082399 nChanged 3 SP:Iteration 35Q (313.498948 sec): 3 clusters Score: Raw -39995.917354 + Penalty 623.938041 = -39371.979313 nChanged 3 SP:Iteration 36Q (313.544625 sec): 3 clusters Score: Raw -39997.449743 + Penalty 623.938041 = -39373.511703 nChanged 2 SP:Iteration 37Q (313.591333 sec): 3 clusters Score: Raw -39998.199719 + Penalty 623.938041 = -39374.261679 nChanged 3 SP:Iteration 38Q (313.650350 sec): 3 clusters Score: Raw -40002.434575 + Penalty 623.938041 = -39378.496534 nChanged 6 SP:Iteration 39Q (313.691860 sec): 3 clusters Score: Raw -40008.737674 + Penalty 623.938041 = -39384.799633 nChanged 3 SP:Iteration 40F (313.731708 sec): 3 clusters Score: Raw -40010.907803 + Penalty 623.938041 = -39386.969763 nChanged 0 Trying to split cluster 24 (1077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (313.763054 sec): 2 clusters Score: Raw -43978.715281 + Penalty 317.678028 = -43661.037253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (313.799833 sec): 3 clusters Score: Raw -43445.555296 + Penalty 635.356056 = -42810.199240 nChanged 411 SP:Iteration 1F (313.842932 sec): 3 clusters Score: Raw -43725.289024 + Penalty 635.356056 = -43089.932968 nChanged 87 SP:Iteration 2F (313.890930 sec): 3 clusters Score: Raw -43785.170051 + Penalty 635.356056 = -43149.813995 nChanged 57 SP:Iteration 3F (313.933436 sec): 3 clusters Score: Raw -43816.140841 + Penalty 635.356056 = -43180.784785 nChanged 38 SP:Iteration 4Q (313.966095 sec): 3 clusters Score: Raw -43841.102348 + Penalty 635.356056 = -43205.746293 nChanged 37 SP:Iteration 5Q (314.009705 sec): 3 clusters Score: Raw -43865.124068 + Penalty 635.356056 = -43229.768012 nChanged 28 SP:Iteration 6Q (314.060498 sec): 3 clusters Score: Raw -43889.106665 + Penalty 635.356056 = -43253.750609 nChanged 31 SP:Iteration 7Q (314.097865 sec): 3 clusters Score: Raw -43907.044805 + Penalty 635.356056 = -43271.688749 nChanged 29 SP:Iteration 8Q (314.146894 sec): 3 clusters Score: Raw -43919.631531 + Penalty 635.356056 = -43284.275476 nChanged 18 SP:Iteration 9Q (314.185011 sec): 3 clusters Score: Raw -43927.182966 + Penalty 635.356056 = -43291.826911 nChanged 10 SP:Iteration 10Q (314.230842 sec): 3 clusters Score: Raw -43930.582566 + Penalty 635.356056 = -43295.226510 nChanged 6 SP:Iteration 11Q (314.277178 sec): 3 clusters Score: Raw -43933.027205 + Penalty 635.356056 = -43297.671149 nChanged 10 SP:Iteration 12Q (314.314329 sec): 3 clusters Score: Raw -43938.023332 + Penalty 635.356056 = -43302.667277 nChanged 9 SP:Iteration 13Q (314.350995 sec): 3 clusters Score: Raw -43941.884568 + Penalty 635.356056 = -43306.528512 nChanged 8 SP:Iteration 14Q (314.404739 sec): 3 clusters Score: Raw -43945.179062 + Penalty 635.356056 = -43309.823006 nChanged 8 SP:Iteration 15Q (314.445361 sec): 3 clusters Score: Raw -43948.920034 + Penalty 635.356056 = -43313.563978 nChanged 5 SP:Iteration 16Q (314.486086 sec): 3 clusters Score: Raw -43951.059243 + Penalty 635.356056 = -43315.703188 nChanged 8 SP:Iteration 17Q (314.538404 sec): 3 clusters Score: Raw -43954.134395 + Penalty 635.356056 = -43318.778339 nChanged 7 SP:Iteration 18Q (314.575426 sec): 3 clusters Score: Raw -43957.318896 + Penalty 635.356056 = -43321.962840 nChanged 6 SP:Iteration 19Q (314.614269 sec): 3 clusters Score: Raw -43959.973617 + Penalty 635.356056 = -43324.617562 nChanged 13 SP:Iteration 20F (314.657693 sec): 3 clusters Score: Raw -43969.363523 + Penalty 635.356056 = -43334.007468 nChanged 16 SP:Iteration 21Q (314.712994 sec): 3 clusters Score: Raw -43983.180043 + Penalty 635.356056 = -43347.823988 nChanged 16 SP:Iteration 22Q (314.764073 sec): 3 clusters Score: Raw -43992.686301 + Penalty 635.356056 = -43357.330246 nChanged 12 SP:Iteration 23Q (314.805961 sec): 3 clusters Score: Raw -43998.183519 + Penalty 635.356056 = -43362.827464 nChanged 12 SP:Iteration 24Q (314.852826 sec): 3 clusters Score: Raw -44003.361156 + Penalty 635.356056 = -43368.005100 nChanged 9 SP:Iteration 25Q (314.894493 sec): 3 clusters Score: Raw -44008.726013 + Penalty 635.356056 = -43373.369958 nChanged 17 SP:Iteration 26Q (314.940591 sec): 3 clusters Score: Raw -44017.243863 + Penalty 635.356056 = -43381.887808 nChanged 8 SP:Iteration 27Q (314.988555 sec): 3 clusters Score: Raw -44020.420168 + Penalty 635.356056 = -43385.064112 nChanged 7 SP:Iteration 28Q (315.037119 sec): 3 clusters Score: Raw -44025.797076 + Penalty 635.356056 = -43390.441020 nChanged 10 SP:Iteration 29Q (315.085831 sec): 3 clusters Score: Raw -44033.219901 + Penalty 635.356056 = -43397.863846 nChanged 7 SP:Iteration 30Q (315.130727 sec): 3 clusters Score: Raw -44036.881188 + Penalty 635.356056 = -43401.525132 nChanged 4 SP:Iteration 31Q (315.178922 sec): 3 clusters Score: Raw -44038.331696 + Penalty 635.356056 = -43402.975640 nChanged 5 SP:Iteration 32Q (315.227733 sec): 3 clusters Score: Raw -44040.921184 + Penalty 635.356056 = -43405.565128 nChanged 4 SP:Iteration 33Q (315.272600 sec): 3 clusters Score: Raw -44042.614901 + Penalty 635.356056 = -43407.258845 nChanged 5 SP:Iteration 34Q (315.319287 sec): 3 clusters Score: Raw -44045.633928 + Penalty 635.356056 = -43410.277872 nChanged 3 SP:Iteration 35Q (315.365706 sec): 3 clusters Score: Raw -44047.353388 + Penalty 635.356056 = -43411.997333 nChanged 0 SP:Iteration 36F (315.419881 sec): 3 clusters Score: Raw -44047.916082 + Penalty 635.356056 = -43412.560026 nChanged 1 SP:Iteration 37Q (315.463998 sec): 3 clusters Score: Raw -44052.345506 + Penalty 635.356056 = -43416.989451 nChanged 1 SP:Iteration 38Q (315.508986 sec): 3 clusters Score: Raw -44052.814099 + Penalty 635.356056 = -43417.458044 nChanged 0 SP:Iteration 39F (315.554389 sec): 3 clusters Score: Raw -44052.814099 + Penalty 635.356056 = -43417.458044 nChanged 0 Trying to split cluster 25 (10151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (315.575122 sec): 2 clusters Score: Raw -422895.564426 + Penalty 419.752401 = -422475.812025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (315.642837 sec): 3 clusters Score: Raw -416673.635779 + Penalty 839.504803 = -415834.130976 nChanged 4650 SP:Iteration 1F (315.683560 sec): 3 clusters Score: Raw -419400.380308 + Penalty 839.504803 = -418560.875506 nChanged 707 SP:Iteration 2F (315.745928 sec): 3 clusters Score: Raw -419787.830891 + Penalty 839.504803 = -418948.326089 nChanged 707 SP:Iteration 3F (315.801370 sec): 3 clusters Score: Raw -420225.808749 + Penalty 839.504803 = -419386.303946 nChanged 711 SP:Iteration 4F (315.857609 sec): 3 clusters Score: Raw -420701.355289 + Penalty 839.504803 = -419861.850487 nChanged 604 SP:Iteration 5F (315.915635 sec): 3 clusters Score: Raw -421168.527615 + Penalty 839.504803 = -420329.022813 nChanged 539 SP:Iteration 6F (315.967080 sec): 3 clusters Score: Raw -421624.571842 + Penalty 839.504803 = -420785.067039 nChanged 405 SP:Iteration 7Q (316.021148 sec): 3 clusters Score: Raw -421965.833598 + Penalty 839.504803 = -421126.328796 nChanged 333 SP:Iteration 8Q (316.074130 sec): 3 clusters Score: Raw -422180.669750 + Penalty 839.504803 = -421341.164948 nChanged 195 SP:Iteration 9Q (316.139694 sec): 3 clusters Score: Raw -422279.352013 + Penalty 839.504803 = -421439.847210 nChanged 146 SP:Iteration 10Q (316.185785 sec): 3 clusters Score: Raw -422341.203835 + Penalty 839.504803 = -421501.699032 nChanged 147 SP:Iteration 11Q (316.239135 sec): 3 clusters Score: Raw -422401.370851 + Penalty 839.504803 = -421561.866048 nChanged 132 SP:Iteration 12Q (316.290422 sec): 3 clusters Score: Raw -422448.019832 + Penalty 839.504803 = -421608.515030 nChanged 113 SP:Iteration 13Q (316.352238 sec): 3 clusters Score: Raw -422486.404441 + Penalty 839.504803 = -421646.899638 nChanged 112 SP:Iteration 14Q (316.393436 sec): 3 clusters Score: Raw -422527.798368 + Penalty 839.504803 = -421688.293565 nChanged 121 SP:Iteration 15Q (316.456434 sec): 3 clusters Score: Raw -422576.393823 + Penalty 839.504803 = -421736.889020 nChanged 111 SP:Iteration 16Q (316.499739 sec): 3 clusters Score: Raw -422611.500981 + Penalty 839.504803 = -421771.996178 nChanged 81 SP:Iteration 17Q (316.564307 sec): 3 clusters Score: Raw -422638.338704 + Penalty 839.504803 = -421798.833901 nChanged 80 SP:Iteration 18Q (316.617969 sec): 3 clusters Score: Raw -422672.466204 + Penalty 839.504803 = -421832.961402 nChanged 71 SP:Iteration 19Q (316.673698 sec): 3 clusters Score: Raw -422698.624953 + Penalty 839.504803 = -421859.120150 nChanged 69 SP:Iteration 20F (316.720128 sec): 3 clusters Score: Raw -422722.682198 + Penalty 839.504803 = -421883.177395 nChanged 65 SP:Iteration 21Q (316.776244 sec): 3 clusters Score: Raw -422749.144084 + Penalty 839.504803 = -421909.639281 nChanged 64 SP:Iteration 22Q (316.838859 sec): 3 clusters Score: Raw -422777.513473 + Penalty 839.504803 = -421938.008671 nChanged 67 SP:Iteration 23Q (316.882722 sec): 3 clusters Score: Raw -422810.160619 + Penalty 839.504803 = -421970.655816 nChanged 47 SP:Iteration 24Q (316.940478 sec): 3 clusters Score: Raw -422832.337126 + Penalty 839.504803 = -421992.832323 nChanged 40 SP:Iteration 25Q (316.994704 sec): 3 clusters Score: Raw -422851.768499 + Penalty 839.504803 = -422012.263696 nChanged 36 SP:Iteration 26Q (317.042722 sec): 3 clusters Score: Raw -422871.987228 + Penalty 839.504803 = -422032.482425 nChanged 27 SP:Iteration 27Q (317.104218 sec): 3 clusters Score: Raw -422884.825129 + Penalty 839.504803 = -422045.320326 nChanged 29 SP:Iteration 28Q (317.146981 sec): 3 clusters Score: Raw -422895.884781 + Penalty 839.504803 = -422056.379979 nChanged 23 SP:Iteration 29Q (317.207423 sec): 3 clusters Score: Raw -422904.662916 + Penalty 839.504803 = -422065.158113 nChanged 24 SP:Iteration 30Q (317.258443 sec): 3 clusters Score: Raw -422913.044421 + Penalty 839.504803 = -422073.539619 nChanged 14 SP:Iteration 31Q (317.298001 sec): 3 clusters Score: Raw -422916.027266 + Penalty 839.504803 = -422076.522463 nChanged 11 SP:Iteration 32Q (317.356041 sec): 3 clusters Score: Raw -422918.462052 + Penalty 839.504803 = -422078.957249 nChanged 8 SP:Iteration 33Q (317.407813 sec): 3 clusters Score: Raw -422919.566553 + Penalty 839.504803 = -422080.061750 nChanged 9 SP:Iteration 34Q (317.460143 sec): 3 clusters Score: Raw -422921.584550 + Penalty 839.504803 = -422082.079748 nChanged 5 SP:Iteration 35Q (317.518074 sec): 3 clusters Score: Raw -422922.870487 + Penalty 839.504803 = -422083.365685 nChanged 6 SP:Iteration 36Q (317.574704 sec): 3 clusters Score: Raw -422924.600227 + Penalty 839.504803 = -422085.095424 nChanged 6 SP:Iteration 37Q (317.627572 sec): 3 clusters Score: Raw -422926.617755 + Penalty 839.504803 = -422087.112953 nChanged 4 SP:Iteration 38Q (317.671683 sec): 3 clusters Score: Raw -422927.281332 + Penalty 839.504803 = -422087.776529 nChanged 5 SP:Iteration 39Q (317.729496 sec): 3 clusters Score: Raw -422928.087012 + Penalty 839.504803 = -422088.582209 nChanged 3 SP:Iteration 40F (317.790109 sec): 3 clusters Score: Raw -422928.790770 + Penalty 839.504803 = -422089.285967 nChanged 3 SP:Iteration 41Q (317.844602 sec): 3 clusters Score: Raw -422929.603738 + Penalty 839.504803 = -422090.098936 nChanged 3 SP:Iteration 42Q (317.896712 sec): 3 clusters Score: Raw -422930.508133 + Penalty 839.504803 = -422091.003330 nChanged 4 SP:Iteration 43Q (317.951894 sec): 3 clusters Score: Raw -422932.879572 + Penalty 839.504803 = -422093.374769 nChanged 5 SP:Iteration 44Q (318.000428 sec): 3 clusters Score: Raw -422935.052350 + Penalty 839.504803 = -422095.547548 nChanged 6 SP:Iteration 45Q (318.049131 sec): 3 clusters Score: Raw -422937.667313 + Penalty 839.504803 = -422098.162510 nChanged 6 SP:Iteration 46Q (318.112689 sec): 3 clusters Score: Raw -422938.867477 + Penalty 839.504803 = -422099.362675 nChanged 2 SP:Iteration 47Q (318.154061 sec): 3 clusters Score: Raw -422939.409927 + Penalty 839.504803 = -422099.905125 nChanged 0 SP:Iteration 48F (318.205889 sec): 3 clusters Score: Raw -422939.409927 + Penalty 839.504803 = -422099.905125 nChanged 0 Trying to split cluster 26 (1690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (318.239626 sec): 2 clusters Score: Raw -68948.681790 + Penalty 338.178013 = -68610.503777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (318.285298 sec): 3 clusters Score: Raw -68042.450403 + Penalty 676.356027 = -67366.094377 nChanged 672 SP:Iteration 1F (318.330330 sec): 3 clusters Score: Raw -68425.313961 + Penalty 676.356027 = -67748.957934 nChanged 129 SP:Iteration 2F (318.379847 sec): 3 clusters Score: Raw -68495.845613 + Penalty 676.356027 = -67819.489586 nChanged 99 SP:Iteration 3F (318.425627 sec): 3 clusters Score: Raw -68543.290778 + Penalty 676.356027 = -67866.934751 nChanged 84 SP:Iteration 4Q (318.478408 sec): 3 clusters Score: Raw -68590.163025 + Penalty 676.356027 = -67913.806998 nChanged 82 SP:Iteration 5Q (318.514921 sec): 3 clusters Score: Raw -68633.924394 + Penalty 676.356027 = -67957.568368 nChanged 57 SP:Iteration 6Q (318.562443 sec): 3 clusters Score: Raw -68661.530552 + Penalty 676.356027 = -67985.174526 nChanged 46 SP:Iteration 7Q (318.605434 sec): 3 clusters Score: Raw -68686.233792 + Penalty 676.356027 = -68009.877765 nChanged 41 SP:Iteration 8Q (318.658642 sec): 3 clusters Score: Raw -68709.814329 + Penalty 676.356027 = -68033.458302 nChanged 41 SP:Iteration 9Q (318.712177 sec): 3 clusters Score: Raw -68736.928074 + Penalty 676.356027 = -68060.572048 nChanged 35 SP:Iteration 10Q (318.749592 sec): 3 clusters Score: Raw -68755.629482 + Penalty 676.356027 = -68079.273455 nChanged 34 SP:Iteration 11Q (318.801047 sec): 3 clusters Score: Raw -68772.417617 + Penalty 676.356027 = -68096.061591 nChanged 31 SP:Iteration 12Q (318.844207 sec): 3 clusters Score: Raw -68789.746956 + Penalty 676.356027 = -68113.390929 nChanged 30 SP:Iteration 13Q (318.897370 sec): 3 clusters Score: Raw -68801.771830 + Penalty 676.356027 = -68125.415803 nChanged 26 SP:Iteration 14Q (318.939092 sec): 3 clusters Score: Raw -68812.306697 + Penalty 676.356027 = -68135.950670 nChanged 21 SP:Iteration 15Q (318.983270 sec): 3 clusters Score: Raw -68821.114602 + Penalty 676.356027 = -68144.758575 nChanged 16 SP:Iteration 16Q (319.030971 sec): 3 clusters Score: Raw -68827.027781 + Penalty 676.356027 = -68150.671755 nChanged 15 SP:Iteration 17Q (319.075805 sec): 3 clusters Score: Raw -68831.070844 + Penalty 676.356027 = -68154.714818 nChanged 16 SP:Iteration 18Q (319.116338 sec): 3 clusters Score: Raw -68835.893330 + Penalty 676.356027 = -68159.537303 nChanged 14 SP:Iteration 19Q (319.159237 sec): 3 clusters Score: Raw -68839.583277 + Penalty 676.356027 = -68163.227250 nChanged 7 SP:Iteration 20F (319.206237 sec): 3 clusters Score: Raw -68841.181699 + Penalty 676.356027 = -68164.825673 nChanged 7 SP:Iteration 21Q (319.250272 sec): 3 clusters Score: Raw -68844.008928 + Penalty 676.356027 = -68167.652901 nChanged 8 SP:Iteration 22Q (319.289142 sec): 3 clusters Score: Raw -68847.079631 + Penalty 676.356027 = -68170.723604 nChanged 8 SP:Iteration 23Q (319.327784 sec): 3 clusters Score: Raw -68849.846604 + Penalty 676.356027 = -68173.490577 nChanged 10 SP:Iteration 24Q (319.371621 sec): 3 clusters Score: Raw -68853.679118 + Penalty 676.356027 = -68177.323091 nChanged 8 SP:Iteration 25Q (319.418665 sec): 3 clusters Score: Raw -68856.458850 + Penalty 676.356027 = -68180.102823 nChanged 5 SP:Iteration 26Q (319.466437 sec): 3 clusters Score: Raw -68857.320428 + Penalty 676.356027 = -68180.964402 nChanged 4 SP:Iteration 27Q (319.500068 sec): 3 clusters Score: Raw -68859.925184 + Penalty 676.356027 = -68183.569158 nChanged 7 SP:Iteration 28Q (319.549638 sec): 3 clusters Score: Raw -68862.198013 + Penalty 676.356027 = -68185.841986 nChanged 11 SP:Iteration 29Q (319.591545 sec): 3 clusters Score: Raw -68864.949680 + Penalty 676.356027 = -68188.593654 nChanged 4 SP:Iteration 30Q (319.637811 sec): 3 clusters Score: Raw -68866.744682 + Penalty 676.356027 = -68190.388655 nChanged 4 SP:Iteration 31Q (319.697641 sec): 3 clusters Score: Raw -68867.543894 + Penalty 676.356027 = -68191.187868 nChanged 2 SP:Iteration 32Q (319.738654 sec): 3 clusters Score: Raw -68868.070372 + Penalty 676.356027 = -68191.714345 nChanged 1 SP:Iteration 33Q (319.780807 sec): 3 clusters Score: Raw -68868.262814 + Penalty 676.356027 = -68191.906788 nChanged 3 SP:Iteration 34Q (319.821997 sec): 3 clusters Score: Raw -68868.888808 + Penalty 676.356027 = -68192.532782 nChanged 2 SP:Iteration 35Q (319.862607 sec): 3 clusters Score: Raw -68869.295247 + Penalty 676.356027 = -68192.939220 nChanged 3 SP:Iteration 36Q (319.908705 sec): 3 clusters Score: Raw -68869.919611 + Penalty 676.356027 = -68193.563585 nChanged 4 SP:Iteration 37Q (319.951492 sec): 3 clusters Score: Raw -68871.711634 + Penalty 676.356027 = -68195.355608 nChanged 4 SP:Iteration 38Q (319.996594 sec): 3 clusters Score: Raw -68872.446421 + Penalty 676.356027 = -68196.090395 nChanged 2 SP:Iteration 39Q (320.047601 sec): 3 clusters Score: Raw -68872.734005 + Penalty 676.356027 = -68196.377978 nChanged 0 SP:Iteration 40F (320.095503 sec): 3 clusters Score: Raw -68872.734005 + Penalty 676.356027 = -68196.377978 nChanged 0 Trying to split cluster 27 (1984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (320.119426 sec): 2 clusters Score: Raw -84931.384985 + Penalty 345.475598 = -84585.909387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (320.157345 sec): 3 clusters Score: Raw -83818.475493 + Penalty 690.951196 = -83127.524297 nChanged 842 SP:Iteration 1F (320.195051 sec): 3 clusters Score: Raw -84317.293191 + Penalty 690.951196 = -83626.341995 nChanged 145 SP:Iteration 2F (320.239358 sec): 3 clusters Score: Raw -84418.730347 + Penalty 690.951196 = -83727.779151 nChanged 126 SP:Iteration 3F (320.287097 sec): 3 clusters Score: Raw -84538.570681 + Penalty 690.951196 = -83847.619485 nChanged 112 SP:Iteration 4F (320.339695 sec): 3 clusters Score: Raw -84678.537776 + Penalty 690.951196 = -83987.586580 nChanged 90 SP:Iteration 5Q (320.384112 sec): 3 clusters Score: Raw -84754.228317 + Penalty 690.951196 = -84063.277121 nChanged 73 SP:Iteration 6Q (320.431176 sec): 3 clusters Score: Raw -84806.536994 + Penalty 690.951196 = -84115.585798 nChanged 63 SP:Iteration 7Q (320.471436 sec): 3 clusters Score: Raw -84847.803024 + Penalty 690.951196 = -84156.851828 nChanged 57 SP:Iteration 8Q (320.518556 sec): 3 clusters Score: Raw -84887.194140 + Penalty 690.951196 = -84196.242944 nChanged 55 SP:Iteration 9Q (320.569621 sec): 3 clusters Score: Raw -84924.569564 + Penalty 690.951196 = -84233.618368 nChanged 42 SP:Iteration 10Q (320.625647 sec): 3 clusters Score: Raw -84946.515581 + Penalty 690.951196 = -84255.564385 nChanged 36 SP:Iteration 11Q (320.676079 sec): 3 clusters Score: Raw -84961.031114 + Penalty 690.951196 = -84270.079918 nChanged 32 SP:Iteration 12Q (320.713360 sec): 3 clusters Score: Raw -84975.758151 + Penalty 690.951196 = -84284.806954 nChanged 24 SP:Iteration 13Q (320.757989 sec): 3 clusters Score: Raw -84991.320099 + Penalty 690.951196 = -84300.368903 nChanged 29 SP:Iteration 14Q (320.780502 sec): 3 clusters Score: Raw -85010.465774 + Penalty 690.951196 = -84319.514578 nChanged 27 SP:Iteration 15Q (320.808545 sec): 3 clusters Score: Raw -85024.698531 + Penalty 690.951196 = -84333.747335 nChanged 17 SP:Iteration 16Q (320.835585 sec): 3 clusters Score: Raw -85030.677172 + Penalty 690.951196 = -84339.725976 nChanged 16 SP:Iteration 17Q (320.883511 sec): 3 clusters Score: Raw -85038.793829 + Penalty 690.951196 = -84347.842633 nChanged 20 SP:Iteration 18Q (320.923087 sec): 3 clusters Score: Raw -85050.691391 + Penalty 690.951196 = -84359.740195 nChanged 18 SP:Iteration 19Q (320.977444 sec): 3 clusters Score: Raw -85057.605798 + Penalty 690.951196 = -84366.654602 nChanged 9 SP:Iteration 20F (321.024238 sec): 3 clusters Score: Raw -85060.750721 + Penalty 690.951196 = -84369.799524 nChanged 13 SP:Iteration 21Q (321.063652 sec): 3 clusters Score: Raw -85067.035817 + Penalty 690.951196 = -84376.084621 nChanged 15 SP:Iteration 22Q (321.110504 sec): 3 clusters Score: Raw -85073.735426 + Penalty 690.951196 = -84382.784230 nChanged 16 SP:Iteration 23Q (321.151911 sec): 3 clusters Score: Raw -85078.529435 + Penalty 690.951196 = -84387.578239 nChanged 10 SP:Iteration 24Q (321.202166 sec): 3 clusters Score: Raw -85081.693585 + Penalty 690.951196 = -84390.742389 nChanged 7 SP:Iteration 25Q (321.246518 sec): 3 clusters Score: Raw -85083.545338 + Penalty 690.951196 = -84392.594141 nChanged 3 SP:Iteration 26Q (321.284910 sec): 3 clusters Score: Raw -85084.255596 + Penalty 690.951196 = -84393.304400 nChanged 4 SP:Iteration 27Q (321.327844 sec): 3 clusters Score: Raw -85085.510647 + Penalty 690.951196 = -84394.559451 nChanged 6 SP:Iteration 28Q (321.371657 sec): 3 clusters Score: Raw -85086.608766 + Penalty 690.951196 = -84395.657569 nChanged 4 SP:Iteration 29Q (321.414616 sec): 3 clusters Score: Raw -85087.591264 + Penalty 690.951196 = -84396.640068 nChanged 4 SP:Iteration 30Q (321.460568 sec): 3 clusters Score: Raw -85088.772937 + Penalty 690.951196 = -84397.821740 nChanged 3 SP:Iteration 31Q (321.512007 sec): 3 clusters Score: Raw -85090.201655 + Penalty 690.951196 = -84399.250459 nChanged 1 SP:Iteration 32Q (321.555176 sec): 3 clusters Score: Raw -85090.742310 + Penalty 690.951196 = -84399.791113 nChanged 1 SP:Iteration 33Q (321.603563 sec): 3 clusters Score: Raw -85091.230841 + Penalty 690.951196 = -84400.279645 nChanged 0 SP:Iteration 34F (321.648297 sec): 3 clusters Score: Raw -85091.230841 + Penalty 690.951196 = -84400.279645 nChanged 0 Trying to split cluster 28 (735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (321.671418 sec): 2 clusters Score: Raw -24769.764079 + Penalty 300.294108 = -24469.469971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (321.707991 sec): 3 clusters Score: Raw -24442.761347 + Penalty 600.588215 = -23842.173132 nChanged 278 SP:Iteration 1F (321.747581 sec): 3 clusters Score: Raw -24700.175856 + Penalty 600.588215 = -24099.587641 nChanged 78 SP:Iteration 2F (321.797018 sec): 3 clusters Score: Raw -24773.865629 + Penalty 600.588215 = -24173.277414 nChanged 42 SP:Iteration 3F (321.835982 sec): 3 clusters Score: Raw -24806.097468 + Penalty 600.588215 = -24205.509252 nChanged 21 SP:Iteration 4Q (321.887720 sec): 3 clusters Score: Raw -24824.180698 + Penalty 600.588215 = -24223.592482 nChanged 12 SP:Iteration 5Q (321.927996 sec): 3 clusters Score: Raw -24829.776462 + Penalty 600.588215 = -24229.188246 nChanged 9 SP:Iteration 6Q (321.964220 sec): 3 clusters Score: Raw -24834.275706 + Penalty 600.588215 = -24233.687491 nChanged 6 SP:Iteration 7Q (322.015205 sec): 3 clusters Score: Raw -24838.004679 + Penalty 600.588215 = -24237.416463 nChanged 8 SP:Iteration 8Q (322.056824 sec): 3 clusters Score: Raw -24842.612520 + Penalty 600.588215 = -24242.024305 nChanged 5 SP:Iteration 9Q (322.096251 sec): 3 clusters Score: Raw -24845.025758 + Penalty 600.588215 = -24244.437543 nChanged 3 SP:Iteration 10Q (322.149145 sec): 3 clusters Score: Raw -24846.024167 + Penalty 600.588215 = -24245.435952 nChanged 3 SP:Iteration 11Q (322.192983 sec): 3 clusters Score: Raw -24847.364429 + Penalty 600.588215 = -24246.776214 nChanged 1 SP:Iteration 12Q (322.229038 sec): 3 clusters Score: Raw -24847.588760 + Penalty 600.588215 = -24247.000545 nChanged 0 SP:Iteration 13F (322.275154 sec): 3 clusters Score: Raw -24847.588760 + Penalty 600.588215 = -24247.000545 nChanged 0 Trying to split cluster 29 (5191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (322.309807 sec): 2 clusters Score: Raw -185730.991655 + Penalty 389.238014 = -185341.753641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (322.355619 sec): 3 clusters Score: Raw -182614.408224 + Penalty 778.476029 = -181835.932195 nChanged 2354 SP:Iteration 1F (322.406408 sec): 3 clusters Score: Raw -184220.539701 + Penalty 778.476029 = -183442.063672 nChanged 468 SP:Iteration 2F (322.445278 sec): 3 clusters Score: Raw -184530.326637 + Penalty 778.476029 = -183751.850608 nChanged 372 SP:Iteration 3F (322.495564 sec): 3 clusters Score: Raw -184818.395030 + Penalty 778.476029 = -184039.919001 nChanged 354 SP:Iteration 4F (322.547855 sec): 3 clusters Score: Raw -185132.256890 + Penalty 778.476029 = -184353.780861 nChanged 295 SP:Iteration 5F (322.593936 sec): 3 clusters Score: Raw -185397.986812 + Penalty 778.476029 = -184619.510783 nChanged 245 SP:Iteration 6Q (322.643188 sec): 3 clusters Score: Raw -185576.133686 + Penalty 778.476029 = -184797.657657 nChanged 184 SP:Iteration 7Q (322.689297 sec): 3 clusters Score: Raw -185665.551755 + Penalty 778.476029 = -184887.075726 nChanged 114 SP:Iteration 8Q (322.750006 sec): 3 clusters Score: Raw -185710.170340 + Penalty 778.476029 = -184931.694311 nChanged 97 SP:Iteration 9Q (322.798232 sec): 3 clusters Score: Raw -185749.806859 + Penalty 778.476029 = -184971.330830 nChanged 92 SP:Iteration 10Q (322.846582 sec): 3 clusters Score: Raw -185787.883537 + Penalty 778.476029 = -185009.407508 nChanged 64 SP:Iteration 11Q (322.892921 sec): 3 clusters Score: Raw -185814.163534 + Penalty 778.476029 = -185035.687505 nChanged 62 SP:Iteration 12Q (322.940182 sec): 3 clusters Score: Raw -185841.205019 + Penalty 778.476029 = -185062.728990 nChanged 58 SP:Iteration 13Q (322.981756 sec): 3 clusters Score: Raw -185861.575224 + Penalty 778.476029 = -185083.099195 nChanged 60 SP:Iteration 14Q (323.033468 sec): 3 clusters Score: Raw -185881.076346 + Penalty 778.476029 = -185102.600318 nChanged 48 SP:Iteration 15Q (323.074146 sec): 3 clusters Score: Raw -185894.698129 + Penalty 778.476029 = -185116.222101 nChanged 44 SP:Iteration 16Q (323.128142 sec): 3 clusters Score: Raw -185909.531178 + Penalty 778.476029 = -185131.055149 nChanged 43 SP:Iteration 17Q (323.177559 sec): 3 clusters Score: Raw -185929.010277 + Penalty 778.476029 = -185150.534248 nChanged 46 SP:Iteration 18Q (323.214067 sec): 3 clusters Score: Raw -185948.817457 + Penalty 778.476029 = -185170.341428 nChanged 46 SP:Iteration 19Q (323.258700 sec): 3 clusters Score: Raw -185963.323958 + Penalty 778.476029 = -185184.847929 nChanged 53 SP:Iteration 20F (323.319568 sec): 3 clusters Score: Raw -185979.913769 + Penalty 778.476029 = -185201.437740 nChanged 40 SP:Iteration 21Q (323.367245 sec): 3 clusters Score: Raw -185990.667535 + Penalty 778.476029 = -185212.191506 nChanged 31 SP:Iteration 22Q (323.405775 sec): 3 clusters Score: Raw -185999.687741 + Penalty 778.476029 = -185221.211712 nChanged 41 SP:Iteration 23Q (323.456432 sec): 3 clusters Score: Raw -186010.578297 + Penalty 778.476029 = -185232.102268 nChanged 39 SP:Iteration 24Q (323.514326 sec): 3 clusters Score: Raw -186022.461051 + Penalty 778.476029 = -185243.985022 nChanged 32 SP:Iteration 25Q (323.561104 sec): 3 clusters Score: Raw -186031.907399 + Penalty 778.476029 = -185253.431370 nChanged 23 SP:Iteration 26Q (323.614531 sec): 3 clusters Score: Raw -186037.233984 + Penalty 778.476029 = -185258.757955 nChanged 28 SP:Iteration 27Q (323.660376 sec): 3 clusters Score: Raw -186044.720714 + Penalty 778.476029 = -185266.244685 nChanged 19 SP:Iteration 28Q (323.715516 sec): 3 clusters Score: Raw -186048.538538 + Penalty 778.476029 = -185270.062510 nChanged 23 SP:Iteration 29Q (323.769590 sec): 3 clusters Score: Raw -186052.960675 + Penalty 778.476029 = -185274.484646 nChanged 19 SP:Iteration 30Q (323.809169 sec): 3 clusters Score: Raw -186056.939016 + Penalty 778.476029 = -185278.462988 nChanged 21 SP:Iteration 31Q (323.859904 sec): 3 clusters Score: Raw -186060.508554 + Penalty 778.476029 = -185282.032525 nChanged 11 SP:Iteration 32Q (323.900211 sec): 3 clusters Score: Raw -186062.728614 + Penalty 778.476029 = -185284.252585 nChanged 15 SP:Iteration 33Q (323.947491 sec): 3 clusters Score: Raw -186065.316750 + Penalty 778.476029 = -185286.840721 nChanged 15 SP:Iteration 34Q (323.996408 sec): 3 clusters Score: Raw -186068.393379 + Penalty 778.476029 = -185289.917350 nChanged 20 SP:Iteration 35Q (324.040080 sec): 3 clusters Score: Raw -186073.162040 + Penalty 778.476029 = -185294.686011 nChanged 15 SP:Iteration 36Q (324.084190 sec): 3 clusters Score: Raw -186076.220233 + Penalty 778.476029 = -185297.744204 nChanged 13 SP:Iteration 37Q (324.129419 sec): 3 clusters Score: Raw -186078.572916 + Penalty 778.476029 = -185300.096887 nChanged 15 SP:Iteration 38Q (324.164342 sec): 3 clusters Score: Raw -186081.252552 + Penalty 778.476029 = -185302.776523 nChanged 14 SP:Iteration 39Q (324.206670 sec): 3 clusters Score: Raw -186083.576840 + Penalty 778.476029 = -185305.100811 nChanged 10 SP:Iteration 40F (324.243408 sec): 3 clusters Score: Raw -186085.053735 + Penalty 778.476029 = -185306.577707 nChanged 9 SP:Iteration 41Q (324.292915 sec): 3 clusters Score: Raw -186086.284098 + Penalty 778.476029 = -185307.808069 nChanged 4 SP:Iteration 42Q (324.337027 sec): 3 clusters Score: Raw -186087.374460 + Penalty 778.476029 = -185308.898431 nChanged 7 SP:Iteration 43Q (324.380031 sec): 3 clusters Score: Raw -186089.040574 + Penalty 778.476029 = -185310.564545 nChanged 5 SP:Iteration 44Q (324.435422 sec): 3 clusters Score: Raw -186090.257702 + Penalty 778.476029 = -185311.781673 nChanged 7 SP:Iteration 45Q (324.475700 sec): 3 clusters Score: Raw -186092.508182 + Penalty 778.476029 = -185314.032153 nChanged 4 SP:Iteration 46Q (324.528210 sec): 3 clusters Score: Raw -186094.297996 + Penalty 778.476029 = -185315.821967 nChanged 11 SP:Iteration 47Q (324.574398 sec): 3 clusters Score: Raw -186098.314093 + Penalty 778.476029 = -185319.838064 nChanged 12 SP:Iteration 48Q (324.623252 sec): 3 clusters Score: Raw -186104.738196 + Penalty 778.476029 = -185326.262167 nChanged 13 SP:Iteration 49Q (324.678513 sec): 3 clusters Score: Raw -186110.239215 + Penalty 778.476029 = -185331.763186 nChanged 16 SP:Iteration 50Q (324.729080 sec): 3 clusters Score: Raw -186115.168816 + Penalty 778.476029 = -185336.692787 nChanged 13 SP:Iteration 51Q (324.768381 sec): 3 clusters Score: Raw -186118.020022 + Penalty 778.476029 = -185339.543993 nChanged 13 SP:Iteration 52Q (324.829560 sec): 3 clusters Score: Raw -186120.858615 + Penalty 778.476029 = -185342.382586 nChanged 11 SP:Iteration 53Q (324.866614 sec): 3 clusters Score: Raw -186123.554559 + Penalty 778.476029 = -185345.078530 nChanged 9 SP:Iteration 54Q (324.924326 sec): 3 clusters Score: Raw -186126.174930 + Penalty 778.476029 = -185347.698902 nChanged 12 SP:Iteration 55Q (324.964390 sec): 3 clusters Score: Raw -186129.392142 + Penalty 778.476029 = -185350.916114 nChanged 12 SP:Iteration 56Q (325.013065 sec): 3 clusters Score: Raw -186133.110068 + Penalty 778.476029 = -185354.634039 nChanged 11 SP:Iteration 57Q (325.069851 sec): 3 clusters Score: Raw -186136.642410 + Penalty 778.476029 = -185358.166381 nChanged 15 SP:Iteration 58Q (325.115556 sec): 3 clusters Score: Raw -186142.237310 + Penalty 778.476029 = -185363.761281 nChanged 16 SP:Iteration 59Q (325.158200 sec): 3 clusters Score: Raw -186149.736748 + Penalty 778.476029 = -185371.260719 nChanged 21 SP:Iteration 60F (325.195429 sec): 3 clusters Score: Raw -186158.886281 + Penalty 778.476029 = -185380.410252 nChanged 19 SP:Iteration 61Q (325.221832 sec): 3 clusters Score: Raw -186167.324830 + Penalty 778.476029 = -185388.848801 nChanged 16 SP:Iteration 62Q (325.261724 sec): 3 clusters Score: Raw -186175.003169 + Penalty 778.476029 = -185396.527141 nChanged 19 SP:Iteration 63Q (325.294033 sec): 3 clusters Score: Raw -186187.498954 + Penalty 778.476029 = -185409.022925 nChanged 25 SP:Iteration 64Q (325.320512 sec): 3 clusters Score: Raw -186206.879287 + Penalty 778.476029 = -185428.403258 nChanged 25 SP:Iteration 65Q (325.365430 sec): 3 clusters Score: Raw -186226.897800 + Penalty 778.476029 = -185448.421771 nChanged 21 SP:Iteration 66Q (325.407583 sec): 3 clusters Score: Raw -186243.317643 + Penalty 778.476029 = -185464.841615 nChanged 23 SP:Iteration 67Q (325.448859 sec): 3 clusters Score: Raw -186270.689767 + Penalty 778.476029 = -185492.213738 nChanged 18 SP:Iteration 68Q (325.490520 sec): 3 clusters Score: Raw -186286.143064 + Penalty 778.476029 = -185507.667035 nChanged 14 SP:Iteration 69Q (325.521821 sec): 3 clusters Score: Raw -186304.769028 + Penalty 778.476029 = -185526.292999 nChanged 13 SP:Iteration 70Q (325.562817 sec): 3 clusters Score: Raw -186324.170575 + Penalty 778.476029 = -185545.694546 nChanged 11 SP:Iteration 71Q (325.599039 sec): 3 clusters Score: Raw -186330.974359 + Penalty 778.476029 = -185552.498330 nChanged 9 SP:Iteration 72Q (325.644226 sec): 3 clusters Score: Raw -186339.878045 + Penalty 778.476029 = -185561.402016 nChanged 6 SP:Iteration 73Q (325.698071 sec): 3 clusters Score: Raw -186342.598588 + Penalty 778.476029 = -185564.122560 nChanged 5 SP:Iteration 74Q (325.749428 sec): 3 clusters Score: Raw -186345.524523 + Penalty 778.476029 = -185567.048495 nChanged 5 SP:Iteration 75Q (325.795961 sec): 3 clusters Score: Raw -186348.079281 + Penalty 778.476029 = -185569.603252 nChanged 3 SP:Iteration 76Q (325.833222 sec): 3 clusters Score: Raw -186349.396114 + Penalty 778.476029 = -185570.920085 nChanged 1 SP:Iteration 77Q (325.887984 sec): 3 clusters Score: Raw -186349.548586 + Penalty 778.476029 = -185571.072557 nChanged 0 SP:Iteration 78F (325.933285 sec): 3 clusters Score: Raw -186349.548586 + Penalty 778.476029 = -185571.072557 nChanged 0 Score: Raw -6282975.383409 + Penalty 20268.684543 = -6262706.698866 Splitting cluster 29 changes total score from -6262278.446790 to -6262706.698866 So it's getting split into cluster 37. Trying to split cluster 30 (1640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (328.732188 sec): 2 clusters Score: Raw -65888.597591 + Penalty 336.811544 = -65551.786047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (328.784408 sec): 3 clusters Score: Raw -64988.679160 + Penalty 673.623088 = -64315.056072 nChanged 697 SP:Iteration 1F (328.829251 sec): 3 clusters Score: Raw -65390.809839 + Penalty 673.623088 = -64717.186751 nChanged 145 SP:Iteration 2F (328.864327 sec): 3 clusters Score: Raw -65488.106660 + Penalty 673.623088 = -64814.483572 nChanged 105 SP:Iteration 3F (328.910826 sec): 3 clusters Score: Raw -65556.100001 + Penalty 673.623088 = -64882.476913 nChanged 93 SP:Iteration 4F (328.963828 sec): 3 clusters Score: Raw -65614.628824 + Penalty 673.623088 = -64941.005736 nChanged 63 SP:Iteration 5Q (329.004758 sec): 3 clusters Score: Raw -65649.951136 + Penalty 673.623088 = -64976.328048 nChanged 51 SP:Iteration 6Q (329.041633 sec): 3 clusters Score: Raw -65676.676212 + Penalty 673.623088 = -65003.053124 nChanged 43 SP:Iteration 7Q (329.088326 sec): 3 clusters Score: Raw -65697.029826 + Penalty 673.623088 = -65023.406737 nChanged 35 SP:Iteration 8Q (329.135725 sec): 3 clusters Score: Raw -65715.954162 + Penalty 673.623088 = -65042.331074 nChanged 36 SP:Iteration 9Q (329.180251 sec): 3 clusters Score: Raw -65736.490696 + Penalty 673.623088 = -65062.867607 nChanged 33 SP:Iteration 10Q (329.225238 sec): 3 clusters Score: Raw -65766.698463 + Penalty 673.623088 = -65093.075375 nChanged 37 SP:Iteration 11Q (329.282091 sec): 3 clusters Score: Raw -65792.196753 + Penalty 673.623088 = -65118.573665 nChanged 31 SP:Iteration 12Q (329.323253 sec): 3 clusters Score: Raw -65814.027532 + Penalty 673.623088 = -65140.404444 nChanged 30 SP:Iteration 13Q (329.366605 sec): 3 clusters Score: Raw -65833.664991 + Penalty 673.623088 = -65160.041903 nChanged 21 SP:Iteration 14Q (329.403993 sec): 3 clusters Score: Raw -65843.777165 + Penalty 673.623088 = -65170.154077 nChanged 10 SP:Iteration 15Q (329.454481 sec): 3 clusters Score: Raw -65847.965815 + Penalty 673.623088 = -65174.342727 nChanged 11 SP:Iteration 16Q (329.496216 sec): 3 clusters Score: Raw -65855.950637 + Penalty 673.623088 = -65182.327548 nChanged 16 SP:Iteration 17Q (329.540799 sec): 3 clusters Score: Raw -65863.148651 + Penalty 673.623088 = -65189.525562 nChanged 8 SP:Iteration 18Q (329.576834 sec): 3 clusters Score: Raw -65865.913679 + Penalty 673.623088 = -65192.290590 nChanged 7 SP:Iteration 19Q (329.624573 sec): 3 clusters Score: Raw -65867.664339 + Penalty 673.623088 = -65194.041251 nChanged 8 SP:Iteration 20F (329.662405 sec): 3 clusters Score: Raw -65871.592543 + Penalty 673.623088 = -65197.969454 nChanged 7 SP:Iteration 21Q (329.718804 sec): 3 clusters Score: Raw -65873.769587 + Penalty 673.623088 = -65200.146498 nChanged 6 SP:Iteration 22Q (329.754005 sec): 3 clusters Score: Raw -65875.518173 + Penalty 673.623088 = -65201.895085 nChanged 5 SP:Iteration 23Q (329.795086 sec): 3 clusters Score: Raw -65876.945285 + Penalty 673.623088 = -65203.322197 nChanged 7 SP:Iteration 24Q (329.835544 sec): 3 clusters Score: Raw -65878.897290 + Penalty 673.623088 = -65205.274202 nChanged 4 SP:Iteration 25Q (329.872897 sec): 3 clusters Score: Raw -65879.387616 + Penalty 673.623088 = -65205.764527 nChanged 3 SP:Iteration 26Q (329.920381 sec): 3 clusters Score: Raw -65879.645459 + Penalty 673.623088 = -65206.022370 nChanged 1 SP:Iteration 27Q (329.959231 sec): 3 clusters Score: Raw -65879.854024 + Penalty 673.623088 = -65206.230936 nChanged 0 SP:Iteration 28F (330.016563 sec): 3 clusters Score: Raw -65879.854024 + Penalty 673.623088 = -65206.230936 nChanged 0 Trying to split cluster 31 (4088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (330.032322 sec): 2 clusters Score: Raw -160401.276526 + Penalty 378.369407 = -160022.907119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (330.084124 sec): 3 clusters Score: Raw -157996.624389 + Penalty 756.738813 = -157239.885576 nChanged 1838 SP:Iteration 1F (330.127701 sec): 3 clusters Score: Raw -159802.220863 + Penalty 756.738813 = -159045.482050 nChanged 463 SP:Iteration 2F (330.182652 sec): 3 clusters Score: Raw -160556.922615 + Penalty 756.738813 = -159800.183802 nChanged 384 SP:Iteration 3F (330.228411 sec): 3 clusters Score: Raw -160919.048499 + Penalty 756.738813 = -160162.309686 nChanged 232 SP:Iteration 4F (330.269607 sec): 3 clusters Score: Raw -161062.018249 + Penalty 756.738813 = -160305.279436 nChanged 115 SP:Iteration 5Q (330.316531 sec): 3 clusters Score: Raw -161135.022898 + Penalty 756.738813 = -160378.284085 nChanged 99 SP:Iteration 6Q (330.363705 sec): 3 clusters Score: Raw -161211.405987 + Penalty 756.738813 = -160454.667174 nChanged 82 SP:Iteration 7Q (330.423418 sec): 3 clusters Score: Raw -161278.847553 + Penalty 756.738813 = -160522.108740 nChanged 81 SP:Iteration 8Q (330.469218 sec): 3 clusters Score: Raw -161334.639627 + Penalty 756.738813 = -160577.900814 nChanged 71 SP:Iteration 9Q (330.518344 sec): 3 clusters Score: Raw -161388.629291 + Penalty 756.738813 = -160631.890478 nChanged 73 SP:Iteration 10Q (330.558255 sec): 3 clusters Score: Raw -161470.326924 + Penalty 756.738813 = -160713.588111 nChanged 77 SP:Iteration 11Q (330.605159 sec): 3 clusters Score: Raw -161560.312121 + Penalty 756.738813 = -160803.573308 nChanged 68 SP:Iteration 12Q (330.654686 sec): 3 clusters Score: Raw -161641.732006 + Penalty 756.738813 = -160884.993193 nChanged 69 SP:Iteration 13Q (330.707821 sec): 3 clusters Score: Raw -161721.253685 + Penalty 756.738813 = -160964.514872 nChanged 60 SP:Iteration 14Q (330.759572 sec): 3 clusters Score: Raw -161784.390324 + Penalty 756.738813 = -161027.651511 nChanged 43 SP:Iteration 15Q (330.795785 sec): 3 clusters Score: Raw -161849.024122 + Penalty 756.738813 = -161092.285309 nChanged 37 SP:Iteration 16Q (330.849943 sec): 3 clusters Score: Raw -161903.470405 + Penalty 756.738813 = -161146.731592 nChanged 21 SP:Iteration 17Q (330.889372 sec): 3 clusters Score: Raw -161922.087222 + Penalty 756.738813 = -161165.348409 nChanged 14 SP:Iteration 18Q (330.940776 sec): 3 clusters Score: Raw -161934.497672 + Penalty 756.738813 = -161177.758859 nChanged 11 SP:Iteration 19Q (330.979472 sec): 3 clusters Score: Raw -161943.107207 + Penalty 756.738813 = -161186.368394 nChanged 7 SP:Iteration 20F (331.033627 sec): 3 clusters Score: Raw -161946.875610 + Penalty 756.738813 = -161190.136797 nChanged 7 SP:Iteration 21Q (331.079853 sec): 3 clusters Score: Raw -161949.321466 + Penalty 756.738813 = -161192.582653 nChanged 3 SP:Iteration 22Q (331.123070 sec): 3 clusters Score: Raw -161950.704435 + Penalty 756.738813 = -161193.965622 nChanged 4 SP:Iteration 23Q (331.178220 sec): 3 clusters Score: Raw -161953.275014 + Penalty 756.738813 = -161196.536201 nChanged 3 SP:Iteration 24Q (331.228721 sec): 3 clusters Score: Raw -161954.475676 + Penalty 756.738813 = -161197.736863 nChanged 1 SP:Iteration 25Q (331.279181 sec): 3 clusters Score: Raw -161954.603993 + Penalty 756.738813 = -161197.865180 nChanged 0 SP:Iteration 26F (331.326957 sec): 3 clusters Score: Raw -161954.603993 + Penalty 756.738813 = -161197.865180 nChanged 0 Score: Raw -6284528.710876 + Penalty 20816.486828 = -6263712.224048 Splitting cluster 31 changes total score from -6262278.446790 to -6263712.224048 So it's getting split into cluster 38. Trying to split cluster 32 (1465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (334.137826 sec): 2 clusters Score: Raw -59817.136145 + Penalty 331.677279 = -59485.458866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (334.174432 sec): 3 clusters Score: Raw -59023.683086 + Penalty 663.354557 = -58360.328529 nChanged 604 SP:Iteration 1F (334.225218 sec): 3 clusters Score: Raw -59394.523269 + Penalty 663.354557 = -58731.168711 nChanged 109 SP:Iteration 2F (334.266732 sec): 3 clusters Score: Raw -59448.636010 + Penalty 663.354557 = -58785.281452 nChanged 78 SP:Iteration 3F (334.305350 sec): 3 clusters Score: Raw -59499.980785 + Penalty 663.354557 = -58836.626227 nChanged 70 SP:Iteration 4Q (334.352826 sec): 3 clusters Score: Raw -59556.246328 + Penalty 663.354557 = -58892.891770 nChanged 76 SP:Iteration 5F (334.403590 sec): 3 clusters Score: Raw -59607.971185 + Penalty 663.354557 = -58944.616628 nChanged 51 SP:Iteration 6Q (334.446388 sec): 3 clusters Score: Raw -59643.605933 + Penalty 663.354557 = -58980.251376 nChanged 45 SP:Iteration 7Q (334.483248 sec): 3 clusters Score: Raw -59674.348639 + Penalty 663.354557 = -59010.994082 nChanged 42 SP:Iteration 8Q (334.524898 sec): 3 clusters Score: Raw -59703.209850 + Penalty 663.354557 = -59039.855293 nChanged 45 SP:Iteration 9Q (334.576789 sec): 3 clusters Score: Raw -59748.723317 + Penalty 663.354557 = -59085.368760 nChanged 50 SP:Iteration 10Q (334.618112 sec): 3 clusters Score: Raw -59796.748938 + Penalty 663.354557 = -59133.394381 nChanged 39 SP:Iteration 11Q (334.657078 sec): 3 clusters Score: Raw -59824.024888 + Penalty 663.354557 = -59160.670331 nChanged 26 SP:Iteration 12Q (334.714150 sec): 3 clusters Score: Raw -59847.582192 + Penalty 663.354557 = -59184.227635 nChanged 20 SP:Iteration 13Q (334.759660 sec): 3 clusters Score: Raw -59867.521827 + Penalty 663.354557 = -59204.167269 nChanged 17 SP:Iteration 14Q (334.805122 sec): 3 clusters Score: Raw -59876.508015 + Penalty 663.354557 = -59213.153458 nChanged 14 SP:Iteration 15Q (334.847991 sec): 3 clusters Score: Raw -59885.965743 + Penalty 663.354557 = -59222.611185 nChanged 10 SP:Iteration 16Q (334.881454 sec): 3 clusters Score: Raw -59894.914753 + Penalty 663.354557 = -59231.560196 nChanged 6 SP:Iteration 17Q (334.931555 sec): 3 clusters Score: Raw -59900.558650 + Penalty 663.354557 = -59237.204093 nChanged 10 SP:Iteration 18Q (334.969388 sec): 3 clusters Score: Raw -59911.183201 + Penalty 663.354557 = -59247.828644 nChanged 8 SP:Iteration 19Q (335.015955 sec): 3 clusters Score: Raw -59918.091267 + Penalty 663.354557 = -59254.736710 nChanged 2 SP:Iteration 20F (335.069452 sec): 3 clusters Score: Raw -59919.726408 + Penalty 663.354557 = -59256.371851 nChanged 2 SP:Iteration 21Q (335.105801 sec): 3 clusters Score: Raw -59921.125460 + Penalty 663.354557 = -59257.770903 nChanged 2 SP:Iteration 22Q (335.154438 sec): 3 clusters Score: Raw -59922.117917 + Penalty 663.354557 = -59258.763360 nChanged 1 SP:Iteration 23Q (335.189373 sec): 3 clusters Score: Raw -59922.509923 + Penalty 663.354557 = -59259.155366 nChanged 2 SP:Iteration 24Q (335.240470 sec): 3 clusters Score: Raw -59923.666710 + Penalty 663.354557 = -59260.312153 nChanged 3 SP:Iteration 25Q (335.277359 sec): 3 clusters Score: Raw -59929.916000 + Penalty 663.354557 = -59266.561443 nChanged 7 SP:Iteration 26Q (335.331933 sec): 3 clusters Score: Raw -59935.928093 + Penalty 663.354557 = -59272.573536 nChanged 5 SP:Iteration 27Q (335.367429 sec): 3 clusters Score: Raw -59937.835383 + Penalty 663.354557 = -59274.480825 nChanged 3 SP:Iteration 28Q (335.411573 sec): 3 clusters Score: Raw -59940.040275 + Penalty 663.354557 = -59276.685717 nChanged 4 SP:Iteration 29Q (335.459143 sec): 3 clusters Score: Raw -59942.605061 + Penalty 663.354557 = -59279.250503 nChanged 2 SP:Iteration 30Q (335.492050 sec): 3 clusters Score: Raw -59943.424597 + Penalty 663.354557 = -59280.070039 nChanged 0 SP:Iteration 31F (335.535730 sec): 3 clusters Score: Raw -59943.424597 + Penalty 663.354557 = -59280.070039 nChanged 0 Trying to split cluster 33 (4469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (335.572192 sec): 2 clusters Score: Raw -182590.143531 + Penalty 382.423858 = -182207.719673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (335.619713 sec): 3 clusters Score: Raw -179970.173219 + Penalty 764.847715 = -179205.325504 nChanged 1994 SP:Iteration 1F (335.656923 sec): 3 clusters Score: Raw -181277.056334 + Penalty 764.847715 = -180512.208619 nChanged 329 SP:Iteration 2F (335.705975 sec): 3 clusters Score: Raw -181472.439890 + Penalty 764.847715 = -180707.592174 nChanged 284 SP:Iteration 3F (335.751907 sec): 3 clusters Score: Raw -181640.572975 + Penalty 764.847715 = -180875.725259 nChanged 235 SP:Iteration 4F (335.792121 sec): 3 clusters Score: Raw -181779.879498 + Penalty 764.847715 = -181015.031783 nChanged 183 SP:Iteration 5Q (335.839454 sec): 3 clusters Score: Raw -181898.909581 + Penalty 764.847715 = -181134.061866 nChanged 165 SP:Iteration 6Q (335.884135 sec): 3 clusters Score: Raw -182011.633835 + Penalty 764.847715 = -181246.786120 nChanged 143 SP:Iteration 7Q (335.935125 sec): 3 clusters Score: Raw -182107.802286 + Penalty 764.847715 = -181342.954571 nChanged 113 SP:Iteration 8Q (335.981693 sec): 3 clusters Score: Raw -182174.500263 + Penalty 764.847715 = -181409.652548 nChanged 99 SP:Iteration 9Q (336.023095 sec): 3 clusters Score: Raw -182230.009960 + Penalty 764.847715 = -181465.162245 nChanged 80 SP:Iteration 10Q (336.070578 sec): 3 clusters Score: Raw -182274.533649 + Penalty 764.847715 = -181509.685933 nChanged 66 SP:Iteration 11Q (336.126512 sec): 3 clusters Score: Raw -182305.524215 + Penalty 764.847715 = -181540.676499 nChanged 55 SP:Iteration 12Q (336.168912 sec): 3 clusters Score: Raw -182331.243459 + Penalty 764.847715 = -181566.395744 nChanged 54 SP:Iteration 13Q (336.207952 sec): 3 clusters Score: Raw -182351.451085 + Penalty 764.847715 = -181586.603370 nChanged 49 SP:Iteration 14Q (336.255820 sec): 3 clusters Score: Raw -182372.816554 + Penalty 764.847715 = -181607.968839 nChanged 49 SP:Iteration 15Q (336.305913 sec): 3 clusters Score: Raw -182392.882211 + Penalty 764.847715 = -181628.034496 nChanged 50 SP:Iteration 16Q (336.360021 sec): 3 clusters Score: Raw -182415.582400 + Penalty 764.847715 = -181650.734684 nChanged 44 SP:Iteration 17Q (336.410707 sec): 3 clusters Score: Raw -182441.533990 + Penalty 764.847715 = -181676.686275 nChanged 44 SP:Iteration 18Q (336.467476 sec): 3 clusters Score: Raw -182470.935520 + Penalty 764.847715 = -181706.087805 nChanged 48 SP:Iteration 19Q (336.516476 sec): 3 clusters Score: Raw -182511.320759 + Penalty 764.847715 = -181746.473043 nChanged 42 SP:Iteration 20F (336.567193 sec): 3 clusters Score: Raw -182544.657081 + Penalty 764.847715 = -181779.809366 nChanged 30 SP:Iteration 21Q (336.620183 sec): 3 clusters Score: Raw -182564.770379 + Penalty 764.847715 = -181799.922664 nChanged 28 SP:Iteration 22Q (336.655670 sec): 3 clusters Score: Raw -182588.100274 + Penalty 764.847715 = -181823.252558 nChanged 25 SP:Iteration 23Q (336.695127 sec): 3 clusters Score: Raw -182612.459882 + Penalty 764.847715 = -181847.612167 nChanged 22 SP:Iteration 24Q (336.743727 sec): 3 clusters Score: Raw -182637.116109 + Penalty 764.847715 = -181872.268394 nChanged 17 SP:Iteration 25Q (336.793885 sec): 3 clusters Score: Raw -182655.495954 + Penalty 764.847715 = -181890.648238 nChanged 16 SP:Iteration 26Q (336.837939 sec): 3 clusters Score: Raw -182664.717436 + Penalty 764.847715 = -181899.869721 nChanged 8 SP:Iteration 27Q (336.875505 sec): 3 clusters Score: Raw -182668.737416 + Penalty 764.847715 = -181903.889700 nChanged 4 SP:Iteration 28Q (336.897320 sec): 3 clusters Score: Raw -182670.234158 + Penalty 764.847715 = -181905.386443 nChanged 4 SP:Iteration 29Q (336.919758 sec): 3 clusters Score: Raw -182671.232656 + Penalty 764.847715 = -181906.384941 nChanged 1 SP:Iteration 30Q (336.951530 sec): 3 clusters Score: Raw -182671.328843 + Penalty 764.847715 = -181906.481128 nChanged 1 SP:Iteration 31Q (336.995421 sec): 3 clusters Score: Raw -182671.584097 + Penalty 764.847715 = -181906.736381 nChanged 0 SP:Iteration 32F (337.053089 sec): 3 clusters Score: Raw -182671.584097 + Penalty 764.847715 = -181906.736381 nChanged 0 Trying to split cluster 34 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (337.080070 sec): 2 clusters Score: Raw -9700.545202 + Penalty 269.187194 = -9431.358008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (337.122492 sec): 3 clusters Score: Raw -9566.357377 + Penalty 538.374388 = -9027.982989 nChanged 109 SP:Iteration 1F (337.171508 sec): 3 clusters Score: Raw -9656.758085 + Penalty 538.374388 = -9118.383698 nChanged 35 SP:Iteration 2F (337.221908 sec): 3 clusters Score: Raw -9699.283518 + Penalty 538.374388 = -9160.909130 nChanged 22 SP:Iteration 3F (337.272346 sec): 3 clusters Score: Raw -9732.505011 + Penalty 538.374388 = -9194.130624 nChanged 16 SP:Iteration 4Q (337.317372 sec): 3 clusters Score: Raw -9757.510941 + Penalty 538.374388 = -9219.136553 nChanged 11 SP:Iteration 5Q (337.354897 sec): 3 clusters Score: Raw -9771.570550 + Penalty 538.374388 = -9233.196162 nChanged 9 SP:Iteration 6Q (337.402227 sec): 3 clusters Score: Raw -9780.917593 + Penalty 538.374388 = -9242.543205 nChanged 6 SP:Iteration 7Q (337.455731 sec): 3 clusters Score: Raw -9784.796378 + Penalty 538.374388 = -9246.421991 nChanged 2 SP:Iteration 8Q (337.503786 sec): 3 clusters Score: Raw -9786.538825 + Penalty 538.374388 = -9248.164437 nChanged 2 SP:Iteration 9Q (337.538864 sec): 3 clusters Score: Raw -9789.791882 + Penalty 538.374388 = -9251.417494 nChanged 3 SP:Iteration 10Q (337.591910 sec): 3 clusters Score: Raw -9790.807981 + Penalty 538.374388 = -9252.433593 nChanged 1 SP:Iteration 11Q (337.629585 sec): 3 clusters Score: Raw -9791.467256 + Penalty 538.374388 = -9253.092869 nChanged 0 SP:Iteration 12F (337.674015 sec): 3 clusters Score: Raw -9791.467256 + Penalty 538.374388 = -9253.092869 nChanged 0 Iteration 99Q (339.506210 sec): 39 clusters Score: Raw -6285027.166772 + Penalty 20816.486828 = -6264210.679944 nChanged 1086 Iteration 100F (342.361783 sec): 39 clusters Score: Raw -6285427.561250 + Penalty 20816.486828 = -6264611.074422 nChanged 830 Iteration 101Q (344.262844 sec): 39 clusters Score: Raw -6285601.945901 + Penalty 20816.486828 = -6264785.459073 nChanged 551 Iteration 102Q (346.351045 sec): 39 clusters Score: Raw -6285688.133794 + Penalty 20816.486828 = -6264871.646966 nChanged 423 Iteration 103Q (348.224324 sec): 39 clusters Score: Raw -6285755.898498 + Penalty 20816.486828 = -6264939.411670 nChanged 364 Iteration 104Q (350.166562 sec): 39 clusters Score: Raw -6285808.464816 + Penalty 20816.486828 = -6264991.977988 nChanged 314 Iteration 105Q (351.921562 sec): 39 clusters Score: Raw -6285844.008851 + Penalty 20816.486828 = -6265027.522023 nChanged 259 Iteration 106Q (353.848840 sec): 39 clusters Score: Raw -6285869.570650 + Penalty 20816.486828 = -6265053.083822 nChanged 211 Iteration 107Q (355.806174 sec): 39 clusters Score: Raw -6285891.450057 + Penalty 20816.486828 = -6265074.963229 nChanged 195 Iteration 108Q (357.783014 sec): 39 clusters Score: Raw -6285912.364772 + Penalty 20816.486828 = -6265095.877944 nChanged 171 Iteration 109Q (359.698215 sec): 39 clusters Score: Raw -6285930.074213 + Penalty 20816.486828 = -6265113.587384 nChanged 163 Iteration 110Q (361.544719 sec): 39 clusters Score: Raw -6285948.622385 + Penalty 20816.486828 = -6265132.135557 nChanged 147 Iteration 111Q (363.631906 sec): 39 clusters Score: Raw -6285964.695519 + Penalty 20816.486828 = -6265148.208691 nChanged 138 Iteration 112Q (365.412749 sec): 39 clusters Score: Raw -6285983.048446 + Penalty 20816.486828 = -6265166.561618 nChanged 145 Iteration 113Q (367.405683 sec): 39 clusters Score: Raw -6286005.154629 + Penalty 20816.486828 = -6265188.667801 nChanged 163 Iteration 114Q (369.037035 sec): 39 clusters Score: Raw -6286040.364367 + Penalty 20816.486828 = -6265223.877539 nChanged 150 Iteration 115Q (370.764748 sec): 39 clusters Score: Raw -6286079.038879 + Penalty 20816.486828 = -6265262.552051 nChanged 162 Iteration 116Q (372.659905 sec): 39 clusters Score: Raw -6286123.520263 + Penalty 20816.486828 = -6265307.033435 nChanged 147 Iteration 117Q (374.499011 sec): 39 clusters Score: Raw -6286176.728958 + Penalty 20816.486828 = -6265360.242130 nChanged 173 Iteration 118Q (376.324110 sec): 39 clusters Score: Raw -6286240.435232 + Penalty 20816.486828 = -6265423.948404 nChanged 197 Iteration 119Q (378.296421 sec): 39 clusters Score: Raw -6286306.182743 + Penalty 20816.486828 = -6265489.695915 nChanged 188 Iteration 120F (381.140925 sec): 39 clusters Score: Raw -6286356.017725 + Penalty 20816.486828 = -6265539.530897 nChanged 160 Iteration 121Q (383.017540 sec): 39 clusters Score: Raw -6286395.623245 + Penalty 20816.486828 = -6265579.136417 nChanged 147 Iteration 122Q (384.899734 sec): 39 clusters Score: Raw -6286426.469681 + Penalty 20816.486828 = -6265609.982853 nChanged 131 Iteration 123Q (386.727550 sec): 39 clusters Score: Raw -6286454.515033 + Penalty 20816.486828 = -6265638.028205 nChanged 127 Iteration 124Q (388.435049 sec): 39 clusters Score: Raw -6286479.900773 + Penalty 20816.486828 = -6265663.413945 nChanged 127 Iteration 125Q (390.183263 sec): 39 clusters Score: Raw -6286506.153827 + Penalty 20816.486828 = -6265689.666999 nChanged 112 Iteration 126Q (391.826792 sec): 39 clusters Score: Raw -6286535.545671 + Penalty 20816.486828 = -6265719.058843 nChanged 145 Iteration 127Q (393.514671 sec): 39 clusters Score: Raw -6286574.102510 + Penalty 20816.486828 = -6265757.615682 nChanged 141 Iteration 128Q (395.308758 sec): 39 clusters Score: Raw -6286606.675157 + Penalty 20816.486828 = -6265790.188329 nChanged 124 Iteration 129Q (397.106943 sec): 39 clusters Score: Raw -6286629.713536 + Penalty 20816.486828 = -6265813.226708 nChanged 108 Iteration 130Q (398.840696 sec): 39 clusters Score: Raw -6286642.721295 + Penalty 20816.486828 = -6265826.234467 nChanged 83 Iteration 131Q (400.585103 sec): 39 clusters Score: Raw -6286652.839636 + Penalty 20816.486828 = -6265836.352808 nChanged 78 Iteration 132Q (402.298034 sec): 39 clusters Score: Raw -6286662.483519 + Penalty 20816.486828 = -6265845.996691 nChanged 70 Iteration 133Q (404.100308 sec): 39 clusters Score: Raw -6286672.629688 + Penalty 20816.486828 = -6265856.142860 nChanged 71 Iteration 134Q (405.743830 sec): 39 clusters Score: Raw -6286680.804542 + Penalty 20816.486828 = -6265864.317714 nChanged 72 Iteration 135Q (407.522735 sec): 39 clusters Score: Raw -6286689.482498 + Penalty 20816.486828 = -6265872.995669 nChanged 83 Iteration 136Q (409.078074 sec): 39 clusters Score: Raw -6286700.856913 + Penalty 20816.486828 = -6265884.370084 nChanged 77 Iteration 137Q (410.764420 sec): 39 clusters Score: Raw -6286710.108483 + Penalty 20816.486828 = -6265893.621654 nChanged 77 Iteration 138Q (412.485104 sec): 39 clusters Score: Raw -6286719.914571 + Penalty 20816.486828 = -6265903.427743 nChanged 68 Writing temp clu file Because OldScore, -6265893.621654, is greater than current (better) Score,-6265903.427743 Compute initial score before splitting: Score: Raw -6286719.914571 + Penalty 20816.486828 = -6265903.427743 Trying to split cluster 1 (10719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (412.571880 sec): 2 clusters Score: Raw -409771.987823 + Penalty 422.229678 = -409349.758145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (412.623032 sec): 3 clusters Score: Raw -403106.796062 + Penalty 844.459356 = -402262.336706 nChanged 4949 SP:Iteration 1F (412.676758 sec): 3 clusters Score: Raw -406088.748534 + Penalty 844.459356 = -405244.289178 nChanged 588 SP:Iteration 2F (412.729033 sec): 3 clusters Score: Raw -406344.875862 + Penalty 844.459356 = -405500.416505 nChanged 589 SP:Iteration 3F (412.772266 sec): 3 clusters Score: Raw -406669.837413 + Penalty 844.459356 = -405825.378057 nChanged 611 SP:Iteration 4F (412.824398 sec): 3 clusters Score: Raw -407037.132266 + Penalty 844.459356 = -406192.672910 nChanged 589 SP:Iteration 5F (412.874901 sec): 3 clusters Score: Raw -407420.794064 + Penalty 844.459356 = -406576.334708 nChanged 553 SP:Iteration 6F (412.927461 sec): 3 clusters Score: Raw -407722.553136 + Penalty 844.459356 = -406878.093780 nChanged 424 SP:Iteration 7Q (412.983402 sec): 3 clusters Score: Raw -407893.647015 + Penalty 844.459356 = -407049.187659 nChanged 286 SP:Iteration 8Q (413.044791 sec): 3 clusters Score: Raw -407966.679519 + Penalty 844.459356 = -407122.220163 nChanged 173 SP:Iteration 9Q (413.089656 sec): 3 clusters Score: Raw -408003.586425 + Penalty 844.459356 = -407159.127068 nChanged 114 SP:Iteration 10Q (413.155368 sec): 3 clusters Score: Raw -408027.640028 + Penalty 844.459356 = -407183.180671 nChanged 111 SP:Iteration 11Q (413.203624 sec): 3 clusters Score: Raw -408047.191820 + Penalty 844.459356 = -407202.732464 nChanged 112 SP:Iteration 12Q (413.273692 sec): 3 clusters Score: Raw -408068.491851 + Penalty 844.459356 = -407224.032495 nChanged 95 SP:Iteration 13Q (413.324358 sec): 3 clusters Score: Raw -408087.570160 + Penalty 844.459356 = -407243.110804 nChanged 110 SP:Iteration 14Q (413.393397 sec): 3 clusters Score: Raw -408107.210919 + Penalty 844.459356 = -407262.751563 nChanged 97 SP:Iteration 15Q (413.452744 sec): 3 clusters Score: Raw -408124.415379 + Penalty 844.459356 = -407279.956022 nChanged 89 SP:Iteration 16Q (413.501304 sec): 3 clusters Score: Raw -408141.185750 + Penalty 844.459356 = -407296.726394 nChanged 87 SP:Iteration 17Q (413.570646 sec): 3 clusters Score: Raw -408156.991163 + Penalty 844.459356 = -407312.531807 nChanged 94 SP:Iteration 18Q (413.616471 sec): 3 clusters Score: Raw -408174.827934 + Penalty 844.459356 = -407330.368578 nChanged 102 SP:Iteration 19Q (413.673866 sec): 3 clusters Score: Raw -408198.733198 + Penalty 844.459356 = -407354.273842 nChanged 105 SP:Iteration 20F (413.736837 sec): 3 clusters Score: Raw -408219.839668 + Penalty 844.459356 = -407375.380311 nChanged 101 SP:Iteration 21Q (413.804577 sec): 3 clusters Score: Raw -408241.237296 + Penalty 844.459356 = -407396.777939 nChanged 98 SP:Iteration 22Q (413.864110 sec): 3 clusters Score: Raw -408266.174315 + Penalty 844.459356 = -407421.714959 nChanged 118 SP:Iteration 23Q (413.922785 sec): 3 clusters Score: Raw -408295.837525 + Penalty 844.459356 = -407451.378169 nChanged 123 SP:Iteration 24Q (413.978727 sec): 3 clusters Score: Raw -408322.564793 + Penalty 844.459356 = -407478.105437 nChanged 132 SP:Iteration 25Q (414.037258 sec): 3 clusters Score: Raw -408357.466369 + Penalty 844.459356 = -407513.007012 nChanged 134 SP:Iteration 26Q (414.085650 sec): 3 clusters Score: Raw -408394.719444 + Penalty 844.459356 = -407550.260088 nChanged 143 SP:Iteration 27Q (414.142813 sec): 3 clusters Score: Raw -408432.787134 + Penalty 844.459356 = -407588.327778 nChanged 148 SP:Iteration 28Q (414.213908 sec): 3 clusters Score: Raw -408477.797841 + Penalty 844.459356 = -407633.338485 nChanged 148 SP:Iteration 29Q (414.271705 sec): 3 clusters Score: Raw -408525.717456 + Penalty 844.459356 = -407681.258100 nChanged 153 SP:Iteration 30Q (414.326184 sec): 3 clusters Score: Raw -408572.923100 + Penalty 844.459356 = -407728.463744 nChanged 150 SP:Iteration 31Q (414.386255 sec): 3 clusters Score: Raw -408623.944377 + Penalty 844.459356 = -407779.485020 nChanged 156 SP:Iteration 32Q (414.449073 sec): 3 clusters Score: Raw -408671.266375 + Penalty 844.459356 = -407826.807019 nChanged 139 SP:Iteration 33Q (414.505516 sec): 3 clusters Score: Raw -408706.887273 + Penalty 844.459356 = -407862.427917 nChanged 117 SP:Iteration 34Q (414.558814 sec): 3 clusters Score: Raw -408732.382649 + Penalty 844.459356 = -407887.923293 nChanged 103 SP:Iteration 35Q (414.619968 sec): 3 clusters Score: Raw -408752.094194 + Penalty 844.459356 = -407907.634837 nChanged 95 SP:Iteration 36Q (414.671942 sec): 3 clusters Score: Raw -408769.080388 + Penalty 844.459356 = -407924.621032 nChanged 85 SP:Iteration 37Q (414.727871 sec): 3 clusters Score: Raw -408785.556134 + Penalty 844.459356 = -407941.096778 nChanged 77 SP:Iteration 38Q (414.785662 sec): 3 clusters Score: Raw -408800.315381 + Penalty 844.459356 = -407955.856025 nChanged 75 SP:Iteration 39Q (414.840809 sec): 3 clusters Score: Raw -408815.524848 + Penalty 844.459356 = -407971.065492 nChanged 82 SP:Iteration 40F (414.896226 sec): 3 clusters Score: Raw -408832.547370 + Penalty 844.459356 = -407988.088014 nChanged 82 SP:Iteration 41Q (414.942533 sec): 3 clusters Score: Raw -408850.666125 + Penalty 844.459356 = -408006.206769 nChanged 89 SP:Iteration 42Q (414.993928 sec): 3 clusters Score: Raw -408868.042760 + Penalty 844.459356 = -408023.583403 nChanged 87 SP:Iteration 43Q (415.046673 sec): 3 clusters Score: Raw -408882.643355 + Penalty 844.459356 = -408038.183998 nChanged 64 SP:Iteration 44Q (415.116805 sec): 3 clusters Score: Raw -408891.457471 + Penalty 844.459356 = -408046.998115 nChanged 64 SP:Iteration 45Q (415.175732 sec): 3 clusters Score: Raw -408900.583540 + Penalty 844.459356 = -408056.124184 nChanged 56 SP:Iteration 46Q (415.229556 sec): 3 clusters Score: Raw -408907.677111 + Penalty 844.459356 = -408063.217755 nChanged 49 SP:Iteration 47Q (415.286318 sec): 3 clusters Score: Raw -408912.950613 + Penalty 844.459356 = -408068.491257 nChanged 46 SP:Iteration 48Q (415.346254 sec): 3 clusters Score: Raw -408917.817848 + Penalty 844.459356 = -408073.358492 nChanged 49 SP:Iteration 49Q (415.403483 sec): 3 clusters Score: Raw -408923.853525 + Penalty 844.459356 = -408079.394169 nChanged 51 SP:Iteration 50Q (415.457379 sec): 3 clusters Score: Raw -408929.176958 + Penalty 844.459356 = -408084.717602 nChanged 44 SP:Iteration 51Q (415.512652 sec): 3 clusters Score: Raw -408934.294787 + Penalty 844.459356 = -408089.835431 nChanged 49 SP:Iteration 52Q (415.568738 sec): 3 clusters Score: Raw -408939.348850 + Penalty 844.459356 = -408094.889493 nChanged 49 SP:Iteration 53Q (415.634970 sec): 3 clusters Score: Raw -408944.950721 + Penalty 844.459356 = -408100.491364 nChanged 40 SP:Iteration 54Q (415.690120 sec): 3 clusters Score: Raw -408949.859539 + Penalty 844.459356 = -408105.400182 nChanged 45 SP:Iteration 55Q (415.749853 sec): 3 clusters Score: Raw -408954.230002 + Penalty 844.459356 = -408109.770646 nChanged 36 SP:Iteration 56Q (415.809373 sec): 3 clusters Score: Raw -408957.459913 + Penalty 844.459356 = -408113.000557 nChanged 35 SP:Iteration 57Q (415.849832 sec): 3 clusters Score: Raw -408961.088018 + Penalty 844.459356 = -408116.628661 nChanged 35 SP:Iteration 58Q (415.906573 sec): 3 clusters Score: Raw -408964.960240 + Penalty 844.459356 = -408120.500884 nChanged 39 SP:Iteration 59Q (415.964504 sec): 3 clusters Score: Raw -408969.703885 + Penalty 844.459356 = -408125.244529 nChanged 42 SP:Iteration 60F (416.015052 sec): 3 clusters Score: Raw -408974.517496 + Penalty 844.459356 = -408130.058140 nChanged 45 SP:Iteration 61Q (416.062110 sec): 3 clusters Score: Raw -408979.364289 + Penalty 844.459356 = -408134.904933 nChanged 44 SP:Iteration 62Q (416.126881 sec): 3 clusters Score: Raw -408984.649340 + Penalty 844.459356 = -408140.189984 nChanged 42 SP:Iteration 63Q (416.181737 sec): 3 clusters Score: Raw -408989.555872 + Penalty 844.459356 = -408145.096515 nChanged 55 SP:Iteration 64Q (416.226496 sec): 3 clusters Score: Raw -408995.894532 + Penalty 844.459356 = -408151.435175 nChanged 58 SP:Iteration 65Q (416.277002 sec): 3 clusters Score: Raw -409004.459084 + Penalty 844.459356 = -408159.999727 nChanged 67 SP:Iteration 66Q (416.344601 sec): 3 clusters Score: Raw -409018.169366 + Penalty 844.459356 = -408173.710009 nChanged 79 SP:Iteration 67Q (416.391490 sec): 3 clusters Score: Raw -409031.912234 + Penalty 844.459356 = -408187.452878 nChanged 60 SP:Iteration 68Q (416.447155 sec): 3 clusters Score: Raw -409039.284787 + Penalty 844.459356 = -408194.825431 nChanged 42 SP:Iteration 69Q (416.497479 sec): 3 clusters Score: Raw -409044.802225 + Penalty 844.459356 = -408200.342868 nChanged 50 SP:Iteration 70Q (416.557629 sec): 3 clusters Score: Raw -409052.215942 + Penalty 844.459356 = -408207.756585 nChanged 46 SP:Iteration 71Q (416.616363 sec): 3 clusters Score: Raw -409061.542357 + Penalty 844.459356 = -408217.083000 nChanged 60 SP:Iteration 72Q (416.675375 sec): 3 clusters Score: Raw -409074.462453 + Penalty 844.459356 = -408230.003097 nChanged 59 SP:Iteration 73Q (416.725571 sec): 3 clusters Score: Raw -409086.787997 + Penalty 844.459356 = -408242.328641 nChanged 68 SP:Iteration 74Q (416.790344 sec): 3 clusters Score: Raw -409102.180210 + Penalty 844.459356 = -408257.720854 nChanged 60 SP:Iteration 75Q (416.851661 sec): 3 clusters Score: Raw -409117.970586 + Penalty 844.459356 = -408273.511230 nChanged 60 SP:Iteration 76Q (416.906991 sec): 3 clusters Score: Raw -409135.822229 + Penalty 844.459356 = -408291.362872 nChanged 69 SP:Iteration 77Q (416.958222 sec): 3 clusters Score: Raw -409151.643835 + Penalty 844.459356 = -408307.184478 nChanged 66 SP:Iteration 78Q (417.014159 sec): 3 clusters Score: Raw -409168.025225 + Penalty 844.459356 = -408323.565869 nChanged 70 SP:Iteration 79Q (417.075312 sec): 3 clusters Score: Raw -409187.903427 + Penalty 844.459356 = -408343.444071 nChanged 73 SP:Iteration 80F (417.116226 sec): 3 clusters Score: Raw -409210.160938 + Penalty 844.459356 = -408365.701581 nChanged 72 SP:Iteration 81Q (417.168149 sec): 3 clusters Score: Raw -409239.397376 + Penalty 844.459356 = -408394.938020 nChanged 92 SP:Iteration 82Q (417.224683 sec): 3 clusters Score: Raw -409276.414414 + Penalty 844.459356 = -408431.955058 nChanged 110 SP:Iteration 83Q (417.273271 sec): 3 clusters Score: Raw -409337.583064 + Penalty 844.459356 = -408493.123708 nChanged 118 SP:Iteration 84Q (417.331309 sec): 3 clusters Score: Raw -409411.198199 + Penalty 844.459356 = -408566.738842 nChanged 121 SP:Iteration 85Q (417.382440 sec): 3 clusters Score: Raw -409493.345821 + Penalty 844.459356 = -408648.886465 nChanged 107 SP:Iteration 86Q (417.437092 sec): 3 clusters Score: Raw -409572.285131 + Penalty 844.459356 = -408727.825775 nChanged 109 SP:Iteration 87Q (417.479914 sec): 3 clusters Score: Raw -409644.044575 + Penalty 844.459356 = -408799.585218 nChanged 100 SP:Iteration 88Q (417.541653 sec): 3 clusters Score: Raw -409692.195942 + Penalty 844.459356 = -408847.736586 nChanged 78 SP:Iteration 89Q (417.582949 sec): 3 clusters Score: Raw -409722.207250 + Penalty 844.459356 = -408877.747894 nChanged 70 SP:Iteration 90Q (417.652000 sec): 3 clusters Score: Raw -409747.302296 + Penalty 844.459356 = -408902.842939 nChanged 66 SP:Iteration 91Q (417.695515 sec): 3 clusters Score: Raw -409770.389833 + Penalty 844.459356 = -408925.930477 nChanged 64 SP:Iteration 92Q (417.751242 sec): 3 clusters Score: Raw -409790.219762 + Penalty 844.459356 = -408945.760406 nChanged 59 SP:Iteration 93Q (417.814416 sec): 3 clusters Score: Raw -409804.071579 + Penalty 844.459356 = -408959.612223 nChanged 51 SP:Iteration 94Q (417.875661 sec): 3 clusters Score: Raw -409814.367773 + Penalty 844.459356 = -408969.908417 nChanged 35 SP:Iteration 95Q (417.930398 sec): 3 clusters Score: Raw -409820.077843 + Penalty 844.459356 = -408975.618487 nChanged 34 SP:Iteration 96Q (417.986485 sec): 3 clusters Score: Raw -409825.057881 + Penalty 844.459356 = -408980.598525 nChanged 36 SP:Iteration 97Q (418.033993 sec): 3 clusters Score: Raw -409829.350259 + Penalty 844.459356 = -408984.890903 nChanged 25 SP:Iteration 98Q (418.090826 sec): 3 clusters Score: Raw -409832.777079 + Penalty 844.459356 = -408988.317722 nChanged 18 SP:Iteration 99Q (418.156027 sec): 3 clusters Score: Raw -409836.418287 + Penalty 844.459356 = -408991.958931 nChanged 23 SP:Iteration 100F (418.214960 sec): 3 clusters Score: Raw -409840.818730 + Penalty 844.459356 = -408996.359373 nChanged 18 SP:Iteration 101Q (418.270283 sec): 3 clusters Score: Raw -409843.790700 + Penalty 844.459356 = -408999.331344 nChanged 23 SP:Iteration 102Q (418.315383 sec): 3 clusters Score: Raw -409846.493921 + Penalty 844.459356 = -409002.034565 nChanged 15 SP:Iteration 103Q (418.383474 sec): 3 clusters Score: Raw -409849.165266 + Penalty 844.459356 = -409004.705909 nChanged 17 SP:Iteration 104Q (418.427919 sec): 3 clusters Score: Raw -409852.953491 + Penalty 844.459356 = -409008.494135 nChanged 27 SP:Iteration 105Q (418.493679 sec): 3 clusters Score: Raw -409858.886946 + Penalty 844.459356 = -409014.427589 nChanged 23 SP:Iteration 106Q (418.542060 sec): 3 clusters Score: Raw -409862.408304 + Penalty 844.459356 = -409017.948947 nChanged 19 SP:Iteration 107Q (418.607139 sec): 3 clusters Score: Raw -409865.799155 + Penalty 844.459356 = -409021.339799 nChanged 24 SP:Iteration 108Q (418.653670 sec): 3 clusters Score: Raw -409869.328782 + Penalty 844.459356 = -409024.869425 nChanged 17 SP:Iteration 109Q (418.708341 sec): 3 clusters Score: Raw -409871.620603 + Penalty 844.459356 = -409027.161247 nChanged 14 SP:Iteration 110Q (418.774034 sec): 3 clusters Score: Raw -409873.880708 + Penalty 844.459356 = -409029.421352 nChanged 16 SP:Iteration 111Q (418.818416 sec): 3 clusters Score: Raw -409876.283910 + Penalty 844.459356 = -409031.824553 nChanged 13 SP:Iteration 112Q (418.875062 sec): 3 clusters Score: Raw -409877.532618 + Penalty 844.459356 = -409033.073262 nChanged 13 SP:Iteration 113Q (418.943389 sec): 3 clusters Score: Raw -409879.193312 + Penalty 844.459356 = -409034.733955 nChanged 14 SP:Iteration 114Q (419.000159 sec): 3 clusters Score: Raw -409881.775216 + Penalty 844.459356 = -409037.315860 nChanged 17 SP:Iteration 115Q (419.047464 sec): 3 clusters Score: Raw -409884.218513 + Penalty 844.459356 = -409039.759156 nChanged 10 SP:Iteration 116Q (419.102436 sec): 3 clusters Score: Raw -409885.895498 + Penalty 844.459356 = -409041.436141 nChanged 14 SP:Iteration 117Q (419.167214 sec): 3 clusters Score: Raw -409888.316575 + Penalty 844.459356 = -409043.857219 nChanged 17 SP:Iteration 118Q (419.217714 sec): 3 clusters Score: Raw -409891.579054 + Penalty 844.459356 = -409047.119698 nChanged 20 SP:Iteration 119Q (419.279014 sec): 3 clusters Score: Raw -409897.178327 + Penalty 844.459356 = -409052.718971 nChanged 23 SP:Iteration 120F (419.326147 sec): 3 clusters Score: Raw -409900.904727 + Penalty 844.459356 = -409056.445371 nChanged 12 SP:Iteration 121Q (419.381937 sec): 3 clusters Score: Raw -409902.709125 + Penalty 844.459356 = -409058.249769 nChanged 14 SP:Iteration 122Q (419.439062 sec): 3 clusters Score: Raw -409905.025833 + Penalty 844.459356 = -409060.566477 nChanged 10 SP:Iteration 123Q (419.496794 sec): 3 clusters Score: Raw -409906.555608 + Penalty 844.459356 = -409062.096251 nChanged 11 SP:Iteration 124Q (419.549338 sec): 3 clusters Score: Raw -409907.931034 + Penalty 844.459356 = -409063.471677 nChanged 10 SP:Iteration 125Q (419.612864 sec): 3 clusters Score: Raw -409909.070380 + Penalty 844.459356 = -409064.611024 nChanged 7 SP:Iteration 126Q (419.668061 sec): 3 clusters Score: Raw -409909.799937 + Penalty 844.459356 = -409065.340581 nChanged 4 SP:Iteration 127Q (419.713964 sec): 3 clusters Score: Raw -409910.132802 + Penalty 844.459356 = -409065.673445 nChanged 2 SP:Iteration 128Q (419.766220 sec): 3 clusters Score: Raw -409910.169174 + Penalty 844.459356 = -409065.709818 nChanged 1 SP:Iteration 129Q (419.830175 sec): 3 clusters Score: Raw -409910.402680 + Penalty 844.459356 = -409065.943324 nChanged 2 SP:Iteration 130Q (419.875404 sec): 3 clusters Score: Raw -409910.557064 + Penalty 844.459356 = -409066.097707 nChanged 1 SP:Iteration 131Q (419.923736 sec): 3 clusters Score: Raw -409910.639372 + Penalty 844.459356 = -409066.180016 nChanged 0 SP:Iteration 132F (419.978638 sec): 3 clusters Score: Raw -409910.639372 + Penalty 844.459356 = -409066.180016 nChanged 0 Trying to split cluster 2 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (420.002133 sec): 2 clusters Score: Raw -18178.184655 + Penalty 288.083334 = -17890.101320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (420.043840 sec): 3 clusters Score: Raw -17951.861023 + Penalty 576.166668 = -17375.694355 nChanged 202 SP:Iteration 1F (420.081585 sec): 3 clusters Score: Raw -18099.664058 + Penalty 576.166668 = -17523.497390 nChanged 48 SP:Iteration 2F (420.121239 sec): 3 clusters Score: Raw -18149.759291 + Penalty 576.166668 = -17573.592623 nChanged 34 SP:Iteration 3F (420.166726 sec): 3 clusters Score: Raw -18181.214364 + Penalty 576.166668 = -17605.047695 nChanged 15 SP:Iteration 4Q (420.204390 sec): 3 clusters Score: Raw -18198.115330 + Penalty 576.166668 = -17621.948662 nChanged 15 SP:Iteration 5Q (420.241050 sec): 3 clusters Score: Raw -18218.866205 + Penalty 576.166668 = -17642.699537 nChanged 15 SP:Iteration 6Q (420.283508 sec): 3 clusters Score: Raw -18236.076505 + Penalty 576.166668 = -17659.909836 nChanged 17 SP:Iteration 7Q (420.323583 sec): 3 clusters Score: Raw -18259.008570 + Penalty 576.166668 = -17682.841901 nChanged 16 SP:Iteration 8Q (420.373979 sec): 3 clusters Score: Raw -18279.014834 + Penalty 576.166668 = -17702.848166 nChanged 11 SP:Iteration 9Q (420.414950 sec): 3 clusters Score: Raw -18290.922082 + Penalty 576.166668 = -17714.755413 nChanged 7 SP:Iteration 10Q (420.448834 sec): 3 clusters Score: Raw -18293.610504 + Penalty 576.166668 = -17717.443835 nChanged 6 SP:Iteration 11Q (420.490436 sec): 3 clusters Score: Raw -18298.100643 + Penalty 576.166668 = -17721.933975 nChanged 3 SP:Iteration 12Q (420.534753 sec): 3 clusters Score: Raw -18298.868703 + Penalty 576.166668 = -17722.702035 nChanged 1 SP:Iteration 13Q (420.572491 sec): 3 clusters Score: Raw -18298.935358 + Penalty 576.166668 = -17722.768689 nChanged 0 SP:Iteration 14F (420.620913 sec): 3 clusters Score: Raw -18298.935358 + Penalty 576.166668 = -17722.768689 nChanged 0 Trying to split cluster 3 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (420.643486 sec): 2 clusters Score: Raw -7755.728045 + Penalty 238.258109 = -7517.469936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (420.695321 sec): 3 clusters Score: Raw -7706.671634 + Penalty 476.516219 = -7230.155415 nChanged 44 SP:Iteration 1F (420.737138 sec): 3 clusters Score: Raw -7746.817791 + Penalty 476.516219 = -7270.301572 nChanged 15 SP:Iteration 2F (420.782598 sec): 3 clusters Score: Raw -7779.239788 + Penalty 476.516219 = -7302.723569 nChanged 9 SP:Iteration 3Q (420.828526 sec): 3 clusters Score: Raw -7793.670701 + Penalty 476.516219 = -7317.154482 nChanged 8 SP:Iteration 4Q (420.873155 sec): 3 clusters Score: Raw -7805.458987 + Penalty 476.516219 = -7328.942768 nChanged 7 SP:Iteration 5Q (420.914853 sec): 3 clusters Score: Raw -7811.940235 + Penalty 476.516219 = -7335.424016 nChanged 5 SP:Iteration 6Q (420.955224 sec): 3 clusters Score: Raw -7822.268563 + Penalty 476.516219 = -7345.752344 nChanged 5 SP:Iteration 7Q (420.996300 sec): 3 clusters Score: Raw -7828.210704 + Penalty 476.516219 = -7351.694485 nChanged 2 SP:Iteration 8Q (421.031448 sec): 3 clusters Score: Raw -7830.519486 + Penalty 476.516219 = -7354.003267 nChanged 1 SP:Iteration 9Q (421.084998 sec): 3 clusters Score: Raw -7830.983021 + Penalty 476.516219 = -7354.466802 nChanged 0 SP:Iteration 10F (421.119900 sec): 3 clusters Score: Raw -7830.983021 + Penalty 476.516219 = -7354.466802 nChanged 0 Trying to split cluster 4 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (421.150352 sec): 2 clusters Score: Raw -25851.813507 + Penalty 293.352417 = -25558.461090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (421.188625 sec): 3 clusters Score: Raw -25585.861522 + Penalty 586.704833 = -24999.156688 nChanged 213 SP:Iteration 1F (421.230073 sec): 3 clusters Score: Raw -25715.854610 + Penalty 586.704833 = -25129.149776 nChanged 47 SP:Iteration 2F (421.272223 sec): 3 clusters Score: Raw -25752.097412 + Penalty 586.704833 = -25165.392578 nChanged 39 SP:Iteration 3F (421.314593 sec): 3 clusters Score: Raw -25773.921011 + Penalty 586.704833 = -25187.216177 nChanged 27 SP:Iteration 4Q (421.360218 sec): 3 clusters Score: Raw -25792.183990 + Penalty 586.704833 = -25205.479156 nChanged 22 SP:Iteration 5Q (421.396723 sec): 3 clusters Score: Raw -25805.968636 + Penalty 586.704833 = -25219.263803 nChanged 13 SP:Iteration 6Q (421.433661 sec): 3 clusters Score: Raw -25813.252750 + Penalty 586.704833 = -25226.547916 nChanged 9 SP:Iteration 7Q (421.477163 sec): 3 clusters Score: Raw -25820.429026 + Penalty 586.704833 = -25233.724193 nChanged 9 SP:Iteration 8Q (421.517346 sec): 3 clusters Score: Raw -25827.658384 + Penalty 586.704833 = -25240.953551 nChanged 8 SP:Iteration 9Q (421.561131 sec): 3 clusters Score: Raw -25830.922690 + Penalty 586.704833 = -25244.217856 nChanged 6 SP:Iteration 10Q (421.606988 sec): 3 clusters Score: Raw -25832.831130 + Penalty 586.704833 = -25246.126296 nChanged 1 SP:Iteration 11Q (421.649164 sec): 3 clusters Score: Raw -25833.000445 + Penalty 586.704833 = -25246.295612 nChanged 2 SP:Iteration 12Q (421.693084 sec): 3 clusters Score: Raw -25834.582564 + Penalty 586.704833 = -25247.877730 nChanged 2 SP:Iteration 13Q (421.741686 sec): 3 clusters Score: Raw -25834.924798 + Penalty 586.704833 = -25248.219964 nChanged 1 SP:Iteration 14Q (421.782318 sec): 3 clusters Score: Raw -25835.315252 + Penalty 586.704833 = -25248.610418 nChanged 0 SP:Iteration 15F (421.817930 sec): 3 clusters Score: Raw -25835.315252 + Penalty 586.704833 = -25248.610418 nChanged 0 Trying to split cluster 5 (6048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (421.856155 sec): 2 clusters Score: Raw -251519.446172 + Penalty 396.190473 = -251123.255700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (421.895713 sec): 3 clusters Score: Raw -247902.716479 + Penalty 792.380946 = -247110.335533 nChanged 2677 SP:Iteration 1F (421.942221 sec): 3 clusters Score: Raw -249679.053513 + Penalty 792.380946 = -248886.672567 nChanged 537 SP:Iteration 2F (421.988653 sec): 3 clusters Score: Raw -250103.689645 + Penalty 792.380946 = -249311.308700 nChanged 510 SP:Iteration 3F (422.045644 sec): 3 clusters Score: Raw -250547.802316 + Penalty 792.380946 = -249755.421370 nChanged 427 SP:Iteration 4F (422.086797 sec): 3 clusters Score: Raw -250941.665757 + Penalty 792.380946 = -250149.284811 nChanged 307 SP:Iteration 5F (422.139814 sec): 3 clusters Score: Raw -251220.080179 + Penalty 792.380946 = -250427.699234 nChanged 185 SP:Iteration 6Q (422.186408 sec): 3 clusters Score: Raw -251393.665554 + Penalty 792.380946 = -250601.284608 nChanged 99 SP:Iteration 7Q (422.235228 sec): 3 clusters Score: Raw -251481.028464 + Penalty 792.380946 = -250688.647518 nChanged 51 SP:Iteration 8Q (422.283874 sec): 3 clusters Score: Raw -251529.621476 + Penalty 792.380946 = -250737.240530 nChanged 26 SP:Iteration 9Q (422.332175 sec): 3 clusters Score: Raw -251558.422237 + Penalty 792.380946 = -250766.041292 nChanged 18 SP:Iteration 10Q (422.379560 sec): 3 clusters Score: Raw -251574.026179 + Penalty 792.380946 = -250781.645233 nChanged 6 SP:Iteration 11Q (422.427795 sec): 3 clusters Score: Raw -251579.026314 + Penalty 792.380946 = -250786.645368 nChanged 11 SP:Iteration 12Q (422.474896 sec): 3 clusters Score: Raw -251587.909484 + Penalty 792.380946 = -250795.528538 nChanged 5 SP:Iteration 13Q (422.512738 sec): 3 clusters Score: Raw -251591.096571 + Penalty 792.380946 = -250798.715625 nChanged 4 SP:Iteration 14Q (422.568906 sec): 3 clusters Score: Raw -251593.023143 + Penalty 792.380946 = -250800.642197 nChanged 3 SP:Iteration 15Q (422.616895 sec): 3 clusters Score: Raw -251594.566450 + Penalty 792.380946 = -250802.185504 nChanged 4 SP:Iteration 16Q (422.663226 sec): 3 clusters Score: Raw -251597.434264 + Penalty 792.380946 = -250805.053318 nChanged 3 SP:Iteration 17Q (422.711078 sec): 3 clusters Score: Raw -251598.869487 + Penalty 792.380946 = -250806.488541 nChanged 0 SP:Iteration 18F (422.748942 sec): 3 clusters Score: Raw -251598.869487 + Penalty 792.380946 = -250806.488541 nChanged 0 Trying to split cluster 6 (2615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (422.785800 sec): 2 clusters Score: Raw -107599.184626 + Penalty 358.040382 = -107241.144244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (422.824085 sec): 3 clusters Score: Raw -106122.402559 + Penalty 716.080763 = -105406.321796 nChanged 1096 SP:Iteration 1F (422.877614 sec): 3 clusters Score: Raw -106778.724642 + Penalty 716.080763 = -106062.643879 nChanged 206 SP:Iteration 2F (422.916611 sec): 3 clusters Score: Raw -106885.939273 + Penalty 716.080763 = -106169.858509 nChanged 164 SP:Iteration 3F (422.953635 sec): 3 clusters Score: Raw -106979.515883 + Penalty 716.080763 = -106263.435119 nChanged 152 SP:Iteration 4F (422.981909 sec): 3 clusters Score: Raw -107092.074885 + Penalty 716.080763 = -106375.994122 nChanged 148 SP:Iteration 5F (423.011481 sec): 3 clusters Score: Raw -107203.478265 + Penalty 716.080763 = -106487.397502 nChanged 155 SP:Iteration 6F (423.063092 sec): 3 clusters Score: Raw -107319.833808 + Penalty 716.080763 = -106603.753044 nChanged 125 SP:Iteration 7Q (423.101860 sec): 3 clusters Score: Raw -107410.979916 + Penalty 716.080763 = -106694.899153 nChanged 104 SP:Iteration 8Q (423.140619 sec): 3 clusters Score: Raw -107489.408502 + Penalty 716.080763 = -106773.327739 nChanged 67 SP:Iteration 9Q (423.194395 sec): 3 clusters Score: Raw -107535.770525 + Penalty 716.080763 = -106819.689762 nChanged 50 SP:Iteration 10Q (423.239840 sec): 3 clusters Score: Raw -107572.580953 + Penalty 716.080763 = -106856.500190 nChanged 33 SP:Iteration 11Q (423.292352 sec): 3 clusters Score: Raw -107602.020897 + Penalty 716.080763 = -106885.940134 nChanged 21 SP:Iteration 12Q (423.342588 sec): 3 clusters Score: Raw -107624.594033 + Penalty 716.080763 = -106908.513270 nChanged 18 SP:Iteration 13Q (423.389760 sec): 3 clusters Score: Raw -107642.539453 + Penalty 716.080763 = -106926.458690 nChanged 10 SP:Iteration 14Q (423.437706 sec): 3 clusters Score: Raw -107656.573457 + Penalty 716.080763 = -106940.492693 nChanged 7 SP:Iteration 15Q (423.478708 sec): 3 clusters Score: Raw -107663.206063 + Penalty 716.080763 = -106947.125300 nChanged 5 SP:Iteration 16Q (423.528800 sec): 3 clusters Score: Raw -107671.690390 + Penalty 716.080763 = -106955.609627 nChanged 6 SP:Iteration 17Q (423.574432 sec): 3 clusters Score: Raw -107676.649900 + Penalty 716.080763 = -106960.569137 nChanged 1 SP:Iteration 18Q (423.625131 sec): 3 clusters Score: Raw -107679.001360 + Penalty 716.080763 = -106962.920597 nChanged 2 SP:Iteration 19Q (423.669764 sec): 3 clusters Score: Raw -107681.649144 + Penalty 716.080763 = -106965.568380 nChanged 1 SP:Iteration 20F (423.711370 sec): 3 clusters Score: Raw -107684.593845 + Penalty 716.080763 = -106968.513082 nChanged 3 SP:Iteration 21Q (423.754543 sec): 3 clusters Score: Raw -107687.468423 + Penalty 716.080763 = -106971.387659 nChanged 0 SP:Iteration 22F (423.793029 sec): 3 clusters Score: Raw -107687.468423 + Penalty 716.080763 = -106971.387659 nChanged 0 Trying to split cluster 7 (18296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (423.842090 sec): 2 clusters Score: Raw -743505.642083 + Penalty 446.556917 = -743059.085166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (423.901891 sec): 3 clusters Score: Raw -731733.974977 + Penalty 893.113834 = -730840.861143 nChanged 8680 SP:Iteration 1F (423.963556 sec): 3 clusters Score: Raw -737653.463610 + Penalty 893.113834 = -736760.349776 nChanged 1550 SP:Iteration 2F (424.018605 sec): 3 clusters Score: Raw -738821.811423 + Penalty 893.113834 = -737928.697589 nChanged 1620 SP:Iteration 3F (424.087718 sec): 3 clusters Score: Raw -740308.195083 + Penalty 893.113834 = -739415.081249 nChanged 1438 SP:Iteration 4F (424.149720 sec): 3 clusters Score: Raw -741752.819970 + Penalty 893.113834 = -740859.706136 nChanged 965 SP:Iteration 5F (424.202524 sec): 3 clusters Score: Raw -742746.292000 + Penalty 893.113834 = -741853.178166 nChanged 503 SP:Iteration 6Q (424.266307 sec): 3 clusters Score: Raw -743241.353299 + Penalty 893.113834 = -742348.239465 nChanged 206 SP:Iteration 7Q (424.321433 sec): 3 clusters Score: Raw -743443.567829 + Penalty 893.113834 = -742550.453995 nChanged 71 SP:Iteration 8Q (424.392434 sec): 3 clusters Score: Raw -743532.844293 + Penalty 893.113834 = -742639.730459 nChanged 44 SP:Iteration 9Q (424.446185 sec): 3 clusters Score: Raw -743572.458138 + Penalty 893.113834 = -742679.344304 nChanged 24 SP:Iteration 10Q (424.506438 sec): 3 clusters Score: Raw -743587.094932 + Penalty 893.113834 = -742693.981098 nChanged 17 SP:Iteration 11Q (424.560961 sec): 3 clusters Score: Raw -743597.307705 + Penalty 893.113834 = -742704.193872 nChanged 9 SP:Iteration 12Q (424.615140 sec): 3 clusters Score: Raw -743601.987012 + Penalty 893.113834 = -742708.873178 nChanged 3 SP:Iteration 13Q (424.684890 sec): 3 clusters Score: Raw -743606.337579 + Penalty 893.113834 = -742713.223745 nChanged 5 SP:Iteration 14Q (424.741838 sec): 3 clusters Score: Raw -743609.562093 + Penalty 893.113834 = -742716.448259 nChanged 2 SP:Iteration 15Q (424.804328 sec): 3 clusters Score: Raw -743611.398313 + Penalty 893.113834 = -742718.284480 nChanged 1 SP:Iteration 16Q (424.864421 sec): 3 clusters Score: Raw -743612.808231 + Penalty 893.113834 = -742719.694397 nChanged 0 SP:Iteration 17F (424.925446 sec): 3 clusters Score: Raw -743612.808231 + Penalty 893.113834 = -742719.694397 nChanged 0 Trying to split cluster 8 (702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (424.955059 sec): 2 clusters Score: Raw -30374.471485 + Penalty 298.203970 = -30076.267515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (424.991797 sec): 3 clusters Score: Raw -30054.921095 + Penalty 596.407940 = -29458.513155 nChanged 259 SP:Iteration 1F (425.045904 sec): 3 clusters Score: Raw -30214.762631 + Penalty 596.407940 = -29618.354692 nChanged 51 SP:Iteration 2F (425.084231 sec): 3 clusters Score: Raw -30248.510265 + Penalty 596.407940 = -29652.102326 nChanged 41 SP:Iteration 3F (425.125356 sec): 3 clusters Score: Raw -30278.395116 + Penalty 596.407940 = -29681.987176 nChanged 28 SP:Iteration 4Q (425.152302 sec): 3 clusters Score: Raw -30295.698336 + Penalty 596.407940 = -29699.290397 nChanged 18 SP:Iteration 5Q (425.182499 sec): 3 clusters Score: Raw -30306.164142 + Penalty 596.407940 = -29709.756203 nChanged 22 SP:Iteration 6Q (425.227544 sec): 3 clusters Score: Raw -30317.922880 + Penalty 596.407940 = -29721.514940 nChanged 12 SP:Iteration 7Q (425.283058 sec): 3 clusters Score: Raw -30323.416209 + Penalty 596.407940 = -29727.008269 nChanged 5 SP:Iteration 8Q (425.319897 sec): 3 clusters Score: Raw -30325.128963 + Penalty 596.407940 = -29728.721023 nChanged 6 SP:Iteration 9Q (425.363397 sec): 3 clusters Score: Raw -30327.507725 + Penalty 596.407940 = -29731.099785 nChanged 6 SP:Iteration 10Q (425.407997 sec): 3 clusters Score: Raw -30329.690139 + Penalty 596.407940 = -29733.282199 nChanged 7 SP:Iteration 11Q (425.462499 sec): 3 clusters Score: Raw -30334.623049 + Penalty 596.407940 = -29738.215109 nChanged 10 SP:Iteration 12Q (425.500653 sec): 3 clusters Score: Raw -30340.486071 + Penalty 596.407940 = -29744.078131 nChanged 10 SP:Iteration 13Q (425.541264 sec): 3 clusters Score: Raw -30347.729793 + Penalty 596.407940 = -29751.321853 nChanged 7 SP:Iteration 14Q (425.579664 sec): 3 clusters Score: Raw -30351.999479 + Penalty 596.407940 = -29755.591539 nChanged 6 SP:Iteration 15Q (425.623694 sec): 3 clusters Score: Raw -30355.065897 + Penalty 596.407940 = -29758.657958 nChanged 3 SP:Iteration 16Q (425.666410 sec): 3 clusters Score: Raw -30356.268119 + Penalty 596.407940 = -29759.860179 nChanged 2 SP:Iteration 17Q (425.713640 sec): 3 clusters Score: Raw -30356.631886 + Penalty 596.407940 = -29760.223946 nChanged 0 SP:Iteration 18F (425.759314 sec): 3 clusters Score: Raw -30356.631886 + Penalty 596.407940 = -29760.223946 nChanged 0 Trying to split cluster 9 (5057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.787804 sec): 2 clusters Score: Raw -211073.255094 + Penalty 388.048056 = -210685.207038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.841125 sec): 3 clusters Score: Raw -208033.348850 + Penalty 776.096112 = -207257.252739 nChanged 2260 SP:Iteration 1F (425.906106 sec): 3 clusters Score: Raw -209385.389527 + Penalty 776.096112 = -208609.293415 nChanged 380 SP:Iteration 2F (425.960271 sec): 3 clusters Score: Raw -209629.019956 + Penalty 776.096112 = -208852.923844 nChanged 396 SP:Iteration 3F (426.004722 sec): 3 clusters Score: Raw -209882.339273 + Penalty 776.096112 = -209106.243161 nChanged 351 SP:Iteration 4F (426.064523 sec): 3 clusters Score: Raw -210133.536280 + Penalty 776.096112 = -209357.440169 nChanged 277 SP:Iteration 5F (426.111034 sec): 3 clusters Score: Raw -210352.540346 + Penalty 776.096112 = -209576.444235 nChanged 222 SP:Iteration 6Q (426.152694 sec): 3 clusters Score: Raw -210547.075766 + Penalty 776.096112 = -209770.979654 nChanged 188 SP:Iteration 7Q (426.204173 sec): 3 clusters Score: Raw -210690.915393 + Penalty 776.096112 = -209914.819281 nChanged 140 SP:Iteration 8Q (426.252024 sec): 3 clusters Score: Raw -210788.549196 + Penalty 776.096112 = -210012.453084 nChanged 89 SP:Iteration 9Q (426.306794 sec): 3 clusters Score: Raw -210847.463838 + Penalty 776.096112 = -210071.367726 nChanged 78 SP:Iteration 10Q (426.345294 sec): 3 clusters Score: Raw -210906.257219 + Penalty 776.096112 = -210130.161107 nChanged 59 SP:Iteration 11Q (426.393080 sec): 3 clusters Score: Raw -210947.679593 + Penalty 776.096112 = -210171.583481 nChanged 50 SP:Iteration 12Q (426.438943 sec): 3 clusters Score: Raw -210985.745209 + Penalty 776.096112 = -210209.649097 nChanged 52 SP:Iteration 13Q (426.486281 sec): 3 clusters Score: Raw -211024.338180 + Penalty 776.096112 = -210248.242068 nChanged 50 SP:Iteration 14Q (426.534346 sec): 3 clusters Score: Raw -211061.384741 + Penalty 776.096112 = -210285.288629 nChanged 38 SP:Iteration 15Q (426.590447 sec): 3 clusters Score: Raw -211083.209371 + Penalty 776.096112 = -210307.113259 nChanged 26 SP:Iteration 16Q (426.639497 sec): 3 clusters Score: Raw -211093.978857 + Penalty 776.096112 = -210317.882745 nChanged 16 SP:Iteration 17Q (426.680463 sec): 3 clusters Score: Raw -211102.505463 + Penalty 776.096112 = -210326.409351 nChanged 13 SP:Iteration 18Q (426.737533 sec): 3 clusters Score: Raw -211107.273137 + Penalty 776.096112 = -210331.177025 nChanged 10 SP:Iteration 19Q (426.783809 sec): 3 clusters Score: Raw -211110.929921 + Penalty 776.096112 = -210334.833810 nChanged 11 SP:Iteration 20F (426.830447 sec): 3 clusters Score: Raw -211115.493173 + Penalty 776.096112 = -210339.397061 nChanged 8 SP:Iteration 21Q (426.872960 sec): 3 clusters Score: Raw -211118.345329 + Penalty 776.096112 = -210342.249217 nChanged 4 SP:Iteration 22Q (426.930998 sec): 3 clusters Score: Raw -211119.374929 + Penalty 776.096112 = -210343.278818 nChanged 4 SP:Iteration 23Q (426.969195 sec): 3 clusters Score: Raw -211120.818966 + Penalty 776.096112 = -210344.722854 nChanged 7 SP:Iteration 24Q (427.019097 sec): 3 clusters Score: Raw -211123.579029 + Penalty 776.096112 = -210347.482917 nChanged 7 SP:Iteration 25Q (427.066538 sec): 3 clusters Score: Raw -211126.565625 + Penalty 776.096112 = -210350.469513 nChanged 11 SP:Iteration 26Q (427.113930 sec): 3 clusters Score: Raw -211132.690499 + Penalty 776.096112 = -210356.594387 nChanged 11 SP:Iteration 27Q (427.164445 sec): 3 clusters Score: Raw -211140.780203 + Penalty 776.096112 = -210364.684091 nChanged 11 SP:Iteration 28Q (427.218318 sec): 3 clusters Score: Raw -211143.685084 + Penalty 776.096112 = -210367.588972 nChanged 8 SP:Iteration 29Q (427.252663 sec): 3 clusters Score: Raw -211147.099431 + Penalty 776.096112 = -210371.003319 nChanged 10 SP:Iteration 30Q (427.303387 sec): 3 clusters Score: Raw -211152.061684 + Penalty 776.096112 = -210375.965572 nChanged 7 SP:Iteration 31Q (427.359759 sec): 3 clusters Score: Raw -211157.667658 + Penalty 776.096112 = -210381.571546 nChanged 12 SP:Iteration 32Q (427.410973 sec): 3 clusters Score: Raw -211170.087397 + Penalty 776.096112 = -210393.991285 nChanged 11 SP:Iteration 33Q (427.453207 sec): 3 clusters Score: Raw -211177.889534 + Penalty 776.096112 = -210401.793422 nChanged 7 SP:Iteration 34Q (427.507848 sec): 3 clusters Score: Raw -211182.780130 + Penalty 776.096112 = -210406.684018 nChanged 5 SP:Iteration 35Q (427.548355 sec): 3 clusters Score: Raw -211185.019341 + Penalty 776.096112 = -210408.923229 nChanged 2 SP:Iteration 36Q (427.589881 sec): 3 clusters Score: Raw -211185.698858 + Penalty 776.096112 = -210409.602746 nChanged 1 SP:Iteration 37Q (427.637623 sec): 3 clusters Score: Raw -211185.975408 + Penalty 776.096112 = -210409.879296 nChanged 0 SP:Iteration 38F (427.695008 sec): 3 clusters Score: Raw -211185.975408 + Penalty 776.096112 = -210409.879296 nChanged 0 Trying to split cluster 10 (36085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (427.745949 sec): 2 clusters Score: Raw -1451373.554668 + Penalty 477.460281 = -1450896.094387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (427.826631 sec): 3 clusters Score: Raw -1427701.454116 + Penalty 954.920562 = -1426746.533554 nChanged 17244 SP:Iteration 1F (427.906639 sec): 3 clusters Score: Raw -1439451.017898 + Penalty 954.920562 = -1438496.097336 nChanged 2888 SP:Iteration 2F (427.985323 sec): 3 clusters Score: Raw -1441472.067329 + Penalty 954.920562 = -1440517.146768 nChanged 3279 SP:Iteration 3F (428.053843 sec): 3 clusters Score: Raw -1444202.582153 + Penalty 954.920562 = -1443247.661592 nChanged 2920 SP:Iteration 4F (428.137125 sec): 3 clusters Score: Raw -1446869.788674 + Penalty 954.920562 = -1445914.868113 nChanged 2126 SP:Iteration 5F (428.206872 sec): 3 clusters Score: Raw -1448858.035206 + Penalty 954.920562 = -1447903.114644 nChanged 1349 SP:Iteration 6Q (428.301036 sec): 3 clusters Score: Raw -1450052.685896 + Penalty 954.920562 = -1449097.765334 nChanged 743 SP:Iteration 7Q (428.377023 sec): 3 clusters Score: Raw -1450671.360257 + Penalty 954.920562 = -1449716.439696 nChanged 421 SP:Iteration 8Q (428.453238 sec): 3 clusters Score: Raw -1450983.488792 + Penalty 954.920562 = -1450028.568230 nChanged 256 SP:Iteration 9Q (428.529110 sec): 3 clusters Score: Raw -1451161.921249 + Penalty 954.920562 = -1450207.000687 nChanged 150 SP:Iteration 10Q (428.604136 sec): 3 clusters Score: Raw -1451259.759979 + Penalty 954.920562 = -1450304.839418 nChanged 97 SP:Iteration 11Q (428.669775 sec): 3 clusters Score: Raw -1451329.409163 + Penalty 954.920562 = -1450374.488602 nChanged 75 SP:Iteration 12Q (428.741975 sec): 3 clusters Score: Raw -1451364.073536 + Penalty 954.920562 = -1450409.152975 nChanged 50 SP:Iteration 13Q (428.807940 sec): 3 clusters Score: Raw -1451393.070815 + Penalty 954.920562 = -1450438.150253 nChanged 43 SP:Iteration 14Q (428.875256 sec): 3 clusters Score: Raw -1451411.520466 + Penalty 954.920562 = -1450456.599905 nChanged 39 SP:Iteration 15Q (428.943710 sec): 3 clusters Score: Raw -1451425.682263 + Penalty 954.920562 = -1450470.761702 nChanged 31 SP:Iteration 16Q (429.015923 sec): 3 clusters Score: Raw -1451438.872832 + Penalty 954.920562 = -1450483.952270 nChanged 27 SP:Iteration 17Q (429.089498 sec): 3 clusters Score: Raw -1451448.490617 + Penalty 954.920562 = -1450493.570055 nChanged 21 SP:Iteration 18Q (429.163577 sec): 3 clusters Score: Raw -1451459.914147 + Penalty 954.920562 = -1450504.993586 nChanged 18 SP:Iteration 19Q (429.223567 sec): 3 clusters Score: Raw -1451468.878108 + Penalty 954.920562 = -1450513.957546 nChanged 20 SP:Iteration 20F (429.312322 sec): 3 clusters Score: Raw -1451479.316672 + Penalty 954.920562 = -1450524.396110 nChanged 13 SP:Iteration 21Q (429.388037 sec): 3 clusters Score: Raw -1451486.662996 + Penalty 954.920562 = -1450531.742434 nChanged 14 SP:Iteration 22Q (429.464426 sec): 3 clusters Score: Raw -1451492.205867 + Penalty 954.920562 = -1450537.285305 nChanged 14 SP:Iteration 23Q (429.536433 sec): 3 clusters Score: Raw -1451497.642699 + Penalty 954.920562 = -1450542.722137 nChanged 9 SP:Iteration 24Q (429.608952 sec): 3 clusters Score: Raw -1451500.532485 + Penalty 954.920562 = -1450545.611923 nChanged 7 SP:Iteration 25Q (429.681120 sec): 3 clusters Score: Raw -1451502.986503 + Penalty 954.920562 = -1450548.065941 nChanged 6 SP:Iteration 26Q (429.748209 sec): 3 clusters Score: Raw -1451504.997311 + Penalty 954.920562 = -1450550.076750 nChanged 4 SP:Iteration 27Q (429.817105 sec): 3 clusters Score: Raw -1451505.896153 + Penalty 954.920562 = -1450550.975591 nChanged 3 SP:Iteration 28Q (429.889168 sec): 3 clusters Score: Raw -1451506.458591 + Penalty 954.920562 = -1450551.538030 nChanged 1 SP:Iteration 29Q (429.956845 sec): 3 clusters Score: Raw -1451506.631801 + Penalty 954.920562 = -1450551.711240 nChanged 1 SP:Iteration 30Q (430.042837 sec): 3 clusters Score: Raw -1451506.815334 + Penalty 954.920562 = -1450551.894772 nChanged 0 SP:Iteration 31F (430.122884 sec): 3 clusters Score: Raw -1451506.815334 + Penalty 954.920562 = -1450551.894772 nChanged 0 Trying to split cluster 11 (5117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (430.155129 sec): 2 clusters Score: Raw -185423.768738 + Penalty 388.584724 = -185035.184014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (430.207618 sec): 3 clusters Score: Raw -182253.129124 + Penalty 777.169448 = -181475.959676 nChanged 2371 SP:Iteration 1F (430.258535 sec): 3 clusters Score: Raw -183574.341239 + Penalty 777.169448 = -182797.171791 nChanged 324 SP:Iteration 2F (430.309074 sec): 3 clusters Score: Raw -183722.713595 + Penalty 777.169448 = -182945.544146 nChanged 318 SP:Iteration 3F (430.359498 sec): 3 clusters Score: Raw -183885.754058 + Penalty 777.169448 = -183108.584610 nChanged 330 SP:Iteration 4F (430.404246 sec): 3 clusters Score: Raw -184083.619065 + Penalty 777.169448 = -183306.449617 nChanged 339 SP:Iteration 5F (430.456437 sec): 3 clusters Score: Raw -184322.440632 + Penalty 777.169448 = -183545.271184 nChanged 345 SP:Iteration 6F (430.502621 sec): 3 clusters Score: Raw -184596.374064 + Penalty 777.169448 = -183819.204616 nChanged 313 SP:Iteration 7F (430.553105 sec): 3 clusters Score: Raw -184879.419972 + Penalty 777.169448 = -184102.250524 nChanged 235 SP:Iteration 8Q (430.612142 sec): 3 clusters Score: Raw -185129.197543 + Penalty 777.169448 = -184352.028094 nChanged 168 SP:Iteration 9Q (430.662303 sec): 3 clusters Score: Raw -185294.652083 + Penalty 777.169448 = -184517.482634 nChanged 102 SP:Iteration 10Q (430.703590 sec): 3 clusters Score: Raw -185402.040367 + Penalty 777.169448 = -184624.870918 nChanged 77 SP:Iteration 11Q (430.748443 sec): 3 clusters Score: Raw -185486.984557 + Penalty 777.169448 = -184709.815109 nChanged 56 SP:Iteration 12Q (430.805850 sec): 3 clusters Score: Raw -185524.518011 + Penalty 777.169448 = -184747.348562 nChanged 35 SP:Iteration 13Q (430.854580 sec): 3 clusters Score: Raw -185545.938601 + Penalty 777.169448 = -184768.769153 nChanged 23 SP:Iteration 14Q (430.906467 sec): 3 clusters Score: Raw -185561.476713 + Penalty 777.169448 = -184784.307265 nChanged 21 SP:Iteration 15Q (430.924888 sec): 3 clusters Score: Raw -185571.346538 + Penalty 777.169448 = -184794.177090 nChanged 10 SP:Iteration 16Q (430.952391 sec): 3 clusters Score: Raw -185575.671588 + Penalty 777.169448 = -184798.502139 nChanged 11 SP:Iteration 17Q (430.974171 sec): 3 clusters Score: Raw -185580.923211 + Penalty 777.169448 = -184803.753763 nChanged 8 SP:Iteration 18Q (431.032186 sec): 3 clusters Score: Raw -185584.155404 + Penalty 777.169448 = -184806.985956 nChanged 5 SP:Iteration 19Q (431.077952 sec): 3 clusters Score: Raw -185585.945062 + Penalty 777.169448 = -184808.775614 nChanged 4 SP:Iteration 20F (431.126415 sec): 3 clusters Score: Raw -185587.548111 + Penalty 777.169448 = -184810.378663 nChanged 4 SP:Iteration 21Q (431.175797 sec): 3 clusters Score: Raw -185589.186295 + Penalty 777.169448 = -184812.016847 nChanged 4 SP:Iteration 22Q (431.226461 sec): 3 clusters Score: Raw -185590.680035 + Penalty 777.169448 = -184813.510586 nChanged 1 SP:Iteration 23Q (431.283523 sec): 3 clusters Score: Raw -185590.858509 + Penalty 777.169448 = -184813.689061 nChanged 0 SP:Iteration 24F (431.324310 sec): 3 clusters Score: Raw -185590.858509 + Penalty 777.169448 = -184813.689061 nChanged 0 Trying to split cluster 12 (1532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (431.350224 sec): 2 clusters Score: Raw -66213.695907 + Penalty 333.711985 = -65879.983922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (431.393184 sec): 3 clusters Score: Raw -65376.737942 + Penalty 667.423971 = -64709.313971 nChanged 639 SP:Iteration 1F (431.421113 sec): 3 clusters Score: Raw -65731.746376 + Penalty 667.423971 = -65064.322406 nChanged 110 SP:Iteration 2F (431.457149 sec): 3 clusters Score: Raw -65782.728475 + Penalty 667.423971 = -65115.304504 nChanged 80 SP:Iteration 3F (431.502204 sec): 3 clusters Score: Raw -65814.270079 + Penalty 667.423971 = -65146.846108 nChanged 52 SP:Iteration 4Q (431.544239 sec): 3 clusters Score: Raw -65835.772155 + Penalty 667.423971 = -65168.348185 nChanged 43 SP:Iteration 5Q (431.583382 sec): 3 clusters Score: Raw -65849.855467 + Penalty 667.423971 = -65182.431497 nChanged 30 SP:Iteration 6Q (431.628518 sec): 3 clusters Score: Raw -65858.129940 + Penalty 667.423971 = -65190.705969 nChanged 20 SP:Iteration 7Q (431.684247 sec): 3 clusters Score: Raw -65863.828483 + Penalty 667.423971 = -65196.404512 nChanged 18 SP:Iteration 8Q (431.729398 sec): 3 clusters Score: Raw -65868.650581 + Penalty 667.423971 = -65201.226610 nChanged 14 SP:Iteration 9Q (431.770066 sec): 3 clusters Score: Raw -65871.237518 + Penalty 667.423971 = -65203.813547 nChanged 8 SP:Iteration 10Q (431.817219 sec): 3 clusters Score: Raw -65873.775068 + Penalty 667.423971 = -65206.351097 nChanged 12 SP:Iteration 11Q (431.862693 sec): 3 clusters Score: Raw -65878.076183 + Penalty 667.423971 = -65210.652212 nChanged 18 SP:Iteration 12Q (431.899759 sec): 3 clusters Score: Raw -65882.383301 + Penalty 667.423971 = -65214.959331 nChanged 12 SP:Iteration 13Q (431.943856 sec): 3 clusters Score: Raw -65885.432591 + Penalty 667.423971 = -65218.008620 nChanged 12 SP:Iteration 14Q (431.986672 sec): 3 clusters Score: Raw -65888.191304 + Penalty 667.423971 = -65220.767333 nChanged 9 SP:Iteration 15Q (432.037700 sec): 3 clusters Score: Raw -65890.354505 + Penalty 667.423971 = -65222.930534 nChanged 6 SP:Iteration 16Q (432.081180 sec): 3 clusters Score: Raw -65890.846022 + Penalty 667.423971 = -65223.422051 nChanged 3 SP:Iteration 17Q (432.128640 sec): 3 clusters Score: Raw -65891.208374 + Penalty 667.423971 = -65223.784403 nChanged 1 SP:Iteration 18Q (432.160639 sec): 3 clusters Score: Raw -65891.266692 + Penalty 667.423971 = -65223.842721 nChanged 0 SP:Iteration 19F (432.209492 sec): 3 clusters Score: Raw -65891.266692 + Penalty 667.423971 = -65223.842721 nChanged 0 Trying to split cluster 13 (1933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (432.224035 sec): 2 clusters Score: Raw -81351.963929 + Penalty 344.290696 = -81007.673233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (432.269546 sec): 3 clusters Score: Raw -80324.909040 + Penalty 688.581392 = -79636.327648 nChanged 784 SP:Iteration 1F (432.314194 sec): 3 clusters Score: Raw -80759.696094 + Penalty 688.581392 = -80071.114702 nChanged 133 SP:Iteration 2F (432.365458 sec): 3 clusters Score: Raw -80831.732292 + Penalty 688.581392 = -80143.150900 nChanged 106 SP:Iteration 3F (432.404015 sec): 3 clusters Score: Raw -80880.115807 + Penalty 688.581392 = -80191.534416 nChanged 73 SP:Iteration 4Q (432.440793 sec): 3 clusters Score: Raw -80911.395322 + Penalty 688.581392 = -80222.813930 nChanged 65 SP:Iteration 5Q (432.485286 sec): 3 clusters Score: Raw -80941.772111 + Penalty 688.581392 = -80253.190719 nChanged 70 SP:Iteration 6Q (432.537871 sec): 3 clusters Score: Raw -80979.085439 + Penalty 688.581392 = -80290.504048 nChanged 62 SP:Iteration 7Q (432.571862 sec): 3 clusters Score: Raw -81019.304444 + Penalty 688.581392 = -80330.723052 nChanged 71 SP:Iteration 8Q (432.619894 sec): 3 clusters Score: Raw -81059.287299 + Penalty 688.581392 = -80370.705907 nChanged 51 SP:Iteration 9Q (432.665535 sec): 3 clusters Score: Raw -81087.954386 + Penalty 688.581392 = -80399.372994 nChanged 46 SP:Iteration 10Q (432.713534 sec): 3 clusters Score: Raw -81115.357469 + Penalty 688.581392 = -80426.776077 nChanged 54 SP:Iteration 11Q (432.756253 sec): 3 clusters Score: Raw -81146.597166 + Penalty 688.581392 = -80458.015774 nChanged 48 SP:Iteration 12Q (432.790358 sec): 3 clusters Score: Raw -81176.975488 + Penalty 688.581392 = -80488.394096 nChanged 44 SP:Iteration 13Q (432.840209 sec): 3 clusters Score: Raw -81211.719030 + Penalty 688.581392 = -80523.137639 nChanged 44 SP:Iteration 14Q (432.888549 sec): 3 clusters Score: Raw -81250.296532 + Penalty 688.581392 = -80561.715140 nChanged 33 SP:Iteration 15Q (432.934995 sec): 3 clusters Score: Raw -81278.319819 + Penalty 688.581392 = -80589.738428 nChanged 21 SP:Iteration 16Q (432.966823 sec): 3 clusters Score: Raw -81297.998548 + Penalty 688.581392 = -80609.417156 nChanged 17 SP:Iteration 17Q (433.017963 sec): 3 clusters Score: Raw -81311.137802 + Penalty 688.581392 = -80622.556410 nChanged 11 SP:Iteration 18Q (433.058782 sec): 3 clusters Score: Raw -81320.896576 + Penalty 688.581392 = -80632.315185 nChanged 13 SP:Iteration 19Q (433.102645 sec): 3 clusters Score: Raw -81340.482559 + Penalty 688.581392 = -80651.901167 nChanged 14 SP:Iteration 20F (433.147283 sec): 3 clusters Score: Raw -81356.198866 + Penalty 688.581392 = -80667.617474 nChanged 7 SP:Iteration 21Q (433.182647 sec): 3 clusters Score: Raw -81361.526131 + Penalty 688.581392 = -80672.944740 nChanged 2 SP:Iteration 22Q (433.230187 sec): 3 clusters Score: Raw -81362.442807 + Penalty 688.581392 = -80673.861415 nChanged 0 SP:Iteration 23F (433.278587 sec): 3 clusters Score: Raw -81362.442807 + Penalty 688.581392 = -80673.861415 nChanged 0 Trying to split cluster 14 (1284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (433.302389 sec): 2 clusters Score: Raw -45781.146540 + Penalty 325.676965 = -45455.469575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (433.335843 sec): 3 clusters Score: Raw -45119.249154 + Penalty 651.353929 = -44467.895225 nChanged 520 SP:Iteration 1F (433.386678 sec): 3 clusters Score: Raw -45559.510347 + Penalty 651.353929 = -44908.156418 nChanged 122 SP:Iteration 2F (433.429427 sec): 3 clusters Score: Raw -45702.798832 + Penalty 651.353929 = -45051.444903 nChanged 86 SP:Iteration 3F (433.473045 sec): 3 clusters Score: Raw -45785.424503 + Penalty 651.353929 = -45134.070574 nChanged 55 SP:Iteration 4Q (433.516660 sec): 3 clusters Score: Raw -45832.131531 + Penalty 651.353929 = -45180.777602 nChanged 38 SP:Iteration 5Q (433.550634 sec): 3 clusters Score: Raw -45859.026886 + Penalty 651.353929 = -45207.672957 nChanged 26 SP:Iteration 6Q (433.598313 sec): 3 clusters Score: Raw -45879.708978 + Penalty 651.353929 = -45228.355049 nChanged 20 SP:Iteration 7Q (433.640957 sec): 3 clusters Score: Raw -45889.858406 + Penalty 651.353929 = -45238.504477 nChanged 9 SP:Iteration 8Q (433.688004 sec): 3 clusters Score: Raw -45893.853231 + Penalty 651.353929 = -45242.499302 nChanged 4 SP:Iteration 9Q (433.735147 sec): 3 clusters Score: Raw -45895.855516 + Penalty 651.353929 = -45244.501587 nChanged 8 SP:Iteration 10Q (433.770266 sec): 3 clusters Score: Raw -45899.703022 + Penalty 651.353929 = -45248.349092 nChanged 8 SP:Iteration 11Q (433.810729 sec): 3 clusters Score: Raw -45902.347132 + Penalty 651.353929 = -45250.993203 nChanged 6 SP:Iteration 12Q (433.850903 sec): 3 clusters Score: Raw -45905.759658 + Penalty 651.353929 = -45254.405729 nChanged 4 SP:Iteration 13Q (433.905129 sec): 3 clusters Score: Raw -45907.014725 + Penalty 651.353929 = -45255.660796 nChanged 3 SP:Iteration 14Q (433.938639 sec): 3 clusters Score: Raw -45907.806434 + Penalty 651.353929 = -45256.452505 nChanged 1 SP:Iteration 15Q (433.982635 sec): 3 clusters Score: Raw -45907.930443 + Penalty 651.353929 = -45256.576514 nChanged 0 SP:Iteration 16F (434.026728 sec): 3 clusters Score: Raw -45907.930443 + Penalty 651.353929 = -45256.576514 nChanged 0 Trying to split cluster 15 (1459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (434.050477 sec): 2 clusters Score: Raw -56120.573440 + Penalty 331.490548 = -55789.082892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (434.094788 sec): 3 clusters Score: Raw -55373.643611 + Penalty 662.981096 = -54710.662515 nChanged 608 SP:Iteration 1F (434.144229 sec): 3 clusters Score: Raw -55757.728587 + Penalty 662.981096 = -55094.747491 nChanged 113 SP:Iteration 2F (434.198299 sec): 3 clusters Score: Raw -55826.798472 + Penalty 662.981096 = -55163.817376 nChanged 97 SP:Iteration 3F (434.231954 sec): 3 clusters Score: Raw -55906.573817 + Penalty 662.981096 = -55243.592722 nChanged 97 SP:Iteration 4F (434.277790 sec): 3 clusters Score: Raw -55992.377514 + Penalty 662.981096 = -55329.396418 nChanged 76 SP:Iteration 5F (434.320441 sec): 3 clusters Score: Raw -56057.262448 + Penalty 662.981096 = -55394.281352 nChanged 52 SP:Iteration 6Q (434.364080 sec): 3 clusters Score: Raw -56095.734608 + Penalty 662.981096 = -55432.753512 nChanged 45 SP:Iteration 7Q (434.412337 sec): 3 clusters Score: Raw -56126.187187 + Penalty 662.981096 = -55463.206091 nChanged 30 SP:Iteration 8Q (434.458784 sec): 3 clusters Score: Raw -56151.630461 + Penalty 662.981096 = -55488.649365 nChanged 21 SP:Iteration 9Q (434.496067 sec): 3 clusters Score: Raw -56165.485437 + Penalty 662.981096 = -55502.504341 nChanged 14 SP:Iteration 10Q (434.544115 sec): 3 clusters Score: Raw -56178.311627 + Penalty 662.981096 = -55515.330532 nChanged 11 SP:Iteration 11Q (434.591837 sec): 3 clusters Score: Raw -56186.819501 + Penalty 662.981096 = -55523.838406 nChanged 12 SP:Iteration 12Q (434.636511 sec): 3 clusters Score: Raw -56195.333202 + Penalty 662.981096 = -55532.352106 nChanged 9 SP:Iteration 13Q (434.675147 sec): 3 clusters Score: Raw -56203.093729 + Penalty 662.981096 = -55540.112634 nChanged 7 SP:Iteration 14Q (434.713209 sec): 3 clusters Score: Raw -56206.741417 + Penalty 662.981096 = -55543.760321 nChanged 2 SP:Iteration 15Q (434.758202 sec): 3 clusters Score: Raw -56210.183100 + Penalty 662.981096 = -55547.202004 nChanged 3 SP:Iteration 16Q (434.807874 sec): 3 clusters Score: Raw -56214.915829 + Penalty 662.981096 = -55551.934733 nChanged 3 SP:Iteration 17Q (434.853147 sec): 3 clusters Score: Raw -56218.956147 + Penalty 662.981096 = -55555.975051 nChanged 6 SP:Iteration 18Q (434.891962 sec): 3 clusters Score: Raw -56229.289491 + Penalty 662.981096 = -55566.308395 nChanged 7 SP:Iteration 19Q (434.933979 sec): 3 clusters Score: Raw -56235.268693 + Penalty 662.981096 = -55572.287597 nChanged 3 SP:Iteration 20F (434.980820 sec): 3 clusters Score: Raw -56242.351546 + Penalty 662.981096 = -55579.370450 nChanged 9 SP:Iteration 21Q (435.031026 sec): 3 clusters Score: Raw -56245.916921 + Penalty 662.981096 = -55582.935825 nChanged 0 SP:Iteration 22F (435.068452 sec): 3 clusters Score: Raw -56245.916921 + Penalty 662.981096 = -55582.935825 nChanged 0 Trying to split cluster 16 (2047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (435.097184 sec): 2 clusters Score: Raw -76130.518586 + Penalty 346.897942 = -75783.620644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (435.143300 sec): 3 clusters Score: Raw -74962.531699 + Penalty 693.795883 = -74268.735815 nChanged 881 SP:Iteration 1F (435.185870 sec): 3 clusters Score: Raw -75412.266669 + Penalty 693.795883 = -74718.470786 nChanged 132 SP:Iteration 2F (435.235977 sec): 3 clusters Score: Raw -75477.461185 + Penalty 693.795883 = -74783.665302 nChanged 114 SP:Iteration 3F (435.284444 sec): 3 clusters Score: Raw -75550.022041 + Penalty 693.795883 = -74856.226158 nChanged 115 SP:Iteration 4F (435.324134 sec): 3 clusters Score: Raw -75618.614592 + Penalty 693.795883 = -74924.818709 nChanged 96 SP:Iteration 5Q (435.369848 sec): 3 clusters Score: Raw -75691.103487 + Penalty 693.795883 = -74997.307603 nChanged 96 SP:Iteration 6Q (435.417484 sec): 3 clusters Score: Raw -75764.668655 + Penalty 693.795883 = -75070.872772 nChanged 91 SP:Iteration 7Q (435.467029 sec): 3 clusters Score: Raw -75823.491619 + Penalty 693.795883 = -75129.695735 nChanged 63 SP:Iteration 8Q (435.503177 sec): 3 clusters Score: Raw -75881.190906 + Penalty 693.795883 = -75187.395022 nChanged 75 SP:Iteration 9Q (435.555051 sec): 3 clusters Score: Raw -75931.639779 + Penalty 693.795883 = -75237.843896 nChanged 61 SP:Iteration 10Q (435.593381 sec): 3 clusters Score: Raw -75970.864454 + Penalty 693.795883 = -75277.068571 nChanged 50 SP:Iteration 11Q (435.641114 sec): 3 clusters Score: Raw -76003.855616 + Penalty 693.795883 = -75310.059733 nChanged 41 SP:Iteration 12Q (435.678806 sec): 3 clusters Score: Raw -76029.472806 + Penalty 693.795883 = -75335.676923 nChanged 32 SP:Iteration 13Q (435.726504 sec): 3 clusters Score: Raw -76049.566072 + Penalty 693.795883 = -75355.770189 nChanged 31 SP:Iteration 14Q (435.771304 sec): 3 clusters Score: Raw -76069.952489 + Penalty 693.795883 = -75376.156606 nChanged 26 SP:Iteration 15Q (435.821672 sec): 3 clusters Score: Raw -76083.722332 + Penalty 693.795883 = -75389.926448 nChanged 26 SP:Iteration 16Q (435.878640 sec): 3 clusters Score: Raw -76101.007689 + Penalty 693.795883 = -75407.211806 nChanged 25 SP:Iteration 17Q (435.925614 sec): 3 clusters Score: Raw -76114.195804 + Penalty 693.795883 = -75420.399921 nChanged 21 SP:Iteration 18Q (435.961291 sec): 3 clusters Score: Raw -76122.384948 + Penalty 693.795883 = -75428.589065 nChanged 19 SP:Iteration 19Q (436.007596 sec): 3 clusters Score: Raw -76132.361430 + Penalty 693.795883 = -75438.565547 nChanged 20 SP:Iteration 20F (436.055093 sec): 3 clusters Score: Raw -76145.381104 + Penalty 693.795883 = -75451.585220 nChanged 16 SP:Iteration 21Q (436.103069 sec): 3 clusters Score: Raw -76151.508340 + Penalty 693.795883 = -75457.712457 nChanged 7 SP:Iteration 22Q (436.149126 sec): 3 clusters Score: Raw -76153.085795 + Penalty 693.795883 = -75459.289911 nChanged 5 SP:Iteration 23Q (436.186573 sec): 3 clusters Score: Raw -76155.294913 + Penalty 693.795883 = -75461.499030 nChanged 7 SP:Iteration 24Q (436.241209 sec): 3 clusters Score: Raw -76157.639476 + Penalty 693.795883 = -75463.843593 nChanged 5 SP:Iteration 25Q (436.285459 sec): 3 clusters Score: Raw -76159.189468 + Penalty 693.795883 = -75465.393585 nChanged 5 SP:Iteration 26Q (436.325718 sec): 3 clusters Score: Raw -76160.731372 + Penalty 693.795883 = -75466.935489 nChanged 8 SP:Iteration 27Q (436.373577 sec): 3 clusters Score: Raw -76162.998168 + Penalty 693.795883 = -75469.202285 nChanged 4 SP:Iteration 28Q (436.407334 sec): 3 clusters Score: Raw -76164.467488 + Penalty 693.795883 = -75470.671605 nChanged 2 SP:Iteration 29Q (436.458645 sec): 3 clusters Score: Raw -76164.846168 + Penalty 693.795883 = -75471.050285 nChanged 2 SP:Iteration 30Q (436.506645 sec): 3 clusters Score: Raw -76165.837655 + Penalty 693.795883 = -75472.041772 nChanged 3 SP:Iteration 31Q (436.541598 sec): 3 clusters Score: Raw -76168.146780 + Penalty 693.795883 = -75474.350896 nChanged 5 SP:Iteration 32Q (436.587204 sec): 3 clusters Score: Raw -76170.637135 + Penalty 693.795883 = -75476.841252 nChanged 3 SP:Iteration 33Q (436.628195 sec): 3 clusters Score: Raw -76172.013537 + Penalty 693.795883 = -75478.217653 nChanged 2 SP:Iteration 34Q (436.677375 sec): 3 clusters Score: Raw -76173.692230 + Penalty 693.795883 = -75479.896347 nChanged 5 SP:Iteration 35Q (436.714747 sec): 3 clusters Score: Raw -76174.985680 + Penalty 693.795883 = -75481.189797 nChanged 5 SP:Iteration 36Q (436.759076 sec): 3 clusters Score: Raw -76176.170922 + Penalty 693.795883 = -75482.375039 nChanged 2 SP:Iteration 37Q (436.806168 sec): 3 clusters Score: Raw -76176.616566 + Penalty 693.795883 = -75482.820683 nChanged 2 SP:Iteration 38Q (436.852239 sec): 3 clusters Score: Raw -76177.072992 + Penalty 693.795883 = -75483.277109 nChanged 2 SP:Iteration 39Q (436.896415 sec): 3 clusters Score: Raw -76177.548401 + Penalty 693.795883 = -75483.752518 nChanged 3 SP:Iteration 40F (436.951091 sec): 3 clusters Score: Raw -76178.186196 + Penalty 693.795883 = -75484.390312 nChanged 2 SP:Iteration 41Q (436.993582 sec): 3 clusters Score: Raw -76178.857657 + Penalty 693.795883 = -75485.061774 nChanged 1 SP:Iteration 42Q (437.027626 sec): 3 clusters Score: Raw -76179.017981 + Penalty 693.795883 = -75485.222098 nChanged 1 SP:Iteration 43Q (437.068469 sec): 3 clusters Score: Raw -76179.091655 + Penalty 693.795883 = -75485.295771 nChanged 1 SP:Iteration 44Q (437.110815 sec): 3 clusters Score: Raw -76179.299082 + Penalty 693.795883 = -75485.503199 nChanged 1 SP:Iteration 45Q (437.154556 sec): 3 clusters Score: Raw -76179.699152 + Penalty 693.795883 = -75485.903268 nChanged 0 SP:Iteration 46F (437.205972 sec): 3 clusters Score: Raw -76179.699152 + Penalty 693.795883 = -75485.903268 nChanged 0 Trying to split cluster 17 (532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (437.221688 sec): 2 clusters Score: Raw -21752.758894 + Penalty 285.587279 = -21467.171615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (437.267470 sec): 3 clusters Score: Raw -21507.969163 + Penalty 571.174558 = -20936.794606 nChanged 199 SP:Iteration 1F (437.315452 sec): 3 clusters Score: Raw -21657.775215 + Penalty 571.174558 = -21086.600657 nChanged 44 SP:Iteration 2F (437.358152 sec): 3 clusters Score: Raw -21704.333516 + Penalty 571.174558 = -21133.158958 nChanged 22 SP:Iteration 3Q (437.389706 sec): 3 clusters Score: Raw -21726.094134 + Penalty 571.174558 = -21154.919577 nChanged 16 SP:Iteration 4Q (437.432392 sec): 3 clusters Score: Raw -21747.379431 + Penalty 571.174558 = -21176.204873 nChanged 11 SP:Iteration 5Q (437.473490 sec): 3 clusters Score: Raw -21759.184625 + Penalty 571.174558 = -21188.010068 nChanged 7 SP:Iteration 6Q (437.516246 sec): 3 clusters Score: Raw -21766.534649 + Penalty 571.174558 = -21195.360092 nChanged 7 SP:Iteration 7Q (437.555359 sec): 3 clusters Score: Raw -21770.760064 + Penalty 571.174558 = -21199.585507 nChanged 3 SP:Iteration 8Q (437.598119 sec): 3 clusters Score: Raw -21772.269576 + Penalty 571.174558 = -21201.095019 nChanged 4 SP:Iteration 9Q (437.651326 sec): 3 clusters Score: Raw -21775.191288 + Penalty 571.174558 = -21204.016730 nChanged 4 SP:Iteration 10Q (437.688533 sec): 3 clusters Score: Raw -21777.679342 + Penalty 571.174558 = -21206.504784 nChanged 3 SP:Iteration 11Q (437.746357 sec): 3 clusters Score: Raw -21779.292613 + Penalty 571.174558 = -21208.118056 nChanged 3 SP:Iteration 12Q (437.791365 sec): 3 clusters Score: Raw -21782.938359 + Penalty 571.174558 = -21211.763802 nChanged 3 SP:Iteration 13Q (437.835066 sec): 3 clusters Score: Raw -21784.639213 + Penalty 571.174558 = -21213.464655 nChanged 6 SP:Iteration 14Q (437.882539 sec): 3 clusters Score: Raw -21788.575125 + Penalty 571.174558 = -21217.400568 nChanged 3 SP:Iteration 15Q (437.936625 sec): 3 clusters Score: Raw -21790.563106 + Penalty 571.174558 = -21219.388549 nChanged 1 SP:Iteration 16Q (437.986221 sec): 3 clusters Score: Raw -21790.812350 + Penalty 571.174558 = -21219.637793 nChanged 1 SP:Iteration 17Q (438.023629 sec): 3 clusters Score: Raw -21791.583283 + Penalty 571.174558 = -21220.408726 nChanged 0 SP:Iteration 18F (438.077960 sec): 3 clusters Score: Raw -21791.583283 + Penalty 571.174558 = -21220.408726 nChanged 0 Trying to split cluster 18 (2058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (438.106353 sec): 2 clusters Score: Raw -77396.783520 + Penalty 347.141791 = -77049.641729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (438.152140 sec): 3 clusters Score: Raw -76279.772301 + Penalty 694.283582 = -75585.488719 nChanged 864 SP:Iteration 1F (438.207290 sec): 3 clusters Score: Raw -76834.855223 + Penalty 694.283582 = -76140.571641 nChanged 197 SP:Iteration 2F (438.250902 sec): 3 clusters Score: Raw -77000.342870 + Penalty 694.283582 = -76306.059288 nChanged 145 SP:Iteration 3F (438.304982 sec): 3 clusters Score: Raw -77099.780811 + Penalty 694.283582 = -76405.497229 nChanged 101 SP:Iteration 4Q (438.341049 sec): 3 clusters Score: Raw -77170.147122 + Penalty 694.283582 = -76475.863539 nChanged 79 SP:Iteration 5Q (438.387742 sec): 3 clusters Score: Raw -77213.998947 + Penalty 694.283582 = -76519.715365 nChanged 63 SP:Iteration 6Q (438.435198 sec): 3 clusters Score: Raw -77246.266958 + Penalty 694.283582 = -76551.983376 nChanged 48 SP:Iteration 7Q (438.477494 sec): 3 clusters Score: Raw -77266.988422 + Penalty 694.283582 = -76572.704839 nChanged 28 SP:Iteration 8Q (438.535056 sec): 3 clusters Score: Raw -77276.389727 + Penalty 694.283582 = -76582.106145 nChanged 29 SP:Iteration 9Q (438.583265 sec): 3 clusters Score: Raw -77287.385331 + Penalty 694.283582 = -76593.101748 nChanged 25 SP:Iteration 10Q (438.626800 sec): 3 clusters Score: Raw -77294.838290 + Penalty 694.283582 = -76600.554708 nChanged 21 SP:Iteration 11Q (438.675934 sec): 3 clusters Score: Raw -77301.962262 + Penalty 694.283582 = -76607.678679 nChanged 16 SP:Iteration 12Q (438.713422 sec): 3 clusters Score: Raw -77307.245037 + Penalty 694.283582 = -76612.961454 nChanged 13 SP:Iteration 13Q (438.762059 sec): 3 clusters Score: Raw -77310.464217 + Penalty 694.283582 = -76616.180634 nChanged 8 SP:Iteration 14Q (438.819852 sec): 3 clusters Score: Raw -77312.335003 + Penalty 694.283582 = -76618.051421 nChanged 6 SP:Iteration 15Q (438.861778 sec): 3 clusters Score: Raw -77313.057445 + Penalty 694.283582 = -76618.773862 nChanged 4 SP:Iteration 16Q (438.899989 sec): 3 clusters Score: Raw -77313.491543 + Penalty 694.283582 = -76619.207961 nChanged 1 SP:Iteration 17Q (438.947100 sec): 3 clusters Score: Raw -77313.591985 + Penalty 694.283582 = -76619.308403 nChanged 0 SP:Iteration 18F (438.994324 sec): 3 clusters Score: Raw -77313.591985 + Penalty 694.283582 = -76619.308403 nChanged 0 Trying to split cluster 19 (2688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (439.019514 sec): 2 clusters Score: Raw -84223.746976 + Penalty 359.293148 = -83864.453828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (439.057927 sec): 3 clusters Score: Raw -82664.440879 + Penalty 718.586296 = -81945.854583 nChanged 1208 SP:Iteration 1F (439.110129 sec): 3 clusters Score: Raw -83527.371650 + Penalty 718.586296 = -82808.785354 nChanged 227 SP:Iteration 2F (439.148213 sec): 3 clusters Score: Raw -83677.614720 + Penalty 718.586296 = -82959.028424 nChanged 178 SP:Iteration 3F (439.198671 sec): 3 clusters Score: Raw -83793.519450 + Penalty 718.586296 = -83074.933154 nChanged 129 SP:Iteration 4Q (439.250320 sec): 3 clusters Score: Raw -83883.252406 + Penalty 718.586296 = -83164.666111 nChanged 131 SP:Iteration 5Q (439.289807 sec): 3 clusters Score: Raw -83986.784769 + Penalty 718.586296 = -83268.198473 nChanged 122 SP:Iteration 6Q (439.334596 sec): 3 clusters Score: Raw -84093.816382 + Penalty 718.586296 = -83375.230086 nChanged 131 SP:Iteration 7Q (439.380244 sec): 3 clusters Score: Raw -84177.728569 + Penalty 718.586296 = -83459.142273 nChanged 85 SP:Iteration 8Q (439.427637 sec): 3 clusters Score: Raw -84219.240134 + Penalty 718.586296 = -83500.653838 nChanged 63 SP:Iteration 9Q (439.467134 sec): 3 clusters Score: Raw -84247.581387 + Penalty 718.586296 = -83528.995091 nChanged 49 SP:Iteration 10Q (439.515853 sec): 3 clusters Score: Raw -84270.196756 + Penalty 718.586296 = -83551.610460 nChanged 45 SP:Iteration 11Q (439.557265 sec): 3 clusters Score: Raw -84290.620558 + Penalty 718.586296 = -83572.034263 nChanged 43 SP:Iteration 12Q (439.595903 sec): 3 clusters Score: Raw -84311.472133 + Penalty 718.586296 = -83592.885837 nChanged 37 SP:Iteration 13Q (439.648633 sec): 3 clusters Score: Raw -84326.419006 + Penalty 718.586296 = -83607.832710 nChanged 45 SP:Iteration 14Q (439.684145 sec): 3 clusters Score: Raw -84344.391079 + Penalty 718.586296 = -83625.804783 nChanged 27 SP:Iteration 15Q (439.736804 sec): 3 clusters Score: Raw -84353.557833 + Penalty 718.586296 = -83634.971538 nChanged 33 SP:Iteration 16Q (439.783963 sec): 3 clusters Score: Raw -84363.142734 + Penalty 718.586296 = -83644.556438 nChanged 31 SP:Iteration 17Q (439.819181 sec): 3 clusters Score: Raw -84373.689964 + Penalty 718.586296 = -83655.103668 nChanged 29 SP:Iteration 18Q (439.867520 sec): 3 clusters Score: Raw -84385.081318 + Penalty 718.586296 = -83666.495023 nChanged 25 SP:Iteration 19Q (439.911314 sec): 3 clusters Score: Raw -84392.238193 + Penalty 718.586296 = -83673.651897 nChanged 23 SP:Iteration 20F (439.958723 sec): 3 clusters Score: Raw -84398.891420 + Penalty 718.586296 = -83680.305125 nChanged 15 SP:Iteration 21Q (440.005412 sec): 3 clusters Score: Raw -84403.134979 + Penalty 718.586296 = -83684.548683 nChanged 15 SP:Iteration 22Q (440.051417 sec): 3 clusters Score: Raw -84405.888428 + Penalty 718.586296 = -83687.302132 nChanged 16 SP:Iteration 23Q (440.086809 sec): 3 clusters Score: Raw -84410.239113 + Penalty 718.586296 = -83691.652817 nChanged 14 SP:Iteration 24Q (440.142241 sec): 3 clusters Score: Raw -84412.365910 + Penalty 718.586296 = -83693.779614 nChanged 6 SP:Iteration 25Q (440.184188 sec): 3 clusters Score: Raw -84413.663871 + Penalty 718.586296 = -83695.077575 nChanged 6 SP:Iteration 26Q (440.230891 sec): 3 clusters Score: Raw -84414.299701 + Penalty 718.586296 = -83695.713405 nChanged 4 SP:Iteration 27Q (440.270877 sec): 3 clusters Score: Raw -84414.841823 + Penalty 718.586296 = -83696.255527 nChanged 3 SP:Iteration 28Q (440.319969 sec): 3 clusters Score: Raw -84415.127636 + Penalty 718.586296 = -83696.541340 nChanged 4 SP:Iteration 29Q (440.365121 sec): 3 clusters Score: Raw -84415.570590 + Penalty 718.586296 = -83696.984294 nChanged 2 SP:Iteration 30Q (440.403387 sec): 3 clusters Score: Raw -84415.650453 + Penalty 718.586296 = -83697.064157 nChanged 1 SP:Iteration 31Q (440.449229 sec): 3 clusters Score: Raw -84415.720883 + Penalty 718.586296 = -83697.134587 nChanged 0 SP:Iteration 32F (440.491271 sec): 3 clusters Score: Raw -84415.720883 + Penalty 718.586296 = -83697.134587 nChanged 0 Trying to split cluster 20 (2039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (440.514876 sec): 2 clusters Score: Raw -70492.960893 + Penalty 346.719772 = -70146.241121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (440.564638 sec): 3 clusters Score: Raw -69337.893286 + Penalty 693.439544 = -68644.453742 nChanged 869 SP:Iteration 1F (440.604116 sec): 3 clusters Score: Raw -69811.655518 + Penalty 693.439544 = -69118.215974 nChanged 153 SP:Iteration 2F (440.657794 sec): 3 clusters Score: Raw -69903.789303 + Penalty 693.439544 = -69210.349759 nChanged 156 SP:Iteration 3F (440.704727 sec): 3 clusters Score: Raw -69988.077808 + Penalty 693.439544 = -69294.638264 nChanged 129 SP:Iteration 4F (440.753718 sec): 3 clusters Score: Raw -70054.472893 + Penalty 693.439544 = -69361.033349 nChanged 105 SP:Iteration 5F (440.800520 sec): 3 clusters Score: Raw -70117.791722 + Penalty 693.439544 = -69424.352178 nChanged 95 SP:Iteration 6Q (440.851083 sec): 3 clusters Score: Raw -70175.637747 + Penalty 693.439544 = -69482.198203 nChanged 80 SP:Iteration 7Q (440.890820 sec): 3 clusters Score: Raw -70216.489344 + Penalty 693.439544 = -69523.049800 nChanged 75 SP:Iteration 8Q (440.939249 sec): 3 clusters Score: Raw -70253.981273 + Penalty 693.439544 = -69560.541729 nChanged 51 SP:Iteration 9Q (440.987819 sec): 3 clusters Score: Raw -70280.429473 + Penalty 693.439544 = -69586.989929 nChanged 49 SP:Iteration 10Q (441.039168 sec): 3 clusters Score: Raw -70296.485947 + Penalty 693.439544 = -69603.046403 nChanged 34 SP:Iteration 11Q (441.090597 sec): 3 clusters Score: Raw -70311.547672 + Penalty 693.439544 = -69618.108128 nChanged 26 SP:Iteration 12Q (441.144763 sec): 3 clusters Score: Raw -70318.689650 + Penalty 693.439544 = -69625.250106 nChanged 27 SP:Iteration 13Q (441.182788 sec): 3 clusters Score: Raw -70326.535209 + Penalty 693.439544 = -69633.095664 nChanged 23 SP:Iteration 14Q (441.235968 sec): 3 clusters Score: Raw -70335.391136 + Penalty 693.439544 = -69641.951592 nChanged 19 SP:Iteration 15Q (441.282591 sec): 3 clusters Score: Raw -70343.601042 + Penalty 693.439544 = -69650.161498 nChanged 19 SP:Iteration 16Q (441.334184 sec): 3 clusters Score: Raw -70351.146309 + Penalty 693.439544 = -69657.706765 nChanged 10 SP:Iteration 17Q (441.384499 sec): 3 clusters Score: Raw -70355.132753 + Penalty 693.439544 = -69661.693209 nChanged 12 SP:Iteration 18Q (441.437216 sec): 3 clusters Score: Raw -70358.424082 + Penalty 693.439544 = -69664.984538 nChanged 9 SP:Iteration 19Q (441.484118 sec): 3 clusters Score: Raw -70360.533210 + Penalty 693.439544 = -69667.093666 nChanged 10 SP:Iteration 20F (441.532062 sec): 3 clusters Score: Raw -70363.283043 + Penalty 693.439544 = -69669.843499 nChanged 8 SP:Iteration 21Q (441.573000 sec): 3 clusters Score: Raw -70365.387040 + Penalty 693.439544 = -69671.947496 nChanged 10 SP:Iteration 22Q (441.617521 sec): 3 clusters Score: Raw -70368.525239 + Penalty 693.439544 = -69675.085695 nChanged 13 SP:Iteration 23Q (441.658498 sec): 3 clusters Score: Raw -70372.189575 + Penalty 693.439544 = -69678.750031 nChanged 10 SP:Iteration 24Q (441.698478 sec): 3 clusters Score: Raw -70377.084471 + Penalty 693.439544 = -69683.644927 nChanged 12 SP:Iteration 25Q (441.746439 sec): 3 clusters Score: Raw -70383.008830 + Penalty 693.439544 = -69689.569286 nChanged 10 SP:Iteration 26Q (441.784025 sec): 3 clusters Score: Raw -70386.056919 + Penalty 693.439544 = -69692.617375 nChanged 6 SP:Iteration 27Q (441.829873 sec): 3 clusters Score: Raw -70387.055304 + Penalty 693.439544 = -69693.615760 nChanged 3 SP:Iteration 28Q (441.877927 sec): 3 clusters Score: Raw -70387.697416 + Penalty 693.439544 = -69694.257872 nChanged 3 SP:Iteration 29Q (441.915488 sec): 3 clusters Score: Raw -70388.587248 + Penalty 693.439544 = -69695.147704 nChanged 2 SP:Iteration 30Q (441.960983 sec): 3 clusters Score: Raw -70389.270038 + Penalty 693.439544 = -69695.830494 nChanged 4 SP:Iteration 31Q (442.008308 sec): 3 clusters Score: Raw -70389.777926 + Penalty 693.439544 = -69696.338382 nChanged 4 SP:Iteration 32Q (442.045867 sec): 3 clusters Score: Raw -70390.520795 + Penalty 693.439544 = -69697.081251 nChanged 3 SP:Iteration 33Q (442.090386 sec): 3 clusters Score: Raw -70391.056238 + Penalty 693.439544 = -69697.616694 nChanged 4 SP:Iteration 34Q (442.135958 sec): 3 clusters Score: Raw -70392.746173 + Penalty 693.439544 = -69699.306629 nChanged 8 SP:Iteration 35Q (442.176997 sec): 3 clusters Score: Raw -70397.423889 + Penalty 693.439544 = -69703.984345 nChanged 11 SP:Iteration 36Q (442.224339 sec): 3 clusters Score: Raw -70403.416805 + Penalty 693.439544 = -69709.977261 nChanged 18 SP:Iteration 37Q (442.261865 sec): 3 clusters Score: Raw -70420.461614 + Penalty 693.439544 = -69727.022070 nChanged 24 SP:Iteration 38Q (442.306340 sec): 3 clusters Score: Raw -70438.260546 + Penalty 693.439544 = -69744.821002 nChanged 28 SP:Iteration 39Q (442.348781 sec): 3 clusters Score: Raw -70456.370066 + Penalty 693.439544 = -69762.930522 nChanged 17 SP:Iteration 40F (442.396156 sec): 3 clusters Score: Raw -70466.258365 + Penalty 693.439544 = -69772.818820 nChanged 14 SP:Iteration 41Q (442.441387 sec): 3 clusters Score: Raw -70476.674629 + Penalty 693.439544 = -69783.235085 nChanged 18 SP:Iteration 42Q (442.485972 sec): 3 clusters Score: Raw -70484.533966 + Penalty 693.439544 = -69791.094422 nChanged 13 SP:Iteration 43Q (442.525510 sec): 3 clusters Score: Raw -70492.597320 + Penalty 693.439544 = -69799.157776 nChanged 12 SP:Iteration 44Q (442.574789 sec): 3 clusters Score: Raw -70500.775952 + Penalty 693.439544 = -69807.336408 nChanged 18 SP:Iteration 45Q (442.622662 sec): 3 clusters Score: Raw -70509.322312 + Penalty 693.439544 = -69815.882768 nChanged 17 SP:Iteration 46Q (442.660244 sec): 3 clusters Score: Raw -70518.441887 + Penalty 693.439544 = -69825.002343 nChanged 15 SP:Iteration 47Q (442.706150 sec): 3 clusters Score: Raw -70528.847235 + Penalty 693.439544 = -69835.407691 nChanged 24 SP:Iteration 48Q (442.756995 sec): 3 clusters Score: Raw -70543.211761 + Penalty 693.439544 = -69849.772216 nChanged 16 SP:Iteration 49Q (442.796305 sec): 3 clusters Score: Raw -70552.453364 + Penalty 693.439544 = -69859.013820 nChanged 13 SP:Iteration 50Q (442.840398 sec): 3 clusters Score: Raw -70562.113248 + Penalty 693.439544 = -69868.673704 nChanged 11 SP:Iteration 51Q (442.881087 sec): 3 clusters Score: Raw -70570.643075 + Penalty 693.439544 = -69877.203531 nChanged 9 SP:Iteration 52Q (442.921078 sec): 3 clusters Score: Raw -70579.037430 + Penalty 693.439544 = -69885.597886 nChanged 6 SP:Iteration 53Q (442.971006 sec): 3 clusters Score: Raw -70585.798223 + Penalty 693.439544 = -69892.358679 nChanged 7 SP:Iteration 54Q (443.016864 sec): 3 clusters Score: Raw -70590.339723 + Penalty 693.439544 = -69896.900179 nChanged 3 SP:Iteration 55Q (443.059732 sec): 3 clusters Score: Raw -70592.171104 + Penalty 693.439544 = -69898.731559 nChanged 4 SP:Iteration 56Q (443.075517 sec): 3 clusters Score: Raw -70594.566247 + Penalty 693.439544 = -69901.126702 nChanged 5 SP:Iteration 57Q (443.095372 sec): 3 clusters Score: Raw -70596.950085 + Penalty 693.439544 = -69903.510541 nChanged 3 SP:Iteration 58Q (443.144537 sec): 3 clusters Score: Raw -70597.390859 + Penalty 693.439544 = -69903.951315 nChanged 2 SP:Iteration 59Q (443.198332 sec): 3 clusters Score: Raw -70598.141077 + Penalty 693.439544 = -69904.701533 nChanged 2 SP:Iteration 60F (443.240771 sec): 3 clusters Score: Raw -70599.381411 + Penalty 693.439544 = -69905.941867 nChanged 2 SP:Iteration 61Q (443.295557 sec): 3 clusters Score: Raw -70601.000046 + Penalty 693.439544 = -69907.560501 nChanged 2 SP:Iteration 62Q (443.332271 sec): 3 clusters Score: Raw -70602.137169 + Penalty 693.439544 = -69908.697625 nChanged 3 SP:Iteration 63Q (443.369222 sec): 3 clusters Score: Raw -70604.718663 + Penalty 693.439544 = -69911.279118 nChanged 2 SP:Iteration 64Q (443.411548 sec): 3 clusters Score: Raw -70605.300426 + Penalty 693.439544 = -69911.860882 nChanged 1 SP:Iteration 65Q (443.456254 sec): 3 clusters Score: Raw -70605.836179 + Penalty 693.439544 = -69912.396634 nChanged 0 SP:Iteration 66F (443.488182 sec): 3 clusters Score: Raw -70605.836179 + Penalty 693.439544 = -69912.396634 nChanged 0 Trying to split cluster 21 (25997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (443.540915 sec): 2 clusters Score: Raw -1068728.981243 + Penalty 462.541007 = -1068266.440235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (443.594163 sec): 3 clusters Score: Raw -1051775.349860 + Penalty 925.082015 = -1050850.267845 nChanged 12506 SP:Iteration 1F (443.666128 sec): 3 clusters Score: Raw -1058942.115314 + Penalty 925.082015 = -1058017.033299 nChanged 1314 SP:Iteration 2F (443.736833 sec): 3 clusters Score: Raw -1059501.365977 + Penalty 925.082015 = -1058576.283962 nChanged 1527 SP:Iteration 3F (443.809007 sec): 3 clusters Score: Raw -1060293.703990 + Penalty 925.082015 = -1059368.621975 nChanged 1799 SP:Iteration 4F (443.871301 sec): 3 clusters Score: Raw -1061517.599105 + Penalty 925.082015 = -1060592.517090 nChanged 2102 SP:Iteration 5F (443.948740 sec): 3 clusters Score: Raw -1063286.153279 + Penalty 925.082015 = -1062361.071264 nChanged 2003 SP:Iteration 6F (444.017335 sec): 3 clusters Score: Raw -1065239.272609 + Penalty 925.082015 = -1064314.190595 nChanged 1532 SP:Iteration 7F (444.078763 sec): 3 clusters Score: Raw -1066815.261251 + Penalty 925.082015 = -1065890.179236 nChanged 942 SP:Iteration 8Q (444.159569 sec): 3 clusters Score: Raw -1067711.633292 + Penalty 925.082015 = -1066786.551277 nChanged 525 SP:Iteration 9Q (444.216103 sec): 3 clusters Score: Raw -1068164.543751 + Penalty 925.082015 = -1067239.461737 nChanged 316 SP:Iteration 10Q (444.285713 sec): 3 clusters Score: Raw -1068438.681920 + Penalty 925.082015 = -1067513.599905 nChanged 205 SP:Iteration 11Q (444.355405 sec): 3 clusters Score: Raw -1068621.621951 + Penalty 925.082015 = -1067696.539936 nChanged 131 SP:Iteration 12Q (444.417544 sec): 3 clusters Score: Raw -1068726.721837 + Penalty 925.082015 = -1067801.639822 nChanged 70 SP:Iteration 13Q (444.487924 sec): 3 clusters Score: Raw -1068765.226920 + Penalty 925.082015 = -1067840.144905 nChanged 49 SP:Iteration 14Q (444.544416 sec): 3 clusters Score: Raw -1068788.146154 + Penalty 925.082015 = -1067863.064140 nChanged 36 SP:Iteration 15Q (444.627169 sec): 3 clusters Score: Raw -1068804.565388 + Penalty 925.082015 = -1067879.483374 nChanged 24 SP:Iteration 16Q (444.692522 sec): 3 clusters Score: Raw -1068813.060429 + Penalty 925.082015 = -1067887.978414 nChanged 14 SP:Iteration 17Q (444.756392 sec): 3 clusters Score: Raw -1068818.284812 + Penalty 925.082015 = -1067893.202797 nChanged 13 SP:Iteration 18Q (444.810448 sec): 3 clusters Score: Raw -1068825.092514 + Penalty 925.082015 = -1067900.010499 nChanged 11 SP:Iteration 19Q (444.869787 sec): 3 clusters Score: Raw -1068829.401901 + Penalty 925.082015 = -1067904.319886 nChanged 11 SP:Iteration 20F (444.943754 sec): 3 clusters Score: Raw -1068833.032161 + Penalty 925.082015 = -1067907.950146 nChanged 6 SP:Iteration 21Q (444.999332 sec): 3 clusters Score: Raw -1068834.160803 + Penalty 925.082015 = -1067909.078789 nChanged 5 SP:Iteration 22Q (445.067348 sec): 3 clusters Score: Raw -1068835.241258 + Penalty 925.082015 = -1067910.159243 nChanged 2 SP:Iteration 23Q (445.131194 sec): 3 clusters Score: Raw -1068835.699533 + Penalty 925.082015 = -1067910.617519 nChanged 1 SP:Iteration 24Q (445.191118 sec): 3 clusters Score: Raw -1068836.189481 + Penalty 925.082015 = -1067911.107466 nChanged 1 SP:Iteration 25Q (445.245811 sec): 3 clusters Score: Raw -1068836.703107 + Penalty 925.082015 = -1067911.621092 nChanged 1 SP:Iteration 26Q (445.310042 sec): 3 clusters Score: Raw -1068837.027902 + Penalty 925.082015 = -1067911.945887 nChanged 2 SP:Iteration 27Q (445.377588 sec): 3 clusters Score: Raw -1068837.863403 + Penalty 925.082015 = -1067912.781388 nChanged 3 SP:Iteration 28Q (445.439300 sec): 3 clusters Score: Raw -1068839.186421 + Penalty 925.082015 = -1067914.104407 nChanged 7 SP:Iteration 29Q (445.507859 sec): 3 clusters Score: Raw -1068841.172997 + Penalty 925.082015 = -1067916.090982 nChanged 4 SP:Iteration 30Q (445.583478 sec): 3 clusters Score: Raw -1068842.665143 + Penalty 925.082015 = -1067917.583128 nChanged 6 SP:Iteration 31Q (445.645755 sec): 3 clusters Score: Raw -1068844.070870 + Penalty 925.082015 = -1067918.988855 nChanged 3 SP:Iteration 32Q (445.707317 sec): 3 clusters Score: Raw -1068844.767002 + Penalty 925.082015 = -1067919.684987 nChanged 3 SP:Iteration 33Q (445.773849 sec): 3 clusters Score: Raw -1068845.356223 + Penalty 925.082015 = -1067920.274208 nChanged 1 SP:Iteration 34Q (445.840351 sec): 3 clusters Score: Raw -1068845.449304 + Penalty 925.082015 = -1067920.367289 nChanged 0 SP:Iteration 35F (445.918718 sec): 3 clusters Score: Raw -1068845.449304 + Penalty 925.082015 = -1067920.367289 nChanged 0 Trying to split cluster 22 (2603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (445.947809 sec): 2 clusters Score: Raw -100416.149971 + Penalty 357.831106 = -100058.318866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (445.996908 sec): 3 clusters Score: Raw -98931.259416 + Penalty 715.662211 = -98215.597205 nChanged 1146 SP:Iteration 1F (446.047230 sec): 3 clusters Score: Raw -99579.815849 + Penalty 715.662211 = -98864.153638 nChanged 200 SP:Iteration 2F (446.087463 sec): 3 clusters Score: Raw -99690.614460 + Penalty 715.662211 = -98974.952249 nChanged 175 SP:Iteration 3F (446.142789 sec): 3 clusters Score: Raw -99789.089812 + Penalty 715.662211 = -99073.427601 nChanged 154 SP:Iteration 4F (446.181820 sec): 3 clusters Score: Raw -99885.374840 + Penalty 715.662211 = -99169.712629 nChanged 130 SP:Iteration 5Q (446.234620 sec): 3 clusters Score: Raw -99976.607929 + Penalty 715.662211 = -99260.945718 nChanged 122 SP:Iteration 6Q (446.287350 sec): 3 clusters Score: Raw -100055.196744 + Penalty 715.662211 = -99339.534533 nChanged 126 SP:Iteration 7Q (446.337819 sec): 3 clusters Score: Raw -100146.463468 + Penalty 715.662211 = -99430.801257 nChanged 129 SP:Iteration 8Q (446.385130 sec): 3 clusters Score: Raw -100240.205441 + Penalty 715.662211 = -99524.543230 nChanged 116 SP:Iteration 9Q (446.430538 sec): 3 clusters Score: Raw -100324.988490 + Penalty 715.662211 = -99609.326278 nChanged 87 SP:Iteration 10Q (446.473937 sec): 3 clusters Score: Raw -100381.773021 + Penalty 715.662211 = -99666.110810 nChanged 69 SP:Iteration 11Q (446.515532 sec): 3 clusters Score: Raw -100415.220934 + Penalty 715.662211 = -99699.558723 nChanged 53 SP:Iteration 12Q (446.553954 sec): 3 clusters Score: Raw -100438.186231 + Penalty 715.662211 = -99722.524020 nChanged 40 SP:Iteration 13Q (446.613874 sec): 3 clusters Score: Raw -100453.570942 + Penalty 715.662211 = -99737.908731 nChanged 28 SP:Iteration 14Q (446.665584 sec): 3 clusters Score: Raw -100462.146044 + Penalty 715.662211 = -99746.483832 nChanged 30 SP:Iteration 15Q (446.711805 sec): 3 clusters Score: Raw -100473.108801 + Penalty 715.662211 = -99757.446590 nChanged 25 SP:Iteration 16Q (446.759373 sec): 3 clusters Score: Raw -100480.899711 + Penalty 715.662211 = -99765.237500 nChanged 17 SP:Iteration 17Q (446.810788 sec): 3 clusters Score: Raw -100486.791998 + Penalty 715.662211 = -99771.129787 nChanged 12 SP:Iteration 18Q (446.859354 sec): 3 clusters Score: Raw -100488.767397 + Penalty 715.662211 = -99773.105186 nChanged 8 SP:Iteration 19Q (446.910536 sec): 3 clusters Score: Raw -100490.267373 + Penalty 715.662211 = -99774.605162 nChanged 7 SP:Iteration 20F (446.961689 sec): 3 clusters Score: Raw -100493.910758 + Penalty 715.662211 = -99778.248547 nChanged 4 SP:Iteration 21Q (447.008443 sec): 3 clusters Score: Raw -100495.897341 + Penalty 715.662211 = -99780.235129 nChanged 6 SP:Iteration 22Q (447.056963 sec): 3 clusters Score: Raw -100497.339937 + Penalty 715.662211 = -99781.677726 nChanged 3 SP:Iteration 23Q (447.107021 sec): 3 clusters Score: Raw -100500.171780 + Penalty 715.662211 = -99784.509569 nChanged 8 SP:Iteration 24Q (447.162918 sec): 3 clusters Score: Raw -100505.049962 + Penalty 715.662211 = -99789.387750 nChanged 12 SP:Iteration 25Q (447.213650 sec): 3 clusters Score: Raw -100508.848646 + Penalty 715.662211 = -99793.186434 nChanged 12 SP:Iteration 26Q (447.253823 sec): 3 clusters Score: Raw -100511.908744 + Penalty 715.662211 = -99796.246532 nChanged 6 SP:Iteration 27Q (447.309579 sec): 3 clusters Score: Raw -100512.989332 + Penalty 715.662211 = -99797.327120 nChanged 4 SP:Iteration 28Q (447.354873 sec): 3 clusters Score: Raw -100513.598821 + Penalty 715.662211 = -99797.936609 nChanged 3 SP:Iteration 29Q (447.399414 sec): 3 clusters Score: Raw -100514.453753 + Penalty 715.662211 = -99798.791542 nChanged 3 SP:Iteration 30Q (447.437629 sec): 3 clusters Score: Raw -100514.749107 + Penalty 715.662211 = -99799.086896 nChanged 3 SP:Iteration 31Q (447.482669 sec): 3 clusters Score: Raw -100515.109883 + Penalty 715.662211 = -99799.447672 nChanged 4 SP:Iteration 32Q (447.530687 sec): 3 clusters Score: Raw -100515.547312 + Penalty 715.662211 = -99799.885101 nChanged 4 SP:Iteration 33Q (447.575086 sec): 3 clusters Score: Raw -100516.140056 + Penalty 715.662211 = -99800.477845 nChanged 6 SP:Iteration 34Q (447.624701 sec): 3 clusters Score: Raw -100517.081083 + Penalty 715.662211 = -99801.418871 nChanged 3 SP:Iteration 35Q (447.672558 sec): 3 clusters Score: Raw -100517.376824 + Penalty 715.662211 = -99801.714613 nChanged 2 SP:Iteration 36Q (447.711540 sec): 3 clusters Score: Raw -100517.653919 + Penalty 715.662211 = -99801.991708 nChanged 5 SP:Iteration 37Q (447.757714 sec): 3 clusters Score: Raw -100518.440347 + Penalty 715.662211 = -99802.778136 nChanged 6 SP:Iteration 38Q (447.810539 sec): 3 clusters Score: Raw -100519.130201 + Penalty 715.662211 = -99803.467989 nChanged 8 SP:Iteration 39Q (447.853043 sec): 3 clusters Score: Raw -100520.255681 + Penalty 715.662211 = -99804.593469 nChanged 8 SP:Iteration 40F (447.895506 sec): 3 clusters Score: Raw -100521.828230 + Penalty 715.662211 = -99806.166018 nChanged 4 SP:Iteration 41Q (447.947960 sec): 3 clusters Score: Raw -100522.718341 + Penalty 715.662211 = -99807.056130 nChanged 4 SP:Iteration 42Q (447.993830 sec): 3 clusters Score: Raw -100523.174780 + Penalty 715.662211 = -99807.512569 nChanged 7 SP:Iteration 43Q (448.034020 sec): 3 clusters Score: Raw -100523.895957 + Penalty 715.662211 = -99808.233746 nChanged 3 SP:Iteration 44Q (448.077552 sec): 3 clusters Score: Raw -100524.172471 + Penalty 715.662211 = -99808.510259 nChanged 2 SP:Iteration 45Q (448.123467 sec): 3 clusters Score: Raw -100524.335338 + Penalty 715.662211 = -99808.673127 nChanged 0 SP:Iteration 46F (448.175199 sec): 3 clusters Score: Raw -100524.335338 + Penalty 715.662211 = -99808.673127 nChanged 0 Trying to split cluster 23 (950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (448.190111 sec): 2 clusters Score: Raw -39981.005672 + Penalty 311.969020 = -39669.036652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (448.233885 sec): 3 clusters Score: Raw -39529.179776 + Penalty 623.938041 = -38905.241736 nChanged 368 SP:Iteration 1F (448.281175 sec): 3 clusters Score: Raw -39724.122340 + Penalty 623.938041 = -39100.184299 nChanged 67 SP:Iteration 2F (448.328304 sec): 3 clusters Score: Raw -39767.806767 + Penalty 623.938041 = -39143.868727 nChanged 44 SP:Iteration 3Q (448.361906 sec): 3 clusters Score: Raw -39791.148746 + Penalty 623.938041 = -39167.210706 nChanged 30 SP:Iteration 4Q (448.413592 sec): 3 clusters Score: Raw -39801.447130 + Penalty 623.938041 = -39177.509089 nChanged 22 SP:Iteration 5Q (448.451746 sec): 3 clusters Score: Raw -39812.814621 + Penalty 623.938041 = -39188.876580 nChanged 22 SP:Iteration 6Q (448.502739 sec): 3 clusters Score: Raw -39828.823938 + Penalty 623.938041 = -39204.885897 nChanged 15 SP:Iteration 7Q (448.533401 sec): 3 clusters Score: Raw -39836.596121 + Penalty 623.938041 = -39212.658080 nChanged 14 SP:Iteration 8Q (448.577544 sec): 3 clusters Score: Raw -39841.338835 + Penalty 623.938041 = -39217.400794 nChanged 10 SP:Iteration 9Q (448.620522 sec): 3 clusters Score: Raw -39844.147722 + Penalty 623.938041 = -39220.209682 nChanged 8 SP:Iteration 10Q (448.674759 sec): 3 clusters Score: Raw -39846.140167 + Penalty 623.938041 = -39222.202127 nChanged 4 SP:Iteration 11Q (448.714829 sec): 3 clusters Score: Raw -39847.813862 + Penalty 623.938041 = -39223.875822 nChanged 5 SP:Iteration 12Q (448.751703 sec): 3 clusters Score: Raw -39850.346950 + Penalty 623.938041 = -39226.408910 nChanged 5 SP:Iteration 13Q (448.803755 sec): 3 clusters Score: Raw -39853.110441 + Penalty 623.938041 = -39229.172400 nChanged 7 SP:Iteration 14Q (448.842078 sec): 3 clusters Score: Raw -39856.896485 + Penalty 623.938041 = -39232.958445 nChanged 6 SP:Iteration 15Q (448.894882 sec): 3 clusters Score: Raw -39858.983130 + Penalty 623.938041 = -39235.045090 nChanged 4 SP:Iteration 16Q (448.938673 sec): 3 clusters Score: Raw -39861.021978 + Penalty 623.938041 = -39237.083937 nChanged 5 SP:Iteration 17Q (448.974441 sec): 3 clusters Score: Raw -39863.062707 + Penalty 623.938041 = -39239.124666 nChanged 3 SP:Iteration 18Q (449.018293 sec): 3 clusters Score: Raw -39863.657939 + Penalty 623.938041 = -39239.719898 nChanged 2 SP:Iteration 19Q (449.065029 sec): 3 clusters Score: Raw -39864.497559 + Penalty 623.938041 = -39240.559518 nChanged 0 SP:Iteration 20F (449.100362 sec): 3 clusters Score: Raw -39864.497559 + Penalty 623.938041 = -39240.559518 nChanged 0 Trying to split cluster 24 (1077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (449.130584 sec): 2 clusters Score: Raw -43987.244988 + Penalty 317.678028 = -43669.566960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (449.167710 sec): 3 clusters Score: Raw -43454.677109 + Penalty 635.356056 = -42819.321053 nChanged 429 SP:Iteration 1F (449.214500 sec): 3 clusters Score: Raw -43687.134902 + Penalty 635.356056 = -43051.778846 nChanged 74 SP:Iteration 2F (449.252954 sec): 3 clusters Score: Raw -43736.361610 + Penalty 635.356056 = -43101.005554 nChanged 70 SP:Iteration 3F (449.296174 sec): 3 clusters Score: Raw -43785.395967 + Penalty 635.356056 = -43150.039911 nChanged 72 SP:Iteration 4F (449.343449 sec): 3 clusters Score: Raw -43838.819266 + Penalty 635.356056 = -43203.463211 nChanged 73 SP:Iteration 5F (449.380867 sec): 3 clusters Score: Raw -43899.151499 + Penalty 635.356056 = -43263.795444 nChanged 55 SP:Iteration 6F (449.424481 sec): 3 clusters Score: Raw -43947.992003 + Penalty 635.356056 = -43312.635947 nChanged 45 SP:Iteration 7Q (449.478878 sec): 3 clusters Score: Raw -43985.183635 + Penalty 635.356056 = -43349.827580 nChanged 28 SP:Iteration 8Q (449.515383 sec): 3 clusters Score: Raw -44002.857055 + Penalty 635.356056 = -43367.501000 nChanged 19 SP:Iteration 9Q (449.563510 sec): 3 clusters Score: Raw -44015.718497 + Penalty 635.356056 = -43380.362441 nChanged 12 SP:Iteration 10Q (449.594982 sec): 3 clusters Score: Raw -44024.480880 + Penalty 635.356056 = -43389.124825 nChanged 12 SP:Iteration 11Q (449.640129 sec): 3 clusters Score: Raw -44031.736375 + Penalty 635.356056 = -43396.380319 nChanged 10 SP:Iteration 12Q (449.686952 sec): 3 clusters Score: Raw -44036.912471 + Penalty 635.356056 = -43401.556416 nChanged 8 SP:Iteration 13Q (449.730265 sec): 3 clusters Score: Raw -44042.530050 + Penalty 635.356056 = -43407.173994 nChanged 8 SP:Iteration 14Q (449.762758 sec): 3 clusters Score: Raw -44050.084885 + Penalty 635.356056 = -43414.728829 nChanged 7 SP:Iteration 15Q (449.808015 sec): 3 clusters Score: Raw -44056.246370 + Penalty 635.356056 = -43420.890314 nChanged 2 SP:Iteration 16Q (449.854902 sec): 3 clusters Score: Raw -44058.485082 + Penalty 635.356056 = -43423.129027 nChanged 3 SP:Iteration 17Q (449.895951 sec): 3 clusters Score: Raw -44062.179036 + Penalty 635.356056 = -43426.822980 nChanged 3 SP:Iteration 18Q (449.940141 sec): 3 clusters Score: Raw -44064.597000 + Penalty 635.356056 = -43429.240944 nChanged 2 SP:Iteration 19Q (449.983250 sec): 3 clusters Score: Raw -44067.164482 + Penalty 635.356056 = -43431.808426 nChanged 1 SP:Iteration 20F (450.030649 sec): 3 clusters Score: Raw -44068.618869 + Penalty 635.356056 = -43433.262813 nChanged 2 SP:Iteration 21Q (450.082873 sec): 3 clusters Score: Raw -44070.463929 + Penalty 635.356056 = -43435.107873 nChanged 1 SP:Iteration 22Q (450.125783 sec): 3 clusters Score: Raw -44071.183022 + Penalty 635.356056 = -43435.826966 nChanged 0 SP:Iteration 23F (450.166715 sec): 3 clusters Score: Raw -44071.183022 + Penalty 635.356056 = -43435.826966 nChanged 0 Trying to split cluster 25 (10019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (450.197084 sec): 2 clusters Score: Raw -417788.887488 + Penalty 419.156855 = -417369.730633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (450.257323 sec): 3 clusters Score: Raw -411527.828093 + Penalty 838.313710 = -410689.514383 nChanged 4692 SP:Iteration 1F (450.311878 sec): 3 clusters Score: Raw -414328.366808 + Penalty 838.313710 = -413490.053098 nChanged 777 SP:Iteration 2F (450.356224 sec): 3 clusters Score: Raw -414859.508454 + Penalty 838.313710 = -414021.194744 nChanged 831 SP:Iteration 3F (450.415148 sec): 3 clusters Score: Raw -415486.099417 + Penalty 838.313710 = -414647.785707 nChanged 787 SP:Iteration 4F (450.468559 sec): 3 clusters Score: Raw -416153.222358 + Penalty 838.313710 = -415314.908648 nChanged 631 SP:Iteration 5F (450.516036 sec): 3 clusters Score: Raw -416726.987899 + Penalty 838.313710 = -415888.674189 nChanged 469 SP:Iteration 6Q (450.564561 sec): 3 clusters Score: Raw -417176.699175 + Penalty 838.313710 = -416338.385465 nChanged 302 SP:Iteration 7Q (450.612569 sec): 3 clusters Score: Raw -417450.207235 + Penalty 838.313710 = -416611.893525 nChanged 168 SP:Iteration 8Q (450.672095 sec): 3 clusters Score: Raw -417573.285331 + Penalty 838.313710 = -416734.971621 nChanged 100 SP:Iteration 9Q (450.728097 sec): 3 clusters Score: Raw -417654.808337 + Penalty 838.313710 = -416816.494627 nChanged 68 SP:Iteration 10Q (450.769455 sec): 3 clusters Score: Raw -417710.288330 + Penalty 838.313710 = -416871.974620 nChanged 46 SP:Iteration 11Q (450.830316 sec): 3 clusters Score: Raw -417750.288596 + Penalty 838.313710 = -416911.974886 nChanged 29 SP:Iteration 12Q (450.874067 sec): 3 clusters Score: Raw -417772.269522 + Penalty 838.313710 = -416933.955812 nChanged 19 SP:Iteration 13Q (450.933840 sec): 3 clusters Score: Raw -417787.415617 + Penalty 838.313710 = -416949.101907 nChanged 17 SP:Iteration 14Q (450.980288 sec): 3 clusters Score: Raw -417799.992280 + Penalty 838.313710 = -416961.678570 nChanged 12 SP:Iteration 15Q (451.034966 sec): 3 clusters Score: Raw -417813.739794 + Penalty 838.313710 = -416975.426085 nChanged 12 SP:Iteration 16Q (451.089930 sec): 3 clusters Score: Raw -417824.162764 + Penalty 838.313710 = -416985.849054 nChanged 5 SP:Iteration 17Q (451.142053 sec): 3 clusters Score: Raw -417827.892005 + Penalty 838.313710 = -416989.578295 nChanged 7 SP:Iteration 18Q (451.194514 sec): 3 clusters Score: Raw -417831.752343 + Penalty 838.313710 = -416993.438633 nChanged 3 SP:Iteration 19Q (451.253790 sec): 3 clusters Score: Raw -417833.342497 + Penalty 838.313710 = -416995.028787 nChanged 2 SP:Iteration 20F (451.298423 sec): 3 clusters Score: Raw -417834.979378 + Penalty 838.313710 = -416996.665668 nChanged 2 SP:Iteration 21Q (451.360368 sec): 3 clusters Score: Raw -417835.657124 + Penalty 838.313710 = -416997.343414 nChanged 3 SP:Iteration 22Q (451.407074 sec): 3 clusters Score: Raw -417839.020638 + Penalty 838.313710 = -417000.706928 nChanged 4 SP:Iteration 23Q (451.474922 sec): 3 clusters Score: Raw -417840.361189 + Penalty 838.313710 = -417002.047479 nChanged 3 SP:Iteration 24Q (451.516959 sec): 3 clusters Score: Raw -417844.929848 + Penalty 838.313710 = -417006.616138 nChanged 2 SP:Iteration 25Q (451.569879 sec): 3 clusters Score: Raw -417846.085867 + Penalty 838.313710 = -417007.772157 nChanged 1 SP:Iteration 26Q (451.629335 sec): 3 clusters Score: Raw -417847.080336 + Penalty 838.313710 = -417008.766626 nChanged 3 SP:Iteration 27Q (451.673525 sec): 3 clusters Score: Raw -417848.838272 + Penalty 838.313710 = -417010.524562 nChanged 1 SP:Iteration 28Q (451.730531 sec): 3 clusters Score: Raw -417849.063307 + Penalty 838.313710 = -417010.749598 nChanged 2 SP:Iteration 29Q (451.783043 sec): 3 clusters Score: Raw -417849.676272 + Penalty 838.313710 = -417011.362562 nChanged 1 SP:Iteration 30Q (451.822704 sec): 3 clusters Score: Raw -417850.102626 + Penalty 838.313710 = -417011.788916 nChanged 0 SP:Iteration 31F (451.884777 sec): 3 clusters Score: Raw -417850.102626 + Penalty 838.313710 = -417011.788916 nChanged 0 Trying to split cluster 26 (1574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (451.909303 sec): 2 clusters Score: Raw -64269.629278 + Penalty 334.942582 = -63934.686696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (451.946309 sec): 3 clusters Score: Raw -63445.450326 + Penalty 669.885164 = -62775.565162 nChanged 628 SP:Iteration 1F (451.989521 sec): 3 clusters Score: Raw -63834.106547 + Penalty 669.885164 = -63164.221383 nChanged 116 SP:Iteration 2F (452.034016 sec): 3 clusters Score: Raw -63890.047928 + Penalty 669.885164 = -63220.162764 nChanged 82 SP:Iteration 3F (452.071310 sec): 3 clusters Score: Raw -63928.878597 + Penalty 669.885164 = -63258.993433 nChanged 68 SP:Iteration 4Q (452.116681 sec): 3 clusters Score: Raw -63975.852833 + Penalty 669.885164 = -63305.967669 nChanged 71 SP:Iteration 5Q (452.164180 sec): 3 clusters Score: Raw -64019.495216 + Penalty 669.885164 = -63349.610052 nChanged 72 SP:Iteration 6Q (452.198195 sec): 3 clusters Score: Raw -64066.613935 + Penalty 669.885164 = -63396.728771 nChanged 69 SP:Iteration 7Q (452.245608 sec): 3 clusters Score: Raw -64106.850658 + Penalty 669.885164 = -63436.965494 nChanged 51 SP:Iteration 8Q (452.289942 sec): 3 clusters Score: Raw -64138.090197 + Penalty 669.885164 = -63468.205033 nChanged 41 SP:Iteration 9Q (452.332971 sec): 3 clusters Score: Raw -64163.251479 + Penalty 669.885164 = -63493.366315 nChanged 40 SP:Iteration 10Q (452.378479 sec): 3 clusters Score: Raw -64184.346741 + Penalty 669.885164 = -63514.461577 nChanged 46 SP:Iteration 11Q (452.421416 sec): 3 clusters Score: Raw -64214.983698 + Penalty 669.885164 = -63545.098534 nChanged 29 SP:Iteration 12Q (452.462061 sec): 3 clusters Score: Raw -64235.441781 + Penalty 669.885164 = -63565.556617 nChanged 24 SP:Iteration 13Q (452.514274 sec): 3 clusters Score: Raw -64250.980920 + Penalty 669.885164 = -63581.095756 nChanged 17 SP:Iteration 14Q (452.558053 sec): 3 clusters Score: Raw -64261.402917 + Penalty 669.885164 = -63591.517753 nChanged 12 SP:Iteration 15Q (452.597339 sec): 3 clusters Score: Raw -64267.748794 + Penalty 669.885164 = -63597.863630 nChanged 14 SP:Iteration 16Q (452.648292 sec): 3 clusters Score: Raw -64277.544994 + Penalty 669.885164 = -63607.659830 nChanged 12 SP:Iteration 17Q (452.681374 sec): 3 clusters Score: Raw -64283.970983 + Penalty 669.885164 = -63614.085819 nChanged 10 SP:Iteration 18Q (452.728546 sec): 3 clusters Score: Raw -64291.142462 + Penalty 669.885164 = -63621.257298 nChanged 8 SP:Iteration 19Q (452.775797 sec): 3 clusters Score: Raw -64295.615837 + Penalty 669.885164 = -63625.730672 nChanged 10 SP:Iteration 20F (452.825081 sec): 3 clusters Score: Raw -64300.842206 + Penalty 669.885164 = -63630.957042 nChanged 9 SP:Iteration 21Q (452.871151 sec): 3 clusters Score: Raw -64306.208849 + Penalty 669.885164 = -63636.323685 nChanged 11 SP:Iteration 22Q (452.915184 sec): 3 clusters Score: Raw -64310.245867 + Penalty 669.885164 = -63640.360703 nChanged 12 SP:Iteration 23Q (452.968218 sec): 3 clusters Score: Raw -64316.398124 + Penalty 669.885164 = -63646.512960 nChanged 9 SP:Iteration 24Q (453.014429 sec): 3 clusters Score: Raw -64321.084383 + Penalty 669.885164 = -63651.199219 nChanged 5 SP:Iteration 25Q (453.058428 sec): 3 clusters Score: Raw -64323.646246 + Penalty 669.885164 = -63653.761082 nChanged 4 SP:Iteration 26Q (453.114060 sec): 3 clusters Score: Raw -64327.720207 + Penalty 669.885164 = -63657.835043 nChanged 8 SP:Iteration 27Q (453.159864 sec): 3 clusters Score: Raw -64334.083036 + Penalty 669.885164 = -63664.197872 nChanged 6 SP:Iteration 28Q (453.210513 sec): 3 clusters Score: Raw -64336.173373 + Penalty 669.885164 = -63666.288209 nChanged 4 SP:Iteration 29Q (453.243157 sec): 3 clusters Score: Raw -64338.393276 + Penalty 669.885164 = -63668.508112 nChanged 1 SP:Iteration 30Q (453.301189 sec): 3 clusters Score: Raw -64338.880465 + Penalty 669.885164 = -63668.995301 nChanged 1 SP:Iteration 31Q (453.333880 sec): 3 clusters Score: Raw -64339.206624 + Penalty 669.885164 = -63669.321460 nChanged 0 SP:Iteration 32F (453.374893 sec): 3 clusters Score: Raw -64339.206624 + Penalty 669.885164 = -63669.321460 nChanged 0 Trying to split cluster 27 (910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (453.399706 sec): 2 clusters Score: Raw -40099.326624 + Penalty 310.011729 = -39789.314895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (453.441845 sec): 3 clusters Score: Raw -39657.618838 + Penalty 620.023459 = -39037.595379 nChanged 354 SP:Iteration 1F (453.498837 sec): 3 clusters Score: Raw -39923.270781 + Penalty 620.023459 = -39303.247323 nChanged 78 SP:Iteration 2F (453.547458 sec): 3 clusters Score: Raw -40010.052677 + Penalty 620.023459 = -39390.029218 nChanged 66 SP:Iteration 3F (453.594541 sec): 3 clusters Score: Raw -40082.163675 + Penalty 620.023459 = -39462.140216 nChanged 52 SP:Iteration 4F (453.637646 sec): 3 clusters Score: Raw -40146.354723 + Penalty 620.023459 = -39526.331264 nChanged 48 SP:Iteration 5F (453.677359 sec): 3 clusters Score: Raw -40193.693874 + Penalty 620.023459 = -39573.670415 nChanged 41 SP:Iteration 6Q (453.726912 sec): 3 clusters Score: Raw -40233.254684 + Penalty 620.023459 = -39613.231226 nChanged 21 SP:Iteration 7Q (453.759622 sec): 3 clusters Score: Raw -40255.874736 + Penalty 620.023459 = -39635.851277 nChanged 21 SP:Iteration 8Q (453.805738 sec): 3 clusters Score: Raw -40270.992373 + Penalty 620.023459 = -39650.968914 nChanged 14 SP:Iteration 9Q (453.849812 sec): 3 clusters Score: Raw -40279.024956 + Penalty 620.023459 = -39659.001497 nChanged 8 SP:Iteration 10Q (453.899362 sec): 3 clusters Score: Raw -40283.192221 + Penalty 620.023459 = -39663.168762 nChanged 3 SP:Iteration 11Q (453.935007 sec): 3 clusters Score: Raw -40284.046027 + Penalty 620.023459 = -39664.022569 nChanged 3 SP:Iteration 12Q (453.976538 sec): 3 clusters Score: Raw -40284.634001 + Penalty 620.023459 = -39664.610543 nChanged 1 SP:Iteration 13Q (454.024539 sec): 3 clusters Score: Raw -40284.967746 + Penalty 620.023459 = -39664.944288 nChanged 2 SP:Iteration 14Q (454.068557 sec): 3 clusters Score: Raw -40286.074192 + Penalty 620.023459 = -39666.050733 nChanged 3 SP:Iteration 15Q (454.114301 sec): 3 clusters Score: Raw -40288.054593 + Penalty 620.023459 = -39668.031135 nChanged 4 SP:Iteration 16Q (454.151727 sec): 3 clusters Score: Raw -40291.998448 + Penalty 620.023459 = -39671.974990 nChanged 7 SP:Iteration 17Q (454.193361 sec): 3 clusters Score: Raw -40295.639107 + Penalty 620.023459 = -39675.615648 nChanged 4 SP:Iteration 18Q (454.244354 sec): 3 clusters Score: Raw -40300.325393 + Penalty 620.023459 = -39680.301934 nChanged 4 SP:Iteration 19Q (454.274880 sec): 3 clusters Score: Raw -40304.045815 + Penalty 620.023459 = -39684.022357 nChanged 6 SP:Iteration 20F (454.322852 sec): 3 clusters Score: Raw -40308.267028 + Penalty 620.023459 = -39688.243569 nChanged 5 SP:Iteration 21Q (454.368085 sec): 3 clusters Score: Raw -40311.504824 + Penalty 620.023459 = -39691.481365 nChanged 5 SP:Iteration 22Q (454.406343 sec): 3 clusters Score: Raw -40314.320562 + Penalty 620.023459 = -39694.297103 nChanged 4 SP:Iteration 23Q (454.453239 sec): 3 clusters Score: Raw -40316.896174 + Penalty 620.023459 = -39696.872716 nChanged 6 SP:Iteration 24Q (454.497671 sec): 3 clusters Score: Raw -40322.765404 + Penalty 620.023459 = -39702.741946 nChanged 5 SP:Iteration 25Q (454.530753 sec): 3 clusters Score: Raw -40328.075855 + Penalty 620.023459 = -39708.052396 nChanged 5 SP:Iteration 26Q (454.580313 sec): 3 clusters Score: Raw -40332.548253 + Penalty 620.023459 = -39712.524794 nChanged 2 SP:Iteration 27Q (454.621920 sec): 3 clusters Score: Raw -40334.303775 + Penalty 620.023459 = -39714.280317 nChanged 4 SP:Iteration 28Q (454.661440 sec): 3 clusters Score: Raw -40339.003829 + Penalty 620.023459 = -39718.980370 nChanged 3 SP:Iteration 29Q (454.708612 sec): 3 clusters Score: Raw -40340.576452 + Penalty 620.023459 = -39720.552994 nChanged 2 SP:Iteration 30Q (454.748527 sec): 3 clusters Score: Raw -40341.658646 + Penalty 620.023459 = -39721.635188 nChanged 1 SP:Iteration 31Q (454.798578 sec): 3 clusters Score: Raw -40342.499134 + Penalty 620.023459 = -39722.475676 nChanged 0 SP:Iteration 32F (454.829882 sec): 3 clusters Score: Raw -40342.499134 + Penalty 620.023459 = -39722.475676 nChanged 0 Trying to split cluster 28 (751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (454.852451 sec): 2 clusters Score: Raw -25245.595117 + Penalty 301.273957 = -24944.321160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (454.889495 sec): 3 clusters Score: Raw -24898.789808 + Penalty 602.547914 = -24296.241894 nChanged 274 SP:Iteration 1F (454.931373 sec): 3 clusters Score: Raw -25098.181121 + Penalty 602.547914 = -24495.633207 nChanged 55 SP:Iteration 2F (454.970177 sec): 3 clusters Score: Raw -25133.023458 + Penalty 602.547914 = -24530.475544 nChanged 34 SP:Iteration 3Q (455.019219 sec): 3 clusters Score: Raw -25154.861387 + Penalty 602.547914 = -24552.313472 nChanged 25 SP:Iteration 4Q (455.055827 sec): 3 clusters Score: Raw -25167.560461 + Penalty 602.547914 = -24565.012547 nChanged 23 SP:Iteration 5Q (455.091943 sec): 3 clusters Score: Raw -25185.364087 + Penalty 602.547914 = -24582.816173 nChanged 21 SP:Iteration 6Q (455.119409 sec): 3 clusters Score: Raw -25199.932635 + Penalty 602.547914 = -24597.384720 nChanged 12 SP:Iteration 7Q (455.150239 sec): 3 clusters Score: Raw -25206.249552 + Penalty 602.547914 = -24603.701637 nChanged 12 SP:Iteration 8Q (455.180802 sec): 3 clusters Score: Raw -25214.728364 + Penalty 602.547914 = -24612.180450 nChanged 17 SP:Iteration 9Q (455.208590 sec): 3 clusters Score: Raw -25223.464628 + Penalty 602.547914 = -24620.916713 nChanged 19 SP:Iteration 10Q (455.250055 sec): 3 clusters Score: Raw -25230.757425 + Penalty 602.547914 = -24628.209510 nChanged 11 SP:Iteration 11Q (455.300239 sec): 3 clusters Score: Raw -25233.831060 + Penalty 602.547914 = -24631.283146 nChanged 5 SP:Iteration 12Q (455.348382 sec): 3 clusters Score: Raw -25234.947924 + Penalty 602.547914 = -24632.400010 nChanged 1 SP:Iteration 13Q (455.398577 sec): 3 clusters Score: Raw -25234.992866 + Penalty 602.547914 = -24632.444952 nChanged 2 SP:Iteration 14Q (455.445644 sec): 3 clusters Score: Raw -25235.238120 + Penalty 602.547914 = -24632.690205 nChanged 2 SP:Iteration 15Q (455.492293 sec): 3 clusters Score: Raw -25235.523408 + Penalty 602.547914 = -24632.975493 nChanged 0 SP:Iteration 16F (455.540243 sec): 3 clusters Score: Raw -25235.523408 + Penalty 602.547914 = -24632.975493 nChanged 0 Trying to split cluster 29 (4875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (455.574550 sec): 2 clusters Score: Raw -177489.104605 + Penalty 386.380330 = -177102.724275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (455.616562 sec): 3 clusters Score: Raw -174598.416443 + Penalty 772.760660 = -173825.655783 nChanged 2180 SP:Iteration 1F (455.667049 sec): 3 clusters Score: Raw -176050.819767 + Penalty 772.760660 = -175278.059107 nChanged 419 SP:Iteration 2F (455.718310 sec): 3 clusters Score: Raw -176337.636900 + Penalty 772.760660 = -175564.876240 nChanged 353 SP:Iteration 3F (455.773306 sec): 3 clusters Score: Raw -176572.563934 + Penalty 772.760660 = -175799.803274 nChanged 290 SP:Iteration 4F (455.828790 sec): 3 clusters Score: Raw -176767.260403 + Penalty 772.760660 = -175994.499743 nChanged 215 SP:Iteration 5Q (455.872827 sec): 3 clusters Score: Raw -176909.549673 + Penalty 772.760660 = -176136.789013 nChanged 193 SP:Iteration 6Q (455.931795 sec): 3 clusters Score: Raw -177057.604959 + Penalty 772.760660 = -176284.844299 nChanged 195 SP:Iteration 7Q (455.989096 sec): 3 clusters Score: Raw -177179.036788 + Penalty 772.760660 = -176406.276128 nChanged 154 SP:Iteration 8Q (456.032920 sec): 3 clusters Score: Raw -177289.063777 + Penalty 772.760660 = -176516.303118 nChanged 130 SP:Iteration 9Q (456.096175 sec): 3 clusters Score: Raw -177376.504727 + Penalty 772.760660 = -176603.744067 nChanged 110 SP:Iteration 10Q (456.138050 sec): 3 clusters Score: Raw -177466.864096 + Penalty 772.760660 = -176694.103436 nChanged 105 SP:Iteration 11Q (456.190469 sec): 3 clusters Score: Raw -177528.853915 + Penalty 772.760660 = -176756.093255 nChanged 89 SP:Iteration 12Q (456.248314 sec): 3 clusters Score: Raw -177574.188322 + Penalty 772.760660 = -176801.427662 nChanged 71 SP:Iteration 13Q (456.301583 sec): 3 clusters Score: Raw -177609.978241 + Penalty 772.760660 = -176837.217581 nChanged 64 SP:Iteration 14Q (456.345875 sec): 3 clusters Score: Raw -177632.440325 + Penalty 772.760660 = -176859.679665 nChanged 35 SP:Iteration 15Q (456.401474 sec): 3 clusters Score: Raw -177643.997688 + Penalty 772.760660 = -176871.237028 nChanged 25 SP:Iteration 16Q (456.456631 sec): 3 clusters Score: Raw -177657.305213 + Penalty 772.760660 = -176884.544553 nChanged 31 SP:Iteration 17Q (456.500780 sec): 3 clusters Score: Raw -177673.707589 + Penalty 772.760660 = -176900.946929 nChanged 32 SP:Iteration 18Q (456.552233 sec): 3 clusters Score: Raw -177683.305170 + Penalty 772.760660 = -176910.544511 nChanged 33 SP:Iteration 19Q (456.595301 sec): 3 clusters Score: Raw -177693.774950 + Penalty 772.760660 = -176921.014290 nChanged 19 SP:Iteration 20F (456.639620 sec): 3 clusters Score: Raw -177697.383504 + Penalty 772.760660 = -176924.622845 nChanged 16 SP:Iteration 21Q (456.684388 sec): 3 clusters Score: Raw -177700.010778 + Penalty 772.760660 = -176927.250118 nChanged 11 SP:Iteration 22Q (456.728486 sec): 3 clusters Score: Raw -177701.956313 + Penalty 772.760660 = -176929.195653 nChanged 6 SP:Iteration 23Q (456.751530 sec): 3 clusters Score: Raw -177702.499517 + Penalty 772.760660 = -176929.738857 nChanged 4 SP:Iteration 24Q (456.788868 sec): 3 clusters Score: Raw -177703.785589 + Penalty 772.760660 = -176931.024929 nChanged 9 SP:Iteration 25Q (456.823037 sec): 3 clusters Score: Raw -177707.087500 + Penalty 772.760660 = -176934.326840 nChanged 7 SP:Iteration 26Q (456.861985 sec): 3 clusters Score: Raw -177708.050744 + Penalty 772.760660 = -176935.290084 nChanged 9 SP:Iteration 27Q (456.887030 sec): 3 clusters Score: Raw -177710.365393 + Penalty 772.760660 = -176937.604733 nChanged 15 SP:Iteration 28Q (456.922757 sec): 3 clusters Score: Raw -177715.478882 + Penalty 772.760660 = -176942.718222 nChanged 15 SP:Iteration 29Q (456.970420 sec): 3 clusters Score: Raw -177719.258705 + Penalty 772.760660 = -176946.498045 nChanged 13 SP:Iteration 30Q (457.017806 sec): 3 clusters Score: Raw -177723.068318 + Penalty 772.760660 = -176950.307658 nChanged 9 SP:Iteration 31Q (457.064759 sec): 3 clusters Score: Raw -177726.444485 + Penalty 772.760660 = -176953.683825 nChanged 15 SP:Iteration 32Q (457.110845 sec): 3 clusters Score: Raw -177733.682050 + Penalty 772.760660 = -176960.921390 nChanged 13 SP:Iteration 33Q (457.147012 sec): 3 clusters Score: Raw -177740.805188 + Penalty 772.760660 = -176968.044528 nChanged 13 SP:Iteration 34Q (457.187652 sec): 3 clusters Score: Raw -177746.431429 + Penalty 772.760660 = -176973.670769 nChanged 14 SP:Iteration 35Q (457.232977 sec): 3 clusters Score: Raw -177750.111005 + Penalty 772.760660 = -176977.350345 nChanged 14 SP:Iteration 36Q (457.280012 sec): 3 clusters Score: Raw -177753.276918 + Penalty 772.760660 = -176980.516258 nChanged 8 SP:Iteration 37Q (457.326250 sec): 3 clusters Score: Raw -177755.853473 + Penalty 772.760660 = -176983.092813 nChanged 6 SP:Iteration 38Q (457.373054 sec): 3 clusters Score: Raw -177757.841580 + Penalty 772.760660 = -176985.080920 nChanged 6 SP:Iteration 39Q (457.423986 sec): 3 clusters Score: Raw -177759.315041 + Penalty 772.760660 = -176986.554381 nChanged 6 SP:Iteration 40F (457.473765 sec): 3 clusters Score: Raw -177762.518073 + Penalty 772.760660 = -176989.757413 nChanged 10 SP:Iteration 41Q (457.518471 sec): 3 clusters Score: Raw -177765.345210 + Penalty 772.760660 = -176992.584550 nChanged 10 SP:Iteration 42Q (457.562165 sec): 3 clusters Score: Raw -177767.870800 + Penalty 772.760660 = -176995.110140 nChanged 11 SP:Iteration 43Q (457.609414 sec): 3 clusters Score: Raw -177771.265478 + Penalty 772.760660 = -176998.504818 nChanged 15 SP:Iteration 44Q (457.656995 sec): 3 clusters Score: Raw -177777.879034 + Penalty 772.760660 = -177005.118375 nChanged 14 SP:Iteration 45Q (457.704384 sec): 3 clusters Score: Raw -177782.982294 + Penalty 772.760660 = -177010.221634 nChanged 12 SP:Iteration 46Q (457.754217 sec): 3 clusters Score: Raw -177787.082001 + Penalty 772.760660 = -177014.321341 nChanged 7 SP:Iteration 47Q (457.799241 sec): 3 clusters Score: Raw -177789.039987 + Penalty 772.760660 = -177016.279328 nChanged 6 SP:Iteration 48Q (457.854358 sec): 3 clusters Score: Raw -177790.578297 + Penalty 772.760660 = -177017.817637 nChanged 5 SP:Iteration 49Q (457.896771 sec): 3 clusters Score: Raw -177791.082736 + Penalty 772.760660 = -177018.322076 nChanged 1 SP:Iteration 50Q (457.940933 sec): 3 clusters Score: Raw -177791.119975 + Penalty 772.760660 = -177018.359316 nChanged 0 SP:Iteration 51F (457.999670 sec): 3 clusters Score: Raw -177791.119975 + Penalty 772.760660 = -177018.359316 nChanged 0 Trying to split cluster 30 (1765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (458.024441 sec): 2 clusters Score: Raw -70663.501860 + Penalty 340.153722 = -70323.348139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (458.064719 sec): 3 clusters Score: Raw -69703.847258 + Penalty 680.307443 = -69023.539815 nChanged 747 SP:Iteration 1F (458.112512 sec): 3 clusters Score: Raw -70155.562943 + Penalty 680.307443 = -69475.255500 nChanged 151 SP:Iteration 2F (458.149729 sec): 3 clusters Score: Raw -70244.895561 + Penalty 680.307443 = -69564.588117 nChanged 99 SP:Iteration 3F (458.194024 sec): 3 clusters Score: Raw -70289.660611 + Penalty 680.307443 = -69609.353168 nChanged 81 SP:Iteration 4Q (458.243820 sec): 3 clusters Score: Raw -70335.791185 + Penalty 680.307443 = -69655.483742 nChanged 76 SP:Iteration 5Q (458.277197 sec): 3 clusters Score: Raw -70379.642999 + Penalty 680.307443 = -69699.335556 nChanged 59 SP:Iteration 6Q (458.329697 sec): 3 clusters Score: Raw -70408.214671 + Penalty 680.307443 = -69727.907228 nChanged 58 SP:Iteration 7Q (458.363417 sec): 3 clusters Score: Raw -70440.619452 + Penalty 680.307443 = -69760.312008 nChanged 50 SP:Iteration 8Q (458.414302 sec): 3 clusters Score: Raw -70466.451979 + Penalty 680.307443 = -69786.144536 nChanged 47 SP:Iteration 9Q (458.459920 sec): 3 clusters Score: Raw -70495.383503 + Penalty 680.307443 = -69815.076059 nChanged 47 SP:Iteration 10Q (458.493146 sec): 3 clusters Score: Raw -70514.780225 + Penalty 680.307443 = -69834.472782 nChanged 24 SP:Iteration 11Q (458.542203 sec): 3 clusters Score: Raw -70524.671739 + Penalty 680.307443 = -69844.364296 nChanged 24 SP:Iteration 12Q (458.589143 sec): 3 clusters Score: Raw -70534.012923 + Penalty 680.307443 = -69853.705480 nChanged 29 SP:Iteration 13Q (458.622994 sec): 3 clusters Score: Raw -70544.546141 + Penalty 680.307443 = -69864.238698 nChanged 23 SP:Iteration 14Q (458.672326 sec): 3 clusters Score: Raw -70553.099920 + Penalty 680.307443 = -69872.792477 nChanged 15 SP:Iteration 15Q (458.716137 sec): 3 clusters Score: Raw -70558.368994 + Penalty 680.307443 = -69878.061551 nChanged 17 SP:Iteration 16Q (458.753569 sec): 3 clusters Score: Raw -70563.524439 + Penalty 680.307443 = -69883.216995 nChanged 15 SP:Iteration 17Q (458.798052 sec): 3 clusters Score: Raw -70567.818999 + Penalty 680.307443 = -69887.511556 nChanged 14 SP:Iteration 18Q (458.850684 sec): 3 clusters Score: Raw -70573.534896 + Penalty 680.307443 = -69893.227453 nChanged 15 SP:Iteration 19Q (458.895582 sec): 3 clusters Score: Raw -70579.273868 + Penalty 680.307443 = -69898.966425 nChanged 15 SP:Iteration 20F (458.929901 sec): 3 clusters Score: Raw -70583.244350 + Penalty 680.307443 = -69902.936907 nChanged 16 SP:Iteration 21Q (458.983559 sec): 3 clusters Score: Raw -70588.311143 + Penalty 680.307443 = -69908.003700 nChanged 17 SP:Iteration 22Q (459.026700 sec): 3 clusters Score: Raw -70594.185605 + Penalty 680.307443 = -69913.878161 nChanged 12 SP:Iteration 23Q (459.065553 sec): 3 clusters Score: Raw -70598.522494 + Penalty 680.307443 = -69918.215051 nChanged 16 SP:Iteration 24Q (459.110073 sec): 3 clusters Score: Raw -70607.869331 + Penalty 680.307443 = -69927.561888 nChanged 25 SP:Iteration 25Q (459.155322 sec): 3 clusters Score: Raw -70624.532652 + Penalty 680.307443 = -69944.225209 nChanged 29 SP:Iteration 26Q (459.211387 sec): 3 clusters Score: Raw -70641.981997 + Penalty 680.307443 = -69961.674554 nChanged 21 SP:Iteration 27Q (459.251259 sec): 3 clusters Score: Raw -70649.229964 + Penalty 680.307443 = -69968.922521 nChanged 13 SP:Iteration 28Q (459.299095 sec): 3 clusters Score: Raw -70655.415487 + Penalty 680.307443 = -69975.108044 nChanged 17 SP:Iteration 29Q (459.343404 sec): 3 clusters Score: Raw -70660.475565 + Penalty 680.307443 = -69980.168122 nChanged 6 SP:Iteration 30Q (459.381750 sec): 3 clusters Score: Raw -70661.941627 + Penalty 680.307443 = -69981.634184 nChanged 4 SP:Iteration 31Q (459.428108 sec): 3 clusters Score: Raw -70663.327244 + Penalty 680.307443 = -69983.019801 nChanged 6 SP:Iteration 32Q (459.467917 sec): 3 clusters Score: Raw -70664.588073 + Penalty 680.307443 = -69984.280630 nChanged 2 SP:Iteration 33Q (459.495316 sec): 3 clusters Score: Raw -70664.911026 + Penalty 680.307443 = -69984.603583 nChanged 1 SP:Iteration 34Q (459.544648 sec): 3 clusters Score: Raw -70665.012863 + Penalty 680.307443 = -69984.705420 nChanged 1 SP:Iteration 35Q (459.579483 sec): 3 clusters Score: Raw -70665.304452 + Penalty 680.307443 = -69984.997009 nChanged 1 SP:Iteration 36Q (459.630554 sec): 3 clusters Score: Raw -70665.672006 + Penalty 680.307443 = -69985.364563 nChanged 3 SP:Iteration 37Q (459.676502 sec): 3 clusters Score: Raw -70666.339039 + Penalty 680.307443 = -69986.031596 nChanged 3 SP:Iteration 38Q (459.721183 sec): 3 clusters Score: Raw -70666.907164 + Penalty 680.307443 = -69986.599720 nChanged 3 SP:Iteration 39Q (459.766028 sec): 3 clusters Score: Raw -70667.323418 + Penalty 680.307443 = -69987.015975 nChanged 1 SP:Iteration 40F (459.819748 sec): 3 clusters Score: Raw -70667.515537 + Penalty 680.307443 = -69987.208094 nChanged 0 Trying to split cluster 31 (3252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (459.840147 sec): 2 clusters Score: Raw -129110.686015 + Penalty 367.959659 = -128742.726356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (459.887892 sec): 3 clusters Score: Raw -127249.921389 + Penalty 735.919318 = -126514.002071 nChanged 1398 SP:Iteration 1F (459.940509 sec): 3 clusters Score: Raw -127981.181864 + Penalty 735.919318 = -127245.262546 nChanged 217 SP:Iteration 2F (459.991227 sec): 3 clusters Score: Raw -128096.803417 + Penalty 735.919318 = -127360.884099 nChanged 206 SP:Iteration 3F (460.040327 sec): 3 clusters Score: Raw -128229.471608 + Penalty 735.919318 = -127493.552290 nChanged 196 SP:Iteration 4F (460.079596 sec): 3 clusters Score: Raw -128359.321803 + Penalty 735.919318 = -127623.402485 nChanged 171 SP:Iteration 5F (460.121182 sec): 3 clusters Score: Raw -128482.623876 + Penalty 735.919318 = -127746.704558 nChanged 151 SP:Iteration 6Q (460.169196 sec): 3 clusters Score: Raw -128591.527048 + Penalty 735.919318 = -127855.607730 nChanged 113 SP:Iteration 7Q (460.220663 sec): 3 clusters Score: Raw -128651.921610 + Penalty 735.919318 = -127916.002292 nChanged 80 SP:Iteration 8Q (460.265092 sec): 3 clusters Score: Raw -128686.605403 + Penalty 735.919318 = -127950.686085 nChanged 64 SP:Iteration 9Q (460.304062 sec): 3 clusters Score: Raw -128711.820102 + Penalty 735.919318 = -127975.900784 nChanged 66 SP:Iteration 10Q (460.361732 sec): 3 clusters Score: Raw -128738.224159 + Penalty 735.919318 = -128002.304841 nChanged 66 SP:Iteration 11Q (460.412818 sec): 3 clusters Score: Raw -128764.693415 + Penalty 735.919318 = -128028.774097 nChanged 67 SP:Iteration 12Q (460.460778 sec): 3 clusters Score: Raw -128797.942128 + Penalty 735.919318 = -128062.022810 nChanged 71 SP:Iteration 13Q (460.509594 sec): 3 clusters Score: Raw -128827.691356 + Penalty 735.919318 = -128091.772039 nChanged 54 SP:Iteration 14Q (460.560761 sec): 3 clusters Score: Raw -128848.099937 + Penalty 735.919318 = -128112.180620 nChanged 44 SP:Iteration 15Q (460.610516 sec): 3 clusters Score: Raw -128868.057029 + Penalty 735.919318 = -128132.137711 nChanged 44 SP:Iteration 16Q (460.658942 sec): 3 clusters Score: Raw -128889.356717 + Penalty 735.919318 = -128153.437399 nChanged 44 SP:Iteration 17Q (460.708713 sec): 3 clusters Score: Raw -128912.262414 + Penalty 735.919318 = -128176.343096 nChanged 47 SP:Iteration 18Q (460.758453 sec): 3 clusters Score: Raw -128941.590356 + Penalty 735.919318 = -128205.671038 nChanged 54 SP:Iteration 19Q (460.797951 sec): 3 clusters Score: Raw -128973.499469 + Penalty 735.919318 = -128237.580152 nChanged 44 SP:Iteration 20F (460.858414 sec): 3 clusters Score: Raw -128992.790765 + Penalty 735.919318 = -128256.871447 nChanged 37 SP:Iteration 21Q (460.894613 sec): 3 clusters Score: Raw -129013.055256 + Penalty 735.919318 = -128277.135938 nChanged 34 SP:Iteration 22Q (460.944384 sec): 3 clusters Score: Raw -129034.715314 + Penalty 735.919318 = -128298.795996 nChanged 32 SP:Iteration 23Q (460.998148 sec): 3 clusters Score: Raw -129052.348965 + Penalty 735.919318 = -128316.429647 nChanged 29 SP:Iteration 24Q (461.050539 sec): 3 clusters Score: Raw -129068.887918 + Penalty 735.919318 = -128332.968601 nChanged 28 SP:Iteration 25Q (461.100159 sec): 3 clusters Score: Raw -129088.249139 + Penalty 735.919318 = -128352.329821 nChanged 35 SP:Iteration 26Q (461.153270 sec): 3 clusters Score: Raw -129108.332207 + Penalty 735.919318 = -128372.412889 nChanged 24 SP:Iteration 27Q (461.204757 sec): 3 clusters Score: Raw -129124.266324 + Penalty 735.919318 = -128388.347006 nChanged 20 SP:Iteration 28Q (461.259067 sec): 3 clusters Score: Raw -129132.180385 + Penalty 735.919318 = -128396.261067 nChanged 12 SP:Iteration 29Q (461.277656 sec): 3 clusters Score: Raw -129134.790952 + Penalty 735.919318 = -128398.871634 nChanged 9 SP:Iteration 30Q (461.303195 sec): 3 clusters Score: Raw -129137.215450 + Penalty 735.919318 = -128401.296132 nChanged 9 SP:Iteration 31Q (461.321762 sec): 3 clusters Score: Raw -129138.936185 + Penalty 735.919318 = -128403.016867 nChanged 5 SP:Iteration 32Q (461.375590 sec): 3 clusters Score: Raw -129139.617875 + Penalty 735.919318 = -128403.698558 nChanged 3 SP:Iteration 33Q (461.426356 sec): 3 clusters Score: Raw -129140.557384 + Penalty 735.919318 = -128404.638066 nChanged 7 SP:Iteration 34Q (461.467298 sec): 3 clusters Score: Raw -129144.116862 + Penalty 735.919318 = -128408.197544 nChanged 7 SP:Iteration 35Q (461.515456 sec): 3 clusters Score: Raw -129147.463944 + Penalty 735.919318 = -128411.544627 nChanged 8 SP:Iteration 36Q (461.566823 sec): 3 clusters Score: Raw -129151.778419 + Penalty 735.919318 = -128415.859101 nChanged 8 SP:Iteration 37Q (461.618218 sec): 3 clusters Score: Raw -129155.114703 + Penalty 735.919318 = -128419.195385 nChanged 5 SP:Iteration 38Q (461.667166 sec): 3 clusters Score: Raw -129158.166895 + Penalty 735.919318 = -128422.247577 nChanged 9 SP:Iteration 39Q (461.713673 sec): 3 clusters Score: Raw -129164.916337 + Penalty 735.919318 = -128428.997019 nChanged 7 SP:Iteration 40F (461.759801 sec): 3 clusters Score: Raw -129167.760607 + Penalty 735.919318 = -128431.841289 nChanged 0 Trying to split cluster 32 (1618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (461.778395 sec): 2 clusters Score: Raw -65984.771723 + Penalty 336.197047 = -65648.574676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (461.825145 sec): 3 clusters Score: Raw -65109.234481 + Penalty 672.394095 = -64436.840386 nChanged 687 SP:Iteration 1F (461.873587 sec): 3 clusters Score: Raw -65535.628884 + Penalty 672.394095 = -64863.234789 nChanged 119 SP:Iteration 2F (461.925466 sec): 3 clusters Score: Raw -65616.702522 + Penalty 672.394095 = -64944.308427 nChanged 97 SP:Iteration 3F (461.977592 sec): 3 clusters Score: Raw -65696.638814 + Penalty 672.394095 = -65024.244719 nChanged 88 SP:Iteration 4F (462.018882 sec): 3 clusters Score: Raw -65777.154549 + Penalty 672.394095 = -65104.760454 nChanged 72 SP:Iteration 5Q (462.067017 sec): 3 clusters Score: Raw -65840.883258 + Penalty 672.394095 = -65168.489163 nChanged 64 SP:Iteration 6Q (462.105725 sec): 3 clusters Score: Raw -65890.457780 + Penalty 672.394095 = -65218.063685 nChanged 48 SP:Iteration 7Q (462.143193 sec): 3 clusters Score: Raw -65928.706009 + Penalty 672.394095 = -65256.311915 nChanged 38 SP:Iteration 8Q (462.189680 sec): 3 clusters Score: Raw -65961.139325 + Penalty 672.394095 = -65288.745230 nChanged 22 SP:Iteration 9Q (462.236013 sec): 3 clusters Score: Raw -65978.236154 + Penalty 672.394095 = -65305.842059 nChanged 21 SP:Iteration 10Q (462.273335 sec): 3 clusters Score: Raw -65997.555675 + Penalty 672.394095 = -65325.161580 nChanged 23 SP:Iteration 11Q (462.323443 sec): 3 clusters Score: Raw -66016.216137 + Penalty 672.394095 = -65343.822043 nChanged 12 SP:Iteration 12Q (462.362236 sec): 3 clusters Score: Raw -66022.197961 + Penalty 672.394095 = -65349.803866 nChanged 7 SP:Iteration 13Q (462.407421 sec): 3 clusters Score: Raw -66025.043481 + Penalty 672.394095 = -65352.649386 nChanged 7 SP:Iteration 14Q (462.447986 sec): 3 clusters Score: Raw -66031.745855 + Penalty 672.394095 = -65359.351760 nChanged 7 SP:Iteration 15Q (462.501799 sec): 3 clusters Score: Raw -66035.541523 + Penalty 672.394095 = -65363.147428 nChanged 8 SP:Iteration 16Q (462.541879 sec): 3 clusters Score: Raw -66040.824586 + Penalty 672.394095 = -65368.430491 nChanged 9 SP:Iteration 17Q (462.587637 sec): 3 clusters Score: Raw -66045.753534 + Penalty 672.394095 = -65373.359439 nChanged 7 SP:Iteration 18Q (462.626263 sec): 3 clusters Score: Raw -66050.950788 + Penalty 672.394095 = -65378.556693 nChanged 3 SP:Iteration 19Q (462.673745 sec): 3 clusters Score: Raw -66051.825681 + Penalty 672.394095 = -65379.431586 nChanged 2 SP:Iteration 20F (462.718470 sec): 3 clusters Score: Raw -66053.398159 + Penalty 672.394095 = -65381.004064 nChanged 1 SP:Iteration 21Q (462.765074 sec): 3 clusters Score: Raw -66053.682306 + Penalty 672.394095 = -65381.288211 nChanged 1 SP:Iteration 22Q (462.808162 sec): 3 clusters Score: Raw -66053.887974 + Penalty 672.394095 = -65381.493880 nChanged 0 SP:Iteration 23F (462.857367 sec): 3 clusters Score: Raw -66053.887974 + Penalty 672.394095 = -65381.493880 nChanged 0 Trying to split cluster 33 (5377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (462.887416 sec): 2 clusters Score: Raw -220327.055349 + Penalty 390.839807 = -219936.215541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (462.935137 sec): 3 clusters Score: Raw -217101.976224 + Penalty 781.679615 = -216320.296610 nChanged 2404 SP:Iteration 1F (462.986540 sec): 3 clusters Score: Raw -218561.641482 + Penalty 781.679615 = -217779.961867 nChanged 477 SP:Iteration 2F (463.031640 sec): 3 clusters Score: Raw -218916.014806 + Penalty 781.679615 = -218134.335192 nChanged 486 SP:Iteration 3F (463.082590 sec): 3 clusters Score: Raw -219304.118216 + Penalty 781.679615 = -218522.438601 nChanged 427 SP:Iteration 4F (463.137243 sec): 3 clusters Score: Raw -219706.772447 + Penalty 781.679615 = -218925.092832 nChanged 304 SP:Iteration 5F (463.181623 sec): 3 clusters Score: Raw -219970.659071 + Penalty 781.679615 = -219188.979456 nChanged 203 SP:Iteration 6Q (463.230599 sec): 3 clusters Score: Raw -220146.581912 + Penalty 781.679615 = -219364.902297 nChanged 131 SP:Iteration 7Q (463.281413 sec): 3 clusters Score: Raw -220263.968672 + Penalty 781.679615 = -219482.289057 nChanged 94 SP:Iteration 8Q (463.321848 sec): 3 clusters Score: Raw -220336.430054 + Penalty 781.679615 = -219554.750439 nChanged 64 SP:Iteration 9Q (463.370217 sec): 3 clusters Score: Raw -220389.221178 + Penalty 781.679615 = -219607.541563 nChanged 54 SP:Iteration 10Q (463.419147 sec): 3 clusters Score: Raw -220426.955089 + Penalty 781.679615 = -219645.275474 nChanged 43 SP:Iteration 11Q (463.467424 sec): 3 clusters Score: Raw -220460.768220 + Penalty 781.679615 = -219679.088605 nChanged 51 SP:Iteration 12Q (463.515073 sec): 3 clusters Score: Raw -220496.699419 + Penalty 781.679615 = -219715.019804 nChanged 36 SP:Iteration 13Q (463.572179 sec): 3 clusters Score: Raw -220515.164218 + Penalty 781.679615 = -219733.484604 nChanged 25 SP:Iteration 14Q (463.610215 sec): 3 clusters Score: Raw -220523.289123 + Penalty 781.679615 = -219741.609508 nChanged 19 SP:Iteration 15Q (463.657690 sec): 3 clusters Score: Raw -220528.487757 + Penalty 781.679615 = -219746.808142 nChanged 20 SP:Iteration 16Q (463.706220 sec): 3 clusters Score: Raw -220534.338985 + Penalty 781.679615 = -219752.659370 nChanged 12 SP:Iteration 17Q (463.751116 sec): 3 clusters Score: Raw -220537.409081 + Penalty 781.679615 = -219755.729467 nChanged 8 SP:Iteration 18Q (463.804637 sec): 3 clusters Score: Raw -220538.526754 + Penalty 781.679615 = -219756.847139 nChanged 3 SP:Iteration 19Q (463.849677 sec): 3 clusters Score: Raw -220539.012761 + Penalty 781.679615 = -219757.333146 nChanged 3 SP:Iteration 20F (463.898053 sec): 3 clusters Score: Raw -220539.242516 + Penalty 781.679615 = -219757.562901 nChanged 2 SP:Iteration 21Q (463.946239 sec): 3 clusters Score: Raw -220539.388533 + Penalty 781.679615 = -219757.708918 nChanged 3 SP:Iteration 22Q (463.996244 sec): 3 clusters Score: Raw -220540.026453 + Penalty 781.679615 = -219758.346838 nChanged 4 SP:Iteration 23Q (464.043982 sec): 3 clusters Score: Raw -220540.706898 + Penalty 781.679615 = -219759.027283 nChanged 5 SP:Iteration 24Q (464.086686 sec): 3 clusters Score: Raw -220541.861546 + Penalty 781.679615 = -219760.181931 nChanged 6 SP:Iteration 25Q (464.138286 sec): 3 clusters Score: Raw -220543.280873 + Penalty 781.679615 = -219761.601258 nChanged 8 SP:Iteration 26Q (464.190203 sec): 3 clusters Score: Raw -220544.069227 + Penalty 781.679615 = -219762.389612 nChanged 3 SP:Iteration 27Q (464.233553 sec): 3 clusters Score: Raw -220544.896685 + Penalty 781.679615 = -219763.217070 nChanged 5 SP:Iteration 28Q (464.285372 sec): 3 clusters Score: Raw -220546.013986 + Penalty 781.679615 = -219764.334371 nChanged 4 SP:Iteration 29Q (464.333407 sec): 3 clusters Score: Raw -220547.063795 + Penalty 781.679615 = -219765.384181 nChanged 5 SP:Iteration 30Q (464.385919 sec): 3 clusters Score: Raw -220548.245590 + Penalty 781.679615 = -219766.565976 nChanged 7 SP:Iteration 31Q (464.435092 sec): 3 clusters Score: Raw -220550.047153 + Penalty 781.679615 = -219768.367539 nChanged 6 SP:Iteration 32Q (464.485621 sec): 3 clusters Score: Raw -220550.713575 + Penalty 781.679615 = -219769.033961 nChanged 1 SP:Iteration 33Q (464.526018 sec): 3 clusters Score: Raw -220550.830103 + Penalty 781.679615 = -219769.150488 nChanged 0 SP:Iteration 34F (464.584629 sec): 3 clusters Score: Raw -220550.830103 + Penalty 781.679615 = -219769.150488 nChanged 0 Trying to split cluster 34 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (464.599406 sec): 2 clusters Score: Raw -9690.264564 + Penalty 269.431818 = -9420.832746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (464.645221 sec): 3 clusters Score: Raw -9558.740975 + Penalty 538.863636 = -9019.877338 nChanged 127 SP:Iteration 1F (464.691280 sec): 3 clusters Score: Raw -9714.455641 + Penalty 538.863636 = -9175.592005 nChanged 42 SP:Iteration 2F (464.728684 sec): 3 clusters Score: Raw -9765.440287 + Penalty 538.863636 = -9226.576651 nChanged 25 SP:Iteration 3F (464.766811 sec): 3 clusters Score: Raw -9792.416602 + Penalty 538.863636 = -9253.552966 nChanged 9 SP:Iteration 4Q (464.814755 sec): 3 clusters Score: Raw -9801.747069 + Penalty 538.863636 = -9262.883433 nChanged 7 SP:Iteration 5Q (464.856269 sec): 3 clusters Score: Raw -9810.841963 + Penalty 538.863636 = -9271.978327 nChanged 9 SP:Iteration 6Q (464.900134 sec): 3 clusters Score: Raw -9816.992431 + Penalty 538.863636 = -9278.128795 nChanged 5 SP:Iteration 7Q (464.932279 sec): 3 clusters Score: Raw -9820.483866 + Penalty 538.863636 = -9281.620229 nChanged 4 SP:Iteration 8Q (464.975828 sec): 3 clusters Score: Raw -9825.455191 + Penalty 538.863636 = -9286.591555 nChanged 2 SP:Iteration 9Q (465.020077 sec): 3 clusters Score: Raw -9827.815028 + Penalty 538.863636 = -9288.951392 nChanged 1 SP:Iteration 10Q (465.061076 sec): 3 clusters Score: Raw -9828.990037 + Penalty 538.863636 = -9290.126401 nChanged 1 SP:Iteration 11Q (465.106664 sec): 3 clusters Score: Raw -9831.985359 + Penalty 538.863636 = -9293.121723 nChanged 1 SP:Iteration 12Q (465.149505 sec): 3 clusters Score: Raw -9833.164473 + Penalty 538.863636 = -9294.300837 nChanged 1 SP:Iteration 13Q (465.199212 sec): 3 clusters Score: Raw -9833.621140 + Penalty 538.863636 = -9294.757504 nChanged 0 SP:Iteration 14F (465.243550 sec): 3 clusters Score: Raw -9833.621140 + Penalty 538.863636 = -9294.757504 nChanged 0 Trying to split cluster 35 (1198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (465.269917 sec): 2 clusters Score: Raw -50878.469168 + Penalty 322.522599 = -50555.946569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (465.306555 sec): 3 clusters Score: Raw -50256.007350 + Penalty 645.045199 = -49610.962151 nChanged 478 SP:Iteration 1F (465.346624 sec): 3 clusters Score: Raw -50513.050781 + Penalty 645.045199 = -49868.005582 nChanged 88 SP:Iteration 2F (465.389727 sec): 3 clusters Score: Raw -50560.405381 + Penalty 645.045199 = -49915.360182 nChanged 60 SP:Iteration 3F (465.431394 sec): 3 clusters Score: Raw -50588.221272 + Penalty 645.045199 = -49943.176073 nChanged 46 SP:Iteration 4Q (465.476034 sec): 3 clusters Score: Raw -50611.890075 + Penalty 645.045199 = -49966.844877 nChanged 37 SP:Iteration 5Q (465.515682 sec): 3 clusters Score: Raw -50631.163051 + Penalty 645.045199 = -49986.117852 nChanged 39 SP:Iteration 6Q (465.560296 sec): 3 clusters Score: Raw -50654.336396 + Penalty 645.045199 = -50009.291197 nChanged 23 SP:Iteration 7Q (465.608299 sec): 3 clusters Score: Raw -50667.527009 + Penalty 645.045199 = -50022.481810 nChanged 23 SP:Iteration 8Q (465.653546 sec): 3 clusters Score: Raw -50678.918769 + Penalty 645.045199 = -50033.873570 nChanged 31 SP:Iteration 9Q (465.695003 sec): 3 clusters Score: Raw -50698.539317 + Penalty 645.045199 = -50053.494118 nChanged 38 SP:Iteration 10Q (465.737096 sec): 3 clusters Score: Raw -50722.629766 + Penalty 645.045199 = -50077.584568 nChanged 39 SP:Iteration 11Q (465.774250 sec): 3 clusters Score: Raw -50740.555491 + Penalty 645.045199 = -50095.510292 nChanged 31 SP:Iteration 12Q (465.824554 sec): 3 clusters Score: Raw -50756.534673 + Penalty 645.045199 = -50111.489474 nChanged 33 SP:Iteration 13Q (465.858121 sec): 3 clusters Score: Raw -50775.446062 + Penalty 645.045199 = -50130.400863 nChanged 35 SP:Iteration 14Q (465.900199 sec): 3 clusters Score: Raw -50799.356599 + Penalty 645.045199 = -50154.311400 nChanged 37 SP:Iteration 15Q (465.938398 sec): 3 clusters Score: Raw -50824.609565 + Penalty 645.045199 = -50179.564366 nChanged 33 SP:Iteration 16Q (465.987103 sec): 3 clusters Score: Raw -50847.364925 + Penalty 645.045199 = -50202.319726 nChanged 30 SP:Iteration 17Q (466.029392 sec): 3 clusters Score: Raw -50865.754823 + Penalty 645.045199 = -50220.709624 nChanged 18 SP:Iteration 18Q (466.070296 sec): 3 clusters Score: Raw -50875.227660 + Penalty 645.045199 = -50230.182461 nChanged 9 SP:Iteration 19Q (466.102608 sec): 3 clusters Score: Raw -50877.749380 + Penalty 645.045199 = -50232.704182 nChanged 5 SP:Iteration 20F (466.140412 sec): 3 clusters Score: Raw -50878.654724 + Penalty 645.045199 = -50233.609525 nChanged 6 SP:Iteration 21Q (466.196187 sec): 3 clusters Score: Raw -50880.450023 + Penalty 645.045199 = -50235.404824 nChanged 6 SP:Iteration 22Q (466.242582 sec): 3 clusters Score: Raw -50882.511446 + Penalty 645.045199 = -50237.466247 nChanged 6 SP:Iteration 23Q (466.278420 sec): 3 clusters Score: Raw -50886.205708 + Penalty 645.045199 = -50241.160509 nChanged 8 SP:Iteration 24Q (466.329975 sec): 3 clusters Score: Raw -50891.848074 + Penalty 645.045199 = -50246.802875 nChanged 9 SP:Iteration 25Q (466.373747 sec): 3 clusters Score: Raw -50895.810774 + Penalty 645.045199 = -50250.765575 nChanged 8 SP:Iteration 26Q (466.421968 sec): 3 clusters Score: Raw -50899.033617 + Penalty 645.045199 = -50253.988418 nChanged 8 SP:Iteration 27Q (466.469589 sec): 3 clusters Score: Raw -50901.354852 + Penalty 645.045199 = -50256.309654 nChanged 4 SP:Iteration 28Q (466.521716 sec): 3 clusters Score: Raw -50903.576708 + Penalty 645.045199 = -50258.531509 nChanged 7 SP:Iteration 29Q (466.574925 sec): 3 clusters Score: Raw -50905.175562 + Penalty 645.045199 = -50260.130363 nChanged 4 SP:Iteration 30Q (466.621182 sec): 3 clusters Score: Raw -50906.068744 + Penalty 645.045199 = -50261.023545 nChanged 4 SP:Iteration 31Q (466.649290 sec): 3 clusters Score: Raw -50906.853148 + Penalty 645.045199 = -50261.807950 nChanged 2 SP:Iteration 32Q (466.682335 sec): 3 clusters Score: Raw -50907.521271 + Penalty 645.045199 = -50262.476072 nChanged 3 SP:Iteration 33Q (466.724064 sec): 3 clusters Score: Raw -50908.293774 + Penalty 645.045199 = -50263.248575 nChanged 2 SP:Iteration 34Q (466.755051 sec): 3 clusters Score: Raw -50908.991272 + Penalty 645.045199 = -50263.946073 nChanged 1 SP:Iteration 35Q (466.790086 sec): 3 clusters Score: Raw -50909.273661 + Penalty 645.045199 = -50264.228463 nChanged 0 SP:Iteration 36F (466.842490 sec): 3 clusters Score: Raw -50909.273661 + Penalty 645.045199 = -50264.228463 nChanged 0 Trying to split cluster 36 (4215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (466.869684 sec): 2 clusters Score: Raw -175292.698427 + Penalty 379.761422 = -174912.937005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (466.917707 sec): 3 clusters Score: Raw -172791.562521 + Penalty 759.522843 = -172032.039678 nChanged 1851 SP:Iteration 1F (466.970302 sec): 3 clusters Score: Raw -173860.402092 + Penalty 759.522843 = -173100.879248 nChanged 264 SP:Iteration 2F (467.005236 sec): 3 clusters Score: Raw -174002.714751 + Penalty 759.522843 = -173243.191907 nChanged 293 SP:Iteration 3F (467.057921 sec): 3 clusters Score: Raw -174190.954208 + Penalty 759.522843 = -173431.431364 nChanged 300 SP:Iteration 4F (467.121581 sec): 3 clusters Score: Raw -174398.984258 + Penalty 759.522843 = -173639.461415 nChanged 290 SP:Iteration 5F (467.174512 sec): 3 clusters Score: Raw -174624.110864 + Penalty 759.522843 = -173864.588020 nChanged 258 SP:Iteration 6F (467.226609 sec): 3 clusters Score: Raw -174824.289905 + Penalty 759.522843 = -174064.767062 nChanged 207 SP:Iteration 7Q (467.278961 sec): 3 clusters Score: Raw -174998.355227 + Penalty 759.522843 = -174238.832384 nChanged 159 SP:Iteration 8Q (467.327665 sec): 3 clusters Score: Raw -175127.861175 + Penalty 759.522843 = -174368.338332 nChanged 96 SP:Iteration 9Q (467.381190 sec): 3 clusters Score: Raw -175198.715316 + Penalty 759.522843 = -174439.192473 nChanged 60 SP:Iteration 10Q (467.424684 sec): 3 clusters Score: Raw -175243.427228 + Penalty 759.522843 = -174483.904385 nChanged 47 SP:Iteration 11Q (467.474063 sec): 3 clusters Score: Raw -175281.860309 + Penalty 759.522843 = -174522.337466 nChanged 29 SP:Iteration 12Q (467.517511 sec): 3 clusters Score: Raw -175304.710241 + Penalty 759.522843 = -174545.187398 nChanged 24 SP:Iteration 13Q (467.577480 sec): 3 clusters Score: Raw -175326.740885 + Penalty 759.522843 = -174567.218042 nChanged 21 SP:Iteration 14Q (467.618805 sec): 3 clusters Score: Raw -175347.399773 + Penalty 759.522843 = -174587.876929 nChanged 14 SP:Iteration 15Q (467.659348 sec): 3 clusters Score: Raw -175357.804186 + Penalty 759.522843 = -174598.281343 nChanged 8 SP:Iteration 16Q (467.707429 sec): 3 clusters Score: Raw -175366.979166 + Penalty 759.522843 = -174607.456322 nChanged 4 SP:Iteration 17Q (467.740055 sec): 3 clusters Score: Raw -175370.545111 + Penalty 759.522843 = -174611.022268 nChanged 4 SP:Iteration 18Q (467.772335 sec): 3 clusters Score: Raw -175373.319111 + Penalty 759.522843 = -174613.796267 nChanged 6 SP:Iteration 19Q (467.815777 sec): 3 clusters Score: Raw -175377.824554 + Penalty 759.522843 = -174618.301711 nChanged 8 SP:Iteration 20F (467.870730 sec): 3 clusters Score: Raw -175382.142998 + Penalty 759.522843 = -174622.620154 nChanged 4 SP:Iteration 21Q (467.928569 sec): 3 clusters Score: Raw -175384.851724 + Penalty 759.522843 = -174625.328881 nChanged 4 SP:Iteration 22Q (467.969914 sec): 3 clusters Score: Raw -175387.809588 + Penalty 759.522843 = -174628.286745 nChanged 6 SP:Iteration 23Q (468.028947 sec): 3 clusters Score: Raw -175392.365570 + Penalty 759.522843 = -174632.842727 nChanged 7 SP:Iteration 24Q (468.083244 sec): 3 clusters Score: Raw -175396.442629 + Penalty 759.522843 = -174636.919786 nChanged 5 SP:Iteration 25Q (468.137150 sec): 3 clusters Score: Raw -175398.532831 + Penalty 759.522843 = -174639.009988 nChanged 0 SP:Iteration 26F (468.185026 sec): 3 clusters Score: Raw -175398.532831 + Penalty 759.522843 = -174639.009988 nChanged 0 Trying to split cluster 37 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (468.201997 sec): 2 clusters Score: Raw -16502.649735 + Penalty 274.505423 = -16228.144311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (468.260394 sec): 3 clusters Score: Raw -16342.392439 + Penalty 549.010846 = -15793.381593 nChanged 146 SP:Iteration 1F (468.306994 sec): 3 clusters Score: Raw -16482.547819 + Penalty 549.010846 = -15933.536973 nChanged 34 SP:Iteration 2F (468.353198 sec): 3 clusters Score: Raw -16519.701696 + Penalty 549.010846 = -15970.690849 nChanged 19 SP:Iteration 3Q (468.399251 sec): 3 clusters Score: Raw -16535.484041 + Penalty 549.010846 = -15986.473195 nChanged 10 SP:Iteration 4Q (468.434207 sec): 3 clusters Score: Raw -16542.076955 + Penalty 549.010846 = -15993.066109 nChanged 5 SP:Iteration 5Q (468.477706 sec): 3 clusters Score: Raw -16543.880800 + Penalty 549.010846 = -15994.869954 nChanged 3 SP:Iteration 6Q (468.528014 sec): 3 clusters Score: Raw -16544.608467 + Penalty 549.010846 = -15995.597621 nChanged 2 SP:Iteration 7Q (468.567629 sec): 3 clusters Score: Raw -16545.126991 + Penalty 549.010846 = -15996.116145 nChanged 1 SP:Iteration 8Q (468.597433 sec): 3 clusters Score: Raw -16545.343704 + Penalty 549.010846 = -15996.332858 nChanged 0 SP:Iteration 9F (468.636990 sec): 3 clusters Score: Raw -16545.343704 + Penalty 549.010846 = -15996.332858 nChanged 0 Trying to split cluster 38 (765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (468.652792 sec): 2 clusters Score: Raw -32591.976073 + Penalty 302.114350 = -32289.861722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (468.697662 sec): 3 clusters Score: Raw -32211.089384 + Penalty 604.228701 = -31606.860683 nChanged 286 SP:Iteration 1F (468.739102 sec): 3 clusters Score: Raw -32372.988113 + Penalty 604.228701 = -31768.759412 nChanged 65 SP:Iteration 2F (468.774056 sec): 3 clusters Score: Raw -32416.273060 + Penalty 604.228701 = -31812.044359 nChanged 48 SP:Iteration 3F (468.808106 sec): 3 clusters Score: Raw -32449.876973 + Penalty 604.228701 = -31845.648272 nChanged 40 SP:Iteration 4F (468.845534 sec): 3 clusters Score: Raw -32480.222038 + Penalty 604.228701 = -31875.993337 nChanged 43 SP:Iteration 5F (468.889651 sec): 3 clusters Score: Raw -32512.371202 + Penalty 604.228701 = -31908.142501 nChanged 38 SP:Iteration 6Q (468.928866 sec): 3 clusters Score: Raw -32541.908420 + Penalty 604.228701 = -31937.679719 nChanged 33 SP:Iteration 7Q (468.971670 sec): 3 clusters Score: Raw -32564.051971 + Penalty 604.228701 = -31959.823270 nChanged 20 SP:Iteration 8Q (469.022832 sec): 3 clusters Score: Raw -32580.829091 + Penalty 604.228701 = -31976.600390 nChanged 16 SP:Iteration 9Q (469.057215 sec): 3 clusters Score: Raw -32594.482987 + Penalty 604.228701 = -31990.254286 nChanged 11 SP:Iteration 10Q (469.111190 sec): 3 clusters Score: Raw -32602.047569 + Penalty 604.228701 = -31997.818868 nChanged 9 SP:Iteration 11Q (469.155631 sec): 3 clusters Score: Raw -32609.079237 + Penalty 604.228701 = -32004.850536 nChanged 9 SP:Iteration 12Q (469.192727 sec): 3 clusters Score: Raw -32618.201478 + Penalty 604.228701 = -32013.972777 nChanged 5 SP:Iteration 13Q (469.234267 sec): 3 clusters Score: Raw -32621.464638 + Penalty 604.228701 = -32017.235938 nChanged 6 SP:Iteration 14Q (469.280481 sec): 3 clusters Score: Raw -32629.106462 + Penalty 604.228701 = -32024.877761 nChanged 5 SP:Iteration 15Q (469.323755 sec): 3 clusters Score: Raw -32633.212419 + Penalty 604.228701 = -32028.983719 nChanged 1 SP:Iteration 16Q (469.366571 sec): 3 clusters Score: Raw -32636.411174 + Penalty 604.228701 = -32032.182473 nChanged 2 SP:Iteration 17Q (469.414814 sec): 3 clusters Score: Raw -32640.615155 + Penalty 604.228701 = -32036.386454 nChanged 1 SP:Iteration 18Q (469.454824 sec): 3 clusters Score: Raw -32643.311487 + Penalty 604.228701 = -32039.082786 nChanged 1 SP:Iteration 19Q (469.496699 sec): 3 clusters Score: Raw -32644.788565 + Penalty 604.228701 = -32040.559864 nChanged 2 SP:Iteration 20F (469.552480 sec): 3 clusters Score: Raw -32647.854202 + Penalty 604.228701 = -32043.625501 nChanged 3 SP:Iteration 21Q (469.598546 sec): 3 clusters Score: Raw -32650.287000 + Penalty 604.228701 = -32046.058299 nChanged 2 SP:Iteration 22Q (469.639122 sec): 3 clusters Score: Raw -32653.992417 + Penalty 604.228701 = -32049.763716 nChanged 2 SP:Iteration 23Q (469.692293 sec): 3 clusters Score: Raw -32657.147348 + Penalty 604.228701 = -32052.918647 nChanged 2 SP:Iteration 24Q (469.747021 sec): 3 clusters Score: Raw -32658.112708 + Penalty 604.228701 = -32053.884007 nChanged 1 SP:Iteration 25Q (469.787813 sec): 3 clusters Score: Raw -32660.629698 + Penalty 604.228701 = -32056.400997 nChanged 1 SP:Iteration 26Q (469.838162 sec): 3 clusters Score: Raw -32662.808661 + Penalty 604.228701 = -32058.579960 nChanged 0 SP:Iteration 27F (469.887845 sec): 3 clusters Score: Raw -32662.808661 + Penalty 604.228701 = -32058.579960 nChanged 0 Iteration 139Q (471.626031 sec): 39 clusters Score: Raw -6286726.749206 + Penalty 20816.486828 = -6265910.262378 nChanged 64 Iteration 140F (474.453188 sec): 39 clusters Score: Raw -6286733.103320 + Penalty 20816.486828 = -6265916.616492 nChanged 48 Iteration 141Q (476.343980 sec): 39 clusters Score: Raw -6286739.518981 + Penalty 20816.486828 = -6265923.032153 nChanged 55 Iteration 142Q (478.121043 sec): 39 clusters Score: Raw -6286745.896773 + Penalty 20816.486828 = -6265929.409945 nChanged 55 Iteration 143Q (480.039054 sec): 39 clusters Score: Raw -6286750.691217 + Penalty 20816.486828 = -6265934.204389 nChanged 50 Iteration 144Q (481.821059 sec): 39 clusters Score: Raw -6286754.928575 + Penalty 20816.486828 = -6265938.441747 nChanged 53 Iteration 145Q (483.824066 sec): 39 clusters Score: Raw -6286759.974040 + Penalty 20816.486828 = -6265943.487212 nChanged 55 Iteration 146Q (485.829538 sec): 39 clusters Score: Raw -6286767.396625 + Penalty 20816.486828 = -6265950.909797 nChanged 56 Iteration 147Q (487.851694 sec): 39 clusters Score: Raw -6286774.991355 + Penalty 20816.486828 = -6265958.504527 nChanged 58 Iteration 148Q (489.847713 sec): 39 clusters Score: Raw -6286781.871643 + Penalty 20816.486828 = -6265965.384814 nChanged 61 Iteration 149Q (491.712786 sec): 39 clusters Score: Raw -6286789.689298 + Penalty 20816.486828 = -6265973.202470 nChanged 59 Iteration 150Q (493.736650 sec): 39 clusters Score: Raw -6286797.878728 + Penalty 20816.486828 = -6265981.391900 nChanged 61 Iteration 151Q (495.819902 sec): 39 clusters Score: Raw -6286809.396362 + Penalty 20816.486828 = -6265992.909534 nChanged 79 Iteration 152Q (497.690331 sec): 39 clusters Score: Raw -6286821.015711 + Penalty 20816.486828 = -6266004.528883 nChanged 70 Iteration 153Q (499.650091 sec): 39 clusters Score: Raw -6286829.286722 + Penalty 20816.486828 = -6266012.799894 nChanged 68 Iteration 154Q (501.667988 sec): 39 clusters Score: Raw -6286837.488966 + Penalty 20816.486828 = -6266021.002137 nChanged 75 Iteration 155Q (503.647645 sec): 39 clusters Score: Raw -6286850.085873 + Penalty 20816.486828 = -6266033.599044 nChanged 91 Iteration 156Q (505.471845 sec): 39 clusters Score: Raw -6286862.109173 + Penalty 20816.486828 = -6266045.622345 nChanged 76 Iteration 157Q (507.177992 sec): 39 clusters Score: Raw -6286873.802931 + Penalty 20816.486828 = -6266057.316103 nChanged 64 Iteration 158Q (509.106372 sec): 39 clusters Score: Raw -6286882.825404 + Penalty 20816.486828 = -6266066.338575 nChanged 56 Iteration 159Q (510.948752 sec): 39 clusters Score: Raw -6286892.454776 + Penalty 20816.486828 = -6266075.967948 nChanged 54 Iteration 160F (513.806398 sec): 39 clusters Score: Raw -6286900.688272 + Penalty 20816.486828 = -6266084.201444 nChanged 46 Iteration 161Q (515.585404 sec): 39 clusters Score: Raw -6286908.235723 + Penalty 20816.486828 = -6266091.748894 nChanged 40 Iteration 162Q (517.559124 sec): 39 clusters Score: Raw -6286917.890339 + Penalty 20816.486828 = -6266101.403511 nChanged 46 Iteration 163Q (519.632611 sec): 39 clusters Score: Raw -6286930.900830 + Penalty 20816.486828 = -6266114.414002 nChanged 64 Iteration 164Q (521.518236 sec): 39 clusters Score: Raw -6286947.813425 + Penalty 20816.486828 = -6266131.326597 nChanged 79 Iteration 165Q (523.444882 sec): 39 clusters Score: Raw -6286965.283631 + Penalty 20816.486828 = -6266148.796803 nChanged 78 Iteration 166Q (525.439305 sec): 39 clusters Score: Raw -6286977.940041 + Penalty 20816.486828 = -6266161.453213 nChanged 73 Iteration 167Q (527.418207 sec): 39 clusters Score: Raw -6286986.753744 + Penalty 20816.486828 = -6266170.266916 nChanged 60 Iteration 168Q (529.281464 sec): 39 clusters Score: Raw -6286992.055805 + Penalty 20816.486828 = -6266175.568977 nChanged 62 Iteration 169Q (531.160465 sec): 39 clusters Score: Raw -6286997.912231 + Penalty 20816.486828 = -6266181.425403 nChanged 59 Iteration 170Q (532.932379 sec): 39 clusters Score: Raw -6287002.358991 + Penalty 20816.486828 = -6266185.872163 nChanged 47 Iteration 171Q (534.878942 sec): 39 clusters Score: Raw -6287005.688869 + Penalty 20816.486828 = -6266189.202041 nChanged 46 Iteration 172Q (536.751543 sec): 39 clusters Score: Raw -6287008.888314 + Penalty 20816.486828 = -6266192.401486 nChanged 46 Iteration 173Q (538.770604 sec): 39 clusters Score: Raw -6287012.215347 + Penalty 20816.486828 = -6266195.728519 nChanged 45 Iteration 174Q (540.651860 sec): 39 clusters Score: Raw -6287015.426434 + Penalty 20816.486828 = -6266198.939606 nChanged 39 Iteration 175Q (542.695637 sec): 39 clusters Score: Raw -6287017.479898 + Penalty 20816.486828 = -6266200.993070 nChanged 30 Iteration 176Q (544.728404 sec): 39 clusters Score: Raw -6287019.321562 + Penalty 20816.486828 = -6266202.834734 nChanged 22 Iteration 177Q (546.607608 sec): 39 clusters Score: Raw -6287020.742592 + Penalty 20816.486828 = -6266204.255763 nChanged 20 Iteration 178Q (548.487069 sec): 39 clusters Score: Raw -6287022.041030 + Penalty 20816.486828 = -6266205.554202 nChanged 30 Writing temp clu file Because OldScore, -6266204.255763, is greater than current (better) Score,-6266205.554202 Compute initial score before splitting: Score: Raw -6287022.041030 + Penalty 20816.486828 = -6266205.554202 Trying to split cluster 1 (10717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (548.555301 sec): 2 clusters Score: Raw -409815.716130 + Penalty 422.221188 = -409393.494943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (548.613479 sec): 3 clusters Score: Raw -403159.318942 + Penalty 844.442376 = -402314.876566 nChanged 4952 SP:Iteration 1F (548.677436 sec): 3 clusters Score: Raw -406275.258027 + Penalty 844.442376 = -405430.815652 nChanged 745 SP:Iteration 2F (548.729514 sec): 3 clusters Score: Raw -406699.018417 + Penalty 844.442376 = -405854.576041 nChanged 784 SP:Iteration 3F (548.784468 sec): 3 clusters Score: Raw -407168.291845 + Penalty 844.442376 = -406323.849470 nChanged 706 SP:Iteration 4F (548.838639 sec): 3 clusters Score: Raw -407640.729385 + Penalty 844.442376 = -406796.287010 nChanged 657 SP:Iteration 5F (548.881925 sec): 3 clusters Score: Raw -408124.612412 + Penalty 844.442376 = -407280.170037 nChanged 597 SP:Iteration 6F (548.947275 sec): 3 clusters Score: Raw -408621.648324 + Penalty 844.442376 = -407777.205949 nChanged 493 SP:Iteration 7Q (548.993946 sec): 3 clusters Score: Raw -409054.685330 + Penalty 844.442376 = -408210.242955 nChanged 332 SP:Iteration 8Q (549.047802 sec): 3 clusters Score: Raw -409351.651015 + Penalty 844.442376 = -408507.208640 nChanged 204 SP:Iteration 9Q (549.105564 sec): 3 clusters Score: Raw -409543.213110 + Penalty 844.442376 = -408698.770734 nChanged 145 SP:Iteration 10Q (549.172117 sec): 3 clusters Score: Raw -409664.363203 + Penalty 844.442376 = -408819.920827 nChanged 84 SP:Iteration 11Q (549.228078 sec): 3 clusters Score: Raw -409731.430053 + Penalty 844.442376 = -408886.987678 nChanged 62 SP:Iteration 12Q (549.285468 sec): 3 clusters Score: Raw -409782.317915 + Penalty 844.442376 = -408937.875539 nChanged 32 SP:Iteration 13Q (549.345223 sec): 3 clusters Score: Raw -409810.260311 + Penalty 844.442376 = -408965.817935 nChanged 28 SP:Iteration 14Q (549.391473 sec): 3 clusters Score: Raw -409828.175859 + Penalty 844.442376 = -408983.733484 nChanged 14 SP:Iteration 15Q (549.448056 sec): 3 clusters Score: Raw -409835.138752 + Penalty 844.442376 = -408990.696377 nChanged 13 SP:Iteration 16Q (549.508933 sec): 3 clusters Score: Raw -409842.603585 + Penalty 844.442376 = -408998.161210 nChanged 11 SP:Iteration 17Q (549.568505 sec): 3 clusters Score: Raw -409847.881813 + Penalty 844.442376 = -409003.439437 nChanged 7 SP:Iteration 18Q (549.623895 sec): 3 clusters Score: Raw -409850.361292 + Penalty 844.442376 = -409005.918917 nChanged 4 SP:Iteration 19Q (549.674310 sec): 3 clusters Score: Raw -409851.834371 + Penalty 844.442376 = -409007.391996 nChanged 6 SP:Iteration 20F (549.728692 sec): 3 clusters Score: Raw -409854.682060 + Penalty 844.442376 = -409010.239684 nChanged 5 SP:Iteration 21Q (549.773331 sec): 3 clusters Score: Raw -409857.732327 + Penalty 844.442376 = -409013.289951 nChanged 4 SP:Iteration 22Q (549.838480 sec): 3 clusters Score: Raw -409861.486892 + Penalty 844.442376 = -409017.044517 nChanged 6 SP:Iteration 23Q (549.891289 sec): 3 clusters Score: Raw -409864.562066 + Penalty 844.442376 = -409020.119690 nChanged 6 SP:Iteration 24Q (549.942803 sec): 3 clusters Score: Raw -409871.374558 + Penalty 844.442376 = -409026.932183 nChanged 11 SP:Iteration 25Q (550.005575 sec): 3 clusters Score: Raw -409876.671870 + Penalty 844.442376 = -409032.229495 nChanged 5 SP:Iteration 26Q (550.058160 sec): 3 clusters Score: Raw -409884.178500 + Penalty 844.442376 = -409039.736124 nChanged 7 SP:Iteration 27Q (550.110570 sec): 3 clusters Score: Raw -409891.124838 + Penalty 844.442376 = -409046.682463 nChanged 6 SP:Iteration 28Q (550.167489 sec): 3 clusters Score: Raw -409897.632806 + Penalty 844.442376 = -409053.190430 nChanged 5 SP:Iteration 29Q (550.218944 sec): 3 clusters Score: Raw -409900.870474 + Penalty 844.442376 = -409056.428098 nChanged 2 SP:Iteration 30Q (550.277185 sec): 3 clusters Score: Raw -409902.798123 + Penalty 844.442376 = -409058.355748 nChanged 2 SP:Iteration 31Q (550.340148 sec): 3 clusters Score: Raw -409904.113680 + Penalty 844.442376 = -409059.671305 nChanged 0 SP:Iteration 32F (550.383713 sec): 3 clusters Score: Raw -409904.113680 + Penalty 844.442376 = -409059.671305 nChanged 0 Trying to split cluster 2 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (550.410500 sec): 2 clusters Score: Raw -18471.905198 + Penalty 288.806209 = -18183.098989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (550.460473 sec): 3 clusters Score: Raw -18247.100758 + Penalty 577.612418 = -17669.488340 nChanged 205 SP:Iteration 1F (550.506964 sec): 3 clusters Score: Raw -18423.657887 + Penalty 577.612418 = -17846.045469 nChanged 65 SP:Iteration 2F (550.554332 sec): 3 clusters Score: Raw -18506.987395 + Penalty 577.612418 = -17929.374977 nChanged 53 SP:Iteration 3F (550.594681 sec): 3 clusters Score: Raw -18569.831570 + Penalty 577.612418 = -17992.219152 nChanged 40 SP:Iteration 4F (550.639118 sec): 3 clusters Score: Raw -18608.545263 + Penalty 577.612418 = -18030.932845 nChanged 24 SP:Iteration 5Q (550.686261 sec): 3 clusters Score: Raw -18629.746912 + Penalty 577.612418 = -18052.134494 nChanged 11 SP:Iteration 6Q (550.724218 sec): 3 clusters Score: Raw -18639.206036 + Penalty 577.612418 = -18061.593618 nChanged 6 SP:Iteration 7Q (550.779734 sec): 3 clusters Score: Raw -18645.069488 + Penalty 577.612418 = -18067.457070 nChanged 5 SP:Iteration 8Q (550.818901 sec): 3 clusters Score: Raw -18647.958156 + Penalty 577.612418 = -18070.345737 nChanged 2 SP:Iteration 9Q (550.871424 sec): 3 clusters Score: Raw -18648.840346 + Penalty 577.612418 = -18071.227928 nChanged 2 SP:Iteration 10Q (550.917539 sec): 3 clusters Score: Raw -18649.695920 + Penalty 577.612418 = -18072.083502 nChanged 2 SP:Iteration 11Q (550.959170 sec): 3 clusters Score: Raw -18650.968452 + Penalty 577.612418 = -18073.356034 nChanged 2 SP:Iteration 12Q (550.997835 sec): 3 clusters Score: Raw -18651.920172 + Penalty 577.612418 = -18074.307754 nChanged 5 SP:Iteration 13Q (551.043891 sec): 3 clusters Score: Raw -18654.569245 + Penalty 577.612418 = -18076.956826 nChanged 2 SP:Iteration 14Q (551.087649 sec): 3 clusters Score: Raw -18655.226313 + Penalty 577.612418 = -18077.613895 nChanged 0 SP:Iteration 15F (551.129432 sec): 3 clusters Score: Raw -18655.226313 + Penalty 577.612418 = -18077.613895 nChanged 0 Trying to split cluster 3 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (551.149526 sec): 2 clusters Score: Raw -9037.984000 + Penalty 245.616403 = -8792.367597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (551.208150 sec): 3 clusters Score: Raw -8974.619920 + Penalty 491.232806 = -8483.387114 nChanged 66 SP:Iteration 1F (551.243102 sec): 3 clusters Score: Raw -9034.723897 + Penalty 491.232806 = -8543.491091 nChanged 14 SP:Iteration 2F (551.292854 sec): 3 clusters Score: Raw -9053.134484 + Penalty 491.232806 = -8561.901678 nChanged 9 SP:Iteration 3Q (551.324006 sec): 3 clusters Score: Raw -9063.672199 + Penalty 491.232806 = -8572.439393 nChanged 5 SP:Iteration 4Q (551.370987 sec): 3 clusters Score: Raw -9071.281743 + Penalty 491.232806 = -8580.048937 nChanged 6 SP:Iteration 5Q (551.422563 sec): 3 clusters Score: Raw -9078.396150 + Penalty 491.232806 = -8587.163344 nChanged 3 SP:Iteration 6Q (551.456199 sec): 3 clusters Score: Raw -9082.501796 + Penalty 491.232806 = -8591.268990 nChanged 4 SP:Iteration 7Q (551.503469 sec): 3 clusters Score: Raw -9086.503221 + Penalty 491.232806 = -8595.270415 nChanged 2 SP:Iteration 8Q (551.539723 sec): 3 clusters Score: Raw -9090.814759 + Penalty 491.232806 = -8599.581953 nChanged 1 SP:Iteration 9Q (551.582539 sec): 3 clusters Score: Raw -9095.325917 + Penalty 491.232806 = -8604.093111 nChanged 0 SP:Iteration 10F (551.628720 sec): 3 clusters Score: Raw -9095.325917 + Penalty 491.232806 = -8604.093111 nChanged 0 Trying to split cluster 4 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (551.647759 sec): 2 clusters Score: Raw -25851.813507 + Penalty 293.352417 = -25558.461090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (551.696091 sec): 3 clusters Score: Raw -25564.122361 + Penalty 586.704833 = -24977.417527 nChanged 232 SP:Iteration 1F (551.746303 sec): 3 clusters Score: Raw -25699.947677 + Penalty 586.704833 = -25113.242844 nChanged 48 SP:Iteration 2F (551.794577 sec): 3 clusters Score: Raw -25734.589280 + Penalty 586.704833 = -25147.884447 nChanged 32 SP:Iteration 3F (551.843001 sec): 3 clusters Score: Raw -25751.838516 + Penalty 586.704833 = -25165.133682 nChanged 19 SP:Iteration 4Q (551.904318 sec): 3 clusters Score: Raw -25762.111284 + Penalty 586.704833 = -25175.406451 nChanged 15 SP:Iteration 5Q (551.947753 sec): 3 clusters Score: Raw -25769.987359 + Penalty 586.704833 = -25183.282525 nChanged 15 SP:Iteration 6Q (551.991875 sec): 3 clusters Score: Raw -25778.338083 + Penalty 586.704833 = -25191.633250 nChanged 16 SP:Iteration 7Q (552.037697 sec): 3 clusters Score: Raw -25788.983873 + Penalty 586.704833 = -25202.279039 nChanged 13 SP:Iteration 8Q (552.090439 sec): 3 clusters Score: Raw -25798.044263 + Penalty 586.704833 = -25211.339429 nChanged 18 SP:Iteration 9Q (552.139724 sec): 3 clusters Score: Raw -25808.072878 + Penalty 586.704833 = -25221.368045 nChanged 15 SP:Iteration 10Q (552.183480 sec): 3 clusters Score: Raw -25817.018904 + Penalty 586.704833 = -25230.314070 nChanged 14 SP:Iteration 11Q (552.227553 sec): 3 clusters Score: Raw -25823.915685 + Penalty 586.704833 = -25237.210852 nChanged 9 SP:Iteration 12Q (552.269754 sec): 3 clusters Score: Raw -25826.761982 + Penalty 586.704833 = -25240.057149 nChanged 8 SP:Iteration 13Q (552.320128 sec): 3 clusters Score: Raw -25836.014333 + Penalty 586.704833 = -25249.309499 nChanged 9 SP:Iteration 14Q (552.361427 sec): 3 clusters Score: Raw -25844.159585 + Penalty 586.704833 = -25257.454752 nChanged 9 SP:Iteration 15Q (552.399334 sec): 3 clusters Score: Raw -25850.054699 + Penalty 586.704833 = -25263.349866 nChanged 5 SP:Iteration 16Q (552.438835 sec): 3 clusters Score: Raw -25853.377444 + Penalty 586.704833 = -25266.672610 nChanged 8 SP:Iteration 17Q (552.488334 sec): 3 clusters Score: Raw -25859.336158 + Penalty 586.704833 = -25272.631325 nChanged 7 SP:Iteration 18Q (552.531858 sec): 3 clusters Score: Raw -25864.874496 + Penalty 586.704833 = -25278.169663 nChanged 5 SP:Iteration 19Q (552.569338 sec): 3 clusters Score: Raw -25866.797670 + Penalty 586.704833 = -25280.092836 nChanged 1 SP:Iteration 20F (552.616233 sec): 3 clusters Score: Raw -25867.159356 + Penalty 586.704833 = -25280.454522 nChanged 1 SP:Iteration 21Q (552.664707 sec): 3 clusters Score: Raw -25867.729629 + Penalty 586.704833 = -25281.024796 nChanged 1 SP:Iteration 22Q (552.711824 sec): 3 clusters Score: Raw -25869.772941 + Penalty 586.704833 = -25283.068107 nChanged 2 SP:Iteration 23Q (552.760970 sec): 3 clusters Score: Raw -25871.294314 + Penalty 586.704833 = -25284.589481 nChanged 4 SP:Iteration 24Q (552.807709 sec): 3 clusters Score: Raw -25873.361729 + Penalty 586.704833 = -25286.656895 nChanged 3 SP:Iteration 25Q (552.855517 sec): 3 clusters Score: Raw -25874.791055 + Penalty 586.704833 = -25288.086222 nChanged 2 SP:Iteration 26Q (552.900462 sec): 3 clusters Score: Raw -25875.638776 + Penalty 586.704833 = -25288.933943 nChanged 0 SP:Iteration 27F (552.949834 sec): 3 clusters Score: Raw -25875.638776 + Penalty 586.704833 = -25288.933943 nChanged 0 Trying to split cluster 5 (6042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (552.980935 sec): 2 clusters Score: Raw -251178.474139 + Penalty 396.145311 = -250782.328827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.036330 sec): 3 clusters Score: Raw -247426.567831 + Penalty 792.290623 = -246634.277208 nChanged 2807 SP:Iteration 1F (553.084130 sec): 3 clusters Score: Raw -249030.341971 + Penalty 792.290623 = -248238.051348 nChanged 333 SP:Iteration 2F (553.134748 sec): 3 clusters Score: Raw -249212.371059 + Penalty 792.290623 = -248420.080436 nChanged 331 SP:Iteration 3F (553.173525 sec): 3 clusters Score: Raw -249399.080893 + Penalty 792.290623 = -248606.790270 nChanged 327 SP:Iteration 4F (553.229179 sec): 3 clusters Score: Raw -249597.118490 + Penalty 792.290623 = -248804.827867 nChanged 327 SP:Iteration 5F (553.277333 sec): 3 clusters Score: Raw -249828.292655 + Penalty 792.290623 = -249036.002032 nChanged 337 SP:Iteration 6F (553.310416 sec): 3 clusters Score: Raw -250073.913056 + Penalty 792.290623 = -249281.622433 nChanged 315 SP:Iteration 7F (553.338352 sec): 3 clusters Score: Raw -250296.655420 + Penalty 792.290623 = -249504.364797 nChanged 249 SP:Iteration 8Q (553.388912 sec): 3 clusters Score: Raw -250425.343493 + Penalty 792.290623 = -249633.052870 nChanged 185 SP:Iteration 9Q (553.432706 sec): 3 clusters Score: Raw -250521.479677 + Penalty 792.290623 = -249729.189054 nChanged 163 SP:Iteration 10Q (553.479903 sec): 3 clusters Score: Raw -250599.837408 + Penalty 792.290623 = -249807.546785 nChanged 145 SP:Iteration 11Q (553.527075 sec): 3 clusters Score: Raw -250665.055393 + Penalty 792.290623 = -249872.764770 nChanged 109 SP:Iteration 12Q (553.577744 sec): 3 clusters Score: Raw -250703.117632 + Penalty 792.290623 = -249910.827009 nChanged 80 SP:Iteration 13Q (553.636927 sec): 3 clusters Score: Raw -250733.814718 + Penalty 792.290623 = -249941.524095 nChanged 91 SP:Iteration 14Q (553.676883 sec): 3 clusters Score: Raw -250772.333538 + Penalty 792.290623 = -249980.042915 nChanged 79 SP:Iteration 15Q (553.726808 sec): 3 clusters Score: Raw -250802.873155 + Penalty 792.290623 = -250010.582532 nChanged 80 SP:Iteration 16Q (553.773240 sec): 3 clusters Score: Raw -250835.463326 + Penalty 792.290623 = -250043.172703 nChanged 78 SP:Iteration 17Q (553.819154 sec): 3 clusters Score: Raw -250868.180665 + Penalty 792.290623 = -250075.890042 nChanged 74 SP:Iteration 18Q (553.877546 sec): 3 clusters Score: Raw -250893.374280 + Penalty 792.290623 = -250101.083657 nChanged 68 SP:Iteration 19Q (553.917045 sec): 3 clusters Score: Raw -250918.037276 + Penalty 792.290623 = -250125.746653 nChanged 66 SP:Iteration 20F (553.965977 sec): 3 clusters Score: Raw -250943.209515 + Penalty 792.290623 = -250150.918892 nChanged 67 SP:Iteration 21Q (554.021827 sec): 3 clusters Score: Raw -250967.729712 + Penalty 792.290623 = -250175.439089 nChanged 57 SP:Iteration 22Q (554.066618 sec): 3 clusters Score: Raw -250986.069397 + Penalty 792.290623 = -250193.778774 nChanged 50 SP:Iteration 23Q (554.111350 sec): 3 clusters Score: Raw -251004.092635 + Penalty 792.290623 = -250211.802012 nChanged 43 SP:Iteration 24Q (554.165328 sec): 3 clusters Score: Raw -251020.420327 + Penalty 792.290623 = -250228.129704 nChanged 53 SP:Iteration 25Q (554.215609 sec): 3 clusters Score: Raw -251041.258869 + Penalty 792.290623 = -250248.968246 nChanged 48 SP:Iteration 26Q (554.264414 sec): 3 clusters Score: Raw -251061.542537 + Penalty 792.290623 = -250269.251914 nChanged 51 SP:Iteration 27Q (554.309827 sec): 3 clusters Score: Raw -251092.534365 + Penalty 792.290623 = -250300.243742 nChanged 57 SP:Iteration 28Q (554.364401 sec): 3 clusters Score: Raw -251126.111624 + Penalty 792.290623 = -250333.821002 nChanged 59 SP:Iteration 29Q (554.414854 sec): 3 clusters Score: Raw -251163.727673 + Penalty 792.290623 = -250371.437050 nChanged 46 SP:Iteration 30Q (554.468777 sec): 3 clusters Score: Raw -251185.133245 + Penalty 792.290623 = -250392.842622 nChanged 32 SP:Iteration 31Q (554.509346 sec): 3 clusters Score: Raw -251201.563463 + Penalty 792.290623 = -250409.272840 nChanged 29 SP:Iteration 32Q (554.558425 sec): 3 clusters Score: Raw -251216.610933 + Penalty 792.290623 = -250424.320310 nChanged 19 SP:Iteration 33Q (554.606986 sec): 3 clusters Score: Raw -251225.535290 + Penalty 792.290623 = -250433.244667 nChanged 14 SP:Iteration 34Q (554.655166 sec): 3 clusters Score: Raw -251231.421536 + Penalty 792.290623 = -250439.130913 nChanged 8 SP:Iteration 35Q (554.706156 sec): 3 clusters Score: Raw -251234.428289 + Penalty 792.290623 = -250442.137666 nChanged 6 SP:Iteration 36Q (554.750196 sec): 3 clusters Score: Raw -251236.479854 + Penalty 792.290623 = -250444.189231 nChanged 6 SP:Iteration 37Q (554.795721 sec): 3 clusters Score: Raw -251238.801371 + Penalty 792.290623 = -250446.510748 nChanged 12 SP:Iteration 38Q (554.847531 sec): 3 clusters Score: Raw -251244.307293 + Penalty 792.290623 = -250452.016670 nChanged 3 SP:Iteration 39Q (554.886750 sec): 3 clusters Score: Raw -251245.185431 + Penalty 792.290623 = -250452.894808 nChanged 2 SP:Iteration 40F (554.948200 sec): 3 clusters Score: Raw -251245.354142 + Penalty 792.290623 = -250453.063519 nChanged 0 Trying to split cluster 6 (2576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (554.974131 sec): 2 clusters Score: Raw -106137.124811 + Penalty 357.356685 = -105779.768125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (555.016347 sec): 3 clusters Score: Raw -104679.935894 + Penalty 714.713371 = -103965.222523 nChanged 1110 SP:Iteration 1F (555.060539 sec): 3 clusters Score: Raw -105250.783672 + Penalty 714.713371 = -104536.070301 nChanged 203 SP:Iteration 2F (555.093490 sec): 3 clusters Score: Raw -105373.265566 + Penalty 714.713371 = -104658.552195 nChanged 187 SP:Iteration 3F (555.142422 sec): 3 clusters Score: Raw -105490.197179 + Penalty 714.713371 = -104775.483808 nChanged 178 SP:Iteration 4F (555.183031 sec): 3 clusters Score: Raw -105600.625999 + Penalty 714.713371 = -104885.912628 nChanged 146 SP:Iteration 5F (555.233169 sec): 3 clusters Score: Raw -105685.425144 + Penalty 714.713371 = -104970.711773 nChanged 118 SP:Iteration 6Q (555.271487 sec): 3 clusters Score: Raw -105752.426132 + Penalty 714.713371 = -105037.712761 nChanged 89 SP:Iteration 7Q (555.325865 sec): 3 clusters Score: Raw -105796.771565 + Penalty 714.713371 = -105082.058194 nChanged 85 SP:Iteration 8Q (555.361262 sec): 3 clusters Score: Raw -105847.201793 + Penalty 714.713371 = -105132.488422 nChanged 85 SP:Iteration 9Q (555.413983 sec): 3 clusters Score: Raw -105901.679468 + Penalty 714.713371 = -105186.966097 nChanged 78 SP:Iteration 10Q (555.462033 sec): 3 clusters Score: Raw -105959.159856 + Penalty 714.713371 = -105244.446485 nChanged 71 SP:Iteration 11Q (555.505385 sec): 3 clusters Score: Raw -106002.103032 + Penalty 714.713371 = -105287.389661 nChanged 54 SP:Iteration 12Q (555.541986 sec): 3 clusters Score: Raw -106031.637052 + Penalty 714.713371 = -105316.923681 nChanged 54 SP:Iteration 13Q (555.597760 sec): 3 clusters Score: Raw -106056.218415 + Penalty 714.713371 = -105341.505045 nChanged 36 SP:Iteration 14Q (555.640397 sec): 3 clusters Score: Raw -106069.449052 + Penalty 714.713371 = -105354.735681 nChanged 26 SP:Iteration 15Q (555.683602 sec): 3 clusters Score: Raw -106078.491133 + Penalty 714.713371 = -105363.777762 nChanged 29 SP:Iteration 16Q (555.726168 sec): 3 clusters Score: Raw -106089.366165 + Penalty 714.713371 = -105374.652794 nChanged 28 SP:Iteration 17Q (555.763466 sec): 3 clusters Score: Raw -106101.709744 + Penalty 714.713371 = -105386.996373 nChanged 28 SP:Iteration 18Q (555.806158 sec): 3 clusters Score: Raw -106113.622562 + Penalty 714.713371 = -105398.909191 nChanged 24 SP:Iteration 19Q (555.842192 sec): 3 clusters Score: Raw -106120.459556 + Penalty 714.713371 = -105405.746185 nChanged 17 SP:Iteration 20F (555.890989 sec): 3 clusters Score: Raw -106127.576755 + Penalty 714.713371 = -105412.863385 nChanged 23 SP:Iteration 21Q (555.924155 sec): 3 clusters Score: Raw -106138.992197 + Penalty 714.713371 = -105424.278826 nChanged 25 SP:Iteration 22Q (555.975738 sec): 3 clusters Score: Raw -106152.659971 + Penalty 714.713371 = -105437.946600 nChanged 26 SP:Iteration 23Q (556.018199 sec): 3 clusters Score: Raw -106167.203680 + Penalty 714.713371 = -105452.490309 nChanged 28 SP:Iteration 24Q (556.064448 sec): 3 clusters Score: Raw -106179.931388 + Penalty 714.713371 = -105465.218017 nChanged 26 SP:Iteration 25Q (556.102700 sec): 3 clusters Score: Raw -106192.371497 + Penalty 714.713371 = -105477.658126 nChanged 18 SP:Iteration 26Q (556.138583 sec): 3 clusters Score: Raw -106199.671795 + Penalty 714.713371 = -105484.958424 nChanged 22 SP:Iteration 27Q (556.175159 sec): 3 clusters Score: Raw -106205.364489 + Penalty 714.713371 = -105490.651118 nChanged 11 SP:Iteration 28Q (556.212253 sec): 3 clusters Score: Raw -106209.115996 + Penalty 714.713371 = -105494.402625 nChanged 8 SP:Iteration 29Q (556.265334 sec): 3 clusters Score: Raw -106210.960343 + Penalty 714.713371 = -105496.246973 nChanged 2 SP:Iteration 30Q (556.303758 sec): 3 clusters Score: Raw -106211.114851 + Penalty 714.713371 = -105496.401480 nChanged 1 SP:Iteration 31Q (556.354177 sec): 3 clusters Score: Raw -106211.194402 + Penalty 714.713371 = -105496.481031 nChanged 3 SP:Iteration 32Q (556.401337 sec): 3 clusters Score: Raw -106211.465152 + Penalty 714.713371 = -105496.751781 nChanged 1 SP:Iteration 33Q (556.428398 sec): 3 clusters Score: Raw -106211.535457 + Penalty 714.713371 = -105496.822086 nChanged 1 SP:Iteration 34Q (556.477889 sec): 3 clusters Score: Raw -106211.572207 + Penalty 714.713371 = -105496.858836 nChanged 1 SP:Iteration 35Q (556.515885 sec): 3 clusters Score: Raw -106211.705250 + Penalty 714.713371 = -105496.991879 nChanged 1 SP:Iteration 36Q (556.555014 sec): 3 clusters Score: Raw -106211.785232 + Penalty 714.713371 = -105497.071861 nChanged 1 SP:Iteration 37Q (556.609979 sec): 3 clusters Score: Raw -106211.865463 + Penalty 714.713371 = -105497.152092 nChanged 0 SP:Iteration 38F (556.667496 sec): 3 clusters Score: Raw -106211.865463 + Penalty 714.713371 = -105497.152092 nChanged 0 Trying to split cluster 7 (18295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (556.705911 sec): 2 clusters Score: Raw -743467.203195 + Penalty 446.554430 = -743020.648765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (556.765635 sec): 3 clusters Score: Raw -731748.806886 + Penalty 893.108860 = -730855.698026 nChanged 8778 SP:Iteration 1F (556.826372 sec): 3 clusters Score: Raw -737329.936112 + Penalty 893.108860 = -736436.827251 nChanged 1272 SP:Iteration 2F (556.884650 sec): 3 clusters Score: Raw -738143.675575 + Penalty 893.108860 = -737250.566715 nChanged 1299 SP:Iteration 3F (556.939900 sec): 3 clusters Score: Raw -739054.484478 + Penalty 893.108860 = -738161.375618 nChanged 1244 SP:Iteration 4F (557.008745 sec): 3 clusters Score: Raw -739951.959467 + Penalty 893.108860 = -739058.850607 nChanged 980 SP:Iteration 5F (557.068738 sec): 3 clusters Score: Raw -740533.885361 + Penalty 893.108860 = -739640.776501 nChanged 740 SP:Iteration 6Q (557.123368 sec): 3 clusters Score: Raw -740813.609134 + Penalty 893.108860 = -739920.500274 nChanged 462 SP:Iteration 7Q (557.190703 sec): 3 clusters Score: Raw -740939.345102 + Penalty 893.108860 = -740046.236242 nChanged 339 SP:Iteration 8Q (557.260541 sec): 3 clusters Score: Raw -741026.645351 + Penalty 893.108860 = -740133.536491 nChanged 277 SP:Iteration 9Q (557.318916 sec): 3 clusters Score: Raw -741093.918054 + Penalty 893.108860 = -740200.809194 nChanged 257 SP:Iteration 10Q (557.380921 sec): 3 clusters Score: Raw -741159.571499 + Penalty 893.108860 = -740266.462639 nChanged 264 SP:Iteration 11Q (557.440068 sec): 3 clusters Score: Raw -741232.495413 + Penalty 893.108860 = -740339.386553 nChanged 281 SP:Iteration 12Q (557.505776 sec): 3 clusters Score: Raw -741311.050185 + Penalty 893.108860 = -740417.941325 nChanged 274 SP:Iteration 13Q (557.567677 sec): 3 clusters Score: Raw -741395.688985 + Penalty 893.108860 = -740502.580125 nChanged 292 SP:Iteration 14Q (557.628673 sec): 3 clusters Score: Raw -741481.609609 + Penalty 893.108860 = -740588.500749 nChanged 278 SP:Iteration 15Q (557.687750 sec): 3 clusters Score: Raw -741564.749673 + Penalty 893.108860 = -740671.640813 nChanged 305 SP:Iteration 16Q (557.749437 sec): 3 clusters Score: Raw -741662.055962 + Penalty 893.108860 = -740768.947102 nChanged 290 SP:Iteration 17Q (557.815330 sec): 3 clusters Score: Raw -741752.488962 + Penalty 893.108860 = -740859.380102 nChanged 274 SP:Iteration 18Q (557.864225 sec): 3 clusters Score: Raw -741826.548406 + Penalty 893.108860 = -740933.439546 nChanged 261 SP:Iteration 19Q (557.926937 sec): 3 clusters Score: Raw -741903.279093 + Penalty 893.108860 = -741010.170233 nChanged 268 SP:Iteration 20F (557.987581 sec): 3 clusters Score: Raw -741981.667785 + Penalty 893.108860 = -741088.558925 nChanged 267 SP:Iteration 21Q (558.055686 sec): 3 clusters Score: Raw -742065.330739 + Penalty 893.108860 = -741172.221879 nChanged 272 SP:Iteration 22Q (558.112817 sec): 3 clusters Score: Raw -742154.892377 + Penalty 893.108860 = -741261.783517 nChanged 276 SP:Iteration 23Q (558.174891 sec): 3 clusters Score: Raw -742246.012840 + Penalty 893.108860 = -741352.903980 nChanged 281 SP:Iteration 24Q (558.236838 sec): 3 clusters Score: Raw -742340.899091 + Penalty 893.108860 = -741447.790231 nChanged 259 SP:Iteration 25Q (558.299697 sec): 3 clusters Score: Raw -742423.521509 + Penalty 893.108860 = -741530.412649 nChanged 239 SP:Iteration 26Q (558.361923 sec): 3 clusters Score: Raw -742496.673826 + Penalty 893.108860 = -741603.564966 nChanged 221 SP:Iteration 27Q (558.429852 sec): 3 clusters Score: Raw -742563.381141 + Penalty 893.108860 = -741670.272281 nChanged 216 SP:Iteration 28Q (558.491607 sec): 3 clusters Score: Raw -742631.405634 + Penalty 893.108860 = -741738.296774 nChanged 213 SP:Iteration 29Q (558.553846 sec): 3 clusters Score: Raw -742708.043591 + Penalty 893.108860 = -741814.934731 nChanged 210 SP:Iteration 30Q (558.620618 sec): 3 clusters Score: Raw -742783.875380 + Penalty 893.108860 = -741890.766520 nChanged 219 SP:Iteration 31Q (558.682676 sec): 3 clusters Score: Raw -742861.345053 + Penalty 893.108860 = -741968.236193 nChanged 192 SP:Iteration 32Q (558.747857 sec): 3 clusters Score: Raw -742943.172834 + Penalty 893.108860 = -742050.063974 nChanged 213 SP:Iteration 33Q (558.808104 sec): 3 clusters Score: Raw -743042.020197 + Penalty 893.108860 = -742148.911337 nChanged 189 SP:Iteration 34Q (558.856533 sec): 3 clusters Score: Raw -743129.285640 + Penalty 893.108860 = -742236.176780 nChanged 168 SP:Iteration 35Q (558.927674 sec): 3 clusters Score: Raw -743209.900718 + Penalty 893.108860 = -742316.791858 nChanged 145 SP:Iteration 36Q (558.993170 sec): 3 clusters Score: Raw -743281.487515 + Penalty 893.108860 = -742388.378655 nChanged 131 SP:Iteration 37Q (559.052105 sec): 3 clusters Score: Raw -743348.639748 + Penalty 893.108860 = -742455.530888 nChanged 113 SP:Iteration 38Q (559.109184 sec): 3 clusters Score: Raw -743398.748273 + Penalty 893.108860 = -742505.639413 nChanged 91 SP:Iteration 39Q (559.161869 sec): 3 clusters Score: Raw -743435.690081 + Penalty 893.108860 = -742542.581221 nChanged 75 SP:Iteration 40F (559.235366 sec): 3 clusters Score: Raw -743463.343481 + Penalty 893.108860 = -742570.234621 nChanged 73 SP:Iteration 41Q (559.298524 sec): 3 clusters Score: Raw -743487.653564 + Penalty 893.108860 = -742594.544704 nChanged 48 SP:Iteration 42Q (559.362657 sec): 3 clusters Score: Raw -743502.813198 + Penalty 893.108860 = -742609.704338 nChanged 33 SP:Iteration 43Q (559.415783 sec): 3 clusters Score: Raw -743512.173837 + Penalty 893.108860 = -742619.064977 nChanged 24 SP:Iteration 44Q (559.488741 sec): 3 clusters Score: Raw -743519.753952 + Penalty 893.108860 = -742626.645092 nChanged 24 SP:Iteration 45Q (559.552094 sec): 3 clusters Score: Raw -743527.395016 + Penalty 893.108860 = -742634.286156 nChanged 22 SP:Iteration 46Q (559.610531 sec): 3 clusters Score: Raw -743531.980075 + Penalty 893.108860 = -742638.871215 nChanged 20 SP:Iteration 47Q (559.669092 sec): 3 clusters Score: Raw -743535.838234 + Penalty 893.108860 = -742642.729374 nChanged 15 SP:Iteration 48Q (559.732347 sec): 3 clusters Score: Raw -743539.106303 + Penalty 893.108860 = -742645.997443 nChanged 12 SP:Iteration 49Q (559.786599 sec): 3 clusters Score: Raw -743540.607238 + Penalty 893.108860 = -742647.498378 nChanged 7 SP:Iteration 50Q (559.840947 sec): 3 clusters Score: Raw -743541.938852 + Penalty 893.108860 = -742648.829992 nChanged 7 SP:Iteration 51Q (559.892840 sec): 3 clusters Score: Raw -743543.618729 + Penalty 893.108860 = -742650.509869 nChanged 8 SP:Iteration 52Q (559.946025 sec): 3 clusters Score: Raw -743546.963683 + Penalty 893.108860 = -742653.854823 nChanged 11 SP:Iteration 53Q (560.015027 sec): 3 clusters Score: Raw -743549.180271 + Penalty 893.108860 = -742656.071411 nChanged 8 SP:Iteration 54Q (560.068022 sec): 3 clusters Score: Raw -743550.934785 + Penalty 893.108860 = -742657.825924 nChanged 5 SP:Iteration 55Q (560.141834 sec): 3 clusters Score: Raw -743552.445663 + Penalty 893.108860 = -742659.336803 nChanged 7 SP:Iteration 56Q (560.194629 sec): 3 clusters Score: Raw -743553.956463 + Penalty 893.108860 = -742660.847603 nChanged 6 SP:Iteration 57Q (560.255613 sec): 3 clusters Score: Raw -743554.989590 + Penalty 893.108860 = -742661.880730 nChanged 9 SP:Iteration 58Q (560.316409 sec): 3 clusters Score: Raw -743556.575012 + Penalty 893.108860 = -742663.466152 nChanged 4 SP:Iteration 59Q (560.380220 sec): 3 clusters Score: Raw -743557.301027 + Penalty 893.108860 = -742664.192167 nChanged 7 SP:Iteration 60F (560.435870 sec): 3 clusters Score: Raw -743558.390674 + Penalty 893.108860 = -742665.281814 nChanged 2 SP:Iteration 61Q (560.493232 sec): 3 clusters Score: Raw -743558.935119 + Penalty 893.108860 = -742665.826259 nChanged 2 SP:Iteration 62Q (560.555800 sec): 3 clusters Score: Raw -743559.521444 + Penalty 893.108860 = -742666.412584 nChanged 0 SP:Iteration 63F (560.623210 sec): 3 clusters Score: Raw -743559.521444 + Penalty 893.108860 = -742666.412584 nChanged 0 Trying to split cluster 8 (699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (560.639862 sec): 2 clusters Score: Raw -30271.774455 + Penalty 298.009109 = -29973.765346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (560.694826 sec): 3 clusters Score: Raw -29924.037920 + Penalty 596.018218 = -29328.019702 nChanged 258 SP:Iteration 1F (560.733963 sec): 3 clusters Score: Raw -30073.064384 + Penalty 596.018218 = -29477.046167 nChanged 47 SP:Iteration 2F (560.785730 sec): 3 clusters Score: Raw -30109.920549 + Penalty 596.018218 = -29513.902331 nChanged 24 SP:Iteration 3Q (560.834043 sec): 3 clusters Score: Raw -30124.649374 + Penalty 596.018218 = -29528.631156 nChanged 21 SP:Iteration 4Q (560.867494 sec): 3 clusters Score: Raw -30139.212554 + Penalty 596.018218 = -29543.194336 nChanged 21 SP:Iteration 5Q (560.919324 sec): 3 clusters Score: Raw -30154.490980 + Penalty 596.018218 = -29558.472763 nChanged 23 SP:Iteration 6Q (560.966643 sec): 3 clusters Score: Raw -30167.177488 + Penalty 596.018218 = -29571.159271 nChanged 11 SP:Iteration 7Q (561.005319 sec): 3 clusters Score: Raw -30171.398068 + Penalty 596.018218 = -29575.379851 nChanged 6 SP:Iteration 8Q (561.049763 sec): 3 clusters Score: Raw -30173.076572 + Penalty 596.018218 = -29577.058355 nChanged 2 SP:Iteration 9Q (561.088639 sec): 3 clusters Score: Raw -30173.897465 + Penalty 596.018218 = -29577.879248 nChanged 4 SP:Iteration 10Q (561.134566 sec): 3 clusters Score: Raw -30175.712722 + Penalty 596.018218 = -29579.694505 nChanged 3 SP:Iteration 11Q (561.179539 sec): 3 clusters Score: Raw -30177.070565 + Penalty 596.018218 = -29581.052348 nChanged 3 SP:Iteration 12Q (561.224261 sec): 3 clusters Score: Raw -30178.705587 + Penalty 596.018218 = -29582.687369 nChanged 2 SP:Iteration 13Q (561.268612 sec): 3 clusters Score: Raw -30180.242708 + Penalty 596.018218 = -29584.224491 nChanged 3 SP:Iteration 14Q (561.314899 sec): 3 clusters Score: Raw -30181.369235 + Penalty 596.018218 = -29585.351018 nChanged 1 SP:Iteration 15Q (561.361650 sec): 3 clusters Score: Raw -30182.166894 + Penalty 596.018218 = -29586.148677 nChanged 1 SP:Iteration 16Q (561.394988 sec): 3 clusters Score: Raw -30182.495365 + Penalty 596.018218 = -29586.477148 nChanged 3 SP:Iteration 17Q (561.436754 sec): 3 clusters Score: Raw -30183.605933 + Penalty 596.018218 = -29587.587715 nChanged 1 SP:Iteration 18Q (561.479609 sec): 3 clusters Score: Raw -30183.758413 + Penalty 596.018218 = -29587.740196 nChanged 1 SP:Iteration 19Q (561.525861 sec): 3 clusters Score: Raw -30184.055833 + Penalty 596.018218 = -29588.037615 nChanged 1 SP:Iteration 20F (561.578657 sec): 3 clusters Score: Raw -30184.222995 + Penalty 596.018218 = -29588.204777 nChanged 0 Trying to split cluster 9 (5065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (561.613086 sec): 2 clusters Score: Raw -211359.926239 + Penalty 388.119978 = -210971.806260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (561.671512 sec): 3 clusters Score: Raw -208364.766735 + Penalty 776.239957 = -207588.526779 nChanged 2262 SP:Iteration 1F (561.712512 sec): 3 clusters Score: Raw -209614.292608 + Penalty 776.239957 = -208838.052651 nChanged 317 SP:Iteration 2F (561.758818 sec): 3 clusters Score: Raw -209786.685550 + Penalty 776.239957 = -209010.445593 nChanged 298 SP:Iteration 3F (561.802858 sec): 3 clusters Score: Raw -209950.586701 + Penalty 776.239957 = -209174.346744 nChanged 285 SP:Iteration 4F (561.859166 sec): 3 clusters Score: Raw -210114.579167 + Penalty 776.239957 = -209338.339210 nChanged 254 SP:Iteration 5F (561.906695 sec): 3 clusters Score: Raw -210267.174539 + Penalty 776.239957 = -209490.934582 nChanged 222 SP:Iteration 6Q (561.956132 sec): 3 clusters Score: Raw -210402.162411 + Penalty 776.239957 = -209625.922454 nChanged 212 SP:Iteration 7Q (562.010631 sec): 3 clusters Score: Raw -210542.170753 + Penalty 776.239957 = -209765.930796 nChanged 206 SP:Iteration 8Q (562.063903 sec): 3 clusters Score: Raw -210698.876413 + Penalty 776.239957 = -209922.636456 nChanged 178 SP:Iteration 9Q (562.118262 sec): 3 clusters Score: Raw -210830.765878 + Penalty 776.239957 = -210054.525922 nChanged 183 SP:Iteration 10Q (562.170945 sec): 3 clusters Score: Raw -210964.681946 + Penalty 776.239957 = -210188.441989 nChanged 176 SP:Iteration 11Q (562.219662 sec): 3 clusters Score: Raw -211106.898449 + Penalty 776.239957 = -210330.658492 nChanged 129 SP:Iteration 12Q (562.260155 sec): 3 clusters Score: Raw -211215.305596 + Penalty 776.239957 = -210439.065639 nChanged 107 SP:Iteration 13Q (562.309002 sec): 3 clusters Score: Raw -211308.631668 + Penalty 776.239957 = -210532.391711 nChanged 62 SP:Iteration 14Q (562.349980 sec): 3 clusters Score: Raw -211365.566541 + Penalty 776.239957 = -210589.326584 nChanged 26 SP:Iteration 15Q (562.403496 sec): 3 clusters Score: Raw -211395.983501 + Penalty 776.239957 = -210619.743544 nChanged 14 SP:Iteration 16Q (562.457102 sec): 3 clusters Score: Raw -211414.143450 + Penalty 776.239957 = -210637.903493 nChanged 7 SP:Iteration 17Q (562.498170 sec): 3 clusters Score: Raw -211421.700410 + Penalty 776.239957 = -210645.460453 nChanged 5 SP:Iteration 18Q (562.550091 sec): 3 clusters Score: Raw -211427.612691 + Penalty 776.239957 = -210651.372735 nChanged 2 SP:Iteration 19Q (562.590181 sec): 3 clusters Score: Raw -211430.647250 + Penalty 776.239957 = -210654.407293 nChanged 3 SP:Iteration 20F (562.642358 sec): 3 clusters Score: Raw -211433.967478 + Penalty 776.239957 = -210657.727521 nChanged 2 SP:Iteration 21Q (562.686026 sec): 3 clusters Score: Raw -211434.704931 + Penalty 776.239957 = -210658.464974 nChanged 1 SP:Iteration 22Q (562.740042 sec): 3 clusters Score: Raw -211434.911351 + Penalty 776.239957 = -210658.671394 nChanged 0 SP:Iteration 23F (562.780892 sec): 3 clusters Score: Raw -211434.911351 + Penalty 776.239957 = -210658.671394 nChanged 0 Trying to split cluster 10 (36091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (562.840671 sec): 2 clusters Score: Raw -1451562.297244 + Penalty 477.467846 = -1451084.829399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (562.915998 sec): 3 clusters Score: Raw -1427934.827031 + Penalty 954.935691 = -1426979.891340 nChanged 17280 SP:Iteration 1F (562.996505 sec): 3 clusters Score: Raw -1439471.063010 + Penalty 954.935691 = -1438516.127318 nChanged 2214 SP:Iteration 2F (563.077827 sec): 3 clusters Score: Raw -1440789.306395 + Penalty 954.935691 = -1439834.370704 nChanged 2260 SP:Iteration 3F (563.159407 sec): 3 clusters Score: Raw -1442430.618992 + Penalty 954.935691 = -1441475.683301 nChanged 2143 SP:Iteration 4F (563.241033 sec): 3 clusters Score: Raw -1444210.330117 + Penalty 954.935691 = -1443255.394426 nChanged 1864 SP:Iteration 5F (563.325654 sec): 3 clusters Score: Raw -1445637.302687 + Penalty 954.935691 = -1444682.366995 nChanged 1529 SP:Iteration 6Q (563.406368 sec): 3 clusters Score: Raw -1446428.472921 + Penalty 954.935691 = -1445473.537230 nChanged 977 SP:Iteration 7Q (563.488958 sec): 3 clusters Score: Raw -1446743.282918 + Penalty 954.935691 = -1445788.347227 nChanged 642 SP:Iteration 8Q (563.570109 sec): 3 clusters Score: Raw -1446924.339168 + Penalty 954.935691 = -1445969.403477 nChanged 543 SP:Iteration 9Q (563.650884 sec): 3 clusters Score: Raw -1447077.727252 + Penalty 954.935691 = -1446122.791561 nChanged 577 SP:Iteration 10Q (563.730189 sec): 3 clusters Score: Raw -1447246.103701 + Penalty 954.935691 = -1446291.168009 nChanged 617 SP:Iteration 11Q (563.811577 sec): 3 clusters Score: Raw -1447442.058121 + Penalty 954.935691 = -1446487.122430 nChanged 648 SP:Iteration 12Q (563.892094 sec): 3 clusters Score: Raw -1447655.544316 + Penalty 954.935691 = -1446700.608625 nChanged 656 SP:Iteration 13Q (563.961530 sec): 3 clusters Score: Raw -1447885.657174 + Penalty 954.935691 = -1446930.721483 nChanged 697 SP:Iteration 14Q (564.048435 sec): 3 clusters Score: Raw -1448150.516997 + Penalty 954.935691 = -1447195.581305 nChanged 725 SP:Iteration 15Q (564.128571 sec): 3 clusters Score: Raw -1448458.456422 + Penalty 954.935691 = -1447503.520730 nChanged 751 SP:Iteration 16Q (564.208111 sec): 3 clusters Score: Raw -1448819.011190 + Penalty 954.935691 = -1447864.075498 nChanged 752 SP:Iteration 17Q (564.279460 sec): 3 clusters Score: Raw -1449209.434535 + Penalty 954.935691 = -1448254.498843 nChanged 695 SP:Iteration 18Q (564.351039 sec): 3 clusters Score: Raw -1449614.407290 + Penalty 954.935691 = -1448659.471598 nChanged 708 SP:Iteration 19Q (564.423714 sec): 3 clusters Score: Raw -1450067.844157 + Penalty 954.935691 = -1449112.908465 nChanged 606 SP:Iteration 20F (564.487699 sec): 3 clusters Score: Raw -1450451.041349 + Penalty 954.935691 = -1449496.105657 nChanged 476 SP:Iteration 21Q (564.573250 sec): 3 clusters Score: Raw -1450753.170509 + Penalty 954.935691 = -1449798.234818 nChanged 395 SP:Iteration 22Q (564.648285 sec): 3 clusters Score: Raw -1450995.745490 + Penalty 954.935691 = -1450040.809798 nChanged 311 SP:Iteration 23Q (564.728654 sec): 3 clusters Score: Raw -1451176.765747 + Penalty 954.935691 = -1450221.830056 nChanged 231 SP:Iteration 24Q (564.800237 sec): 3 clusters Score: Raw -1451326.681441 + Penalty 954.935691 = -1450371.745750 nChanged 171 SP:Iteration 25Q (564.879878 sec): 3 clusters Score: Raw -1451443.164401 + Penalty 954.935691 = -1450488.228710 nChanged 126 SP:Iteration 26Q (564.953119 sec): 3 clusters Score: Raw -1451520.023541 + Penalty 954.935691 = -1450565.087849 nChanged 88 SP:Iteration 27Q (565.025490 sec): 3 clusters Score: Raw -1451573.999700 + Penalty 954.935691 = -1450619.064009 nChanged 56 SP:Iteration 28Q (565.099548 sec): 3 clusters Score: Raw -1451603.094150 + Penalty 954.935691 = -1450648.158459 nChanged 39 SP:Iteration 29Q (565.172602 sec): 3 clusters Score: Raw -1451626.689407 + Penalty 954.935691 = -1450671.753716 nChanged 38 SP:Iteration 30Q (565.249484 sec): 3 clusters Score: Raw -1451646.886690 + Penalty 954.935691 = -1450691.950999 nChanged 19 SP:Iteration 31Q (565.328010 sec): 3 clusters Score: Raw -1451656.337954 + Penalty 954.935691 = -1450701.402263 nChanged 16 SP:Iteration 32Q (565.405123 sec): 3 clusters Score: Raw -1451665.085154 + Penalty 954.935691 = -1450710.149462 nChanged 16 SP:Iteration 33Q (565.476310 sec): 3 clusters Score: Raw -1451674.062212 + Penalty 954.935691 = -1450719.126520 nChanged 10 SP:Iteration 34Q (565.552727 sec): 3 clusters Score: Raw -1451679.242301 + Penalty 954.935691 = -1450724.306609 nChanged 5 SP:Iteration 35Q (565.626354 sec): 3 clusters Score: Raw -1451682.067122 + Penalty 954.935691 = -1450727.131431 nChanged 4 SP:Iteration 36Q (565.700699 sec): 3 clusters Score: Raw -1451683.707236 + Penalty 954.935691 = -1450728.771544 nChanged 4 SP:Iteration 37Q (565.764045 sec): 3 clusters Score: Raw -1451685.020151 + Penalty 954.935691 = -1450730.084460 nChanged 1 SP:Iteration 38Q (565.845057 sec): 3 clusters Score: Raw -1451685.329163 + Penalty 954.935691 = -1450730.393471 nChanged 1 SP:Iteration 39Q (565.918458 sec): 3 clusters Score: Raw -1451685.465655 + Penalty 954.935691 = -1450730.529964 nChanged 1 SP:Iteration 40F (565.996556 sec): 3 clusters Score: Raw -1451685.811427 + Penalty 954.935691 = -1450730.875735 nChanged 1 SP:Iteration 41Q (566.072748 sec): 3 clusters Score: Raw -1451686.429270 + Penalty 954.935691 = -1450731.493579 nChanged 0 SP:Iteration 42F (566.153004 sec): 3 clusters Score: Raw -1451686.429270 + Penalty 954.935691 = -1450731.493579 nChanged 0 Trying to split cluster 11 (4889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (566.187850 sec): 2 clusters Score: Raw -177700.764036 + Penalty 386.510809 = -177314.253226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (566.243231 sec): 3 clusters Score: Raw -174747.768636 + Penalty 773.021619 = -173974.747018 nChanged 2201 SP:Iteration 1F (566.284407 sec): 3 clusters Score: Raw -176034.752488 + Penalty 773.021619 = -175261.730870 nChanged 353 SP:Iteration 2F (566.348874 sec): 3 clusters Score: Raw -176242.264578 + Penalty 773.021619 = -175469.242959 nChanged 322 SP:Iteration 3F (566.390110 sec): 3 clusters Score: Raw -176426.720016 + Penalty 773.021619 = -175653.698397 nChanged 264 SP:Iteration 4F (566.445641 sec): 3 clusters Score: Raw -176571.772134 + Penalty 773.021619 = -175798.750515 nChanged 239 SP:Iteration 5Q (566.497590 sec): 3 clusters Score: Raw -176704.727382 + Penalty 773.021619 = -175931.705764 nChanged 227 SP:Iteration 6Q (566.553048 sec): 3 clusters Score: Raw -176819.501287 + Penalty 773.021619 = -176046.479668 nChanged 203 SP:Iteration 7Q (566.606767 sec): 3 clusters Score: Raw -176941.509798 + Penalty 773.021619 = -176168.488179 nChanged 174 SP:Iteration 8Q (566.652686 sec): 3 clusters Score: Raw -177042.778085 + Penalty 773.021619 = -176269.756466 nChanged 167 SP:Iteration 9Q (566.696025 sec): 3 clusters Score: Raw -177145.785297 + Penalty 773.021619 = -176372.763679 nChanged 146 SP:Iteration 10Q (566.748303 sec): 3 clusters Score: Raw -177233.378321 + Penalty 773.021619 = -176460.356702 nChanged 138 SP:Iteration 11Q (566.794659 sec): 3 clusters Score: Raw -177303.589445 + Penalty 773.021619 = -176530.567826 nChanged 113 SP:Iteration 12Q (566.842042 sec): 3 clusters Score: Raw -177352.546292 + Penalty 773.021619 = -176579.524673 nChanged 90 SP:Iteration 13Q (566.880897 sec): 3 clusters Score: Raw -177387.958389 + Penalty 773.021619 = -176614.936771 nChanged 75 SP:Iteration 14Q (566.931427 sec): 3 clusters Score: Raw -177415.222662 + Penalty 773.021619 = -176642.201043 nChanged 52 SP:Iteration 15Q (566.975207 sec): 3 clusters Score: Raw -177437.216661 + Penalty 773.021619 = -176664.195042 nChanged 55 SP:Iteration 16Q (567.031959 sec): 3 clusters Score: Raw -177454.985239 + Penalty 773.021619 = -176681.963620 nChanged 48 SP:Iteration 17Q (567.070955 sec): 3 clusters Score: Raw -177469.003134 + Penalty 773.021619 = -176695.981516 nChanged 46 SP:Iteration 18Q (567.116769 sec): 3 clusters Score: Raw -177479.529959 + Penalty 773.021619 = -176706.508340 nChanged 46 SP:Iteration 19Q (567.169666 sec): 3 clusters Score: Raw -177489.441387 + Penalty 773.021619 = -176716.419769 nChanged 28 SP:Iteration 20F (567.210760 sec): 3 clusters Score: Raw -177496.986126 + Penalty 773.021619 = -176723.964507 nChanged 36 SP:Iteration 21Q (567.259697 sec): 3 clusters Score: Raw -177504.392339 + Penalty 773.021619 = -176731.370721 nChanged 27 SP:Iteration 22Q (567.312854 sec): 3 clusters Score: Raw -177509.019843 + Penalty 773.021619 = -176735.998224 nChanged 26 SP:Iteration 23Q (567.355775 sec): 3 clusters Score: Raw -177513.502207 + Penalty 773.021619 = -176740.480588 nChanged 30 SP:Iteration 24Q (567.408626 sec): 3 clusters Score: Raw -177520.328179 + Penalty 773.021619 = -176747.306560 nChanged 32 SP:Iteration 25Q (567.453035 sec): 3 clusters Score: Raw -177527.701024 + Penalty 773.021619 = -176754.679405 nChanged 30 SP:Iteration 26Q (567.506714 sec): 3 clusters Score: Raw -177532.616763 + Penalty 773.021619 = -176759.595145 nChanged 21 SP:Iteration 27Q (567.554093 sec): 3 clusters Score: Raw -177536.059278 + Penalty 773.021619 = -176763.037659 nChanged 23 SP:Iteration 28Q (567.601945 sec): 3 clusters Score: Raw -177539.720791 + Penalty 773.021619 = -176766.699172 nChanged 25 SP:Iteration 29Q (567.650308 sec): 3 clusters Score: Raw -177543.548056 + Penalty 773.021619 = -176770.526438 nChanged 26 SP:Iteration 30Q (567.697980 sec): 3 clusters Score: Raw -177549.945020 + Penalty 773.021619 = -176776.923402 nChanged 29 SP:Iteration 31Q (567.745621 sec): 3 clusters Score: Raw -177557.524242 + Penalty 773.021619 = -176784.502623 nChanged 27 SP:Iteration 32Q (567.792972 sec): 3 clusters Score: Raw -177563.858332 + Penalty 773.021619 = -176790.836714 nChanged 30 SP:Iteration 33Q (567.829676 sec): 3 clusters Score: Raw -177569.642916 + Penalty 773.021619 = -176796.621297 nChanged 21 SP:Iteration 34Q (567.876901 sec): 3 clusters Score: Raw -177573.386048 + Penalty 773.021619 = -176800.364429 nChanged 13 SP:Iteration 35Q (567.928044 sec): 3 clusters Score: Raw -177575.698979 + Penalty 773.021619 = -176802.677360 nChanged 18 SP:Iteration 36Q (567.979487 sec): 3 clusters Score: Raw -177578.979258 + Penalty 773.021619 = -176805.957639 nChanged 23 SP:Iteration 37Q (568.026783 sec): 3 clusters Score: Raw -177585.630341 + Penalty 773.021619 = -176812.608722 nChanged 23 SP:Iteration 38Q (568.074152 sec): 3 clusters Score: Raw -177591.633247 + Penalty 773.021619 = -176818.611629 nChanged 23 SP:Iteration 39Q (568.121868 sec): 3 clusters Score: Raw -177596.833784 + Penalty 773.021619 = -176823.812165 nChanged 22 SP:Iteration 40F (568.169114 sec): 3 clusters Score: Raw -177602.269199 + Penalty 773.021619 = -176829.247581 nChanged 19 SP:Iteration 41Q (568.216161 sec): 3 clusters Score: Raw -177606.998161 + Penalty 773.021619 = -176833.976543 nChanged 26 SP:Iteration 42Q (568.265672 sec): 3 clusters Score: Raw -177614.232367 + Penalty 773.021619 = -176841.210748 nChanged 30 SP:Iteration 43Q (568.313789 sec): 3 clusters Score: Raw -177623.152346 + Penalty 773.021619 = -176850.130727 nChanged 38 SP:Iteration 44Q (568.353291 sec): 3 clusters Score: Raw -177636.387769 + Penalty 773.021619 = -176863.366150 nChanged 34 SP:Iteration 45Q (568.412749 sec): 3 clusters Score: Raw -177646.250550 + Penalty 773.021619 = -176873.228931 nChanged 37 SP:Iteration 46Q (568.460179 sec): 3 clusters Score: Raw -177656.519764 + Penalty 773.021619 = -176883.498145 nChanged 31 SP:Iteration 47Q (568.507607 sec): 3 clusters Score: Raw -177667.836526 + Penalty 773.021619 = -176894.814907 nChanged 38 SP:Iteration 48Q (568.557848 sec): 3 clusters Score: Raw -177682.764991 + Penalty 773.021619 = -176909.743373 nChanged 38 SP:Iteration 49Q (568.608479 sec): 3 clusters Score: Raw -177696.487601 + Penalty 773.021619 = -176923.465982 nChanged 39 SP:Iteration 50Q (568.648268 sec): 3 clusters Score: Raw -177707.160433 + Penalty 773.021619 = -176934.138814 nChanged 34 SP:Iteration 51Q (568.698526 sec): 3 clusters Score: Raw -177716.698970 + Penalty 773.021619 = -176943.677351 nChanged 31 SP:Iteration 52Q (568.757819 sec): 3 clusters Score: Raw -177724.622469 + Penalty 773.021619 = -176951.600850 nChanged 19 SP:Iteration 53Q (568.794404 sec): 3 clusters Score: Raw -177729.587470 + Penalty 773.021619 = -176956.565852 nChanged 15 SP:Iteration 54Q (568.848131 sec): 3 clusters Score: Raw -177733.145371 + Penalty 773.021619 = -176960.123752 nChanged 21 SP:Iteration 55Q (568.905329 sec): 3 clusters Score: Raw -177739.246547 + Penalty 773.021619 = -176966.224928 nChanged 27 SP:Iteration 56Q (568.950348 sec): 3 clusters Score: Raw -177748.545714 + Penalty 773.021619 = -176975.524096 nChanged 21 SP:Iteration 57Q (568.990139 sec): 3 clusters Score: Raw -177754.549275 + Penalty 773.021619 = -176981.527657 nChanged 16 SP:Iteration 58Q (569.044956 sec): 3 clusters Score: Raw -177758.358394 + Penalty 773.021619 = -176985.336775 nChanged 19 SP:Iteration 59Q (569.090567 sec): 3 clusters Score: Raw -177761.714585 + Penalty 773.021619 = -176988.692966 nChanged 14 SP:Iteration 60F (569.136350 sec): 3 clusters Score: Raw -177765.215192 + Penalty 773.021619 = -176992.193574 nChanged 15 SP:Iteration 61Q (569.176727 sec): 3 clusters Score: Raw -177768.390157 + Penalty 773.021619 = -176995.368538 nChanged 10 SP:Iteration 62Q (569.224092 sec): 3 clusters Score: Raw -177769.606941 + Penalty 773.021619 = -176996.585322 nChanged 7 SP:Iteration 63Q (569.264713 sec): 3 clusters Score: Raw -177770.657035 + Penalty 773.021619 = -176997.635416 nChanged 6 SP:Iteration 64Q (569.303170 sec): 3 clusters Score: Raw -177772.115880 + Penalty 773.021619 = -176999.094261 nChanged 8 SP:Iteration 65Q (569.348357 sec): 3 clusters Score: Raw -177773.264941 + Penalty 773.021619 = -177000.243322 nChanged 6 SP:Iteration 66Q (569.399732 sec): 3 clusters Score: Raw -177775.001126 + Penalty 773.021619 = -177001.979507 nChanged 11 SP:Iteration 67Q (569.445184 sec): 3 clusters Score: Raw -177776.912729 + Penalty 773.021619 = -177003.891110 nChanged 12 SP:Iteration 68Q (569.504759 sec): 3 clusters Score: Raw -177779.372497 + Penalty 773.021619 = -177006.350879 nChanged 13 SP:Iteration 69Q (569.543681 sec): 3 clusters Score: Raw -177782.992514 + Penalty 773.021619 = -177009.970895 nChanged 14 SP:Iteration 70Q (569.603453 sec): 3 clusters Score: Raw -177786.501314 + Penalty 773.021619 = -177013.479695 nChanged 7 SP:Iteration 71Q (569.640818 sec): 3 clusters Score: Raw -177789.676978 + Penalty 773.021619 = -177016.655359 nChanged 13 SP:Iteration 72Q (569.689130 sec): 3 clusters Score: Raw -177794.041474 + Penalty 773.021619 = -177021.019855 nChanged 17 SP:Iteration 73Q (569.736970 sec): 3 clusters Score: Raw -177798.976527 + Penalty 773.021619 = -177025.954908 nChanged 21 SP:Iteration 74Q (569.784552 sec): 3 clusters Score: Raw -177809.901829 + Penalty 773.021619 = -177036.880210 nChanged 22 SP:Iteration 75Q (569.829429 sec): 3 clusters Score: Raw -177821.402939 + Penalty 773.021619 = -177048.381320 nChanged 23 SP:Iteration 76Q (569.875703 sec): 3 clusters Score: Raw -177835.934887 + Penalty 773.021619 = -177062.913268 nChanged 32 SP:Iteration 77Q (569.928913 sec): 3 clusters Score: Raw -177852.593982 + Penalty 773.021619 = -177079.572363 nChanged 24 SP:Iteration 78Q (569.977697 sec): 3 clusters Score: Raw -177866.659097 + Penalty 773.021619 = -177093.637478 nChanged 24 SP:Iteration 79Q (570.024649 sec): 3 clusters Score: Raw -177882.375935 + Penalty 773.021619 = -177109.354316 nChanged 26 SP:Iteration 80F (570.075021 sec): 3 clusters Score: Raw -177896.598625 + Penalty 773.021619 = -177123.577006 nChanged 25 SP:Iteration 81Q (570.123933 sec): 3 clusters Score: Raw -177911.087671 + Penalty 773.021619 = -177138.066052 nChanged 25 SP:Iteration 82Q (570.158693 sec): 3 clusters Score: Raw -177939.910970 + Penalty 773.021619 = -177166.889351 nChanged 40 SP:Iteration 83Q (570.214689 sec): 3 clusters Score: Raw -177991.490827 + Penalty 773.021619 = -177218.469208 nChanged 37 SP:Iteration 84Q (570.246994 sec): 3 clusters Score: Raw -178034.095146 + Penalty 773.021619 = -177261.073528 nChanged 36 SP:Iteration 85Q (570.284576 sec): 3 clusters Score: Raw -178058.524622 + Penalty 773.021619 = -177285.503003 nChanged 24 SP:Iteration 86Q (570.329111 sec): 3 clusters Score: Raw -178067.745775 + Penalty 773.021619 = -177294.724156 nChanged 11 SP:Iteration 87Q (570.388703 sec): 3 clusters Score: Raw -178071.214103 + Penalty 773.021619 = -177298.192485 nChanged 11 SP:Iteration 88Q (570.430147 sec): 3 clusters Score: Raw -178076.198708 + Penalty 773.021619 = -177303.177090 nChanged 7 SP:Iteration 89Q (570.476824 sec): 3 clusters Score: Raw -178078.147374 + Penalty 773.021619 = -177305.125755 nChanged 2 SP:Iteration 90Q (570.533529 sec): 3 clusters Score: Raw -178078.468096 + Penalty 773.021619 = -177305.446477 nChanged 1 SP:Iteration 91Q (570.589025 sec): 3 clusters Score: Raw -178078.868840 + Penalty 773.021619 = -177305.847222 nChanged 2 SP:Iteration 92Q (570.639643 sec): 3 clusters Score: Raw -178079.202057 + Penalty 773.021619 = -177306.180438 nChanged 1 SP:Iteration 93Q (570.688220 sec): 3 clusters Score: Raw -178079.306853 + Penalty 773.021619 = -177306.285234 nChanged 0 SP:Iteration 94F (570.739553 sec): 3 clusters Score: Raw -178079.306853 + Penalty 773.021619 = -177306.285234 nChanged 0 Trying to split cluster 12 (1527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (570.764034 sec): 2 clusters Score: Raw -65992.284826 + Penalty 333.563244 = -65658.721582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (570.802777 sec): 3 clusters Score: Raw -65196.792734 + Penalty 667.126488 = -64529.666247 nChanged 638 SP:Iteration 1F (570.853623 sec): 3 clusters Score: Raw -65573.396023 + Penalty 667.126488 = -64906.269535 nChanged 111 SP:Iteration 2F (570.900855 sec): 3 clusters Score: Raw -65645.648126 + Penalty 667.126488 = -64978.521639 nChanged 81 SP:Iteration 3F (570.948457 sec): 3 clusters Score: Raw -65686.951892 + Penalty 667.126488 = -65019.825404 nChanged 46 SP:Iteration 4Q (570.987388 sec): 3 clusters Score: Raw -65702.873414 + Penalty 667.126488 = -65035.746926 nChanged 34 SP:Iteration 5Q (571.046079 sec): 3 clusters Score: Raw -65715.555363 + Penalty 667.126488 = -65048.428875 nChanged 29 SP:Iteration 6Q (571.089122 sec): 3 clusters Score: Raw -65726.765124 + Penalty 667.126488 = -65059.638636 nChanged 30 SP:Iteration 7Q (571.133478 sec): 3 clusters Score: Raw -65741.156006 + Penalty 667.126488 = -65074.029518 nChanged 39 SP:Iteration 8Q (571.181267 sec): 3 clusters Score: Raw -65767.194469 + Penalty 667.126488 = -65100.067981 nChanged 42 SP:Iteration 9Q (571.218296 sec): 3 clusters Score: Raw -65797.533403 + Penalty 667.126488 = -65130.406915 nChanged 47 SP:Iteration 10Q (571.273141 sec): 3 clusters Score: Raw -65826.737780 + Penalty 667.126488 = -65159.611292 nChanged 27 SP:Iteration 11Q (571.306609 sec): 3 clusters Score: Raw -65838.977377 + Penalty 667.126488 = -65171.850889 nChanged 19 SP:Iteration 12Q (571.356841 sec): 3 clusters Score: Raw -65847.669243 + Penalty 667.126488 = -65180.542756 nChanged 17 SP:Iteration 13Q (571.398179 sec): 3 clusters Score: Raw -65856.133947 + Penalty 667.126488 = -65189.007459 nChanged 17 SP:Iteration 14Q (571.457034 sec): 3 clusters Score: Raw -65862.459284 + Penalty 667.126488 = -65195.332796 nChanged 14 SP:Iteration 15Q (571.494332 sec): 3 clusters Score: Raw -65866.458223 + Penalty 667.126488 = -65199.331736 nChanged 11 SP:Iteration 16Q (571.547346 sec): 3 clusters Score: Raw -65870.869242 + Penalty 667.126488 = -65203.742754 nChanged 12 SP:Iteration 17Q (571.596501 sec): 3 clusters Score: Raw -65875.835683 + Penalty 667.126488 = -65208.709196 nChanged 8 SP:Iteration 18Q (571.634299 sec): 3 clusters Score: Raw -65878.597009 + Penalty 667.126488 = -65211.470522 nChanged 7 SP:Iteration 19Q (571.651316 sec): 3 clusters Score: Raw -65880.314923 + Penalty 667.126488 = -65213.188435 nChanged 7 SP:Iteration 20F (571.669798 sec): 3 clusters Score: Raw -65881.451718 + Penalty 667.126488 = -65214.325230 nChanged 3 SP:Iteration 21Q (571.686859 sec): 3 clusters Score: Raw -65882.027864 + Penalty 667.126488 = -65214.901377 nChanged 4 SP:Iteration 22Q (571.705372 sec): 3 clusters Score: Raw -65883.021480 + Penalty 667.126488 = -65215.894992 nChanged 4 SP:Iteration 23Q (571.736725 sec): 3 clusters Score: Raw -65883.602171 + Penalty 667.126488 = -65216.475683 nChanged 1 SP:Iteration 24Q (571.786411 sec): 3 clusters Score: Raw -65883.626753 + Penalty 667.126488 = -65216.500265 nChanged 0 SP:Iteration 25F (571.822662 sec): 3 clusters Score: Raw -65883.626753 + Penalty 667.126488 = -65216.500265 nChanged 0 Trying to split cluster 13 (1926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (571.837124 sec): 2 clusters Score: Raw -81058.822784 + Penalty 344.125627 = -80714.697157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (571.889777 sec): 3 clusters Score: Raw -80000.083514 + Penalty 688.251254 = -79311.832260 nChanged 792 SP:Iteration 1F (571.929700 sec): 3 clusters Score: Raw -80446.247114 + Penalty 688.251254 = -79757.995860 nChanged 136 SP:Iteration 2F (571.980441 sec): 3 clusters Score: Raw -80507.462968 + Penalty 688.251254 = -79819.211714 nChanged 96 SP:Iteration 3Q (572.035350 sec): 3 clusters Score: Raw -80548.766199 + Penalty 688.251254 = -79860.514946 nChanged 67 SP:Iteration 4Q (572.080810 sec): 3 clusters Score: Raw -80579.576717 + Penalty 688.251254 = -79891.325463 nChanged 68 SP:Iteration 5Q (572.124682 sec): 3 clusters Score: Raw -80603.757616 + Penalty 688.251254 = -79915.506363 nChanged 48 SP:Iteration 6Q (572.161937 sec): 3 clusters Score: Raw -80617.714515 + Penalty 688.251254 = -79929.463261 nChanged 41 SP:Iteration 7Q (572.206657 sec): 3 clusters Score: Raw -80631.939289 + Penalty 688.251254 = -79943.688035 nChanged 43 SP:Iteration 8Q (572.253078 sec): 3 clusters Score: Raw -80649.303853 + Penalty 688.251254 = -79961.052599 nChanged 50 SP:Iteration 9Q (572.299497 sec): 3 clusters Score: Raw -80670.621801 + Penalty 688.251254 = -79982.370548 nChanged 52 SP:Iteration 10Q (572.345169 sec): 3 clusters Score: Raw -80688.092075 + Penalty 688.251254 = -79999.840821 nChanged 38 SP:Iteration 11Q (572.396533 sec): 3 clusters Score: Raw -80701.615824 + Penalty 688.251254 = -80013.364570 nChanged 40 SP:Iteration 12Q (572.442046 sec): 3 clusters Score: Raw -80720.709877 + Penalty 688.251254 = -80032.458623 nChanged 47 SP:Iteration 13Q (572.484942 sec): 3 clusters Score: Raw -80741.628059 + Penalty 688.251254 = -80053.376805 nChanged 36 SP:Iteration 14Q (572.537589 sec): 3 clusters Score: Raw -80759.849259 + Penalty 688.251254 = -80071.598005 nChanged 45 SP:Iteration 15Q (572.584282 sec): 3 clusters Score: Raw -80783.290898 + Penalty 688.251254 = -80095.039644 nChanged 51 SP:Iteration 16Q (572.638251 sec): 3 clusters Score: Raw -80814.694036 + Penalty 688.251254 = -80126.442782 nChanged 48 SP:Iteration 17Q (572.684435 sec): 3 clusters Score: Raw -80843.222794 + Penalty 688.251254 = -80154.971540 nChanged 35 SP:Iteration 18Q (572.718428 sec): 3 clusters Score: Raw -80859.353721 + Penalty 688.251254 = -80171.102467 nChanged 35 SP:Iteration 19Q (572.760925 sec): 3 clusters Score: Raw -80876.951792 + Penalty 688.251254 = -80188.700538 nChanged 31 SP:Iteration 20F (572.802564 sec): 3 clusters Score: Raw -80889.122054 + Penalty 688.251254 = -80200.870800 nChanged 22 SP:Iteration 21Q (572.859053 sec): 3 clusters Score: Raw -80898.539431 + Penalty 688.251254 = -80210.288177 nChanged 17 SP:Iteration 22Q (572.906737 sec): 3 clusters Score: Raw -80907.252512 + Penalty 688.251254 = -80219.001258 nChanged 24 SP:Iteration 23Q (572.949718 sec): 3 clusters Score: Raw -80917.387453 + Penalty 688.251254 = -80229.136199 nChanged 20 SP:Iteration 24Q (573.005256 sec): 3 clusters Score: Raw -80925.043602 + Penalty 688.251254 = -80236.792348 nChanged 16 SP:Iteration 25Q (573.052244 sec): 3 clusters Score: Raw -80930.516517 + Penalty 688.251254 = -80242.265263 nChanged 11 SP:Iteration 26Q (573.106835 sec): 3 clusters Score: Raw -80933.124477 + Penalty 688.251254 = -80244.873224 nChanged 10 SP:Iteration 27Q (573.148231 sec): 3 clusters Score: Raw -80936.489474 + Penalty 688.251254 = -80248.238220 nChanged 14 SP:Iteration 28Q (573.192030 sec): 3 clusters Score: Raw -80941.361264 + Penalty 688.251254 = -80253.110010 nChanged 12 SP:Iteration 29Q (573.245864 sec): 3 clusters Score: Raw -80946.415804 + Penalty 688.251254 = -80258.164550 nChanged 10 SP:Iteration 30Q (573.283355 sec): 3 clusters Score: Raw -80949.280982 + Penalty 688.251254 = -80261.029728 nChanged 10 SP:Iteration 31Q (573.325347 sec): 3 clusters Score: Raw -80952.495182 + Penalty 688.251254 = -80264.243928 nChanged 14 SP:Iteration 32Q (573.373871 sec): 3 clusters Score: Raw -80955.503114 + Penalty 688.251254 = -80267.251860 nChanged 10 SP:Iteration 33Q (573.422066 sec): 3 clusters Score: Raw -80957.107873 + Penalty 688.251254 = -80268.856620 nChanged 8 SP:Iteration 34Q (573.472144 sec): 3 clusters Score: Raw -80958.803197 + Penalty 688.251254 = -80270.551943 nChanged 9 SP:Iteration 35Q (573.521887 sec): 3 clusters Score: Raw -80960.652992 + Penalty 688.251254 = -80272.401738 nChanged 7 SP:Iteration 36Q (573.564504 sec): 3 clusters Score: Raw -80962.752157 + Penalty 688.251254 = -80274.500903 nChanged 10 SP:Iteration 37Q (573.600568 sec): 3 clusters Score: Raw -80967.572975 + Penalty 688.251254 = -80279.321721 nChanged 17 SP:Iteration 38Q (573.648603 sec): 3 clusters Score: Raw -80974.831652 + Penalty 688.251254 = -80286.580398 nChanged 15 SP:Iteration 39Q (573.693064 sec): 3 clusters Score: Raw -80979.078868 + Penalty 688.251254 = -80290.827614 nChanged 11 SP:Iteration 40F (573.728107 sec): 3 clusters Score: Raw -80983.523742 + Penalty 688.251254 = -80295.272488 nChanged 12 SP:Iteration 41Q (573.778949 sec): 3 clusters Score: Raw -80987.147317 + Penalty 688.251254 = -80298.896064 nChanged 12 SP:Iteration 42Q (573.826671 sec): 3 clusters Score: Raw -80990.490931 + Penalty 688.251254 = -80302.239678 nChanged 7 SP:Iteration 43Q (573.860037 sec): 3 clusters Score: Raw -80992.307796 + Penalty 688.251254 = -80304.056543 nChanged 6 SP:Iteration 44Q (573.906557 sec): 3 clusters Score: Raw -80993.524978 + Penalty 688.251254 = -80305.273724 nChanged 5 SP:Iteration 45Q (573.944128 sec): 3 clusters Score: Raw -80994.230898 + Penalty 688.251254 = -80305.979644 nChanged 3 SP:Iteration 46Q (573.991482 sec): 3 clusters Score: Raw -80994.499601 + Penalty 688.251254 = -80306.248347 nChanged 1 SP:Iteration 47Q (574.040027 sec): 3 clusters Score: Raw -80994.802203 + Penalty 688.251254 = -80306.550949 nChanged 0 SP:Iteration 48F (574.086927 sec): 3 clusters Score: Raw -80994.802203 + Penalty 688.251254 = -80306.550949 nChanged 0 Trying to split cluster 14 (1284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (574.105121 sec): 2 clusters Score: Raw -45781.146540 + Penalty 325.676965 = -45455.469575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (574.159288 sec): 3 clusters Score: Raw -45127.547629 + Penalty 651.353929 = -44476.193700 nChanged 535 SP:Iteration 1F (574.209350 sec): 3 clusters Score: Raw -45458.449228 + Penalty 651.353929 = -44807.095299 nChanged 116 SP:Iteration 2F (574.249375 sec): 3 clusters Score: Raw -45581.561992 + Penalty 651.353929 = -44930.208063 nChanged 124 SP:Iteration 3F (574.295780 sec): 3 clusters Score: Raw -45710.120057 + Penalty 651.353929 = -45058.766128 nChanged 93 SP:Iteration 4F (574.341375 sec): 3 clusters Score: Raw -45813.693565 + Penalty 651.353929 = -45162.339636 nChanged 70 SP:Iteration 5F (574.387608 sec): 3 clusters Score: Raw -45893.313052 + Penalty 651.353929 = -45241.959123 nChanged 61 SP:Iteration 6Q (574.439819 sec): 3 clusters Score: Raw -45954.199143 + Penalty 651.353929 = -45302.845214 nChanged 40 SP:Iteration 7Q (574.479859 sec): 3 clusters Score: Raw -45976.971170 + Penalty 651.353929 = -45325.617241 nChanged 22 SP:Iteration 8Q (574.521575 sec): 3 clusters Score: Raw -45990.214954 + Penalty 651.353929 = -45338.861025 nChanged 15 SP:Iteration 9Q (574.567036 sec): 3 clusters Score: Raw -45997.393093 + Penalty 651.353929 = -45346.039164 nChanged 13 SP:Iteration 10Q (574.618093 sec): 3 clusters Score: Raw -46002.834158 + Penalty 651.353929 = -45351.480229 nChanged 10 SP:Iteration 11Q (574.655499 sec): 3 clusters Score: Raw -46007.543059 + Penalty 651.353929 = -45356.189130 nChanged 10 SP:Iteration 12Q (574.713074 sec): 3 clusters Score: Raw -46011.844876 + Penalty 651.353929 = -45360.490947 nChanged 4 SP:Iteration 13Q (574.749886 sec): 3 clusters Score: Raw -46013.107653 + Penalty 651.353929 = -45361.753723 nChanged 3 SP:Iteration 14Q (574.796223 sec): 3 clusters Score: Raw -46014.673124 + Penalty 651.353929 = -45363.319195 nChanged 4 SP:Iteration 15Q (574.854220 sec): 3 clusters Score: Raw -46016.407753 + Penalty 651.353929 = -45365.053824 nChanged 3 SP:Iteration 16Q (574.897049 sec): 3 clusters Score: Raw -46017.223220 + Penalty 651.353929 = -45365.869291 nChanged 2 SP:Iteration 17Q (574.944594 sec): 3 clusters Score: Raw -46017.530881 + Penalty 651.353929 = -45366.176952 nChanged 1 SP:Iteration 18Q (574.997029 sec): 3 clusters Score: Raw -46017.821234 + Penalty 651.353929 = -45366.467305 nChanged 1 SP:Iteration 19Q (575.033751 sec): 3 clusters Score: Raw -46018.148346 + Penalty 651.353929 = -45366.794417 nChanged 0 SP:Iteration 20F (575.089202 sec): 3 clusters Score: Raw -46018.148346 + Penalty 651.353929 = -45366.794417 nChanged 0 Trying to split cluster 15 (1453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (575.109090 sec): 2 clusters Score: Raw -55912.215267 + Penalty 331.303048 = -55580.912220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (575.156835 sec): 3 clusters Score: Raw -55185.921471 + Penalty 662.606095 = -54523.315375 nChanged 607 SP:Iteration 1F (575.189716 sec): 3 clusters Score: Raw -55474.858548 + Penalty 662.606095 = -54812.252453 nChanged 84 SP:Iteration 2F (575.233598 sec): 3 clusters Score: Raw -55509.923248 + Penalty 662.606095 = -54847.317153 nChanged 60 SP:Iteration 3Q (575.279729 sec): 3 clusters Score: Raw -55540.849558 + Penalty 662.606095 = -54878.243463 nChanged 62 SP:Iteration 4Q (575.328435 sec): 3 clusters Score: Raw -55570.213524 + Penalty 662.606095 = -54907.607429 nChanged 72 SP:Iteration 5Q (575.364706 sec): 3 clusters Score: Raw -55615.730083 + Penalty 662.606095 = -54953.123988 nChanged 75 SP:Iteration 6F (575.405653 sec): 3 clusters Score: Raw -55665.112008 + Penalty 662.606095 = -55002.505913 nChanged 87 SP:Iteration 7F (575.453426 sec): 3 clusters Score: Raw -55733.918780 + Penalty 662.606095 = -55071.312684 nChanged 83 SP:Iteration 8F (575.505280 sec): 3 clusters Score: Raw -55803.474471 + Penalty 662.606095 = -55140.868376 nChanged 72 SP:Iteration 9Q (575.548903 sec): 3 clusters Score: Raw -55865.899939 + Penalty 662.606095 = -55203.293844 nChanged 66 SP:Iteration 10Q (575.586106 sec): 3 clusters Score: Raw -55924.056005 + Penalty 662.606095 = -55261.449909 nChanged 46 SP:Iteration 11Q (575.626815 sec): 3 clusters Score: Raw -55966.867286 + Penalty 662.606095 = -55304.261190 nChanged 42 SP:Iteration 12Q (575.678581 sec): 3 clusters Score: Raw -56004.697051 + Penalty 662.606095 = -55342.090956 nChanged 33 SP:Iteration 13Q (575.725677 sec): 3 clusters Score: Raw -56032.137587 + Penalty 662.606095 = -55369.531491 nChanged 23 SP:Iteration 14Q (575.769999 sec): 3 clusters Score: Raw -56048.000082 + Penalty 662.606095 = -55385.393986 nChanged 16 SP:Iteration 15Q (575.800714 sec): 3 clusters Score: Raw -56057.926575 + Penalty 662.606095 = -55395.320480 nChanged 13 SP:Iteration 16Q (575.852307 sec): 3 clusters Score: Raw -56065.465317 + Penalty 662.606095 = -55402.859221 nChanged 12 SP:Iteration 17Q (575.885634 sec): 3 clusters Score: Raw -56073.589984 + Penalty 662.606095 = -55410.983888 nChanged 3 SP:Iteration 18Q (575.933295 sec): 3 clusters Score: Raw -56075.987128 + Penalty 662.606095 = -55413.381033 nChanged 4 SP:Iteration 19Q (575.974256 sec): 3 clusters Score: Raw -56081.944900 + Penalty 662.606095 = -55419.338805 nChanged 2 SP:Iteration 20F (576.022039 sec): 3 clusters Score: Raw -56082.585860 + Penalty 662.606095 = -55419.979765 nChanged 3 SP:Iteration 21Q (576.067801 sec): 3 clusters Score: Raw -56083.646649 + Penalty 662.606095 = -55421.040554 nChanged 0 SP:Iteration 22F (576.109363 sec): 3 clusters Score: Raw -56083.646649 + Penalty 662.606095 = -55421.040554 nChanged 0 Trying to split cluster 16 (2071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (576.137165 sec): 2 clusters Score: Raw -76962.533024 + Penalty 347.428302 = -76615.104722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (576.178003 sec): 3 clusters Score: Raw -75839.103005 + Penalty 694.856604 = -75144.246400 nChanged 839 SP:Iteration 1F (576.227793 sec): 3 clusters Score: Raw -76340.456771 + Penalty 694.856604 = -75645.600167 nChanged 167 SP:Iteration 2F (576.268518 sec): 3 clusters Score: Raw -76464.887252 + Penalty 694.856604 = -75770.030647 nChanged 121 SP:Iteration 3F (576.318386 sec): 3 clusters Score: Raw -76552.082317 + Penalty 694.856604 = -75857.225713 nChanged 109 SP:Iteration 4F (576.361659 sec): 3 clusters Score: Raw -76628.562861 + Penalty 694.856604 = -75933.706256 nChanged 90 SP:Iteration 5Q (576.411949 sec): 3 clusters Score: Raw -76689.638623 + Penalty 694.856604 = -75994.782018 nChanged 72 SP:Iteration 6Q (576.463521 sec): 3 clusters Score: Raw -76739.353365 + Penalty 694.856604 = -76044.496761 nChanged 63 SP:Iteration 7Q (576.518590 sec): 3 clusters Score: Raw -76782.907634 + Penalty 694.856604 = -76088.051030 nChanged 45 SP:Iteration 8Q (576.567925 sec): 3 clusters Score: Raw -76799.033090 + Penalty 694.856604 = -76104.176486 nChanged 32 SP:Iteration 9Q (576.618648 sec): 3 clusters Score: Raw -76807.059051 + Penalty 694.856604 = -76112.202446 nChanged 21 SP:Iteration 10Q (576.663356 sec): 3 clusters Score: Raw -76813.098739 + Penalty 694.856604 = -76118.242134 nChanged 10 SP:Iteration 11Q (576.709527 sec): 3 clusters Score: Raw -76814.520564 + Penalty 694.856604 = -76119.663960 nChanged 4 SP:Iteration 12Q (576.763310 sec): 3 clusters Score: Raw -76816.054086 + Penalty 694.856604 = -76121.197481 nChanged 4 SP:Iteration 13Q (576.799468 sec): 3 clusters Score: Raw -76816.491806 + Penalty 694.856604 = -76121.635202 nChanged 4 SP:Iteration 14Q (576.854565 sec): 3 clusters Score: Raw -76816.975208 + Penalty 694.856604 = -76122.118603 nChanged 3 SP:Iteration 15Q (576.887973 sec): 3 clusters Score: Raw -76817.412231 + Penalty 694.856604 = -76122.555627 nChanged 4 SP:Iteration 16Q (576.939671 sec): 3 clusters Score: Raw -76818.152989 + Penalty 694.856604 = -76123.296385 nChanged 3 SP:Iteration 17Q (576.980236 sec): 3 clusters Score: Raw -76818.456881 + Penalty 694.856604 = -76123.600277 nChanged 6 SP:Iteration 18Q (577.035824 sec): 3 clusters Score: Raw -76819.182225 + Penalty 694.856604 = -76124.325621 nChanged 7 SP:Iteration 19Q (577.081572 sec): 3 clusters Score: Raw -76820.074596 + Penalty 694.856604 = -76125.217991 nChanged 4 SP:Iteration 20F (577.125272 sec): 3 clusters Score: Raw -76820.713128 + Penalty 694.856604 = -76125.856524 nChanged 1 SP:Iteration 21Q (577.177733 sec): 3 clusters Score: Raw -76820.844603 + Penalty 694.856604 = -76125.987999 nChanged 1 SP:Iteration 22Q (577.215644 sec): 3 clusters Score: Raw -76820.967524 + Penalty 694.856604 = -76126.110920 nChanged 0 SP:Iteration 23F (577.267728 sec): 3 clusters Score: Raw -76820.967524 + Penalty 694.856604 = -76126.110920 nChanged 0 Trying to split cluster 17 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (577.294087 sec): 2 clusters Score: Raw -21275.394219 + Penalty 284.461627 = -20990.932593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (577.336584 sec): 3 clusters Score: Raw -21056.648945 + Penalty 568.923253 = -20487.725692 nChanged 174 SP:Iteration 1F (577.383796 sec): 3 clusters Score: Raw -21172.073439 + Penalty 568.923253 = -20603.150186 nChanged 44 SP:Iteration 2F (577.426725 sec): 3 clusters Score: Raw -21215.010426 + Penalty 568.923253 = -20646.087172 nChanged 30 SP:Iteration 3F (577.465534 sec): 3 clusters Score: Raw -21239.065262 + Penalty 568.923253 = -20670.142009 nChanged 18 SP:Iteration 4Q (577.508245 sec): 3 clusters Score: Raw -21251.308517 + Penalty 568.923253 = -20682.385263 nChanged 12 SP:Iteration 5Q (577.549956 sec): 3 clusters Score: Raw -21256.473994 + Penalty 568.923253 = -20687.550740 nChanged 4 SP:Iteration 6Q (577.599994 sec): 3 clusters Score: Raw -21258.850425 + Penalty 568.923253 = -20689.927172 nChanged 7 SP:Iteration 7Q (577.639241 sec): 3 clusters Score: Raw -21263.566415 + Penalty 568.923253 = -20694.643161 nChanged 6 SP:Iteration 8Q (577.686098 sec): 3 clusters Score: Raw -21266.741540 + Penalty 568.923253 = -20697.818287 nChanged 4 SP:Iteration 9Q (577.737688 sec): 3 clusters Score: Raw -21268.486568 + Penalty 568.923253 = -20699.563315 nChanged 1 SP:Iteration 10Q (577.783063 sec): 3 clusters Score: Raw -21268.671965 + Penalty 568.923253 = -20699.748711 nChanged 1 SP:Iteration 11Q (577.828411 sec): 3 clusters Score: Raw -21269.064561 + Penalty 568.923253 = -20700.141307 nChanged 2 SP:Iteration 12Q (577.860313 sec): 3 clusters Score: Raw -21270.137024 + Penalty 568.923253 = -20701.213771 nChanged 0 SP:Iteration 13F (577.904150 sec): 3 clusters Score: Raw -21270.137024 + Penalty 568.923253 = -20701.213771 nChanged 0 Trying to split cluster 18 (2108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (577.930370 sec): 2 clusters Score: Raw -79158.531682 + Penalty 348.234018 = -78810.297664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (577.972719 sec): 3 clusters Score: Raw -78003.579626 + Penalty 696.468037 = -77307.111589 nChanged 869 SP:Iteration 1F (578.024119 sec): 3 clusters Score: Raw -78478.055623 + Penalty 696.468037 = -77781.587586 nChanged 144 SP:Iteration 2F (578.069187 sec): 3 clusters Score: Raw -78542.886388 + Penalty 696.468037 = -77846.418351 nChanged 95 SP:Iteration 3Q (578.113008 sec): 3 clusters Score: Raw -78590.886598 + Penalty 696.468037 = -77894.418561 nChanged 100 SP:Iteration 4Q (578.153244 sec): 3 clusters Score: Raw -78641.146877 + Penalty 696.468037 = -77944.678841 nChanged 92 SP:Iteration 5Q (578.205640 sec): 3 clusters Score: Raw -78683.774764 + Penalty 696.468037 = -77987.306727 nChanged 88 SP:Iteration 6Q (578.244589 sec): 3 clusters Score: Raw -78730.181111 + Penalty 696.468037 = -78033.713074 nChanged 81 SP:Iteration 7Q (578.298626 sec): 3 clusters Score: Raw -78770.854886 + Penalty 696.468037 = -78074.386850 nChanged 72 SP:Iteration 8Q (578.355650 sec): 3 clusters Score: Raw -78814.849947 + Penalty 696.468037 = -78118.381911 nChanged 88 SP:Iteration 9Q (578.391393 sec): 3 clusters Score: Raw -78870.760858 + Penalty 696.468037 = -78174.292822 nChanged 80 SP:Iteration 10Q (578.438580 sec): 3 clusters Score: Raw -78920.458841 + Penalty 696.468037 = -78223.990804 nChanged 62 SP:Iteration 11Q (578.483385 sec): 3 clusters Score: Raw -78958.987124 + Penalty 696.468037 = -78262.519087 nChanged 50 SP:Iteration 12Q (578.526491 sec): 3 clusters Score: Raw -78988.132043 + Penalty 696.468037 = -78291.664006 nChanged 48 SP:Iteration 13Q (578.570570 sec): 3 clusters Score: Raw -79017.953959 + Penalty 696.468037 = -78321.485922 nChanged 37 SP:Iteration 14Q (578.612867 sec): 3 clusters Score: Raw -79039.838700 + Penalty 696.468037 = -78343.370663 nChanged 36 SP:Iteration 15Q (578.652522 sec): 3 clusters Score: Raw -79063.759580 + Penalty 696.468037 = -78367.291543 nChanged 39 SP:Iteration 16Q (578.679795 sec): 3 clusters Score: Raw -79086.197324 + Penalty 696.468037 = -78389.729287 nChanged 19 SP:Iteration 17Q (578.726629 sec): 3 clusters Score: Raw -79093.552362 + Penalty 696.468037 = -78397.084326 nChanged 12 SP:Iteration 18Q (578.769145 sec): 3 clusters Score: Raw -79098.170470 + Penalty 696.468037 = -78401.702434 nChanged 15 SP:Iteration 19Q (578.808547 sec): 3 clusters Score: Raw -79103.836307 + Penalty 696.468037 = -78407.368271 nChanged 12 SP:Iteration 20F (578.857896 sec): 3 clusters Score: Raw -79108.121572 + Penalty 696.468037 = -78411.653535 nChanged 12 SP:Iteration 21Q (578.913159 sec): 3 clusters Score: Raw -79113.990213 + Penalty 696.468037 = -78417.522176 nChanged 15 SP:Iteration 22Q (578.959156 sec): 3 clusters Score: Raw -79121.761270 + Penalty 696.468037 = -78425.293233 nChanged 13 SP:Iteration 23Q (578.997439 sec): 3 clusters Score: Raw -79130.609971 + Penalty 696.468037 = -78434.141934 nChanged 10 SP:Iteration 24Q (579.052472 sec): 3 clusters Score: Raw -79139.977790 + Penalty 696.468037 = -78443.509753 nChanged 13 SP:Iteration 25Q (579.096792 sec): 3 clusters Score: Raw -79154.908806 + Penalty 696.468037 = -78458.440770 nChanged 11 SP:Iteration 26Q (579.138102 sec): 3 clusters Score: Raw -79165.426475 + Penalty 696.468037 = -78468.958438 nChanged 5 SP:Iteration 27Q (579.176174 sec): 3 clusters Score: Raw -79169.827664 + Penalty 696.468037 = -78473.359627 nChanged 6 SP:Iteration 28Q (579.222840 sec): 3 clusters Score: Raw -79173.796009 + Penalty 696.468037 = -78477.327972 nChanged 6 SP:Iteration 29Q (579.272694 sec): 3 clusters Score: Raw -79176.926764 + Penalty 696.468037 = -78480.458727 nChanged 6 SP:Iteration 30Q (579.311263 sec): 3 clusters Score: Raw -79179.588826 + Penalty 696.468037 = -78483.120789 nChanged 3 SP:Iteration 31Q (579.355517 sec): 3 clusters Score: Raw -79182.485006 + Penalty 696.468037 = -78486.016969 nChanged 3 SP:Iteration 32Q (579.402044 sec): 3 clusters Score: Raw -79185.386053 + Penalty 696.468037 = -78488.918017 nChanged 5 SP:Iteration 33Q (579.451097 sec): 3 clusters Score: Raw -79192.649494 + Penalty 696.468037 = -78496.181457 nChanged 7 SP:Iteration 34Q (579.499920 sec): 3 clusters Score: Raw -79198.731750 + Penalty 696.468037 = -78502.263713 nChanged 5 SP:Iteration 35Q (579.550400 sec): 3 clusters Score: Raw -79201.919387 + Penalty 696.468037 = -78505.451350 nChanged 2 SP:Iteration 36Q (579.590901 sec): 3 clusters Score: Raw -79204.657788 + Penalty 696.468037 = -78508.189752 nChanged 3 SP:Iteration 37Q (579.639891 sec): 3 clusters Score: Raw -79210.749264 + Penalty 696.468037 = -78514.281227 nChanged 7 SP:Iteration 38Q (579.685294 sec): 3 clusters Score: Raw -79220.507146 + Penalty 696.468037 = -78524.039109 nChanged 6 SP:Iteration 39Q (579.733156 sec): 3 clusters Score: Raw -79230.246079 + Penalty 696.468037 = -78533.778043 nChanged 2 SP:Iteration 40F (579.785722 sec): 3 clusters Score: Raw -79231.850444 + Penalty 696.468037 = -78535.382407 nChanged 2 SP:Iteration 41Q (579.828221 sec): 3 clusters Score: Raw -79232.337117 + Penalty 696.468037 = -78535.869080 nChanged 0 SP:Iteration 42F (579.882132 sec): 3 clusters Score: Raw -79232.337117 + Penalty 696.468037 = -78535.869080 nChanged 0 Trying to split cluster 19 (2871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (579.906838 sec): 2 clusters Score: Raw -90274.335094 + Penalty 362.289913 = -89912.045181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (579.954640 sec): 3 clusters Score: Raw -88609.980024 + Penalty 724.579827 = -87885.400198 nChanged 1298 SP:Iteration 1F (579.998925 sec): 3 clusters Score: Raw -89627.960376 + Penalty 724.579827 = -88903.380549 nChanged 294 SP:Iteration 2F (580.046698 sec): 3 clusters Score: Raw -89860.732010 + Penalty 724.579827 = -89136.152183 nChanged 198 SP:Iteration 3F (580.088697 sec): 3 clusters Score: Raw -89988.716051 + Penalty 724.579827 = -89264.136224 nChanged 147 SP:Iteration 4F (580.130690 sec): 3 clusters Score: Raw -90099.183938 + Penalty 724.579827 = -89374.604111 nChanged 129 SP:Iteration 5Q (580.179369 sec): 3 clusters Score: Raw -90199.627537 + Penalty 724.579827 = -89475.047710 nChanged 99 SP:Iteration 6Q (580.218008 sec): 3 clusters Score: Raw -90255.395145 + Penalty 724.579827 = -89530.815318 nChanged 73 SP:Iteration 7Q (580.269760 sec): 3 clusters Score: Raw -90290.871130 + Penalty 724.579827 = -89566.291303 nChanged 52 SP:Iteration 8Q (580.320044 sec): 3 clusters Score: Raw -90308.167768 + Penalty 724.579827 = -89583.587942 nChanged 34 SP:Iteration 9Q (580.359209 sec): 3 clusters Score: Raw -90318.164712 + Penalty 724.579827 = -89593.584885 nChanged 28 SP:Iteration 10Q (580.415135 sec): 3 clusters Score: Raw -90324.098901 + Penalty 724.579827 = -89599.519074 nChanged 21 SP:Iteration 11Q (580.449913 sec): 3 clusters Score: Raw -90328.088424 + Penalty 724.579827 = -89603.508597 nChanged 18 SP:Iteration 12Q (580.491737 sec): 3 clusters Score: Raw -90331.598354 + Penalty 724.579827 = -89607.018527 nChanged 15 SP:Iteration 13Q (580.538695 sec): 3 clusters Score: Raw -90334.232905 + Penalty 724.579827 = -89609.653078 nChanged 16 SP:Iteration 14Q (580.578836 sec): 3 clusters Score: Raw -90338.216641 + Penalty 724.579827 = -89613.636814 nChanged 17 SP:Iteration 15Q (580.623313 sec): 3 clusters Score: Raw -90342.665526 + Penalty 724.579827 = -89618.085699 nChanged 20 SP:Iteration 16Q (580.659209 sec): 3 clusters Score: Raw -90346.242583 + Penalty 724.579827 = -89621.662756 nChanged 11 SP:Iteration 17Q (580.708015 sec): 3 clusters Score: Raw -90349.181935 + Penalty 724.579827 = -89624.602108 nChanged 18 SP:Iteration 18Q (580.755909 sec): 3 clusters Score: Raw -90353.690420 + Penalty 724.579827 = -89629.110593 nChanged 15 SP:Iteration 19Q (580.795503 sec): 3 clusters Score: Raw -90357.699870 + Penalty 724.579827 = -89633.120043 nChanged 20 SP:Iteration 20F (580.840390 sec): 3 clusters Score: Raw -90364.785036 + Penalty 724.579827 = -89640.205209 nChanged 21 SP:Iteration 21Q (580.891858 sec): 3 clusters Score: Raw -90369.539062 + Penalty 724.579827 = -89644.959235 nChanged 18 SP:Iteration 22Q (580.931673 sec): 3 clusters Score: Raw -90374.155661 + Penalty 724.579827 = -89649.575834 nChanged 15 SP:Iteration 23Q (580.977040 sec): 3 clusters Score: Raw -90376.901912 + Penalty 724.579827 = -89652.322085 nChanged 14 SP:Iteration 24Q (581.024120 sec): 3 clusters Score: Raw -90379.172278 + Penalty 724.579827 = -89654.592451 nChanged 8 SP:Iteration 25Q (581.063259 sec): 3 clusters Score: Raw -90380.134876 + Penalty 724.579827 = -89655.555049 nChanged 8 SP:Iteration 26Q (581.108842 sec): 3 clusters Score: Raw -90381.092046 + Penalty 724.579827 = -89656.512219 nChanged 7 SP:Iteration 27Q (581.146842 sec): 3 clusters Score: Raw -90381.655853 + Penalty 724.579827 = -89657.076026 nChanged 3 SP:Iteration 28Q (581.185604 sec): 3 clusters Score: Raw -90382.035907 + Penalty 724.579827 = -89657.456080 nChanged 3 SP:Iteration 29Q (581.225397 sec): 3 clusters Score: Raw -90382.803196 + Penalty 724.579827 = -89658.223370 nChanged 4 SP:Iteration 30Q (581.273186 sec): 3 clusters Score: Raw -90383.854022 + Penalty 724.579827 = -89659.274195 nChanged 3 SP:Iteration 31Q (581.311289 sec): 3 clusters Score: Raw -90384.092424 + Penalty 724.579827 = -89659.512597 nChanged 0 SP:Iteration 32F (581.347217 sec): 3 clusters Score: Raw -90384.092424 + Penalty 724.579827 = -89659.512597 nChanged 0 Trying to split cluster 20 (2020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (581.366597 sec): 2 clusters Score: Raw -69852.434703 + Penalty 346.293802 = -69506.140901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (581.409964 sec): 3 clusters Score: Raw -68725.844667 + Penalty 692.587604 = -68033.257063 nChanged 877 SP:Iteration 1F (581.443416 sec): 3 clusters Score: Raw -69273.983567 + Penalty 692.587604 = -68581.395963 nChanged 186 SP:Iteration 2F (581.484649 sec): 3 clusters Score: Raw -69410.272297 + Penalty 692.587604 = -68717.684693 nChanged 121 SP:Iteration 3F (581.528918 sec): 3 clusters Score: Raw -69481.367584 + Penalty 692.587604 = -68788.779980 nChanged 91 SP:Iteration 4Q (581.569484 sec): 3 clusters Score: Raw -69524.052890 + Penalty 692.587604 = -68831.465286 nChanged 74 SP:Iteration 5Q (581.601311 sec): 3 clusters Score: Raw -69570.067665 + Penalty 692.587604 = -68877.480061 nChanged 82 SP:Iteration 6Q (581.641790 sec): 3 clusters Score: Raw -69621.075735 + Penalty 692.587604 = -68928.488131 nChanged 76 SP:Iteration 7Q (581.683126 sec): 3 clusters Score: Raw -69673.901114 + Penalty 692.587604 = -68981.313510 nChanged 66 SP:Iteration 8Q (581.722778 sec): 3 clusters Score: Raw -69723.214651 + Penalty 692.587604 = -69030.627047 nChanged 66 SP:Iteration 9Q (581.776201 sec): 3 clusters Score: Raw -69778.959010 + Penalty 692.587604 = -69086.371406 nChanged 53 SP:Iteration 10Q (581.813431 sec): 3 clusters Score: Raw -69830.037078 + Penalty 692.587604 = -69137.449474 nChanged 40 SP:Iteration 11Q (581.864809 sec): 3 clusters Score: Raw -69861.183681 + Penalty 692.587604 = -69168.596077 nChanged 27 SP:Iteration 12Q (581.903004 sec): 3 clusters Score: Raw -69890.912115 + Penalty 692.587604 = -69198.324511 nChanged 17 SP:Iteration 13Q (581.941340 sec): 3 clusters Score: Raw -69909.141777 + Penalty 692.587604 = -69216.554173 nChanged 9 SP:Iteration 14Q (581.988418 sec): 3 clusters Score: Raw -69918.124897 + Penalty 692.587604 = -69225.537294 nChanged 10 SP:Iteration 15Q (582.037888 sec): 3 clusters Score: Raw -69926.120756 + Penalty 692.587604 = -69233.533152 nChanged 5 SP:Iteration 16Q (582.079972 sec): 3 clusters Score: Raw -69931.366722 + Penalty 692.587604 = -69238.779118 nChanged 4 SP:Iteration 17Q (582.118889 sec): 3 clusters Score: Raw -69937.482272 + Penalty 692.587604 = -69244.894668 nChanged 4 SP:Iteration 18Q (582.154401 sec): 3 clusters Score: Raw -69942.755289 + Penalty 692.587604 = -69250.167685 nChanged 6 SP:Iteration 19Q (582.204005 sec): 3 clusters Score: Raw -69946.387935 + Penalty 692.587604 = -69253.800332 nChanged 3 SP:Iteration 20F (582.248430 sec): 3 clusters Score: Raw -69949.751994 + Penalty 692.587604 = -69257.164390 nChanged 3 SP:Iteration 21Q (582.288989 sec): 3 clusters Score: Raw -69953.485960 + Penalty 692.587604 = -69260.898356 nChanged 2 SP:Iteration 22Q (582.325044 sec): 3 clusters Score: Raw -69954.485293 + Penalty 692.587604 = -69261.897689 nChanged 1 SP:Iteration 23Q (582.373641 sec): 3 clusters Score: Raw -69954.622173 + Penalty 692.587604 = -69262.034570 nChanged 0 SP:Iteration 24F (582.417942 sec): 3 clusters Score: Raw -69954.622173 + Penalty 692.587604 = -69262.034570 nChanged 0 Trying to split cluster 21 (26127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (582.462356 sec): 2 clusters Score: Raw -1073497.738764 + Penalty 462.767967 = -1073034.970797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (582.535560 sec): 3 clusters Score: Raw -1056629.592601 + Penalty 925.535933 = -1055704.056667 nChanged 12497 SP:Iteration 1F (582.604618 sec): 3 clusters Score: Raw -1066363.721133 + Penalty 925.535933 = -1065438.185200 nChanged 2499 SP:Iteration 2F (582.677714 sec): 3 clusters Score: Raw -1068876.742691 + Penalty 925.535933 = -1067951.206758 nChanged 2192 SP:Iteration 3F (582.739802 sec): 3 clusters Score: Raw -1070922.311108 + Penalty 925.535933 = -1069996.775174 nChanged 1517 SP:Iteration 4F (582.808498 sec): 3 clusters Score: Raw -1072258.855135 + Penalty 925.535933 = -1071333.319201 nChanged 952 SP:Iteration 5Q (582.881634 sec): 3 clusters Score: Raw -1073201.783099 + Penalty 925.535933 = -1072276.247165 nChanged 636 SP:Iteration 6Q (582.941051 sec): 3 clusters Score: Raw -1073898.508097 + Penalty 925.535933 = -1072972.972164 nChanged 484 SP:Iteration 7Q (583.022798 sec): 3 clusters Score: Raw -1074383.002450 + Penalty 925.535933 = -1073457.466516 nChanged 366 SP:Iteration 8Q (583.091375 sec): 3 clusters Score: Raw -1074665.182721 + Penalty 925.535933 = -1073739.646787 nChanged 286 SP:Iteration 9Q (583.161207 sec): 3 clusters Score: Raw -1074828.291086 + Penalty 925.535933 = -1073902.755153 nChanged 229 SP:Iteration 10Q (583.220199 sec): 3 clusters Score: Raw -1074935.514157 + Penalty 925.535933 = -1074009.978224 nChanged 182 SP:Iteration 11Q (583.291989 sec): 3 clusters Score: Raw -1075007.986317 + Penalty 925.535933 = -1074082.450384 nChanged 146 SP:Iteration 12Q (583.364501 sec): 3 clusters Score: Raw -1075047.010767 + Penalty 925.535933 = -1074121.474834 nChanged 93 SP:Iteration 13Q (583.422396 sec): 3 clusters Score: Raw -1075063.524122 + Penalty 925.535933 = -1074137.988189 nChanged 77 SP:Iteration 14Q (583.489877 sec): 3 clusters Score: Raw -1075075.333841 + Penalty 925.535933 = -1074149.797908 nChanged 62 SP:Iteration 15Q (583.571228 sec): 3 clusters Score: Raw -1075083.479075 + Penalty 925.535933 = -1074157.943142 nChanged 53 SP:Iteration 16Q (583.645044 sec): 3 clusters Score: Raw -1075090.675597 + Penalty 925.535933 = -1074165.139664 nChanged 43 SP:Iteration 17Q (583.716303 sec): 3 clusters Score: Raw -1075096.121812 + Penalty 925.535933 = -1074170.585879 nChanged 35 SP:Iteration 18Q (583.786789 sec): 3 clusters Score: Raw -1075099.047972 + Penalty 925.535933 = -1074173.512039 nChanged 24 SP:Iteration 19Q (583.854664 sec): 3 clusters Score: Raw -1075100.471271 + Penalty 925.535933 = -1074174.935338 nChanged 12 SP:Iteration 20F (583.924238 sec): 3 clusters Score: Raw -1075101.118997 + Penalty 925.535933 = -1074175.583063 nChanged 11 SP:Iteration 21Q (583.989704 sec): 3 clusters Score: Raw -1075101.717931 + Penalty 925.535933 = -1074176.181997 nChanged 10 SP:Iteration 22Q (584.065380 sec): 3 clusters Score: Raw -1075102.450218 + Penalty 925.535933 = -1074176.914285 nChanged 10 SP:Iteration 23Q (584.132581 sec): 3 clusters Score: Raw -1075102.844670 + Penalty 925.535933 = -1074177.308736 nChanged 3 SP:Iteration 24Q (584.189129 sec): 3 clusters Score: Raw -1075102.974875 + Penalty 925.535933 = -1074177.438942 nChanged 2 SP:Iteration 25Q (584.254768 sec): 3 clusters Score: Raw -1075103.029823 + Penalty 925.535933 = -1074177.493890 nChanged 3 SP:Iteration 26Q (584.327513 sec): 3 clusters Score: Raw -1075103.095715 + Penalty 925.535933 = -1074177.559781 nChanged 3 SP:Iteration 27Q (584.399381 sec): 3 clusters Score: Raw -1075103.148542 + Penalty 925.535933 = -1074177.612608 nChanged 2 SP:Iteration 28Q (584.461616 sec): 3 clusters Score: Raw -1075103.173765 + Penalty 925.535933 = -1074177.637832 nChanged 0 SP:Iteration 29F (584.515474 sec): 3 clusters Score: Raw -1075103.173765 + Penalty 925.535933 = -1074177.637832 nChanged 0 Score: Raw -6288629.118531 + Penalty 21364.289113 = -6267264.829418 Splitting cluster 21 changes total score from -6266205.554202 to -6267264.829418 So it's getting split into cluster 39. Trying to split cluster 22 (2602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (587.375124 sec): 2 clusters Score: Raw -100407.015610 + Penalty 357.813622 = -100049.201987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (587.428646 sec): 3 clusters Score: Raw -98944.773348 + Penalty 715.627245 = -98229.146103 nChanged 1115 SP:Iteration 1F (587.470957 sec): 3 clusters Score: Raw -99600.520655 + Penalty 715.627245 = -98884.893410 nChanged 168 SP:Iteration 2F (587.525581 sec): 3 clusters Score: Raw -99702.438914 + Penalty 715.627245 = -98986.811669 nChanged 153 SP:Iteration 3F (587.575888 sec): 3 clusters Score: Raw -99806.105716 + Penalty 715.627245 = -99090.478471 nChanged 152 SP:Iteration 4F (587.630110 sec): 3 clusters Score: Raw -99913.977307 + Penalty 715.627245 = -99198.350062 nChanged 156 SP:Iteration 5F (587.675598 sec): 3 clusters Score: Raw -100058.083186 + Penalty 715.627245 = -99342.455941 nChanged 149 SP:Iteration 6F (587.719190 sec): 3 clusters Score: Raw -100157.796476 + Penalty 715.627245 = -99442.169231 nChanged 125 SP:Iteration 7Q (587.771871 sec): 3 clusters Score: Raw -100229.855498 + Penalty 715.627245 = -99514.228253 nChanged 91 SP:Iteration 8Q (587.814677 sec): 3 clusters Score: Raw -100295.742938 + Penalty 715.627245 = -99580.115693 nChanged 86 SP:Iteration 9Q (587.861016 sec): 3 clusters Score: Raw -100350.410500 + Penalty 715.627245 = -99634.783256 nChanged 72 SP:Iteration 10Q (587.910455 sec): 3 clusters Score: Raw -100382.188068 + Penalty 715.627245 = -99666.560823 nChanged 51 SP:Iteration 11Q (587.954876 sec): 3 clusters Score: Raw -100407.362197 + Penalty 715.627245 = -99691.734952 nChanged 50 SP:Iteration 12Q (588.005723 sec): 3 clusters Score: Raw -100426.734247 + Penalty 715.627245 = -99711.107002 nChanged 32 SP:Iteration 13Q (588.052545 sec): 3 clusters Score: Raw -100441.412561 + Penalty 715.627245 = -99725.785316 nChanged 40 SP:Iteration 14Q (588.095408 sec): 3 clusters Score: Raw -100461.642777 + Penalty 715.627245 = -99746.015532 nChanged 35 SP:Iteration 15Q (588.139103 sec): 3 clusters Score: Raw -100484.323681 + Penalty 715.627245 = -99768.696436 nChanged 32 SP:Iteration 16Q (588.184762 sec): 3 clusters Score: Raw -100499.578138 + Penalty 715.627245 = -99783.950893 nChanged 26 SP:Iteration 17Q (588.237240 sec): 3 clusters Score: Raw -100509.283771 + Penalty 715.627245 = -99793.656526 nChanged 15 SP:Iteration 18Q (588.286541 sec): 3 clusters Score: Raw -100512.820932 + Penalty 715.627245 = -99797.193687 nChanged 9 SP:Iteration 19Q (588.342536 sec): 3 clusters Score: Raw -100514.074883 + Penalty 715.627245 = -99798.447638 nChanged 6 SP:Iteration 20F (588.389274 sec): 3 clusters Score: Raw -100516.395934 + Penalty 715.627245 = -99800.768689 nChanged 5 SP:Iteration 21Q (588.433045 sec): 3 clusters Score: Raw -100517.658901 + Penalty 715.627245 = -99802.031656 nChanged 6 SP:Iteration 22Q (588.479699 sec): 3 clusters Score: Raw -100518.387016 + Penalty 715.627245 = -99802.759771 nChanged 1 SP:Iteration 23Q (588.532251 sec): 3 clusters Score: Raw -100518.455194 + Penalty 715.627245 = -99802.827949 nChanged 0 SP:Iteration 24F (588.573079 sec): 3 clusters Score: Raw -100518.455194 + Penalty 715.627245 = -99802.827949 nChanged 0 Trying to split cluster 23 (950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (588.597818 sec): 2 clusters Score: Raw -39977.397685 + Penalty 311.969020 = -39665.428665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (588.644564 sec): 3 clusters Score: Raw -39514.375257 + Penalty 623.938041 = -38890.437216 nChanged 370 SP:Iteration 1F (588.692945 sec): 3 clusters Score: Raw -39731.407710 + Penalty 623.938041 = -39107.469669 nChanged 76 SP:Iteration 2F (588.735526 sec): 3 clusters Score: Raw -39777.186061 + Penalty 623.938041 = -39153.248021 nChanged 52 SP:Iteration 3F (588.784713 sec): 3 clusters Score: Raw -39812.045336 + Penalty 623.938041 = -39188.107296 nChanged 35 SP:Iteration 4Q (588.820573 sec): 3 clusters Score: Raw -39831.922950 + Penalty 623.938041 = -39207.984909 nChanged 25 SP:Iteration 5Q (588.873947 sec): 3 clusters Score: Raw -39844.927839 + Penalty 623.938041 = -39220.989799 nChanged 27 SP:Iteration 6Q (588.922989 sec): 3 clusters Score: Raw -39862.339733 + Penalty 623.938041 = -39238.401692 nChanged 25 SP:Iteration 7Q (588.971531 sec): 3 clusters Score: Raw -39877.046482 + Penalty 623.938041 = -39253.108441 nChanged 20 SP:Iteration 8Q (589.019618 sec): 3 clusters Score: Raw -39892.036219 + Penalty 623.938041 = -39268.098179 nChanged 10 SP:Iteration 9Q (589.057935 sec): 3 clusters Score: Raw -39895.842780 + Penalty 623.938041 = -39271.904739 nChanged 6 SP:Iteration 10Q (589.107356 sec): 3 clusters Score: Raw -39897.765423 + Penalty 623.938041 = -39273.827382 nChanged 7 SP:Iteration 11Q (589.150596 sec): 3 clusters Score: Raw -39899.466162 + Penalty 623.938041 = -39275.528122 nChanged 3 SP:Iteration 12Q (589.204621 sec): 3 clusters Score: Raw -39900.109009 + Penalty 623.938041 = -39276.170968 nChanged 2 SP:Iteration 13Q (589.241661 sec): 3 clusters Score: Raw -39901.663418 + Penalty 623.938041 = -39277.725377 nChanged 6 SP:Iteration 14Q (589.286199 sec): 3 clusters Score: Raw -39904.830762 + Penalty 623.938041 = -39280.892722 nChanged 6 SP:Iteration 15Q (589.335308 sec): 3 clusters Score: Raw -39907.278876 + Penalty 623.938041 = -39283.340835 nChanged 8 SP:Iteration 16Q (589.370561 sec): 3 clusters Score: Raw -39912.340838 + Penalty 623.938041 = -39288.402797 nChanged 9 SP:Iteration 17Q (589.420100 sec): 3 clusters Score: Raw -39920.623955 + Penalty 623.938041 = -39296.685914 nChanged 12 SP:Iteration 18Q (589.465887 sec): 3 clusters Score: Raw -39936.646841 + Penalty 623.938041 = -39312.708800 nChanged 13 SP:Iteration 19Q (589.504051 sec): 3 clusters Score: Raw -39944.504935 + Penalty 623.938041 = -39320.566895 nChanged 8 SP:Iteration 20F (589.543849 sec): 3 clusters Score: Raw -39952.006485 + Penalty 623.938041 = -39328.068444 nChanged 8 SP:Iteration 21Q (589.583664 sec): 3 clusters Score: Raw -39955.438989 + Penalty 623.938041 = -39331.500949 nChanged 5 SP:Iteration 22Q (589.633656 sec): 3 clusters Score: Raw -39956.531773 + Penalty 623.938041 = -39332.593732 nChanged 2 SP:Iteration 23Q (589.673845 sec): 3 clusters Score: Raw -39956.798684 + Penalty 623.938041 = -39332.860643 nChanged 1 SP:Iteration 24Q (589.729644 sec): 3 clusters Score: Raw -39957.166303 + Penalty 623.938041 = -39333.228262 nChanged 2 SP:Iteration 25Q (589.769802 sec): 3 clusters Score: Raw -39957.983096 + Penalty 623.938041 = -39334.045056 nChanged 0 SP:Iteration 26F (589.821178 sec): 3 clusters Score: Raw -39957.983096 + Penalty 623.938041 = -39334.045056 nChanged 0 Trying to split cluster 24 (1077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (589.841666 sec): 2 clusters Score: Raw -43982.819419 + Penalty 317.678028 = -43665.141392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (589.883198 sec): 3 clusters Score: Raw -43449.897484 + Penalty 635.356056 = -42814.541429 nChanged 431 SP:Iteration 1F (589.923395 sec): 3 clusters Score: Raw -43684.821108 + Penalty 635.356056 = -43049.465052 nChanged 96 SP:Iteration 2F (589.964944 sec): 3 clusters Score: Raw -43743.825775 + Penalty 635.356056 = -43108.469719 nChanged 56 SP:Iteration 3F (590.019202 sec): 3 clusters Score: Raw -43779.641149 + Penalty 635.356056 = -43144.285093 nChanged 46 SP:Iteration 4Q (590.070422 sec): 3 clusters Score: Raw -43812.350296 + Penalty 635.356056 = -43176.994241 nChanged 50 SP:Iteration 5Q (590.109329 sec): 3 clusters Score: Raw -43847.449867 + Penalty 635.356056 = -43212.093812 nChanged 52 SP:Iteration 6Q (590.156548 sec): 3 clusters Score: Raw -43888.885943 + Penalty 635.356056 = -43253.529888 nChanged 47 SP:Iteration 7Q (590.200788 sec): 3 clusters Score: Raw -43918.716367 + Penalty 635.356056 = -43283.360311 nChanged 30 SP:Iteration 8Q (590.236479 sec): 3 clusters Score: Raw -43942.264429 + Penalty 635.356056 = -43306.908373 nChanged 29 SP:Iteration 9Q (590.291026 sec): 3 clusters Score: Raw -43960.224829 + Penalty 635.356056 = -43324.868774 nChanged 22 SP:Iteration 10Q (590.336652 sec): 3 clusters Score: Raw -43972.134188 + Penalty 635.356056 = -43336.778132 nChanged 12 SP:Iteration 11Q (590.378898 sec): 3 clusters Score: Raw -43976.384279 + Penalty 635.356056 = -43341.028223 nChanged 8 SP:Iteration 12Q (590.422401 sec): 3 clusters Score: Raw -43979.758463 + Penalty 635.356056 = -43344.402407 nChanged 8 SP:Iteration 13Q (590.476330 sec): 3 clusters Score: Raw -43984.129435 + Penalty 635.356056 = -43348.773380 nChanged 9 SP:Iteration 14Q (590.518898 sec): 3 clusters Score: Raw -43987.093501 + Penalty 635.356056 = -43351.737445 nChanged 6 SP:Iteration 15Q (590.570233 sec): 3 clusters Score: Raw -43988.766133 + Penalty 635.356056 = -43353.410077 nChanged 5 SP:Iteration 16Q (590.623379 sec): 3 clusters Score: Raw -43989.895339 + Penalty 635.356056 = -43354.539283 nChanged 1 SP:Iteration 17Q (590.663314 sec): 3 clusters Score: Raw -43990.271993 + Penalty 635.356056 = -43354.915937 nChanged 1 SP:Iteration 18Q (590.706132 sec): 3 clusters Score: Raw -43990.482131 + Penalty 635.356056 = -43355.126075 nChanged 1 SP:Iteration 19Q (590.753810 sec): 3 clusters Score: Raw -43990.553781 + Penalty 635.356056 = -43355.197725 nChanged 0 SP:Iteration 20F (590.792663 sec): 3 clusters Score: Raw -43990.553781 + Penalty 635.356056 = -43355.197725 nChanged 0 Trying to split cluster 25 (10011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (590.827959 sec): 2 clusters Score: Raw -417526.770921 + Penalty 419.120509 = -417107.650412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (590.879786 sec): 3 clusters Score: Raw -411218.781186 + Penalty 838.241019 = -410380.540167 nChanged 4661 SP:Iteration 1F (590.934524 sec): 3 clusters Score: Raw -414009.782494 + Penalty 838.241019 = -413171.541475 nChanged 665 SP:Iteration 2F (590.979586 sec): 3 clusters Score: Raw -414440.370585 + Penalty 838.241019 = -413602.129566 nChanged 819 SP:Iteration 3F (591.037481 sec): 3 clusters Score: Raw -415099.560082 + Penalty 838.241019 = -414261.319063 nChanged 892 SP:Iteration 4F (591.095224 sec): 3 clusters Score: Raw -415965.102961 + Penalty 838.241019 = -415126.861942 nChanged 785 SP:Iteration 5F (591.152903 sec): 3 clusters Score: Raw -416749.958403 + Penalty 838.241019 = -415911.717384 nChanged 484 SP:Iteration 6Q (591.213236 sec): 3 clusters Score: Raw -417223.599987 + Penalty 838.241019 = -416385.358968 nChanged 215 SP:Iteration 7Q (591.272580 sec): 3 clusters Score: Raw -417422.419411 + Penalty 838.241019 = -416584.178392 nChanged 86 SP:Iteration 8Q (591.329737 sec): 3 clusters Score: Raw -417510.573922 + Penalty 838.241019 = -416672.332903 nChanged 28 SP:Iteration 9Q (591.384770 sec): 3 clusters Score: Raw -417557.461610 + Penalty 838.241019 = -416719.220591 nChanged 14 SP:Iteration 10Q (591.439294 sec): 3 clusters Score: Raw -417579.465509 + Penalty 838.241019 = -416741.224490 nChanged 9 SP:Iteration 11Q (591.496596 sec): 3 clusters Score: Raw -417594.766423 + Penalty 838.241019 = -416756.525405 nChanged 4 SP:Iteration 12Q (591.549675 sec): 3 clusters Score: Raw -417598.911191 + Penalty 838.241019 = -416760.670172 nChanged 2 SP:Iteration 13Q (591.603787 sec): 3 clusters Score: Raw -417599.957517 + Penalty 838.241019 = -416761.716498 nChanged 1 SP:Iteration 14Q (591.650494 sec): 3 clusters Score: Raw -417600.205023 + Penalty 838.241019 = -416761.964004 nChanged 0 SP:Iteration 15F (591.708827 sec): 3 clusters Score: Raw -417600.205023 + Penalty 838.241019 = -416761.964004 nChanged 0 Trying to split cluster 26 (1563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (591.734024 sec): 2 clusters Score: Raw -63831.199763 + Penalty 334.623486 = -63496.576277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (591.785883 sec): 3 clusters Score: Raw -63035.287933 + Penalty 669.246972 = -62366.040961 nChanged 633 SP:Iteration 1F (591.825918 sec): 3 clusters Score: Raw -63388.449069 + Penalty 669.246972 = -62719.202097 nChanged 106 SP:Iteration 2F (591.878954 sec): 3 clusters Score: Raw -63438.088539 + Penalty 669.246972 = -62768.841567 nChanged 79 SP:Iteration 3F (591.925639 sec): 3 clusters Score: Raw -63477.909090 + Penalty 669.246972 = -62808.662118 nChanged 75 SP:Iteration 4Q (591.974929 sec): 3 clusters Score: Raw -63519.318780 + Penalty 669.246972 = -62850.071808 nChanged 65 SP:Iteration 5Q (592.023899 sec): 3 clusters Score: Raw -63554.336673 + Penalty 669.246972 = -62885.089701 nChanged 59 SP:Iteration 6Q (592.065934 sec): 3 clusters Score: Raw -63587.069495 + Penalty 669.246972 = -62917.822522 nChanged 55 SP:Iteration 7Q (592.111577 sec): 3 clusters Score: Raw -63614.773873 + Penalty 669.246972 = -62945.526901 nChanged 48 SP:Iteration 8Q (592.162107 sec): 3 clusters Score: Raw -63645.505298 + Penalty 669.246972 = -62976.258326 nChanged 48 SP:Iteration 9Q (592.215672 sec): 3 clusters Score: Raw -63674.224310 + Penalty 669.246972 = -63004.977338 nChanged 44 SP:Iteration 10Q (592.251292 sec): 3 clusters Score: Raw -63692.570455 + Penalty 669.246972 = -63023.323483 nChanged 31 SP:Iteration 11Q (592.303519 sec): 3 clusters Score: Raw -63704.543590 + Penalty 669.246972 = -63035.296618 nChanged 26 SP:Iteration 12Q (592.351191 sec): 3 clusters Score: Raw -63720.229942 + Penalty 669.246972 = -63050.982970 nChanged 27 SP:Iteration 13Q (592.388676 sec): 3 clusters Score: Raw -63733.329976 + Penalty 669.246972 = -63064.083004 nChanged 22 SP:Iteration 14Q (592.436814 sec): 3 clusters Score: Raw -63742.471426 + Penalty 669.246972 = -63073.224454 nChanged 27 SP:Iteration 15Q (592.474711 sec): 3 clusters Score: Raw -63757.514618 + Penalty 669.246972 = -63088.267646 nChanged 28 SP:Iteration 16Q (592.524114 sec): 3 clusters Score: Raw -63773.672517 + Penalty 669.246972 = -63104.425545 nChanged 18 SP:Iteration 17Q (592.570733 sec): 3 clusters Score: Raw -63785.077388 + Penalty 669.246972 = -63115.830416 nChanged 16 SP:Iteration 18Q (592.611429 sec): 3 clusters Score: Raw -63793.351007 + Penalty 669.246972 = -63124.104035 nChanged 14 SP:Iteration 19Q (592.655705 sec): 3 clusters Score: Raw -63800.400922 + Penalty 669.246972 = -63131.153949 nChanged 13 SP:Iteration 20F (592.699345 sec): 3 clusters Score: Raw -63810.485207 + Penalty 669.246972 = -63141.238235 nChanged 14 SP:Iteration 21Q (592.737438 sec): 3 clusters Score: Raw -63817.755322 + Penalty 669.246972 = -63148.508349 nChanged 9 SP:Iteration 22Q (592.781919 sec): 3 clusters Score: Raw -63821.539976 + Penalty 669.246972 = -63152.293004 nChanged 6 SP:Iteration 23Q (592.826428 sec): 3 clusters Score: Raw -63824.086490 + Penalty 669.246972 = -63154.839517 nChanged 4 SP:Iteration 24Q (592.861577 sec): 3 clusters Score: Raw -63827.766749 + Penalty 669.246972 = -63158.519777 nChanged 8 SP:Iteration 25Q (592.908878 sec): 3 clusters Score: Raw -63831.867371 + Penalty 669.246972 = -63162.620399 nChanged 6 SP:Iteration 26Q (592.956863 sec): 3 clusters Score: Raw -63834.242635 + Penalty 669.246972 = -63164.995663 nChanged 3 SP:Iteration 27Q (593.000775 sec): 3 clusters Score: Raw -63835.446108 + Penalty 669.246972 = -63166.199135 nChanged 4 SP:Iteration 28Q (593.032962 sec): 3 clusters Score: Raw -63837.470559 + Penalty 669.246972 = -63168.223587 nChanged 5 SP:Iteration 29Q (593.081770 sec): 3 clusters Score: Raw -63840.713780 + Penalty 669.246972 = -63171.466808 nChanged 5 SP:Iteration 30Q (593.119201 sec): 3 clusters Score: Raw -63844.658624 + Penalty 669.246972 = -63175.411652 nChanged 8 SP:Iteration 31Q (593.172003 sec): 3 clusters Score: Raw -63850.453896 + Penalty 669.246972 = -63181.206924 nChanged 11 SP:Iteration 32Q (593.216898 sec): 3 clusters Score: Raw -63856.795565 + Penalty 669.246972 = -63187.548593 nChanged 10 SP:Iteration 33Q (593.262587 sec): 3 clusters Score: Raw -63862.209294 + Penalty 669.246972 = -63192.962322 nChanged 9 SP:Iteration 34Q (593.304635 sec): 3 clusters Score: Raw -63865.081970 + Penalty 669.246972 = -63195.834998 nChanged 3 SP:Iteration 35Q (593.345300 sec): 3 clusters Score: Raw -63866.905448 + Penalty 669.246972 = -63197.658476 nChanged 2 SP:Iteration 36Q (593.385655 sec): 3 clusters Score: Raw -63868.485426 + Penalty 669.246972 = -63199.238454 nChanged 3 SP:Iteration 37Q (593.427341 sec): 3 clusters Score: Raw -63870.222423 + Penalty 669.246972 = -63200.975451 nChanged 5 SP:Iteration 38Q (593.468502 sec): 3 clusters Score: Raw -63871.624613 + Penalty 669.246972 = -63202.377640 nChanged 2 SP:Iteration 39Q (593.523536 sec): 3 clusters Score: Raw -63873.182153 + Penalty 669.246972 = -63203.935181 nChanged 4 SP:Iteration 40F (593.565241 sec): 3 clusters Score: Raw -63874.577122 + Penalty 669.246972 = -63205.330150 nChanged 1 SP:Iteration 41Q (593.608760 sec): 3 clusters Score: Raw -63875.465565 + Penalty 669.246972 = -63206.218593 nChanged 1 SP:Iteration 42Q (593.648956 sec): 3 clusters Score: Raw -63875.579524 + Penalty 669.246972 = -63206.332552 nChanged 0 SP:Iteration 43F (593.696083 sec): 3 clusters Score: Raw -63875.579524 + Penalty 669.246972 = -63206.332552 nChanged 0 Trying to split cluster 27 (908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (593.719373 sec): 2 clusters Score: Raw -40022.995386 + Penalty 309.911619 = -39713.083767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (593.756090 sec): 3 clusters Score: Raw -39574.024057 + Penalty 619.823238 = -38954.200819 nChanged 346 SP:Iteration 1F (593.803558 sec): 3 clusters Score: Raw -39774.995581 + Penalty 619.823238 = -39155.172343 nChanged 67 SP:Iteration 2F (593.841827 sec): 3 clusters Score: Raw -39816.937098 + Penalty 619.823238 = -39197.113859 nChanged 52 SP:Iteration 3F (593.886900 sec): 3 clusters Score: Raw -39852.285787 + Penalty 619.823238 = -39232.462548 nChanged 43 SP:Iteration 4Q (593.925953 sec): 3 clusters Score: Raw -39878.693348 + Penalty 619.823238 = -39258.870109 nChanged 34 SP:Iteration 5Q (593.976727 sec): 3 clusters Score: Raw -39900.408154 + Penalty 619.823238 = -39280.584915 nChanged 33 SP:Iteration 6Q (594.009690 sec): 3 clusters Score: Raw -39930.360285 + Penalty 619.823238 = -39310.537047 nChanged 33 SP:Iteration 7Q (594.052209 sec): 3 clusters Score: Raw -39957.584555 + Penalty 619.823238 = -39337.761316 nChanged 22 SP:Iteration 8Q (594.095571 sec): 3 clusters Score: Raw -39972.605322 + Penalty 619.823238 = -39352.782084 nChanged 15 SP:Iteration 9Q (594.137432 sec): 3 clusters Score: Raw -39981.155187 + Penalty 619.823238 = -39361.331948 nChanged 14 SP:Iteration 10Q (594.180593 sec): 3 clusters Score: Raw -39987.456243 + Penalty 619.823238 = -39367.633005 nChanged 3 SP:Iteration 11Q (594.226036 sec): 3 clusters Score: Raw -39988.708055 + Penalty 619.823238 = -39368.884816 nChanged 8 SP:Iteration 12Q (594.278585 sec): 3 clusters Score: Raw -39991.312963 + Penalty 619.823238 = -39371.489725 nChanged 6 SP:Iteration 13Q (594.325691 sec): 3 clusters Score: Raw -39992.727160 + Penalty 619.823238 = -39372.903921 nChanged 2 SP:Iteration 14Q (594.366327 sec): 3 clusters Score: Raw -39993.201507 + Penalty 619.823238 = -39373.378269 nChanged 1 SP:Iteration 15Q (594.416728 sec): 3 clusters Score: Raw -39993.485749 + Penalty 619.823238 = -39373.662511 nChanged 1 SP:Iteration 16Q (594.456665 sec): 3 clusters Score: Raw -39993.957876 + Penalty 619.823238 = -39374.134638 nChanged 1 SP:Iteration 17Q (594.498877 sec): 3 clusters Score: Raw -39994.131805 + Penalty 619.823238 = -39374.308567 nChanged 0 SP:Iteration 18F (594.542302 sec): 3 clusters Score: Raw -39994.131805 + Penalty 619.823238 = -39374.308567 nChanged 0 Trying to split cluster 28 (747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (594.563475 sec): 2 clusters Score: Raw -25123.914496 + Penalty 301.030966 = -24822.883530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (594.608718 sec): 3 clusters Score: Raw -24766.339163 + Penalty 602.061932 = -24164.277231 nChanged 287 SP:Iteration 1F (594.652316 sec): 3 clusters Score: Raw -24954.151422 + Penalty 602.061932 = -24352.089491 nChanged 69 SP:Iteration 2F (594.693995 sec): 3 clusters Score: Raw -25004.061800 + Penalty 602.061932 = -24401.999868 nChanged 46 SP:Iteration 3F (594.731373 sec): 3 clusters Score: Raw -25045.171805 + Penalty 602.061932 = -24443.109873 nChanged 33 SP:Iteration 4Q (594.774594 sec): 3 clusters Score: Raw -25078.086297 + Penalty 602.061932 = -24476.024365 nChanged 28 SP:Iteration 5Q (594.820724 sec): 3 clusters Score: Raw -25100.417125 + Penalty 602.061932 = -24498.355193 nChanged 18 SP:Iteration 6Q (594.863849 sec): 3 clusters Score: Raw -25110.778072 + Penalty 602.061932 = -24508.716140 nChanged 13 SP:Iteration 7Q (594.904956 sec): 3 clusters Score: Raw -25118.006493 + Penalty 602.061932 = -24515.944562 nChanged 10 SP:Iteration 8Q (594.943801 sec): 3 clusters Score: Raw -25123.547373 + Penalty 602.061932 = -24521.485441 nChanged 11 SP:Iteration 9Q (594.984170 sec): 3 clusters Score: Raw -25127.726843 + Penalty 602.061932 = -24525.664911 nChanged 7 SP:Iteration 10Q (595.026780 sec): 3 clusters Score: Raw -25131.763032 + Penalty 602.061932 = -24529.701100 nChanged 5 SP:Iteration 11Q (595.070562 sec): 3 clusters Score: Raw -25134.671469 + Penalty 602.061932 = -24532.609537 nChanged 12 SP:Iteration 12Q (595.121906 sec): 3 clusters Score: Raw -25143.608216 + Penalty 602.061932 = -24541.546284 nChanged 10 SP:Iteration 13Q (595.165591 sec): 3 clusters Score: Raw -25148.257990 + Penalty 602.061932 = -24546.196058 nChanged 6 SP:Iteration 14Q (595.201783 sec): 3 clusters Score: Raw -25150.288438 + Penalty 602.061932 = -24548.226506 nChanged 2 SP:Iteration 15Q (595.252848 sec): 3 clusters Score: Raw -25151.210111 + Penalty 602.061932 = -24549.148179 nChanged 4 SP:Iteration 16Q (595.292541 sec): 3 clusters Score: Raw -25152.948075 + Penalty 602.061932 = -24550.886143 nChanged 1 SP:Iteration 17Q (595.344548 sec): 3 clusters Score: Raw -25153.102005 + Penalty 602.061932 = -24551.040073 nChanged 1 SP:Iteration 18Q (595.384227 sec): 3 clusters Score: Raw -25153.503468 + Penalty 602.061932 = -24551.441536 nChanged 2 SP:Iteration 19Q (595.434146 sec): 3 clusters Score: Raw -25154.255418 + Penalty 602.061932 = -24552.193486 nChanged 4 SP:Iteration 20F (595.477449 sec): 3 clusters Score: Raw -25155.204585 + Penalty 602.061932 = -24553.142653 nChanged 2 SP:Iteration 21Q (595.524420 sec): 3 clusters Score: Raw -25156.051763 + Penalty 602.061932 = -24553.989832 nChanged 1 SP:Iteration 22Q (595.557401 sec): 3 clusters Score: Raw -25156.208092 + Penalty 602.061932 = -24554.146161 nChanged 0 SP:Iteration 23F (595.600465 sec): 3 clusters Score: Raw -25156.208092 + Penalty 602.061932 = -24554.146161 nChanged 0 Trying to split cluster 29 (4679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (595.624699 sec): 2 clusters Score: Raw -171334.247783 + Penalty 384.513206 = -170949.734577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (595.682266 sec): 3 clusters Score: Raw -168571.249886 + Penalty 769.026412 = -167802.223474 nChanged 2114 SP:Iteration 1F (595.719158 sec): 3 clusters Score: Raw -169911.071527 + Penalty 769.026412 = -169142.045115 nChanged 395 SP:Iteration 2F (595.763542 sec): 3 clusters Score: Raw -170157.393031 + Penalty 769.026412 = -169388.366619 nChanged 336 SP:Iteration 3F (595.816704 sec): 3 clusters Score: Raw -170364.994566 + Penalty 769.026412 = -169595.968154 nChanged 280 SP:Iteration 4F (595.857068 sec): 3 clusters Score: Raw -170519.362814 + Penalty 769.026412 = -169750.336402 nChanged 207 SP:Iteration 5Q (595.912303 sec): 3 clusters Score: Raw -170641.499491 + Penalty 769.026412 = -169872.473080 nChanged 182 SP:Iteration 6Q (595.952997 sec): 3 clusters Score: Raw -170763.156651 + Penalty 769.026412 = -169994.130239 nChanged 160 SP:Iteration 7Q (596.008202 sec): 3 clusters Score: Raw -170854.647323 + Penalty 769.026412 = -170085.620911 nChanged 137 SP:Iteration 8Q (596.048980 sec): 3 clusters Score: Raw -170920.830561 + Penalty 769.026412 = -170151.804149 nChanged 115 SP:Iteration 9Q (596.099152 sec): 3 clusters Score: Raw -170965.852204 + Penalty 769.026412 = -170196.825792 nChanged 90 SP:Iteration 10Q (596.144236 sec): 3 clusters Score: Raw -171000.870449 + Penalty 769.026412 = -170231.844037 nChanged 72 SP:Iteration 11Q (596.192045 sec): 3 clusters Score: Raw -171030.391585 + Penalty 769.026412 = -170261.365174 nChanged 75 SP:Iteration 12Q (596.243338 sec): 3 clusters Score: Raw -171062.607549 + Penalty 769.026412 = -170293.581137 nChanged 60 SP:Iteration 13Q (596.295444 sec): 3 clusters Score: Raw -171091.771551 + Penalty 769.026412 = -170322.745140 nChanged 57 SP:Iteration 14Q (596.336035 sec): 3 clusters Score: Raw -171113.923633 + Penalty 769.026412 = -170344.897221 nChanged 59 SP:Iteration 15Q (596.383945 sec): 3 clusters Score: Raw -171135.020123 + Penalty 769.026412 = -170365.993711 nChanged 50 SP:Iteration 16Q (596.435591 sec): 3 clusters Score: Raw -171153.298663 + Penalty 769.026412 = -170384.272251 nChanged 52 SP:Iteration 17Q (596.485495 sec): 3 clusters Score: Raw -171173.304636 + Penalty 769.026412 = -170404.278224 nChanged 45 SP:Iteration 18Q (596.526369 sec): 3 clusters Score: Raw -171188.531256 + Penalty 769.026412 = -170419.504844 nChanged 41 SP:Iteration 19Q (596.572620 sec): 3 clusters Score: Raw -171205.047383 + Penalty 769.026412 = -170436.020971 nChanged 38 SP:Iteration 20F (596.623730 sec): 3 clusters Score: Raw -171216.689399 + Penalty 769.026412 = -170447.662987 nChanged 26 SP:Iteration 21Q (596.666786 sec): 3 clusters Score: Raw -171225.517009 + Penalty 769.026412 = -170456.490597 nChanged 32 SP:Iteration 22Q (596.716326 sec): 3 clusters Score: Raw -171240.844011 + Penalty 769.026412 = -170471.817599 nChanged 37 SP:Iteration 23Q (596.764181 sec): 3 clusters Score: Raw -171259.986624 + Penalty 769.026412 = -170490.960212 nChanged 43 SP:Iteration 24Q (596.818697 sec): 3 clusters Score: Raw -171286.789925 + Penalty 769.026412 = -170517.763513 nChanged 34 SP:Iteration 25Q (596.861012 sec): 3 clusters Score: Raw -171311.152096 + Penalty 769.026412 = -170542.125684 nChanged 40 SP:Iteration 26Q (596.904178 sec): 3 clusters Score: Raw -171338.606573 + Penalty 769.026412 = -170569.580161 nChanged 38 SP:Iteration 27Q (596.949562 sec): 3 clusters Score: Raw -171355.941906 + Penalty 769.026412 = -170586.915494 nChanged 36 SP:Iteration 28Q (596.995187 sec): 3 clusters Score: Raw -171368.944629 + Penalty 769.026412 = -170599.918217 nChanged 36 SP:Iteration 29Q (597.045246 sec): 3 clusters Score: Raw -171380.012872 + Penalty 769.026412 = -170610.986460 nChanged 28 SP:Iteration 30Q (597.085989 sec): 3 clusters Score: Raw -171386.985426 + Penalty 769.026412 = -170617.959014 nChanged 15 SP:Iteration 31Q (597.138957 sec): 3 clusters Score: Raw -171389.678718 + Penalty 769.026412 = -170620.652306 nChanged 13 SP:Iteration 32Q (597.183886 sec): 3 clusters Score: Raw -171391.778644 + Penalty 769.026412 = -170622.752232 nChanged 16 SP:Iteration 33Q (597.237509 sec): 3 clusters Score: Raw -171396.312765 + Penalty 769.026412 = -170627.286354 nChanged 14 SP:Iteration 34Q (597.281108 sec): 3 clusters Score: Raw -171398.707910 + Penalty 769.026412 = -170629.681498 nChanged 8 SP:Iteration 35Q (597.335065 sec): 3 clusters Score: Raw -171399.596847 + Penalty 769.026412 = -170630.570435 nChanged 5 SP:Iteration 36Q (597.377284 sec): 3 clusters Score: Raw -171400.183033 + Penalty 769.026412 = -170631.156621 nChanged 5 SP:Iteration 37Q (597.428394 sec): 3 clusters Score: Raw -171400.948222 + Penalty 769.026412 = -170631.921810 nChanged 6 SP:Iteration 38Q (597.482381 sec): 3 clusters Score: Raw -171401.464703 + Penalty 769.026412 = -170632.438291 nChanged 3 SP:Iteration 39Q (597.532299 sec): 3 clusters Score: Raw -171401.631626 + Penalty 769.026412 = -170632.605214 nChanged 3 SP:Iteration 40F (597.569879 sec): 3 clusters Score: Raw -171401.827289 + Penalty 769.026412 = -170632.800877 nChanged 4 SP:Iteration 41Q (597.615816 sec): 3 clusters Score: Raw -171402.194594 + Penalty 769.026412 = -170633.168182 nChanged 3 SP:Iteration 42Q (597.659418 sec): 3 clusters Score: Raw -171402.516636 + Penalty 769.026412 = -170633.490225 nChanged 3 SP:Iteration 43Q (597.704856 sec): 3 clusters Score: Raw -171403.015684 + Penalty 769.026412 = -170633.989272 nChanged 5 SP:Iteration 44Q (597.747374 sec): 3 clusters Score: Raw -171403.949232 + Penalty 769.026412 = -170634.922820 nChanged 8 SP:Iteration 45Q (597.794863 sec): 3 clusters Score: Raw -171405.843502 + Penalty 769.026412 = -170636.817090 nChanged 9 SP:Iteration 46Q (597.842885 sec): 3 clusters Score: Raw -171408.302628 + Penalty 769.026412 = -170639.276216 nChanged 14 SP:Iteration 47Q (597.896976 sec): 3 clusters Score: Raw -171411.284602 + Penalty 769.026412 = -170642.258191 nChanged 14 SP:Iteration 48Q (597.940885 sec): 3 clusters Score: Raw -171413.993726 + Penalty 769.026412 = -170644.967314 nChanged 12 SP:Iteration 49Q (597.985731 sec): 3 clusters Score: Raw -171416.228082 + Penalty 769.026412 = -170647.201670 nChanged 11 SP:Iteration 50Q (598.034950 sec): 3 clusters Score: Raw -171418.001402 + Penalty 769.026412 = -170648.974991 nChanged 9 SP:Iteration 51Q (598.084966 sec): 3 clusters Score: Raw -171418.908458 + Penalty 769.026412 = -170649.882046 nChanged 4 SP:Iteration 52Q (598.129138 sec): 3 clusters Score: Raw -171419.170935 + Penalty 769.026412 = -170650.144523 nChanged 4 SP:Iteration 53Q (598.178848 sec): 3 clusters Score: Raw -171419.512619 + Penalty 769.026412 = -170650.486207 nChanged 1 SP:Iteration 54Q (598.226676 sec): 3 clusters Score: Raw -171419.527335 + Penalty 769.026412 = -170650.500923 nChanged 0 SP:Iteration 55F (598.270964 sec): 3 clusters Score: Raw -171419.527335 + Penalty 769.026412 = -170650.500923 nChanged 0 Trying to split cluster 30 (1830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (598.309846 sec): 2 clusters Score: Raw -73070.124507 + Penalty 341.799242 = -72728.325265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (598.351686 sec): 3 clusters Score: Raw -72045.866855 + Penalty 683.598483 = -71362.268372 nChanged 768 SP:Iteration 1F (598.391073 sec): 3 clusters Score: Raw -72501.107319 + Penalty 683.598483 = -71817.508836 nChanged 152 SP:Iteration 2F (598.435125 sec): 3 clusters Score: Raw -72585.948620 + Penalty 683.598483 = -71902.350137 nChanged 114 SP:Iteration 3F (598.479662 sec): 3 clusters Score: Raw -72657.615802 + Penalty 683.598483 = -71974.017319 nChanged 88 SP:Iteration 4Q (598.531341 sec): 3 clusters Score: Raw -72722.817575 + Penalty 683.598483 = -72039.219092 nChanged 84 SP:Iteration 5Q (598.579091 sec): 3 clusters Score: Raw -72782.949715 + Penalty 683.598483 = -72099.351232 nChanged 70 SP:Iteration 6Q (598.616111 sec): 3 clusters Score: Raw -72828.916354 + Penalty 683.598483 = -72145.317870 nChanged 62 SP:Iteration 7Q (598.660465 sec): 3 clusters Score: Raw -72873.253254 + Penalty 683.598483 = -72189.654771 nChanged 65 SP:Iteration 8Q (598.708584 sec): 3 clusters Score: Raw -72931.100044 + Penalty 683.598483 = -72247.501561 nChanged 53 SP:Iteration 9Q (598.754972 sec): 3 clusters Score: Raw -72966.254578 + Penalty 683.598483 = -72282.656095 nChanged 46 SP:Iteration 10Q (598.787572 sec): 3 clusters Score: Raw -73008.196801 + Penalty 683.598483 = -72324.598317 nChanged 39 SP:Iteration 11Q (598.835500 sec): 3 clusters Score: Raw -73049.796056 + Penalty 683.598483 = -72366.197573 nChanged 28 SP:Iteration 12Q (598.884433 sec): 3 clusters Score: Raw -73077.484742 + Penalty 683.598483 = -72393.886259 nChanged 18 SP:Iteration 13Q (598.918052 sec): 3 clusters Score: Raw -73099.225475 + Penalty 683.598483 = -72415.626992 nChanged 15 SP:Iteration 14Q (598.972442 sec): 3 clusters Score: Raw -73112.408591 + Penalty 683.598483 = -72428.810107 nChanged 15 SP:Iteration 15Q (599.016489 sec): 3 clusters Score: Raw -73126.123202 + Penalty 683.598483 = -72442.524718 nChanged 8 SP:Iteration 16Q (599.057109 sec): 3 clusters Score: Raw -73132.715384 + Penalty 683.598483 = -72449.116900 nChanged 8 SP:Iteration 17Q (599.102806 sec): 3 clusters Score: Raw -73139.872830 + Penalty 683.598483 = -72456.274347 nChanged 6 SP:Iteration 18Q (599.148187 sec): 3 clusters Score: Raw -73144.850464 + Penalty 683.598483 = -72461.251980 nChanged 3 SP:Iteration 19Q (599.195050 sec): 3 clusters Score: Raw -73146.549393 + Penalty 683.598483 = -72462.950910 nChanged 0 SP:Iteration 20F (599.235725 sec): 3 clusters Score: Raw -73146.549393 + Penalty 683.598483 = -72462.950910 nChanged 0 Trying to split cluster 31 (3247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (599.260118 sec): 2 clusters Score: Raw -128944.483887 + Penalty 367.889648 = -128576.594239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (599.306080 sec): 3 clusters Score: Raw -127144.059402 + Penalty 735.779296 = -126408.280106 nChanged 1379 SP:Iteration 1F (599.356980 sec): 3 clusters Score: Raw -127879.339571 + Penalty 735.779296 = -127143.560275 nChanged 187 SP:Iteration 2F (599.403103 sec): 3 clusters Score: Raw -127999.499168 + Penalty 735.779296 = -127263.719871 nChanged 181 SP:Iteration 3F (599.455258 sec): 3 clusters Score: Raw -128099.896068 + Penalty 735.779296 = -127364.116772 nChanged 180 SP:Iteration 4F (599.495765 sec): 3 clusters Score: Raw -128179.891605 + Penalty 735.779296 = -127444.112309 nChanged 157 SP:Iteration 5Q (599.542162 sec): 3 clusters Score: Raw -128256.730675 + Penalty 735.779296 = -127520.951379 nChanged 147 SP:Iteration 6Q (599.587855 sec): 3 clusters Score: Raw -128333.294731 + Penalty 735.779296 = -127597.515435 nChanged 148 SP:Iteration 7Q (599.628828 sec): 3 clusters Score: Raw -128412.731433 + Penalty 735.779296 = -127676.952137 nChanged 137 SP:Iteration 8Q (599.671913 sec): 3 clusters Score: Raw -128495.693716 + Penalty 735.779296 = -127759.914420 nChanged 111 SP:Iteration 9Q (599.723243 sec): 3 clusters Score: Raw -128561.806324 + Penalty 735.779296 = -127826.027028 nChanged 113 SP:Iteration 10Q (599.772446 sec): 3 clusters Score: Raw -128621.864473 + Penalty 735.779296 = -127886.085177 nChanged 105 SP:Iteration 11Q (599.826192 sec): 3 clusters Score: Raw -128674.183715 + Penalty 735.779296 = -127938.404419 nChanged 77 SP:Iteration 12Q (599.873451 sec): 3 clusters Score: Raw -128703.972649 + Penalty 735.779296 = -127968.193352 nChanged 64 SP:Iteration 13Q (599.919485 sec): 3 clusters Score: Raw -128723.710516 + Penalty 735.779296 = -127987.931220 nChanged 43 SP:Iteration 14Q (599.963371 sec): 3 clusters Score: Raw -128738.011649 + Penalty 735.779296 = -128002.232352 nChanged 42 SP:Iteration 15Q (600.006779 sec): 3 clusters Score: Raw -128748.853731 + Penalty 735.779296 = -128013.074435 nChanged 30 SP:Iteration 16Q (600.055616 sec): 3 clusters Score: Raw -128755.077060 + Penalty 735.779296 = -128019.297764 nChanged 26 SP:Iteration 17Q (600.091082 sec): 3 clusters Score: Raw -128759.675671 + Penalty 735.779296 = -128023.896375 nChanged 19 SP:Iteration 18Q (600.141174 sec): 3 clusters Score: Raw -128763.551504 + Penalty 735.779296 = -128027.772207 nChanged 22 SP:Iteration 19Q (600.182126 sec): 3 clusters Score: Raw -128768.595243 + Penalty 735.779296 = -128032.815947 nChanged 23 SP:Iteration 20F (600.239744 sec): 3 clusters Score: Raw -128772.852028 + Penalty 735.779296 = -128037.072732 nChanged 20 SP:Iteration 21Q (600.286511 sec): 3 clusters Score: Raw -128775.892326 + Penalty 735.779296 = -128040.113030 nChanged 14 SP:Iteration 22Q (600.331176 sec): 3 clusters Score: Raw -128778.445800 + Penalty 735.779296 = -128042.666503 nChanged 13 SP:Iteration 23Q (600.386030 sec): 3 clusters Score: Raw -128780.099470 + Penalty 735.779296 = -128044.320174 nChanged 8 SP:Iteration 24Q (600.432050 sec): 3 clusters Score: Raw -128781.433315 + Penalty 735.779296 = -128045.654018 nChanged 9 SP:Iteration 25Q (600.473165 sec): 3 clusters Score: Raw -128782.615675 + Penalty 735.779296 = -128046.836379 nChanged 9 SP:Iteration 26Q (600.530782 sec): 3 clusters Score: Raw -128783.663320 + Penalty 735.779296 = -128047.884024 nChanged 8 SP:Iteration 27Q (600.580233 sec): 3 clusters Score: Raw -128784.970231 + Penalty 735.779296 = -128049.190935 nChanged 6 SP:Iteration 28Q (600.625364 sec): 3 clusters Score: Raw -128785.609213 + Penalty 735.779296 = -128049.829917 nChanged 5 SP:Iteration 29Q (600.676467 sec): 3 clusters Score: Raw -128786.084857 + Penalty 735.779296 = -128050.305561 nChanged 2 SP:Iteration 30Q (600.722636 sec): 3 clusters Score: Raw -128786.201684 + Penalty 735.779296 = -128050.422388 nChanged 3 SP:Iteration 31Q (600.770761 sec): 3 clusters Score: Raw -128786.485418 + Penalty 735.779296 = -128050.706122 nChanged 1 SP:Iteration 32Q (600.808970 sec): 3 clusters Score: Raw -128786.547886 + Penalty 735.779296 = -128050.768590 nChanged 1 SP:Iteration 33Q (600.854481 sec): 3 clusters Score: Raw -128786.570593 + Penalty 735.779296 = -128050.791297 nChanged 0 SP:Iteration 34F (600.902719 sec): 3 clusters Score: Raw -128786.570593 + Penalty 735.779296 = -128050.791297 nChanged 0 Trying to split cluster 32 (1609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (600.935851 sec): 2 clusters Score: Raw -65643.281709 + Penalty 335.943251 = -65307.338458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (600.979707 sec): 3 clusters Score: Raw -64808.818602 + Penalty 671.886501 = -64136.932100 nChanged 636 SP:Iteration 1F (601.024147 sec): 3 clusters Score: Raw -65213.587202 + Penalty 671.886501 = -64541.700701 nChanged 132 SP:Iteration 2F (601.072480 sec): 3 clusters Score: Raw -65316.077760 + Penalty 671.886501 = -64644.191258 nChanged 116 SP:Iteration 3F (601.112338 sec): 3 clusters Score: Raw -65402.413102 + Penalty 671.886501 = -64730.526601 nChanged 89 SP:Iteration 4F (601.158748 sec): 3 clusters Score: Raw -65459.554045 + Penalty 671.886501 = -64787.667543 nChanged 68 SP:Iteration 5Q (601.215814 sec): 3 clusters Score: Raw -65497.321402 + Penalty 671.886501 = -64825.434901 nChanged 43 SP:Iteration 6Q (601.260900 sec): 3 clusters Score: Raw -65526.449441 + Penalty 671.886501 = -64854.562940 nChanged 41 SP:Iteration 7Q (601.311900 sec): 3 clusters Score: Raw -65553.527954 + Penalty 671.886501 = -64881.641453 nChanged 37 SP:Iteration 8Q (601.358211 sec): 3 clusters Score: Raw -65579.102790 + Penalty 671.886501 = -64907.216289 nChanged 32 SP:Iteration 9Q (601.399342 sec): 3 clusters Score: Raw -65598.579768 + Penalty 671.886501 = -64926.693266 nChanged 24 SP:Iteration 10Q (601.436495 sec): 3 clusters Score: Raw -65606.758766 + Penalty 671.886501 = -64934.872265 nChanged 13 SP:Iteration 11Q (601.488794 sec): 3 clusters Score: Raw -65611.999527 + Penalty 671.886501 = -64940.113025 nChanged 13 SP:Iteration 12Q (601.531751 sec): 3 clusters Score: Raw -65618.165378 + Penalty 671.886501 = -64946.278876 nChanged 8 SP:Iteration 13Q (601.570615 sec): 3 clusters Score: Raw -65619.934296 + Penalty 671.886501 = -64948.047795 nChanged 5 SP:Iteration 14Q (601.621839 sec): 3 clusters Score: Raw -65622.911393 + Penalty 671.886501 = -64951.024892 nChanged 9 SP:Iteration 15Q (601.658343 sec): 3 clusters Score: Raw -65627.410016 + Penalty 671.886501 = -64955.523514 nChanged 7 SP:Iteration 16Q (601.713696 sec): 3 clusters Score: Raw -65630.301362 + Penalty 671.886501 = -64958.414861 nChanged 3 SP:Iteration 17Q (601.757400 sec): 3 clusters Score: Raw -65631.762264 + Penalty 671.886501 = -64959.875763 nChanged 2 SP:Iteration 18Q (601.805773 sec): 3 clusters Score: Raw -65632.248357 + Penalty 671.886501 = -64960.361855 nChanged 2 SP:Iteration 19Q (601.847848 sec): 3 clusters Score: Raw -65632.650666 + Penalty 671.886501 = -64960.764165 nChanged 2 SP:Iteration 20F (601.881343 sec): 3 clusters Score: Raw -65632.961829 + Penalty 671.886501 = -64961.075328 nChanged 3 SP:Iteration 21Q (601.929197 sec): 3 clusters Score: Raw -65633.648241 + Penalty 671.886501 = -64961.761739 nChanged 2 SP:Iteration 22Q (601.964215 sec): 3 clusters Score: Raw -65634.235016 + Penalty 671.886501 = -64962.348515 nChanged 1 SP:Iteration 23Q (602.011879 sec): 3 clusters Score: Raw -65634.335441 + Penalty 671.886501 = -64962.448939 nChanged 0 SP:Iteration 24F (602.065733 sec): 3 clusters Score: Raw -65634.335441 + Penalty 671.886501 = -64962.448939 nChanged 0 Trying to split cluster 33 (5237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (602.093685 sec): 2 clusters Score: Raw -214901.591122 + Penalty 389.639436 = -214511.951685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (602.141612 sec): 3 clusters Score: Raw -211716.854229 + Penalty 779.278873 = -210937.575357 nChanged 2351 SP:Iteration 1F (602.185353 sec): 3 clusters Score: Raw -213115.178594 + Penalty 779.278873 = -212335.899721 nChanged 370 SP:Iteration 2F (602.235582 sec): 3 clusters Score: Raw -213358.557016 + Penalty 779.278873 = -212579.278144 nChanged 416 SP:Iteration 3F (602.287560 sec): 3 clusters Score: Raw -213732.229938 + Penalty 779.278873 = -212952.951066 nChanged 441 SP:Iteration 4F (602.332601 sec): 3 clusters Score: Raw -214131.259844 + Penalty 779.278873 = -213351.980972 nChanged 346 SP:Iteration 5F (602.390472 sec): 3 clusters Score: Raw -214398.176231 + Penalty 779.278873 = -213618.897359 nChanged 236 SP:Iteration 6Q (602.434998 sec): 3 clusters Score: Raw -214542.431828 + Penalty 779.278873 = -213763.152956 nChanged 163 SP:Iteration 7Q (602.485238 sec): 3 clusters Score: Raw -214635.866825 + Penalty 779.278873 = -213856.587953 nChanged 116 SP:Iteration 8Q (602.544808 sec): 3 clusters Score: Raw -214696.560584 + Penalty 779.278873 = -213917.281711 nChanged 85 SP:Iteration 9Q (602.589893 sec): 3 clusters Score: Raw -214735.900017 + Penalty 779.278873 = -213956.621144 nChanged 92 SP:Iteration 10Q (602.644393 sec): 3 clusters Score: Raw -214780.726817 + Penalty 779.278873 = -214001.447944 nChanged 90 SP:Iteration 11Q (602.692022 sec): 3 clusters Score: Raw -214828.409820 + Penalty 779.278873 = -214049.130947 nChanged 75 SP:Iteration 12Q (602.743280 sec): 3 clusters Score: Raw -214862.362904 + Penalty 779.278873 = -214083.084031 nChanged 66 SP:Iteration 13Q (602.781811 sec): 3 clusters Score: Raw -214890.951294 + Penalty 779.278873 = -214111.672422 nChanged 52 SP:Iteration 14Q (602.836944 sec): 3 clusters Score: Raw -214911.674108 + Penalty 779.278873 = -214132.395236 nChanged 44 SP:Iteration 15Q (602.889833 sec): 3 clusters Score: Raw -214926.789698 + Penalty 779.278873 = -214147.510826 nChanged 46 SP:Iteration 16Q (602.937640 sec): 3 clusters Score: Raw -214940.713013 + Penalty 779.278873 = -214161.434141 nChanged 32 SP:Iteration 17Q (602.978281 sec): 3 clusters Score: Raw -214953.652881 + Penalty 779.278873 = -214174.374009 nChanged 26 SP:Iteration 18Q (603.028695 sec): 3 clusters Score: Raw -214962.653244 + Penalty 779.278873 = -214183.374371 nChanged 22 SP:Iteration 19Q (603.083846 sec): 3 clusters Score: Raw -214969.712702 + Penalty 779.278873 = -214190.433829 nChanged 18 SP:Iteration 20F (603.128846 sec): 3 clusters Score: Raw -214975.057018 + Penalty 779.278873 = -214195.778145 nChanged 18 SP:Iteration 21Q (603.188091 sec): 3 clusters Score: Raw -214979.344334 + Penalty 779.278873 = -214200.065462 nChanged 17 SP:Iteration 22Q (603.243070 sec): 3 clusters Score: Raw -214982.950506 + Penalty 779.278873 = -214203.671633 nChanged 15 SP:Iteration 23Q (603.293585 sec): 3 clusters Score: Raw -214986.954791 + Penalty 779.278873 = -214207.675918 nChanged 16 SP:Iteration 24Q (603.332436 sec): 3 clusters Score: Raw -214990.610792 + Penalty 779.278873 = -214211.331920 nChanged 11 SP:Iteration 25Q (603.390062 sec): 3 clusters Score: Raw -214992.942650 + Penalty 779.278873 = -214213.663777 nChanged 11 SP:Iteration 26Q (603.436839 sec): 3 clusters Score: Raw -214996.051447 + Penalty 779.278873 = -214216.772575 nChanged 7 SP:Iteration 27Q (603.483784 sec): 3 clusters Score: Raw -214997.725005 + Penalty 779.278873 = -214218.446132 nChanged 9 SP:Iteration 28Q (603.527759 sec): 3 clusters Score: Raw -214999.159593 + Penalty 779.278873 = -214219.880721 nChanged 6 SP:Iteration 29Q (603.584452 sec): 3 clusters Score: Raw -214999.996503 + Penalty 779.278873 = -214220.717630 nChanged 1 SP:Iteration 30Q (603.632289 sec): 3 clusters Score: Raw -215000.144511 + Penalty 779.278873 = -214220.865639 nChanged 1 SP:Iteration 31Q (603.680006 sec): 3 clusters Score: Raw -215000.163530 + Penalty 779.278873 = -214220.884657 nChanged 0 SP:Iteration 32F (603.732892 sec): 3 clusters Score: Raw -215000.163530 + Penalty 779.278873 = -214220.884657 nChanged 0 Trying to split cluster 34 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (603.758180 sec): 2 clusters Score: Raw -9662.317115 + Penalty 269.309670 = -9393.007445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (603.801288 sec): 3 clusters Score: Raw -9554.886001 + Penalty 538.619341 = -9016.266660 nChanged 124 SP:Iteration 1F (603.851165 sec): 3 clusters Score: Raw -9665.371047 + Penalty 538.619341 = -9126.751706 nChanged 28 SP:Iteration 2F (603.901844 sec): 3 clusters Score: Raw -9696.232279 + Penalty 538.619341 = -9157.612938 nChanged 18 SP:Iteration 3Q (603.939054 sec): 3 clusters Score: Raw -9714.785622 + Penalty 538.619341 = -9176.166281 nChanged 15 SP:Iteration 4Q (603.992197 sec): 3 clusters Score: Raw -9730.120535 + Penalty 538.619341 = -9191.501194 nChanged 11 SP:Iteration 5Q (604.040902 sec): 3 clusters Score: Raw -9739.867567 + Penalty 538.619341 = -9201.248226 nChanged 7 SP:Iteration 6Q (604.078012 sec): 3 clusters Score: Raw -9745.447758 + Penalty 538.619341 = -9206.828417 nChanged 2 SP:Iteration 7Q (604.123911 sec): 3 clusters Score: Raw -9747.799262 + Penalty 538.619341 = -9209.179922 nChanged 1 SP:Iteration 8Q (604.160502 sec): 3 clusters Score: Raw -9748.063124 + Penalty 538.619341 = -9209.443783 nChanged 0 SP:Iteration 9F (604.213253 sec): 3 clusters Score: Raw -9748.063124 + Penalty 538.619341 = -9209.443783 nChanged 0 Trying to split cluster 35 (1203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (604.237445 sec): 2 clusters Score: Raw -51095.481572 + Penalty 322.712104 = -50772.769468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (604.279840 sec): 3 clusters Score: Raw -50459.037078 + Penalty 645.424208 = -49813.612870 nChanged 489 SP:Iteration 1F (604.337350 sec): 3 clusters Score: Raw -50733.607384 + Penalty 645.424208 = -50088.183175 nChanged 95 SP:Iteration 2F (604.375545 sec): 3 clusters Score: Raw -50789.135238 + Penalty 645.424208 = -50143.711030 nChanged 78 SP:Iteration 3F (604.431759 sec): 3 clusters Score: Raw -50835.861757 + Penalty 645.424208 = -50190.437549 nChanged 71 SP:Iteration 4F (604.469619 sec): 3 clusters Score: Raw -50875.735513 + Penalty 645.424208 = -50230.311305 nChanged 49 SP:Iteration 5Q (604.517734 sec): 3 clusters Score: Raw -50893.069837 + Penalty 645.424208 = -50247.645628 nChanged 36 SP:Iteration 6Q (604.568973 sec): 3 clusters Score: Raw -50908.497282 + Penalty 645.424208 = -50263.073074 nChanged 25 SP:Iteration 7Q (604.614662 sec): 3 clusters Score: Raw -50922.608611 + Penalty 645.424208 = -50277.184403 nChanged 28 SP:Iteration 8Q (604.652988 sec): 3 clusters Score: Raw -50944.077105 + Penalty 645.424208 = -50298.652897 nChanged 35 SP:Iteration 9Q (604.697576 sec): 3 clusters Score: Raw -50959.055421 + Penalty 645.424208 = -50313.631213 nChanged 26 SP:Iteration 10Q (604.750425 sec): 3 clusters Score: Raw -50969.905745 + Penalty 645.424208 = -50324.481537 nChanged 22 SP:Iteration 11Q (604.798383 sec): 3 clusters Score: Raw -50977.428805 + Penalty 645.424208 = -50332.004597 nChanged 15 SP:Iteration 12Q (604.839428 sec): 3 clusters Score: Raw -50984.688042 + Penalty 645.424208 = -50339.263834 nChanged 17 SP:Iteration 13Q (604.889701 sec): 3 clusters Score: Raw -50990.473497 + Penalty 645.424208 = -50345.049289 nChanged 13 SP:Iteration 14Q (604.931679 sec): 3 clusters Score: Raw -50996.313026 + Penalty 645.424208 = -50350.888817 nChanged 10 SP:Iteration 15Q (604.966505 sec): 3 clusters Score: Raw -50999.859154 + Penalty 645.424208 = -50354.434946 nChanged 7 SP:Iteration 16Q (605.013503 sec): 3 clusters Score: Raw -51001.867261 + Penalty 645.424208 = -50356.443053 nChanged 8 SP:Iteration 17Q (605.062582 sec): 3 clusters Score: Raw -51003.389115 + Penalty 645.424208 = -50357.964907 nChanged 5 SP:Iteration 18Q (605.110693 sec): 3 clusters Score: Raw -51004.712370 + Penalty 645.424208 = -50359.288162 nChanged 3 SP:Iteration 19Q (605.159435 sec): 3 clusters Score: Raw -51005.544914 + Penalty 645.424208 = -50360.120706 nChanged 5 SP:Iteration 20F (605.201079 sec): 3 clusters Score: Raw -51006.496420 + Penalty 645.424208 = -50361.072212 nChanged 5 SP:Iteration 21Q (605.246132 sec): 3 clusters Score: Raw -51009.094943 + Penalty 645.424208 = -50363.670735 nChanged 11 SP:Iteration 22Q (605.289984 sec): 3 clusters Score: Raw -51013.728143 + Penalty 645.424208 = -50368.303935 nChanged 6 SP:Iteration 23Q (605.337649 sec): 3 clusters Score: Raw -51015.139497 + Penalty 645.424208 = -50369.715288 nChanged 4 SP:Iteration 24Q (605.389686 sec): 3 clusters Score: Raw -51016.636471 + Penalty 645.424208 = -50371.212263 nChanged 4 SP:Iteration 25Q (605.440351 sec): 3 clusters Score: Raw -51017.909351 + Penalty 645.424208 = -50372.485143 nChanged 2 SP:Iteration 26Q (605.475490 sec): 3 clusters Score: Raw -51018.352672 + Penalty 645.424208 = -50372.928464 nChanged 1 SP:Iteration 27Q (605.524697 sec): 3 clusters Score: Raw -51018.433642 + Penalty 645.424208 = -50373.009434 nChanged 2 SP:Iteration 28Q (605.556378 sec): 3 clusters Score: Raw -51018.787653 + Penalty 645.424208 = -50373.363445 nChanged 2 SP:Iteration 29Q (605.604140 sec): 3 clusters Score: Raw -51019.082011 + Penalty 645.424208 = -50373.657802 nChanged 2 SP:Iteration 30Q (605.648324 sec): 3 clusters Score: Raw -51019.527773 + Penalty 645.424208 = -50374.103565 nChanged 0 SP:Iteration 31F (605.691995 sec): 3 clusters Score: Raw -51019.527773 + Penalty 645.424208 = -50374.103565 nChanged 0 Trying to split cluster 36 (4232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (605.722628 sec): 2 clusters Score: Raw -176131.219150 + Penalty 379.944564 = -175751.274586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (605.774160 sec): 3 clusters Score: Raw -173608.791561 + Penalty 759.889128 = -172848.902433 nChanged 1887 SP:Iteration 1F (605.822822 sec): 3 clusters Score: Raw -174752.387999 + Penalty 759.889128 = -173992.498872 nChanged 281 SP:Iteration 2F (605.857606 sec): 3 clusters Score: Raw -174910.927394 + Penalty 759.889128 = -174151.038266 nChanged 263 SP:Iteration 3F (605.902558 sec): 3 clusters Score: Raw -175073.999940 + Penalty 759.889128 = -174314.110812 nChanged 293 SP:Iteration 4F (605.959038 sec): 3 clusters Score: Raw -175270.114445 + Penalty 759.889128 = -174510.225317 nChanged 286 SP:Iteration 5F (606.003241 sec): 3 clusters Score: Raw -175476.868382 + Penalty 759.889128 = -174716.979255 nChanged 231 SP:Iteration 6F (606.042633 sec): 3 clusters Score: Raw -175635.367174 + Penalty 759.889128 = -174875.478046 nChanged 171 SP:Iteration 7Q (606.096253 sec): 3 clusters Score: Raw -175760.308510 + Penalty 759.889128 = -175000.419383 nChanged 133 SP:Iteration 8Q (606.141618 sec): 3 clusters Score: Raw -175872.458461 + Penalty 759.889128 = -175112.569334 nChanged 108 SP:Iteration 9Q (606.191056 sec): 3 clusters Score: Raw -175959.495685 + Penalty 759.889128 = -175199.606557 nChanged 75 SP:Iteration 10Q (606.236884 sec): 3 clusters Score: Raw -176004.994401 + Penalty 759.889128 = -175245.105273 nChanged 63 SP:Iteration 11Q (606.295544 sec): 3 clusters Score: Raw -176035.001778 + Penalty 759.889128 = -175275.112651 nChanged 45 SP:Iteration 12Q (606.333468 sec): 3 clusters Score: Raw -176060.659101 + Penalty 759.889128 = -175300.769973 nChanged 39 SP:Iteration 13Q (606.390673 sec): 3 clusters Score: Raw -176077.771442 + Penalty 759.889128 = -175317.882314 nChanged 32 SP:Iteration 14Q (606.430723 sec): 3 clusters Score: Raw -176086.981637 + Penalty 759.889128 = -175327.092510 nChanged 26 SP:Iteration 15Q (606.474835 sec): 3 clusters Score: Raw -176099.802188 + Penalty 759.889128 = -175339.913060 nChanged 23 SP:Iteration 16Q (606.522232 sec): 3 clusters Score: Raw -176111.094774 + Penalty 759.889128 = -175351.205647 nChanged 24 SP:Iteration 17Q (606.575185 sec): 3 clusters Score: Raw -176118.904296 + Penalty 759.889128 = -175359.015169 nChanged 15 SP:Iteration 18Q (606.626306 sec): 3 clusters Score: Raw -176125.288309 + Penalty 759.889128 = -175365.399181 nChanged 20 SP:Iteration 19Q (606.663020 sec): 3 clusters Score: Raw -176134.124663 + Penalty 759.889128 = -175374.235536 nChanged 18 SP:Iteration 20F (606.714058 sec): 3 clusters Score: Raw -176141.579665 + Penalty 759.889128 = -175381.690537 nChanged 17 SP:Iteration 21Q (606.757346 sec): 3 clusters Score: Raw -176147.021635 + Penalty 759.889128 = -175387.132507 nChanged 16 SP:Iteration 22Q (606.811267 sec): 3 clusters Score: Raw -176151.499019 + Penalty 759.889128 = -175391.609891 nChanged 13 SP:Iteration 23Q (606.854487 sec): 3 clusters Score: Raw -176155.832210 + Penalty 759.889128 = -175395.943082 nChanged 13 SP:Iteration 24Q (606.904754 sec): 3 clusters Score: Raw -176160.960030 + Penalty 759.889128 = -175401.070902 nChanged 19 SP:Iteration 25Q (606.945944 sec): 3 clusters Score: Raw -176167.182077 + Penalty 759.889128 = -175407.292949 nChanged 11 SP:Iteration 26Q (606.998490 sec): 3 clusters Score: Raw -176169.555834 + Penalty 759.889128 = -175409.666706 nChanged 7 SP:Iteration 27Q (607.040553 sec): 3 clusters Score: Raw -176171.692706 + Penalty 759.889128 = -175411.803578 nChanged 6 SP:Iteration 28Q (607.083281 sec): 3 clusters Score: Raw -176173.362146 + Penalty 759.889128 = -175413.473018 nChanged 9 SP:Iteration 29Q (607.129588 sec): 3 clusters Score: Raw -176175.765064 + Penalty 759.889128 = -175415.875937 nChanged 7 SP:Iteration 30Q (607.177624 sec): 3 clusters Score: Raw -176177.729238 + Penalty 759.889128 = -175417.840110 nChanged 7 SP:Iteration 31Q (607.222278 sec): 3 clusters Score: Raw -176180.102570 + Penalty 759.889128 = -175420.213443 nChanged 13 SP:Iteration 32Q (607.272834 sec): 3 clusters Score: Raw -176185.909088 + Penalty 759.889128 = -175426.019960 nChanged 8 SP:Iteration 33Q (607.331161 sec): 3 clusters Score: Raw -176187.306630 + Penalty 759.889128 = -175427.417503 nChanged 6 SP:Iteration 34Q (607.369065 sec): 3 clusters Score: Raw -176188.976028 + Penalty 759.889128 = -175429.086901 nChanged 7 SP:Iteration 35Q (607.417403 sec): 3 clusters Score: Raw -176192.939569 + Penalty 759.889128 = -175433.050441 nChanged 11 SP:Iteration 36Q (607.468345 sec): 3 clusters Score: Raw -176200.434439 + Penalty 759.889128 = -175440.545312 nChanged 13 SP:Iteration 37Q (607.518074 sec): 3 clusters Score: Raw -176207.417599 + Penalty 759.889128 = -175447.528472 nChanged 6 SP:Iteration 38Q (607.565911 sec): 3 clusters Score: Raw -176209.400350 + Penalty 759.889128 = -175449.511222 nChanged 4 SP:Iteration 39Q (607.608103 sec): 3 clusters Score: Raw -176210.476828 + Penalty 759.889128 = -175450.587700 nChanged 2 SP:Iteration 40F (607.660326 sec): 3 clusters Score: Raw -176211.295492 + Penalty 759.889128 = -175451.406365 nChanged 3 SP:Iteration 41Q (607.705895 sec): 3 clusters Score: Raw -176212.323365 + Penalty 759.889128 = -175452.434237 nChanged 4 SP:Iteration 42Q (607.753963 sec): 3 clusters Score: Raw -176213.294623 + Penalty 759.889128 = -175453.405495 nChanged 0 SP:Iteration 43F (607.796788 sec): 3 clusters Score: Raw -176213.294623 + Penalty 759.889128 = -175453.405495 nChanged 0 Trying to split cluster 37 (596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (607.808350 sec): 2 clusters Score: Raw -22889.421938 + Penalty 290.755950 = -22598.665988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (607.857574 sec): 3 clusters Score: Raw -22621.600688 + Penalty 581.511901 = -22040.088787 nChanged 215 SP:Iteration 1F (607.904117 sec): 3 clusters Score: Raw -22797.247350 + Penalty 581.511901 = -22215.735449 nChanged 52 SP:Iteration 2F (607.948056 sec): 3 clusters Score: Raw -22848.287751 + Penalty 581.511901 = -22266.775850 nChanged 28 SP:Iteration 3Q (607.996734 sec): 3 clusters Score: Raw -22879.790416 + Penalty 581.511901 = -22298.278515 nChanged 22 SP:Iteration 4Q (608.037295 sec): 3 clusters Score: Raw -22901.109189 + Penalty 581.511901 = -22319.597288 nChanged 25 SP:Iteration 5Q (608.077369 sec): 3 clusters Score: Raw -22925.267878 + Penalty 581.511901 = -22343.755977 nChanged 17 SP:Iteration 6Q (608.113538 sec): 3 clusters Score: Raw -22953.436287 + Penalty 581.511901 = -22371.924386 nChanged 15 SP:Iteration 7Q (608.157511 sec): 3 clusters Score: Raw -22968.214368 + Penalty 581.511901 = -22386.702467 nChanged 17 SP:Iteration 8Q (608.200337 sec): 3 clusters Score: Raw -22990.829750 + Penalty 581.511901 = -22409.317850 nChanged 13 SP:Iteration 9Q (608.250669 sec): 3 clusters Score: Raw -23004.410999 + Penalty 581.511901 = -22422.899098 nChanged 19 SP:Iteration 10Q (608.302107 sec): 3 clusters Score: Raw -23024.636250 + Penalty 581.511901 = -22443.124349 nChanged 15 SP:Iteration 11Q (608.348556 sec): 3 clusters Score: Raw -23047.570102 + Penalty 581.511901 = -22466.058201 nChanged 15 SP:Iteration 12Q (608.386718 sec): 3 clusters Score: Raw -23069.511975 + Penalty 581.511901 = -22488.000074 nChanged 10 SP:Iteration 13Q (608.434277 sec): 3 clusters Score: Raw -23087.725872 + Penalty 581.511901 = -22506.213972 nChanged 12 SP:Iteration 14Q (608.465502 sec): 3 clusters Score: Raw -23112.570322 + Penalty 581.511901 = -22531.058421 nChanged 14 SP:Iteration 15Q (608.508833 sec): 3 clusters Score: Raw -23141.472949 + Penalty 581.511901 = -22559.961048 nChanged 8 SP:Iteration 16Q (608.549718 sec): 3 clusters Score: Raw -23152.350445 + Penalty 581.511901 = -22570.838545 nChanged 7 SP:Iteration 17Q (608.592623 sec): 3 clusters Score: Raw -23166.104756 + Penalty 581.511901 = -22584.592855 nChanged 5 SP:Iteration 18Q (608.637923 sec): 3 clusters Score: Raw -23177.054150 + Penalty 581.511901 = -22595.542249 nChanged 4 SP:Iteration 19Q (608.683072 sec): 3 clusters Score: Raw -23182.360212 + Penalty 581.511901 = -22600.848312 nChanged 2 SP:Iteration 20F (608.726116 sec): 3 clusters Score: Raw -23184.473293 + Penalty 581.511901 = -22602.961393 nChanged 1 SP:Iteration 21Q (608.768948 sec): 3 clusters Score: Raw -23185.420980 + Penalty 581.511901 = -22603.909079 nChanged 0 SP:Iteration 22F (608.812584 sec): 3 clusters Score: Raw -23185.420980 + Penalty 581.511901 = -22603.909079 nChanged 0 Score: Raw -6288925.117572 + Penalty 21912.091398 = -6267013.026174 Splitting cluster 37 changes total score from -6266205.554202 to -6267013.026174 So it's getting split into cluster 40. Trying to split cluster 38 (762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (611.742603 sec): 2 clusters Score: Raw -32497.430222 + Penalty 301.935568 = -32195.494653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (611.791683 sec): 3 clusters Score: Raw -32158.296798 + Penalty 603.871137 = -31554.425661 nChanged 270 SP:Iteration 1F (611.833098 sec): 3 clusters Score: Raw -32341.932614 + Penalty 603.871137 = -31738.061478 nChanged 67 SP:Iteration 2F (611.878237 sec): 3 clusters Score: Raw -32378.163505 + Penalty 603.871137 = -31774.292368 nChanged 38 SP:Iteration 3Q (611.932697 sec): 3 clusters Score: Raw -32399.764543 + Penalty 603.871137 = -31795.893407 nChanged 27 SP:Iteration 4Q (611.965512 sec): 3 clusters Score: Raw -32416.008675 + Penalty 603.871137 = -31812.137539 nChanged 17 SP:Iteration 5Q (612.022427 sec): 3 clusters Score: Raw -32427.147066 + Penalty 603.871137 = -31823.275930 nChanged 15 SP:Iteration 6Q (612.058902 sec): 3 clusters Score: Raw -32440.414983 + Penalty 603.871137 = -31836.543846 nChanged 12 SP:Iteration 7Q (612.118036 sec): 3 clusters Score: Raw -32446.010333 + Penalty 603.871137 = -31842.139196 nChanged 8 SP:Iteration 8Q (612.154905 sec): 3 clusters Score: Raw -32448.275835 + Penalty 603.871137 = -31844.404698 nChanged 8 SP:Iteration 9Q (612.197580 sec): 3 clusters Score: Raw -32451.517303 + Penalty 603.871137 = -31847.646166 nChanged 7 SP:Iteration 10Q (612.244566 sec): 3 clusters Score: Raw -32455.334069 + Penalty 603.871137 = -31851.462933 nChanged 7 SP:Iteration 11Q (612.288067 sec): 3 clusters Score: Raw -32459.570421 + Penalty 603.871137 = -31855.699285 nChanged 7 SP:Iteration 12Q (612.333213 sec): 3 clusters Score: Raw -32462.536709 + Penalty 603.871137 = -31858.665572 nChanged 6 SP:Iteration 13Q (612.380795 sec): 3 clusters Score: Raw -32465.105613 + Penalty 603.871137 = -31861.234477 nChanged 8 SP:Iteration 14Q (612.421147 sec): 3 clusters Score: Raw -32468.322951 + Penalty 603.871137 = -31864.451815 nChanged 8 SP:Iteration 15Q (612.461461 sec): 3 clusters Score: Raw -32470.580676 + Penalty 603.871137 = -31866.709539 nChanged 7 SP:Iteration 16Q (612.512058 sec): 3 clusters Score: Raw -32472.584401 + Penalty 603.871137 = -31868.713264 nChanged 6 SP:Iteration 17Q (612.547940 sec): 3 clusters Score: Raw -32475.031081 + Penalty 603.871137 = -31871.159944 nChanged 2 SP:Iteration 18Q (612.597230 sec): 3 clusters Score: Raw -32475.596544 + Penalty 603.871137 = -31871.725407 nChanged 2 SP:Iteration 19Q (612.635003 sec): 3 clusters Score: Raw -32476.597617 + Penalty 603.871137 = -31872.726480 nChanged 0 SP:Iteration 20F (612.671018 sec): 3 clusters Score: Raw -32476.597617 + Penalty 603.871137 = -31872.726480 nChanged 0 Iteration 179Q (614.649800 sec): 41 clusters Score: Raw -6289348.767666 + Penalty 21912.091398 = -6267436.676268 nChanged 898 Iteration 180F (617.609556 sec): 41 clusters Score: Raw -6289861.586727 + Penalty 21912.091398 = -6267949.495329 nChanged 756 Iteration 181Q (619.483879 sec): 41 clusters Score: Raw -6290121.182100 + Penalty 21912.091398 = -6268209.090702 nChanged 473 Iteration 182Q (621.346881 sec): 41 clusters Score: Raw -6290233.026018 + Penalty 21912.091398 = -6268320.934620 nChanged 310 Iteration 183Q (623.178247 sec): 41 clusters Score: Raw -6290291.528469 + Penalty 21912.091398 = -6268379.437071 nChanged 245 Iteration 184Q (624.947550 sec): 41 clusters Score: Raw -6290334.423699 + Penalty 21912.091398 = -6268422.332301 nChanged 200 Iteration 185Q (626.967394 sec): 41 clusters Score: Raw -6290366.232134 + Penalty 21912.091398 = -6268454.140736 nChanged 188 Iteration 186Q (628.920825 sec): 41 clusters Score: Raw -6290391.899670 + Penalty 21912.091398 = -6268479.808272 nChanged 135 Iteration 187Q (630.962045 sec): 41 clusters Score: Raw -6290412.380975 + Penalty 21912.091398 = -6268500.289577 nChanged 141 Iteration 188Q (633.092392 sec): 41 clusters Score: Raw -6290439.464014 + Penalty 21912.091398 = -6268527.372616 nChanged 116 Iteration 189Q (635.020541 sec): 41 clusters Score: Raw -6290458.526939 + Penalty 21912.091398 = -6268546.435541 nChanged 121 Iteration 190Q (637.059999 sec): 41 clusters Score: Raw -6290476.098562 + Penalty 21912.091398 = -6268564.007164 nChanged 110 Iteration 191Q (638.927229 sec): 41 clusters Score: Raw -6290488.820511 + Penalty 21912.091398 = -6268576.729113 nChanged 87 Iteration 192Q (641.008033 sec): 41 clusters Score: Raw -6290509.640702 + Penalty 21912.091398 = -6268597.549304 nChanged 95 Iteration 193Q (643.112571 sec): 41 clusters Score: Raw -6290530.044250 + Penalty 21912.091398 = -6268617.952852 nChanged 92 Iteration 194Q (645.018929 sec): 41 clusters Score: Raw -6290542.320998 + Penalty 21912.091398 = -6268630.229600 nChanged 70 Iteration 195Q (647.089864 sec): 41 clusters Score: Raw -6290555.844457 + Penalty 21912.091398 = -6268643.753059 nChanged 67 Iteration 196Q (649.133625 sec): 41 clusters Score: Raw -6290571.922444 + Penalty 21912.091398 = -6268659.831046 nChanged 68 Iteration 197Q (651.243283 sec): 41 clusters Score: Raw -6290588.915298 + Penalty 21912.091398 = -6268676.823900 nChanged 66 Iteration 198Q (653.193658 sec): 41 clusters Score: Raw -6290600.948394 + Penalty 21912.091398 = -6268688.856996 nChanged 50 Iteration 199Q (655.062504 sec): 41 clusters Score: Raw -6290607.280033 + Penalty 21912.091398 = -6268695.188635 nChanged 54 Iteration 200F (658.065958 sec): 41 clusters Score: Raw -6290612.648170 + Penalty 21912.091398 = -6268700.556772 nChanged 50 Iteration 201Q (659.934136 sec): 41 clusters Score: Raw -6290617.965759 + Penalty 21912.091398 = -6268705.874361 nChanged 52 Iteration 202Q (661.770698 sec): 41 clusters Score: Raw -6290622.036918 + Penalty 21912.091398 = -6268709.945520 nChanged 44 Iteration 203Q (663.532346 sec): 41 clusters Score: Raw -6290624.622891 + Penalty 21912.091398 = -6268712.531493 nChanged 52 Iteration 204Q (665.500586 sec): 41 clusters Score: Raw -6290628.307481 + Penalty 21912.091398 = -6268716.216083 nChanged 47 Iteration 205Q (667.436896 sec): 41 clusters Score: Raw -6290630.873697 + Penalty 21912.091398 = -6268718.782299 nChanged 42 Iteration 206Q (669.513410 sec): 41 clusters Score: Raw -6290633.306283 + Penalty 21912.091398 = -6268721.214885 nChanged 41 Iteration 207Q (671.500011 sec): 41 clusters Score: Raw -6290636.122519 + Penalty 21912.091398 = -6268724.031121 nChanged 46 Iteration 208Q (673.329224 sec): 41 clusters Score: Raw -6290639.729646 + Penalty 21912.091398 = -6268727.638248 nChanged 32 Iteration 209Q (675.313357 sec): 41 clusters Score: Raw -6290642.006972 + Penalty 21912.091398 = -6268729.915574 nChanged 34 Iteration 210Q (677.127135 sec): 41 clusters Score: Raw -6290644.648778 + Penalty 21912.091398 = -6268732.557380 nChanged 43 Iteration 211Q (679.049234 sec): 41 clusters Score: Raw -6290647.958061 + Penalty 21912.091398 = -6268735.866663 nChanged 36 Iteration 212Q (680.958250 sec): 41 clusters Score: Raw -6290651.538701 + Penalty 21912.091398 = -6268739.447303 nChanged 38 Iteration 213Q (682.865887 sec): 41 clusters Score: Raw -6290655.221059 + Penalty 21912.091398 = -6268743.129661 nChanged 23 Iteration 214Q (684.820951 sec): 41 clusters Score: Raw -6290656.836598 + Penalty 21912.091398 = -6268744.745200 nChanged 24 Iteration 215Q (686.785024 sec): 41 clusters Score: Raw -6290658.570068 + Penalty 21912.091398 = -6268746.478670 nChanged 19 Iteration 216Q (688.853557 sec): 41 clusters Score: Raw -6290659.799368 + Penalty 21912.091398 = -6268747.707970 nChanged 18 Iteration 217Q (690.893391 sec): 41 clusters Score: Raw -6290660.797509 + Penalty 21912.091398 = -6268748.706111 nChanged 21 Iteration 218Q (693.022357 sec): 41 clusters Score: Raw -6290662.943179 + Penalty 21912.091398 = -6268750.851781 nChanged 21 Writing temp clu file Because OldScore, -6268748.706111, is greater than current (better) Score,-6268750.851781 Compute initial score before splitting: Score: Raw -6290662.943179 + Penalty 21912.091398 = -6268750.851781 Trying to split cluster 1 (10710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (693.104754 sec): 2 clusters Score: Raw -409633.667771 + Penalty 422.191459 = -409211.476312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (693.164102 sec): 3 clusters Score: Raw -402985.647804 + Penalty 844.382918 = -402141.264886 nChanged 4988 SP:Iteration 1F (693.218412 sec): 3 clusters Score: Raw -406140.473646 + Penalty 844.382918 = -405296.090728 nChanged 797 SP:Iteration 2F (693.279054 sec): 3 clusters Score: Raw -406702.051652 + Penalty 844.382918 = -405857.668734 nChanged 764 SP:Iteration 3F (693.334187 sec): 3 clusters Score: Raw -407308.602527 + Penalty 844.382918 = -406464.219609 nChanged 703 SP:Iteration 4F (693.387259 sec): 3 clusters Score: Raw -407897.982816 + Penalty 844.382918 = -407053.599899 nChanged 583 SP:Iteration 5F (693.430739 sec): 3 clusters Score: Raw -408254.880747 + Penalty 844.382918 = -407410.497829 nChanged 406 SP:Iteration 6Q (693.486486 sec): 3 clusters Score: Raw -408425.456040 + Penalty 844.382918 = -407581.073122 nChanged 225 SP:Iteration 7Q (693.538065 sec): 3 clusters Score: Raw -408492.611062 + Penalty 844.382918 = -407648.228144 nChanged 174 SP:Iteration 8Q (693.581648 sec): 3 clusters Score: Raw -408533.495677 + Penalty 844.382918 = -407689.112759 nChanged 111 SP:Iteration 9Q (693.636180 sec): 3 clusters Score: Raw -408557.521356 + Penalty 844.382918 = -407713.138438 nChanged 105 SP:Iteration 10Q (693.684135 sec): 3 clusters Score: Raw -408578.842845 + Penalty 844.382918 = -407734.459927 nChanged 93 SP:Iteration 11Q (693.734620 sec): 3 clusters Score: Raw -408598.959822 + Penalty 844.382918 = -407754.576905 nChanged 97 SP:Iteration 12Q (693.769477 sec): 3 clusters Score: Raw -408618.312061 + Penalty 844.382918 = -407773.929143 nChanged 81 SP:Iteration 13Q (693.823826 sec): 3 clusters Score: Raw -408635.366552 + Penalty 844.382918 = -407790.983634 nChanged 80 SP:Iteration 14Q (693.860786 sec): 3 clusters Score: Raw -408655.185272 + Penalty 844.382918 = -407810.802354 nChanged 102 SP:Iteration 15Q (693.918968 sec): 3 clusters Score: Raw -408677.466848 + Penalty 844.382918 = -407833.083930 nChanged 84 SP:Iteration 16Q (693.964779 sec): 3 clusters Score: Raw -408695.092950 + Penalty 844.382918 = -407850.710032 nChanged 84 SP:Iteration 17Q (694.022831 sec): 3 clusters Score: Raw -408711.288376 + Penalty 844.382918 = -407866.905458 nChanged 82 SP:Iteration 18Q (694.076165 sec): 3 clusters Score: Raw -408727.074849 + Penalty 844.382918 = -407882.691931 nChanged 94 SP:Iteration 19Q (694.128097 sec): 3 clusters Score: Raw -408747.182454 + Penalty 844.382918 = -407902.799536 nChanged 100 SP:Iteration 20F (694.191981 sec): 3 clusters Score: Raw -408768.128399 + Penalty 844.382918 = -407923.745481 nChanged 92 SP:Iteration 21Q (694.237001 sec): 3 clusters Score: Raw -408785.729772 + Penalty 844.382918 = -407941.346854 nChanged 72 SP:Iteration 22Q (694.301546 sec): 3 clusters Score: Raw -408799.141131 + Penalty 844.382918 = -407954.758213 nChanged 76 SP:Iteration 23Q (694.359670 sec): 3 clusters Score: Raw -408812.594947 + Penalty 844.382918 = -407968.212030 nChanged 83 SP:Iteration 24Q (694.415898 sec): 3 clusters Score: Raw -408828.043482 + Penalty 844.382918 = -407983.660564 nChanged 87 SP:Iteration 25Q (694.466608 sec): 3 clusters Score: Raw -408848.818861 + Penalty 844.382918 = -408004.435943 nChanged 108 SP:Iteration 26Q (694.515649 sec): 3 clusters Score: Raw -408879.299813 + Penalty 844.382918 = -408034.916896 nChanged 119 SP:Iteration 27Q (694.569791 sec): 3 clusters Score: Raw -408915.489364 + Penalty 844.382918 = -408071.106446 nChanged 118 SP:Iteration 28Q (694.634766 sec): 3 clusters Score: Raw -408947.882428 + Penalty 844.382918 = -408103.499510 nChanged 101 SP:Iteration 29Q (694.684428 sec): 3 clusters Score: Raw -408978.278009 + Penalty 844.382918 = -408133.895091 nChanged 108 SP:Iteration 30Q (694.725968 sec): 3 clusters Score: Raw -409011.599054 + Penalty 844.382918 = -408167.216136 nChanged 117 SP:Iteration 31Q (694.775205 sec): 3 clusters Score: Raw -409044.395188 + Penalty 844.382918 = -408200.012270 nChanged 105 SP:Iteration 32Q (694.827634 sec): 3 clusters Score: Raw -409074.105841 + Penalty 844.382918 = -408229.722923 nChanged 89 SP:Iteration 33Q (694.885822 sec): 3 clusters Score: Raw -409095.516464 + Penalty 844.382918 = -408251.133546 nChanged 84 SP:Iteration 34Q (694.938839 sec): 3 clusters Score: Raw -409117.755224 + Penalty 844.382918 = -408273.372306 nChanged 83 SP:Iteration 35Q (694.995598 sec): 3 clusters Score: Raw -409140.711242 + Penalty 844.382918 = -408296.328324 nChanged 76 SP:Iteration 36Q (695.043812 sec): 3 clusters Score: Raw -409164.562534 + Penalty 844.382918 = -408320.179616 nChanged 82 SP:Iteration 37Q (695.110467 sec): 3 clusters Score: Raw -409192.892367 + Penalty 844.382918 = -408348.509449 nChanged 78 SP:Iteration 38Q (695.172532 sec): 3 clusters Score: Raw -409218.684365 + Penalty 844.382918 = -408374.301448 nChanged 73 SP:Iteration 39Q (695.227854 sec): 3 clusters Score: Raw -409239.809563 + Penalty 844.382918 = -408395.426645 nChanged 68 SP:Iteration 40F (695.282978 sec): 3 clusters Score: Raw -409255.664861 + Penalty 844.382918 = -408411.281943 nChanged 57 SP:Iteration 41Q (695.329352 sec): 3 clusters Score: Raw -409272.146234 + Penalty 844.382918 = -408427.763317 nChanged 72 SP:Iteration 42Q (695.397025 sec): 3 clusters Score: Raw -409292.520228 + Penalty 844.382918 = -408448.137310 nChanged 66 SP:Iteration 43Q (695.443215 sec): 3 clusters Score: Raw -409312.836457 + Penalty 844.382918 = -408468.453539 nChanged 63 SP:Iteration 44Q (695.502447 sec): 3 clusters Score: Raw -409333.198401 + Penalty 844.382918 = -408488.815483 nChanged 77 SP:Iteration 45Q (695.553603 sec): 3 clusters Score: Raw -409362.755055 + Penalty 844.382918 = -408518.372137 nChanged 66 SP:Iteration 46Q (695.601696 sec): 3 clusters Score: Raw -409384.001137 + Penalty 844.382918 = -408539.618219 nChanged 54 SP:Iteration 47Q (695.655456 sec): 3 clusters Score: Raw -409408.071587 + Penalty 844.382918 = -408563.688670 nChanged 62 SP:Iteration 48Q (695.709272 sec): 3 clusters Score: Raw -409435.113003 + Penalty 844.382918 = -408590.730086 nChanged 56 SP:Iteration 49Q (695.769350 sec): 3 clusters Score: Raw -409460.247617 + Penalty 844.382918 = -408615.864699 nChanged 57 SP:Iteration 50Q (695.818213 sec): 3 clusters Score: Raw -409487.238533 + Penalty 844.382918 = -408642.855615 nChanged 52 SP:Iteration 51Q (695.863869 sec): 3 clusters Score: Raw -409507.859400 + Penalty 844.382918 = -408663.476482 nChanged 44 SP:Iteration 52Q (695.924252 sec): 3 clusters Score: Raw -409523.611157 + Penalty 844.382918 = -408679.228239 nChanged 49 SP:Iteration 53Q (695.973947 sec): 3 clusters Score: Raw -409545.087340 + Penalty 844.382918 = -408700.704423 nChanged 39 SP:Iteration 54Q (696.016440 sec): 3 clusters Score: Raw -409560.285190 + Penalty 844.382918 = -408715.902273 nChanged 34 SP:Iteration 55Q (696.075034 sec): 3 clusters Score: Raw -409572.792818 + Penalty 844.382918 = -408728.409900 nChanged 31 SP:Iteration 56Q (696.130447 sec): 3 clusters Score: Raw -409585.336756 + Penalty 844.382918 = -408740.953838 nChanged 27 SP:Iteration 57Q (696.177357 sec): 3 clusters Score: Raw -409596.579617 + Penalty 844.382918 = -408752.196699 nChanged 37 SP:Iteration 58Q (696.235468 sec): 3 clusters Score: Raw -409613.403544 + Penalty 844.382918 = -408769.020626 nChanged 33 SP:Iteration 59Q (696.298662 sec): 3 clusters Score: Raw -409629.866069 + Penalty 844.382918 = -408785.483152 nChanged 34 SP:Iteration 60F (696.341875 sec): 3 clusters Score: Raw -409647.249801 + Penalty 844.382918 = -408802.866883 nChanged 25 SP:Iteration 61Q (696.404424 sec): 3 clusters Score: Raw -409659.002774 + Penalty 844.382918 = -408814.619856 nChanged 26 SP:Iteration 62Q (696.447891 sec): 3 clusters Score: Raw -409676.127496 + Penalty 844.382918 = -408831.744578 nChanged 21 SP:Iteration 63Q (696.508716 sec): 3 clusters Score: Raw -409688.775343 + Penalty 844.382918 = -408844.392425 nChanged 9 SP:Iteration 64Q (696.559951 sec): 3 clusters Score: Raw -409692.812867 + Penalty 844.382918 = -408848.429949 nChanged 7 SP:Iteration 65Q (696.601179 sec): 3 clusters Score: Raw -409695.311503 + Penalty 844.382918 = -408850.928585 nChanged 6 SP:Iteration 66Q (696.659850 sec): 3 clusters Score: Raw -409697.004669 + Penalty 844.382918 = -408852.621751 nChanged 6 SP:Iteration 67Q (696.708129 sec): 3 clusters Score: Raw -409699.528421 + Penalty 844.382918 = -408855.145503 nChanged 7 SP:Iteration 68Q (696.762924 sec): 3 clusters Score: Raw -409704.061896 + Penalty 844.382918 = -408859.678979 nChanged 7 SP:Iteration 69Q (696.817769 sec): 3 clusters Score: Raw -409706.691961 + Penalty 844.382918 = -408862.309043 nChanged 5 SP:Iteration 70Q (696.877086 sec): 3 clusters Score: Raw -409710.723252 + Penalty 844.382918 = -408866.340335 nChanged 5 SP:Iteration 71Q (696.929685 sec): 3 clusters Score: Raw -409713.617012 + Penalty 844.382918 = -408869.234094 nChanged 2 SP:Iteration 72Q (696.987688 sec): 3 clusters Score: Raw -409714.533506 + Penalty 844.382918 = -408870.150588 nChanged 2 SP:Iteration 73Q (697.033388 sec): 3 clusters Score: Raw -409715.685383 + Penalty 844.382918 = -408871.302465 nChanged 2 SP:Iteration 74Q (697.094163 sec): 3 clusters Score: Raw -409716.501988 + Penalty 844.382918 = -408872.119070 nChanged 2 SP:Iteration 75Q (697.138499 sec): 3 clusters Score: Raw -409717.324247 + Penalty 844.382918 = -408872.941329 nChanged 2 SP:Iteration 76Q (697.199984 sec): 3 clusters Score: Raw -409718.388080 + Penalty 844.382918 = -408874.005162 nChanged 2 SP:Iteration 77Q (697.243390 sec): 3 clusters Score: Raw -409719.023544 + Penalty 844.382918 = -408874.640626 nChanged 2 SP:Iteration 78Q (697.302605 sec): 3 clusters Score: Raw -409719.634260 + Penalty 844.382918 = -408875.251342 nChanged 3 SP:Iteration 79Q (697.342745 sec): 3 clusters Score: Raw -409720.201314 + Penalty 844.382918 = -408875.818396 nChanged 1 SP:Iteration 80F (697.401500 sec): 3 clusters Score: Raw -409720.357559 + Penalty 844.382918 = -408875.974641 nChanged 0 Trying to split cluster 2 (574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (697.417783 sec): 2 clusters Score: Raw -18553.317789 + Penalty 289.044638 = -18264.273152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (697.458769 sec): 3 clusters Score: Raw -18296.011321 + Penalty 578.089275 = -17717.922046 nChanged 201 SP:Iteration 1F (697.504552 sec): 3 clusters Score: Raw -18474.144299 + Penalty 578.089275 = -17896.055024 nChanged 68 SP:Iteration 2F (697.544173 sec): 3 clusters Score: Raw -18557.286365 + Penalty 578.089275 = -17979.197090 nChanged 45 SP:Iteration 3F (697.595609 sec): 3 clusters Score: Raw -18604.667750 + Penalty 578.089275 = -18026.578475 nChanged 21 SP:Iteration 4Q (697.642855 sec): 3 clusters Score: Raw -18644.745748 + Penalty 578.089275 = -18066.656473 nChanged 28 SP:Iteration 5Q (697.687779 sec): 3 clusters Score: Raw -18695.338545 + Penalty 578.089275 = -18117.249270 nChanged 20 SP:Iteration 6Q (697.726115 sec): 3 clusters Score: Raw -18735.856548 + Penalty 578.089275 = -18157.767273 nChanged 16 SP:Iteration 7Q (697.780019 sec): 3 clusters Score: Raw -18753.481461 + Penalty 578.089275 = -18175.392186 nChanged 13 SP:Iteration 8Q (697.822402 sec): 3 clusters Score: Raw -18761.569642 + Penalty 578.089275 = -18183.480367 nChanged 4 SP:Iteration 9Q (697.866852 sec): 3 clusters Score: Raw -18765.018301 + Penalty 578.089275 = -18186.929026 nChanged 3 SP:Iteration 10Q (697.902532 sec): 3 clusters Score: Raw -18767.972728 + Penalty 578.089275 = -18189.883453 nChanged 5 SP:Iteration 11Q (697.947552 sec): 3 clusters Score: Raw -18769.618453 + Penalty 578.089275 = -18191.529178 nChanged 0 SP:Iteration 12F (697.995558 sec): 3 clusters Score: Raw -18769.618453 + Penalty 578.089275 = -18191.529178 nChanged 0 Trying to split cluster 3 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (698.017808 sec): 2 clusters Score: Raw -9039.381008 + Penalty 245.616403 = -8793.764605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (698.064846 sec): 3 clusters Score: Raw -8976.963855 + Penalty 491.232806 = -8485.731049 nChanged 58 SP:Iteration 1F (698.111252 sec): 3 clusters Score: Raw -9028.521504 + Penalty 491.232806 = -8537.288698 nChanged 16 SP:Iteration 2F (698.158340 sec): 3 clusters Score: Raw -9053.596186 + Penalty 491.232806 = -8562.363381 nChanged 9 SP:Iteration 3Q (698.200464 sec): 3 clusters Score: Raw -9075.964907 + Penalty 491.232806 = -8584.732101 nChanged 12 SP:Iteration 4F (698.238155 sec): 3 clusters Score: Raw -9099.652123 + Penalty 491.232806 = -8608.419317 nChanged 5 SP:Iteration 5Q (698.278531 sec): 3 clusters Score: Raw -9108.922507 + Penalty 491.232806 = -8617.689701 nChanged 7 SP:Iteration 6Q (698.329913 sec): 3 clusters Score: Raw -9116.759609 + Penalty 491.232806 = -8625.526804 nChanged 5 SP:Iteration 7Q (698.374468 sec): 3 clusters Score: Raw -9121.998554 + Penalty 491.232806 = -8630.765748 nChanged 1 SP:Iteration 8Q (698.417852 sec): 3 clusters Score: Raw -9122.245298 + Penalty 491.232806 = -8631.012493 nChanged 0 SP:Iteration 9F (698.469502 sec): 3 clusters Score: Raw -9122.245298 + Penalty 491.232806 = -8631.012493 nChanged 0 Trying to split cluster 4 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (698.496730 sec): 2 clusters Score: Raw -25851.813507 + Penalty 293.352417 = -25558.461090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (698.534810 sec): 3 clusters Score: Raw -25586.117069 + Penalty 586.704833 = -24999.412236 nChanged 240 SP:Iteration 1F (698.577758 sec): 3 clusters Score: Raw -25763.863545 + Penalty 586.704833 = -25177.158711 nChanged 47 SP:Iteration 2F (698.637711 sec): 3 clusters Score: Raw -25809.889395 + Penalty 586.704833 = -25223.184561 nChanged 34 SP:Iteration 3F (698.677452 sec): 3 clusters Score: Raw -25836.868807 + Penalty 586.704833 = -25250.163973 nChanged 25 SP:Iteration 4Q (698.720832 sec): 3 clusters Score: Raw -25852.240445 + Penalty 586.704833 = -25265.535612 nChanged 17 SP:Iteration 5Q (698.773267 sec): 3 clusters Score: Raw -25860.848231 + Penalty 586.704833 = -25274.143397 nChanged 7 SP:Iteration 6Q (698.815862 sec): 3 clusters Score: Raw -25866.584493 + Penalty 586.704833 = -25279.879659 nChanged 4 SP:Iteration 7Q (698.860999 sec): 3 clusters Score: Raw -25869.613215 + Penalty 586.704833 = -25282.908381 nChanged 3 SP:Iteration 8Q (698.897210 sec): 3 clusters Score: Raw -25870.277759 + Penalty 586.704833 = -25283.572925 nChanged 1 SP:Iteration 9Q (698.942952 sec): 3 clusters Score: Raw -25871.098933 + Penalty 586.704833 = -25284.394100 nChanged 1 SP:Iteration 10Q (698.977677 sec): 3 clusters Score: Raw -25871.988781 + Penalty 586.704833 = -25285.283947 nChanged 1 SP:Iteration 11Q (699.024752 sec): 3 clusters Score: Raw -25872.164807 + Penalty 586.704833 = -25285.459973 nChanged 0 SP:Iteration 12F (699.063284 sec): 3 clusters Score: Raw -25872.164807 + Penalty 586.704833 = -25285.459973 nChanged 0 Trying to split cluster 5 (6112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (699.100572 sec): 2 clusters Score: Raw -253940.092588 + Penalty 396.669425 = -253543.423164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (699.150103 sec): 3 clusters Score: Raw -250256.547432 + Penalty 793.338849 = -249463.208583 nChanged 2785 SP:Iteration 1F (699.199675 sec): 3 clusters Score: Raw -252000.300357 + Penalty 793.338849 = -251206.961508 nChanged 432 SP:Iteration 2F (699.244367 sec): 3 clusters Score: Raw -252279.977204 + Penalty 793.338849 = -251486.638355 nChanged 461 SP:Iteration 3F (699.286310 sec): 3 clusters Score: Raw -252612.794244 + Penalty 793.338849 = -251819.455395 nChanged 443 SP:Iteration 4F (699.335229 sec): 3 clusters Score: Raw -252945.368533 + Penalty 793.338849 = -252152.029684 nChanged 365 SP:Iteration 5F (699.387613 sec): 3 clusters Score: Raw -253247.687266 + Penalty 793.338849 = -252454.348417 nChanged 324 SP:Iteration 6F (699.433496 sec): 3 clusters Score: Raw -253546.903317 + Penalty 793.338849 = -252753.564468 nChanged 241 SP:Iteration 7Q (699.485183 sec): 3 clusters Score: Raw -253762.293056 + Penalty 793.338849 = -252968.954207 nChanged 174 SP:Iteration 8Q (699.537829 sec): 3 clusters Score: Raw -253883.546258 + Penalty 793.338849 = -253090.207409 nChanged 139 SP:Iteration 9Q (699.583082 sec): 3 clusters Score: Raw -253970.996746 + Penalty 793.338849 = -253177.657897 nChanged 99 SP:Iteration 10Q (699.632827 sec): 3 clusters Score: Raw -254029.094530 + Penalty 793.338849 = -253235.755681 nChanged 74 SP:Iteration 11Q (699.674259 sec): 3 clusters Score: Raw -254071.487826 + Penalty 793.338849 = -253278.148977 nChanged 65 SP:Iteration 12Q (699.726774 sec): 3 clusters Score: Raw -254097.021573 + Penalty 793.338849 = -253303.682724 nChanged 44 SP:Iteration 13Q (699.773328 sec): 3 clusters Score: Raw -254111.237825 + Penalty 793.338849 = -253317.898976 nChanged 34 SP:Iteration 14Q (699.822673 sec): 3 clusters Score: Raw -254119.804682 + Penalty 793.338849 = -253326.465833 nChanged 24 SP:Iteration 15Q (699.881259 sec): 3 clusters Score: Raw -254127.921285 + Penalty 793.338849 = -253334.582436 nChanged 26 SP:Iteration 16Q (699.930195 sec): 3 clusters Score: Raw -254136.352221 + Penalty 793.338849 = -253343.013372 nChanged 24 SP:Iteration 17Q (699.980310 sec): 3 clusters Score: Raw -254142.202479 + Penalty 793.338849 = -253348.863630 nChanged 27 SP:Iteration 18Q (700.040283 sec): 3 clusters Score: Raw -254150.012827 + Penalty 793.338849 = -253356.673978 nChanged 18 SP:Iteration 19Q (700.091626 sec): 3 clusters Score: Raw -254154.366199 + Penalty 793.338849 = -253361.027350 nChanged 13 SP:Iteration 20F (700.139251 sec): 3 clusters Score: Raw -254156.150273 + Penalty 793.338849 = -253362.811424 nChanged 7 SP:Iteration 21Q (700.189693 sec): 3 clusters Score: Raw -254156.951406 + Penalty 793.338849 = -253363.612557 nChanged 8 SP:Iteration 22Q (700.238561 sec): 3 clusters Score: Raw -254157.963908 + Penalty 793.338849 = -253364.625059 nChanged 5 SP:Iteration 23Q (700.297506 sec): 3 clusters Score: Raw -254158.658052 + Penalty 793.338849 = -253365.319203 nChanged 6 SP:Iteration 24Q (700.350106 sec): 3 clusters Score: Raw -254159.384176 + Penalty 793.338849 = -253366.045327 nChanged 5 SP:Iteration 25Q (700.403008 sec): 3 clusters Score: Raw -254160.303819 + Penalty 793.338849 = -253366.964970 nChanged 4 SP:Iteration 26Q (700.456972 sec): 3 clusters Score: Raw -254160.662369 + Penalty 793.338849 = -253367.323520 nChanged 1 SP:Iteration 27Q (700.505774 sec): 3 clusters Score: Raw -254160.715841 + Penalty 793.338849 = -253367.376992 nChanged 0 SP:Iteration 28F (700.557719 sec): 3 clusters Score: Raw -254160.715841 + Penalty 793.338849 = -253367.376992 nChanged 0 Trying to split cluster 6 (2198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (700.576218 sec): 2 clusters Score: Raw -90548.833185 + Penalty 350.136293 = -90198.696893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (700.626104 sec): 3 clusters Score: Raw -89340.730252 + Penalty 700.272585 = -88640.457667 nChanged 920 SP:Iteration 1F (700.679711 sec): 3 clusters Score: Raw -89879.565600 + Penalty 700.272585 = -89179.293014 nChanged 161 SP:Iteration 2F (700.730704 sec): 3 clusters Score: Raw -89956.800564 + Penalty 700.272585 = -89256.527979 nChanged 126 SP:Iteration 3F (700.767735 sec): 3 clusters Score: Raw -90013.879765 + Penalty 700.272585 = -89313.607180 nChanged 92 SP:Iteration 4Q (700.813321 sec): 3 clusters Score: Raw -90057.129827 + Penalty 700.272585 = -89356.857242 nChanged 87 SP:Iteration 5Q (700.866580 sec): 3 clusters Score: Raw -90098.519555 + Penalty 700.272585 = -89398.246970 nChanged 88 SP:Iteration 6Q (700.917653 sec): 3 clusters Score: Raw -90151.867047 + Penalty 700.272585 = -89451.594462 nChanged 82 SP:Iteration 7Q (700.967253 sec): 3 clusters Score: Raw -90208.649305 + Penalty 700.272585 = -89508.376720 nChanged 92 SP:Iteration 8Q (701.006775 sec): 3 clusters Score: Raw -90283.740233 + Penalty 700.272585 = -89583.467648 nChanged 87 SP:Iteration 9Q (701.060155 sec): 3 clusters Score: Raw -90350.889339 + Penalty 700.272585 = -89650.616754 nChanged 74 SP:Iteration 10Q (701.108526 sec): 3 clusters Score: Raw -90422.873598 + Penalty 700.272585 = -89722.601013 nChanged 59 SP:Iteration 11Q (701.158125 sec): 3 clusters Score: Raw -90472.691991 + Penalty 700.272585 = -89772.419406 nChanged 45 SP:Iteration 12Q (701.200491 sec): 3 clusters Score: Raw -90517.417966 + Penalty 700.272585 = -89817.145380 nChanged 38 SP:Iteration 13Q (701.244685 sec): 3 clusters Score: Raw -90551.210310 + Penalty 700.272585 = -89850.937725 nChanged 20 SP:Iteration 14Q (701.290904 sec): 3 clusters Score: Raw -90565.796850 + Penalty 700.272585 = -89865.524265 nChanged 16 SP:Iteration 15Q (701.337569 sec): 3 clusters Score: Raw -90577.633306 + Penalty 700.272585 = -89877.360721 nChanged 15 SP:Iteration 16Q (701.383186 sec): 3 clusters Score: Raw -90593.758492 + Penalty 700.272585 = -89893.485907 nChanged 9 SP:Iteration 17Q (701.423491 sec): 3 clusters Score: Raw -90602.568772 + Penalty 700.272585 = -89902.296186 nChanged 11 SP:Iteration 18Q (701.465198 sec): 3 clusters Score: Raw -90611.690998 + Penalty 700.272585 = -89911.418413 nChanged 4 SP:Iteration 19Q (701.504408 sec): 3 clusters Score: Raw -90614.816914 + Penalty 700.272585 = -89914.544329 nChanged 4 SP:Iteration 20F (701.552812 sec): 3 clusters Score: Raw -90617.556296 + Penalty 700.272585 = -89917.283711 nChanged 1 SP:Iteration 21Q (701.597565 sec): 3 clusters Score: Raw -90617.678651 + Penalty 700.272585 = -89917.406066 nChanged 0 SP:Iteration 22F (701.642880 sec): 3 clusters Score: Raw -90617.678651 + Penalty 700.272585 = -89917.406066 nChanged 0 Trying to split cluster 7 (18294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (701.688787 sec): 2 clusters Score: Raw -743437.087258 + Penalty 446.551943 = -742990.535315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (701.742739 sec): 3 clusters Score: Raw -731745.734715 + Penalty 893.103886 = -730852.630829 nChanged 8680 SP:Iteration 1F (701.806592 sec): 3 clusters Score: Raw -736818.232909 + Penalty 893.103886 = -735925.129023 nChanged 1059 SP:Iteration 2F (701.870846 sec): 3 clusters Score: Raw -737363.436336 + Penalty 893.103886 = -736470.332450 nChanged 1085 SP:Iteration 3F (701.925314 sec): 3 clusters Score: Raw -737978.137065 + Penalty 893.103886 = -737085.033179 nChanged 1081 SP:Iteration 4F (701.993202 sec): 3 clusters Score: Raw -738648.375677 + Penalty 893.103886 = -737755.271791 nChanged 1073 SP:Iteration 5F (702.052583 sec): 3 clusters Score: Raw -739338.158918 + Penalty 893.103886 = -738445.055033 nChanged 1001 SP:Iteration 6F (702.103645 sec): 3 clusters Score: Raw -739989.833913 + Penalty 893.103886 = -739096.730027 nChanged 920 SP:Iteration 7F (702.171402 sec): 3 clusters Score: Raw -740484.527009 + Penalty 893.103886 = -739591.423123 nChanged 679 SP:Iteration 8Q (702.229925 sec): 3 clusters Score: Raw -740749.939337 + Penalty 893.103886 = -739856.835451 nChanged 485 SP:Iteration 9Q (702.302784 sec): 3 clusters Score: Raw -740894.106087 + Penalty 893.103886 = -740001.002202 nChanged 354 SP:Iteration 10Q (702.349831 sec): 3 clusters Score: Raw -741004.475748 + Penalty 893.103886 = -740111.371862 nChanged 308 SP:Iteration 11Q (702.413767 sec): 3 clusters Score: Raw -741093.454604 + Penalty 893.103886 = -740200.350718 nChanged 286 SP:Iteration 12Q (702.475737 sec): 3 clusters Score: Raw -741178.025421 + Penalty 893.103886 = -740284.921535 nChanged 291 SP:Iteration 13Q (702.534007 sec): 3 clusters Score: Raw -741261.395802 + Penalty 893.103886 = -740368.291917 nChanged 268 SP:Iteration 14Q (702.602065 sec): 3 clusters Score: Raw -741336.521102 + Penalty 893.103886 = -740443.417216 nChanged 261 SP:Iteration 15Q (702.667021 sec): 3 clusters Score: Raw -741407.805603 + Penalty 893.103886 = -740514.701717 nChanged 261 SP:Iteration 16Q (702.731396 sec): 3 clusters Score: Raw -741480.595283 + Penalty 893.103886 = -740587.491397 nChanged 251 SP:Iteration 17Q (702.796332 sec): 3 clusters Score: Raw -741551.386972 + Penalty 893.103886 = -740658.283086 nChanged 266 SP:Iteration 18Q (702.860963 sec): 3 clusters Score: Raw -741628.200415 + Penalty 893.103886 = -740735.096529 nChanged 251 SP:Iteration 19Q (702.922216 sec): 3 clusters Score: Raw -741700.096801 + Penalty 893.103886 = -740806.992915 nChanged 280 SP:Iteration 20F (702.984724 sec): 3 clusters Score: Raw -741781.103085 + Penalty 893.103886 = -740887.999199 nChanged 283 SP:Iteration 21Q (703.048672 sec): 3 clusters Score: Raw -741867.290024 + Penalty 893.103886 = -740974.186138 nChanged 261 SP:Iteration 22Q (703.109599 sec): 3 clusters Score: Raw -741947.818241 + Penalty 893.103886 = -741054.714355 nChanged 249 SP:Iteration 23Q (703.177882 sec): 3 clusters Score: Raw -742027.287033 + Penalty 893.103886 = -741134.183147 nChanged 229 SP:Iteration 24Q (703.228246 sec): 3 clusters Score: Raw -742099.091270 + Penalty 893.103886 = -741205.987384 nChanged 233 SP:Iteration 25Q (703.296904 sec): 3 clusters Score: Raw -742172.582526 + Penalty 893.103886 = -741279.478640 nChanged 243 SP:Iteration 26Q (703.361721 sec): 3 clusters Score: Raw -742256.033683 + Penalty 893.103886 = -741362.929797 nChanged 245 SP:Iteration 27Q (703.417711 sec): 3 clusters Score: Raw -742345.932811 + Penalty 893.103886 = -741452.828925 nChanged 241 SP:Iteration 28Q (703.484304 sec): 3 clusters Score: Raw -742430.686965 + Penalty 893.103886 = -741537.583079 nChanged 246 SP:Iteration 29Q (703.546623 sec): 3 clusters Score: Raw -742524.527342 + Penalty 893.103886 = -741631.423456 nChanged 248 SP:Iteration 30Q (703.614298 sec): 3 clusters Score: Raw -742627.536200 + Penalty 893.103886 = -741734.432314 nChanged 247 SP:Iteration 31Q (703.674534 sec): 3 clusters Score: Raw -742730.474356 + Penalty 893.103886 = -741837.370470 nChanged 254 SP:Iteration 32Q (703.736351 sec): 3 clusters Score: Raw -742837.261174 + Penalty 893.103886 = -741944.157288 nChanged 218 SP:Iteration 33Q (703.807115 sec): 3 clusters Score: Raw -742929.997710 + Penalty 893.103886 = -742036.893824 nChanged 210 SP:Iteration 34Q (703.859305 sec): 3 clusters Score: Raw -743025.879340 + Penalty 893.103886 = -742132.775454 nChanged 187 SP:Iteration 35Q (703.931922 sec): 3 clusters Score: Raw -743103.189235 + Penalty 893.103886 = -742210.085349 nChanged 160 SP:Iteration 36Q (703.978383 sec): 3 clusters Score: Raw -743161.222279 + Penalty 893.103886 = -742268.118393 nChanged 137 SP:Iteration 37Q (704.036472 sec): 3 clusters Score: Raw -743211.267345 + Penalty 893.103886 = -742318.163459 nChanged 114 SP:Iteration 38Q (704.104271 sec): 3 clusters Score: Raw -743248.663970 + Penalty 893.103886 = -742355.560084 nChanged 97 SP:Iteration 39Q (704.150280 sec): 3 clusters Score: Raw -743278.737938 + Penalty 893.103886 = -742385.634052 nChanged 101 SP:Iteration 40F (704.219954 sec): 3 clusters Score: Raw -743318.899118 + Penalty 893.103886 = -742425.795232 nChanged 93 SP:Iteration 41Q (704.266006 sec): 3 clusters Score: Raw -743357.948269 + Penalty 893.103886 = -742464.844383 nChanged 80 SP:Iteration 42Q (704.328752 sec): 3 clusters Score: Raw -743390.797801 + Penalty 893.103886 = -742497.693915 nChanged 77 SP:Iteration 43Q (704.394326 sec): 3 clusters Score: Raw -743417.781526 + Penalty 893.103886 = -742524.677640 nChanged 59 SP:Iteration 44Q (704.446017 sec): 3 clusters Score: Raw -743436.043452 + Penalty 893.103886 = -742542.939566 nChanged 48 SP:Iteration 45Q (704.510157 sec): 3 clusters Score: Raw -743449.172292 + Penalty 893.103886 = -742556.068406 nChanged 41 SP:Iteration 46Q (704.567038 sec): 3 clusters Score: Raw -743461.490055 + Penalty 893.103886 = -742568.386169 nChanged 44 SP:Iteration 47Q (704.627653 sec): 3 clusters Score: Raw -743472.759761 + Penalty 893.103886 = -742579.655875 nChanged 29 SP:Iteration 48Q (704.702030 sec): 3 clusters Score: Raw -743480.888265 + Penalty 893.103886 = -742587.784379 nChanged 29 SP:Iteration 49Q (704.754064 sec): 3 clusters Score: Raw -743487.404373 + Penalty 893.103886 = -742594.300487 nChanged 18 SP:Iteration 50Q (704.814394 sec): 3 clusters Score: Raw -743491.146590 + Penalty 893.103886 = -742598.042704 nChanged 15 SP:Iteration 51Q (704.872905 sec): 3 clusters Score: Raw -743495.680266 + Penalty 893.103886 = -742602.576380 nChanged 18 SP:Iteration 52Q (704.934985 sec): 3 clusters Score: Raw -743502.041040 + Penalty 893.103886 = -742608.937154 nChanged 28 SP:Iteration 53Q (704.987729 sec): 3 clusters Score: Raw -743511.007674 + Penalty 893.103886 = -742617.903788 nChanged 24 SP:Iteration 54Q (705.043290 sec): 3 clusters Score: Raw -743518.117532 + Penalty 893.103886 = -742625.013646 nChanged 14 SP:Iteration 55Q (705.102496 sec): 3 clusters Score: Raw -743523.352172 + Penalty 893.103886 = -742630.248286 nChanged 12 SP:Iteration 56Q (705.155793 sec): 3 clusters Score: Raw -743527.009007 + Penalty 893.103886 = -742633.905121 nChanged 9 SP:Iteration 57Q (705.221174 sec): 3 clusters Score: Raw -743529.884410 + Penalty 893.103886 = -742636.780524 nChanged 12 SP:Iteration 58Q (705.286416 sec): 3 clusters Score: Raw -743532.244732 + Penalty 893.103886 = -742639.140847 nChanged 6 SP:Iteration 59Q (705.338858 sec): 3 clusters Score: Raw -743533.805473 + Penalty 893.103886 = -742640.701587 nChanged 6 SP:Iteration 60F (705.404243 sec): 3 clusters Score: Raw -743535.477036 + Penalty 893.103886 = -742642.373151 nChanged 5 SP:Iteration 61Q (705.470322 sec): 3 clusters Score: Raw -743536.671804 + Penalty 893.103886 = -742643.567918 nChanged 4 SP:Iteration 62Q (705.523363 sec): 3 clusters Score: Raw -743537.270082 + Penalty 893.103886 = -742644.166196 nChanged 2 SP:Iteration 63Q (705.593048 sec): 3 clusters Score: Raw -743537.473859 + Penalty 893.103886 = -742644.369973 nChanged 1 SP:Iteration 64Q (705.655253 sec): 3 clusters Score: Raw -743537.543347 + Penalty 893.103886 = -742644.439462 nChanged 1 SP:Iteration 65Q (705.715860 sec): 3 clusters Score: Raw -743537.594051 + Penalty 893.103886 = -742644.490165 nChanged 0 SP:Iteration 66F (705.767592 sec): 3 clusters Score: Raw -743537.594051 + Penalty 893.103886 = -742644.490165 nChanged 0 Trying to split cluster 8 (700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (705.799344 sec): 2 clusters Score: Raw -30322.530870 + Penalty 298.074155 = -30024.456715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (705.836807 sec): 3 clusters Score: Raw -30029.567705 + Penalty 596.148310 = -29433.419394 nChanged 247 SP:Iteration 1F (705.881170 sec): 3 clusters Score: Raw -30197.599916 + Penalty 596.148310 = -29601.451606 nChanged 60 SP:Iteration 2F (705.926906 sec): 3 clusters Score: Raw -30241.500225 + Penalty 596.148310 = -29645.351915 nChanged 44 SP:Iteration 3F (705.969234 sec): 3 clusters Score: Raw -30268.139020 + Penalty 596.148310 = -29671.990709 nChanged 16 SP:Iteration 4Q (706.013975 sec): 3 clusters Score: Raw -30276.226626 + Penalty 596.148310 = -29680.078315 nChanged 6 SP:Iteration 5Q (706.055359 sec): 3 clusters Score: Raw -30278.933339 + Penalty 596.148310 = -29682.785028 nChanged 7 SP:Iteration 6Q (706.097530 sec): 3 clusters Score: Raw -30282.006697 + Penalty 596.148310 = -29685.858387 nChanged 2 SP:Iteration 7Q (706.151900 sec): 3 clusters Score: Raw -30282.539288 + Penalty 596.148310 = -29686.390978 nChanged 3 SP:Iteration 8Q (706.186796 sec): 3 clusters Score: Raw -30283.292452 + Penalty 596.148310 = -29687.144141 nChanged 4 SP:Iteration 9Q (706.238890 sec): 3 clusters Score: Raw -30284.739495 + Penalty 596.148310 = -29688.591185 nChanged 3 SP:Iteration 10Q (706.277965 sec): 3 clusters Score: Raw -30285.776657 + Penalty 596.148310 = -29689.628347 nChanged 3 SP:Iteration 11Q (706.319880 sec): 3 clusters Score: Raw -30287.048685 + Penalty 596.148310 = -29690.900375 nChanged 2 SP:Iteration 12Q (706.361344 sec): 3 clusters Score: Raw -30287.376195 + Penalty 596.148310 = -29691.227885 nChanged 0 SP:Iteration 13F (706.390854 sec): 3 clusters Score: Raw -30287.376195 + Penalty 596.148310 = -29691.227885 nChanged 0 Trying to split cluster 9 (5055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (706.410463 sec): 2 clusters Score: Raw -210983.942324 + Penalty 388.030057 = -210595.912267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (706.448496 sec): 3 clusters Score: Raw -207944.204850 + Penalty 776.060115 = -207168.144735 nChanged 2259 SP:Iteration 1F (706.495181 sec): 3 clusters Score: Raw -209176.550593 + Penalty 776.060115 = -208400.490478 nChanged 232 SP:Iteration 2Q (706.547255 sec): 3 clusters Score: Raw -209253.863822 + Penalty 776.060115 = -208477.803707 nChanged 228 SP:Iteration 3Q (706.587726 sec): 3 clusters Score: Raw -209337.416934 + Penalty 776.060115 = -208561.356819 nChanged 229 SP:Iteration 4Q (706.633903 sec): 3 clusters Score: Raw -209420.432396 + Penalty 776.060115 = -208644.372281 nChanged 230 SP:Iteration 5Q (706.683620 sec): 3 clusters Score: Raw -209515.311814 + Penalty 776.060115 = -208739.251700 nChanged 261 SP:Iteration 6F (706.726190 sec): 3 clusters Score: Raw -209636.814102 + Penalty 776.060115 = -208860.753987 nChanged 281 SP:Iteration 7F (706.772224 sec): 3 clusters Score: Raw -209788.340435 + Penalty 776.060115 = -209012.280320 nChanged 266 SP:Iteration 8F (706.825338 sec): 3 clusters Score: Raw -209956.529280 + Penalty 776.060115 = -209180.469165 nChanged 252 SP:Iteration 9Q (706.873712 sec): 3 clusters Score: Raw -210137.214657 + Penalty 776.060115 = -209361.154542 nChanged 233 SP:Iteration 10Q (706.915030 sec): 3 clusters Score: Raw -210291.640932 + Penalty 776.060115 = -209515.580817 nChanged 171 SP:Iteration 11Q (706.967997 sec): 3 clusters Score: Raw -210393.516827 + Penalty 776.060115 = -209617.456712 nChanged 143 SP:Iteration 12Q (707.023154 sec): 3 clusters Score: Raw -210482.097598 + Penalty 776.060115 = -209706.037483 nChanged 103 SP:Iteration 13Q (707.060819 sec): 3 clusters Score: Raw -210535.578732 + Penalty 776.060115 = -209759.518618 nChanged 88 SP:Iteration 14Q (707.107424 sec): 3 clusters Score: Raw -210575.141030 + Penalty 776.060115 = -209799.080915 nChanged 79 SP:Iteration 15Q (707.155561 sec): 3 clusters Score: Raw -210604.600481 + Penalty 776.060115 = -209828.540366 nChanged 70 SP:Iteration 16Q (707.209628 sec): 3 clusters Score: Raw -210635.778018 + Penalty 776.060115 = -209859.717903 nChanged 77 SP:Iteration 17Q (707.256123 sec): 3 clusters Score: Raw -210676.943507 + Penalty 776.060115 = -209900.883392 nChanged 79 SP:Iteration 18Q (707.302320 sec): 3 clusters Score: Raw -210715.707266 + Penalty 776.060115 = -209939.647151 nChanged 60 SP:Iteration 19Q (707.339472 sec): 3 clusters Score: Raw -210736.349401 + Penalty 776.060115 = -209960.289286 nChanged 60 SP:Iteration 20F (707.388725 sec): 3 clusters Score: Raw -210763.516246 + Penalty 776.060115 = -209987.456131 nChanged 62 SP:Iteration 21Q (707.437808 sec): 3 clusters Score: Raw -210795.592393 + Penalty 776.060115 = -210019.532278 nChanged 64 SP:Iteration 22Q (707.491134 sec): 3 clusters Score: Raw -210837.694378 + Penalty 776.060115 = -210061.634263 nChanged 45 SP:Iteration 23Q (707.535557 sec): 3 clusters Score: Raw -210862.712333 + Penalty 776.060115 = -210086.652218 nChanged 41 SP:Iteration 24Q (707.582462 sec): 3 clusters Score: Raw -210886.415241 + Penalty 776.060115 = -210110.355126 nChanged 31 SP:Iteration 25Q (707.640578 sec): 3 clusters Score: Raw -210900.564879 + Penalty 776.060115 = -210124.504764 nChanged 20 SP:Iteration 26Q (707.687031 sec): 3 clusters Score: Raw -210915.048324 + Penalty 776.060115 = -210138.988209 nChanged 30 SP:Iteration 27Q (707.732441 sec): 3 clusters Score: Raw -210930.169877 + Penalty 776.060115 = -210154.109762 nChanged 22 SP:Iteration 28Q (707.774048 sec): 3 clusters Score: Raw -210942.427686 + Penalty 776.060115 = -210166.367571 nChanged 20 SP:Iteration 29Q (707.828121 sec): 3 clusters Score: Raw -210952.647292 + Penalty 776.060115 = -210176.587178 nChanged 21 SP:Iteration 30Q (707.868562 sec): 3 clusters Score: Raw -210964.602698 + Penalty 776.060115 = -210188.542583 nChanged 14 SP:Iteration 31Q (707.914477 sec): 3 clusters Score: Raw -210969.658748 + Penalty 776.060115 = -210193.598633 nChanged 10 SP:Iteration 32Q (707.971657 sec): 3 clusters Score: Raw -210972.261874 + Penalty 776.060115 = -210196.201759 nChanged 5 SP:Iteration 33Q (708.010591 sec): 3 clusters Score: Raw -210973.982762 + Penalty 776.060115 = -210197.922647 nChanged 5 SP:Iteration 34Q (708.059982 sec): 3 clusters Score: Raw -210976.636276 + Penalty 776.060115 = -210200.576161 nChanged 7 SP:Iteration 35Q (708.099889 sec): 3 clusters Score: Raw -210979.969796 + Penalty 776.060115 = -210203.909681 nChanged 8 SP:Iteration 36Q (708.135255 sec): 3 clusters Score: Raw -210984.134674 + Penalty 776.060115 = -210208.074559 nChanged 7 SP:Iteration 37Q (708.180678 sec): 3 clusters Score: Raw -210988.300200 + Penalty 776.060115 = -210212.240085 nChanged 12 SP:Iteration 38Q (708.225946 sec): 3 clusters Score: Raw -210996.538985 + Penalty 776.060115 = -210220.478870 nChanged 11 SP:Iteration 39Q (708.273615 sec): 3 clusters Score: Raw -211001.912111 + Penalty 776.060115 = -210225.851996 nChanged 9 SP:Iteration 40F (708.319923 sec): 3 clusters Score: Raw -211006.703343 + Penalty 776.060115 = -210230.643228 nChanged 10 SP:Iteration 41Q (708.375446 sec): 3 clusters Score: Raw -211013.790195 + Penalty 776.060115 = -210237.730080 nChanged 7 SP:Iteration 42Q (708.426241 sec): 3 clusters Score: Raw -211016.807974 + Penalty 776.060115 = -210240.747859 nChanged 4 SP:Iteration 43Q (708.474664 sec): 3 clusters Score: Raw -211018.299733 + Penalty 776.060115 = -210242.239618 nChanged 5 SP:Iteration 44Q (708.515130 sec): 3 clusters Score: Raw -211022.149824 + Penalty 776.060115 = -210246.089709 nChanged 6 SP:Iteration 45Q (708.557316 sec): 3 clusters Score: Raw -211027.886049 + Penalty 776.060115 = -210251.825934 nChanged 2 SP:Iteration 46Q (708.610526 sec): 3 clusters Score: Raw -211029.594353 + Penalty 776.060115 = -210253.534238 nChanged 2 SP:Iteration 47Q (708.654897 sec): 3 clusters Score: Raw -211030.892411 + Penalty 776.060115 = -210254.832296 nChanged 3 SP:Iteration 48Q (708.698363 sec): 3 clusters Score: Raw -211033.399380 + Penalty 776.060115 = -210257.339265 nChanged 0 SP:Iteration 49F (708.750927 sec): 3 clusters Score: Raw -211033.399380 + Penalty 776.060115 = -210257.339265 nChanged 0 Trying to split cluster 10 (36202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (708.808938 sec): 2 clusters Score: Raw -1455648.256197 + Penalty 477.607569 = -1455170.648629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (708.884909 sec): 3 clusters Score: Raw -1431790.007555 + Penalty 955.215138 = -1430834.792417 nChanged 17485 SP:Iteration 1F (708.961173 sec): 3 clusters Score: Raw -1442198.470864 + Penalty 955.215138 = -1441243.255726 nChanged 1599 SP:Iteration 2Q (709.040994 sec): 3 clusters Score: Raw -1442775.013008 + Penalty 955.215138 = -1441819.797870 nChanged 1811 SP:Iteration 3F (709.118062 sec): 3 clusters Score: Raw -1443600.127277 + Penalty 955.215138 = -1442644.912139 nChanged 2094 SP:Iteration 4F (709.194379 sec): 3 clusters Score: Raw -1444872.543665 + Penalty 955.215138 = -1443917.328527 nChanged 2215 SP:Iteration 5F (709.274237 sec): 3 clusters Score: Raw -1446557.239152 + Penalty 955.215138 = -1445602.024015 nChanged 2168 SP:Iteration 6F (709.352639 sec): 3 clusters Score: Raw -1448418.260370 + Penalty 955.215138 = -1447463.045232 nChanged 1860 SP:Iteration 7F (709.426314 sec): 3 clusters Score: Raw -1449964.505378 + Penalty 955.215138 = -1449009.290240 nChanged 1507 SP:Iteration 8Q (709.511125 sec): 3 clusters Score: Raw -1450970.210417 + Penalty 955.215138 = -1450014.995279 nChanged 1165 SP:Iteration 9Q (709.582774 sec): 3 clusters Score: Raw -1451582.055601 + Penalty 955.215138 = -1450626.840463 nChanged 916 SP:Iteration 10Q (709.654487 sec): 3 clusters Score: Raw -1452030.749996 + Penalty 955.215138 = -1451075.534858 nChanged 848 SP:Iteration 11Q (709.725609 sec): 3 clusters Score: Raw -1452439.993471 + Penalty 955.215138 = -1451484.778334 nChanged 817 SP:Iteration 12Q (709.799639 sec): 3 clusters Score: Raw -1452882.730806 + Penalty 955.215138 = -1451927.515669 nChanged 812 SP:Iteration 13Q (709.880873 sec): 3 clusters Score: Raw -1453358.730663 + Penalty 955.215138 = -1452403.515525 nChanged 746 SP:Iteration 14Q (709.960337 sec): 3 clusters Score: Raw -1453830.728255 + Penalty 955.215138 = -1452875.513117 nChanged 642 SP:Iteration 15Q (710.041637 sec): 3 clusters Score: Raw -1454258.289076 + Penalty 955.215138 = -1453303.073939 nChanged 566 SP:Iteration 16Q (710.113950 sec): 3 clusters Score: Raw -1454643.399078 + Penalty 955.215138 = -1453688.183940 nChanged 464 SP:Iteration 17Q (710.185902 sec): 3 clusters Score: Raw -1454950.822182 + Penalty 955.215138 = -1453995.607044 nChanged 338 SP:Iteration 18Q (710.262212 sec): 3 clusters Score: Raw -1455183.810486 + Penalty 955.215138 = -1454228.595348 nChanged 252 SP:Iteration 19Q (710.336784 sec): 3 clusters Score: Raw -1455354.911454 + Penalty 955.215138 = -1454399.696316 nChanged 156 SP:Iteration 20F (710.411605 sec): 3 clusters Score: Raw -1455462.251839 + Penalty 955.215138 = -1454507.036701 nChanged 126 SP:Iteration 21Q (710.496848 sec): 3 clusters Score: Raw -1455541.005518 + Penalty 955.215138 = -1454585.790381 nChanged 99 SP:Iteration 22Q (710.572639 sec): 3 clusters Score: Raw -1455603.686337 + Penalty 955.215138 = -1454648.471200 nChanged 69 SP:Iteration 23Q (710.646863 sec): 3 clusters Score: Raw -1455652.146670 + Penalty 955.215138 = -1454696.931533 nChanged 71 SP:Iteration 24Q (710.720556 sec): 3 clusters Score: Raw -1455696.171065 + Penalty 955.215138 = -1454740.955927 nChanged 36 SP:Iteration 25Q (710.795433 sec): 3 clusters Score: Raw -1455719.055216 + Penalty 955.215138 = -1454763.840078 nChanged 34 SP:Iteration 26Q (710.870761 sec): 3 clusters Score: Raw -1455735.128831 + Penalty 955.215138 = -1454779.913693 nChanged 25 SP:Iteration 27Q (710.940987 sec): 3 clusters Score: Raw -1455743.992042 + Penalty 955.215138 = -1454788.776904 nChanged 17 SP:Iteration 28Q (711.016013 sec): 3 clusters Score: Raw -1455748.226552 + Penalty 955.215138 = -1454793.011414 nChanged 10 SP:Iteration 29Q (711.089418 sec): 3 clusters Score: Raw -1455750.282827 + Penalty 955.215138 = -1454795.067689 nChanged 6 SP:Iteration 30Q (711.163538 sec): 3 clusters Score: Raw -1455751.503397 + Penalty 955.215138 = -1454796.288259 nChanged 1 SP:Iteration 31Q (711.240383 sec): 3 clusters Score: Raw -1455751.887371 + Penalty 955.215138 = -1454796.672233 nChanged 1 SP:Iteration 32Q (711.313105 sec): 3 clusters Score: Raw -1455752.038978 + Penalty 955.215138 = -1454796.823840 nChanged 0 SP:Iteration 33F (711.390313 sec): 3 clusters Score: Raw -1455752.038978 + Penalty 955.215138 = -1454796.823840 nChanged 0 Trying to split cluster 11 (4852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (711.419016 sec): 2 clusters Score: Raw -176877.376176 + Penalty 386.165155 = -176491.211021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (711.469900 sec): 3 clusters Score: Raw -173945.635754 + Penalty 772.330311 = -173173.305443 nChanged 2180 SP:Iteration 1F (711.507092 sec): 3 clusters Score: Raw -175226.434452 + Penalty 772.330311 = -174454.104141 nChanged 333 SP:Iteration 2F (711.561503 sec): 3 clusters Score: Raw -175387.599121 + Penalty 772.330311 = -174615.268810 nChanged 305 SP:Iteration 3F (711.601827 sec): 3 clusters Score: Raw -175539.900605 + Penalty 772.330311 = -174767.570294 nChanged 255 SP:Iteration 4F (711.659709 sec): 3 clusters Score: Raw -175664.496039 + Penalty 772.330311 = -174892.165729 nChanged 217 SP:Iteration 5Q (711.705363 sec): 3 clusters Score: Raw -175797.630791 + Penalty 772.330311 = -175025.300481 nChanged 220 SP:Iteration 6Q (711.748099 sec): 3 clusters Score: Raw -175959.236809 + Penalty 772.330311 = -175186.906499 nChanged 213 SP:Iteration 7Q (711.796052 sec): 3 clusters Score: Raw -176098.292936 + Penalty 772.330311 = -175325.962625 nChanged 179 SP:Iteration 8Q (711.850966 sec): 3 clusters Score: Raw -176222.206662 + Penalty 772.330311 = -175449.876352 nChanged 178 SP:Iteration 9Q (711.898732 sec): 3 clusters Score: Raw -176351.987178 + Penalty 772.330311 = -175579.656868 nChanged 148 SP:Iteration 10Q (711.946217 sec): 3 clusters Score: Raw -176441.679545 + Penalty 772.330311 = -175669.349235 nChanged 107 SP:Iteration 11Q (711.991462 sec): 3 clusters Score: Raw -176499.489854 + Penalty 772.330311 = -175727.159543 nChanged 98 SP:Iteration 12Q (712.038819 sec): 3 clusters Score: Raw -176543.088996 + Penalty 772.330311 = -175770.758685 nChanged 76 SP:Iteration 13Q (712.086037 sec): 3 clusters Score: Raw -176574.284584 + Penalty 772.330311 = -175801.954274 nChanged 59 SP:Iteration 14Q (712.133933 sec): 3 clusters Score: Raw -176597.784912 + Penalty 772.330311 = -175825.454601 nChanged 61 SP:Iteration 15Q (712.181622 sec): 3 clusters Score: Raw -176627.838222 + Penalty 772.330311 = -175855.507911 nChanged 61 SP:Iteration 16Q (712.225001 sec): 3 clusters Score: Raw -176651.775222 + Penalty 772.330311 = -175879.444912 nChanged 53 SP:Iteration 17Q (712.272902 sec): 3 clusters Score: Raw -176672.703718 + Penalty 772.330311 = -175900.373408 nChanged 48 SP:Iteration 18Q (712.320498 sec): 3 clusters Score: Raw -176689.421992 + Penalty 772.330311 = -175917.091682 nChanged 44 SP:Iteration 19Q (712.368642 sec): 3 clusters Score: Raw -176704.966260 + Penalty 772.330311 = -175932.635950 nChanged 39 SP:Iteration 20F (712.416183 sec): 3 clusters Score: Raw -176721.711861 + Penalty 772.330311 = -175949.381550 nChanged 49 SP:Iteration 21Q (712.463135 sec): 3 clusters Score: Raw -176751.235288 + Penalty 772.330311 = -175978.904978 nChanged 50 SP:Iteration 22Q (712.508897 sec): 3 clusters Score: Raw -176780.437008 + Penalty 772.330311 = -176008.106697 nChanged 41 SP:Iteration 23Q (712.547832 sec): 3 clusters Score: Raw -176800.358291 + Penalty 772.330311 = -176028.027980 nChanged 31 SP:Iteration 24Q (712.598722 sec): 3 clusters Score: Raw -176816.811335 + Penalty 772.330311 = -176044.481025 nChanged 39 SP:Iteration 25Q (712.649880 sec): 3 clusters Score: Raw -176841.953476 + Penalty 772.330311 = -176069.623166 nChanged 31 SP:Iteration 26Q (712.692140 sec): 3 clusters Score: Raw -176866.109726 + Penalty 772.330311 = -176093.779416 nChanged 31 SP:Iteration 27Q (712.739055 sec): 3 clusters Score: Raw -176885.205635 + Penalty 772.330311 = -176112.875325 nChanged 25 SP:Iteration 28Q (712.782674 sec): 3 clusters Score: Raw -176897.435220 + Penalty 772.330311 = -176125.104909 nChanged 17 SP:Iteration 29Q (712.835538 sec): 3 clusters Score: Raw -176905.753285 + Penalty 772.330311 = -176133.422974 nChanged 20 SP:Iteration 30Q (712.887260 sec): 3 clusters Score: Raw -176913.266794 + Penalty 772.330311 = -176140.936484 nChanged 11 SP:Iteration 31Q (712.936592 sec): 3 clusters Score: Raw -176918.794232 + Penalty 772.330311 = -176146.463922 nChanged 9 SP:Iteration 32Q (712.987658 sec): 3 clusters Score: Raw -176925.037219 + Penalty 772.330311 = -176152.706909 nChanged 9 SP:Iteration 33Q (713.042136 sec): 3 clusters Score: Raw -176928.543465 + Penalty 772.330311 = -176156.213155 nChanged 4 SP:Iteration 34Q (713.093689 sec): 3 clusters Score: Raw -176932.135704 + Penalty 772.330311 = -176159.805393 nChanged 7 SP:Iteration 35Q (713.147603 sec): 3 clusters Score: Raw -176936.098468 + Penalty 772.330311 = -176163.768157 nChanged 10 SP:Iteration 36Q (713.200700 sec): 3 clusters Score: Raw -176940.671884 + Penalty 772.330311 = -176168.341574 nChanged 15 SP:Iteration 37Q (713.260635 sec): 3 clusters Score: Raw -176948.098384 + Penalty 772.330311 = -176175.768074 nChanged 9 SP:Iteration 38Q (713.302686 sec): 3 clusters Score: Raw -176953.564638 + Penalty 772.330311 = -176181.234327 nChanged 11 SP:Iteration 39Q (713.360644 sec): 3 clusters Score: Raw -176962.817650 + Penalty 772.330311 = -176190.487340 nChanged 13 SP:Iteration 40F (713.411247 sec): 3 clusters Score: Raw -176975.211218 + Penalty 772.330311 = -176202.880908 nChanged 14 SP:Iteration 41Q (713.451558 sec): 3 clusters Score: Raw -176983.038146 + Penalty 772.330311 = -176210.707836 nChanged 8 SP:Iteration 42Q (713.506280 sec): 3 clusters Score: Raw -176986.661474 + Penalty 772.330311 = -176214.331164 nChanged 7 SP:Iteration 43Q (713.557547 sec): 3 clusters Score: Raw -176990.519629 + Penalty 772.330311 = -176218.189318 nChanged 5 SP:Iteration 44Q (713.612247 sec): 3 clusters Score: Raw -176992.543794 + Penalty 772.330311 = -176220.213484 nChanged 4 SP:Iteration 45Q (713.653245 sec): 3 clusters Score: Raw -176993.870954 + Penalty 772.330311 = -176221.540644 nChanged 4 SP:Iteration 46Q (713.712072 sec): 3 clusters Score: Raw -176996.504187 + Penalty 772.330311 = -176224.173876 nChanged 5 SP:Iteration 47Q (713.754612 sec): 3 clusters Score: Raw -176998.749866 + Penalty 772.330311 = -176226.419555 nChanged 3 SP:Iteration 48Q (713.810471 sec): 3 clusters Score: Raw -177000.004492 + Penalty 772.330311 = -176227.674181 nChanged 4 SP:Iteration 49Q (713.862329 sec): 3 clusters Score: Raw -177001.716981 + Penalty 772.330311 = -176229.386670 nChanged 3 SP:Iteration 50Q (713.909445 sec): 3 clusters Score: Raw -177002.323652 + Penalty 772.330311 = -176229.993342 nChanged 3 SP:Iteration 51Q (713.957241 sec): 3 clusters Score: Raw -177003.328198 + Penalty 772.330311 = -176230.997887 nChanged 4 SP:Iteration 52Q (714.008001 sec): 3 clusters Score: Raw -177005.282557 + Penalty 772.330311 = -176232.952246 nChanged 1 SP:Iteration 53Q (714.059617 sec): 3 clusters Score: Raw -177005.559415 + Penalty 772.330311 = -176233.229104 nChanged 1 SP:Iteration 54Q (714.113927 sec): 3 clusters Score: Raw -177005.676323 + Penalty 772.330311 = -176233.346012 nChanged 0 SP:Iteration 55F (714.162109 sec): 3 clusters Score: Raw -177005.676323 + Penalty 772.330311 = -176233.346012 nChanged 0 Trying to split cluster 12 (1515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (714.186725 sec): 2 clusters Score: Raw -65476.451956 + Penalty 333.204268 = -65143.247689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (714.231489 sec): 3 clusters Score: Raw -64670.352896 + Penalty 666.408535 = -64003.944360 nChanged 620 SP:Iteration 1F (714.275213 sec): 3 clusters Score: Raw -64952.446253 + Penalty 666.408535 = -64286.037718 nChanged 96 SP:Iteration 2F (714.309925 sec): 3 clusters Score: Raw -65002.995721 + Penalty 666.408535 = -64336.587185 nChanged 81 SP:Iteration 3F (714.356428 sec): 3 clusters Score: Raw -65045.154514 + Penalty 666.408535 = -64378.745979 nChanged 69 SP:Iteration 4Q (714.398829 sec): 3 clusters Score: Raw -65085.254169 + Penalty 666.408535 = -64418.845634 nChanged 68 SP:Iteration 5Q (714.437565 sec): 3 clusters Score: Raw -65125.155007 + Penalty 666.408535 = -64458.746472 nChanged 66 SP:Iteration 6Q (714.494016 sec): 3 clusters Score: Raw -65173.241824 + Penalty 666.408535 = -64506.833289 nChanged 61 SP:Iteration 7Q (714.539424 sec): 3 clusters Score: Raw -65225.980128 + Penalty 666.408535 = -64559.571592 nChanged 59 SP:Iteration 8Q (714.599195 sec): 3 clusters Score: Raw -65273.640306 + Penalty 666.408535 = -64607.231771 nChanged 48 SP:Iteration 9Q (714.641476 sec): 3 clusters Score: Raw -65304.746343 + Penalty 666.408535 = -64638.337808 nChanged 48 SP:Iteration 10Q (714.686128 sec): 3 clusters Score: Raw -65342.118682 + Penalty 666.408535 = -64675.710146 nChanged 45 SP:Iteration 11Q (714.736567 sec): 3 clusters Score: Raw -65371.823082 + Penalty 666.408535 = -64705.414546 nChanged 32 SP:Iteration 12Q (714.779249 sec): 3 clusters Score: Raw -65389.284992 + Penalty 666.408535 = -64722.876457 nChanged 28 SP:Iteration 13Q (714.837563 sec): 3 clusters Score: Raw -65411.483328 + Penalty 666.408535 = -64745.074793 nChanged 26 SP:Iteration 14Q (714.890054 sec): 3 clusters Score: Raw -65429.241351 + Penalty 666.408535 = -64762.832816 nChanged 18 SP:Iteration 15Q (714.929099 sec): 3 clusters Score: Raw -65441.577097 + Penalty 666.408535 = -64775.168562 nChanged 14 SP:Iteration 16Q (714.993949 sec): 3 clusters Score: Raw -65447.890281 + Penalty 666.408535 = -64781.481745 nChanged 12 SP:Iteration 17Q (715.036699 sec): 3 clusters Score: Raw -65456.507795 + Penalty 666.408535 = -64790.099260 nChanged 12 SP:Iteration 18Q (715.078400 sec): 3 clusters Score: Raw -65463.569428 + Penalty 666.408535 = -64797.160892 nChanged 7 SP:Iteration 19Q (715.137992 sec): 3 clusters Score: Raw -65468.081763 + Penalty 666.408535 = -64801.673227 nChanged 9 SP:Iteration 20F (715.185922 sec): 3 clusters Score: Raw -65475.055609 + Penalty 666.408535 = -64808.647074 nChanged 9 SP:Iteration 21Q (715.232550 sec): 3 clusters Score: Raw -65480.665797 + Penalty 666.408535 = -64814.257262 nChanged 7 SP:Iteration 22Q (715.278279 sec): 3 clusters Score: Raw -65483.554594 + Penalty 666.408535 = -64817.146059 nChanged 9 SP:Iteration 23Q (715.341454 sec): 3 clusters Score: Raw -65487.963309 + Penalty 666.408535 = -64821.554773 nChanged 4 SP:Iteration 24Q (715.386090 sec): 3 clusters Score: Raw -65490.732519 + Penalty 666.408535 = -64824.323983 nChanged 5 SP:Iteration 25Q (715.439879 sec): 3 clusters Score: Raw -65494.983576 + Penalty 666.408535 = -64828.575041 nChanged 6 SP:Iteration 26Q (715.478127 sec): 3 clusters Score: Raw -65499.636798 + Penalty 666.408535 = -64833.228263 nChanged 3 SP:Iteration 27Q (715.525278 sec): 3 clusters Score: Raw -65501.840879 + Penalty 666.408535 = -64835.432343 nChanged 5 SP:Iteration 28Q (715.577473 sec): 3 clusters Score: Raw -65505.829178 + Penalty 666.408535 = -64839.420642 nChanged 6 SP:Iteration 29Q (715.623903 sec): 3 clusters Score: Raw -65513.294734 + Penalty 666.408535 = -64846.886198 nChanged 5 SP:Iteration 30Q (715.685616 sec): 3 clusters Score: Raw -65518.449328 + Penalty 666.408535 = -64852.040793 nChanged 2 SP:Iteration 31Q (715.732893 sec): 3 clusters Score: Raw -65520.409855 + Penalty 666.408535 = -64854.001320 nChanged 1 SP:Iteration 32Q (715.779387 sec): 3 clusters Score: Raw -65521.185185 + Penalty 666.408535 = -64854.776650 nChanged 1 SP:Iteration 33Q (715.824446 sec): 3 clusters Score: Raw -65521.496036 + Penalty 666.408535 = -64855.087501 nChanged 1 SP:Iteration 34Q (715.873945 sec): 3 clusters Score: Raw -65522.007398 + Penalty 666.408535 = -64855.598863 nChanged 1 SP:Iteration 35Q (715.914746 sec): 3 clusters Score: Raw -65522.267715 + Penalty 666.408535 = -64855.859180 nChanged 0 SP:Iteration 36F (715.968484 sec): 3 clusters Score: Raw -65522.267715 + Penalty 666.408535 = -64855.859180 nChanged 0 Trying to split cluster 13 (1923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (715.993763 sec): 2 clusters Score: Raw -80936.648452 + Penalty 344.054699 = -80592.593753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (716.047772 sec): 3 clusters Score: Raw -79852.156700 + Penalty 688.109399 = -79164.047301 nChanged 829 SP:Iteration 1F (716.095914 sec): 3 clusters Score: Raw -80349.909573 + Penalty 688.109399 = -79661.800174 nChanged 171 SP:Iteration 2F (716.144998 sec): 3 clusters Score: Raw -80467.995836 + Penalty 688.109399 = -79779.886438 nChanged 135 SP:Iteration 3F (716.187152 sec): 3 clusters Score: Raw -80560.052989 + Penalty 688.109399 = -79871.943591 nChanged 101 SP:Iteration 4F (716.231638 sec): 3 clusters Score: Raw -80626.435109 + Penalty 688.109399 = -79938.325710 nChanged 79 SP:Iteration 5Q (716.272652 sec): 3 clusters Score: Raw -80685.487856 + Penalty 688.109399 = -79997.378457 nChanged 64 SP:Iteration 6Q (716.319970 sec): 3 clusters Score: Raw -80744.731427 + Penalty 688.109399 = -80056.622028 nChanged 54 SP:Iteration 7Q (716.371051 sec): 3 clusters Score: Raw -80795.987461 + Penalty 688.109399 = -80107.878062 nChanged 40 SP:Iteration 8Q (716.408600 sec): 3 clusters Score: Raw -80833.245074 + Penalty 688.109399 = -80145.135675 nChanged 36 SP:Iteration 9Q (716.452575 sec): 3 clusters Score: Raw -80861.693314 + Penalty 688.109399 = -80173.583915 nChanged 26 SP:Iteration 10Q (716.507342 sec): 3 clusters Score: Raw -80883.383720 + Penalty 688.109399 = -80195.274321 nChanged 15 SP:Iteration 11Q (716.564259 sec): 3 clusters Score: Raw -80894.320947 + Penalty 688.109399 = -80206.211548 nChanged 13 SP:Iteration 12Q (716.601275 sec): 3 clusters Score: Raw -80902.622622 + Penalty 688.109399 = -80214.513223 nChanged 9 SP:Iteration 13Q (716.653342 sec): 3 clusters Score: Raw -80910.903564 + Penalty 688.109399 = -80222.794165 nChanged 9 SP:Iteration 14Q (716.700763 sec): 3 clusters Score: Raw -80915.981178 + Penalty 688.109399 = -80227.871779 nChanged 12 SP:Iteration 15Q (716.750728 sec): 3 clusters Score: Raw -80921.319625 + Penalty 688.109399 = -80233.210226 nChanged 7 SP:Iteration 16Q (716.795923 sec): 3 clusters Score: Raw -80924.221533 + Penalty 688.109399 = -80236.112134 nChanged 6 SP:Iteration 17Q (716.843849 sec): 3 clusters Score: Raw -80927.965022 + Penalty 688.109399 = -80239.855623 nChanged 12 SP:Iteration 18Q (716.885041 sec): 3 clusters Score: Raw -80934.356370 + Penalty 688.109399 = -80246.246971 nChanged 13 SP:Iteration 19Q (716.943273 sec): 3 clusters Score: Raw -80940.744336 + Penalty 688.109399 = -80252.634938 nChanged 10 SP:Iteration 20F (716.981275 sec): 3 clusters Score: Raw -80945.962363 + Penalty 688.109399 = -80257.852964 nChanged 8 SP:Iteration 21Q (717.037837 sec): 3 clusters Score: Raw -80948.884645 + Penalty 688.109399 = -80260.775247 nChanged 8 SP:Iteration 22Q (717.080730 sec): 3 clusters Score: Raw -80952.420689 + Penalty 688.109399 = -80264.311291 nChanged 5 SP:Iteration 23Q (717.122273 sec): 3 clusters Score: Raw -80955.231948 + Penalty 688.109399 = -80267.122549 nChanged 5 SP:Iteration 24Q (717.156161 sec): 3 clusters Score: Raw -80956.896936 + Penalty 688.109399 = -80268.787537 nChanged 6 SP:Iteration 25Q (717.205709 sec): 3 clusters Score: Raw -80959.675494 + Penalty 688.109399 = -80271.566096 nChanged 6 SP:Iteration 26Q (717.255778 sec): 3 clusters Score: Raw -80962.210754 + Penalty 688.109399 = -80274.101355 nChanged 7 SP:Iteration 27Q (717.310836 sec): 3 clusters Score: Raw -80965.385333 + Penalty 688.109399 = -80277.275935 nChanged 5 SP:Iteration 28Q (717.366008 sec): 3 clusters Score: Raw -80966.989661 + Penalty 688.109399 = -80278.880263 nChanged 3 SP:Iteration 29Q (717.408302 sec): 3 clusters Score: Raw -80968.476837 + Penalty 688.109399 = -80280.367438 nChanged 3 SP:Iteration 30Q (717.449449 sec): 3 clusters Score: Raw -80969.189059 + Penalty 688.109399 = -80281.079660 nChanged 2 SP:Iteration 31Q (717.490329 sec): 3 clusters Score: Raw -80969.617792 + Penalty 688.109399 = -80281.508393 nChanged 2 SP:Iteration 32Q (717.543456 sec): 3 clusters Score: Raw -80969.957811 + Penalty 688.109399 = -80281.848412 nChanged 1 SP:Iteration 33Q (717.588779 sec): 3 clusters Score: Raw -80970.087459 + Penalty 688.109399 = -80281.978061 nChanged 0 SP:Iteration 34F (717.631529 sec): 3 clusters Score: Raw -80970.087459 + Penalty 688.109399 = -80281.978061 nChanged 0 Trying to split cluster 14 (1284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (717.657660 sec): 2 clusters Score: Raw -45781.146540 + Penalty 325.676965 = -45455.469575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (717.699471 sec): 3 clusters Score: Raw -45129.690333 + Penalty 651.353929 = -44478.336404 nChanged 520 SP:Iteration 1F (717.736692 sec): 3 clusters Score: Raw -45521.227928 + Penalty 651.353929 = -44869.873999 nChanged 110 SP:Iteration 2F (717.778778 sec): 3 clusters Score: Raw -45613.864057 + Penalty 651.353929 = -44962.510128 nChanged 81 SP:Iteration 3F (717.823270 sec): 3 clusters Score: Raw -45676.326664 + Penalty 651.353929 = -45024.972735 nChanged 62 SP:Iteration 4Q (717.872798 sec): 3 clusters Score: Raw -45722.028183 + Penalty 651.353929 = -45070.674254 nChanged 44 SP:Iteration 5Q (717.922753 sec): 3 clusters Score: Raw -45753.548261 + Penalty 651.353929 = -45102.194332 nChanged 39 SP:Iteration 6Q (717.964011 sec): 3 clusters Score: Raw -45783.508667 + Penalty 651.353929 = -45132.154737 nChanged 36 SP:Iteration 7Q (718.005831 sec): 3 clusters Score: Raw -45807.946088 + Penalty 651.353929 = -45156.592158 nChanged 35 SP:Iteration 8Q (718.050209 sec): 3 clusters Score: Raw -45827.794362 + Penalty 651.353929 = -45176.440433 nChanged 30 SP:Iteration 9Q (718.093880 sec): 3 clusters Score: Raw -45852.173484 + Penalty 651.353929 = -45200.819555 nChanged 28 SP:Iteration 10Q (718.135850 sec): 3 clusters Score: Raw -45872.270760 + Penalty 651.353929 = -45220.916831 nChanged 30 SP:Iteration 11Q (718.179897 sec): 3 clusters Score: Raw -45895.121496 + Penalty 651.353929 = -45243.767567 nChanged 24 SP:Iteration 12Q (718.223762 sec): 3 clusters Score: Raw -45911.011355 + Penalty 651.353929 = -45259.657426 nChanged 17 SP:Iteration 13Q (718.274435 sec): 3 clusters Score: Raw -45920.582182 + Penalty 651.353929 = -45269.228253 nChanged 15 SP:Iteration 14Q (718.316901 sec): 3 clusters Score: Raw -45925.978011 + Penalty 651.353929 = -45274.624082 nChanged 12 SP:Iteration 15Q (718.360565 sec): 3 clusters Score: Raw -45930.788453 + Penalty 651.353929 = -45279.434524 nChanged 8 SP:Iteration 16Q (718.405135 sec): 3 clusters Score: Raw -45934.194719 + Penalty 651.353929 = -45282.840790 nChanged 6 SP:Iteration 17Q (718.449163 sec): 3 clusters Score: Raw -45935.956399 + Penalty 651.353929 = -45284.602470 nChanged 6 SP:Iteration 18Q (718.497191 sec): 3 clusters Score: Raw -45938.105209 + Penalty 651.353929 = -45286.751280 nChanged 6 SP:Iteration 19Q (718.537291 sec): 3 clusters Score: Raw -45940.476797 + Penalty 651.353929 = -45289.122868 nChanged 7 SP:Iteration 20F (718.579995 sec): 3 clusters Score: Raw -45944.360358 + Penalty 651.353929 = -45293.006429 nChanged 8 SP:Iteration 21Q (718.625345 sec): 3 clusters Score: Raw -45949.925268 + Penalty 651.353929 = -45298.571339 nChanged 9 SP:Iteration 22Q (718.662199 sec): 3 clusters Score: Raw -45955.741947 + Penalty 651.353929 = -45304.388018 nChanged 13 SP:Iteration 23Q (718.708751 sec): 3 clusters Score: Raw -45961.690900 + Penalty 651.353929 = -45310.336971 nChanged 7 SP:Iteration 24Q (718.759284 sec): 3 clusters Score: Raw -45963.981237 + Penalty 651.353929 = -45312.627308 nChanged 4 SP:Iteration 25Q (718.794378 sec): 3 clusters Score: Raw -45964.676219 + Penalty 651.353929 = -45313.322290 nChanged 1 SP:Iteration 26Q (718.844138 sec): 3 clusters Score: Raw -45964.844460 + Penalty 651.353929 = -45313.490531 nChanged 2 SP:Iteration 27Q (718.885093 sec): 3 clusters Score: Raw -45966.573916 + Penalty 651.353929 = -45315.219987 nChanged 3 SP:Iteration 28Q (718.938420 sec): 3 clusters Score: Raw -45967.661105 + Penalty 651.353929 = -45316.307176 nChanged 2 SP:Iteration 29Q (718.977661 sec): 3 clusters Score: Raw -45968.748715 + Penalty 651.353929 = -45317.394786 nChanged 2 SP:Iteration 30Q (719.019083 sec): 3 clusters Score: Raw -45969.026924 + Penalty 651.353929 = -45317.672995 nChanged 0 SP:Iteration 31F (719.074490 sec): 3 clusters Score: Raw -45969.026924 + Penalty 651.353929 = -45317.672995 nChanged 0 Trying to split cluster 15 (1443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (719.103067 sec): 2 clusters Score: Raw -55549.085984 + Penalty 330.988820 = -55218.097164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (719.152811 sec): 3 clusters Score: Raw -54787.863491 + Penalty 661.977640 = -54125.885851 nChanged 613 SP:Iteration 1F (719.188929 sec): 3 clusters Score: Raw -55242.418966 + Penalty 661.977640 = -54580.441327 nChanged 139 SP:Iteration 2F (719.242420 sec): 3 clusters Score: Raw -55355.596879 + Penalty 661.977640 = -54693.619239 nChanged 112 SP:Iteration 3F (719.282530 sec): 3 clusters Score: Raw -55441.324033 + Penalty 661.977640 = -54779.346393 nChanged 75 SP:Iteration 4F (719.330172 sec): 3 clusters Score: Raw -55506.758697 + Penalty 661.977640 = -54844.781057 nChanged 61 SP:Iteration 5Q (719.385327 sec): 3 clusters Score: Raw -55556.350907 + Penalty 661.977640 = -54894.373267 nChanged 42 SP:Iteration 6Q (719.426159 sec): 3 clusters Score: Raw -55591.855617 + Penalty 661.977640 = -54929.877977 nChanged 40 SP:Iteration 7Q (719.468452 sec): 3 clusters Score: Raw -55618.475301 + Penalty 661.977640 = -54956.497661 nChanged 27 SP:Iteration 8Q (719.530558 sec): 3 clusters Score: Raw -55635.498611 + Penalty 661.977640 = -54973.520971 nChanged 16 SP:Iteration 9Q (719.569806 sec): 3 clusters Score: Raw -55648.113282 + Penalty 661.977640 = -54986.135642 nChanged 20 SP:Iteration 10Q (719.618260 sec): 3 clusters Score: Raw -55662.336813 + Penalty 661.977640 = -55000.359174 nChanged 16 SP:Iteration 11Q (719.666696 sec): 3 clusters Score: Raw -55672.315709 + Penalty 661.977640 = -55010.338069 nChanged 13 SP:Iteration 12Q (719.702336 sec): 3 clusters Score: Raw -55682.109664 + Penalty 661.977640 = -55020.132025 nChanged 13 SP:Iteration 13Q (719.746637 sec): 3 clusters Score: Raw -55689.179782 + Penalty 661.977640 = -55027.202142 nChanged 9 SP:Iteration 14Q (719.782537 sec): 3 clusters Score: Raw -55695.794672 + Penalty 661.977640 = -55033.817032 nChanged 10 SP:Iteration 15Q (719.830673 sec): 3 clusters Score: Raw -55701.193630 + Penalty 661.977640 = -55039.215990 nChanged 2 SP:Iteration 16Q (719.870500 sec): 3 clusters Score: Raw -55702.028124 + Penalty 661.977640 = -55040.050485 nChanged 3 SP:Iteration 17Q (719.916561 sec): 3 clusters Score: Raw -55703.412705 + Penalty 661.977640 = -55041.435066 nChanged 2 SP:Iteration 18Q (719.963177 sec): 3 clusters Score: Raw -55704.989729 + Penalty 661.977640 = -55043.012089 nChanged 0 SP:Iteration 19F (720.010367 sec): 3 clusters Score: Raw -55704.989729 + Penalty 661.977640 = -55043.012089 nChanged 0 Trying to split cluster 16 (2071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (720.034777 sec): 2 clusters Score: Raw -76967.975791 + Penalty 347.428302 = -76620.547489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (720.073952 sec): 3 clusters Score: Raw -75817.515274 + Penalty 694.856604 = -75122.658670 nChanged 874 SP:Iteration 1F (720.111387 sec): 3 clusters Score: Raw -76406.466062 + Penalty 694.856604 = -75711.609457 nChanged 166 SP:Iteration 2F (720.152792 sec): 3 clusters Score: Raw -76523.252123 + Penalty 694.856604 = -75828.395519 nChanged 138 SP:Iteration 3F (720.208551 sec): 3 clusters Score: Raw -76609.245195 + Penalty 694.856604 = -75914.388590 nChanged 106 SP:Iteration 4F (720.258910 sec): 3 clusters Score: Raw -76686.562310 + Penalty 694.856604 = -75991.705706 nChanged 100 SP:Iteration 5Q (720.310855 sec): 3 clusters Score: Raw -76771.330849 + Penalty 694.856604 = -76076.474245 nChanged 93 SP:Iteration 6Q (720.357219 sec): 3 clusters Score: Raw -76845.987183 + Penalty 694.856604 = -76151.130579 nChanged 75 SP:Iteration 7Q (720.399299 sec): 3 clusters Score: Raw -76896.087350 + Penalty 694.856604 = -76201.230746 nChanged 51 SP:Iteration 8Q (720.445363 sec): 3 clusters Score: Raw -76923.717148 + Penalty 694.856604 = -76228.860543 nChanged 38 SP:Iteration 9Q (720.495854 sec): 3 clusters Score: Raw -76937.271805 + Penalty 694.856604 = -76242.415201 nChanged 26 SP:Iteration 10Q (720.542785 sec): 3 clusters Score: Raw -76951.487263 + Penalty 694.856604 = -76256.630659 nChanged 30 SP:Iteration 11Q (720.581478 sec): 3 clusters Score: Raw -76960.929637 + Penalty 694.856604 = -76266.073033 nChanged 15 SP:Iteration 12Q (720.631003 sec): 3 clusters Score: Raw -76963.757273 + Penalty 694.856604 = -76268.900669 nChanged 4 SP:Iteration 13Q (720.670198 sec): 3 clusters Score: Raw -76964.109893 + Penalty 694.856604 = -76269.253289 nChanged 1 SP:Iteration 14Q (720.715093 sec): 3 clusters Score: Raw -76964.210619 + Penalty 694.856604 = -76269.354015 nChanged 1 SP:Iteration 15Q (720.773748 sec): 3 clusters Score: Raw -76964.338914 + Penalty 694.856604 = -76269.482310 nChanged 1 SP:Iteration 16Q (720.807447 sec): 3 clusters Score: Raw -76964.412089 + Penalty 694.856604 = -76269.555485 nChanged 2 SP:Iteration 17Q (720.853419 sec): 3 clusters Score: Raw -76964.603707 + Penalty 694.856604 = -76269.747103 nChanged 0 SP:Iteration 18F (720.898064 sec): 3 clusters Score: Raw -76964.603707 + Penalty 694.856604 = -76269.747103 nChanged 0 Trying to split cluster 17 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (720.931360 sec): 2 clusters Score: Raw -21738.653593 + Penalty 285.415904 = -21453.237689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (720.970165 sec): 3 clusters Score: Raw -21518.437536 + Penalty 570.831808 = -20947.605729 nChanged 181 SP:Iteration 1F (721.016414 sec): 3 clusters Score: Raw -21639.429784 + Penalty 570.831808 = -21068.597977 nChanged 32 SP:Iteration 2F (721.058151 sec): 3 clusters Score: Raw -21666.795653 + Penalty 570.831808 = -21095.963845 nChanged 21 SP:Iteration 3Q (721.091490 sec): 3 clusters Score: Raw -21683.958454 + Penalty 570.831808 = -21113.126646 nChanged 25 SP:Iteration 4Q (721.142487 sec): 3 clusters Score: Raw -21701.413618 + Penalty 570.831808 = -21130.581810 nChanged 21 SP:Iteration 5Q (721.187879 sec): 3 clusters Score: Raw -21717.962984 + Penalty 570.831808 = -21147.131177 nChanged 20 SP:Iteration 6Q (721.233756 sec): 3 clusters Score: Raw -21740.798535 + Penalty 570.831808 = -21169.966728 nChanged 22 SP:Iteration 7Q (721.270160 sec): 3 clusters Score: Raw -21779.863880 + Penalty 570.831808 = -21209.032072 nChanged 31 SP:Iteration 8F (721.318145 sec): 3 clusters Score: Raw -21847.673814 + Penalty 570.831808 = -21276.842007 nChanged 27 SP:Iteration 9F (721.362422 sec): 3 clusters Score: Raw -21915.782086 + Penalty 570.831808 = -21344.950279 nChanged 25 SP:Iteration 10Q (721.403793 sec): 3 clusters Score: Raw -21960.446789 + Penalty 570.831808 = -21389.614982 nChanged 12 SP:Iteration 11Q (721.444606 sec): 3 clusters Score: Raw -21972.515544 + Penalty 570.831808 = -21401.683737 nChanged 11 SP:Iteration 12Q (721.487061 sec): 3 clusters Score: Raw -21983.465585 + Penalty 570.831808 = -21412.633777 nChanged 10 SP:Iteration 13Q (721.534293 sec): 3 clusters Score: Raw -21993.065658 + Penalty 570.831808 = -21422.233850 nChanged 6 SP:Iteration 14Q (721.578786 sec): 3 clusters Score: Raw -21998.036588 + Penalty 570.831808 = -21427.204780 nChanged 5 SP:Iteration 15Q (721.623927 sec): 3 clusters Score: Raw -22004.442694 + Penalty 570.831808 = -21433.610886 nChanged 2 SP:Iteration 16Q (721.654204 sec): 3 clusters Score: Raw -22006.475725 + Penalty 570.831808 = -21435.643918 nChanged 2 SP:Iteration 17Q (721.695843 sec): 3 clusters Score: Raw -22007.855916 + Penalty 570.831808 = -21437.024108 nChanged 1 SP:Iteration 18Q (721.749056 sec): 3 clusters Score: Raw -22008.122810 + Penalty 570.831808 = -21437.291003 nChanged 0 SP:Iteration 19F (721.781296 sec): 3 clusters Score: Raw -22008.122810 + Penalty 570.831808 = -21437.291003 nChanged 0 Trying to split cluster 18 (2106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (721.817096 sec): 2 clusters Score: Raw -79080.037960 + Penalty 348.190829 = -78731.847131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (721.853747 sec): 3 clusters Score: Raw -77936.120769 + Penalty 696.381658 = -77239.739111 nChanged 892 SP:Iteration 1F (721.904590 sec): 3 clusters Score: Raw -78445.847694 + Penalty 696.381658 = -77749.466036 nChanged 178 SP:Iteration 2F (721.938728 sec): 3 clusters Score: Raw -78570.538383 + Penalty 696.381658 = -77874.156725 nChanged 154 SP:Iteration 3F (721.987696 sec): 3 clusters Score: Raw -78672.994575 + Penalty 696.381658 = -77976.612917 nChanged 123 SP:Iteration 4F (722.024977 sec): 3 clusters Score: Raw -78748.187951 + Penalty 696.381658 = -78051.806293 nChanged 81 SP:Iteration 5Q (722.069628 sec): 3 clusters Score: Raw -78796.200430 + Penalty 696.381658 = -78099.818772 nChanged 71 SP:Iteration 6Q (722.116945 sec): 3 clusters Score: Raw -78835.246201 + Penalty 696.381658 = -78138.864543 nChanged 55 SP:Iteration 7Q (722.154457 sec): 3 clusters Score: Raw -78876.915299 + Penalty 696.381658 = -78180.533641 nChanged 60 SP:Iteration 8Q (722.198993 sec): 3 clusters Score: Raw -78922.792573 + Penalty 696.381658 = -78226.410915 nChanged 46 SP:Iteration 9Q (722.246989 sec): 3 clusters Score: Raw -78952.389679 + Penalty 696.381658 = -78256.008021 nChanged 37 SP:Iteration 10Q (722.281955 sec): 3 clusters Score: Raw -78979.861982 + Penalty 696.381658 = -78283.480324 nChanged 36 SP:Iteration 11Q (722.333020 sec): 3 clusters Score: Raw -79000.712660 + Penalty 696.381658 = -78304.331002 nChanged 26 SP:Iteration 12Q (722.377283 sec): 3 clusters Score: Raw -79011.171188 + Penalty 696.381658 = -78314.789530 nChanged 19 SP:Iteration 13Q (722.425246 sec): 3 clusters Score: Raw -79020.357758 + Penalty 696.381658 = -78323.976100 nChanged 22 SP:Iteration 14Q (722.461766 sec): 3 clusters Score: Raw -79028.837124 + Penalty 696.381658 = -78332.455466 nChanged 18 SP:Iteration 15Q (722.509737 sec): 3 clusters Score: Raw -79035.143345 + Penalty 696.381658 = -78338.761687 nChanged 20 SP:Iteration 16Q (722.565615 sec): 3 clusters Score: Raw -79043.388538 + Penalty 696.381658 = -78347.006880 nChanged 20 SP:Iteration 17Q (722.611261 sec): 3 clusters Score: Raw -79051.312637 + Penalty 696.381658 = -78354.930979 nChanged 19 SP:Iteration 18Q (722.654115 sec): 3 clusters Score: Raw -79058.130823 + Penalty 696.381658 = -78361.749165 nChanged 16 SP:Iteration 19Q (722.693003 sec): 3 clusters Score: Raw -79064.707284 + Penalty 696.381658 = -78368.325626 nChanged 16 SP:Iteration 20F (722.752937 sec): 3 clusters Score: Raw -79070.259688 + Penalty 696.381658 = -78373.878030 nChanged 13 SP:Iteration 21Q (722.796825 sec): 3 clusters Score: Raw -79075.372778 + Penalty 696.381658 = -78378.991120 nChanged 13 SP:Iteration 22Q (722.851161 sec): 3 clusters Score: Raw -79081.146870 + Penalty 696.381658 = -78384.765212 nChanged 12 SP:Iteration 23Q (722.905009 sec): 3 clusters Score: Raw -79086.823131 + Penalty 696.381658 = -78390.441473 nChanged 13 SP:Iteration 24Q (722.954698 sec): 3 clusters Score: Raw -79092.868333 + Penalty 696.381658 = -78396.486675 nChanged 10 SP:Iteration 25Q (722.999422 sec): 3 clusters Score: Raw -79094.978827 + Penalty 696.381658 = -78398.597169 nChanged 4 SP:Iteration 26Q (723.031059 sec): 3 clusters Score: Raw -79096.010938 + Penalty 696.381658 = -78399.629280 nChanged 2 SP:Iteration 27Q (723.085153 sec): 3 clusters Score: Raw -79096.279626 + Penalty 696.381658 = -78399.897968 nChanged 0 SP:Iteration 28F (723.119077 sec): 3 clusters Score: Raw -79096.279626 + Penalty 696.381658 = -78399.897968 nChanged 0 Trying to split cluster 19 (2935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (723.157655 sec): 2 clusters Score: Raw -92802.204896 + Penalty 363.293054 = -92438.911842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (723.203551 sec): 3 clusters Score: Raw -91201.064602 + Penalty 726.586109 = -90474.478493 nChanged 1325 SP:Iteration 1F (723.248182 sec): 3 clusters Score: Raw -92174.666456 + Penalty 726.586109 = -91448.080348 nChanged 297 SP:Iteration 2F (723.293628 sec): 3 clusters Score: Raw -92413.258702 + Penalty 726.586109 = -91686.672593 nChanged 218 SP:Iteration 3F (723.332923 sec): 3 clusters Score: Raw -92554.395105 + Penalty 726.586109 = -91827.808997 nChanged 142 SP:Iteration 4Q (723.380458 sec): 3 clusters Score: Raw -92636.928453 + Penalty 726.586109 = -91910.342344 nChanged 108 SP:Iteration 5Q (723.433153 sec): 3 clusters Score: Raw -92691.848349 + Penalty 726.586109 = -91965.262240 nChanged 73 SP:Iteration 6Q (723.471237 sec): 3 clusters Score: Raw -92724.199866 + Penalty 726.586109 = -91997.613758 nChanged 53 SP:Iteration 7Q (723.528269 sec): 3 clusters Score: Raw -92741.154877 + Penalty 726.586109 = -92014.568768 nChanged 43 SP:Iteration 8Q (723.565275 sec): 3 clusters Score: Raw -92753.374515 + Penalty 726.586109 = -92026.788407 nChanged 36 SP:Iteration 9Q (723.617982 sec): 3 clusters Score: Raw -92761.908359 + Penalty 726.586109 = -92035.322250 nChanged 35 SP:Iteration 10Q (723.660000 sec): 3 clusters Score: Raw -92769.584058 + Penalty 726.586109 = -92042.997950 nChanged 27 SP:Iteration 11Q (723.698944 sec): 3 clusters Score: Raw -92777.848804 + Penalty 726.586109 = -92051.262695 nChanged 31 SP:Iteration 12Q (723.746183 sec): 3 clusters Score: Raw -92787.591062 + Penalty 726.586109 = -92061.004954 nChanged 38 SP:Iteration 13Q (723.789289 sec): 3 clusters Score: Raw -92800.848511 + Penalty 726.586109 = -92074.262402 nChanged 37 SP:Iteration 14Q (723.834513 sec): 3 clusters Score: Raw -92812.180581 + Penalty 726.586109 = -92085.594472 nChanged 29 SP:Iteration 15Q (723.888582 sec): 3 clusters Score: Raw -92819.820131 + Penalty 726.586109 = -92093.234022 nChanged 21 SP:Iteration 16Q (723.933552 sec): 3 clusters Score: Raw -92826.430342 + Penalty 726.586109 = -92099.844233 nChanged 21 SP:Iteration 17Q (723.981560 sec): 3 clusters Score: Raw -92832.734845 + Penalty 726.586109 = -92106.148737 nChanged 22 SP:Iteration 18Q (724.020045 sec): 3 clusters Score: Raw -92840.129634 + Penalty 726.586109 = -92113.543525 nChanged 29 SP:Iteration 19Q (724.065886 sec): 3 clusters Score: Raw -92848.549119 + Penalty 726.586109 = -92121.963010 nChanged 22 SP:Iteration 20F (724.110688 sec): 3 clusters Score: Raw -92856.065171 + Penalty 726.586109 = -92129.479063 nChanged 21 SP:Iteration 21Q (724.159849 sec): 3 clusters Score: Raw -92864.007998 + Penalty 726.586109 = -92137.421889 nChanged 26 SP:Iteration 22Q (724.205318 sec): 3 clusters Score: Raw -92873.352357 + Penalty 726.586109 = -92146.766248 nChanged 28 SP:Iteration 23Q (724.255859 sec): 3 clusters Score: Raw -92881.201928 + Penalty 726.586109 = -92154.615819 nChanged 22 SP:Iteration 24Q (724.296894 sec): 3 clusters Score: Raw -92890.086106 + Penalty 726.586109 = -92163.499997 nChanged 24 SP:Iteration 25Q (724.335343 sec): 3 clusters Score: Raw -92912.702577 + Penalty 726.586109 = -92186.116468 nChanged 30 SP:Iteration 26Q (724.387076 sec): 3 clusters Score: Raw -92949.570142 + Penalty 726.586109 = -92222.984033 nChanged 44 SP:Iteration 27Q (724.421678 sec): 3 clusters Score: Raw -92999.319235 + Penalty 726.586109 = -92272.733127 nChanged 39 SP:Iteration 28Q (724.467317 sec): 3 clusters Score: Raw -93029.569217 + Penalty 726.586109 = -92302.983109 nChanged 36 SP:Iteration 29Q (724.519738 sec): 3 clusters Score: Raw -93048.091017 + Penalty 726.586109 = -92321.504908 nChanged 31 SP:Iteration 30Q (724.557278 sec): 3 clusters Score: Raw -93062.163794 + Penalty 726.586109 = -92335.577685 nChanged 35 SP:Iteration 31Q (724.608062 sec): 3 clusters Score: Raw -93076.410885 + Penalty 726.586109 = -92349.824776 nChanged 24 SP:Iteration 32Q (724.657234 sec): 3 clusters Score: Raw -93083.231967 + Penalty 726.586109 = -92356.645858 nChanged 20 SP:Iteration 33Q (724.704260 sec): 3 clusters Score: Raw -93089.768527 + Penalty 726.586109 = -92363.182418 nChanged 24 SP:Iteration 34Q (724.741629 sec): 3 clusters Score: Raw -93096.945688 + Penalty 726.586109 = -92370.359580 nChanged 21 SP:Iteration 35Q (724.796379 sec): 3 clusters Score: Raw -93103.874989 + Penalty 726.586109 = -92377.288881 nChanged 16 SP:Iteration 36Q (724.835241 sec): 3 clusters Score: Raw -93107.875615 + Penalty 726.586109 = -92381.289506 nChanged 11 SP:Iteration 37Q (724.886376 sec): 3 clusters Score: Raw -93110.125198 + Penalty 726.586109 = -92383.539090 nChanged 9 SP:Iteration 38Q (724.932206 sec): 3 clusters Score: Raw -93112.749244 + Penalty 726.586109 = -92386.163135 nChanged 7 SP:Iteration 39Q (724.987712 sec): 3 clusters Score: Raw -93114.762836 + Penalty 726.586109 = -92388.176728 nChanged 5 SP:Iteration 40F (725.044177 sec): 3 clusters Score: Raw -93117.173545 + Penalty 726.586109 = -92390.587436 nChanged 9 SP:Iteration 41Q (725.085900 sec): 3 clusters Score: Raw -93120.179199 + Penalty 726.586109 = -92393.593090 nChanged 8 SP:Iteration 42Q (725.132491 sec): 3 clusters Score: Raw -93122.363960 + Penalty 726.586109 = -92395.777852 nChanged 10 SP:Iteration 43Q (725.173885 sec): 3 clusters Score: Raw -93126.191321 + Penalty 726.586109 = -92399.605213 nChanged 7 SP:Iteration 44Q (725.218603 sec): 3 clusters Score: Raw -93127.832895 + Penalty 726.586109 = -92401.246786 nChanged 4 SP:Iteration 45Q (725.263059 sec): 3 clusters Score: Raw -93128.731428 + Penalty 726.586109 = -92402.145319 nChanged 4 SP:Iteration 46Q (725.318937 sec): 3 clusters Score: Raw -93130.007538 + Penalty 726.586109 = -92403.421429 nChanged 6 SP:Iteration 47Q (725.366073 sec): 3 clusters Score: Raw -93131.714877 + Penalty 726.586109 = -92405.128768 nChanged 7 SP:Iteration 48Q (725.404097 sec): 3 clusters Score: Raw -93133.713698 + Penalty 726.586109 = -92407.127590 nChanged 3 SP:Iteration 49Q (725.452193 sec): 3 clusters Score: Raw -93134.227324 + Penalty 726.586109 = -92407.641216 nChanged 2 SP:Iteration 50Q (725.498354 sec): 3 clusters Score: Raw -93134.697633 + Penalty 726.586109 = -92408.111525 nChanged 3 SP:Iteration 51Q (725.541541 sec): 3 clusters Score: Raw -93135.133795 + Penalty 726.586109 = -92408.547686 nChanged 3 SP:Iteration 52Q (725.573449 sec): 3 clusters Score: Raw -93135.972330 + Penalty 726.586109 = -92409.386222 nChanged 2 SP:Iteration 53Q (725.620303 sec): 3 clusters Score: Raw -93136.528804 + Penalty 726.586109 = -92409.942695 nChanged 4 SP:Iteration 54Q (725.661496 sec): 3 clusters Score: Raw -93137.083566 + Penalty 726.586109 = -92410.497457 nChanged 3 SP:Iteration 55Q (725.706012 sec): 3 clusters Score: Raw -93137.806521 + Penalty 726.586109 = -92411.220412 nChanged 2 SP:Iteration 56Q (725.765547 sec): 3 clusters Score: Raw -93138.006094 + Penalty 726.586109 = -92411.419985 nChanged 1 SP:Iteration 57Q (725.819057 sec): 3 clusters Score: Raw -93138.851255 + Penalty 726.586109 = -92412.265147 nChanged 2 SP:Iteration 58Q (725.861994 sec): 3 clusters Score: Raw -93139.063860 + Penalty 726.586109 = -92412.477752 nChanged 1 SP:Iteration 59Q (725.907875 sec): 3 clusters Score: Raw -93139.161986 + Penalty 726.586109 = -92412.575878 nChanged 1 SP:Iteration 60F (725.960734 sec): 3 clusters Score: Raw -93139.511820 + Penalty 726.586109 = -92412.925711 nChanged 1 SP:Iteration 61Q (726.012710 sec): 3 clusters Score: Raw -93140.173743 + Penalty 726.586109 = -92413.587634 nChanged 1 SP:Iteration 62Q (726.054150 sec): 3 clusters Score: Raw -93140.716916 + Penalty 726.586109 = -92414.130808 nChanged 2 SP:Iteration 63Q (726.101859 sec): 3 clusters Score: Raw -93141.637332 + Penalty 726.586109 = -92415.051223 nChanged 3 SP:Iteration 64Q (726.166886 sec): 3 clusters Score: Raw -93142.580800 + Penalty 726.586109 = -92415.994691 nChanged 3 SP:Iteration 65Q (726.210245 sec): 3 clusters Score: Raw -93143.556077 + Penalty 726.586109 = -92416.969968 nChanged 5 SP:Iteration 66Q (726.255315 sec): 3 clusters Score: Raw -93146.158394 + Penalty 726.586109 = -92419.572285 nChanged 6 SP:Iteration 67Q (726.299836 sec): 3 clusters Score: Raw -93148.630510 + Penalty 726.586109 = -92422.044401 nChanged 5 SP:Iteration 68Q (726.356968 sec): 3 clusters Score: Raw -93149.398698 + Penalty 726.586109 = -92422.812589 nChanged 2 SP:Iteration 69Q (726.401889 sec): 3 clusters Score: Raw -93149.914886 + Penalty 726.586109 = -92423.328778 nChanged 3 SP:Iteration 70Q (726.440535 sec): 3 clusters Score: Raw -93150.545460 + Penalty 726.586109 = -92423.959352 nChanged 3 SP:Iteration 71Q (726.495781 sec): 3 clusters Score: Raw -93151.379917 + Penalty 726.586109 = -92424.793809 nChanged 3 SP:Iteration 72Q (726.541155 sec): 3 clusters Score: Raw -93152.214533 + Penalty 726.586109 = -92425.628425 nChanged 1 SP:Iteration 73Q (726.587862 sec): 3 clusters Score: Raw -93152.921512 + Penalty 726.586109 = -92426.335403 nChanged 1 SP:Iteration 74Q (726.637035 sec): 3 clusters Score: Raw -93153.109334 + Penalty 726.586109 = -92426.523225 nChanged 1 SP:Iteration 75Q (726.689567 sec): 3 clusters Score: Raw -93153.284126 + Penalty 726.586109 = -92426.698018 nChanged 1 SP:Iteration 76Q (726.739641 sec): 3 clusters Score: Raw -93153.357975 + Penalty 726.586109 = -92426.771867 nChanged 1 SP:Iteration 77Q (726.777052 sec): 3 clusters Score: Raw -93153.528304 + Penalty 726.586109 = -92426.942195 nChanged 1 SP:Iteration 78Q (726.828403 sec): 3 clusters Score: Raw -93153.716440 + Penalty 726.586109 = -92427.130331 nChanged 2 SP:Iteration 79Q (726.878507 sec): 3 clusters Score: Raw -93154.773686 + Penalty 726.586109 = -92428.187577 nChanged 1 SP:Iteration 80F (726.923579 sec): 3 clusters Score: Raw -93154.925785 + Penalty 726.586109 = -92428.339677 nChanged 1 SP:Iteration 81Q (726.965183 sec): 3 clusters Score: Raw -93155.192531 + Penalty 726.586109 = -92428.606422 nChanged 2 SP:Iteration 82Q (727.012203 sec): 3 clusters Score: Raw -93155.459489 + Penalty 726.586109 = -92428.873380 nChanged 2 SP:Iteration 83Q (727.056151 sec): 3 clusters Score: Raw -93155.852264 + Penalty 726.586109 = -92429.266155 nChanged 1 SP:Iteration 84Q (727.104341 sec): 3 clusters Score: Raw -93155.972401 + Penalty 726.586109 = -92429.386293 nChanged 2 SP:Iteration 85Q (727.148754 sec): 3 clusters Score: Raw -93156.572412 + Penalty 726.586109 = -92429.986304 nChanged 2 SP:Iteration 86Q (727.206102 sec): 3 clusters Score: Raw -93156.963088 + Penalty 726.586109 = -92430.376979 nChanged 3 SP:Iteration 87Q (727.251942 sec): 3 clusters Score: Raw -93157.452043 + Penalty 726.586109 = -92430.865934 nChanged 2 SP:Iteration 88Q (727.300219 sec): 3 clusters Score: Raw -93157.798308 + Penalty 726.586109 = -92431.212199 nChanged 2 SP:Iteration 89Q (727.349192 sec): 3 clusters Score: Raw -93158.091414 + Penalty 726.586109 = -92431.505305 nChanged 0 SP:Iteration 90F (727.396081 sec): 3 clusters Score: Raw -93158.091414 + Penalty 726.586109 = -92431.505305 nChanged 0 Trying to split cluster 20 (2028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (727.424364 sec): 2 clusters Score: Raw -70117.187149 + Penalty 346.473644 = -69770.713505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (727.460498 sec): 3 clusters Score: Raw -69016.144823 + Penalty 692.947288 = -68323.197534 nChanged 827 SP:Iteration 1F (727.501571 sec): 3 clusters Score: Raw -69512.138426 + Penalty 692.947288 = -68819.191138 nChanged 160 SP:Iteration 2F (727.551815 sec): 3 clusters Score: Raw -69623.125581 + Penalty 692.947288 = -68930.178292 nChanged 143 SP:Iteration 3F (727.596449 sec): 3 clusters Score: Raw -69706.669764 + Penalty 692.947288 = -69013.722476 nChanged 113 SP:Iteration 4F (727.633684 sec): 3 clusters Score: Raw -69780.980353 + Penalty 692.947288 = -69088.033065 nChanged 91 SP:Iteration 5Q (727.678308 sec): 3 clusters Score: Raw -69842.917947 + Penalty 692.947288 = -69149.970659 nChanged 81 SP:Iteration 6Q (727.727319 sec): 3 clusters Score: Raw -69899.733725 + Penalty 692.947288 = -69206.786436 nChanged 75 SP:Iteration 7Q (727.770825 sec): 3 clusters Score: Raw -69965.567674 + Penalty 692.947288 = -69272.620385 nChanged 51 SP:Iteration 8Q (727.811938 sec): 3 clusters Score: Raw -70006.672790 + Penalty 692.947288 = -69313.725502 nChanged 44 SP:Iteration 9Q (727.859924 sec): 3 clusters Score: Raw -70046.573581 + Penalty 692.947288 = -69353.626293 nChanged 26 SP:Iteration 10Q (727.910880 sec): 3 clusters Score: Raw -70072.453424 + Penalty 692.947288 = -69379.506136 nChanged 26 SP:Iteration 11Q (727.951962 sec): 3 clusters Score: Raw -70100.414388 + Penalty 692.947288 = -69407.467100 nChanged 23 SP:Iteration 12Q (727.988859 sec): 3 clusters Score: Raw -70113.437350 + Penalty 692.947288 = -69420.490062 nChanged 13 SP:Iteration 13Q (728.034004 sec): 3 clusters Score: Raw -70123.630702 + Penalty 692.947288 = -69430.683414 nChanged 13 SP:Iteration 14Q (728.082366 sec): 3 clusters Score: Raw -70140.955470 + Penalty 692.947288 = -69448.008182 nChanged 12 SP:Iteration 15Q (728.121145 sec): 3 clusters Score: Raw -70157.568689 + Penalty 692.947288 = -69464.621401 nChanged 8 SP:Iteration 16Q (728.179183 sec): 3 clusters Score: Raw -70163.293953 + Penalty 692.947288 = -69470.346665 nChanged 7 SP:Iteration 17Q (728.224092 sec): 3 clusters Score: Raw -70166.675307 + Penalty 692.947288 = -69473.728019 nChanged 5 SP:Iteration 18Q (728.259889 sec): 3 clusters Score: Raw -70169.502859 + Penalty 692.947288 = -69476.555571 nChanged 2 SP:Iteration 19Q (728.304648 sec): 3 clusters Score: Raw -70172.840667 + Penalty 692.947288 = -69479.893378 nChanged 1 SP:Iteration 20F (728.352585 sec): 3 clusters Score: Raw -70174.317797 + Penalty 692.947288 = -69481.370509 nChanged 3 SP:Iteration 21Q (728.398743 sec): 3 clusters Score: Raw -70175.673940 + Penalty 692.947288 = -69482.726651 nChanged 2 SP:Iteration 22Q (728.449675 sec): 3 clusters Score: Raw -70176.695395 + Penalty 692.947288 = -69483.748107 nChanged 1 SP:Iteration 23Q (728.504492 sec): 3 clusters Score: Raw -70177.417834 + Penalty 692.947288 = -69484.470546 nChanged 0 SP:Iteration 24F (728.543826 sec): 3 clusters Score: Raw -70177.417834 + Penalty 692.947288 = -69484.470546 nChanged 0 Trying to split cluster 21 (21827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (728.598306 sec): 2 clusters Score: Raw -909442.731859 + Penalty 454.586087 = -908988.145772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (728.662028 sec): 3 clusters Score: Raw -895336.173110 + Penalty 909.172174 = -894427.000935 nChanged 10342 SP:Iteration 1F (728.728816 sec): 3 clusters Score: Raw -901318.576609 + Penalty 909.172174 = -900409.404435 nChanged 1074 SP:Iteration 2Q (728.781455 sec): 3 clusters Score: Raw -901793.883784 + Penalty 909.172174 = -900884.711610 nChanged 1218 SP:Iteration 3F (728.844901 sec): 3 clusters Score: Raw -902461.198021 + Penalty 909.172174 = -901552.025847 nChanged 1312 SP:Iteration 4F (728.909447 sec): 3 clusters Score: Raw -903343.884419 + Penalty 909.172174 = -902434.712245 nChanged 1423 SP:Iteration 5F (728.977324 sec): 3 clusters Score: Raw -904452.120788 + Penalty 909.172174 = -903542.948614 nChanged 1355 SP:Iteration 6F (729.048905 sec): 3 clusters Score: Raw -905377.300347 + Penalty 909.172174 = -904468.128173 nChanged 1066 SP:Iteration 7Q (729.113115 sec): 3 clusters Score: Raw -905903.132797 + Penalty 909.172174 = -904993.960622 nChanged 713 SP:Iteration 8Q (729.173877 sec): 3 clusters Score: Raw -906116.368733 + Penalty 909.172174 = -905207.196559 nChanged 417 SP:Iteration 9Q (729.252328 sec): 3 clusters Score: Raw -906207.750832 + Penalty 909.172174 = -905298.578657 nChanged 292 SP:Iteration 10Q (729.321916 sec): 3 clusters Score: Raw -906272.849092 + Penalty 909.172174 = -905363.676917 nChanged 288 SP:Iteration 11Q (729.385311 sec): 3 clusters Score: Raw -906341.649222 + Penalty 909.172174 = -905432.477047 nChanged 307 SP:Iteration 12Q (729.466804 sec): 3 clusters Score: Raw -906427.325270 + Penalty 909.172174 = -905518.153096 nChanged 321 SP:Iteration 13Q (729.531660 sec): 3 clusters Score: Raw -906518.562522 + Penalty 909.172174 = -905609.390348 nChanged 348 SP:Iteration 14Q (729.589163 sec): 3 clusters Score: Raw -906624.592087 + Penalty 909.172174 = -905715.419913 nChanged 372 SP:Iteration 15Q (729.665608 sec): 3 clusters Score: Raw -906749.071913 + Penalty 909.172174 = -905839.899739 nChanged 390 SP:Iteration 16Q (729.722551 sec): 3 clusters Score: Raw -906881.212556 + Penalty 909.172174 = -905972.040382 nChanged 399 SP:Iteration 17Q (729.788818 sec): 3 clusters Score: Raw -907025.194504 + Penalty 909.172174 = -906116.022330 nChanged 394 SP:Iteration 18Q (729.854685 sec): 3 clusters Score: Raw -907165.133098 + Penalty 909.172174 = -906255.960924 nChanged 389 SP:Iteration 19Q (729.923705 sec): 3 clusters Score: Raw -907324.262630 + Penalty 909.172174 = -906415.090456 nChanged 420 SP:Iteration 20F (729.991719 sec): 3 clusters Score: Raw -907510.114759 + Penalty 909.172174 = -906600.942585 nChanged 416 SP:Iteration 21Q (730.051727 sec): 3 clusters Score: Raw -907703.311133 + Penalty 909.172174 = -906794.138959 nChanged 393 SP:Iteration 22Q (730.113824 sec): 3 clusters Score: Raw -907900.089642 + Penalty 909.172174 = -906990.917468 nChanged 418 SP:Iteration 23Q (730.183244 sec): 3 clusters Score: Raw -908129.795317 + Penalty 909.172174 = -907220.623143 nChanged 406 SP:Iteration 24Q (730.235062 sec): 3 clusters Score: Raw -908378.765148 + Penalty 909.172174 = -907469.592973 nChanged 366 SP:Iteration 25Q (730.300388 sec): 3 clusters Score: Raw -908616.887435 + Penalty 909.172174 = -907707.715261 nChanged 320 SP:Iteration 26Q (730.371359 sec): 3 clusters Score: Raw -908825.598449 + Penalty 909.172174 = -907916.426274 nChanged 270 SP:Iteration 27Q (730.426343 sec): 3 clusters Score: Raw -909011.163211 + Penalty 909.172174 = -908101.991037 nChanged 227 SP:Iteration 28Q (730.500723 sec): 3 clusters Score: Raw -909172.687440 + Penalty 909.172174 = -908263.515265 nChanged 190 SP:Iteration 29Q (730.569176 sec): 3 clusters Score: Raw -909319.562934 + Penalty 909.172174 = -908410.390760 nChanged 121 SP:Iteration 30Q (730.633442 sec): 3 clusters Score: Raw -909410.107946 + Penalty 909.172174 = -908500.935771 nChanged 65 SP:Iteration 31Q (730.698192 sec): 3 clusters Score: Raw -909462.637335 + Penalty 909.172174 = -908553.465161 nChanged 31 SP:Iteration 32Q (730.762996 sec): 3 clusters Score: Raw -909491.812449 + Penalty 909.172174 = -908582.640275 nChanged 12 SP:Iteration 33Q (730.829741 sec): 3 clusters Score: Raw -909505.346638 + Penalty 909.172174 = -908596.174463 nChanged 9 SP:Iteration 34Q (730.892298 sec): 3 clusters Score: Raw -909513.357357 + Penalty 909.172174 = -908604.185182 nChanged 6 SP:Iteration 35Q (730.944514 sec): 3 clusters Score: Raw -909517.738323 + Penalty 909.172174 = -908608.566149 nChanged 1 SP:Iteration 36Q (731.016033 sec): 3 clusters Score: Raw -909518.426203 + Penalty 909.172174 = -908609.254028 nChanged 0 SP:Iteration 37F (731.079149 sec): 3 clusters Score: Raw -909518.426203 + Penalty 909.172174 = -908609.254028 nChanged 0 Trying to split cluster 22 (2602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (731.095437 sec): 2 clusters Score: Raw -100407.015610 + Penalty 357.813622 = -100049.201987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (731.157686 sec): 3 clusters Score: Raw -98951.158518 + Penalty 715.627245 = -98235.531273 nChanged 1113 SP:Iteration 1F (731.193930 sec): 3 clusters Score: Raw -99715.509375 + Penalty 715.627245 = -98999.882130 nChanged 254 SP:Iteration 2F (731.246555 sec): 3 clusters Score: Raw -99974.713399 + Penalty 715.627245 = -99259.086154 nChanged 241 SP:Iteration 3F (731.302149 sec): 3 clusters Score: Raw -100160.006813 + Penalty 715.627245 = -99444.379568 nChanged 168 SP:Iteration 4F (731.357095 sec): 3 clusters Score: Raw -100297.353190 + Penalty 715.627245 = -99581.725945 nChanged 140 SP:Iteration 5F (731.403625 sec): 3 clusters Score: Raw -100399.195659 + Penalty 715.627245 = -99683.568414 nChanged 113 SP:Iteration 6Q (731.452675 sec): 3 clusters Score: Raw -100451.717427 + Penalty 715.627245 = -99736.090182 nChanged 74 SP:Iteration 7Q (731.497800 sec): 3 clusters Score: Raw -100473.139241 + Penalty 715.627245 = -99757.511996 nChanged 37 SP:Iteration 8Q (731.546085 sec): 3 clusters Score: Raw -100481.595419 + Penalty 715.627245 = -99765.968174 nChanged 23 SP:Iteration 9Q (731.589242 sec): 3 clusters Score: Raw -100485.913470 + Penalty 715.627245 = -99770.286225 nChanged 11 SP:Iteration 10Q (731.636738 sec): 3 clusters Score: Raw -100487.911943 + Penalty 715.627245 = -99772.284698 nChanged 11 SP:Iteration 11Q (731.681837 sec): 3 clusters Score: Raw -100490.068808 + Penalty 715.627245 = -99774.441564 nChanged 12 SP:Iteration 12Q (731.730340 sec): 3 clusters Score: Raw -100492.811053 + Penalty 715.627245 = -99777.183808 nChanged 18 SP:Iteration 13Q (731.772800 sec): 3 clusters Score: Raw -100498.167927 + Penalty 715.627245 = -99782.540682 nChanged 19 SP:Iteration 14Q (731.817968 sec): 3 clusters Score: Raw -100502.917876 + Penalty 715.627245 = -99787.290631 nChanged 20 SP:Iteration 15Q (731.869380 sec): 3 clusters Score: Raw -100507.412642 + Penalty 715.627245 = -99791.785397 nChanged 12 SP:Iteration 16Q (731.913909 sec): 3 clusters Score: Raw -100511.477192 + Penalty 715.627245 = -99795.849947 nChanged 12 SP:Iteration 17Q (731.969155 sec): 3 clusters Score: Raw -100513.615585 + Penalty 715.627245 = -99797.988340 nChanged 9 SP:Iteration 18Q (732.020251 sec): 3 clusters Score: Raw -100514.588456 + Penalty 715.627245 = -99798.961211 nChanged 6 SP:Iteration 19Q (732.061110 sec): 3 clusters Score: Raw -100515.248799 + Penalty 715.627245 = -99799.621554 nChanged 3 SP:Iteration 20F (732.112854 sec): 3 clusters Score: Raw -100515.580212 + Penalty 715.627245 = -99799.952967 nChanged 3 SP:Iteration 21Q (732.168114 sec): 3 clusters Score: Raw -100515.862653 + Penalty 715.627245 = -99800.235408 nChanged 1 SP:Iteration 22Q (732.210052 sec): 3 clusters Score: Raw -100516.096262 + Penalty 715.627245 = -99800.469017 nChanged 1 SP:Iteration 23Q (732.260354 sec): 3 clusters Score: Raw -100516.724054 + Penalty 715.627245 = -99801.096809 nChanged 5 SP:Iteration 24Q (732.306549 sec): 3 clusters Score: Raw -100517.189053 + Penalty 715.627245 = -99801.561808 nChanged 3 SP:Iteration 25Q (732.340326 sec): 3 clusters Score: Raw -100517.407134 + Penalty 715.627245 = -99801.779889 nChanged 2 SP:Iteration 26Q (732.381777 sec): 3 clusters Score: Raw -100517.541104 + Penalty 715.627245 = -99801.913859 nChanged 0 SP:Iteration 27F (732.424473 sec): 3 clusters Score: Raw -100517.541104 + Penalty 715.627245 = -99801.913859 nChanged 0 Trying to split cluster 23 (949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (732.448498 sec): 2 clusters Score: Raw -39942.615821 + Penalty 311.921100 = -39630.694721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (732.490629 sec): 3 clusters Score: Raw -39476.758081 + Penalty 623.842201 = -38852.915880 nChanged 382 SP:Iteration 1F (732.537023 sec): 3 clusters Score: Raw -39664.317709 + Penalty 623.842201 = -39040.475508 nChanged 61 SP:Iteration 2F (732.586448 sec): 3 clusters Score: Raw -39694.852150 + Penalty 623.842201 = -39071.009949 nChanged 36 SP:Iteration 3Q (732.640011 sec): 3 clusters Score: Raw -39709.556285 + Penalty 623.842201 = -39085.714084 nChanged 29 SP:Iteration 4Q (732.678799 sec): 3 clusters Score: Raw -39721.889288 + Penalty 623.842201 = -39098.047087 nChanged 24 SP:Iteration 5Q (732.726328 sec): 3 clusters Score: Raw -39735.830468 + Penalty 623.842201 = -39111.988268 nChanged 26 SP:Iteration 6Q (732.777816 sec): 3 clusters Score: Raw -39749.721310 + Penalty 623.842201 = -39125.879109 nChanged 23 SP:Iteration 7Q (732.825435 sec): 3 clusters Score: Raw -39758.833444 + Penalty 623.842201 = -39134.991243 nChanged 21 SP:Iteration 8Q (732.865435 sec): 3 clusters Score: Raw -39769.943838 + Penalty 623.842201 = -39146.101637 nChanged 24 SP:Iteration 9Q (732.919842 sec): 3 clusters Score: Raw -39781.501757 + Penalty 623.842201 = -39157.659556 nChanged 23 SP:Iteration 10Q (732.955488 sec): 3 clusters Score: Raw -39790.247015 + Penalty 623.842201 = -39166.404814 nChanged 23 SP:Iteration 11Q (732.996419 sec): 3 clusters Score: Raw -39799.131194 + Penalty 623.842201 = -39175.288993 nChanged 17 SP:Iteration 12Q (733.051224 sec): 3 clusters Score: Raw -39806.874717 + Penalty 623.842201 = -39183.032516 nChanged 17 SP:Iteration 13Q (733.096861 sec): 3 clusters Score: Raw -39813.448280 + Penalty 623.842201 = -39189.606080 nChanged 15 SP:Iteration 14Q (733.143059 sec): 3 clusters Score: Raw -39820.603659 + Penalty 623.842201 = -39196.761458 nChanged 14 SP:Iteration 15Q (733.197916 sec): 3 clusters Score: Raw -39827.813381 + Penalty 623.842201 = -39203.971181 nChanged 16 SP:Iteration 16Q (733.237493 sec): 3 clusters Score: Raw -39835.552687 + Penalty 623.842201 = -39211.710487 nChanged 10 SP:Iteration 17Q (733.276823 sec): 3 clusters Score: Raw -39839.182572 + Penalty 623.842201 = -39215.340371 nChanged 6 SP:Iteration 18Q (733.306280 sec): 3 clusters Score: Raw -39842.352148 + Penalty 623.842201 = -39218.509948 nChanged 4 SP:Iteration 19Q (733.328542 sec): 3 clusters Score: Raw -39844.075960 + Penalty 623.842201 = -39220.233759 nChanged 8 SP:Iteration 20F (733.373725 sec): 3 clusters Score: Raw -39848.422465 + Penalty 623.842201 = -39224.580264 nChanged 7 SP:Iteration 21Q (733.420692 sec): 3 clusters Score: Raw -39850.562488 + Penalty 623.842201 = -39226.720288 nChanged 11 SP:Iteration 22Q (733.463715 sec): 3 clusters Score: Raw -39854.919736 + Penalty 623.842201 = -39231.077535 nChanged 12 SP:Iteration 23Q (733.503446 sec): 3 clusters Score: Raw -39859.802143 + Penalty 623.842201 = -39235.959942 nChanged 17 SP:Iteration 24Q (733.554644 sec): 3 clusters Score: Raw -39869.524724 + Penalty 623.842201 = -39245.682524 nChanged 20 SP:Iteration 25Q (733.593252 sec): 3 clusters Score: Raw -39882.042411 + Penalty 623.842201 = -39258.200210 nChanged 18 SP:Iteration 26Q (733.641813 sec): 3 clusters Score: Raw -39895.312081 + Penalty 623.842201 = -39271.469881 nChanged 14 SP:Iteration 27Q (733.679422 sec): 3 clusters Score: Raw -39907.614946 + Penalty 623.842201 = -39283.772745 nChanged 15 SP:Iteration 28Q (733.728531 sec): 3 clusters Score: Raw -39916.531610 + Penalty 623.842201 = -39292.689409 nChanged 17 SP:Iteration 29Q (733.766680 sec): 3 clusters Score: Raw -39936.047969 + Penalty 623.842201 = -39312.205769 nChanged 9 SP:Iteration 30Q (733.802706 sec): 3 clusters Score: Raw -39944.151026 + Penalty 623.842201 = -39320.308825 nChanged 4 SP:Iteration 31Q (733.849112 sec): 3 clusters Score: Raw -39947.574060 + Penalty 623.842201 = -39323.731859 nChanged 7 SP:Iteration 32Q (733.898984 sec): 3 clusters Score: Raw -39958.616170 + Penalty 623.842201 = -39334.773969 nChanged 8 SP:Iteration 33Q (733.947619 sec): 3 clusters Score: Raw -39968.401505 + Penalty 623.842201 = -39344.559304 nChanged 3 SP:Iteration 34Q (733.992546 sec): 3 clusters Score: Raw -39970.779766 + Penalty 623.842201 = -39346.937565 nChanged 3 SP:Iteration 35Q (734.035742 sec): 3 clusters Score: Raw -39973.983837 + Penalty 623.842201 = -39350.141637 nChanged 1 SP:Iteration 36Q (734.081873 sec): 3 clusters Score: Raw -39974.708923 + Penalty 623.842201 = -39350.866722 nChanged 0 SP:Iteration 37F (734.123610 sec): 3 clusters Score: Raw -39974.708923 + Penalty 623.842201 = -39350.866722 nChanged 0 Trying to split cluster 24 (1078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (734.147566 sec): 2 clusters Score: Raw -44021.776066 + Penalty 317.720255 = -43704.055810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (734.189386 sec): 3 clusters Score: Raw -43508.763666 + Penalty 635.440510 = -42873.323155 nChanged 423 SP:Iteration 1F (734.232839 sec): 3 clusters Score: Raw -43743.247740 + Penalty 635.440510 = -43107.807229 nChanged 91 SP:Iteration 2F (734.274629 sec): 3 clusters Score: Raw -43793.049086 + Penalty 635.440510 = -43157.608575 nChanged 65 SP:Iteration 3F (734.310977 sec): 3 clusters Score: Raw -43840.148475 + Penalty 635.440510 = -43204.707964 nChanged 72 SP:Iteration 4F (734.356053 sec): 3 clusters Score: Raw -43893.869082 + Penalty 635.440510 = -43258.428572 nChanged 54 SP:Iteration 5F (734.399464 sec): 3 clusters Score: Raw -43936.344873 + Penalty 635.440510 = -43300.904363 nChanged 47 SP:Iteration 6Q (734.448279 sec): 3 clusters Score: Raw -43971.517273 + Penalty 635.440510 = -43336.076763 nChanged 36 SP:Iteration 7Q (734.481121 sec): 3 clusters Score: Raw -43994.830425 + Penalty 635.440510 = -43359.389914 nChanged 34 SP:Iteration 8Q (734.524259 sec): 3 clusters Score: Raw -44016.652799 + Penalty 635.440510 = -43381.212288 nChanged 23 SP:Iteration 9Q (734.569301 sec): 3 clusters Score: Raw -44032.346197 + Penalty 635.440510 = -43396.905687 nChanged 15 SP:Iteration 10Q (734.608967 sec): 3 clusters Score: Raw -44045.098698 + Penalty 635.440510 = -43409.658188 nChanged 15 SP:Iteration 11Q (734.651842 sec): 3 clusters Score: Raw -44057.163530 + Penalty 635.440510 = -43421.723019 nChanged 13 SP:Iteration 12Q (734.703080 sec): 3 clusters Score: Raw -44071.922431 + Penalty 635.440510 = -43436.481921 nChanged 9 SP:Iteration 13Q (734.736552 sec): 3 clusters Score: Raw -44080.702519 + Penalty 635.440510 = -43445.262008 nChanged 9 SP:Iteration 14Q (734.779396 sec): 3 clusters Score: Raw -44087.854767 + Penalty 635.440510 = -43452.414257 nChanged 5 SP:Iteration 15Q (734.825583 sec): 3 clusters Score: Raw -44089.672850 + Penalty 635.440510 = -43454.232339 nChanged 2 SP:Iteration 16Q (734.869650 sec): 3 clusters Score: Raw -44090.143363 + Penalty 635.440510 = -43454.702853 nChanged 1 SP:Iteration 17Q (734.902752 sec): 3 clusters Score: Raw -44090.852105 + Penalty 635.440510 = -43455.411594 nChanged 1 SP:Iteration 18Q (734.948929 sec): 3 clusters Score: Raw -44092.212417 + Penalty 635.440510 = -43456.771907 nChanged 2 SP:Iteration 19Q (734.993083 sec): 3 clusters Score: Raw -44094.319953 + Penalty 635.440510 = -43458.879443 nChanged 0 SP:Iteration 20F (735.035300 sec): 3 clusters Score: Raw -44094.319953 + Penalty 635.440510 = -43458.879443 nChanged 0 Trying to split cluster 25 (10026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (735.062764 sec): 2 clusters Score: Raw -418116.852828 + Penalty 419.188633 = -417697.664195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (735.122923 sec): 3 clusters Score: Raw -411783.523914 + Penalty 838.377267 = -410945.146647 nChanged 4688 SP:Iteration 1F (735.169667 sec): 3 clusters Score: Raw -414572.831658 + Penalty 838.377267 = -413734.454391 nChanged 621 SP:Iteration 2F (735.227851 sec): 3 clusters Score: Raw -414867.689190 + Penalty 838.377267 = -414029.311924 nChanged 639 SP:Iteration 3F (735.282470 sec): 3 clusters Score: Raw -415187.857917 + Penalty 838.377267 = -414349.480651 nChanged 590 SP:Iteration 4F (735.324733 sec): 3 clusters Score: Raw -415485.437913 + Penalty 838.377267 = -414647.060647 nChanged 550 SP:Iteration 5F (735.383226 sec): 3 clusters Score: Raw -415821.605819 + Penalty 838.377267 = -414983.228553 nChanged 555 SP:Iteration 6F (735.443737 sec): 3 clusters Score: Raw -416216.503001 + Penalty 838.377267 = -415378.125734 nChanged 515 SP:Iteration 7F (735.501870 sec): 3 clusters Score: Raw -416643.077652 + Penalty 838.377267 = -415804.700385 nChanged 434 SP:Iteration 8Q (735.549272 sec): 3 clusters Score: Raw -417007.746200 + Penalty 838.377267 = -416169.368933 nChanged 292 SP:Iteration 9Q (735.602642 sec): 3 clusters Score: Raw -417240.016617 + Penalty 838.377267 = -416401.639350 nChanged 248 SP:Iteration 10Q (735.665172 sec): 3 clusters Score: Raw -417418.867723 + Penalty 838.377267 = -416580.490456 nChanged 223 SP:Iteration 11Q (735.725053 sec): 3 clusters Score: Raw -417561.874203 + Penalty 838.377267 = -416723.496936 nChanged 177 SP:Iteration 12Q (735.767933 sec): 3 clusters Score: Raw -417675.749239 + Penalty 838.377267 = -416837.371972 nChanged 148 SP:Iteration 13Q (735.823844 sec): 3 clusters Score: Raw -417772.686003 + Penalty 838.377267 = -416934.308736 nChanged 132 SP:Iteration 14Q (735.879266 sec): 3 clusters Score: Raw -417860.432137 + Penalty 838.377267 = -417022.054870 nChanged 116 SP:Iteration 15Q (735.925113 sec): 3 clusters Score: Raw -417942.617657 + Penalty 838.377267 = -417104.240390 nChanged 98 SP:Iteration 16Q (735.972772 sec): 3 clusters Score: Raw -418007.688885 + Penalty 838.377267 = -417169.311619 nChanged 72 SP:Iteration 17Q (736.033499 sec): 3 clusters Score: Raw -418058.777901 + Penalty 838.377267 = -417220.400634 nChanged 49 SP:Iteration 18Q (736.079946 sec): 3 clusters Score: Raw -418086.910175 + Penalty 838.377267 = -417248.532908 nChanged 30 SP:Iteration 19Q (736.137644 sec): 3 clusters Score: Raw -418104.900534 + Penalty 838.377267 = -417266.523268 nChanged 29 SP:Iteration 20F (736.198109 sec): 3 clusters Score: Raw -418123.960586 + Penalty 838.377267 = -417285.583319 nChanged 22 SP:Iteration 21Q (736.250303 sec): 3 clusters Score: Raw -418141.235214 + Penalty 838.377267 = -417302.857947 nChanged 18 SP:Iteration 22Q (736.293328 sec): 3 clusters Score: Raw -418154.340947 + Penalty 838.377267 = -417315.963680 nChanged 14 SP:Iteration 23Q (736.345687 sec): 3 clusters Score: Raw -418163.587835 + Penalty 838.377267 = -417325.210568 nChanged 15 SP:Iteration 24Q (736.409974 sec): 3 clusters Score: Raw -418172.314166 + Penalty 838.377267 = -417333.936899 nChanged 11 SP:Iteration 25Q (736.459805 sec): 3 clusters Score: Raw -418176.744722 + Penalty 838.377267 = -417338.367455 nChanged 5 SP:Iteration 26Q (736.512432 sec): 3 clusters Score: Raw -418178.751183 + Penalty 838.377267 = -417340.373917 nChanged 5 SP:Iteration 27Q (736.572431 sec): 3 clusters Score: Raw -418181.930455 + Penalty 838.377267 = -417343.553189 nChanged 5 SP:Iteration 28Q (736.611000 sec): 3 clusters Score: Raw -418185.295057 + Penalty 838.377267 = -417346.917790 nChanged 5 SP:Iteration 29Q (736.666113 sec): 3 clusters Score: Raw -418189.654488 + Penalty 838.377267 = -417351.277221 nChanged 3 SP:Iteration 30Q (736.726154 sec): 3 clusters Score: Raw -418195.238966 + Penalty 838.377267 = -417356.861700 nChanged 3 SP:Iteration 31Q (736.772232 sec): 3 clusters Score: Raw -418197.196587 + Penalty 838.377267 = -417358.819320 nChanged 0 SP:Iteration 32F (736.833895 sec): 3 clusters Score: Raw -418197.196587 + Penalty 838.377267 = -417358.819320 nChanged 0 Trying to split cluster 26 (1563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (736.861065 sec): 2 clusters Score: Raw -63808.889318 + Penalty 334.623486 = -63474.265832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (736.912059 sec): 3 clusters Score: Raw -62975.466561 + Penalty 669.246972 = -62306.219589 nChanged 644 SP:Iteration 1F (736.952355 sec): 3 clusters Score: Raw -63344.815662 + Penalty 669.246972 = -62675.568690 nChanged 131 SP:Iteration 2F (737.007968 sec): 3 clusters Score: Raw -63427.016049 + Penalty 669.246972 = -62757.769077 nChanged 104 SP:Iteration 3F (737.058935 sec): 3 clusters Score: Raw -63475.053306 + Penalty 669.246972 = -62805.806334 nChanged 80 SP:Iteration 4F (737.108943 sec): 3 clusters Score: Raw -63509.326638 + Penalty 669.246972 = -62840.079666 nChanged 63 SP:Iteration 5Q (737.146170 sec): 3 clusters Score: Raw -63539.677154 + Penalty 669.246972 = -62870.430182 nChanged 49 SP:Iteration 6Q (737.195793 sec): 3 clusters Score: Raw -63569.054846 + Penalty 669.246972 = -62899.807874 nChanged 41 SP:Iteration 7Q (737.239207 sec): 3 clusters Score: Raw -63596.432334 + Penalty 669.246972 = -62927.185361 nChanged 39 SP:Iteration 8Q (737.292160 sec): 3 clusters Score: Raw -63618.271773 + Penalty 669.246972 = -62949.024801 nChanged 49 SP:Iteration 9Q (737.345884 sec): 3 clusters Score: Raw -63642.100750 + Penalty 669.246972 = -62972.853778 nChanged 36 SP:Iteration 10Q (737.384581 sec): 3 clusters Score: Raw -63660.488511 + Penalty 669.246972 = -62991.241539 nChanged 28 SP:Iteration 11Q (737.430785 sec): 3 clusters Score: Raw -63673.909322 + Penalty 669.246972 = -63004.662350 nChanged 28 SP:Iteration 12Q (737.481851 sec): 3 clusters Score: Raw -63690.264063 + Penalty 669.246972 = -63021.017091 nChanged 23 SP:Iteration 13Q (737.518264 sec): 3 clusters Score: Raw -63701.991373 + Penalty 669.246972 = -63032.744401 nChanged 16 SP:Iteration 14Q (737.566452 sec): 3 clusters Score: Raw -63707.486035 + Penalty 669.246972 = -63038.239063 nChanged 14 SP:Iteration 15Q (737.617463 sec): 3 clusters Score: Raw -63712.805365 + Penalty 669.246972 = -63043.558393 nChanged 14 SP:Iteration 16Q (737.659412 sec): 3 clusters Score: Raw -63719.391053 + Penalty 669.246972 = -63050.144081 nChanged 16 SP:Iteration 17Q (737.700349 sec): 3 clusters Score: Raw -63726.462647 + Penalty 669.246972 = -63057.215675 nChanged 15 SP:Iteration 18Q (737.746754 sec): 3 clusters Score: Raw -63731.474371 + Penalty 669.246972 = -63062.227399 nChanged 14 SP:Iteration 19Q (737.794895 sec): 3 clusters Score: Raw -63736.568636 + Penalty 669.246972 = -63067.321664 nChanged 14 SP:Iteration 20F (737.847424 sec): 3 clusters Score: Raw -63741.072816 + Penalty 669.246972 = -63071.825844 nChanged 9 SP:Iteration 21Q (737.892958 sec): 3 clusters Score: Raw -63743.756555 + Penalty 669.246972 = -63074.509583 nChanged 9 SP:Iteration 22Q (737.933301 sec): 3 clusters Score: Raw -63746.464828 + Penalty 669.246972 = -63077.217856 nChanged 3 SP:Iteration 23Q (737.977068 sec): 3 clusters Score: Raw -63746.928407 + Penalty 669.246972 = -63077.681435 nChanged 1 SP:Iteration 24Q (738.021190 sec): 3 clusters Score: Raw -63747.506263 + Penalty 669.246972 = -63078.259291 nChanged 3 SP:Iteration 25Q (738.074248 sec): 3 clusters Score: Raw -63748.444508 + Penalty 669.246972 = -63079.197536 nChanged 3 SP:Iteration 26Q (738.113969 sec): 3 clusters Score: Raw -63749.256351 + Penalty 669.246972 = -63080.009378 nChanged 6 SP:Iteration 27Q (738.174788 sec): 3 clusters Score: Raw -63751.074646 + Penalty 669.246972 = -63081.827674 nChanged 7 SP:Iteration 28Q (738.214728 sec): 3 clusters Score: Raw -63753.043630 + Penalty 669.246972 = -63083.796658 nChanged 6 SP:Iteration 29Q (738.257934 sec): 3 clusters Score: Raw -63755.097634 + Penalty 669.246972 = -63085.850661 nChanged 7 SP:Iteration 30Q (738.301917 sec): 3 clusters Score: Raw -63758.619002 + Penalty 669.246972 = -63089.372030 nChanged 7 SP:Iteration 31Q (738.342328 sec): 3 clusters Score: Raw -63763.074609 + Penalty 669.246972 = -63093.827637 nChanged 10 SP:Iteration 32Q (738.386382 sec): 3 clusters Score: Raw -63766.198252 + Penalty 669.246972 = -63096.951280 nChanged 7 SP:Iteration 33Q (738.423847 sec): 3 clusters Score: Raw -63768.071111 + Penalty 669.246972 = -63098.824138 nChanged 3 SP:Iteration 34Q (738.471115 sec): 3 clusters Score: Raw -63768.888280 + Penalty 669.246972 = -63099.641308 nChanged 4 SP:Iteration 35Q (738.514855 sec): 3 clusters Score: Raw -63769.624114 + Penalty 669.246972 = -63100.377142 nChanged 3 SP:Iteration 36Q (738.551904 sec): 3 clusters Score: Raw -63770.158484 + Penalty 669.246972 = -63100.911512 nChanged 1 SP:Iteration 37Q (738.597634 sec): 3 clusters Score: Raw -63770.400332 + Penalty 669.246972 = -63101.153360 nChanged 2 SP:Iteration 38Q (738.646943 sec): 3 clusters Score: Raw -63770.623524 + Penalty 669.246972 = -63101.376552 nChanged 1 SP:Iteration 39Q (738.696992 sec): 3 clusters Score: Raw -63770.971012 + Penalty 669.246972 = -63101.724040 nChanged 2 SP:Iteration 40F (738.744856 sec): 3 clusters Score: Raw -63771.793961 + Penalty 669.246972 = -63102.546989 nChanged 1 SP:Iteration 41Q (738.792743 sec): 3 clusters Score: Raw -63771.883205 + Penalty 669.246972 = -63102.636233 nChanged 0 SP:Iteration 42F (738.836816 sec): 3 clusters Score: Raw -63771.883205 + Penalty 669.246972 = -63102.636233 nChanged 0 Trying to split cluster 27 (896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (738.852047 sec): 2 clusters Score: Raw -39533.432811 + Penalty 309.306289 = -39224.126523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (738.902007 sec): 3 clusters Score: Raw -39080.732379 + Penalty 618.612578 = -38462.119802 nChanged 361 SP:Iteration 1F (738.951577 sec): 3 clusters Score: Raw -39278.858581 + Penalty 618.612578 = -38660.246003 nChanged 65 SP:Iteration 2F (738.996447 sec): 3 clusters Score: Raw -39317.949184 + Penalty 618.612578 = -38699.336607 nChanged 45 SP:Iteration 3F (739.032867 sec): 3 clusters Score: Raw -39338.100388 + Penalty 618.612578 = -38719.487811 nChanged 22 SP:Iteration 4Q (739.080870 sec): 3 clusters Score: Raw -39349.555125 + Penalty 618.612578 = -38730.942548 nChanged 24 SP:Iteration 5Q (739.123703 sec): 3 clusters Score: Raw -39364.496461 + Penalty 618.612578 = -38745.883883 nChanged 27 SP:Iteration 6Q (739.156125 sec): 3 clusters Score: Raw -39383.485588 + Penalty 618.612578 = -38764.873010 nChanged 28 SP:Iteration 7Q (739.205356 sec): 3 clusters Score: Raw -39400.513683 + Penalty 618.612578 = -38781.901106 nChanged 22 SP:Iteration 8Q (739.241399 sec): 3 clusters Score: Raw -39414.241221 + Penalty 618.612578 = -38795.628643 nChanged 20 SP:Iteration 9Q (739.296824 sec): 3 clusters Score: Raw -39421.214401 + Penalty 618.612578 = -38802.601823 nChanged 14 SP:Iteration 10Q (739.352710 sec): 3 clusters Score: Raw -39426.974499 + Penalty 618.612578 = -38808.361921 nChanged 12 SP:Iteration 11Q (739.401392 sec): 3 clusters Score: Raw -39430.529608 + Penalty 618.612578 = -38811.917030 nChanged 12 SP:Iteration 12Q (739.434964 sec): 3 clusters Score: Raw -39436.136288 + Penalty 618.612578 = -38817.523710 nChanged 12 SP:Iteration 13Q (739.483830 sec): 3 clusters Score: Raw -39442.731812 + Penalty 618.612578 = -38824.119234 nChanged 14 SP:Iteration 14Q (739.536642 sec): 3 clusters Score: Raw -39451.179225 + Penalty 618.612578 = -38832.566647 nChanged 15 SP:Iteration 15Q (739.576017 sec): 3 clusters Score: Raw -39459.749087 + Penalty 618.612578 = -38841.136509 nChanged 13 SP:Iteration 16Q (739.635599 sec): 3 clusters Score: Raw -39468.110225 + Penalty 618.612578 = -38849.497648 nChanged 18 SP:Iteration 17Q (739.678810 sec): 3 clusters Score: Raw -39479.372931 + Penalty 618.612578 = -38860.760354 nChanged 14 SP:Iteration 18Q (739.729076 sec): 3 clusters Score: Raw -39490.560205 + Penalty 618.612578 = -38871.947628 nChanged 12 SP:Iteration 19Q (739.779126 sec): 3 clusters Score: Raw -39499.305944 + Penalty 618.612578 = -38880.693366 nChanged 11 SP:Iteration 20F (739.826377 sec): 3 clusters Score: Raw -39506.324136 + Penalty 618.612578 = -38887.711558 nChanged 13 SP:Iteration 21Q (739.878288 sec): 3 clusters Score: Raw -39518.575855 + Penalty 618.612578 = -38899.963277 nChanged 11 SP:Iteration 22Q (739.928747 sec): 3 clusters Score: Raw -39529.570490 + Penalty 618.612578 = -38910.957913 nChanged 12 SP:Iteration 23Q (739.984844 sec): 3 clusters Score: Raw -39544.348201 + Penalty 618.612578 = -38925.735623 nChanged 10 SP:Iteration 24Q (740.030908 sec): 3 clusters Score: Raw -39558.245189 + Penalty 618.612578 = -38939.632612 nChanged 6 SP:Iteration 25Q (740.081007 sec): 3 clusters Score: Raw -39567.658196 + Penalty 618.612578 = -38949.045619 nChanged 8 SP:Iteration 26Q (740.116581 sec): 3 clusters Score: Raw -39581.912664 + Penalty 618.612578 = -38963.300086 nChanged 4 SP:Iteration 27Q (740.160840 sec): 3 clusters Score: Raw -39585.716646 + Penalty 618.612578 = -38967.104069 nChanged 1 SP:Iteration 28Q (740.203394 sec): 3 clusters Score: Raw -39586.622005 + Penalty 618.612578 = -38968.009427 nChanged 0 SP:Iteration 29F (740.263506 sec): 3 clusters Score: Raw -39586.622005 + Penalty 618.612578 = -38968.009427 nChanged 0 Trying to split cluster 28 (751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (740.287270 sec): 2 clusters Score: Raw -25226.551418 + Penalty 301.273957 = -24925.277461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (740.335520 sec): 3 clusters Score: Raw -24878.139196 + Penalty 602.547914 = -24275.591282 nChanged 276 SP:Iteration 1F (740.385011 sec): 3 clusters Score: Raw -25082.471063 + Penalty 602.547914 = -24479.923149 nChanged 76 SP:Iteration 2F (740.433659 sec): 3 clusters Score: Raw -25144.799158 + Penalty 602.547914 = -24542.251244 nChanged 47 SP:Iteration 3F (740.479264 sec): 3 clusters Score: Raw -25176.846705 + Penalty 602.547914 = -24574.298791 nChanged 32 SP:Iteration 4Q (740.525222 sec): 3 clusters Score: Raw -25196.283489 + Penalty 602.547914 = -24593.735575 nChanged 21 SP:Iteration 5Q (740.569049 sec): 3 clusters Score: Raw -25206.106146 + Penalty 602.547914 = -24603.558231 nChanged 13 SP:Iteration 6Q (740.612030 sec): 3 clusters Score: Raw -25211.914877 + Penalty 602.547914 = -24609.366962 nChanged 9 SP:Iteration 7Q (740.661667 sec): 3 clusters Score: Raw -25215.254228 + Penalty 602.547914 = -24612.706314 nChanged 4 SP:Iteration 8Q (740.718370 sec): 3 clusters Score: Raw -25216.976619 + Penalty 602.547914 = -24614.428705 nChanged 4 SP:Iteration 9Q (740.767768 sec): 3 clusters Score: Raw -25218.571649 + Penalty 602.547914 = -24616.023735 nChanged 3 SP:Iteration 10Q (740.813307 sec): 3 clusters Score: Raw -25219.359488 + Penalty 602.547914 = -24616.811574 nChanged 3 SP:Iteration 11Q (740.860943 sec): 3 clusters Score: Raw -25221.090379 + Penalty 602.547914 = -24618.542465 nChanged 3 SP:Iteration 12Q (740.908686 sec): 3 clusters Score: Raw -25223.787853 + Penalty 602.547914 = -24621.239938 nChanged 8 SP:Iteration 13Q (740.958804 sec): 3 clusters Score: Raw -25227.679200 + Penalty 602.547914 = -24625.131285 nChanged 5 SP:Iteration 14Q (741.007617 sec): 3 clusters Score: Raw -25230.677313 + Penalty 602.547914 = -24628.129399 nChanged 7 SP:Iteration 15Q (741.050140 sec): 3 clusters Score: Raw -25235.241740 + Penalty 602.547914 = -24632.693826 nChanged 11 SP:Iteration 16Q (741.099264 sec): 3 clusters Score: Raw -25239.976186 + Penalty 602.547914 = -24637.428272 nChanged 7 SP:Iteration 17Q (741.135986 sec): 3 clusters Score: Raw -25241.446400 + Penalty 602.547914 = -24638.898485 nChanged 0 SP:Iteration 18F (741.182071 sec): 3 clusters Score: Raw -25241.446400 + Penalty 602.547914 = -24638.898485 nChanged 0 Trying to split cluster 29 (4531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (741.211348 sec): 2 clusters Score: Raw -166231.571851 + Penalty 383.050756 = -165848.521095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (741.252496 sec): 3 clusters Score: Raw -163547.757283 + Penalty 766.101513 = -162781.655770 nChanged 2070 SP:Iteration 1F (741.304669 sec): 3 clusters Score: Raw -164903.781403 + Penalty 766.101513 = -164137.679890 nChanged 376 SP:Iteration 2F (741.351658 sec): 3 clusters Score: Raw -165153.137773 + Penalty 766.101513 = -164387.036260 nChanged 316 SP:Iteration 3F (741.402952 sec): 3 clusters Score: Raw -165353.044354 + Penalty 766.101513 = -164586.942841 nChanged 252 SP:Iteration 4F (741.443457 sec): 3 clusters Score: Raw -165521.688658 + Penalty 766.101513 = -164755.587145 nChanged 209 SP:Iteration 5Q (741.495668 sec): 3 clusters Score: Raw -165661.884815 + Penalty 766.101513 = -164895.783302 nChanged 195 SP:Iteration 6Q (741.543662 sec): 3 clusters Score: Raw -165789.176352 + Penalty 766.101513 = -165023.074839 nChanged 173 SP:Iteration 7Q (741.601174 sec): 3 clusters Score: Raw -165895.006142 + Penalty 766.101513 = -165128.904629 nChanged 115 SP:Iteration 8Q (741.654812 sec): 3 clusters Score: Raw -165953.839634 + Penalty 766.101513 = -165187.738121 nChanged 98 SP:Iteration 9Q (741.698826 sec): 3 clusters Score: Raw -166004.277108 + Penalty 766.101513 = -165238.175595 nChanged 83 SP:Iteration 10Q (741.749548 sec): 3 clusters Score: Raw -166039.774828 + Penalty 766.101513 = -165273.673315 nChanged 77 SP:Iteration 11Q (741.800931 sec): 3 clusters Score: Raw -166068.500387 + Penalty 766.101513 = -165302.398874 nChanged 65 SP:Iteration 12Q (741.838291 sec): 3 clusters Score: Raw -166091.307738 + Penalty 766.101513 = -165325.206225 nChanged 51 SP:Iteration 13Q (741.895023 sec): 3 clusters Score: Raw -166105.579813 + Penalty 766.101513 = -165339.478300 nChanged 49 SP:Iteration 14Q (741.941256 sec): 3 clusters Score: Raw -166122.845977 + Penalty 766.101513 = -165356.744464 nChanged 51 SP:Iteration 15Q (741.988224 sec): 3 clusters Score: Raw -166140.004496 + Penalty 766.101513 = -165373.902983 nChanged 42 SP:Iteration 16Q (742.035172 sec): 3 clusters Score: Raw -166150.769728 + Penalty 766.101513 = -165384.668215 nChanged 33 SP:Iteration 17Q (742.082213 sec): 3 clusters Score: Raw -166158.699182 + Penalty 766.101513 = -165392.597669 nChanged 28 SP:Iteration 18Q (742.127704 sec): 3 clusters Score: Raw -166166.954908 + Penalty 766.101513 = -165400.853395 nChanged 29 SP:Iteration 19Q (742.173051 sec): 3 clusters Score: Raw -166175.495498 + Penalty 766.101513 = -165409.393985 nChanged 25 SP:Iteration 20F (742.209842 sec): 3 clusters Score: Raw -166181.036023 + Penalty 766.101513 = -165414.934510 nChanged 18 SP:Iteration 21Q (742.257824 sec): 3 clusters Score: Raw -166185.425426 + Penalty 766.101513 = -165419.323913 nChanged 12 SP:Iteration 22Q (742.305102 sec): 3 clusters Score: Raw -166187.466896 + Penalty 766.101513 = -165421.365383 nChanged 14 SP:Iteration 23Q (742.351592 sec): 3 clusters Score: Raw -166190.670452 + Penalty 766.101513 = -165424.568939 nChanged 23 SP:Iteration 24Q (742.407599 sec): 3 clusters Score: Raw -166196.253137 + Penalty 766.101513 = -165430.151624 nChanged 21 SP:Iteration 25Q (742.454687 sec): 3 clusters Score: Raw -166200.558832 + Penalty 766.101513 = -165434.457319 nChanged 28 SP:Iteration 26Q (742.501366 sec): 3 clusters Score: Raw -166207.572034 + Penalty 766.101513 = -165441.470521 nChanged 32 SP:Iteration 27Q (742.548581 sec): 3 clusters Score: Raw -166220.168991 + Penalty 766.101513 = -165454.067478 nChanged 37 SP:Iteration 28Q (742.593767 sec): 3 clusters Score: Raw -166234.205188 + Penalty 766.101513 = -165468.103675 nChanged 44 SP:Iteration 29Q (742.639818 sec): 3 clusters Score: Raw -166246.682364 + Penalty 766.101513 = -165480.580851 nChanged 38 SP:Iteration 30Q (742.680600 sec): 3 clusters Score: Raw -166259.284732 + Penalty 766.101513 = -165493.183219 nChanged 33 SP:Iteration 31Q (742.733682 sec): 3 clusters Score: Raw -166269.988123 + Penalty 766.101513 = -165503.886610 nChanged 38 SP:Iteration 32Q (742.793941 sec): 3 clusters Score: Raw -166281.724337 + Penalty 766.101513 = -165515.622824 nChanged 31 SP:Iteration 33Q (742.837964 sec): 3 clusters Score: Raw -166289.546093 + Penalty 766.101513 = -165523.444580 nChanged 22 SP:Iteration 34Q (742.897788 sec): 3 clusters Score: Raw -166294.440678 + Penalty 766.101513 = -165528.339165 nChanged 25 SP:Iteration 35Q (742.939591 sec): 3 clusters Score: Raw -166299.761704 + Penalty 766.101513 = -165533.660191 nChanged 20 SP:Iteration 36Q (742.994467 sec): 3 clusters Score: Raw -166304.228569 + Penalty 766.101513 = -165538.127056 nChanged 19 SP:Iteration 37Q (743.044584 sec): 3 clusters Score: Raw -166310.238111 + Penalty 766.101513 = -165544.136598 nChanged 28 SP:Iteration 38Q (743.082762 sec): 3 clusters Score: Raw -166319.423365 + Penalty 766.101513 = -165553.321852 nChanged 35 SP:Iteration 39Q (743.132907 sec): 3 clusters Score: Raw -166329.546802 + Penalty 766.101513 = -165563.445289 nChanged 28 SP:Iteration 40F (743.174391 sec): 3 clusters Score: Raw -166336.226064 + Penalty 766.101513 = -165570.124551 nChanged 21 SP:Iteration 41Q (743.225857 sec): 3 clusters Score: Raw -166339.971556 + Penalty 766.101513 = -165573.870043 nChanged 7 SP:Iteration 42Q (743.283062 sec): 3 clusters Score: Raw -166341.229712 + Penalty 766.101513 = -165575.128199 nChanged 13 SP:Iteration 43Q (743.331088 sec): 3 clusters Score: Raw -166343.333060 + Penalty 766.101513 = -165577.231547 nChanged 12 SP:Iteration 44Q (743.394624 sec): 3 clusters Score: Raw -166345.194947 + Penalty 766.101513 = -165579.093434 nChanged 11 SP:Iteration 45Q (743.435847 sec): 3 clusters Score: Raw -166346.335121 + Penalty 766.101513 = -165580.233608 nChanged 9 SP:Iteration 46Q (743.490550 sec): 3 clusters Score: Raw -166347.571393 + Penalty 766.101513 = -165581.469880 nChanged 7 SP:Iteration 47Q (743.545377 sec): 3 clusters Score: Raw -166348.123539 + Penalty 766.101513 = -165582.022026 nChanged 8 SP:Iteration 48Q (743.598924 sec): 3 clusters Score: Raw -166349.289227 + Penalty 766.101513 = -165583.187714 nChanged 10 SP:Iteration 49Q (743.640954 sec): 3 clusters Score: Raw -166350.357373 + Penalty 766.101513 = -165584.255860 nChanged 4 SP:Iteration 50Q (743.692890 sec): 3 clusters Score: Raw -166350.675686 + Penalty 766.101513 = -165584.574173 nChanged 3 SP:Iteration 51Q (743.735099 sec): 3 clusters Score: Raw -166351.202864 + Penalty 766.101513 = -165585.101351 nChanged 2 SP:Iteration 52Q (743.775960 sec): 3 clusters Score: Raw -166351.382980 + Penalty 766.101513 = -165585.281467 nChanged 1 SP:Iteration 53Q (743.822130 sec): 3 clusters Score: Raw -166351.500920 + Penalty 766.101513 = -165585.399407 nChanged 1 SP:Iteration 54Q (743.878181 sec): 3 clusters Score: Raw -166351.526825 + Penalty 766.101513 = -165585.425312 nChanged 0 SP:Iteration 55F (743.925201 sec): 3 clusters Score: Raw -166351.526825 + Penalty 766.101513 = -165585.425312 nChanged 0 Trying to split cluster 30 (1879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (743.943111 sec): 2 clusters Score: Raw -74891.406612 + Penalty 343.001522 = -74548.405090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (744.001507 sec): 3 clusters Score: Raw -73857.768860 + Penalty 686.003045 = -73171.765815 nChanged 794 SP:Iteration 1F (744.045269 sec): 3 clusters Score: Raw -74312.237293 + Penalty 686.003045 = -73626.234248 nChanged 119 SP:Iteration 2F (744.078828 sec): 3 clusters Score: Raw -74374.370609 + Penalty 686.003045 = -73688.367564 nChanged 94 SP:Iteration 3F (744.125452 sec): 3 clusters Score: Raw -74420.763296 + Penalty 686.003045 = -73734.760252 nChanged 72 SP:Iteration 4Q (744.169540 sec): 3 clusters Score: Raw -74468.042777 + Penalty 686.003045 = -73782.039732 nChanged 76 SP:Iteration 5Q (744.213760 sec): 3 clusters Score: Raw -74517.157521 + Penalty 686.003045 = -73831.154476 nChanged 76 SP:Iteration 6Q (744.260804 sec): 3 clusters Score: Raw -74572.867299 + Penalty 686.003045 = -73886.864254 nChanged 67 SP:Iteration 7Q (744.305384 sec): 3 clusters Score: Raw -74617.139640 + Penalty 686.003045 = -73931.136596 nChanged 68 SP:Iteration 8Q (744.352076 sec): 3 clusters Score: Raw -74654.385639 + Penalty 686.003045 = -73968.382594 nChanged 55 SP:Iteration 9Q (744.394354 sec): 3 clusters Score: Raw -74681.755695 + Penalty 686.003045 = -73995.752650 nChanged 36 SP:Iteration 10Q (744.447853 sec): 3 clusters Score: Raw -74701.971242 + Penalty 686.003045 = -74015.968197 nChanged 50 SP:Iteration 11Q (744.484077 sec): 3 clusters Score: Raw -74728.103135 + Penalty 686.003045 = -74042.100090 nChanged 41 SP:Iteration 12Q (744.532062 sec): 3 clusters Score: Raw -74750.242652 + Penalty 686.003045 = -74064.239607 nChanged 27 SP:Iteration 13Q (744.569671 sec): 3 clusters Score: Raw -74760.035797 + Penalty 686.003045 = -74074.032752 nChanged 17 SP:Iteration 14Q (744.623112 sec): 3 clusters Score: Raw -74765.729228 + Penalty 686.003045 = -74079.726183 nChanged 17 SP:Iteration 15Q (744.656796 sec): 3 clusters Score: Raw -74772.959902 + Penalty 686.003045 = -74086.956857 nChanged 16 SP:Iteration 16Q (744.704582 sec): 3 clusters Score: Raw -74778.158399 + Penalty 686.003045 = -74092.155354 nChanged 17 SP:Iteration 17Q (744.757411 sec): 3 clusters Score: Raw -74785.777447 + Penalty 686.003045 = -74099.774402 nChanged 24 SP:Iteration 18Q (744.798483 sec): 3 clusters Score: Raw -74794.423043 + Penalty 686.003045 = -74108.419998 nChanged 16 SP:Iteration 19Q (744.845928 sec): 3 clusters Score: Raw -74800.229350 + Penalty 686.003045 = -74114.226305 nChanged 19 SP:Iteration 20F (744.899917 sec): 3 clusters Score: Raw -74806.716654 + Penalty 686.003045 = -74120.713609 nChanged 9 SP:Iteration 21Q (744.950159 sec): 3 clusters Score: Raw -74809.353853 + Penalty 686.003045 = -74123.350808 nChanged 9 SP:Iteration 22Q (744.991219 sec): 3 clusters Score: Raw -74812.387631 + Penalty 686.003045 = -74126.384587 nChanged 9 SP:Iteration 23Q (745.034448 sec): 3 clusters Score: Raw -74816.205782 + Penalty 686.003045 = -74130.202737 nChanged 10 SP:Iteration 24Q (745.076545 sec): 3 clusters Score: Raw -74820.266346 + Penalty 686.003045 = -74134.263301 nChanged 10 SP:Iteration 25Q (745.130720 sec): 3 clusters Score: Raw -74825.142779 + Penalty 686.003045 = -74139.139734 nChanged 9 SP:Iteration 26Q (745.168064 sec): 3 clusters Score: Raw -74827.223960 + Penalty 686.003045 = -74141.220915 nChanged 9 SP:Iteration 27Q (745.217851 sec): 3 clusters Score: Raw -74829.506181 + Penalty 686.003045 = -74143.503136 nChanged 6 SP:Iteration 28Q (745.255225 sec): 3 clusters Score: Raw -74832.079666 + Penalty 686.003045 = -74146.076621 nChanged 7 SP:Iteration 29Q (745.305885 sec): 3 clusters Score: Raw -74833.679422 + Penalty 686.003045 = -74147.676377 nChanged 4 SP:Iteration 30Q (745.358016 sec): 3 clusters Score: Raw -74834.493122 + Penalty 686.003045 = -74148.490077 nChanged 4 SP:Iteration 31Q (745.398778 sec): 3 clusters Score: Raw -74835.360492 + Penalty 686.003045 = -74149.357447 nChanged 1 SP:Iteration 32Q (745.449901 sec): 3 clusters Score: Raw -74835.825733 + Penalty 686.003045 = -74149.822689 nChanged 2 SP:Iteration 33Q (745.501183 sec): 3 clusters Score: Raw -74836.508924 + Penalty 686.003045 = -74150.505879 nChanged 1 SP:Iteration 34Q (745.545691 sec): 3 clusters Score: Raw -74836.908566 + Penalty 686.003045 = -74150.905521 nChanged 2 SP:Iteration 35Q (745.586625 sec): 3 clusters Score: Raw -74837.899278 + Penalty 686.003045 = -74151.896233 nChanged 5 SP:Iteration 36Q (745.630675 sec): 3 clusters Score: Raw -74839.497117 + Penalty 686.003045 = -74153.494072 nChanged 2 SP:Iteration 37Q (745.679515 sec): 3 clusters Score: Raw -74839.841138 + Penalty 686.003045 = -74153.838093 nChanged 2 SP:Iteration 38Q (745.713937 sec): 3 clusters Score: Raw -74840.058467 + Penalty 686.003045 = -74154.055422 nChanged 1 SP:Iteration 39Q (745.770675 sec): 3 clusters Score: Raw -74840.206721 + Penalty 686.003045 = -74154.203676 nChanged 2 SP:Iteration 40F (745.816815 sec): 3 clusters Score: Raw -74840.567197 + Penalty 686.003045 = -74154.564153 nChanged 2 SP:Iteration 41Q (745.860919 sec): 3 clusters Score: Raw -74841.096627 + Penalty 686.003045 = -74155.093582 nChanged 4 SP:Iteration 42Q (745.911628 sec): 3 clusters Score: Raw -74842.133622 + Penalty 686.003045 = -74156.130577 nChanged 3 SP:Iteration 43Q (745.957318 sec): 3 clusters Score: Raw -74842.600268 + Penalty 686.003045 = -74156.597223 nChanged 3 SP:Iteration 44Q (745.989658 sec): 3 clusters Score: Raw -74843.611503 + Penalty 686.003045 = -74157.608458 nChanged 3 SP:Iteration 45Q (746.035040 sec): 3 clusters Score: Raw -74844.373629 + Penalty 686.003045 = -74158.370584 nChanged 2 SP:Iteration 46Q (746.089434 sec): 3 clusters Score: Raw -74844.520438 + Penalty 686.003045 = -74158.517393 nChanged 1 SP:Iteration 47Q (746.120396 sec): 3 clusters Score: Raw -74845.846612 + Penalty 686.003045 = -74159.843567 nChanged 4 SP:Iteration 48Q (746.172939 sec): 3 clusters Score: Raw -74846.579114 + Penalty 686.003045 = -74160.576069 nChanged 2 SP:Iteration 49Q (746.210135 sec): 3 clusters Score: Raw -74847.134137 + Penalty 686.003045 = -74161.131092 nChanged 5 SP:Iteration 50Q (746.261176 sec): 3 clusters Score: Raw -74849.136217 + Penalty 686.003045 = -74163.133172 nChanged 3 SP:Iteration 51Q (746.301173 sec): 3 clusters Score: Raw -74850.277611 + Penalty 686.003045 = -74164.274566 nChanged 3 SP:Iteration 52Q (746.344912 sec): 3 clusters Score: Raw -74851.986959 + Penalty 686.003045 = -74165.983914 nChanged 7 SP:Iteration 53Q (746.398205 sec): 3 clusters Score: Raw -74854.470449 + Penalty 686.003045 = -74168.467404 nChanged 5 SP:Iteration 54Q (746.442034 sec): 3 clusters Score: Raw -74855.523518 + Penalty 686.003045 = -74169.520473 nChanged 4 SP:Iteration 55Q (746.486922 sec): 3 clusters Score: Raw -74856.796738 + Penalty 686.003045 = -74170.793693 nChanged 4 SP:Iteration 56Q (746.526600 sec): 3 clusters Score: Raw -74858.826842 + Penalty 686.003045 = -74172.823797 nChanged 4 SP:Iteration 57Q (746.577649 sec): 3 clusters Score: Raw -74860.334596 + Penalty 686.003045 = -74174.331551 nChanged 1 SP:Iteration 58Q (746.620406 sec): 3 clusters Score: Raw -74860.421417 + Penalty 686.003045 = -74174.418372 nChanged 0 SP:Iteration 59F (746.663109 sec): 3 clusters Score: Raw -74860.421417 + Penalty 686.003045 = -74174.418372 nChanged 0 Trying to split cluster 31 (3222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (746.691103 sec): 2 clusters Score: Raw -128046.212794 + Penalty 367.537969 = -127678.674824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (746.737806 sec): 3 clusters Score: Raw -126173.755046 + Penalty 735.075938 = -125438.679108 nChanged 1431 SP:Iteration 1F (746.783884 sec): 3 clusters Score: Raw -127007.311791 + Penalty 735.075938 = -126272.235852 nChanged 224 SP:Iteration 2F (746.820775 sec): 3 clusters Score: Raw -127137.559208 + Penalty 735.075938 = -126402.483270 nChanged 228 SP:Iteration 3F (746.870394 sec): 3 clusters Score: Raw -127288.376702 + Penalty 735.075938 = -126553.300764 nChanged 215 SP:Iteration 4F (746.909696 sec): 3 clusters Score: Raw -127453.412273 + Penalty 735.075938 = -126718.336335 nChanged 211 SP:Iteration 5F (746.962205 sec): 3 clusters Score: Raw -127631.615598 + Penalty 735.075938 = -126896.539660 nChanged 177 SP:Iteration 6F (747.006828 sec): 3 clusters Score: Raw -127778.177831 + Penalty 735.075938 = -127043.101892 nChanged 137 SP:Iteration 7Q (747.042087 sec): 3 clusters Score: Raw -127884.390124 + Penalty 735.075938 = -127149.314185 nChanged 98 SP:Iteration 8Q (747.093863 sec): 3 clusters Score: Raw -127949.888494 + Penalty 735.075938 = -127214.812556 nChanged 60 SP:Iteration 9Q (747.132880 sec): 3 clusters Score: Raw -127994.557853 + Penalty 735.075938 = -127259.481914 nChanged 38 SP:Iteration 10Q (747.187274 sec): 3 clusters Score: Raw -128027.331427 + Penalty 735.075938 = -127292.255488 nChanged 28 SP:Iteration 11Q (747.237916 sec): 3 clusters Score: Raw -128051.745319 + Penalty 735.075938 = -127316.669381 nChanged 15 SP:Iteration 12Q (747.285557 sec): 3 clusters Score: Raw -128060.260693 + Penalty 735.075938 = -127325.184754 nChanged 9 SP:Iteration 13Q (747.328272 sec): 3 clusters Score: Raw -128065.539279 + Penalty 735.075938 = -127330.463341 nChanged 7 SP:Iteration 14Q (747.379344 sec): 3 clusters Score: Raw -128070.427767 + Penalty 735.075938 = -127335.351828 nChanged 4 SP:Iteration 15Q (747.425727 sec): 3 clusters Score: Raw -128073.814119 + Penalty 735.075938 = -127338.738180 nChanged 3 SP:Iteration 16Q (747.467642 sec): 3 clusters Score: Raw -128076.804801 + Penalty 735.075938 = -127341.728863 nChanged 4 SP:Iteration 17Q (747.522171 sec): 3 clusters Score: Raw -128081.620492 + Penalty 735.075938 = -127346.544553 nChanged 3 SP:Iteration 18Q (747.561062 sec): 3 clusters Score: Raw -128083.630481 + Penalty 735.075938 = -127348.554543 nChanged 2 SP:Iteration 19Q (747.608368 sec): 3 clusters Score: Raw -128084.462886 + Penalty 735.075938 = -127349.386947 nChanged 1 SP:Iteration 20F (747.666952 sec): 3 clusters Score: Raw -128085.039953 + Penalty 735.075938 = -127349.964014 nChanged 0 Trying to split cluster 32 (1624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (747.680810 sec): 2 clusters Score: Raw -66242.422781 + Penalty 336.365462 = -65906.057319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (747.724110 sec): 3 clusters Score: Raw -65379.762640 + Penalty 672.730924 = -64707.031715 nChanged 648 SP:Iteration 1F (747.778730 sec): 3 clusters Score: Raw -65721.290397 + Penalty 672.730924 = -65048.559473 nChanged 121 SP:Iteration 2F (747.822547 sec): 3 clusters Score: Raw -65804.126513 + Penalty 672.730924 = -65131.395589 nChanged 101 SP:Iteration 3F (747.862469 sec): 3 clusters Score: Raw -65873.907003 + Penalty 672.730924 = -65201.176079 nChanged 100 SP:Iteration 4F (747.905328 sec): 3 clusters Score: Raw -65939.738147 + Penalty 672.730924 = -65267.007223 nChanged 80 SP:Iteration 5Q (747.946283 sec): 3 clusters Score: Raw -65985.871476 + Penalty 672.730924 = -65313.140552 nChanged 65 SP:Iteration 6Q (747.994109 sec): 3 clusters Score: Raw -66024.711840 + Penalty 672.730924 = -65351.980915 nChanged 48 SP:Iteration 7Q (748.040080 sec): 3 clusters Score: Raw -66052.257581 + Penalty 672.730924 = -65379.526657 nChanged 47 SP:Iteration 8Q (748.076366 sec): 3 clusters Score: Raw -66076.240439 + Penalty 672.730924 = -65403.509514 nChanged 40 SP:Iteration 9Q (748.119921 sec): 3 clusters Score: Raw -66095.264416 + Penalty 672.730924 = -65422.533492 nChanged 26 SP:Iteration 10Q (748.173827 sec): 3 clusters Score: Raw -66109.778310 + Penalty 672.730924 = -65437.047386 nChanged 27 SP:Iteration 11Q (748.206572 sec): 3 clusters Score: Raw -66131.396072 + Penalty 672.730924 = -65458.665148 nChanged 33 SP:Iteration 12Q (748.249737 sec): 3 clusters Score: Raw -66149.053801 + Penalty 672.730924 = -65476.322877 nChanged 27 SP:Iteration 13Q (748.296795 sec): 3 clusters Score: Raw -66162.348604 + Penalty 672.730924 = -65489.617679 nChanged 19 SP:Iteration 14Q (748.343155 sec): 3 clusters Score: Raw -66174.054355 + Penalty 672.730924 = -65501.323430 nChanged 17 SP:Iteration 15Q (748.398885 sec): 3 clusters Score: Raw -66180.878096 + Penalty 672.730924 = -65508.147172 nChanged 11 SP:Iteration 16Q (748.435173 sec): 3 clusters Score: Raw -66187.388511 + Penalty 672.730924 = -65514.657586 nChanged 15 SP:Iteration 17Q (748.481032 sec): 3 clusters Score: Raw -66194.673520 + Penalty 672.730924 = -65521.942595 nChanged 12 SP:Iteration 18Q (748.532487 sec): 3 clusters Score: Raw -66202.959058 + Penalty 672.730924 = -65530.228134 nChanged 13 SP:Iteration 19Q (748.571200 sec): 3 clusters Score: Raw -66213.117124 + Penalty 672.730924 = -65540.386200 nChanged 16 SP:Iteration 20F (748.614759 sec): 3 clusters Score: Raw -66220.272220 + Penalty 672.730924 = -65547.541296 nChanged 13 SP:Iteration 21Q (748.665319 sec): 3 clusters Score: Raw -66224.320827 + Penalty 672.730924 = -65551.589902 nChanged 13 SP:Iteration 22Q (748.699644 sec): 3 clusters Score: Raw -66229.392793 + Penalty 672.730924 = -65556.661869 nChanged 6 SP:Iteration 23Q (748.742007 sec): 3 clusters Score: Raw -66231.415579 + Penalty 672.730924 = -65558.684655 nChanged 6 SP:Iteration 24Q (748.795167 sec): 3 clusters Score: Raw -66232.181060 + Penalty 672.730924 = -65559.450135 nChanged 3 SP:Iteration 25Q (748.826360 sec): 3 clusters Score: Raw -66232.711991 + Penalty 672.730924 = -65559.981066 nChanged 2 SP:Iteration 26Q (748.871452 sec): 3 clusters Score: Raw -66232.865780 + Penalty 672.730924 = -65560.134856 nChanged 0 SP:Iteration 27F (748.919452 sec): 3 clusters Score: Raw -66232.865780 + Penalty 672.730924 = -65560.134856 nChanged 0 Trying to split cluster 33 (4718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (748.944703 sec): 2 clusters Score: Raw -195104.754165 + Penalty 384.890882 = -194719.863284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (748.991185 sec): 3 clusters Score: Raw -192290.815686 + Penalty 769.781764 = -191521.033922 nChanged 2160 SP:Iteration 1F (749.036900 sec): 3 clusters Score: Raw -193523.603097 + Penalty 769.781764 = -192753.821334 nChanged 346 SP:Iteration 2F (749.093680 sec): 3 clusters Score: Raw -193740.269292 + Penalty 769.781764 = -192970.487529 nChanged 325 SP:Iteration 3F (749.135035 sec): 3 clusters Score: Raw -193951.673165 + Penalty 769.781764 = -193181.891401 nChanged 302 SP:Iteration 4F (749.185776 sec): 3 clusters Score: Raw -194172.281676 + Penalty 769.781764 = -193402.499913 nChanged 290 SP:Iteration 5F (749.237006 sec): 3 clusters Score: Raw -194404.638374 + Penalty 769.781764 = -193634.856611 nChanged 235 SP:Iteration 6Q (749.280095 sec): 3 clusters Score: Raw -194609.436670 + Penalty 769.781764 = -193839.654906 nChanged 181 SP:Iteration 7Q (749.332167 sec): 3 clusters Score: Raw -194775.753115 + Penalty 769.781764 = -194005.971351 nChanged 145 SP:Iteration 8Q (749.394916 sec): 3 clusters Score: Raw -194895.043332 + Penalty 769.781764 = -194125.261568 nChanged 98 SP:Iteration 9Q (749.446548 sec): 3 clusters Score: Raw -194961.299919 + Penalty 769.781764 = -194191.518155 nChanged 76 SP:Iteration 10Q (749.489270 sec): 3 clusters Score: Raw -195017.419592 + Penalty 769.781764 = -194247.637828 nChanged 62 SP:Iteration 11Q (749.529839 sec): 3 clusters Score: Raw -195066.131201 + Penalty 769.781764 = -194296.349437 nChanged 43 SP:Iteration 12Q (749.593344 sec): 3 clusters Score: Raw -195098.827073 + Penalty 769.781764 = -194329.045309 nChanged 25 SP:Iteration 13Q (749.642908 sec): 3 clusters Score: Raw -195116.783493 + Penalty 769.781764 = -194347.001730 nChanged 21 SP:Iteration 14Q (749.690923 sec): 3 clusters Score: Raw -195133.118516 + Penalty 769.781764 = -194363.336752 nChanged 14 SP:Iteration 15Q (749.733927 sec): 3 clusters Score: Raw -195147.101974 + Penalty 769.781764 = -194377.320210 nChanged 7 SP:Iteration 16Q (749.788169 sec): 3 clusters Score: Raw -195155.640161 + Penalty 769.781764 = -194385.858397 nChanged 5 SP:Iteration 17Q (749.829969 sec): 3 clusters Score: Raw -195158.537067 + Penalty 769.781764 = -194388.755304 nChanged 3 SP:Iteration 18Q (749.893090 sec): 3 clusters Score: Raw -195160.928312 + Penalty 769.781764 = -194391.146548 nChanged 2 SP:Iteration 19Q (749.936231 sec): 3 clusters Score: Raw -195161.828851 + Penalty 769.781764 = -194392.047087 nChanged 2 SP:Iteration 20F (749.994968 sec): 3 clusters Score: Raw -195163.059443 + Penalty 769.781764 = -194393.277680 nChanged 1 SP:Iteration 21Q (750.048120 sec): 3 clusters Score: Raw -195163.605692 + Penalty 769.781764 = -194393.823929 nChanged 0 SP:Iteration 22F (750.094544 sec): 3 clusters Score: Raw -195163.605692 + Penalty 769.781764 = -194393.823929 nChanged 0 Trying to split cluster 34 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (750.110573 sec): 2 clusters Score: Raw -9779.090508 + Penalty 270.397372 = -9508.693137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (750.169325 sec): 3 clusters Score: Raw -9648.305521 + Penalty 540.794743 = -9107.510778 nChanged 127 SP:Iteration 1F (750.215324 sec): 3 clusters Score: Raw -9769.047833 + Penalty 540.794743 = -9228.253090 nChanged 34 SP:Iteration 2F (750.265160 sec): 3 clusters Score: Raw -9808.666033 + Penalty 540.794743 = -9267.871290 nChanged 19 SP:Iteration 3Q (750.318918 sec): 3 clusters Score: Raw -9852.771386 + Penalty 540.794743 = -9311.976643 nChanged 20 SP:Iteration 4F (750.348962 sec): 3 clusters Score: Raw -9883.716776 + Penalty 540.794743 = -9342.922033 nChanged 10 SP:Iteration 5Q (750.401573 sec): 3 clusters Score: Raw -9897.406689 + Penalty 540.794743 = -9356.611945 nChanged 11 SP:Iteration 6Q (750.437631 sec): 3 clusters Score: Raw -9903.768651 + Penalty 540.794743 = -9362.973907 nChanged 1 SP:Iteration 7Q (750.487583 sec): 3 clusters Score: Raw -9903.987557 + Penalty 540.794743 = -9363.192814 nChanged 2 SP:Iteration 8Q (750.536299 sec): 3 clusters Score: Raw -9905.037199 + Penalty 540.794743 = -9364.242456 nChanged 2 SP:Iteration 9Q (750.579000 sec): 3 clusters Score: Raw -9905.627283 + Penalty 540.794743 = -9364.832540 nChanged 1 SP:Iteration 10Q (750.624463 sec): 3 clusters Score: Raw -9905.961502 + Penalty 540.794743 = -9365.166759 nChanged 0 SP:Iteration 11F (750.658348 sec): 3 clusters Score: Raw -9905.961502 + Penalty 540.794743 = -9365.166759 nChanged 0 Trying to split cluster 35 (1311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (750.686836 sec): 2 clusters Score: Raw -55724.293708 + Penalty 326.623820 = -55397.669889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (750.731969 sec): 3 clusters Score: Raw -55030.952134 + Penalty 653.247639 = -54377.704495 nChanged 537 SP:Iteration 1F (750.767657 sec): 3 clusters Score: Raw -55341.519065 + Penalty 653.247639 = -54688.271426 nChanged 96 SP:Iteration 2F (750.811574 sec): 3 clusters Score: Raw -55416.558945 + Penalty 653.247639 = -54763.311306 nChanged 82 SP:Iteration 3F (750.863118 sec): 3 clusters Score: Raw -55462.144893 + Penalty 653.247639 = -54808.897254 nChanged 46 SP:Iteration 4Q (750.897765 sec): 3 clusters Score: Raw -55487.314154 + Penalty 653.247639 = -54834.066515 nChanged 32 SP:Iteration 5Q (750.943623 sec): 3 clusters Score: Raw -55506.841882 + Penalty 653.247639 = -54853.594243 nChanged 31 SP:Iteration 6Q (750.989021 sec): 3 clusters Score: Raw -55546.199183 + Penalty 653.247639 = -54892.951544 nChanged 47 SP:Iteration 7Q (751.039466 sec): 3 clusters Score: Raw -55582.304399 + Penalty 653.247639 = -54929.056760 nChanged 38 SP:Iteration 8Q (751.088757 sec): 3 clusters Score: Raw -55604.887678 + Penalty 653.247639 = -54951.640039 nChanged 29 SP:Iteration 9Q (751.135497 sec): 3 clusters Score: Raw -55619.521565 + Penalty 653.247639 = -54966.273926 nChanged 31 SP:Iteration 10Q (751.175787 sec): 3 clusters Score: Raw -55633.977409 + Penalty 653.247639 = -54980.729770 nChanged 25 SP:Iteration 11Q (751.220396 sec): 3 clusters Score: Raw -55646.713824 + Penalty 653.247639 = -54993.466185 nChanged 16 SP:Iteration 12Q (751.258165 sec): 3 clusters Score: Raw -55653.918862 + Penalty 653.247639 = -55000.671223 nChanged 8 SP:Iteration 13Q (751.301384 sec): 3 clusters Score: Raw -55656.864626 + Penalty 653.247639 = -55003.616987 nChanged 6 SP:Iteration 14Q (751.346846 sec): 3 clusters Score: Raw -55658.882156 + Penalty 653.247639 = -55005.634517 nChanged 6 SP:Iteration 15Q (751.393072 sec): 3 clusters Score: Raw -55661.248405 + Penalty 653.247639 = -55008.000766 nChanged 5 SP:Iteration 16Q (751.429644 sec): 3 clusters Score: Raw -55661.983168 + Penalty 653.247639 = -55008.735529 nChanged 4 SP:Iteration 17Q (751.484376 sec): 3 clusters Score: Raw -55662.948099 + Penalty 653.247639 = -55009.700460 nChanged 5 SP:Iteration 18Q (751.529414 sec): 3 clusters Score: Raw -55665.059513 + Penalty 653.247639 = -55011.811874 nChanged 7 SP:Iteration 19Q (751.574540 sec): 3 clusters Score: Raw -55666.496599 + Penalty 653.247639 = -55013.248960 nChanged 5 SP:Iteration 20F (751.618799 sec): 3 clusters Score: Raw -55667.550144 + Penalty 653.247639 = -55014.302505 nChanged 1 SP:Iteration 21Q (751.665977 sec): 3 clusters Score: Raw -55667.613275 + Penalty 653.247639 = -55014.365636 nChanged 0 SP:Iteration 22F (751.703014 sec): 3 clusters Score: Raw -55667.613275 + Penalty 653.247639 = -55014.365636 nChanged 0 Trying to split cluster 36 (4226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (751.739307 sec): 2 clusters Score: Raw -175973.467099 + Penalty 379.880010 = -175593.587089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (751.778011 sec): 3 clusters Score: Raw -173434.534973 + Penalty 759.760019 = -172674.774954 nChanged 1897 SP:Iteration 1F (751.828938 sec): 3 clusters Score: Raw -174465.694475 + Penalty 759.760019 = -173705.934456 nChanged 230 SP:Iteration 2F (751.882183 sec): 3 clusters Score: Raw -174560.661188 + Penalty 759.760019 = -173800.901169 nChanged 208 SP:Iteration 3Q (751.936502 sec): 3 clusters Score: Raw -174657.879404 + Penalty 759.760019 = -173898.119385 nChanged 234 SP:Iteration 4F (751.988366 sec): 3 clusters Score: Raw -174764.210801 + Penalty 759.760019 = -174004.450782 nChanged 221 SP:Iteration 5F (752.034861 sec): 3 clusters Score: Raw -174875.407152 + Penalty 759.760019 = -174115.647133 nChanged 233 SP:Iteration 6F (752.082039 sec): 3 clusters Score: Raw -175020.521204 + Penalty 759.760019 = -174260.761185 nChanged 272 SP:Iteration 7F (752.133886 sec): 3 clusters Score: Raw -175212.324536 + Penalty 759.760019 = -174452.564517 nChanged 261 SP:Iteration 8F (752.171472 sec): 3 clusters Score: Raw -175424.878724 + Penalty 759.760019 = -174665.118705 nChanged 241 SP:Iteration 9F (752.220433 sec): 3 clusters Score: Raw -175628.617518 + Penalty 759.760019 = -174868.857499 nChanged 169 SP:Iteration 10Q (752.269000 sec): 3 clusters Score: Raw -175771.131383 + Penalty 759.760019 = -175011.371364 nChanged 124 SP:Iteration 11Q (752.320168 sec): 3 clusters Score: Raw -175869.696908 + Penalty 759.760019 = -175109.936889 nChanged 62 SP:Iteration 12Q (752.373098 sec): 3 clusters Score: Raw -175919.318166 + Penalty 759.760019 = -175159.558147 nChanged 40 SP:Iteration 13Q (752.421186 sec): 3 clusters Score: Raw -175951.252285 + Penalty 759.760019 = -175191.492266 nChanged 25 SP:Iteration 14Q (752.473825 sec): 3 clusters Score: Raw -175975.910296 + Penalty 759.760019 = -175216.150277 nChanged 19 SP:Iteration 15Q (752.522504 sec): 3 clusters Score: Raw -175995.373584 + Penalty 759.760019 = -175235.613565 nChanged 13 SP:Iteration 16Q (752.570823 sec): 3 clusters Score: Raw -176006.056787 + Penalty 759.760019 = -175246.296768 nChanged 10 SP:Iteration 17Q (752.624046 sec): 3 clusters Score: Raw -176013.752646 + Penalty 759.760019 = -175253.992627 nChanged 4 SP:Iteration 18Q (752.675317 sec): 3 clusters Score: Raw -176023.298216 + Penalty 759.760019 = -175263.538197 nChanged 8 SP:Iteration 19Q (752.734743 sec): 3 clusters Score: Raw -176036.695711 + Penalty 759.760019 = -175276.935692 nChanged 7 SP:Iteration 20F (752.776671 sec): 3 clusters Score: Raw -176042.512011 + Penalty 759.760019 = -175282.751992 nChanged 2 SP:Iteration 21Q (752.835060 sec): 3 clusters Score: Raw -176044.210412 + Penalty 759.760019 = -175284.450393 nChanged 1 SP:Iteration 22Q (752.880700 sec): 3 clusters Score: Raw -176045.258223 + Penalty 759.760019 = -175285.498204 nChanged 2 SP:Iteration 23Q (752.929835 sec): 3 clusters Score: Raw -176047.284548 + Penalty 759.760019 = -175287.524529 nChanged 1 SP:Iteration 24Q (752.978539 sec): 3 clusters Score: Raw -176048.870100 + Penalty 759.760019 = -175289.110081 nChanged 2 SP:Iteration 25Q (753.023584 sec): 3 clusters Score: Raw -176052.490036 + Penalty 759.760019 = -175292.730017 nChanged 2 SP:Iteration 26Q (753.073999 sec): 3 clusters Score: Raw -176054.073209 + Penalty 759.760019 = -175294.313190 nChanged 0 SP:Iteration 27F (753.133799 sec): 3 clusters Score: Raw -176054.073209 + Penalty 759.760019 = -175294.313190 nChanged 0 Trying to split cluster 37 (729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (753.146645 sec): 2 clusters Score: Raw -27550.819103 + Penalty 299.921155 = -27250.897948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (753.191713 sec): 3 clusters Score: Raw -27200.654952 + Penalty 599.842310 = -26600.812642 nChanged 274 SP:Iteration 1F (753.226774 sec): 3 clusters Score: Raw -27376.146421 + Penalty 599.842310 = -26776.304111 nChanged 59 SP:Iteration 2F (753.272186 sec): 3 clusters Score: Raw -27411.867516 + Penalty 599.842310 = -26812.025207 nChanged 34 SP:Iteration 3Q (753.324213 sec): 3 clusters Score: Raw -27431.166602 + Penalty 599.842310 = -26831.324292 nChanged 24 SP:Iteration 4Q (753.362774 sec): 3 clusters Score: Raw -27457.259508 + Penalty 599.842310 = -26857.417198 nChanged 31 SP:Iteration 5Q (753.411787 sec): 3 clusters Score: Raw -27476.033156 + Penalty 599.842310 = -26876.190847 nChanged 21 SP:Iteration 6Q (753.453809 sec): 3 clusters Score: Raw -27486.557536 + Penalty 599.842310 = -26886.715227 nChanged 16 SP:Iteration 7Q (753.500030 sec): 3 clusters Score: Raw -27495.206584 + Penalty 599.842310 = -26895.364275 nChanged 7 SP:Iteration 8Q (753.551489 sec): 3 clusters Score: Raw -27500.009159 + Penalty 599.842310 = -26900.166850 nChanged 9 SP:Iteration 9Q (753.596923 sec): 3 clusters Score: Raw -27505.166526 + Penalty 599.842310 = -26905.324217 nChanged 14 SP:Iteration 10Q (753.633266 sec): 3 clusters Score: Raw -27514.645036 + Penalty 599.842310 = -26914.802726 nChanged 13 SP:Iteration 11Q (753.687495 sec): 3 clusters Score: Raw -27523.570938 + Penalty 599.842310 = -26923.728628 nChanged 12 SP:Iteration 12Q (753.732154 sec): 3 clusters Score: Raw -27539.798775 + Penalty 599.842310 = -26939.956465 nChanged 9 SP:Iteration 13Q (753.763378 sec): 3 clusters Score: Raw -27545.733211 + Penalty 599.842310 = -26945.890902 nChanged 6 SP:Iteration 14Q (753.808257 sec): 3 clusters Score: Raw -27552.511772 + Penalty 599.842310 = -26952.669462 nChanged 7 SP:Iteration 15Q (753.847734 sec): 3 clusters Score: Raw -27557.841667 + Penalty 599.842310 = -26957.999358 nChanged 7 SP:Iteration 16Q (753.891393 sec): 3 clusters Score: Raw -27563.453559 + Penalty 599.842310 = -26963.611249 nChanged 5 SP:Iteration 17Q (753.937586 sec): 3 clusters Score: Raw -27567.859512 + Penalty 599.842310 = -26968.017202 nChanged 5 SP:Iteration 18Q (753.984146 sec): 3 clusters Score: Raw -27569.878076 + Penalty 599.842310 = -26970.035767 nChanged 2 SP:Iteration 19Q (754.016782 sec): 3 clusters Score: Raw -27571.561686 + Penalty 599.842310 = -26971.719376 nChanged 1 SP:Iteration 20F (754.069163 sec): 3 clusters Score: Raw -27574.500265 + Penalty 599.842310 = -26974.657955 nChanged 2 SP:Iteration 21Q (754.103692 sec): 3 clusters Score: Raw -27575.841778 + Penalty 599.842310 = -26975.999469 nChanged 2 SP:Iteration 22Q (754.146822 sec): 3 clusters Score: Raw -27577.938253 + Penalty 599.842310 = -26978.095943 nChanged 7 SP:Iteration 23Q (754.189713 sec): 3 clusters Score: Raw -27581.700162 + Penalty 599.842310 = -26981.857853 nChanged 1 SP:Iteration 24Q (754.232706 sec): 3 clusters Score: Raw -27581.849917 + Penalty 599.842310 = -26982.007608 nChanged 0 SP:Iteration 25F (754.275105 sec): 3 clusters Score: Raw -27581.849917 + Penalty 599.842310 = -26982.007608 nChanged 0 Trying to split cluster 38 (769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (754.298110 sec): 2 clusters Score: Raw -32797.105434 + Penalty 302.351639 = -32494.753795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (754.344291 sec): 3 clusters Score: Raw -32419.043922 + Penalty 604.703278 = -31814.340644 nChanged 286 SP:Iteration 1F (754.385261 sec): 3 clusters Score: Raw -32587.932474 + Penalty 604.703278 = -31983.229196 nChanged 45 SP:Iteration 2F (754.431862 sec): 3 clusters Score: Raw -32610.441073 + Penalty 604.703278 = -32005.737795 nChanged 38 SP:Iteration 3Q (754.474010 sec): 3 clusters Score: Raw -32635.480086 + Penalty 604.703278 = -32030.776807 nChanged 31 SP:Iteration 4Q (754.518371 sec): 3 clusters Score: Raw -32658.171200 + Penalty 604.703278 = -32053.467922 nChanged 31 SP:Iteration 5Q (754.561714 sec): 3 clusters Score: Raw -32678.260120 + Penalty 604.703278 = -32073.556842 nChanged 27 SP:Iteration 6Q (754.601666 sec): 3 clusters Score: Raw -32695.113264 + Penalty 604.703278 = -32090.409986 nChanged 25 SP:Iteration 7Q (754.638025 sec): 3 clusters Score: Raw -32709.441035 + Penalty 604.703278 = -32104.737757 nChanged 19 SP:Iteration 8Q (754.691666 sec): 3 clusters Score: Raw -32719.581910 + Penalty 604.703278 = -32114.878631 nChanged 14 SP:Iteration 9Q (754.733957 sec): 3 clusters Score: Raw -32726.501943 + Penalty 604.703278 = -32121.798665 nChanged 14 SP:Iteration 10Q (754.775650 sec): 3 clusters Score: Raw -32731.460621 + Penalty 604.703278 = -32126.757343 nChanged 8 SP:Iteration 11Q (754.816090 sec): 3 clusters Score: Raw -32734.829400 + Penalty 604.703278 = -32130.126122 nChanged 4 SP:Iteration 12Q (754.853361 sec): 3 clusters Score: Raw -32735.539030 + Penalty 604.703278 = -32130.835752 nChanged 2 SP:Iteration 13Q (754.907870 sec): 3 clusters Score: Raw -32735.875314 + Penalty 604.703278 = -32131.172035 nChanged 1 SP:Iteration 14Q (754.943273 sec): 3 clusters Score: Raw -32736.092909 + Penalty 604.703278 = -32131.389631 nChanged 0 SP:Iteration 15F (754.986604 sec): 3 clusters Score: Raw -32736.092909 + Penalty 604.703278 = -32131.389631 nChanged 0 Trying to split cluster 39 (4611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (755.014391 sec): 2 clusters Score: Raw -191345.480111 + Penalty 383.847101 = -190961.633010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (755.069125 sec): 3 clusters Score: Raw -188589.653729 + Penalty 767.694203 = -187821.959526 nChanged 2097 SP:Iteration 1F (755.123547 sec): 3 clusters Score: Raw -189693.124086 + Penalty 767.694203 = -188925.429883 nChanged 261 SP:Iteration 2F (755.171274 sec): 3 clusters Score: Raw -189798.295708 + Penalty 767.694203 = -189030.601505 nChanged 236 SP:Iteration 3F (755.220566 sec): 3 clusters Score: Raw -189891.755221 + Penalty 767.694203 = -189124.061018 nChanged 216 SP:Iteration 4Q (755.268085 sec): 3 clusters Score: Raw -189976.730438 + Penalty 767.694203 = -189209.036235 nChanged 195 SP:Iteration 5Q (755.316200 sec): 3 clusters Score: Raw -190070.343162 + Penalty 767.694203 = -189302.648959 nChanged 199 SP:Iteration 6Q (755.364369 sec): 3 clusters Score: Raw -190191.647417 + Penalty 767.694203 = -189423.953214 nChanged 214 SP:Iteration 7Q (755.404779 sec): 3 clusters Score: Raw -190331.180632 + Penalty 767.694203 = -189563.486429 nChanged 208 SP:Iteration 8Q (755.451026 sec): 3 clusters Score: Raw -190480.691551 + Penalty 767.694203 = -189712.997348 nChanged 231 SP:Iteration 9F (755.500434 sec): 3 clusters Score: Raw -190645.866411 + Penalty 767.694203 = -189878.172209 nChanged 209 SP:Iteration 10Q (755.548430 sec): 3 clusters Score: Raw -190778.914746 + Penalty 767.694203 = -190011.220543 nChanged 165 SP:Iteration 11Q (755.595945 sec): 3 clusters Score: Raw -190850.408794 + Penalty 767.694203 = -190082.714591 nChanged 105 SP:Iteration 12Q (755.651432 sec): 3 clusters Score: Raw -190891.922613 + Penalty 767.694203 = -190124.228410 nChanged 88 SP:Iteration 13Q (755.693854 sec): 3 clusters Score: Raw -190933.371649 + Penalty 767.694203 = -190165.677446 nChanged 80 SP:Iteration 14Q (755.746908 sec): 3 clusters Score: Raw -190966.377991 + Penalty 767.694203 = -190198.683788 nChanged 60 SP:Iteration 15Q (755.807741 sec): 3 clusters Score: Raw -190983.588354 + Penalty 767.694203 = -190215.894151 nChanged 63 SP:Iteration 16Q (755.853870 sec): 3 clusters Score: Raw -191005.551214 + Penalty 767.694203 = -190237.857011 nChanged 65 SP:Iteration 17Q (755.908033 sec): 3 clusters Score: Raw -191026.963122 + Penalty 767.694203 = -190259.268919 nChanged 68 SP:Iteration 18Q (755.955462 sec): 3 clusters Score: Raw -191053.004267 + Penalty 767.694203 = -190285.310064 nChanged 63 SP:Iteration 19Q (756.005552 sec): 3 clusters Score: Raw -191080.513724 + Penalty 767.694203 = -190312.819521 nChanged 64 SP:Iteration 20F (756.050718 sec): 3 clusters Score: Raw -191108.826619 + Penalty 767.694203 = -190341.132416 nChanged 56 SP:Iteration 21Q (756.090657 sec): 3 clusters Score: Raw -191132.494357 + Penalty 767.694203 = -190364.800154 nChanged 57 SP:Iteration 22Q (756.139836 sec): 3 clusters Score: Raw -191153.688854 + Penalty 767.694203 = -190385.994651 nChanged 57 SP:Iteration 23Q (756.191186 sec): 3 clusters Score: Raw -191178.937891 + Penalty 767.694203 = -190411.243689 nChanged 47 SP:Iteration 24Q (756.239732 sec): 3 clusters Score: Raw -191198.019372 + Penalty 767.694203 = -190430.325169 nChanged 47 SP:Iteration 25Q (756.294270 sec): 3 clusters Score: Raw -191216.305951 + Penalty 767.694203 = -190448.611748 nChanged 36 SP:Iteration 26Q (756.341317 sec): 3 clusters Score: Raw -191230.043231 + Penalty 767.694203 = -190462.349028 nChanged 29 SP:Iteration 27Q (756.390596 sec): 3 clusters Score: Raw -191240.140302 + Penalty 767.694203 = -190472.446099 nChanged 32 SP:Iteration 28Q (756.437666 sec): 3 clusters Score: Raw -191251.562809 + Penalty 767.694203 = -190483.868606 nChanged 28 SP:Iteration 29Q (756.484490 sec): 3 clusters Score: Raw -191259.772926 + Penalty 767.694203 = -190492.078723 nChanged 25 SP:Iteration 30Q (756.531284 sec): 3 clusters Score: Raw -191267.838508 + Penalty 767.694203 = -190500.144305 nChanged 25 SP:Iteration 31Q (756.568019 sec): 3 clusters Score: Raw -191277.439932 + Penalty 767.694203 = -190509.745729 nChanged 27 SP:Iteration 32Q (756.624239 sec): 3 clusters Score: Raw -191290.368530 + Penalty 767.694203 = -190522.674327 nChanged 27 SP:Iteration 33Q (756.666478 sec): 3 clusters Score: Raw -191299.871511 + Penalty 767.694203 = -190532.177308 nChanged 28 SP:Iteration 34Q (756.708559 sec): 3 clusters Score: Raw -191311.922247 + Penalty 767.694203 = -190544.228044 nChanged 25 SP:Iteration 35Q (756.754723 sec): 3 clusters Score: Raw -191325.651771 + Penalty 767.694203 = -190557.957569 nChanged 31 SP:Iteration 36Q (756.808362 sec): 3 clusters Score: Raw -191342.158146 + Penalty 767.694203 = -190574.463943 nChanged 18 SP:Iteration 37Q (756.852110 sec): 3 clusters Score: Raw -191349.407193 + Penalty 767.694203 = -190581.712990 nChanged 13 SP:Iteration 38Q (756.902119 sec): 3 clusters Score: Raw -191353.722925 + Penalty 767.694203 = -190586.028722 nChanged 8 SP:Iteration 39Q (756.946211 sec): 3 clusters Score: Raw -191356.247572 + Penalty 767.694203 = -190588.553369 nChanged 6 SP:Iteration 40F (757.004812 sec): 3 clusters Score: Raw -191360.531785 + Penalty 767.694203 = -190592.837582 nChanged 8 SP:Iteration 41Q (757.051566 sec): 3 clusters Score: Raw -191368.263632 + Penalty 767.694203 = -190600.569429 nChanged 8 SP:Iteration 42Q (757.098339 sec): 3 clusters Score: Raw -191372.981911 + Penalty 767.694203 = -190605.287708 nChanged 8 SP:Iteration 43Q (757.144928 sec): 3 clusters Score: Raw -191375.795204 + Penalty 767.694203 = -190608.101001 nChanged 9 SP:Iteration 44Q (757.191518 sec): 3 clusters Score: Raw -191381.839829 + Penalty 767.694203 = -190614.145626 nChanged 10 SP:Iteration 45Q (757.237435 sec): 3 clusters Score: Raw -191386.860877 + Penalty 767.694203 = -190619.166674 nChanged 11 SP:Iteration 46Q (757.280737 sec): 3 clusters Score: Raw -191395.641761 + Penalty 767.694203 = -190627.947558 nChanged 10 SP:Iteration 47Q (757.324546 sec): 3 clusters Score: Raw -191401.758408 + Penalty 767.694203 = -190634.064205 nChanged 8 SP:Iteration 48Q (757.374576 sec): 3 clusters Score: Raw -191408.956329 + Penalty 767.694203 = -190641.262126 nChanged 6 SP:Iteration 49Q (757.421379 sec): 3 clusters Score: Raw -191412.038209 + Penalty 767.694203 = -190644.344006 nChanged 0 SP:Iteration 50F (757.469093 sec): 3 clusters Score: Raw -191412.038209 + Penalty 767.694203 = -190644.344006 nChanged 0 Trying to split cluster 40 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (757.492038 sec): 2 clusters Score: Raw -10556.831619 + Penalty 251.408109 = -10305.423510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (757.538193 sec): 3 clusters Score: Raw -10476.804691 + Penalty 502.816217 = -9973.988473 nChanged 61 SP:Iteration 1F (757.579314 sec): 3 clusters Score: Raw -10537.947303 + Penalty 502.816217 = -10035.131086 nChanged 12 SP:Iteration 2Q (757.624752 sec): 3 clusters Score: Raw -10551.047542 + Penalty 502.816217 = -10048.231324 nChanged 5 SP:Iteration 3Q (757.671120 sec): 3 clusters Score: Raw -10555.078043 + Penalty 502.816217 = -10052.261826 nChanged 4 SP:Iteration 4Q (757.720206 sec): 3 clusters Score: Raw -10561.956997 + Penalty 502.816217 = -10059.140779 nChanged 2 SP:Iteration 5Q (757.757288 sec): 3 clusters Score: Raw -10564.460817 + Penalty 502.816217 = -10061.644600 nChanged 2 SP:Iteration 6Q (757.804453 sec): 3 clusters Score: Raw -10566.282767 + Penalty 502.816217 = -10063.466550 nChanged 1 SP:Iteration 7Q (757.838311 sec): 3 clusters Score: Raw -10567.744981 + Penalty 502.816217 = -10064.928763 nChanged 2 SP:Iteration 8Q (757.893921 sec): 3 clusters Score: Raw -10573.380035 + Penalty 502.816217 = -10070.563817 nChanged 4 SP:Iteration 9Q (757.940213 sec): 3 clusters Score: Raw -10575.287198 + Penalty 502.816217 = -10072.470980 nChanged 2 SP:Iteration 10Q (757.989218 sec): 3 clusters Score: Raw -10577.118527 + Penalty 502.816217 = -10074.302309 nChanged 2 SP:Iteration 11Q (758.032463 sec): 3 clusters Score: Raw -10579.275102 + Penalty 502.816217 = -10076.458884 nChanged 1 SP:Iteration 12Q (758.071532 sec): 3 clusters Score: Raw -10580.103224 + Penalty 502.816217 = -10077.287006 nChanged 2 SP:Iteration 13Q (758.095588 sec): 3 clusters Score: Raw -10580.977591 + Penalty 502.816217 = -10078.161373 nChanged 1 SP:Iteration 14Q (758.128829 sec): 3 clusters Score: Raw -10581.303855 + Penalty 502.816217 = -10078.487638 nChanged 0 SP:Iteration 15F (758.184334 sec): 3 clusters Score: Raw -10581.303855 + Penalty 502.816217 = -10078.487638 nChanged 0 Iteration 219Q (760.280129 sec): 41 clusters Score: Raw -6290664.836322 + Penalty 21912.091398 = -6268752.744924 nChanged 25 Iteration 220F (763.270882 sec): 41 clusters Score: Raw -6290667.400868 + Penalty 21912.091398 = -6268755.309470 nChanged 23 Iteration 221Q (765.376588 sec): 41 clusters Score: Raw -6290670.065230 + Penalty 21912.091398 = -6268757.973832 nChanged 35 Iteration 222Q (767.459980 sec): 41 clusters Score: Raw -6290675.946179 + Penalty 21912.091398 = -6268763.854781 nChanged 42 Iteration 223Q (769.339050 sec): 41 clusters Score: Raw -6290680.947824 + Penalty 21912.091398 = -6268768.856426 nChanged 47 Iteration 224Q (771.118518 sec): 41 clusters Score: Raw -6290686.375074 + Penalty 21912.091398 = -6268774.283676 nChanged 43 Iteration 225Q (772.963745 sec): 41 clusters Score: Raw -6290691.705840 + Penalty 21912.091398 = -6268779.614442 nChanged 44 Iteration 226Q (774.893815 sec): 41 clusters Score: Raw -6290696.623674 + Penalty 21912.091398 = -6268784.532276 nChanged 44 Iteration 227Q (777.024553 sec): 41 clusters Score: Raw -6290701.220551 + Penalty 21912.091398 = -6268789.129153 nChanged 40 Iteration 228Q (779.045263 sec): 41 clusters Score: Raw -6290704.704066 + Penalty 21912.091398 = -6268792.612668 nChanged 30 Iteration 229Q (781.087297 sec): 41 clusters Score: Raw -6290707.297712 + Penalty 21912.091398 = -6268795.206314 nChanged 19 Iteration 230Q (783.143182 sec): 41 clusters Score: Raw -6290709.411515 + Penalty 21912.091398 = -6268797.320117 nChanged 20 Iteration 231Q (785.040841 sec): 41 clusters Score: Raw -6290712.528621 + Penalty 21912.091398 = -6268800.437223 nChanged 34 Iteration 232Q (787.013628 sec): 41 clusters Score: Raw -6290716.416045 + Penalty 21912.091398 = -6268804.324647 nChanged 37 Iteration 233Q (788.811504 sec): 41 clusters Score: Raw -6290719.900370 + Penalty 21912.091398 = -6268807.808972 nChanged 30 Iteration 234Q (790.668829 sec): 41 clusters Score: Raw -6290722.467292 + Penalty 21912.091398 = -6268810.375894 nChanged 19 Iteration 235Q (792.576811 sec): 41 clusters Score: Raw -6290725.402766 + Penalty 21912.091398 = -6268813.311368 nChanged 20 Iteration 236Q (794.380322 sec): 41 clusters Score: Raw -6290729.714592 + Penalty 21912.091398 = -6268817.623194 nChanged 25 Iteration 237Q (796.175950 sec): 41 clusters Score: Raw -6290734.840895 + Penalty 21912.091398 = -6268822.749497 nChanged 31 Iteration 238Q (797.969519 sec): 41 clusters Score: Raw -6290737.270611 + Penalty 21912.091398 = -6268825.179213 nChanged 27 Iteration 239Q (799.949981 sec): 41 clusters Score: Raw -6290739.453828 + Penalty 21912.091398 = -6268827.362430 nChanged 22 Iteration 240F (802.855678 sec): 41 clusters Score: Raw -6290741.771457 + Penalty 21912.091398 = -6268829.680059 nChanged 25 Iteration 241Q (804.823347 sec): 41 clusters Score: Raw -6290744.695718 + Penalty 21912.091398 = -6268832.604320 nChanged 26 Iteration 242Q (806.789935 sec): 41 clusters Score: Raw -6290747.138584 + Penalty 21912.091398 = -6268835.047186 nChanged 18 Iteration 243Q (808.712274 sec): 41 clusters Score: Raw -6290749.064072 + Penalty 21912.091398 = -6268836.972674 nChanged 25 Iteration 244Q (810.703089 sec): 41 clusters Score: Raw -6290751.199218 + Penalty 21912.091398 = -6268839.107820 nChanged 13 Iteration 245Q (812.608358 sec): 41 clusters Score: Raw -6290753.701605 + Penalty 21912.091398 = -6268841.610207 nChanged 15 Iteration 246Q (814.605752 sec): 41 clusters Score: Raw -6290755.277357 + Penalty 21912.091398 = -6268843.185959 nChanged 16 Iteration 247Q (816.442284 sec): 41 clusters Score: Raw -6290756.431674 + Penalty 21912.091398 = -6268844.340276 nChanged 21 Iteration 248Q (818.418094 sec): 41 clusters Score: Raw -6290758.024551 + Penalty 21912.091398 = -6268845.933153 nChanged 16 Iteration 249Q (820.457317 sec): 41 clusters Score: Raw -6290759.756084 + Penalty 21912.091398 = -6268847.664686 nChanged 18 Iteration 250Q (822.418694 sec): 41 clusters Score: Raw -6290764.266414 + Penalty 21912.091398 = -6268852.175015 nChanged 27 Iteration 251Q (824.557358 sec): 41 clusters Score: Raw -6290767.952907 + Penalty 21912.091398 = -6268855.861509 nChanged 29 Iteration 252Q (826.632963 sec): 41 clusters Score: Raw -6290771.183887 + Penalty 21912.091398 = -6268859.092489 nChanged 28 Iteration 253Q (828.775340 sec): 41 clusters Score: Raw -6290776.635494 + Penalty 21912.091398 = -6268864.544096 nChanged 38 Iteration 254Q (830.736052 sec): 41 clusters Score: Raw -6290781.186344 + Penalty 21912.091398 = -6268869.094946 nChanged 47 Iteration 255Q (832.742902 sec): 41 clusters Score: Raw -6290786.464452 + Penalty 21912.091398 = -6268874.373054 nChanged 38 Iteration 256Q (834.772238 sec): 41 clusters Score: Raw -6290791.226356 + Penalty 21912.091398 = -6268879.134958 nChanged 39 Iteration 257Q (836.772134 sec): 41 clusters Score: Raw -6290794.659934 + Penalty 21912.091398 = -6268882.568536 nChanged 38 Iteration 258Q (838.524559 sec): 41 clusters Score: Raw -6290800.004823 + Penalty 21912.091398 = -6268887.913425 nChanged 58 Writing temp clu file Because OldScore, -6268882.568536, is greater than current (better) Score,-6268887.913425 Compute initial score before splitting: Score: Raw -6290800.004823 + Penalty 21912.091398 = -6268887.913425 Trying to split cluster 1 (10698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (838.606634 sec): 2 clusters Score: Raw -409241.541561 + Penalty 422.140450 = -408819.401112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (838.661997 sec): 3 clusters Score: Raw -402551.940465 + Penalty 844.280900 = -401707.659565 nChanged 4939 SP:Iteration 1F (838.717293 sec): 3 clusters Score: Raw -405346.002303 + Penalty 844.280900 = -404501.721403 nChanged 598 SP:Iteration 2F (838.758974 sec): 3 clusters Score: Raw -405617.818358 + Penalty 844.280900 = -404773.537458 nChanged 620 SP:Iteration 3F (838.821816 sec): 3 clusters Score: Raw -405975.971371 + Penalty 844.280900 = -405131.690471 nChanged 631 SP:Iteration 4F (838.871265 sec): 3 clusters Score: Raw -406379.651805 + Penalty 844.280900 = -405535.370905 nChanged 602 SP:Iteration 5F (838.928766 sec): 3 clusters Score: Raw -406799.329755 + Penalty 844.280900 = -405955.048855 nChanged 620 SP:Iteration 6F (838.975977 sec): 3 clusters Score: Raw -407224.578080 + Penalty 844.280900 = -406380.297180 nChanged 535 SP:Iteration 7F (839.033279 sec): 3 clusters Score: Raw -407547.671314 + Penalty 844.280900 = -406703.390414 nChanged 423 SP:Iteration 8Q (839.091048 sec): 3 clusters Score: Raw -407718.506292 + Penalty 844.280900 = -406874.225392 nChanged 259 SP:Iteration 9Q (839.144474 sec): 3 clusters Score: Raw -407781.031832 + Penalty 844.280900 = -406936.750932 nChanged 149 SP:Iteration 10Q (839.198850 sec): 3 clusters Score: Raw -407803.367734 + Penalty 844.280900 = -406959.086834 nChanged 96 SP:Iteration 11Q (839.251350 sec): 3 clusters Score: Raw -407816.851808 + Penalty 844.280900 = -406972.570908 nChanged 87 SP:Iteration 12Q (839.311792 sec): 3 clusters Score: Raw -407831.236156 + Penalty 844.280900 = -406986.955256 nChanged 69 SP:Iteration 13Q (839.366909 sec): 3 clusters Score: Raw -407840.178245 + Penalty 844.280900 = -406995.897345 nChanged 44 SP:Iteration 14Q (839.428378 sec): 3 clusters Score: Raw -407845.412847 + Penalty 844.280900 = -407001.131947 nChanged 41 SP:Iteration 15Q (839.483754 sec): 3 clusters Score: Raw -407850.015586 + Penalty 844.280900 = -407005.734686 nChanged 45 SP:Iteration 16Q (839.534685 sec): 3 clusters Score: Raw -407855.303811 + Penalty 844.280900 = -407011.022911 nChanged 54 SP:Iteration 17Q (839.590902 sec): 3 clusters Score: Raw -407863.384626 + Penalty 844.280900 = -407019.103726 nChanged 54 SP:Iteration 18Q (839.653334 sec): 3 clusters Score: Raw -407871.319469 + Penalty 844.280900 = -407027.038569 nChanged 71 SP:Iteration 19Q (839.697917 sec): 3 clusters Score: Raw -407881.975164 + Penalty 844.280900 = -407037.694264 nChanged 79 SP:Iteration 20F (839.753106 sec): 3 clusters Score: Raw -407894.385352 + Penalty 844.280900 = -407050.104452 nChanged 78 SP:Iteration 21Q (839.818336 sec): 3 clusters Score: Raw -407906.771438 + Penalty 844.280900 = -407062.490538 nChanged 87 SP:Iteration 22Q (839.874183 sec): 3 clusters Score: Raw -407926.534503 + Penalty 844.280900 = -407082.253603 nChanged 89 SP:Iteration 23Q (839.914762 sec): 3 clusters Score: Raw -407943.939470 + Penalty 844.280900 = -407099.658570 nChanged 90 SP:Iteration 24Q (839.964493 sec): 3 clusters Score: Raw -407960.600467 + Penalty 844.280900 = -407116.319567 nChanged 82 SP:Iteration 25Q (840.024703 sec): 3 clusters Score: Raw -407976.576375 + Penalty 844.280900 = -407132.295475 nChanged 93 SP:Iteration 26Q (840.082418 sec): 3 clusters Score: Raw -407998.492322 + Penalty 844.280900 = -407154.211422 nChanged 100 SP:Iteration 27Q (840.140849 sec): 3 clusters Score: Raw -408021.947262 + Penalty 844.280900 = -407177.666362 nChanged 114 SP:Iteration 28Q (840.204576 sec): 3 clusters Score: Raw -408052.293313 + Penalty 844.280900 = -407208.012413 nChanged 130 SP:Iteration 29Q (840.250899 sec): 3 clusters Score: Raw -408090.547722 + Penalty 844.280900 = -407246.266822 nChanged 125 SP:Iteration 30Q (840.311786 sec): 3 clusters Score: Raw -408119.804080 + Penalty 844.280900 = -407275.523180 nChanged 123 SP:Iteration 31Q (840.357357 sec): 3 clusters Score: Raw -408157.863700 + Penalty 844.280900 = -407313.582800 nChanged 134 SP:Iteration 32Q (840.410087 sec): 3 clusters Score: Raw -408193.843941 + Penalty 844.280900 = -407349.563041 nChanged 148 SP:Iteration 33Q (840.478635 sec): 3 clusters Score: Raw -408232.778227 + Penalty 844.280900 = -407388.497327 nChanged 137 SP:Iteration 34Q (840.524351 sec): 3 clusters Score: Raw -408263.093258 + Penalty 844.280900 = -407418.812358 nChanged 99 SP:Iteration 35Q (840.583705 sec): 3 clusters Score: Raw -408283.864813 + Penalty 844.280900 = -407439.583913 nChanged 89 SP:Iteration 36Q (840.642155 sec): 3 clusters Score: Raw -408304.998194 + Penalty 844.280900 = -407460.717294 nChanged 97 SP:Iteration 37Q (840.693904 sec): 3 clusters Score: Raw -408325.569969 + Penalty 844.280900 = -407481.289070 nChanged 78 SP:Iteration 38Q (840.753271 sec): 3 clusters Score: Raw -408337.605410 + Penalty 844.280900 = -407493.324510 nChanged 58 SP:Iteration 39Q (840.812738 sec): 3 clusters Score: Raw -408345.537477 + Penalty 844.280900 = -407501.256577 nChanged 47 SP:Iteration 40F (840.870835 sec): 3 clusters Score: Raw -408351.182266 + Penalty 844.280900 = -407506.901366 nChanged 36 SP:Iteration 41Q (840.917050 sec): 3 clusters Score: Raw -408354.114650 + Penalty 844.280900 = -407509.833750 nChanged 23 SP:Iteration 42Q (840.980482 sec): 3 clusters Score: Raw -408355.687885 + Penalty 844.280900 = -407511.406985 nChanged 22 SP:Iteration 43Q (841.033606 sec): 3 clusters Score: Raw -408357.117763 + Penalty 844.280900 = -407512.836863 nChanged 18 SP:Iteration 44Q (841.091716 sec): 3 clusters Score: Raw -408357.985735 + Penalty 844.280900 = -407513.704835 nChanged 15 SP:Iteration 45Q (841.152303 sec): 3 clusters Score: Raw -408358.819645 + Penalty 844.280900 = -407514.538745 nChanged 13 SP:Iteration 46Q (841.209065 sec): 3 clusters Score: Raw -408359.351476 + Penalty 844.280900 = -407515.070576 nChanged 6 SP:Iteration 47Q (841.265828 sec): 3 clusters Score: Raw -408359.460791 + Penalty 844.280900 = -407515.179891 nChanged 5 SP:Iteration 48Q (841.320467 sec): 3 clusters Score: Raw -408359.646085 + Penalty 844.280900 = -407515.365185 nChanged 8 SP:Iteration 49Q (841.367484 sec): 3 clusters Score: Raw -408359.865128 + Penalty 844.280900 = -407515.584228 nChanged 5 SP:Iteration 50Q (841.418098 sec): 3 clusters Score: Raw -408360.035476 + Penalty 844.280900 = -407515.754576 nChanged 3 SP:Iteration 51Q (841.483713 sec): 3 clusters Score: Raw -408360.191927 + Penalty 844.280900 = -407515.911027 nChanged 4 SP:Iteration 52Q (841.522201 sec): 3 clusters Score: Raw -408360.465298 + Penalty 844.280900 = -407516.184398 nChanged 3 SP:Iteration 53Q (841.578658 sec): 3 clusters Score: Raw -408360.549570 + Penalty 844.280900 = -407516.268670 nChanged 3 SP:Iteration 54Q (841.623508 sec): 3 clusters Score: Raw -408360.596830 + Penalty 844.280900 = -407516.315930 nChanged 3 SP:Iteration 55Q (841.690800 sec): 3 clusters Score: Raw -408360.631059 + Penalty 844.280900 = -407516.350159 nChanged 1 SP:Iteration 56Q (841.737249 sec): 3 clusters Score: Raw -408360.656091 + Penalty 844.280900 = -407516.375191 nChanged 0 SP:Iteration 57F (841.803315 sec): 3 clusters Score: Raw -408360.656091 + Penalty 844.280900 = -407516.375191 nChanged 0 Trying to split cluster 2 (578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (841.815870 sec): 2 clusters Score: Raw -18681.326895 + Penalty 289.360611 = -18391.966284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (841.873191 sec): 3 clusters Score: Raw -18464.925515 + Penalty 578.721222 = -17886.204293 nChanged 226 SP:Iteration 1F (841.910770 sec): 3 clusters Score: Raw -18687.927236 + Penalty 578.721222 = -18109.206014 nChanged 62 SP:Iteration 2F (841.956502 sec): 3 clusters Score: Raw -18779.099633 + Penalty 578.721222 = -18200.378411 nChanged 41 SP:Iteration 3F (841.999130 sec): 3 clusters Score: Raw -18835.821820 + Penalty 578.721222 = -18257.100598 nChanged 24 SP:Iteration 4Q (842.040816 sec): 3 clusters Score: Raw -18862.058370 + Penalty 578.721222 = -18283.337148 nChanged 13 SP:Iteration 5Q (842.081122 sec): 3 clusters Score: Raw -18874.915250 + Penalty 578.721222 = -18296.194028 nChanged 13 SP:Iteration 6Q (842.125749 sec): 3 clusters Score: Raw -18892.917735 + Penalty 578.721222 = -18314.196513 nChanged 9 SP:Iteration 7Q (842.179044 sec): 3 clusters Score: Raw -18899.856458 + Penalty 578.721222 = -18321.135236 nChanged 7 SP:Iteration 8Q (842.209110 sec): 3 clusters Score: Raw -18905.150317 + Penalty 578.721222 = -18326.429095 nChanged 7 SP:Iteration 9Q (842.253525 sec): 3 clusters Score: Raw -18921.214414 + Penalty 578.721222 = -18342.493192 nChanged 6 SP:Iteration 10Q (842.295861 sec): 3 clusters Score: Raw -18934.203682 + Penalty 578.721222 = -18355.482459 nChanged 6 SP:Iteration 11Q (842.342760 sec): 3 clusters Score: Raw -18949.073100 + Penalty 578.721222 = -18370.351878 nChanged 3 SP:Iteration 12Q (842.390600 sec): 3 clusters Score: Raw -18956.043717 + Penalty 578.721222 = -18377.322495 nChanged 4 SP:Iteration 13Q (842.433767 sec): 3 clusters Score: Raw -18958.777255 + Penalty 578.721222 = -18380.056032 nChanged 1 SP:Iteration 14Q (842.472745 sec): 3 clusters Score: Raw -18959.508054 + Penalty 578.721222 = -18380.786832 nChanged 0 SP:Iteration 15F (842.519677 sec): 3 clusters Score: Raw -18959.508054 + Penalty 578.721222 = -18380.786832 nChanged 0 Trying to split cluster 3 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (842.535027 sec): 2 clusters Score: Raw -9085.533513 + Penalty 245.821821 = -8839.711692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (842.577697 sec): 3 clusters Score: Raw -9030.055589 + Penalty 491.643642 = -8538.411947 nChanged 60 SP:Iteration 1F (842.621278 sec): 3 clusters Score: Raw -9079.931626 + Penalty 491.643642 = -8588.287984 nChanged 19 SP:Iteration 2F (842.656958 sec): 3 clusters Score: Raw -9098.007800 + Penalty 491.643642 = -8606.364158 nChanged 6 SP:Iteration 3Q (842.704993 sec): 3 clusters Score: Raw -9112.969203 + Penalty 491.643642 = -8621.325562 nChanged 6 SP:Iteration 4Q (842.745917 sec): 3 clusters Score: Raw -9121.912365 + Penalty 491.643642 = -8630.268723 nChanged 4 SP:Iteration 5Q (842.803305 sec): 3 clusters Score: Raw -9125.386110 + Penalty 491.643642 = -8633.742468 nChanged 2 SP:Iteration 6Q (842.844925 sec): 3 clusters Score: Raw -9126.146467 + Penalty 491.643642 = -8634.502825 nChanged 0 SP:Iteration 7F (842.896187 sec): 3 clusters Score: Raw -9126.146467 + Penalty 491.643642 = -8634.502825 nChanged 0 Trying to split cluster 4 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (842.916200 sec): 2 clusters Score: Raw -25851.813507 + Penalty 293.352417 = -25558.461090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (842.964774 sec): 3 clusters Score: Raw -25566.847636 + Penalty 586.704833 = -24980.142802 nChanged 226 SP:Iteration 1F (842.999561 sec): 3 clusters Score: Raw -25704.494085 + Penalty 586.704833 = -25117.789252 nChanged 50 SP:Iteration 2F (843.053621 sec): 3 clusters Score: Raw -25740.240323 + Penalty 586.704833 = -25153.535489 nChanged 33 SP:Iteration 3F (843.088585 sec): 3 clusters Score: Raw -25764.570436 + Penalty 586.704833 = -25177.865602 nChanged 23 SP:Iteration 4Q (843.135684 sec): 3 clusters Score: Raw -25780.827292 + Penalty 586.704833 = -25194.122458 nChanged 19 SP:Iteration 5Q (843.180264 sec): 3 clusters Score: Raw -25797.802228 + Penalty 586.704833 = -25211.097394 nChanged 20 SP:Iteration 6Q (843.216553 sec): 3 clusters Score: Raw -25813.027520 + Penalty 586.704833 = -25226.322686 nChanged 18 SP:Iteration 7Q (843.257736 sec): 3 clusters Score: Raw -25826.805765 + Penalty 586.704833 = -25240.100932 nChanged 17 SP:Iteration 8Q (843.311374 sec): 3 clusters Score: Raw -25836.363577 + Penalty 586.704833 = -25249.658744 nChanged 11 SP:Iteration 9Q (843.352960 sec): 3 clusters Score: Raw -25839.408613 + Penalty 586.704833 = -25252.703779 nChanged 8 SP:Iteration 10Q (843.396127 sec): 3 clusters Score: Raw -25842.217534 + Penalty 586.704833 = -25255.512700 nChanged 12 SP:Iteration 11Q (843.429092 sec): 3 clusters Score: Raw -25851.138907 + Penalty 586.704833 = -25264.434073 nChanged 11 SP:Iteration 12Q (843.482782 sec): 3 clusters Score: Raw -25857.816414 + Penalty 586.704833 = -25271.111580 nChanged 10 SP:Iteration 13Q (843.531331 sec): 3 clusters Score: Raw -25860.906917 + Penalty 586.704833 = -25274.202084 nChanged 6 SP:Iteration 14Q (843.567946 sec): 3 clusters Score: Raw -25862.255877 + Penalty 586.704833 = -25275.551044 nChanged 2 SP:Iteration 15Q (843.622012 sec): 3 clusters Score: Raw -25862.804414 + Penalty 586.704833 = -25276.099580 nChanged 3 SP:Iteration 16Q (843.672307 sec): 3 clusters Score: Raw -25864.056557 + Penalty 586.704833 = -25277.351724 nChanged 3 SP:Iteration 17Q (843.718366 sec): 3 clusters Score: Raw -25866.772021 + Penalty 586.704833 = -25280.067187 nChanged 3 SP:Iteration 18Q (843.763313 sec): 3 clusters Score: Raw -25867.428828 + Penalty 586.704833 = -25280.723994 nChanged 0 SP:Iteration 19F (843.806875 sec): 3 clusters Score: Raw -25867.428828 + Penalty 586.704833 = -25280.723994 nChanged 0 Trying to split cluster 5 (6086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (843.838944 sec): 2 clusters Score: Raw -252962.766980 + Penalty 396.475458 = -252566.291522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (843.888783 sec): 3 clusters Score: Raw -249308.612176 + Penalty 792.950916 = -248515.661260 nChanged 2727 SP:Iteration 1F (843.933667 sec): 3 clusters Score: Raw -250804.714237 + Penalty 792.950916 = -250011.763321 nChanged 402 SP:Iteration 2F (843.984221 sec): 3 clusters Score: Raw -251009.199605 + Penalty 792.950916 = -250216.248689 nChanged 393 SP:Iteration 3F (844.045253 sec): 3 clusters Score: Raw -251237.387037 + Penalty 792.950916 = -250444.436121 nChanged 379 SP:Iteration 4F (844.091924 sec): 3 clusters Score: Raw -251489.612530 + Penalty 792.950916 = -250696.661614 nChanged 365 SP:Iteration 5F (844.148274 sec): 3 clusters Score: Raw -251761.300958 + Penalty 792.950916 = -250968.350042 nChanged 323 SP:Iteration 6F (844.203965 sec): 3 clusters Score: Raw -252035.876411 + Penalty 792.950916 = -251242.925495 nChanged 305 SP:Iteration 7F (844.253727 sec): 3 clusters Score: Raw -252290.186345 + Penalty 792.950916 = -251497.235429 nChanged 273 SP:Iteration 8Q (844.296374 sec): 3 clusters Score: Raw -252556.767579 + Penalty 792.950916 = -251763.816663 nChanged 184 SP:Iteration 9Q (844.357979 sec): 3 clusters Score: Raw -252726.901686 + Penalty 792.950916 = -251933.950770 nChanged 122 SP:Iteration 10Q (844.399988 sec): 3 clusters Score: Raw -252839.565044 + Penalty 792.950916 = -252046.614128 nChanged 81 SP:Iteration 11Q (844.449136 sec): 3 clusters Score: Raw -252921.135975 + Penalty 792.950916 = -252128.185059 nChanged 44 SP:Iteration 12Q (844.497196 sec): 3 clusters Score: Raw -252964.978359 + Penalty 792.950916 = -252172.027443 nChanged 32 SP:Iteration 13Q (844.548903 sec): 3 clusters Score: Raw -252991.555947 + Penalty 792.950916 = -252198.605031 nChanged 22 SP:Iteration 14Q (844.598873 sec): 3 clusters Score: Raw -253010.381993 + Penalty 792.950916 = -252217.431077 nChanged 14 SP:Iteration 15Q (844.646638 sec): 3 clusters Score: Raw -253023.863104 + Penalty 792.950916 = -252230.912188 nChanged 12 SP:Iteration 16Q (844.689715 sec): 3 clusters Score: Raw -253031.690786 + Penalty 792.950916 = -252238.739870 nChanged 10 SP:Iteration 17Q (844.740405 sec): 3 clusters Score: Raw -253036.277747 + Penalty 792.950916 = -252243.326831 nChanged 12 SP:Iteration 18Q (844.794778 sec): 3 clusters Score: Raw -253044.670951 + Penalty 792.950916 = -252251.720035 nChanged 6 SP:Iteration 19Q (844.842473 sec): 3 clusters Score: Raw -253045.841340 + Penalty 792.950916 = -252252.890424 nChanged 2 SP:Iteration 20F (844.898406 sec): 3 clusters Score: Raw -253046.258066 + Penalty 792.950916 = -252253.307150 nChanged 1 SP:Iteration 21Q (844.939399 sec): 3 clusters Score: Raw -253046.950595 + Penalty 792.950916 = -252253.999679 nChanged 4 SP:Iteration 22Q (844.997599 sec): 3 clusters Score: Raw -253048.249594 + Penalty 792.950916 = -252255.298677 nChanged 1 SP:Iteration 23Q (845.035426 sec): 3 clusters Score: Raw -253048.333874 + Penalty 792.950916 = -252255.382958 nChanged 0 SP:Iteration 24F (845.093901 sec): 3 clusters Score: Raw -253048.333874 + Penalty 792.950916 = -252255.382958 nChanged 0 Trying to split cluster 6 (2178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (845.118999 sec): 2 clusters Score: Raw -89772.871193 + Penalty 349.720385 = -89423.150808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (845.156906 sec): 3 clusters Score: Raw -88597.389998 + Penalty 699.440770 = -87897.949228 nChanged 917 SP:Iteration 1F (845.201544 sec): 3 clusters Score: Raw -89133.692662 + Penalty 699.440770 = -88434.251893 nChanged 160 SP:Iteration 2F (845.253411 sec): 3 clusters Score: Raw -89231.854970 + Penalty 699.440770 = -88532.414201 nChanged 109 SP:Iteration 3F (845.287499 sec): 3 clusters Score: Raw -89281.834813 + Penalty 699.440770 = -88582.394043 nChanged 78 SP:Iteration 4Q (845.333847 sec): 3 clusters Score: Raw -89314.681902 + Penalty 699.440770 = -88615.241132 nChanged 78 SP:Iteration 5Q (845.375754 sec): 3 clusters Score: Raw -89344.898568 + Penalty 699.440770 = -88645.457799 nChanged 57 SP:Iteration 6Q (845.432419 sec): 3 clusters Score: Raw -89366.386363 + Penalty 699.440770 = -88666.945593 nChanged 52 SP:Iteration 7Q (845.475193 sec): 3 clusters Score: Raw -89391.319987 + Penalty 699.440770 = -88691.879217 nChanged 65 SP:Iteration 8Q (845.526833 sec): 3 clusters Score: Raw -89425.128182 + Penalty 699.440770 = -88725.687412 nChanged 73 SP:Iteration 9Q (845.578165 sec): 3 clusters Score: Raw -89461.749657 + Penalty 699.440770 = -88762.308888 nChanged 71 SP:Iteration 10Q (845.617698 sec): 3 clusters Score: Raw -89500.305169 + Penalty 699.440770 = -88800.864399 nChanged 56 SP:Iteration 11Q (845.678879 sec): 3 clusters Score: Raw -89529.761878 + Penalty 699.440770 = -88830.321109 nChanged 48 SP:Iteration 12Q (845.725628 sec): 3 clusters Score: Raw -89552.788956 + Penalty 699.440770 = -88853.348186 nChanged 51 SP:Iteration 13Q (845.783145 sec): 3 clusters Score: Raw -89571.937417 + Penalty 699.440770 = -88872.496647 nChanged 36 SP:Iteration 14Q (845.828240 sec): 3 clusters Score: Raw -89588.397395 + Penalty 699.440770 = -88888.956625 nChanged 31 SP:Iteration 15Q (845.883116 sec): 3 clusters Score: Raw -89598.401812 + Penalty 699.440770 = -88898.961042 nChanged 28 SP:Iteration 16Q (845.930326 sec): 3 clusters Score: Raw -89606.650570 + Penalty 699.440770 = -88907.209801 nChanged 21 SP:Iteration 17Q (845.980901 sec): 3 clusters Score: Raw -89612.983014 + Penalty 699.440770 = -88913.542245 nChanged 12 SP:Iteration 18Q (846.027209 sec): 3 clusters Score: Raw -89615.219249 + Penalty 699.440770 = -88915.778479 nChanged 10 SP:Iteration 19Q (846.074355 sec): 3 clusters Score: Raw -89617.404172 + Penalty 699.440770 = -88917.963402 nChanged 9 SP:Iteration 20F (846.123633 sec): 3 clusters Score: Raw -89619.240379 + Penalty 699.440770 = -88919.799609 nChanged 8 SP:Iteration 21Q (846.173450 sec): 3 clusters Score: Raw -89620.968753 + Penalty 699.440770 = -88921.527983 nChanged 12 SP:Iteration 22Q (846.221634 sec): 3 clusters Score: Raw -89622.557218 + Penalty 699.440770 = -88923.116448 nChanged 4 SP:Iteration 23Q (846.256282 sec): 3 clusters Score: Raw -89622.840974 + Penalty 699.440770 = -88923.400204 nChanged 3 SP:Iteration 24Q (846.304874 sec): 3 clusters Score: Raw -89623.083166 + Penalty 699.440770 = -88923.642397 nChanged 4 SP:Iteration 25Q (846.346258 sec): 3 clusters Score: Raw -89623.583166 + Penalty 699.440770 = -88924.142397 nChanged 5 SP:Iteration 26Q (846.402316 sec): 3 clusters Score: Raw -89624.580244 + Penalty 699.440770 = -88925.139474 nChanged 5 SP:Iteration 27Q (846.449532 sec): 3 clusters Score: Raw -89625.347378 + Penalty 699.440770 = -88925.906608 nChanged 7 SP:Iteration 28Q (846.483319 sec): 3 clusters Score: Raw -89626.905333 + Penalty 699.440770 = -88927.464563 nChanged 13 SP:Iteration 29Q (846.531384 sec): 3 clusters Score: Raw -89630.025312 + Penalty 699.440770 = -88930.584543 nChanged 16 SP:Iteration 30Q (846.586057 sec): 3 clusters Score: Raw -89634.831926 + Penalty 699.440770 = -88935.391156 nChanged 26 SP:Iteration 31Q (846.633758 sec): 3 clusters Score: Raw -89643.196528 + Penalty 699.440770 = -88943.755758 nChanged 23 SP:Iteration 32Q (846.679551 sec): 3 clusters Score: Raw -89649.691018 + Penalty 699.440770 = -88950.250249 nChanged 20 SP:Iteration 33Q (846.724114 sec): 3 clusters Score: Raw -89655.183190 + Penalty 699.440770 = -88955.742420 nChanged 24 SP:Iteration 34Q (846.765364 sec): 3 clusters Score: Raw -89663.543751 + Penalty 699.440770 = -88964.102981 nChanged 24 SP:Iteration 35Q (846.803159 sec): 3 clusters Score: Raw -89670.326661 + Penalty 699.440770 = -88970.885891 nChanged 18 SP:Iteration 36Q (846.857622 sec): 3 clusters Score: Raw -89675.806580 + Penalty 699.440770 = -88976.365810 nChanged 17 SP:Iteration 37Q (846.902015 sec): 3 clusters Score: Raw -89681.587002 + Penalty 699.440770 = -88982.146232 nChanged 14 SP:Iteration 38Q (846.939578 sec): 3 clusters Score: Raw -89686.040373 + Penalty 699.440770 = -88986.599603 nChanged 17 SP:Iteration 39Q (846.987700 sec): 3 clusters Score: Raw -89692.302542 + Penalty 699.440770 = -88992.861773 nChanged 17 SP:Iteration 40F (847.024379 sec): 3 clusters Score: Raw -89698.065936 + Penalty 699.440770 = -88998.625166 nChanged 13 SP:Iteration 41Q (847.071682 sec): 3 clusters Score: Raw -89701.307421 + Penalty 699.440770 = -89001.866652 nChanged 11 SP:Iteration 42Q (847.111175 sec): 3 clusters Score: Raw -89705.476529 + Penalty 699.440770 = -89006.035760 nChanged 15 SP:Iteration 43Q (847.159601 sec): 3 clusters Score: Raw -89711.387719 + Penalty 699.440770 = -89011.946950 nChanged 12 SP:Iteration 44Q (847.199568 sec): 3 clusters Score: Raw -89715.439633 + Penalty 699.440770 = -89015.998863 nChanged 13 SP:Iteration 45Q (847.247998 sec): 3 clusters Score: Raw -89718.828327 + Penalty 699.440770 = -89019.387557 nChanged 12 SP:Iteration 46Q (847.292591 sec): 3 clusters Score: Raw -89722.070430 + Penalty 699.440770 = -89022.629660 nChanged 11 SP:Iteration 47Q (847.343219 sec): 3 clusters Score: Raw -89725.673942 + Penalty 699.440770 = -89026.233173 nChanged 10 SP:Iteration 48Q (847.380223 sec): 3 clusters Score: Raw -89728.262278 + Penalty 699.440770 = -89028.821509 nChanged 4 SP:Iteration 49Q (847.428004 sec): 3 clusters Score: Raw -89728.611630 + Penalty 699.440770 = -89029.170860 nChanged 2 SP:Iteration 50Q (847.466168 sec): 3 clusters Score: Raw -89728.763386 + Penalty 699.440770 = -89029.322616 nChanged 1 SP:Iteration 51Q (847.515448 sec): 3 clusters Score: Raw -89728.930960 + Penalty 699.440770 = -89029.490190 nChanged 0 SP:Iteration 52F (847.553014 sec): 3 clusters Score: Raw -89728.930960 + Penalty 699.440770 = -89029.490190 nChanged 0 Trying to split cluster 7 (18297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (847.602636 sec): 2 clusters Score: Raw -743543.514658 + Penalty 446.559404 = -743096.955254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (847.655372 sec): 3 clusters Score: Raw -731800.619186 + Penalty 893.118808 = -730907.500378 nChanged 8685 SP:Iteration 1F (847.731191 sec): 3 clusters Score: Raw -736821.082810 + Penalty 893.118808 = -735927.964002 nChanged 927 SP:Iteration 2F (847.783782 sec): 3 clusters Score: Raw -737213.233923 + Penalty 893.118808 = -736320.115115 nChanged 1000 SP:Iteration 3F (847.848730 sec): 3 clusters Score: Raw -737760.498557 + Penalty 893.118808 = -736867.379750 nChanged 1129 SP:Iteration 4F (847.908688 sec): 3 clusters Score: Raw -738525.483580 + Penalty 893.118808 = -737632.364772 nChanged 1252 SP:Iteration 5F (847.978054 sec): 3 clusters Score: Raw -739557.464118 + Penalty 893.118808 = -738664.345310 nChanged 1262 SP:Iteration 6F (848.033806 sec): 3 clusters Score: Raw -740673.927223 + Penalty 893.118808 = -739780.808416 nChanged 1017 SP:Iteration 7F (848.105297 sec): 3 clusters Score: Raw -741564.660612 + Penalty 893.118808 = -740671.541804 nChanged 768 SP:Iteration 8Q (848.167830 sec): 3 clusters Score: Raw -742162.726773 + Penalty 893.118808 = -741269.607965 nChanged 591 SP:Iteration 9Q (848.222882 sec): 3 clusters Score: Raw -742562.357060 + Penalty 893.118808 = -741669.238253 nChanged 413 SP:Iteration 10Q (848.287849 sec): 3 clusters Score: Raw -742808.846658 + Penalty 893.118808 = -741915.727850 nChanged 316 SP:Iteration 11Q (848.361801 sec): 3 clusters Score: Raw -742983.706287 + Penalty 893.118808 = -742090.587480 nChanged 252 SP:Iteration 12Q (848.411960 sec): 3 clusters Score: Raw -743125.136146 + Penalty 893.118808 = -742232.017338 nChanged 190 SP:Iteration 13Q (848.484525 sec): 3 clusters Score: Raw -743245.064953 + Penalty 893.118808 = -742351.946145 nChanged 152 SP:Iteration 14Q (848.537781 sec): 3 clusters Score: Raw -743338.974452 + Penalty 893.118808 = -742445.855644 nChanged 113 SP:Iteration 15Q (848.604661 sec): 3 clusters Score: Raw -743403.578580 + Penalty 893.118808 = -742510.459772 nChanged 111 SP:Iteration 16Q (848.664724 sec): 3 clusters Score: Raw -743468.971062 + Penalty 893.118808 = -742575.852255 nChanged 92 SP:Iteration 17Q (848.714109 sec): 3 clusters Score: Raw -743521.307909 + Penalty 893.118808 = -742628.189101 nChanged 58 SP:Iteration 18Q (848.778147 sec): 3 clusters Score: Raw -743549.486467 + Penalty 893.118808 = -742656.367659 nChanged 44 SP:Iteration 19Q (848.846372 sec): 3 clusters Score: Raw -743566.770532 + Penalty 893.118808 = -742673.651724 nChanged 33 SP:Iteration 20F (848.908171 sec): 3 clusters Score: Raw -743581.486006 + Penalty 893.118808 = -742688.367199 nChanged 25 SP:Iteration 21Q (848.975939 sec): 3 clusters Score: Raw -743592.805667 + Penalty 893.118808 = -742699.686860 nChanged 28 SP:Iteration 22Q (849.027490 sec): 3 clusters Score: Raw -743609.185427 + Penalty 893.118808 = -742716.066619 nChanged 21 SP:Iteration 23Q (849.092104 sec): 3 clusters Score: Raw -743620.600542 + Penalty 893.118808 = -742727.481735 nChanged 14 SP:Iteration 24Q (849.143760 sec): 3 clusters Score: Raw -743628.419725 + Penalty 893.118808 = -742735.300917 nChanged 7 SP:Iteration 25Q (849.209923 sec): 3 clusters Score: Raw -743632.818163 + Penalty 893.118808 = -742739.699356 nChanged 8 SP:Iteration 26Q (849.273154 sec): 3 clusters Score: Raw -743638.879767 + Penalty 893.118808 = -742745.760960 nChanged 9 SP:Iteration 27Q (849.333327 sec): 3 clusters Score: Raw -743642.954951 + Penalty 893.118808 = -742749.836144 nChanged 6 SP:Iteration 28Q (849.391522 sec): 3 clusters Score: Raw -743644.880111 + Penalty 893.118808 = -742751.761303 nChanged 5 SP:Iteration 29Q (849.447627 sec): 3 clusters Score: Raw -743647.024731 + Penalty 893.118808 = -742753.905923 nChanged 6 SP:Iteration 30Q (849.506941 sec): 3 clusters Score: Raw -743650.383230 + Penalty 893.118808 = -742757.264423 nChanged 5 SP:Iteration 31Q (849.566345 sec): 3 clusters Score: Raw -743651.965160 + Penalty 893.118808 = -742758.846353 nChanged 1 SP:Iteration 32Q (849.623967 sec): 3 clusters Score: Raw -743652.065866 + Penalty 893.118808 = -742758.947058 nChanged 1 SP:Iteration 33Q (849.675079 sec): 3 clusters Score: Raw -743652.728509 + Penalty 893.118808 = -742759.609702 nChanged 0 SP:Iteration 34F (849.733098 sec): 3 clusters Score: Raw -743652.728509 + Penalty 893.118808 = -742759.609702 nChanged 0 Trying to split cluster 8 (700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (849.757972 sec): 2 clusters Score: Raw -30326.594039 + Penalty 298.074155 = -30028.519883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (849.814728 sec): 3 clusters Score: Raw -30010.684221 + Penalty 596.148310 = -29414.535910 nChanged 241 SP:Iteration 1F (849.847967 sec): 3 clusters Score: Raw -30157.581776 + Penalty 596.148310 = -29561.433465 nChanged 52 SP:Iteration 2F (849.901945 sec): 3 clusters Score: Raw -30191.363872 + Penalty 596.148310 = -29595.215561 nChanged 29 SP:Iteration 3Q (849.945405 sec): 3 clusters Score: Raw -30212.219628 + Penalty 596.148310 = -29616.071318 nChanged 21 SP:Iteration 4Q (849.977356 sec): 3 clusters Score: Raw -30229.714168 + Penalty 596.148310 = -29633.565857 nChanged 18 SP:Iteration 5Q (850.026005 sec): 3 clusters Score: Raw -30239.355652 + Penalty 596.148310 = -29643.207341 nChanged 16 SP:Iteration 6Q (850.065010 sec): 3 clusters Score: Raw -30248.877527 + Penalty 596.148310 = -29652.729217 nChanged 13 SP:Iteration 7Q (850.108316 sec): 3 clusters Score: Raw -30256.847992 + Penalty 596.148310 = -29660.699682 nChanged 10 SP:Iteration 8Q (850.150920 sec): 3 clusters Score: Raw -30262.186002 + Penalty 596.148310 = -29666.037692 nChanged 11 SP:Iteration 9Q (850.190016 sec): 3 clusters Score: Raw -30271.171216 + Penalty 596.148310 = -29675.022906 nChanged 12 SP:Iteration 10Q (850.245033 sec): 3 clusters Score: Raw -30276.658276 + Penalty 596.148310 = -29680.509966 nChanged 6 SP:Iteration 11Q (850.280681 sec): 3 clusters Score: Raw -30283.261958 + Penalty 596.148310 = -29687.113647 nChanged 11 SP:Iteration 12Q (850.337775 sec): 3 clusters Score: Raw -30293.092694 + Penalty 596.148310 = -29696.944383 nChanged 11 SP:Iteration 13Q (850.376275 sec): 3 clusters Score: Raw -30298.209857 + Penalty 596.148310 = -29702.061547 nChanged 4 SP:Iteration 14Q (850.428758 sec): 3 clusters Score: Raw -30300.168315 + Penalty 596.148310 = -29704.020004 nChanged 4 SP:Iteration 15Q (850.478456 sec): 3 clusters Score: Raw -30302.328505 + Penalty 596.148310 = -29706.180195 nChanged 6 SP:Iteration 16Q (850.511247 sec): 3 clusters Score: Raw -30306.032767 + Penalty 596.148310 = -29709.884456 nChanged 4 SP:Iteration 17Q (850.564351 sec): 3 clusters Score: Raw -30308.075837 + Penalty 596.148310 = -29711.927527 nChanged 4 SP:Iteration 18Q (850.597311 sec): 3 clusters Score: Raw -30310.971759 + Penalty 596.148310 = -29714.823448 nChanged 2 SP:Iteration 19Q (850.643822 sec): 3 clusters Score: Raw -30311.962612 + Penalty 596.148310 = -29715.814301 nChanged 2 SP:Iteration 20F (850.687515 sec): 3 clusters Score: Raw -30312.324500 + Penalty 596.148310 = -29716.176189 nChanged 1 SP:Iteration 21Q (850.731789 sec): 3 clusters Score: Raw -30312.472043 + Penalty 596.148310 = -29716.323732 nChanged 1 SP:Iteration 22Q (850.777221 sec): 3 clusters Score: Raw -30313.100297 + Penalty 596.148310 = -29716.951987 nChanged 1 SP:Iteration 23Q (850.810483 sec): 3 clusters Score: Raw -30313.220673 + Penalty 596.148310 = -29717.072363 nChanged 2 SP:Iteration 24Q (850.859054 sec): 3 clusters Score: Raw -30313.659115 + Penalty 596.148310 = -29717.510804 nChanged 2 SP:Iteration 25Q (850.891935 sec): 3 clusters Score: Raw -30314.397321 + Penalty 596.148310 = -29718.249010 nChanged 1 SP:Iteration 26Q (850.936499 sec): 3 clusters Score: Raw -30314.826284 + Penalty 596.148310 = -29718.677974 nChanged 0 SP:Iteration 27F (850.983285 sec): 3 clusters Score: Raw -30314.826284 + Penalty 596.148310 = -29718.677974 nChanged 0 Trying to split cluster 9 (5074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (851.004208 sec): 2 clusters Score: Raw -211692.868945 + Penalty 388.200756 = -211304.668190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (851.053742 sec): 3 clusters Score: Raw -208651.544893 + Penalty 776.401511 = -207875.143381 nChanged 2299 SP:Iteration 1F (851.106445 sec): 3 clusters Score: Raw -210178.301863 + Penalty 776.401511 = -209401.900352 nChanged 377 SP:Iteration 2F (851.145747 sec): 3 clusters Score: Raw -210457.648632 + Penalty 776.401511 = -209681.247120 nChanged 357 SP:Iteration 3F (851.192536 sec): 3 clusters Score: Raw -210729.397181 + Penalty 776.401511 = -209952.995669 nChanged 289 SP:Iteration 4F (851.240499 sec): 3 clusters Score: Raw -210948.604594 + Penalty 776.401511 = -210172.203083 nChanged 221 SP:Iteration 5Q (851.291246 sec): 3 clusters Score: Raw -211084.963912 + Penalty 776.401511 = -210308.562401 nChanged 153 SP:Iteration 6Q (851.327582 sec): 3 clusters Score: Raw -211147.232395 + Penalty 776.401511 = -210370.830883 nChanged 99 SP:Iteration 7Q (851.367125 sec): 3 clusters Score: Raw -211170.830612 + Penalty 776.401511 = -210394.429101 nChanged 61 SP:Iteration 8Q (851.410880 sec): 3 clusters Score: Raw -211185.506781 + Penalty 776.401511 = -210409.105270 nChanged 52 SP:Iteration 9Q (851.469899 sec): 3 clusters Score: Raw -211196.073735 + Penalty 776.401511 = -210419.672223 nChanged 46 SP:Iteration 10Q (851.517487 sec): 3 clusters Score: Raw -211204.201585 + Penalty 776.401511 = -210427.800073 nChanged 33 SP:Iteration 11Q (851.569408 sec): 3 clusters Score: Raw -211210.080896 + Penalty 776.401511 = -210433.679385 nChanged 25 SP:Iteration 12Q (851.614836 sec): 3 clusters Score: Raw -211212.968760 + Penalty 776.401511 = -210436.567249 nChanged 21 SP:Iteration 13Q (851.657364 sec): 3 clusters Score: Raw -211215.395046 + Penalty 776.401511 = -210438.993535 nChanged 21 SP:Iteration 14Q (851.708044 sec): 3 clusters Score: Raw -211219.321061 + Penalty 776.401511 = -210442.919550 nChanged 20 SP:Iteration 15Q (851.757150 sec): 3 clusters Score: Raw -211223.821171 + Penalty 776.401511 = -210447.419659 nChanged 31 SP:Iteration 16Q (851.818941 sec): 3 clusters Score: Raw -211228.652776 + Penalty 776.401511 = -210452.251264 nChanged 17 SP:Iteration 17Q (851.867975 sec): 3 clusters Score: Raw -211231.326249 + Penalty 776.401511 = -210454.924738 nChanged 20 SP:Iteration 18Q (851.922613 sec): 3 clusters Score: Raw -211233.973802 + Penalty 776.401511 = -210457.572291 nChanged 18 SP:Iteration 19Q (851.964763 sec): 3 clusters Score: Raw -211236.256985 + Penalty 776.401511 = -210459.855474 nChanged 21 SP:Iteration 20F (852.015008 sec): 3 clusters Score: Raw -211240.160771 + Penalty 776.401511 = -210463.759259 nChanged 20 SP:Iteration 21Q (852.059210 sec): 3 clusters Score: Raw -211245.700345 + Penalty 776.401511 = -210469.298834 nChanged 29 SP:Iteration 22Q (852.110181 sec): 3 clusters Score: Raw -211252.710221 + Penalty 776.401511 = -210476.308709 nChanged 33 SP:Iteration 23Q (852.166625 sec): 3 clusters Score: Raw -211259.928578 + Penalty 776.401511 = -210483.527067 nChanged 30 SP:Iteration 24Q (852.214302 sec): 3 clusters Score: Raw -211265.852243 + Penalty 776.401511 = -210489.450732 nChanged 24 SP:Iteration 25Q (852.260987 sec): 3 clusters Score: Raw -211269.968804 + Penalty 776.401511 = -210493.567293 nChanged 30 SP:Iteration 26Q (852.313484 sec): 3 clusters Score: Raw -211274.793849 + Penalty 776.401511 = -210498.392338 nChanged 21 SP:Iteration 27Q (852.358703 sec): 3 clusters Score: Raw -211277.755944 + Penalty 776.401511 = -210501.354433 nChanged 25 SP:Iteration 28Q (852.415102 sec): 3 clusters Score: Raw -211281.914656 + Penalty 776.401511 = -210505.513145 nChanged 35 SP:Iteration 29Q (852.462726 sec): 3 clusters Score: Raw -211288.725950 + Penalty 776.401511 = -210512.324438 nChanged 32 SP:Iteration 30Q (852.515037 sec): 3 clusters Score: Raw -211294.088737 + Penalty 776.401511 = -210517.687226 nChanged 23 SP:Iteration 31Q (852.564891 sec): 3 clusters Score: Raw -211298.350740 + Penalty 776.401511 = -210521.949228 nChanged 22 SP:Iteration 32Q (852.604539 sec): 3 clusters Score: Raw -211302.161645 + Penalty 776.401511 = -210525.760133 nChanged 24 SP:Iteration 33Q (852.664970 sec): 3 clusters Score: Raw -211306.546180 + Penalty 776.401511 = -210530.144669 nChanged 26 SP:Iteration 34Q (852.716442 sec): 3 clusters Score: Raw -211312.055394 + Penalty 776.401511 = -210535.653883 nChanged 35 SP:Iteration 35Q (852.763580 sec): 3 clusters Score: Raw -211318.270738 + Penalty 776.401511 = -210541.869227 nChanged 27 SP:Iteration 36Q (852.823848 sec): 3 clusters Score: Raw -211324.277121 + Penalty 776.401511 = -210547.875610 nChanged 26 SP:Iteration 37Q (852.876695 sec): 3 clusters Score: Raw -211329.181010 + Penalty 776.401511 = -210552.779498 nChanged 27 SP:Iteration 38Q (852.928128 sec): 3 clusters Score: Raw -211333.107156 + Penalty 776.401511 = -210556.705645 nChanged 13 SP:Iteration 39Q (852.976136 sec): 3 clusters Score: Raw -211335.184038 + Penalty 776.401511 = -210558.782526 nChanged 13 SP:Iteration 40F (853.032411 sec): 3 clusters Score: Raw -211337.486870 + Penalty 776.401511 = -210561.085358 nChanged 12 SP:Iteration 41Q (853.085414 sec): 3 clusters Score: Raw -211339.943625 + Penalty 776.401511 = -210563.542114 nChanged 10 SP:Iteration 42Q (853.131259 sec): 3 clusters Score: Raw -211341.175121 + Penalty 776.401511 = -210564.773610 nChanged 16 SP:Iteration 43Q (853.188087 sec): 3 clusters Score: Raw -211343.610929 + Penalty 776.401511 = -210567.209418 nChanged 14 SP:Iteration 44Q (853.238535 sec): 3 clusters Score: Raw -211345.779730 + Penalty 776.401511 = -210569.378219 nChanged 19 SP:Iteration 45Q (853.292977 sec): 3 clusters Score: Raw -211348.961947 + Penalty 776.401511 = -210572.560435 nChanged 18 SP:Iteration 46Q (853.340037 sec): 3 clusters Score: Raw -211351.795929 + Penalty 776.401511 = -210575.394418 nChanged 21 SP:Iteration 47Q (853.385328 sec): 3 clusters Score: Raw -211356.472631 + Penalty 776.401511 = -210580.071119 nChanged 28 SP:Iteration 48Q (853.437091 sec): 3 clusters Score: Raw -211363.183096 + Penalty 776.401511 = -210586.781585 nChanged 26 SP:Iteration 49Q (853.478217 sec): 3 clusters Score: Raw -211369.003041 + Penalty 776.401511 = -210592.601530 nChanged 31 SP:Iteration 50Q (853.531447 sec): 3 clusters Score: Raw -211376.705855 + Penalty 776.401511 = -210600.304343 nChanged 32 SP:Iteration 51Q (853.585799 sec): 3 clusters Score: Raw -211383.938582 + Penalty 776.401511 = -210607.537070 nChanged 23 SP:Iteration 52Q (853.627959 sec): 3 clusters Score: Raw -211389.911968 + Penalty 776.401511 = -210613.510457 nChanged 31 SP:Iteration 53Q (853.669903 sec): 3 clusters Score: Raw -211399.436325 + Penalty 776.401511 = -210623.034814 nChanged 33 SP:Iteration 54Q (853.724993 sec): 3 clusters Score: Raw -211410.754934 + Penalty 776.401511 = -210634.353422 nChanged 39 SP:Iteration 55Q (853.764574 sec): 3 clusters Score: Raw -211424.393070 + Penalty 776.401511 = -210647.991558 nChanged 41 SP:Iteration 56Q (853.815941 sec): 3 clusters Score: Raw -211440.055163 + Penalty 776.401511 = -210663.653652 nChanged 43 SP:Iteration 57Q (853.862132 sec): 3 clusters Score: Raw -211461.066757 + Penalty 776.401511 = -210684.665245 nChanged 50 SP:Iteration 58Q (853.912608 sec): 3 clusters Score: Raw -211487.918516 + Penalty 776.401511 = -210711.517004 nChanged 54 SP:Iteration 59Q (853.956785 sec): 3 clusters Score: Raw -211512.619559 + Penalty 776.401511 = -210736.218048 nChanged 43 SP:Iteration 60F (854.007476 sec): 3 clusters Score: Raw -211534.501763 + Penalty 776.401511 = -210758.100252 nChanged 41 SP:Iteration 61Q (854.058390 sec): 3 clusters Score: Raw -211556.243174 + Penalty 776.401511 = -210779.841663 nChanged 45 SP:Iteration 62Q (854.103039 sec): 3 clusters Score: Raw -211582.475521 + Penalty 776.401511 = -210806.074009 nChanged 46 SP:Iteration 63Q (854.150927 sec): 3 clusters Score: Raw -211611.864106 + Penalty 776.401511 = -210835.462594 nChanged 39 SP:Iteration 64Q (854.193744 sec): 3 clusters Score: Raw -211635.686746 + Penalty 776.401511 = -210859.285235 nChanged 43 SP:Iteration 65Q (854.250108 sec): 3 clusters Score: Raw -211656.592679 + Penalty 776.401511 = -210880.191167 nChanged 38 SP:Iteration 66Q (854.297693 sec): 3 clusters Score: Raw -211676.926622 + Penalty 776.401511 = -210900.525110 nChanged 32 SP:Iteration 67Q (854.345326 sec): 3 clusters Score: Raw -211692.925280 + Penalty 776.401511 = -210916.523769 nChanged 26 SP:Iteration 68Q (854.395644 sec): 3 clusters Score: Raw -211703.084114 + Penalty 776.401511 = -210926.682603 nChanged 22 SP:Iteration 69Q (854.444859 sec): 3 clusters Score: Raw -211709.641578 + Penalty 776.401511 = -210933.240067 nChanged 14 SP:Iteration 70Q (854.492356 sec): 3 clusters Score: Raw -211714.137351 + Penalty 776.401511 = -210937.735839 nChanged 18 SP:Iteration 71Q (854.544339 sec): 3 clusters Score: Raw -211720.428418 + Penalty 776.401511 = -210944.026907 nChanged 14 SP:Iteration 72Q (854.592238 sec): 3 clusters Score: Raw -211724.706893 + Penalty 776.401511 = -210948.305381 nChanged 19 SP:Iteration 73Q (854.638725 sec): 3 clusters Score: Raw -211732.125065 + Penalty 776.401511 = -210955.723554 nChanged 12 SP:Iteration 74Q (854.683522 sec): 3 clusters Score: Raw -211736.170733 + Penalty 776.401511 = -210959.769221 nChanged 8 SP:Iteration 75Q (854.723936 sec): 3 clusters Score: Raw -211738.179129 + Penalty 776.401511 = -210961.777618 nChanged 12 SP:Iteration 76Q (854.771091 sec): 3 clusters Score: Raw -211741.515795 + Penalty 776.401511 = -210965.114284 nChanged 15 SP:Iteration 77Q (854.827046 sec): 3 clusters Score: Raw -211746.725691 + Penalty 776.401511 = -210970.324179 nChanged 9 SP:Iteration 78Q (854.880915 sec): 3 clusters Score: Raw -211750.016878 + Penalty 776.401511 = -210973.615367 nChanged 10 SP:Iteration 79Q (854.929362 sec): 3 clusters Score: Raw -211753.916884 + Penalty 776.401511 = -210977.515373 nChanged 9 SP:Iteration 80F (854.984374 sec): 3 clusters Score: Raw -211758.129701 + Penalty 776.401511 = -210981.728189 nChanged 10 SP:Iteration 81Q (855.021950 sec): 3 clusters Score: Raw -211762.766070 + Penalty 776.401511 = -210986.364559 nChanged 11 SP:Iteration 82Q (855.069710 sec): 3 clusters Score: Raw -211766.556820 + Penalty 776.401511 = -210990.155309 nChanged 6 SP:Iteration 83Q (855.124369 sec): 3 clusters Score: Raw -211768.217896 + Penalty 776.401511 = -210991.816384 nChanged 8 SP:Iteration 84Q (855.175236 sec): 3 clusters Score: Raw -211771.069034 + Penalty 776.401511 = -210994.667523 nChanged 5 SP:Iteration 85Q (855.215450 sec): 3 clusters Score: Raw -211773.815520 + Penalty 776.401511 = -210997.414008 nChanged 9 SP:Iteration 86Q (855.271801 sec): 3 clusters Score: Raw -211777.130794 + Penalty 776.401511 = -211000.729282 nChanged 4 SP:Iteration 87Q (855.318788 sec): 3 clusters Score: Raw -211778.415144 + Penalty 776.401511 = -211002.013633 nChanged 2 SP:Iteration 88Q (855.373947 sec): 3 clusters Score: Raw -211778.994596 + Penalty 776.401511 = -211002.593085 nChanged 2 SP:Iteration 89Q (855.416050 sec): 3 clusters Score: Raw -211780.399192 + Penalty 776.401511 = -211003.997681 nChanged 2 SP:Iteration 90Q (855.462420 sec): 3 clusters Score: Raw -211781.127427 + Penalty 776.401511 = -211004.725916 nChanged 2 SP:Iteration 91Q (855.505474 sec): 3 clusters Score: Raw -211781.637510 + Penalty 776.401511 = -211005.235999 nChanged 1 SP:Iteration 92Q (855.557776 sec): 3 clusters Score: Raw -211781.911581 + Penalty 776.401511 = -211005.510069 nChanged 0 SP:Iteration 93F (855.609581 sec): 3 clusters Score: Raw -211781.911581 + Penalty 776.401511 = -211005.510069 nChanged 0 Trying to split cluster 10 (36214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (855.667079 sec): 2 clusters Score: Raw -1456102.818594 + Penalty 477.622648 = -1455625.195946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (855.738811 sec): 3 clusters Score: Raw -1432396.071143 + Penalty 955.245297 = -1431440.825847 nChanged 17415 SP:Iteration 1F (855.819351 sec): 3 clusters Score: Raw -1442480.857457 + Penalty 955.245297 = -1441525.612160 nChanged 1465 SP:Iteration 2Q (855.890421 sec): 3 clusters Score: Raw -1442913.466799 + Penalty 955.245297 = -1441958.221503 nChanged 1561 SP:Iteration 3Q (855.972510 sec): 3 clusters Score: Raw -1443452.532318 + Penalty 955.245297 = -1442497.287021 nChanged 1672 SP:Iteration 4Q (856.052084 sec): 3 clusters Score: Raw -1444149.559708 + Penalty 955.245297 = -1443194.314411 nChanged 1837 SP:Iteration 5F (856.123726 sec): 3 clusters Score: Raw -1445179.833522 + Penalty 955.245297 = -1444224.588225 nChanged 2111 SP:Iteration 6F (856.204113 sec): 3 clusters Score: Raw -1446690.244266 + Penalty 955.245297 = -1445734.998969 nChanged 2258 SP:Iteration 7F (856.278623 sec): 3 clusters Score: Raw -1448343.395437 + Penalty 955.245297 = -1447388.150140 nChanged 1996 SP:Iteration 8F (856.358175 sec): 3 clusters Score: Raw -1449424.090907 + Penalty 955.245297 = -1448468.845610 nChanged 1359 SP:Iteration 9Q (856.439747 sec): 3 clusters Score: Raw -1449872.874648 + Penalty 955.245297 = -1448917.629351 nChanged 773 SP:Iteration 10Q (856.520735 sec): 3 clusters Score: Raw -1450009.650042 + Penalty 955.245297 = -1449054.404745 nChanged 402 SP:Iteration 11Q (856.592866 sec): 3 clusters Score: Raw -1450072.908209 + Penalty 955.245297 = -1449117.662913 nChanged 321 SP:Iteration 12Q (856.686384 sec): 3 clusters Score: Raw -1450125.151470 + Penalty 955.245297 = -1449169.906173 nChanged 305 SP:Iteration 13Q (856.767092 sec): 3 clusters Score: Raw -1450173.138724 + Penalty 955.245297 = -1449217.893427 nChanged 303 SP:Iteration 14Q (856.849743 sec): 3 clusters Score: Raw -1450220.707591 + Penalty 955.245297 = -1449265.462295 nChanged 267 SP:Iteration 15Q (856.922780 sec): 3 clusters Score: Raw -1450261.955215 + Penalty 955.245297 = -1449306.709919 nChanged 308 SP:Iteration 16Q (857.000991 sec): 3 clusters Score: Raw -1450311.119070 + Penalty 955.245297 = -1449355.873774 nChanged 297 SP:Iteration 17Q (857.087293 sec): 3 clusters Score: Raw -1450363.340566 + Penalty 955.245297 = -1449408.095269 nChanged 304 SP:Iteration 18Q (857.166927 sec): 3 clusters Score: Raw -1450420.596137 + Penalty 955.245297 = -1449465.350840 nChanged 346 SP:Iteration 19Q (857.244465 sec): 3 clusters Score: Raw -1450481.807394 + Penalty 955.245297 = -1449526.562098 nChanged 293 SP:Iteration 20F (857.321357 sec): 3 clusters Score: Raw -1450533.923766 + Penalty 955.245297 = -1449578.678470 nChanged 299 SP:Iteration 21Q (857.407371 sec): 3 clusters Score: Raw -1450578.290532 + Penalty 955.245297 = -1449623.045236 nChanged 282 SP:Iteration 22Q (857.484603 sec): 3 clusters Score: Raw -1450616.811138 + Penalty 955.245297 = -1449661.565841 nChanged 285 SP:Iteration 23Q (857.561483 sec): 3 clusters Score: Raw -1450660.288661 + Penalty 955.245297 = -1449705.043365 nChanged 313 SP:Iteration 24Q (857.650638 sec): 3 clusters Score: Raw -1450714.233164 + Penalty 955.245297 = -1449758.987868 nChanged 318 SP:Iteration 25Q (857.729103 sec): 3 clusters Score: Raw -1450770.649705 + Penalty 955.245297 = -1449815.404408 nChanged 319 SP:Iteration 26Q (857.814796 sec): 3 clusters Score: Raw -1450825.383388 + Penalty 955.245297 = -1449870.138092 nChanged 337 SP:Iteration 27Q (857.899345 sec): 3 clusters Score: Raw -1450886.814218 + Penalty 955.245297 = -1449931.568921 nChanged 359 SP:Iteration 28Q (857.979637 sec): 3 clusters Score: Raw -1450950.770773 + Penalty 955.245297 = -1449995.525476 nChanged 388 SP:Iteration 29Q (858.065737 sec): 3 clusters Score: Raw -1451022.943476 + Penalty 955.245297 = -1450067.698179 nChanged 386 SP:Iteration 30Q (858.147727 sec): 3 clusters Score: Raw -1451094.977346 + Penalty 955.245297 = -1450139.732049 nChanged 379 SP:Iteration 31Q (858.232703 sec): 3 clusters Score: Raw -1451170.685463 + Penalty 955.245297 = -1450215.440166 nChanged 381 SP:Iteration 32Q (858.321363 sec): 3 clusters Score: Raw -1451244.987160 + Penalty 955.245297 = -1450289.741863 nChanged 399 SP:Iteration 33Q (858.399086 sec): 3 clusters Score: Raw -1451325.536476 + Penalty 955.245297 = -1450370.291179 nChanged 408 SP:Iteration 34Q (858.479898 sec): 3 clusters Score: Raw -1451412.416017 + Penalty 955.245297 = -1450457.170720 nChanged 442 SP:Iteration 35Q (858.560421 sec): 3 clusters Score: Raw -1451512.525869 + Penalty 955.245297 = -1450557.280572 nChanged 459 SP:Iteration 36Q (858.645318 sec): 3 clusters Score: Raw -1451611.161232 + Penalty 955.245297 = -1450655.915935 nChanged 452 SP:Iteration 37Q (858.715121 sec): 3 clusters Score: Raw -1451712.762025 + Penalty 955.245297 = -1450757.516729 nChanged 482 SP:Iteration 38Q (858.793179 sec): 3 clusters Score: Raw -1451822.699588 + Penalty 955.245297 = -1450867.454291 nChanged 500 SP:Iteration 39Q (858.872809 sec): 3 clusters Score: Raw -1451947.434438 + Penalty 955.245297 = -1450992.189141 nChanged 521 SP:Iteration 40F (858.951054 sec): 3 clusters Score: Raw -1452086.678135 + Penalty 955.245297 = -1451131.432839 nChanged 582 SP:Iteration 41Q (859.029868 sec): 3 clusters Score: Raw -1452268.293618 + Penalty 955.245297 = -1451313.048321 nChanged 603 SP:Iteration 42Q (859.107106 sec): 3 clusters Score: Raw -1452476.798229 + Penalty 955.245297 = -1451521.552932 nChanged 630 SP:Iteration 43Q (859.185735 sec): 3 clusters Score: Raw -1452720.507418 + Penalty 955.245297 = -1451765.262121 nChanged 638 SP:Iteration 44Q (859.261685 sec): 3 clusters Score: Raw -1452978.299887 + Penalty 955.245297 = -1452023.054590 nChanged 632 SP:Iteration 45Q (859.336131 sec): 3 clusters Score: Raw -1453246.845888 + Penalty 955.245297 = -1452291.600592 nChanged 636 SP:Iteration 46Q (859.412759 sec): 3 clusters Score: Raw -1453567.325355 + Penalty 955.245297 = -1452612.080058 nChanged 657 SP:Iteration 47Q (859.486195 sec): 3 clusters Score: Raw -1453937.133499 + Penalty 955.245297 = -1452981.888202 nChanged 622 SP:Iteration 48Q (859.552390 sec): 3 clusters Score: Raw -1454299.200434 + Penalty 955.245297 = -1453343.955137 nChanged 571 SP:Iteration 49Q (859.630481 sec): 3 clusters Score: Raw -1454652.169313 + Penalty 955.245297 = -1453696.924016 nChanged 535 SP:Iteration 50Q (859.699371 sec): 3 clusters Score: Raw -1455009.796829 + Penalty 955.245297 = -1454054.551533 nChanged 496 SP:Iteration 51Q (859.779260 sec): 3 clusters Score: Raw -1455338.542664 + Penalty 955.245297 = -1454383.297367 nChanged 402 SP:Iteration 52Q (859.842540 sec): 3 clusters Score: Raw -1455599.375318 + Penalty 955.245297 = -1454644.130021 nChanged 293 SP:Iteration 53Q (859.923803 sec): 3 clusters Score: Raw -1455763.732353 + Penalty 955.245297 = -1454808.487056 nChanged 211 SP:Iteration 54Q (859.999536 sec): 3 clusters Score: Raw -1455891.899005 + Penalty 955.245297 = -1454936.653708 nChanged 164 SP:Iteration 55Q (860.069155 sec): 3 clusters Score: Raw -1455993.062214 + Penalty 955.245297 = -1455037.816917 nChanged 118 SP:Iteration 56Q (860.144639 sec): 3 clusters Score: Raw -1456067.143132 + Penalty 955.245297 = -1455111.897835 nChanged 84 SP:Iteration 57Q (860.211755 sec): 3 clusters Score: Raw -1456118.426219 + Penalty 955.245297 = -1455163.180923 nChanged 66 SP:Iteration 58Q (860.293756 sec): 3 clusters Score: Raw -1456152.517890 + Penalty 955.245297 = -1455197.272593 nChanged 42 SP:Iteration 59Q (860.361946 sec): 3 clusters Score: Raw -1456171.664957 + Penalty 955.245297 = -1455216.419661 nChanged 30 SP:Iteration 60F (860.443033 sec): 3 clusters Score: Raw -1456185.225329 + Penalty 955.245297 = -1455229.980032 nChanged 22 SP:Iteration 61Q (860.514704 sec): 3 clusters Score: Raw -1456195.655717 + Penalty 955.245297 = -1455240.410420 nChanged 15 SP:Iteration 62Q (860.594695 sec): 3 clusters Score: Raw -1456201.723726 + Penalty 955.245297 = -1455246.478430 nChanged 20 SP:Iteration 63Q (860.654482 sec): 3 clusters Score: Raw -1456210.395163 + Penalty 955.245297 = -1455255.149866 nChanged 19 SP:Iteration 64Q (860.738762 sec): 3 clusters Score: Raw -1456219.271860 + Penalty 955.245297 = -1455264.026563 nChanged 13 SP:Iteration 65Q (860.816247 sec): 3 clusters Score: Raw -1456223.760285 + Penalty 955.245297 = -1455268.514989 nChanged 7 SP:Iteration 66Q (860.889403 sec): 3 clusters Score: Raw -1456226.599374 + Penalty 955.245297 = -1455271.354077 nChanged 8 SP:Iteration 67Q (860.964416 sec): 3 clusters Score: Raw -1456229.560268 + Penalty 955.245297 = -1455274.314971 nChanged 9 SP:Iteration 68Q (861.035119 sec): 3 clusters Score: Raw -1456232.787764 + Penalty 955.245297 = -1455277.542467 nChanged 7 SP:Iteration 69Q (861.108385 sec): 3 clusters Score: Raw -1456235.431753 + Penalty 955.245297 = -1455280.186456 nChanged 5 SP:Iteration 70Q (861.184464 sec): 3 clusters Score: Raw -1456237.519771 + Penalty 955.245297 = -1455282.274474 nChanged 4 SP:Iteration 71Q (861.271218 sec): 3 clusters Score: Raw -1456239.732572 + Penalty 955.245297 = -1455284.487275 nChanged 5 SP:Iteration 72Q (861.341580 sec): 3 clusters Score: Raw -1456241.814246 + Penalty 955.245297 = -1455286.568950 nChanged 1 SP:Iteration 73Q (861.418562 sec): 3 clusters Score: Raw -1456242.293014 + Penalty 955.245297 = -1455287.047717 nChanged 2 SP:Iteration 74Q (861.499348 sec): 3 clusters Score: Raw -1456242.957168 + Penalty 955.245297 = -1455287.711872 nChanged 4 SP:Iteration 75Q (861.577389 sec): 3 clusters Score: Raw -1456244.569504 + Penalty 955.245297 = -1455289.324207 nChanged 4 SP:Iteration 76Q (861.652941 sec): 3 clusters Score: Raw -1456246.109167 + Penalty 955.245297 = -1455290.863870 nChanged 2 SP:Iteration 77Q (861.730396 sec): 3 clusters Score: Raw -1456246.823549 + Penalty 955.245297 = -1455291.578253 nChanged 1 SP:Iteration 78Q (861.801952 sec): 3 clusters Score: Raw -1456247.459121 + Penalty 955.245297 = -1455292.213824 nChanged 2 SP:Iteration 79Q (861.868369 sec): 3 clusters Score: Raw -1456247.960890 + Penalty 955.245297 = -1455292.715593 nChanged 0 SP:Iteration 80F (861.941162 sec): 3 clusters Score: Raw -1456247.960890 + Penalty 955.245297 = -1455292.715593 nChanged 0 Trying to split cluster 11 (4667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (861.980590 sec): 2 clusters Score: Raw -170712.082486 + Penalty 384.396364 = -170327.686122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (862.020716 sec): 3 clusters Score: Raw -167947.403232 + Penalty 768.792729 = -167178.610504 nChanged 2104 SP:Iteration 1F (862.066097 sec): 3 clusters Score: Raw -169111.911120 + Penalty 768.792729 = -168343.118391 nChanged 285 SP:Iteration 2F (862.120852 sec): 3 clusters Score: Raw -169239.292668 + Penalty 768.792729 = -168470.499939 nChanged 251 SP:Iteration 3F (862.168553 sec): 3 clusters Score: Raw -169371.067635 + Penalty 768.792729 = -168602.274906 nChanged 281 SP:Iteration 4F (862.216127 sec): 3 clusters Score: Raw -169541.303239 + Penalty 768.792729 = -168772.510510 nChanged 277 SP:Iteration 5F (862.269457 sec): 3 clusters Score: Raw -169744.738895 + Penalty 768.792729 = -168975.946166 nChanged 314 SP:Iteration 6F (862.309945 sec): 3 clusters Score: Raw -170007.114240 + Penalty 768.792729 = -169238.321511 nChanged 298 SP:Iteration 7F (862.369794 sec): 3 clusters Score: Raw -170267.069870 + Penalty 768.792729 = -169498.277142 nChanged 229 SP:Iteration 8Q (862.409509 sec): 3 clusters Score: Raw -170458.911499 + Penalty 768.792729 = -169690.118770 nChanged 144 SP:Iteration 9Q (862.467445 sec): 3 clusters Score: Raw -170587.311346 + Penalty 768.792729 = -169818.518617 nChanged 93 SP:Iteration 10Q (862.515307 sec): 3 clusters Score: Raw -170669.003602 + Penalty 768.792729 = -169900.210873 nChanged 48 SP:Iteration 11Q (862.558319 sec): 3 clusters Score: Raw -170707.916013 + Penalty 768.792729 = -169939.123284 nChanged 25 SP:Iteration 12Q (862.605009 sec): 3 clusters Score: Raw -170729.439760 + Penalty 768.792729 = -169960.647031 nChanged 19 SP:Iteration 13Q (862.658726 sec): 3 clusters Score: Raw -170743.541847 + Penalty 768.792729 = -169974.749118 nChanged 15 SP:Iteration 14Q (862.712744 sec): 3 clusters Score: Raw -170756.155166 + Penalty 768.792729 = -169987.362437 nChanged 9 SP:Iteration 15Q (862.754276 sec): 3 clusters Score: Raw -170761.897070 + Penalty 768.792729 = -169993.104341 nChanged 2 SP:Iteration 16Q (862.804919 sec): 3 clusters Score: Raw -170762.811631 + Penalty 768.792729 = -169994.018903 nChanged 2 SP:Iteration 17Q (862.855103 sec): 3 clusters Score: Raw -170764.046434 + Penalty 768.792729 = -169995.253705 nChanged 3 SP:Iteration 18Q (862.906510 sec): 3 clusters Score: Raw -170765.742678 + Penalty 768.792729 = -169996.949949 nChanged 1 SP:Iteration 19Q (862.951498 sec): 3 clusters Score: Raw -170766.852886 + Penalty 768.792729 = -169998.060157 nChanged 1 SP:Iteration 20F (863.007971 sec): 3 clusters Score: Raw -170767.037941 + Penalty 768.792729 = -169998.245212 nChanged 0 Trying to split cluster 12 (1515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (863.031960 sec): 2 clusters Score: Raw -65473.296257 + Penalty 333.204268 = -65140.091989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (863.079047 sec): 3 clusters Score: Raw -64663.306391 + Penalty 666.408535 = -63996.897856 nChanged 626 SP:Iteration 1F (863.128608 sec): 3 clusters Score: Raw -65061.983197 + Penalty 666.408535 = -64395.574662 nChanged 126 SP:Iteration 2F (863.170688 sec): 3 clusters Score: Raw -65154.557080 + Penalty 666.408535 = -64488.148544 nChanged 91 SP:Iteration 3F (863.207309 sec): 3 clusters Score: Raw -65228.110022 + Penalty 666.408535 = -64561.701486 nChanged 71 SP:Iteration 4Q (863.260509 sec): 3 clusters Score: Raw -65274.619607 + Penalty 666.408535 = -64608.211071 nChanged 47 SP:Iteration 5Q (863.302807 sec): 3 clusters Score: Raw -65304.492883 + Penalty 666.408535 = -64638.084348 nChanged 34 SP:Iteration 6Q (863.351599 sec): 3 clusters Score: Raw -65323.460257 + Penalty 666.408535 = -64657.051722 nChanged 24 SP:Iteration 7Q (863.407632 sec): 3 clusters Score: Raw -65334.323250 + Penalty 666.408535 = -64667.914715 nChanged 18 SP:Iteration 8Q (863.455665 sec): 3 clusters Score: Raw -65345.575920 + Penalty 666.408535 = -64679.167385 nChanged 20 SP:Iteration 9Q (863.494856 sec): 3 clusters Score: Raw -65356.829221 + Penalty 666.408535 = -64690.420685 nChanged 18 SP:Iteration 10Q (863.537715 sec): 3 clusters Score: Raw -65364.720833 + Penalty 666.408535 = -64698.312298 nChanged 15 SP:Iteration 11Q (863.595696 sec): 3 clusters Score: Raw -65370.156487 + Penalty 666.408535 = -64703.747952 nChanged 11 SP:Iteration 12Q (863.636427 sec): 3 clusters Score: Raw -65376.552527 + Penalty 666.408535 = -64710.143991 nChanged 8 SP:Iteration 13Q (863.675477 sec): 3 clusters Score: Raw -65380.127419 + Penalty 666.408535 = -64713.718884 nChanged 5 SP:Iteration 14Q (863.721543 sec): 3 clusters Score: Raw -65381.537276 + Penalty 666.408535 = -64715.128740 nChanged 7 SP:Iteration 15Q (863.780134 sec): 3 clusters Score: Raw -65384.279640 + Penalty 666.408535 = -64717.871105 nChanged 5 SP:Iteration 16Q (863.821689 sec): 3 clusters Score: Raw -65387.427365 + Penalty 666.408535 = -64721.018830 nChanged 5 SP:Iteration 17Q (863.866658 sec): 3 clusters Score: Raw -65389.653189 + Penalty 666.408535 = -64723.244654 nChanged 4 SP:Iteration 18Q (863.910200 sec): 3 clusters Score: Raw -65391.540814 + Penalty 666.408535 = -64725.132278 nChanged 7 SP:Iteration 19Q (863.961681 sec): 3 clusters Score: Raw -65394.734430 + Penalty 666.408535 = -64728.325895 nChanged 6 SP:Iteration 20F (864.003861 sec): 3 clusters Score: Raw -65397.318522 + Penalty 666.408535 = -64730.909987 nChanged 5 SP:Iteration 21Q (864.047911 sec): 3 clusters Score: Raw -65399.398876 + Penalty 666.408535 = -64732.990341 nChanged 2 SP:Iteration 22Q (864.093831 sec): 3 clusters Score: Raw -65401.205977 + Penalty 666.408535 = -64734.797441 nChanged 7 SP:Iteration 23Q (864.137658 sec): 3 clusters Score: Raw -65405.791213 + Penalty 666.408535 = -64739.382678 nChanged 8 SP:Iteration 24Q (864.177966 sec): 3 clusters Score: Raw -65409.430160 + Penalty 666.408535 = -64743.021625 nChanged 8 SP:Iteration 25Q (864.221019 sec): 3 clusters Score: Raw -65414.291224 + Penalty 666.408535 = -64747.882689 nChanged 13 SP:Iteration 26Q (864.259068 sec): 3 clusters Score: Raw -65421.223058 + Penalty 666.408535 = -64754.814523 nChanged 9 SP:Iteration 27Q (864.305863 sec): 3 clusters Score: Raw -65425.619412 + Penalty 666.408535 = -64759.210877 nChanged 15 SP:Iteration 28Q (864.351191 sec): 3 clusters Score: Raw -65438.320415 + Penalty 666.408535 = -64771.911880 nChanged 14 SP:Iteration 29Q (864.400148 sec): 3 clusters Score: Raw -65448.104145 + Penalty 666.408535 = -64781.695610 nChanged 10 SP:Iteration 30Q (864.431607 sec): 3 clusters Score: Raw -65451.668975 + Penalty 666.408535 = -64785.260440 nChanged 7 SP:Iteration 31Q (864.482651 sec): 3 clusters Score: Raw -65453.697135 + Penalty 666.408535 = -64787.288599 nChanged 5 SP:Iteration 32Q (864.526606 sec): 3 clusters Score: Raw -65455.569533 + Penalty 666.408535 = -64789.160997 nChanged 5 SP:Iteration 33Q (864.564701 sec): 3 clusters Score: Raw -65457.949057 + Penalty 666.408535 = -64791.540522 nChanged 4 SP:Iteration 34Q (864.612121 sec): 3 clusters Score: Raw -65460.913590 + Penalty 666.408535 = -64794.505055 nChanged 6 SP:Iteration 35Q (864.656184 sec): 3 clusters Score: Raw -65464.163226 + Penalty 666.408535 = -64797.754691 nChanged 5 SP:Iteration 36Q (864.692624 sec): 3 clusters Score: Raw -65467.876641 + Penalty 666.408535 = -64801.468106 nChanged 9 SP:Iteration 37Q (864.739745 sec): 3 clusters Score: Raw -65474.065376 + Penalty 666.408535 = -64807.656840 nChanged 7 SP:Iteration 38Q (864.773751 sec): 3 clusters Score: Raw -65476.568487 + Penalty 666.408535 = -64810.159952 nChanged 4 SP:Iteration 39Q (864.821043 sec): 3 clusters Score: Raw -65478.169644 + Penalty 666.408535 = -64811.761108 nChanged 3 SP:Iteration 40F (864.871102 sec): 3 clusters Score: Raw -65479.403042 + Penalty 666.408535 = -64812.994507 nChanged 2 SP:Iteration 41Q (864.920131 sec): 3 clusters Score: Raw -65479.980157 + Penalty 666.408535 = -64813.571621 nChanged 2 SP:Iteration 42Q (864.975085 sec): 3 clusters Score: Raw -65480.718584 + Penalty 666.408535 = -64814.310049 nChanged 1 SP:Iteration 43Q (865.016549 sec): 3 clusters Score: Raw -65481.518390 + Penalty 666.408535 = -64815.109855 nChanged 3 SP:Iteration 44Q (865.062270 sec): 3 clusters Score: Raw -65483.009895 + Penalty 666.408535 = -64816.601360 nChanged 6 SP:Iteration 45Q (865.116929 sec): 3 clusters Score: Raw -65487.325728 + Penalty 666.408535 = -64820.917192 nChanged 5 SP:Iteration 46Q (865.154107 sec): 3 clusters Score: Raw -65490.044304 + Penalty 666.408535 = -64823.635769 nChanged 1 SP:Iteration 47Q (865.216290 sec): 3 clusters Score: Raw -65490.326069 + Penalty 666.408535 = -64823.917534 nChanged 1 SP:Iteration 48Q (865.263719 sec): 3 clusters Score: Raw -65491.190359 + Penalty 666.408535 = -64824.781824 nChanged 0 SP:Iteration 49F (865.309266 sec): 3 clusters Score: Raw -65491.190359 + Penalty 666.408535 = -64824.781824 nChanged 0 Trying to split cluster 13 (1909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (865.336227 sec): 2 clusters Score: Raw -80358.433931 + Penalty 343.722234 = -80014.711697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (865.375772 sec): 3 clusters Score: Raw -79300.890357 + Penalty 687.444469 = -78613.445888 nChanged 787 SP:Iteration 1F (865.425057 sec): 3 clusters Score: Raw -79757.319443 + Penalty 687.444469 = -79069.874974 nChanged 146 SP:Iteration 2F (865.479943 sec): 3 clusters Score: Raw -79829.402892 + Penalty 687.444469 = -79141.958423 nChanged 91 SP:Iteration 3Q (865.524728 sec): 3 clusters Score: Raw -79870.460470 + Penalty 687.444469 = -79183.016001 nChanged 73 SP:Iteration 4Q (865.582651 sec): 3 clusters Score: Raw -79899.471271 + Penalty 687.444469 = -79212.026802 nChanged 65 SP:Iteration 5Q (865.623046 sec): 3 clusters Score: Raw -79930.648913 + Penalty 687.444469 = -79243.204444 nChanged 63 SP:Iteration 6Q (865.667261 sec): 3 clusters Score: Raw -79961.628204 + Penalty 687.444469 = -79274.183735 nChanged 64 SP:Iteration 7Q (865.716581 sec): 3 clusters Score: Raw -79993.361915 + Penalty 687.444469 = -79305.917446 nChanged 59 SP:Iteration 8Q (865.763513 sec): 3 clusters Score: Raw -80022.363457 + Penalty 687.444469 = -79334.918988 nChanged 59 SP:Iteration 9Q (865.812059 sec): 3 clusters Score: Raw -80052.194053 + Penalty 687.444469 = -79364.749584 nChanged 53 SP:Iteration 10Q (865.857755 sec): 3 clusters Score: Raw -80081.105484 + Penalty 687.444469 = -79393.661015 nChanged 46 SP:Iteration 11Q (865.900688 sec): 3 clusters Score: Raw -80105.459356 + Penalty 687.444469 = -79418.014887 nChanged 43 SP:Iteration 12Q (865.938504 sec): 3 clusters Score: Raw -80124.173006 + Penalty 687.444469 = -79436.728537 nChanged 36 SP:Iteration 13Q (865.979742 sec): 3 clusters Score: Raw -80137.440298 + Penalty 687.444469 = -79449.995829 nChanged 22 SP:Iteration 14Q (866.026456 sec): 3 clusters Score: Raw -80146.251443 + Penalty 687.444469 = -79458.806974 nChanged 16 SP:Iteration 15Q (866.075577 sec): 3 clusters Score: Raw -80152.023527 + Penalty 687.444469 = -79464.579058 nChanged 15 SP:Iteration 16Q (866.114013 sec): 3 clusters Score: Raw -80157.300357 + Penalty 687.444469 = -79469.855888 nChanged 19 SP:Iteration 17Q (866.158308 sec): 3 clusters Score: Raw -80164.025109 + Penalty 687.444469 = -79476.580640 nChanged 21 SP:Iteration 18Q (866.206191 sec): 3 clusters Score: Raw -80172.121391 + Penalty 687.444469 = -79484.676922 nChanged 22 SP:Iteration 19Q (866.242814 sec): 3 clusters Score: Raw -80181.393202 + Penalty 687.444469 = -79493.948733 nChanged 23 SP:Iteration 20F (866.291201 sec): 3 clusters Score: Raw -80191.368408 + Penalty 687.444469 = -79503.923939 nChanged 20 SP:Iteration 21Q (866.332912 sec): 3 clusters Score: Raw -80200.221549 + Penalty 687.444469 = -79512.777080 nChanged 26 SP:Iteration 22Q (866.394469 sec): 3 clusters Score: Raw -80210.391242 + Penalty 687.444469 = -79522.946773 nChanged 28 SP:Iteration 23Q (866.435814 sec): 3 clusters Score: Raw -80222.942996 + Penalty 687.444469 = -79535.498527 nChanged 25 SP:Iteration 24Q (866.487698 sec): 3 clusters Score: Raw -80233.957354 + Penalty 687.444469 = -79546.512885 nChanged 18 SP:Iteration 25Q (866.538456 sec): 3 clusters Score: Raw -80242.038799 + Penalty 687.444469 = -79554.594330 nChanged 20 SP:Iteration 26Q (866.574506 sec): 3 clusters Score: Raw -80251.343806 + Penalty 687.444469 = -79563.899337 nChanged 18 SP:Iteration 27Q (866.628417 sec): 3 clusters Score: Raw -80259.018319 + Penalty 687.444469 = -79571.573850 nChanged 16 SP:Iteration 28Q (866.671815 sec): 3 clusters Score: Raw -80267.687916 + Penalty 687.444469 = -79580.243447 nChanged 16 SP:Iteration 29Q (866.728739 sec): 3 clusters Score: Raw -80277.736688 + Penalty 687.444469 = -79590.292219 nChanged 13 SP:Iteration 30Q (866.766019 sec): 3 clusters Score: Raw -80284.374786 + Penalty 687.444469 = -79596.930317 nChanged 9 SP:Iteration 31Q (866.819493 sec): 3 clusters Score: Raw -80287.110118 + Penalty 687.444469 = -79599.665649 nChanged 8 SP:Iteration 32Q (866.865276 sec): 3 clusters Score: Raw -80289.883809 + Penalty 687.444469 = -79602.439340 nChanged 12 SP:Iteration 33Q (866.913716 sec): 3 clusters Score: Raw -80294.367252 + Penalty 687.444469 = -79606.922783 nChanged 20 SP:Iteration 34Q (866.952439 sec): 3 clusters Score: Raw -80302.783437 + Penalty 687.444469 = -79615.338968 nChanged 16 SP:Iteration 35Q (867.003797 sec): 3 clusters Score: Raw -80312.221545 + Penalty 687.444469 = -79624.777076 nChanged 19 SP:Iteration 36Q (867.058320 sec): 3 clusters Score: Raw -80323.122377 + Penalty 687.444469 = -79635.677908 nChanged 17 SP:Iteration 37Q (867.106399 sec): 3 clusters Score: Raw -80336.781091 + Penalty 687.444469 = -79649.336623 nChanged 15 SP:Iteration 38Q (867.147321 sec): 3 clusters Score: Raw -80348.360242 + Penalty 687.444469 = -79660.915773 nChanged 12 SP:Iteration 39Q (867.197143 sec): 3 clusters Score: Raw -80354.807620 + Penalty 687.444469 = -79667.363151 nChanged 9 SP:Iteration 40F (867.251337 sec): 3 clusters Score: Raw -80359.560970 + Penalty 687.444469 = -79672.116501 nChanged 5 SP:Iteration 41Q (867.288672 sec): 3 clusters Score: Raw -80363.002470 + Penalty 687.444469 = -79675.558001 nChanged 7 SP:Iteration 42Q (867.335922 sec): 3 clusters Score: Raw -80367.062258 + Penalty 687.444469 = -79679.617789 nChanged 5 SP:Iteration 43Q (867.389977 sec): 3 clusters Score: Raw -80368.842779 + Penalty 687.444469 = -79681.398310 nChanged 2 SP:Iteration 44Q (867.437107 sec): 3 clusters Score: Raw -80369.847141 + Penalty 687.444469 = -79682.402672 nChanged 1 SP:Iteration 45Q (867.488156 sec): 3 clusters Score: Raw -80370.271502 + Penalty 687.444469 = -79682.827033 nChanged 0 SP:Iteration 46F (867.533729 sec): 3 clusters Score: Raw -80370.271502 + Penalty 687.444469 = -79682.827033 nChanged 0 Trying to split cluster 14 (1284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (867.563743 sec): 2 clusters Score: Raw -45781.146540 + Penalty 325.676965 = -45455.469575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (867.608166 sec): 3 clusters Score: Raw -45146.791252 + Penalty 651.353929 = -44495.437323 nChanged 519 SP:Iteration 1F (867.658624 sec): 3 clusters Score: Raw -45497.571580 + Penalty 651.353929 = -44846.217650 nChanged 110 SP:Iteration 2F (867.705504 sec): 3 clusters Score: Raw -45594.352054 + Penalty 651.353929 = -44942.998125 nChanged 93 SP:Iteration 3F (867.749321 sec): 3 clusters Score: Raw -45705.152994 + Penalty 651.353929 = -45053.799065 nChanged 85 SP:Iteration 4F (867.806809 sec): 3 clusters Score: Raw -45783.947535 + Penalty 651.353929 = -45132.593606 nChanged 68 SP:Iteration 5F (867.844885 sec): 3 clusters Score: Raw -45834.805876 + Penalty 651.353929 = -45183.451947 nChanged 36 SP:Iteration 6Q (867.899104 sec): 3 clusters Score: Raw -45850.485180 + Penalty 651.353929 = -45199.131251 nChanged 22 SP:Iteration 7Q (867.941048 sec): 3 clusters Score: Raw -45858.687158 + Penalty 651.353929 = -45207.333228 nChanged 6 SP:Iteration 8Q (867.987445 sec): 3 clusters Score: Raw -45861.493969 + Penalty 651.353929 = -45210.140040 nChanged 5 SP:Iteration 9Q (868.031741 sec): 3 clusters Score: Raw -45863.642404 + Penalty 651.353929 = -45212.288475 nChanged 3 SP:Iteration 10Q (868.077506 sec): 3 clusters Score: Raw -45864.333922 + Penalty 651.353929 = -45212.979993 nChanged 2 SP:Iteration 11Q (868.112578 sec): 3 clusters Score: Raw -45864.660771 + Penalty 651.353929 = -45213.306842 nChanged 2 SP:Iteration 12Q (868.166373 sec): 3 clusters Score: Raw -45865.279627 + Penalty 651.353929 = -45213.925698 nChanged 2 SP:Iteration 13Q (868.200407 sec): 3 clusters Score: Raw -45866.194436 + Penalty 651.353929 = -45214.840507 nChanged 4 SP:Iteration 14Q (868.248517 sec): 3 clusters Score: Raw -45867.347997 + Penalty 651.353929 = -45215.994068 nChanged 4 SP:Iteration 15Q (868.296796 sec): 3 clusters Score: Raw -45868.339984 + Penalty 651.353929 = -45216.986055 nChanged 4 SP:Iteration 16Q (868.351302 sec): 3 clusters Score: Raw -45874.222686 + Penalty 651.353929 = -45222.868757 nChanged 14 SP:Iteration 17Q (868.397082 sec): 3 clusters Score: Raw -45893.967933 + Penalty 651.353929 = -45242.614004 nChanged 16 SP:Iteration 18Q (868.434739 sec): 3 clusters Score: Raw -45914.744131 + Penalty 651.353929 = -45263.390202 nChanged 18 SP:Iteration 19Q (868.482121 sec): 3 clusters Score: Raw -45942.657921 + Penalty 651.353929 = -45291.303992 nChanged 24 SP:Iteration 20F (868.522687 sec): 3 clusters Score: Raw -45967.245314 + Penalty 651.353929 = -45315.891385 nChanged 17 SP:Iteration 21Q (868.575506 sec): 3 clusters Score: Raw -45981.970253 + Penalty 651.353929 = -45330.616323 nChanged 10 SP:Iteration 22Q (868.609079 sec): 3 clusters Score: Raw -45988.955668 + Penalty 651.353929 = -45337.601738 nChanged 8 SP:Iteration 23Q (868.652015 sec): 3 clusters Score: Raw -45993.377676 + Penalty 651.353929 = -45342.023747 nChanged 11 SP:Iteration 24Q (868.693486 sec): 3 clusters Score: Raw -45998.543415 + Penalty 651.353929 = -45347.189486 nChanged 7 SP:Iteration 25Q (868.745767 sec): 3 clusters Score: Raw -46000.663754 + Penalty 651.353929 = -45349.309825 nChanged 1 SP:Iteration 26Q (868.783641 sec): 3 clusters Score: Raw -46001.925280 + Penalty 651.353929 = -45350.571351 nChanged 4 SP:Iteration 27Q (868.827246 sec): 3 clusters Score: Raw -46004.772702 + Penalty 651.353929 = -45353.418773 nChanged 5 SP:Iteration 28Q (868.878312 sec): 3 clusters Score: Raw -46007.488247 + Penalty 651.353929 = -45356.134318 nChanged 4 SP:Iteration 29Q (868.915563 sec): 3 clusters Score: Raw -46009.526247 + Penalty 651.353929 = -45358.172318 nChanged 1 SP:Iteration 30Q (868.959433 sec): 3 clusters Score: Raw -46009.957129 + Penalty 651.353929 = -45358.603200 nChanged 1 SP:Iteration 31Q (869.011680 sec): 3 clusters Score: Raw -46010.342198 + Penalty 651.353929 = -45358.988269 nChanged 2 SP:Iteration 32Q (869.049230 sec): 3 clusters Score: Raw -46010.846361 + Penalty 651.353929 = -45359.492432 nChanged 2 SP:Iteration 33Q (869.089509 sec): 3 clusters Score: Raw -46011.145399 + Penalty 651.353929 = -45359.791470 nChanged 1 SP:Iteration 34Q (869.142029 sec): 3 clusters Score: Raw -46011.531599 + Penalty 651.353929 = -45360.177670 nChanged 2 SP:Iteration 35Q (869.176541 sec): 3 clusters Score: Raw -46012.102336 + Penalty 651.353929 = -45360.748407 nChanged 3 SP:Iteration 36Q (869.216975 sec): 3 clusters Score: Raw -46012.788973 + Penalty 651.353929 = -45361.435044 nChanged 2 SP:Iteration 37Q (869.265078 sec): 3 clusters Score: Raw -46013.159935 + Penalty 651.353929 = -45361.806006 nChanged 3 SP:Iteration 38Q (869.311714 sec): 3 clusters Score: Raw -46014.223918 + Penalty 651.353929 = -45362.869989 nChanged 3 SP:Iteration 39Q (869.345809 sec): 3 clusters Score: Raw -46014.847330 + Penalty 651.353929 = -45363.493401 nChanged 4 SP:Iteration 40F (869.389581 sec): 3 clusters Score: Raw -46016.550685 + Penalty 651.353929 = -45365.196756 nChanged 4 SP:Iteration 41Q (869.440012 sec): 3 clusters Score: Raw -46019.024465 + Penalty 651.353929 = -45367.670536 nChanged 4 SP:Iteration 42Q (869.472703 sec): 3 clusters Score: Raw -46021.131537 + Penalty 651.353929 = -45369.777608 nChanged 0 SP:Iteration 43F (869.526859 sec): 3 clusters Score: Raw -46021.131537 + Penalty 651.353929 = -45369.777608 nChanged 0 Trying to split cluster 15 (1436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (869.548176 sec): 2 clusters Score: Raw -55271.608880 + Penalty 330.767562 = -54940.841318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (869.585307 sec): 3 clusters Score: Raw -54535.114415 + Penalty 661.535124 = -53873.579291 nChanged 603 SP:Iteration 1F (869.633553 sec): 3 clusters Score: Raw -54894.316294 + Penalty 661.535124 = -54232.781169 nChanged 137 SP:Iteration 2F (869.678008 sec): 3 clusters Score: Raw -55025.478211 + Penalty 661.535124 = -54363.943087 nChanged 120 SP:Iteration 3F (869.709263 sec): 3 clusters Score: Raw -55134.986095 + Penalty 661.535124 = -54473.450971 nChanged 104 SP:Iteration 4F (869.762409 sec): 3 clusters Score: Raw -55238.421847 + Penalty 661.535124 = -54576.886723 nChanged 79 SP:Iteration 5F (869.805376 sec): 3 clusters Score: Raw -55298.652066 + Penalty 661.535124 = -54637.116941 nChanged 43 SP:Iteration 6Q (869.858234 sec): 3 clusters Score: Raw -55322.604117 + Penalty 661.535124 = -54661.068993 nChanged 26 SP:Iteration 7Q (869.905569 sec): 3 clusters Score: Raw -55338.214013 + Penalty 661.535124 = -54676.678889 nChanged 17 SP:Iteration 8Q (869.951712 sec): 3 clusters Score: Raw -55346.027406 + Penalty 661.535124 = -54684.492281 nChanged 13 SP:Iteration 9Q (869.999858 sec): 3 clusters Score: Raw -55349.628623 + Penalty 661.535124 = -54688.093499 nChanged 12 SP:Iteration 10Q (870.052410 sec): 3 clusters Score: Raw -55353.554152 + Penalty 661.535124 = -54692.019027 nChanged 4 SP:Iteration 11Q (870.098534 sec): 3 clusters Score: Raw -55354.840028 + Penalty 661.535124 = -54693.304903 nChanged 6 SP:Iteration 12Q (870.149370 sec): 3 clusters Score: Raw -55356.372236 + Penalty 661.535124 = -54694.837112 nChanged 5 SP:Iteration 13Q (870.190167 sec): 3 clusters Score: Raw -55357.668682 + Penalty 661.535124 = -54696.133558 nChanged 2 SP:Iteration 14Q (870.232438 sec): 3 clusters Score: Raw -55359.380242 + Penalty 661.535124 = -54697.845118 nChanged 6 SP:Iteration 15Q (870.283764 sec): 3 clusters Score: Raw -55362.449223 + Penalty 661.535124 = -54700.914099 nChanged 9 SP:Iteration 16Q (870.324329 sec): 3 clusters Score: Raw -55366.432023 + Penalty 661.535124 = -54704.896899 nChanged 10 SP:Iteration 17Q (870.370310 sec): 3 clusters Score: Raw -55370.403963 + Penalty 661.535124 = -54708.868839 nChanged 9 SP:Iteration 18Q (870.419139 sec): 3 clusters Score: Raw -55374.321477 + Penalty 661.535124 = -54712.786353 nChanged 10 SP:Iteration 19Q (870.455075 sec): 3 clusters Score: Raw -55379.193417 + Penalty 661.535124 = -54717.658292 nChanged 19 SP:Iteration 20F (870.509954 sec): 3 clusters Score: Raw -55387.524234 + Penalty 661.535124 = -54725.989110 nChanged 15 SP:Iteration 21Q (870.553751 sec): 3 clusters Score: Raw -55394.058558 + Penalty 661.535124 = -54732.523434 nChanged 12 SP:Iteration 22Q (870.587995 sec): 3 clusters Score: Raw -55397.352574 + Penalty 661.535124 = -54735.817450 nChanged 6 SP:Iteration 23Q (870.630208 sec): 3 clusters Score: Raw -55399.502597 + Penalty 661.535124 = -54737.967473 nChanged 8 SP:Iteration 24Q (870.660580 sec): 3 clusters Score: Raw -55401.664601 + Penalty 661.535124 = -54740.129477 nChanged 2 SP:Iteration 25Q (870.700329 sec): 3 clusters Score: Raw -55402.334577 + Penalty 661.535124 = -54740.799453 nChanged 1 SP:Iteration 26Q (870.732273 sec): 3 clusters Score: Raw -55402.459623 + Penalty 661.535124 = -54740.924499 nChanged 2 SP:Iteration 27Q (870.766646 sec): 3 clusters Score: Raw -55402.687156 + Penalty 661.535124 = -54741.152032 nChanged 0 SP:Iteration 28F (870.816814 sec): 3 clusters Score: Raw -55402.687156 + Penalty 661.535124 = -54741.152032 nChanged 0 Trying to split cluster 16 (2084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (870.843168 sec): 2 clusters Score: Raw -77388.681493 + Penalty 347.713020 = -77040.968473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (870.895067 sec): 3 clusters Score: Raw -76279.663415 + Penalty 695.426041 = -75584.237374 nChanged 851 SP:Iteration 1F (870.946703 sec): 3 clusters Score: Raw -76704.325610 + Penalty 695.426041 = -76008.899570 nChanged 124 SP:Iteration 2F (870.980756 sec): 3 clusters Score: Raw -76754.455588 + Penalty 695.426041 = -76059.029547 nChanged 101 SP:Iteration 3Q (871.026990 sec): 3 clusters Score: Raw -76787.226912 + Penalty 695.426041 = -76091.800871 nChanged 69 SP:Iteration 4Q (871.067905 sec): 3 clusters Score: Raw -76814.152309 + Penalty 695.426041 = -76118.726268 nChanged 70 SP:Iteration 5Q (871.120400 sec): 3 clusters Score: Raw -76849.102197 + Penalty 695.426041 = -76153.676156 nChanged 85 SP:Iteration 6Q (871.162705 sec): 3 clusters Score: Raw -76900.018329 + Penalty 695.426041 = -76204.592289 nChanged 90 SP:Iteration 7Q (871.203769 sec): 3 clusters Score: Raw -76956.027604 + Penalty 695.426041 = -76260.601564 nChanged 78 SP:Iteration 8Q (871.241912 sec): 3 clusters Score: Raw -77000.167368 + Penalty 695.426041 = -76304.741327 nChanged 80 SP:Iteration 9Q (871.288991 sec): 3 clusters Score: Raw -77056.493747 + Penalty 695.426041 = -76361.067707 nChanged 91 SP:Iteration 10Q (871.336978 sec): 3 clusters Score: Raw -77132.217990 + Penalty 695.426041 = -76436.791949 nChanged 86 SP:Iteration 11Q (871.385530 sec): 3 clusters Score: Raw -77192.785096 + Penalty 695.426041 = -76497.359056 nChanged 65 SP:Iteration 12Q (871.439471 sec): 3 clusters Score: Raw -77231.398184 + Penalty 695.426041 = -76535.972143 nChanged 52 SP:Iteration 13Q (871.487385 sec): 3 clusters Score: Raw -77260.322960 + Penalty 695.426041 = -76564.896920 nChanged 39 SP:Iteration 14Q (871.536711 sec): 3 clusters Score: Raw -77274.646431 + Penalty 695.426041 = -76579.220390 nChanged 31 SP:Iteration 15Q (871.573294 sec): 3 clusters Score: Raw -77285.970371 + Penalty 695.426041 = -76590.544330 nChanged 28 SP:Iteration 16Q (871.623397 sec): 3 clusters Score: Raw -77297.607062 + Penalty 695.426041 = -76602.181021 nChanged 21 SP:Iteration 17Q (871.673423 sec): 3 clusters Score: Raw -77303.853756 + Penalty 695.426041 = -76608.427716 nChanged 12 SP:Iteration 18Q (871.711988 sec): 3 clusters Score: Raw -77307.306859 + Penalty 695.426041 = -76611.880818 nChanged 21 SP:Iteration 19Q (871.761135 sec): 3 clusters Score: Raw -77312.045016 + Penalty 695.426041 = -76616.618976 nChanged 10 SP:Iteration 20F (871.807812 sec): 3 clusters Score: Raw -77313.602697 + Penalty 695.426041 = -76618.176656 nChanged 6 SP:Iteration 21Q (871.852316 sec): 3 clusters Score: Raw -77315.246070 + Penalty 695.426041 = -76619.820029 nChanged 8 SP:Iteration 22Q (871.885749 sec): 3 clusters Score: Raw -77317.676072 + Penalty 695.426041 = -76622.250031 nChanged 17 SP:Iteration 23Q (871.931196 sec): 3 clusters Score: Raw -77325.068069 + Penalty 695.426041 = -76629.642029 nChanged 21 SP:Iteration 24Q (871.979460 sec): 3 clusters Score: Raw -77335.199438 + Penalty 695.426041 = -76639.773397 nChanged 21 SP:Iteration 25Q (872.024581 sec): 3 clusters Score: Raw -77343.839620 + Penalty 695.426041 = -76648.413580 nChanged 14 SP:Iteration 26Q (872.077955 sec): 3 clusters Score: Raw -77348.197850 + Penalty 695.426041 = -76652.771810 nChanged 12 SP:Iteration 27Q (872.119030 sec): 3 clusters Score: Raw -77350.854118 + Penalty 695.426041 = -76655.428077 nChanged 12 SP:Iteration 28Q (872.155900 sec): 3 clusters Score: Raw -77353.485759 + Penalty 695.426041 = -76658.059719 nChanged 13 SP:Iteration 29Q (872.207324 sec): 3 clusters Score: Raw -77357.888301 + Penalty 695.426041 = -76662.462260 nChanged 10 SP:Iteration 30Q (872.251900 sec): 3 clusters Score: Raw -77359.562683 + Penalty 695.426041 = -76664.136642 nChanged 5 SP:Iteration 31Q (872.297409 sec): 3 clusters Score: Raw -77360.817486 + Penalty 695.426041 = -76665.391446 nChanged 4 SP:Iteration 32Q (872.338886 sec): 3 clusters Score: Raw -77361.713306 + Penalty 695.426041 = -76666.287266 nChanged 3 SP:Iteration 33Q (872.382446 sec): 3 clusters Score: Raw -77362.329024 + Penalty 695.426041 = -76666.902984 nChanged 2 SP:Iteration 34Q (872.423383 sec): 3 clusters Score: Raw -77362.587101 + Penalty 695.426041 = -76667.161061 nChanged 1 SP:Iteration 35Q (872.467841 sec): 3 clusters Score: Raw -77362.728746 + Penalty 695.426041 = -76667.302705 nChanged 1 SP:Iteration 36Q (872.515799 sec): 3 clusters Score: Raw -77362.939824 + Penalty 695.426041 = -76667.513784 nChanged 1 SP:Iteration 37Q (872.556788 sec): 3 clusters Score: Raw -77363.067817 + Penalty 695.426041 = -76667.641777 nChanged 1 SP:Iteration 38Q (872.601517 sec): 3 clusters Score: Raw -77363.227681 + Penalty 695.426041 = -76667.801640 nChanged 1 SP:Iteration 39Q (872.639339 sec): 3 clusters Score: Raw -77363.358336 + Penalty 695.426041 = -76667.932296 nChanged 0 SP:Iteration 40F (872.683807 sec): 3 clusters Score: Raw -77363.358336 + Penalty 695.426041 = -76667.932296 nChanged 0 Trying to split cluster 17 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (872.706983 sec): 2 clusters Score: Raw -22202.509839 + Penalty 286.434603 = -21916.075236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (872.752761 sec): 3 clusters Score: Raw -21972.390393 + Penalty 572.869206 = -21399.521187 nChanged 175 SP:Iteration 1F (872.800719 sec): 3 clusters Score: Raw -22097.547775 + Penalty 572.869206 = -21524.678569 nChanged 40 SP:Iteration 2F (872.841578 sec): 3 clusters Score: Raw -22135.849315 + Penalty 572.869206 = -21562.980108 nChanged 24 SP:Iteration 3Q (872.875612 sec): 3 clusters Score: Raw -22162.670849 + Penalty 572.869206 = -21589.801642 nChanged 23 SP:Iteration 4Q (872.916913 sec): 3 clusters Score: Raw -22185.683814 + Penalty 572.869206 = -21612.814608 nChanged 11 SP:Iteration 5Q (872.955130 sec): 3 clusters Score: Raw -22192.864823 + Penalty 572.869206 = -21619.995617 nChanged 9 SP:Iteration 6Q (872.998005 sec): 3 clusters Score: Raw -22197.593086 + Penalty 572.869206 = -21624.723880 nChanged 4 SP:Iteration 7Q (873.051275 sec): 3 clusters Score: Raw -22199.680523 + Penalty 572.869206 = -21626.811317 nChanged 4 SP:Iteration 8Q (873.087698 sec): 3 clusters Score: Raw -22204.558724 + Penalty 572.869206 = -21631.689518 nChanged 11 SP:Iteration 9Q (873.124754 sec): 3 clusters Score: Raw -22225.898971 + Penalty 572.869206 = -21653.029765 nChanged 14 SP:Iteration 10Q (873.177425 sec): 3 clusters Score: Raw -22244.567627 + Penalty 572.869206 = -21671.698421 nChanged 18 SP:Iteration 11Q (873.210327 sec): 3 clusters Score: Raw -22266.974300 + Penalty 572.869206 = -21694.105094 nChanged 13 SP:Iteration 12Q (873.255655 sec): 3 clusters Score: Raw -22282.826427 + Penalty 572.869206 = -21709.957221 nChanged 11 SP:Iteration 13Q (873.296014 sec): 3 clusters Score: Raw -22297.683512 + Penalty 572.869206 = -21724.814305 nChanged 11 SP:Iteration 14Q (873.340916 sec): 3 clusters Score: Raw -22306.724742 + Penalty 572.869206 = -21733.855536 nChanged 11 SP:Iteration 15Q (873.383210 sec): 3 clusters Score: Raw -22317.121051 + Penalty 572.869206 = -21744.251845 nChanged 11 SP:Iteration 16Q (873.419995 sec): 3 clusters Score: Raw -22331.481924 + Penalty 572.869206 = -21758.612718 nChanged 11 SP:Iteration 17Q (873.470704 sec): 3 clusters Score: Raw -22354.026795 + Penalty 572.869206 = -21781.157589 nChanged 18 SP:Iteration 18Q (873.504514 sec): 3 clusters Score: Raw -22374.591669 + Penalty 572.869206 = -21801.722463 nChanged 15 SP:Iteration 19Q (873.544564 sec): 3 clusters Score: Raw -22391.482199 + Penalty 572.869206 = -21818.612993 nChanged 13 SP:Iteration 20F (873.582412 sec): 3 clusters Score: Raw -22407.082223 + Penalty 572.869206 = -21834.213017 nChanged 11 SP:Iteration 21Q (873.628631 sec): 3 clusters Score: Raw -22426.226768 + Penalty 572.869206 = -21853.357562 nChanged 9 SP:Iteration 22Q (873.662026 sec): 3 clusters Score: Raw -22432.286344 + Penalty 572.869206 = -21859.417138 nChanged 4 SP:Iteration 23Q (873.705785 sec): 3 clusters Score: Raw -22436.020104 + Penalty 572.869206 = -21863.150898 nChanged 7 SP:Iteration 24Q (873.739401 sec): 3 clusters Score: Raw -22441.260753 + Penalty 572.869206 = -21868.391547 nChanged 5 SP:Iteration 25Q (873.782696 sec): 3 clusters Score: Raw -22446.375826 + Penalty 572.869206 = -21873.506620 nChanged 5 SP:Iteration 26Q (873.818445 sec): 3 clusters Score: Raw -22452.917288 + Penalty 572.869206 = -21880.048082 nChanged 7 SP:Iteration 27Q (873.854551 sec): 3 clusters Score: Raw -22463.649077 + Penalty 572.869206 = -21890.779870 nChanged 5 SP:Iteration 28Q (873.900023 sec): 3 clusters Score: Raw -22469.223381 + Penalty 572.869206 = -21896.354175 nChanged 3 SP:Iteration 29Q (873.933796 sec): 3 clusters Score: Raw -22470.760076 + Penalty 572.869206 = -21897.890869 nChanged 2 SP:Iteration 30Q (873.977345 sec): 3 clusters Score: Raw -22472.316781 + Penalty 572.869206 = -21899.447574 nChanged 1 SP:Iteration 31Q (874.010002 sec): 3 clusters Score: Raw -22472.691005 + Penalty 572.869206 = -21899.821798 nChanged 0 SP:Iteration 32F (874.045898 sec): 3 clusters Score: Raw -22472.691005 + Penalty 572.869206 = -21899.821798 nChanged 0 Trying to split cluster 18 (2128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (874.067668 sec): 2 clusters Score: Raw -79902.437888 + Penalty 348.663672 = -79553.774216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (874.113502 sec): 3 clusters Score: Raw -78715.759454 + Penalty 697.327344 = -78018.432110 nChanged 905 SP:Iteration 1F (874.157392 sec): 3 clusters Score: Raw -79268.612503 + Penalty 697.327344 = -78571.285158 nChanged 148 SP:Iteration 2F (874.195026 sec): 3 clusters Score: Raw -79345.107222 + Penalty 697.327344 = -78647.779878 nChanged 106 SP:Iteration 3Q (874.230660 sec): 3 clusters Score: Raw -79403.819689 + Penalty 697.327344 = -78706.492345 nChanged 104 SP:Iteration 4Q (874.285720 sec): 3 clusters Score: Raw -79464.534216 + Penalty 697.327344 = -78767.206871 nChanged 86 SP:Iteration 5Q (874.315768 sec): 3 clusters Score: Raw -79527.534160 + Penalty 697.327344 = -78830.206816 nChanged 93 SP:Iteration 6Q (874.360250 sec): 3 clusters Score: Raw -79596.217399 + Penalty 697.327344 = -78898.890055 nChanged 91 SP:Iteration 7Q (874.399770 sec): 3 clusters Score: Raw -79662.976319 + Penalty 697.327344 = -78965.648974 nChanged 82 SP:Iteration 8Q (874.443355 sec): 3 clusters Score: Raw -79722.863728 + Penalty 697.327344 = -79025.536383 nChanged 59 SP:Iteration 9Q (874.495054 sec): 3 clusters Score: Raw -79763.070232 + Penalty 697.327344 = -79065.742887 nChanged 45 SP:Iteration 10Q (874.536420 sec): 3 clusters Score: Raw -79784.330864 + Penalty 697.327344 = -79087.003520 nChanged 36 SP:Iteration 11Q (874.587377 sec): 3 clusters Score: Raw -79799.436798 + Penalty 697.327344 = -79102.109453 nChanged 32 SP:Iteration 12Q (874.643649 sec): 3 clusters Score: Raw -79814.541251 + Penalty 697.327344 = -79117.213907 nChanged 30 SP:Iteration 13Q (874.690879 sec): 3 clusters Score: Raw -79828.137644 + Penalty 697.327344 = -79130.810299 nChanged 27 SP:Iteration 14Q (874.729120 sec): 3 clusters Score: Raw -79841.563028 + Penalty 697.327344 = -79144.235684 nChanged 28 SP:Iteration 15Q (874.778436 sec): 3 clusters Score: Raw -79851.261700 + Penalty 697.327344 = -79153.934356 nChanged 20 SP:Iteration 16Q (874.817687 sec): 3 clusters Score: Raw -79860.918889 + Penalty 697.327344 = -79163.591544 nChanged 14 SP:Iteration 17Q (874.866262 sec): 3 clusters Score: Raw -79866.547144 + Penalty 697.327344 = -79169.219799 nChanged 9 SP:Iteration 18Q (874.899170 sec): 3 clusters Score: Raw -79870.383469 + Penalty 697.327344 = -79173.056125 nChanged 16 SP:Iteration 19Q (874.943466 sec): 3 clusters Score: Raw -79876.386732 + Penalty 697.327344 = -79179.059387 nChanged 15 SP:Iteration 20F (874.991905 sec): 3 clusters Score: Raw -79882.338615 + Penalty 697.327344 = -79185.011271 nChanged 14 SP:Iteration 21Q (875.035652 sec): 3 clusters Score: Raw -79886.768657 + Penalty 697.327344 = -79189.441313 nChanged 7 SP:Iteration 22Q (875.085370 sec): 3 clusters Score: Raw -79888.322515 + Penalty 697.327344 = -79190.995171 nChanged 5 SP:Iteration 23Q (875.128991 sec): 3 clusters Score: Raw -79889.818959 + Penalty 697.327344 = -79192.491615 nChanged 5 SP:Iteration 24Q (875.163064 sec): 3 clusters Score: Raw -79891.108210 + Penalty 697.327344 = -79193.780865 nChanged 2 SP:Iteration 25Q (875.212054 sec): 3 clusters Score: Raw -79891.572069 + Penalty 697.327344 = -79194.244724 nChanged 4 SP:Iteration 26Q (875.258946 sec): 3 clusters Score: Raw -79892.554053 + Penalty 697.327344 = -79195.226708 nChanged 2 SP:Iteration 27Q (875.307055 sec): 3 clusters Score: Raw -79893.299827 + Penalty 697.327344 = -79195.972483 nChanged 3 SP:Iteration 28Q (875.341151 sec): 3 clusters Score: Raw -79893.743186 + Penalty 697.327344 = -79196.415842 nChanged 2 SP:Iteration 29Q (875.390431 sec): 3 clusters Score: Raw -79894.150693 + Penalty 697.327344 = -79196.823349 nChanged 1 SP:Iteration 30Q (875.433933 sec): 3 clusters Score: Raw -79894.228151 + Penalty 697.327344 = -79196.900806 nChanged 2 SP:Iteration 31Q (875.481941 sec): 3 clusters Score: Raw -79894.942537 + Penalty 697.327344 = -79197.615193 nChanged 1 SP:Iteration 32Q (875.516092 sec): 3 clusters Score: Raw -79895.648940 + Penalty 697.327344 = -79198.321596 nChanged 1 SP:Iteration 33Q (875.565016 sec): 3 clusters Score: Raw -79895.932231 + Penalty 697.327344 = -79198.604887 nChanged 2 SP:Iteration 34Q (875.601882 sec): 3 clusters Score: Raw -79896.757074 + Penalty 697.327344 = -79199.429730 nChanged 1 SP:Iteration 35Q (875.646427 sec): 3 clusters Score: Raw -79897.498676 + Penalty 697.327344 = -79200.171332 nChanged 1 SP:Iteration 36Q (875.694430 sec): 3 clusters Score: Raw -79898.362249 + Penalty 697.327344 = -79201.034905 nChanged 1 SP:Iteration 37Q (875.738942 sec): 3 clusters Score: Raw -79898.927173 + Penalty 697.327344 = -79201.599829 nChanged 1 SP:Iteration 38Q (875.773922 sec): 3 clusters Score: Raw -79899.199150 + Penalty 697.327344 = -79201.871805 nChanged 1 SP:Iteration 39Q (875.825841 sec): 3 clusters Score: Raw -79899.380629 + Penalty 697.327344 = -79202.053285 nChanged 1 SP:Iteration 40F (875.861239 sec): 3 clusters Score: Raw -79899.658061 + Penalty 697.327344 = -79202.330717 nChanged 2 SP:Iteration 41Q (875.905134 sec): 3 clusters Score: Raw -79900.161946 + Penalty 697.327344 = -79202.834602 nChanged 2 SP:Iteration 42Q (875.960773 sec): 3 clusters Score: Raw -79901.043759 + Penalty 697.327344 = -79203.716414 nChanged 3 SP:Iteration 43Q (876.000117 sec): 3 clusters Score: Raw -79901.991171 + Penalty 697.327344 = -79204.663826 nChanged 3 SP:Iteration 44Q (876.040991 sec): 3 clusters Score: Raw -79902.942825 + Penalty 697.327344 = -79205.615480 nChanged 4 SP:Iteration 45Q (876.088363 sec): 3 clusters Score: Raw -79903.774937 + Penalty 697.327344 = -79206.447593 nChanged 4 SP:Iteration 46Q (876.136123 sec): 3 clusters Score: Raw -79905.166945 + Penalty 697.327344 = -79207.839601 nChanged 2 SP:Iteration 47Q (876.184351 sec): 3 clusters Score: Raw -79905.782091 + Penalty 697.327344 = -79208.454746 nChanged 2 SP:Iteration 48Q (876.239048 sec): 3 clusters Score: Raw -79906.591147 + Penalty 697.327344 = -79209.263803 nChanged 3 SP:Iteration 49Q (876.274552 sec): 3 clusters Score: Raw -79907.589738 + Penalty 697.327344 = -79210.262394 nChanged 0 SP:Iteration 50F (876.323336 sec): 3 clusters Score: Raw -79907.589738 + Penalty 697.327344 = -79210.262394 nChanged 0 Trying to split cluster 19 (3043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (876.357289 sec): 2 clusters Score: Raw -96625.225252 + Penalty 364.937261 = -96260.287990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (876.396511 sec): 3 clusters Score: Raw -94898.252444 + Penalty 729.874523 = -94168.377921 nChanged 1335 SP:Iteration 1F (876.453649 sec): 3 clusters Score: Raw -95713.449911 + Penalty 729.874523 = -94983.575389 nChanged 246 SP:Iteration 2F (876.498439 sec): 3 clusters Score: Raw -95898.670164 + Penalty 729.874523 = -95168.795641 nChanged 236 SP:Iteration 3F (876.545741 sec): 3 clusters Score: Raw -96106.294624 + Penalty 729.874523 = -95376.420101 nChanged 213 SP:Iteration 4F (876.582574 sec): 3 clusters Score: Raw -96309.936409 + Penalty 729.874523 = -95580.061886 nChanged 160 SP:Iteration 5F (876.641201 sec): 3 clusters Score: Raw -96430.894811 + Penalty 729.874523 = -95701.020288 nChanged 101 SP:Iteration 6Q (876.681843 sec): 3 clusters Score: Raw -96496.577463 + Penalty 729.874523 = -95766.702940 nChanged 81 SP:Iteration 7Q (876.739778 sec): 3 clusters Score: Raw -96542.080827 + Penalty 729.874523 = -95812.206304 nChanged 69 SP:Iteration 8Q (876.787405 sec): 3 clusters Score: Raw -96576.926393 + Penalty 729.874523 = -95847.051871 nChanged 51 SP:Iteration 9Q (876.837401 sec): 3 clusters Score: Raw -96596.196689 + Penalty 729.874523 = -95866.322166 nChanged 37 SP:Iteration 10Q (876.879517 sec): 3 clusters Score: Raw -96610.484645 + Penalty 729.874523 = -95880.610123 nChanged 35 SP:Iteration 11Q (876.918344 sec): 3 clusters Score: Raw -96626.753584 + Penalty 729.874523 = -95896.879061 nChanged 35 SP:Iteration 12Q (876.971188 sec): 3 clusters Score: Raw -96641.800723 + Penalty 729.874523 = -95911.926200 nChanged 39 SP:Iteration 13Q (877.020530 sec): 3 clusters Score: Raw -96654.553366 + Penalty 729.874523 = -95924.678844 nChanged 24 SP:Iteration 14Q (877.065648 sec): 3 clusters Score: Raw -96662.280122 + Penalty 729.874523 = -95932.405600 nChanged 23 SP:Iteration 15Q (877.106379 sec): 3 clusters Score: Raw -96669.723302 + Penalty 729.874523 = -95939.848779 nChanged 26 SP:Iteration 16Q (877.149625 sec): 3 clusters Score: Raw -96678.781402 + Penalty 729.874523 = -95948.906880 nChanged 25 SP:Iteration 17Q (877.191890 sec): 3 clusters Score: Raw -96685.515676 + Penalty 729.874523 = -95955.641153 nChanged 16 SP:Iteration 18Q (877.242390 sec): 3 clusters Score: Raw -96689.224594 + Penalty 729.874523 = -95959.350072 nChanged 11 SP:Iteration 19Q (877.288313 sec): 3 clusters Score: Raw -96693.706521 + Penalty 729.874523 = -95963.831998 nChanged 12 SP:Iteration 20F (877.332676 sec): 3 clusters Score: Raw -96695.793186 + Penalty 729.874523 = -95965.918663 nChanged 7 SP:Iteration 21Q (877.377155 sec): 3 clusters Score: Raw -96697.186827 + Penalty 729.874523 = -95967.312305 nChanged 4 SP:Iteration 22Q (877.412247 sec): 3 clusters Score: Raw -96697.901940 + Penalty 729.874523 = -95968.027418 nChanged 5 SP:Iteration 23Q (877.457166 sec): 3 clusters Score: Raw -96698.868715 + Penalty 729.874523 = -95968.994193 nChanged 6 SP:Iteration 24Q (877.499259 sec): 3 clusters Score: Raw -96700.247247 + Penalty 729.874523 = -95970.372724 nChanged 6 SP:Iteration 25Q (877.554487 sec): 3 clusters Score: Raw -96701.125840 + Penalty 729.874523 = -95971.251317 nChanged 8 SP:Iteration 26Q (877.598182 sec): 3 clusters Score: Raw -96702.390718 + Penalty 729.874523 = -95972.516195 nChanged 9 SP:Iteration 27Q (877.644049 sec): 3 clusters Score: Raw -96704.449514 + Penalty 729.874523 = -95974.574992 nChanged 9 SP:Iteration 28Q (877.682829 sec): 3 clusters Score: Raw -96706.392510 + Penalty 729.874523 = -95976.517987 nChanged 8 SP:Iteration 29Q (877.726891 sec): 3 clusters Score: Raw -96708.022651 + Penalty 729.874523 = -95978.148128 nChanged 6 SP:Iteration 30Q (877.785346 sec): 3 clusters Score: Raw -96708.949711 + Penalty 729.874523 = -95979.075189 nChanged 4 SP:Iteration 31Q (877.820433 sec): 3 clusters Score: Raw -96709.750859 + Penalty 729.874523 = -95979.876336 nChanged 4 SP:Iteration 32Q (877.869405 sec): 3 clusters Score: Raw -96710.336796 + Penalty 729.874523 = -95980.462273 nChanged 4 SP:Iteration 33Q (877.918674 sec): 3 clusters Score: Raw -96711.249162 + Penalty 729.874523 = -95981.374640 nChanged 4 SP:Iteration 34Q (877.957737 sec): 3 clusters Score: Raw -96711.851961 + Penalty 729.874523 = -95981.977439 nChanged 1 SP:Iteration 35Q (878.013898 sec): 3 clusters Score: Raw -96711.903990 + Penalty 729.874523 = -95982.029467 nChanged 1 SP:Iteration 36Q (878.058614 sec): 3 clusters Score: Raw -96711.963362 + Penalty 729.874523 = -95982.088840 nChanged 1 SP:Iteration 37Q (878.093828 sec): 3 clusters Score: Raw -96712.007896 + Penalty 729.874523 = -95982.133374 nChanged 0 SP:Iteration 38F (878.140030 sec): 3 clusters Score: Raw -96712.007896 + Penalty 729.874523 = -95982.133374 nChanged 0 Trying to split cluster 20 (2025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (878.164707 sec): 2 clusters Score: Raw -70002.821897 + Penalty 346.406287 = -69656.415610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (878.216161 sec): 3 clusters Score: Raw -68876.368828 + Penalty 692.812573 = -68183.556254 nChanged 863 SP:Iteration 1F (878.257457 sec): 3 clusters Score: Raw -69354.126057 + Penalty 692.812573 = -68661.313484 nChanged 149 SP:Iteration 2F (878.308304 sec): 3 clusters Score: Raw -69426.586768 + Penalty 692.812573 = -68733.774195 nChanged 140 SP:Iteration 3F (878.353389 sec): 3 clusters Score: Raw -69527.268797 + Penalty 692.812573 = -68834.456223 nChanged 137 SP:Iteration 4F (878.396778 sec): 3 clusters Score: Raw -69630.842090 + Penalty 692.812573 = -68938.029516 nChanged 122 SP:Iteration 5F (878.445303 sec): 3 clusters Score: Raw -69728.739688 + Penalty 692.812573 = -69035.927115 nChanged 114 SP:Iteration 6F (878.478854 sec): 3 clusters Score: Raw -69829.439647 + Penalty 692.812573 = -69136.627074 nChanged 96 SP:Iteration 7Q (878.522272 sec): 3 clusters Score: Raw -69925.939431 + Penalty 692.812573 = -69233.126857 nChanged 47 SP:Iteration 8Q (878.574191 sec): 3 clusters Score: Raw -69972.706762 + Penalty 692.812573 = -69279.894189 nChanged 33 SP:Iteration 9Q (878.616844 sec): 3 clusters Score: Raw -70000.058985 + Penalty 692.812573 = -69307.246412 nChanged 13 SP:Iteration 10Q (878.670398 sec): 3 clusters Score: Raw -70015.994046 + Penalty 692.812573 = -69323.181473 nChanged 7 SP:Iteration 11Q (878.711463 sec): 3 clusters Score: Raw -70022.386369 + Penalty 692.812573 = -69329.573796 nChanged 7 SP:Iteration 12Q (878.763887 sec): 3 clusters Score: Raw -70029.037728 + Penalty 692.812573 = -69336.225155 nChanged 2 SP:Iteration 13Q (878.805558 sec): 3 clusters Score: Raw -70037.106284 + Penalty 692.812573 = -69344.293711 nChanged 5 SP:Iteration 14Q (878.854354 sec): 3 clusters Score: Raw -70044.193129 + Penalty 692.812573 = -69351.380556 nChanged 4 SP:Iteration 15Q (878.895673 sec): 3 clusters Score: Raw -70051.062811 + Penalty 692.812573 = -69358.250238 nChanged 3 SP:Iteration 16Q (878.932392 sec): 3 clusters Score: Raw -70058.589179 + Penalty 692.812573 = -69365.776606 nChanged 4 SP:Iteration 17Q (878.987243 sec): 3 clusters Score: Raw -70062.997540 + Penalty 692.812573 = -69370.184967 nChanged 1 SP:Iteration 18Q (879.018500 sec): 3 clusters Score: Raw -70064.259547 + Penalty 692.812573 = -69371.446974 nChanged 2 SP:Iteration 19Q (879.065683 sec): 3 clusters Score: Raw -70066.997491 + Penalty 692.812573 = -69374.184918 nChanged 2 SP:Iteration 20F (879.103028 sec): 3 clusters Score: Raw -70070.862597 + Penalty 692.812573 = -69378.050024 nChanged 1 SP:Iteration 21Q (879.157915 sec): 3 clusters Score: Raw -70072.465783 + Penalty 692.812573 = -69379.653210 nChanged 0 SP:Iteration 22F (879.197524 sec): 3 clusters Score: Raw -70072.465783 + Penalty 692.812573 = -69379.653210 nChanged 0 Trying to split cluster 21 (21847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (879.246283 sec): 2 clusters Score: Raw -910177.156594 + Penalty 454.627760 = -909722.528834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (879.311951 sec): 3 clusters Score: Raw -896148.516089 + Penalty 909.255519 = -895239.260570 nChanged 10344 SP:Iteration 1F (879.381020 sec): 3 clusters Score: Raw -902593.968349 + Penalty 909.255519 = -901684.712830 nChanged 1366 SP:Iteration 2F (879.449443 sec): 3 clusters Score: Raw -903257.932693 + Penalty 909.255519 = -902348.677174 nChanged 1440 SP:Iteration 3F (879.517753 sec): 3 clusters Score: Raw -904083.380894 + Penalty 909.255519 = -903174.125375 nChanged 1547 SP:Iteration 4F (879.585884 sec): 3 clusters Score: Raw -905107.068640 + Penalty 909.255519 = -904197.813121 nChanged 1577 SP:Iteration 5F (879.647782 sec): 3 clusters Score: Raw -906338.106693 + Penalty 909.255519 = -905428.851174 nChanged 1492 SP:Iteration 6F (879.705168 sec): 3 clusters Score: Raw -907623.606140 + Penalty 909.255519 = -906714.350621 nChanged 1182 SP:Iteration 7F (879.768981 sec): 3 clusters Score: Raw -908696.760379 + Penalty 909.255519 = -907787.504860 nChanged 845 SP:Iteration 8Q (879.835522 sec): 3 clusters Score: Raw -909473.210072 + Penalty 909.255519 = -908563.954553 nChanged 468 SP:Iteration 9Q (879.900111 sec): 3 clusters Score: Raw -909892.248493 + Penalty 909.255519 = -908982.992973 nChanged 229 SP:Iteration 10Q (879.975857 sec): 3 clusters Score: Raw -910095.176352 + Penalty 909.255519 = -909185.920833 nChanged 90 SP:Iteration 11Q (880.041022 sec): 3 clusters Score: Raw -910171.716828 + Penalty 909.255519 = -909262.461309 nChanged 37 SP:Iteration 12Q (880.105163 sec): 3 clusters Score: Raw -910205.788334 + Penalty 909.255519 = -909296.532815 nChanged 12 SP:Iteration 13Q (880.166663 sec): 3 clusters Score: Raw -910221.387625 + Penalty 909.255519 = -909312.132106 nChanged 10 SP:Iteration 14Q (880.220587 sec): 3 clusters Score: Raw -910231.355825 + Penalty 909.255519 = -909322.100306 nChanged 3 SP:Iteration 15Q (880.276143 sec): 3 clusters Score: Raw -910234.371640 + Penalty 909.255519 = -909325.116121 nChanged 2 SP:Iteration 16Q (880.348833 sec): 3 clusters Score: Raw -910237.468331 + Penalty 909.255519 = -909328.212812 nChanged 4 SP:Iteration 17Q (880.404296 sec): 3 clusters Score: Raw -910245.573792 + Penalty 909.255519 = -909336.318273 nChanged 5 SP:Iteration 18Q (880.468091 sec): 3 clusters Score: Raw -910251.535388 + Penalty 909.255519 = -909342.279869 nChanged 1 SP:Iteration 19Q (880.519784 sec): 3 clusters Score: Raw -910252.996604 + Penalty 909.255519 = -909343.741084 nChanged 3 SP:Iteration 20F (880.586514 sec): 3 clusters Score: Raw -910253.915162 + Penalty 909.255519 = -909344.659643 nChanged 2 SP:Iteration 21Q (880.646952 sec): 3 clusters Score: Raw -910254.691391 + Penalty 909.255519 = -909345.435872 nChanged 1 SP:Iteration 22Q (880.707661 sec): 3 clusters Score: Raw -910254.892766 + Penalty 909.255519 = -909345.637247 nChanged 0 SP:Iteration 23F (880.768674 sec): 3 clusters Score: Raw -910254.892766 + Penalty 909.255519 = -909345.637247 nChanged 0 Trying to split cluster 22 (2598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (880.802232 sec): 2 clusters Score: Raw -100259.128122 + Penalty 357.743622 = -99901.384499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (880.837336 sec): 3 clusters Score: Raw -98831.728091 + Penalty 715.487245 = -98116.240847 nChanged 1111 SP:Iteration 1F (880.879469 sec): 3 clusters Score: Raw -99519.774034 + Penalty 715.487245 = -98804.286789 nChanged 186 SP:Iteration 2F (880.925903 sec): 3 clusters Score: Raw -99645.794728 + Penalty 715.487245 = -98930.307483 nChanged 157 SP:Iteration 3F (880.982791 sec): 3 clusters Score: Raw -99743.765286 + Penalty 715.487245 = -99028.278041 nChanged 117 SP:Iteration 4Q (881.025938 sec): 3 clusters Score: Raw -99811.062663 + Penalty 715.487245 = -99095.575418 nChanged 100 SP:Iteration 5Q (881.060902 sec): 3 clusters Score: Raw -99883.390656 + Penalty 715.487245 = -99167.903411 nChanged 108 SP:Iteration 6Q (881.109606 sec): 3 clusters Score: Raw -99971.731434 + Penalty 715.487245 = -99256.244189 nChanged 95 SP:Iteration 7Q (881.153070 sec): 3 clusters Score: Raw -100043.600210 + Penalty 715.487245 = -99328.112965 nChanged 75 SP:Iteration 8Q (881.203914 sec): 3 clusters Score: Raw -100084.335451 + Penalty 715.487245 = -99368.848206 nChanged 41 SP:Iteration 9Q (881.249861 sec): 3 clusters Score: Raw -100105.841037 + Penalty 715.487245 = -99390.353792 nChanged 46 SP:Iteration 10Q (881.293531 sec): 3 clusters Score: Raw -100130.299920 + Penalty 715.487245 = -99414.812675 nChanged 41 SP:Iteration 11Q (881.340279 sec): 3 clusters Score: Raw -100152.360074 + Penalty 715.487245 = -99436.872829 nChanged 38 SP:Iteration 12Q (881.391696 sec): 3 clusters Score: Raw -100173.268668 + Penalty 715.487245 = -99457.781423 nChanged 33 SP:Iteration 13Q (881.434083 sec): 3 clusters Score: Raw -100191.080887 + Penalty 715.487245 = -99475.593642 nChanged 29 SP:Iteration 14Q (881.479192 sec): 3 clusters Score: Raw -100205.855953 + Penalty 715.487245 = -99490.368708 nChanged 22 SP:Iteration 15Q (881.518697 sec): 3 clusters Score: Raw -100217.358351 + Penalty 715.487245 = -99501.871106 nChanged 20 SP:Iteration 16Q (881.566768 sec): 3 clusters Score: Raw -100227.668294 + Penalty 715.487245 = -99512.181049 nChanged 27 SP:Iteration 17Q (881.616631 sec): 3 clusters Score: Raw -100238.512753 + Penalty 715.487245 = -99523.025508 nChanged 16 SP:Iteration 18Q (881.659107 sec): 3 clusters Score: Raw -100245.458974 + Penalty 715.487245 = -99529.971729 nChanged 12 SP:Iteration 19Q (881.710177 sec): 3 clusters Score: Raw -100250.451443 + Penalty 715.487245 = -99534.964198 nChanged 13 SP:Iteration 20F (881.760875 sec): 3 clusters Score: Raw -100256.161248 + Penalty 715.487245 = -99540.674003 nChanged 18 SP:Iteration 21Q (881.804674 sec): 3 clusters Score: Raw -100265.615549 + Penalty 715.487245 = -99550.128304 nChanged 22 SP:Iteration 22Q (881.847789 sec): 3 clusters Score: Raw -100276.849186 + Penalty 715.487245 = -99561.361941 nChanged 18 SP:Iteration 23Q (881.907273 sec): 3 clusters Score: Raw -100284.910236 + Penalty 715.487245 = -99569.422991 nChanged 15 SP:Iteration 24Q (881.954029 sec): 3 clusters Score: Raw -100291.566704 + Penalty 715.487245 = -99576.079459 nChanged 11 SP:Iteration 25Q (881.998319 sec): 3 clusters Score: Raw -100296.080180 + Penalty 715.487245 = -99580.592935 nChanged 6 SP:Iteration 26Q (882.050039 sec): 3 clusters Score: Raw -100298.604888 + Penalty 715.487245 = -99583.117643 nChanged 7 SP:Iteration 27Q (882.107037 sec): 3 clusters Score: Raw -100301.291511 + Penalty 715.487245 = -99585.804266 nChanged 4 SP:Iteration 28Q (882.155151 sec): 3 clusters Score: Raw -100302.227292 + Penalty 715.487245 = -99586.740047 nChanged 6 SP:Iteration 29Q (882.194658 sec): 3 clusters Score: Raw -100303.623005 + Penalty 715.487245 = -99588.135760 nChanged 8 SP:Iteration 30Q (882.255635 sec): 3 clusters Score: Raw -100306.340062 + Penalty 715.487245 = -99590.852817 nChanged 9 SP:Iteration 31Q (882.293513 sec): 3 clusters Score: Raw -100309.494038 + Penalty 715.487245 = -99594.006793 nChanged 9 SP:Iteration 32Q (882.342005 sec): 3 clusters Score: Raw -100311.150418 + Penalty 715.487245 = -99595.663173 nChanged 4 SP:Iteration 33Q (882.402920 sec): 3 clusters Score: Raw -100311.975387 + Penalty 715.487245 = -99596.488142 nChanged 1 SP:Iteration 34Q (882.442495 sec): 3 clusters Score: Raw -100313.517583 + Penalty 715.487245 = -99598.030338 nChanged 3 SP:Iteration 35Q (882.498477 sec): 3 clusters Score: Raw -100315.264650 + Penalty 715.487245 = -99599.777405 nChanged 4 SP:Iteration 36Q (882.544493 sec): 3 clusters Score: Raw -100317.537400 + Penalty 715.487245 = -99602.050155 nChanged 2 SP:Iteration 37Q (882.581460 sec): 3 clusters Score: Raw -100318.310380 + Penalty 715.487245 = -99602.823135 nChanged 3 SP:Iteration 38Q (882.633529 sec): 3 clusters Score: Raw -100319.700510 + Penalty 715.487245 = -99604.213265 nChanged 3 SP:Iteration 39Q (882.667020 sec): 3 clusters Score: Raw -100321.192107 + Penalty 715.487245 = -99605.704862 nChanged 2 SP:Iteration 40F (882.723049 sec): 3 clusters Score: Raw -100321.605210 + Penalty 715.487245 = -99606.117965 nChanged 0 Trying to split cluster 23 (952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (882.739967 sec): 2 clusters Score: Raw -40047.077506 + Penalty 312.064709 = -39735.012797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (882.778924 sec): 3 clusters Score: Raw -39587.662217 + Penalty 624.129418 = -38963.532799 nChanged 369 SP:Iteration 1F (882.821112 sec): 3 clusters Score: Raw -39793.540858 + Penalty 624.129418 = -39169.411440 nChanged 69 SP:Iteration 2F (882.874687 sec): 3 clusters Score: Raw -39821.246565 + Penalty 624.129418 = -39197.117146 nChanged 47 SP:Iteration 3Q (882.928870 sec): 3 clusters Score: Raw -39841.694082 + Penalty 624.129418 = -39217.564664 nChanged 33 SP:Iteration 4Q (882.977031 sec): 3 clusters Score: Raw -39859.020333 + Penalty 624.129418 = -39234.890915 nChanged 28 SP:Iteration 5Q (883.013704 sec): 3 clusters Score: Raw -39870.556827 + Penalty 624.129418 = -39246.427408 nChanged 21 SP:Iteration 6Q (883.061859 sec): 3 clusters Score: Raw -39882.045684 + Penalty 624.129418 = -39257.916266 nChanged 17 SP:Iteration 7Q (883.101420 sec): 3 clusters Score: Raw -39887.647900 + Penalty 624.129418 = -39263.518481 nChanged 14 SP:Iteration 8Q (883.149801 sec): 3 clusters Score: Raw -39891.975650 + Penalty 624.129418 = -39267.846232 nChanged 8 SP:Iteration 9Q (883.181737 sec): 3 clusters Score: Raw -39894.111893 + Penalty 624.129418 = -39269.982475 nChanged 8 SP:Iteration 10Q (883.221838 sec): 3 clusters Score: Raw -39895.804250 + Penalty 624.129418 = -39271.674832 nChanged 3 SP:Iteration 11Q (883.268237 sec): 3 clusters Score: Raw -39896.402149 + Penalty 624.129418 = -39272.272731 nChanged 4 SP:Iteration 12Q (883.307560 sec): 3 clusters Score: Raw -39896.882893 + Penalty 624.129418 = -39272.753475 nChanged 5 SP:Iteration 13Q (883.350825 sec): 3 clusters Score: Raw -39897.406739 + Penalty 624.129418 = -39273.277320 nChanged 3 SP:Iteration 14Q (883.398793 sec): 3 clusters Score: Raw -39898.028566 + Penalty 624.129418 = -39273.899147 nChanged 1 SP:Iteration 15Q (883.435934 sec): 3 clusters Score: Raw -39898.913008 + Penalty 624.129418 = -39274.783590 nChanged 3 SP:Iteration 16Q (883.480095 sec): 3 clusters Score: Raw -39899.321930 + Penalty 624.129418 = -39275.192512 nChanged 3 SP:Iteration 17Q (883.524433 sec): 3 clusters Score: Raw -39900.069909 + Penalty 624.129418 = -39275.940491 nChanged 3 SP:Iteration 18Q (883.572108 sec): 3 clusters Score: Raw -39902.065020 + Penalty 624.129418 = -39277.935602 nChanged 4 SP:Iteration 19Q (883.615539 sec): 3 clusters Score: Raw -39903.367881 + Penalty 624.129418 = -39279.238463 nChanged 5 SP:Iteration 20F (883.649346 sec): 3 clusters Score: Raw -39906.235085 + Penalty 624.129418 = -39282.105667 nChanged 6 SP:Iteration 21Q (883.692847 sec): 3 clusters Score: Raw -39908.080131 + Penalty 624.129418 = -39283.950713 nChanged 4 SP:Iteration 22Q (883.747910 sec): 3 clusters Score: Raw -39909.123184 + Penalty 624.129418 = -39284.993766 nChanged 6 SP:Iteration 23Q (883.790139 sec): 3 clusters Score: Raw -39911.372597 + Penalty 624.129418 = -39287.243179 nChanged 5 SP:Iteration 24Q (883.839527 sec): 3 clusters Score: Raw -39912.547290 + Penalty 624.129418 = -39288.417872 nChanged 6 SP:Iteration 25Q (883.884739 sec): 3 clusters Score: Raw -39914.167000 + Penalty 624.129418 = -39290.037582 nChanged 12 SP:Iteration 26Q (883.926657 sec): 3 clusters Score: Raw -39917.172309 + Penalty 624.129418 = -39293.042890 nChanged 9 SP:Iteration 27Q (883.970623 sec): 3 clusters Score: Raw -39922.130963 + Penalty 624.129418 = -39298.001545 nChanged 12 SP:Iteration 28Q (884.024818 sec): 3 clusters Score: Raw -39926.387435 + Penalty 624.129418 = -39302.258017 nChanged 7 SP:Iteration 29Q (884.076447 sec): 3 clusters Score: Raw -39928.068494 + Penalty 624.129418 = -39303.939076 nChanged 4 SP:Iteration 30Q (884.114553 sec): 3 clusters Score: Raw -39929.420186 + Penalty 624.129418 = -39305.290768 nChanged 3 SP:Iteration 31Q (884.168669 sec): 3 clusters Score: Raw -39930.640925 + Penalty 624.129418 = -39306.511507 nChanged 11 SP:Iteration 32Q (884.205036 sec): 3 clusters Score: Raw -39935.406518 + Penalty 624.129418 = -39311.277100 nChanged 9 SP:Iteration 33Q (884.251547 sec): 3 clusters Score: Raw -39939.684612 + Penalty 624.129418 = -39315.555194 nChanged 11 SP:Iteration 34Q (884.306851 sec): 3 clusters Score: Raw -39947.232638 + Penalty 624.129418 = -39323.103220 nChanged 15 SP:Iteration 35Q (884.347752 sec): 3 clusters Score: Raw -39960.200029 + Penalty 624.129418 = -39336.070611 nChanged 20 SP:Iteration 36Q (884.387034 sec): 3 clusters Score: Raw -39979.788756 + Penalty 624.129418 = -39355.659338 nChanged 15 SP:Iteration 37Q (884.431107 sec): 3 clusters Score: Raw -39995.492652 + Penalty 624.129418 = -39371.363234 nChanged 11 SP:Iteration 38Q (884.470108 sec): 3 clusters Score: Raw -40001.828472 + Penalty 624.129418 = -39377.699053 nChanged 7 SP:Iteration 39Q (884.509006 sec): 3 clusters Score: Raw -40006.540487 + Penalty 624.129418 = -39382.411069 nChanged 6 SP:Iteration 40F (884.550810 sec): 3 clusters Score: Raw -40009.362945 + Penalty 624.129418 = -39385.233527 nChanged 5 SP:Iteration 41Q (884.604250 sec): 3 clusters Score: Raw -40010.827471 + Penalty 624.129418 = -39386.698052 nChanged 4 SP:Iteration 42Q (884.648569 sec): 3 clusters Score: Raw -40013.205679 + Penalty 624.129418 = -39389.076261 nChanged 7 SP:Iteration 43Q (884.684524 sec): 3 clusters Score: Raw -40019.042741 + Penalty 624.129418 = -39394.913323 nChanged 6 SP:Iteration 44Q (884.731446 sec): 3 clusters Score: Raw -40025.014758 + Penalty 624.129418 = -39400.885340 nChanged 6 SP:Iteration 45Q (884.776726 sec): 3 clusters Score: Raw -40036.319099 + Penalty 624.129418 = -39412.189681 nChanged 9 SP:Iteration 46Q (884.819551 sec): 3 clusters Score: Raw -40041.635988 + Penalty 624.129418 = -39417.506570 nChanged 4 SP:Iteration 47Q (884.852409 sec): 3 clusters Score: Raw -40046.303192 + Penalty 624.129418 = -39422.173773 nChanged 7 SP:Iteration 48Q (884.895117 sec): 3 clusters Score: Raw -40052.878938 + Penalty 624.129418 = -39428.749520 nChanged 5 SP:Iteration 49Q (884.941682 sec): 3 clusters Score: Raw -40056.536246 + Penalty 624.129418 = -39432.406827 nChanged 2 SP:Iteration 50Q (884.978488 sec): 3 clusters Score: Raw -40057.349248 + Penalty 624.129418 = -39433.219830 nChanged 0 SP:Iteration 51F (885.031631 sec): 3 clusters Score: Raw -40057.349248 + Penalty 624.129418 = -39433.219830 nChanged 0 Trying to split cluster 24 (1078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (885.052559 sec): 2 clusters Score: Raw -44021.776066 + Penalty 317.720255 = -43704.055810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (885.098517 sec): 3 clusters Score: Raw -43477.391480 + Penalty 635.440510 = -42841.950970 nChanged 455 SP:Iteration 1F (885.150073 sec): 3 clusters Score: Raw -43754.129204 + Penalty 635.440510 = -43118.688694 nChanged 89 SP:Iteration 2F (885.196456 sec): 3 clusters Score: Raw -43816.431689 + Penalty 635.440510 = -43180.991179 nChanged 56 SP:Iteration 3F (885.239295 sec): 3 clusters Score: Raw -43860.299631 + Penalty 635.440510 = -43224.859121 nChanged 56 SP:Iteration 4F (885.295421 sec): 3 clusters Score: Raw -43895.532140 + Penalty 635.440510 = -43260.091629 nChanged 35 SP:Iteration 5Q (885.333416 sec): 3 clusters Score: Raw -43915.513979 + Penalty 635.440510 = -43280.073468 nChanged 37 SP:Iteration 6Q (885.383370 sec): 3 clusters Score: Raw -43938.574281 + Penalty 635.440510 = -43303.133770 nChanged 34 SP:Iteration 7Q (885.437682 sec): 3 clusters Score: Raw -43961.138861 + Penalty 635.440510 = -43325.698351 nChanged 36 SP:Iteration 8Q (885.479029 sec): 3 clusters Score: Raw -43984.892305 + Penalty 635.440510 = -43349.451795 nChanged 41 SP:Iteration 9Q (885.525160 sec): 3 clusters Score: Raw -44021.404223 + Penalty 635.440510 = -43385.963713 nChanged 29 SP:Iteration 10Q (885.584906 sec): 3 clusters Score: Raw -44047.669422 + Penalty 635.440510 = -43412.228912 nChanged 24 SP:Iteration 11Q (885.632773 sec): 3 clusters Score: Raw -44068.417246 + Penalty 635.440510 = -43432.976736 nChanged 19 SP:Iteration 12Q (885.676166 sec): 3 clusters Score: Raw -44085.131962 + Penalty 635.440510 = -43449.691452 nChanged 15 SP:Iteration 13Q (885.718231 sec): 3 clusters Score: Raw -44093.946635 + Penalty 635.440510 = -43458.506125 nChanged 10 SP:Iteration 14Q (885.760973 sec): 3 clusters Score: Raw -44099.168974 + Penalty 635.440510 = -43463.728464 nChanged 7 SP:Iteration 15Q (885.814834 sec): 3 clusters Score: Raw -44103.728388 + Penalty 635.440510 = -43468.287878 nChanged 7 SP:Iteration 16Q (885.870509 sec): 3 clusters Score: Raw -44107.968505 + Penalty 635.440510 = -43472.527995 nChanged 4 SP:Iteration 17Q (885.912749 sec): 3 clusters Score: Raw -44109.762106 + Penalty 635.440510 = -43474.321595 nChanged 1 SP:Iteration 18Q (885.947856 sec): 3 clusters Score: Raw -44110.012730 + Penalty 635.440510 = -43474.572220 nChanged 0 SP:Iteration 19F (885.996918 sec): 3 clusters Score: Raw -44110.012730 + Penalty 635.440510 = -43474.572220 nChanged 0 Trying to split cluster 25 (10028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (886.029001 sec): 2 clusters Score: Raw -418188.450407 + Penalty 419.197709 = -417769.252698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (886.072278 sec): 3 clusters Score: Raw -411883.328840 + Penalty 838.395418 = -411044.933422 nChanged 4601 SP:Iteration 1F (886.135331 sec): 3 clusters Score: Raw -414499.857876 + Penalty 838.395418 = -413661.462458 nChanged 582 SP:Iteration 2F (886.183055 sec): 3 clusters Score: Raw -414732.870038 + Penalty 838.395418 = -413894.474621 nChanged 548 SP:Iteration 3F (886.234147 sec): 3 clusters Score: Raw -414944.035560 + Penalty 838.395418 = -414105.640142 nChanged 502 SP:Iteration 4F (886.284748 sec): 3 clusters Score: Raw -415146.482602 + Penalty 838.395418 = -414308.087184 nChanged 476 SP:Iteration 5Q (886.355004 sec): 3 clusters Score: Raw -415343.429324 + Penalty 838.395418 = -414505.033907 nChanged 470 SP:Iteration 6Q (886.407732 sec): 3 clusters Score: Raw -415510.740055 + Penalty 838.395418 = -414672.344638 nChanged 424 SP:Iteration 7Q (886.465108 sec): 3 clusters Score: Raw -415696.802953 + Penalty 838.395418 = -414858.407535 nChanged 478 SP:Iteration 8Q (886.514195 sec): 3 clusters Score: Raw -415941.806148 + Penalty 838.395418 = -415103.410731 nChanged 464 SP:Iteration 9Q (886.577189 sec): 3 clusters Score: Raw -416187.839570 + Penalty 838.395418 = -415349.444152 nChanged 462 SP:Iteration 10Q (886.634075 sec): 3 clusters Score: Raw -416439.262388 + Penalty 838.395418 = -415600.866970 nChanged 438 SP:Iteration 11Q (886.677256 sec): 3 clusters Score: Raw -416688.016117 + Penalty 838.395418 = -415849.620699 nChanged 373 SP:Iteration 12Q (886.739059 sec): 3 clusters Score: Raw -416939.019822 + Penalty 838.395418 = -416100.624404 nChanged 357 SP:Iteration 13Q (886.797129 sec): 3 clusters Score: Raw -417213.021032 + Penalty 838.395418 = -416374.625615 nChanged 301 SP:Iteration 14Q (886.849523 sec): 3 clusters Score: Raw -417458.493342 + Penalty 838.395418 = -416620.097925 nChanged 231 SP:Iteration 15Q (886.901292 sec): 3 clusters Score: Raw -417600.582904 + Penalty 838.395418 = -416762.187487 nChanged 155 SP:Iteration 16Q (886.952447 sec): 3 clusters Score: Raw -417690.587338 + Penalty 838.395418 = -416852.191921 nChanged 127 SP:Iteration 17Q (886.993534 sec): 3 clusters Score: Raw -417764.853716 + Penalty 838.395418 = -416926.458298 nChanged 124 SP:Iteration 18Q (887.044488 sec): 3 clusters Score: Raw -417822.223365 + Penalty 838.395418 = -416983.827948 nChanged 101 SP:Iteration 19Q (887.098853 sec): 3 clusters Score: Raw -417859.334544 + Penalty 838.395418 = -417020.939127 nChanged 72 SP:Iteration 20F (887.157162 sec): 3 clusters Score: Raw -417883.554413 + Penalty 838.395418 = -417045.158995 nChanged 73 SP:Iteration 21Q (887.204082 sec): 3 clusters Score: Raw -417908.711937 + Penalty 838.395418 = -417070.316519 nChanged 71 SP:Iteration 22Q (887.262092 sec): 3 clusters Score: Raw -417935.507884 + Penalty 838.395418 = -417097.112466 nChanged 59 SP:Iteration 23Q (887.315040 sec): 3 clusters Score: Raw -417958.744785 + Penalty 838.395418 = -417120.349367 nChanged 61 SP:Iteration 24Q (887.356150 sec): 3 clusters Score: Raw -417990.287581 + Penalty 838.395418 = -417151.892163 nChanged 58 SP:Iteration 25Q (887.415573 sec): 3 clusters Score: Raw -418022.040061 + Penalty 838.395418 = -417183.644644 nChanged 53 SP:Iteration 26Q (887.472876 sec): 3 clusters Score: Raw -418046.679567 + Penalty 838.395418 = -417208.284149 nChanged 52 SP:Iteration 27Q (887.529309 sec): 3 clusters Score: Raw -418068.722551 + Penalty 838.395418 = -417230.327134 nChanged 51 SP:Iteration 28Q (887.581145 sec): 3 clusters Score: Raw -418089.830190 + Penalty 838.395418 = -417251.434772 nChanged 49 SP:Iteration 29Q (887.640909 sec): 3 clusters Score: Raw -418111.247864 + Penalty 838.395418 = -417272.852446 nChanged 52 SP:Iteration 30Q (887.685298 sec): 3 clusters Score: Raw -418136.813854 + Penalty 838.395418 = -417298.418437 nChanged 40 SP:Iteration 31Q (887.741183 sec): 3 clusters Score: Raw -418154.461330 + Penalty 838.395418 = -417316.065912 nChanged 37 SP:Iteration 32Q (887.781547 sec): 3 clusters Score: Raw -418168.206461 + Penalty 838.395418 = -417329.811043 nChanged 26 SP:Iteration 33Q (887.837239 sec): 3 clusters Score: Raw -418176.653940 + Penalty 838.395418 = -417338.258522 nChanged 21 SP:Iteration 34Q (887.892881 sec): 3 clusters Score: Raw -418184.640332 + Penalty 838.395418 = -417346.244914 nChanged 16 SP:Iteration 35Q (887.945514 sec): 3 clusters Score: Raw -418189.566381 + Penalty 838.395418 = -417351.170964 nChanged 11 SP:Iteration 36Q (888.000819 sec): 3 clusters Score: Raw -418192.463709 + Penalty 838.395418 = -417354.068291 nChanged 11 SP:Iteration 37Q (888.052729 sec): 3 clusters Score: Raw -418197.211292 + Penalty 838.395418 = -417358.815874 nChanged 15 SP:Iteration 38Q (888.103793 sec): 3 clusters Score: Raw -418203.815541 + Penalty 838.395418 = -417365.420123 nChanged 11 SP:Iteration 39Q (888.160956 sec): 3 clusters Score: Raw -418208.042708 + Penalty 838.395418 = -417369.647290 nChanged 11 SP:Iteration 40F (888.218160 sec): 3 clusters Score: Raw -418212.544851 + Penalty 838.395418 = -417374.149433 nChanged 12 SP:Iteration 41Q (888.258743 sec): 3 clusters Score: Raw -418216.968116 + Penalty 838.395418 = -417378.572699 nChanged 9 SP:Iteration 42Q (888.309288 sec): 3 clusters Score: Raw -418218.950658 + Penalty 838.395418 = -417380.555241 nChanged 4 SP:Iteration 43Q (888.366852 sec): 3 clusters Score: Raw -418219.618177 + Penalty 838.395418 = -417381.222759 nChanged 2 SP:Iteration 44Q (888.416680 sec): 3 clusters Score: Raw -418219.983413 + Penalty 838.395418 = -417381.587995 nChanged 1 SP:Iteration 45Q (888.467514 sec): 3 clusters Score: Raw -418220.050902 + Penalty 838.395418 = -417381.655484 nChanged 0 SP:Iteration 46F (888.518281 sec): 3 clusters Score: Raw -418220.050902 + Penalty 838.395418 = -417381.655484 nChanged 0 Trying to split cluster 26 (1551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (888.549322 sec): 2 clusters Score: Raw -63346.903865 + Penalty 334.272810 = -63012.631056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (888.593501 sec): 3 clusters Score: Raw -62502.240980 + Penalty 668.545620 = -61833.695360 nChanged 631 SP:Iteration 1F (888.634077 sec): 3 clusters Score: Raw -62855.670122 + Penalty 668.545620 = -62187.124503 nChanged 117 SP:Iteration 2F (888.681751 sec): 3 clusters Score: Raw -62923.614789 + Penalty 668.545620 = -62255.069169 nChanged 96 SP:Iteration 3F (888.731584 sec): 3 clusters Score: Raw -62988.707303 + Penalty 668.545620 = -62320.161683 nChanged 80 SP:Iteration 4F (888.773032 sec): 3 clusters Score: Raw -63048.516925 + Penalty 668.545620 = -62379.971305 nChanged 76 SP:Iteration 5Q (888.822055 sec): 3 clusters Score: Raw -63098.248133 + Penalty 668.545620 = -62429.702513 nChanged 61 SP:Iteration 6Q (888.857458 sec): 3 clusters Score: Raw -63139.659957 + Penalty 668.545620 = -62471.114337 nChanged 53 SP:Iteration 7Q (888.903402 sec): 3 clusters Score: Raw -63174.744530 + Penalty 668.545620 = -62506.198910 nChanged 48 SP:Iteration 8Q (888.950818 sec): 3 clusters Score: Raw -63205.728152 + Penalty 668.545620 = -62537.182532 nChanged 33 SP:Iteration 9Q (888.991439 sec): 3 clusters Score: Raw -63227.881570 + Penalty 668.545620 = -62559.335950 nChanged 31 SP:Iteration 10Q (889.039069 sec): 3 clusters Score: Raw -63251.737097 + Penalty 668.545620 = -62583.191477 nChanged 30 SP:Iteration 11Q (889.083837 sec): 3 clusters Score: Raw -63265.043972 + Penalty 668.545620 = -62596.498352 nChanged 22 SP:Iteration 12Q (889.131754 sec): 3 clusters Score: Raw -63277.608865 + Penalty 668.545620 = -62609.063245 nChanged 28 SP:Iteration 13Q (889.170286 sec): 3 clusters Score: Raw -63299.643570 + Penalty 668.545620 = -62631.097951 nChanged 22 SP:Iteration 14Q (889.214285 sec): 3 clusters Score: Raw -63309.956921 + Penalty 668.545620 = -62641.411301 nChanged 20 SP:Iteration 15Q (889.251366 sec): 3 clusters Score: Raw -63318.936618 + Penalty 668.545620 = -62650.390998 nChanged 16 SP:Iteration 16Q (889.308285 sec): 3 clusters Score: Raw -63326.799806 + Penalty 668.545620 = -62658.254186 nChanged 14 SP:Iteration 17Q (889.345219 sec): 3 clusters Score: Raw -63332.377634 + Penalty 668.545620 = -62663.832014 nChanged 13 SP:Iteration 18Q (889.386746 sec): 3 clusters Score: Raw -63339.623889 + Penalty 668.545620 = -62671.078269 nChanged 12 SP:Iteration 19Q (889.436803 sec): 3 clusters Score: Raw -63344.283258 + Penalty 668.545620 = -62675.737638 nChanged 6 SP:Iteration 20F (889.480918 sec): 3 clusters Score: Raw -63346.470584 + Penalty 668.545620 = -62677.924964 nChanged 5 SP:Iteration 21Q (889.527266 sec): 3 clusters Score: Raw -63347.840617 + Penalty 668.545620 = -62679.294997 nChanged 4 SP:Iteration 22Q (889.575518 sec): 3 clusters Score: Raw -63349.966641 + Penalty 668.545620 = -62681.421021 nChanged 7 SP:Iteration 23Q (889.618220 sec): 3 clusters Score: Raw -63355.361966 + Penalty 668.545620 = -62686.816346 nChanged 10 SP:Iteration 24Q (889.661485 sec): 3 clusters Score: Raw -63359.558759 + Penalty 668.545620 = -62691.013139 nChanged 13 SP:Iteration 25Q (889.710599 sec): 3 clusters Score: Raw -63365.420579 + Penalty 668.545620 = -62696.874959 nChanged 13 SP:Iteration 26Q (889.764929 sec): 3 clusters Score: Raw -63371.138549 + Penalty 668.545620 = -62702.592929 nChanged 14 SP:Iteration 27Q (889.816613 sec): 3 clusters Score: Raw -63376.767791 + Penalty 668.545620 = -62708.222172 nChanged 9 SP:Iteration 28Q (889.853183 sec): 3 clusters Score: Raw -63381.528284 + Penalty 668.545620 = -62712.982664 nChanged 10 SP:Iteration 29Q (889.901292 sec): 3 clusters Score: Raw -63387.796949 + Penalty 668.545620 = -62719.251329 nChanged 9 SP:Iteration 30Q (889.939835 sec): 3 clusters Score: Raw -63392.352955 + Penalty 668.545620 = -62723.807335 nChanged 6 SP:Iteration 31Q (889.980087 sec): 3 clusters Score: Raw -63396.521810 + Penalty 668.545620 = -62727.976191 nChanged 5 SP:Iteration 32Q (890.018338 sec): 3 clusters Score: Raw -63398.163751 + Penalty 668.545620 = -62729.618131 nChanged 3 SP:Iteration 33Q (890.074645 sec): 3 clusters Score: Raw -63398.869622 + Penalty 668.545620 = -62730.324002 nChanged 0 SP:Iteration 34F (890.119937 sec): 3 clusters Score: Raw -63398.869622 + Penalty 668.545620 = -62730.324002 nChanged 0 Trying to split cluster 27 (892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (890.140352 sec): 2 clusters Score: Raw -39366.777210 + Penalty 309.102709 = -39057.674501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (890.168912 sec): 3 clusters Score: Raw -38945.816640 + Penalty 618.205418 = -38327.611222 nChanged 352 SP:Iteration 1F (890.225506 sec): 3 clusters Score: Raw -39150.797848 + Penalty 618.205418 = -38532.592430 nChanged 64 SP:Iteration 2F (890.260811 sec): 3 clusters Score: Raw -39191.326788 + Penalty 618.205418 = -38573.121370 nChanged 41 SP:Iteration 3Q (890.308447 sec): 3 clusters Score: Raw -39214.556449 + Penalty 618.205418 = -38596.351031 nChanged 29 SP:Iteration 4Q (890.360085 sec): 3 clusters Score: Raw -39230.145546 + Penalty 618.205418 = -38611.940128 nChanged 22 SP:Iteration 5Q (890.397401 sec): 3 clusters Score: Raw -39245.377581 + Penalty 618.205418 = -38627.172163 nChanged 27 SP:Iteration 6Q (890.441489 sec): 3 clusters Score: Raw -39261.253161 + Penalty 618.205418 = -38643.047743 nChanged 18 SP:Iteration 7Q (890.492136 sec): 3 clusters Score: Raw -39276.337800 + Penalty 618.205418 = -38658.132382 nChanged 20 SP:Iteration 8Q (890.546635 sec): 3 clusters Score: Raw -39298.874689 + Penalty 618.205418 = -38680.669271 nChanged 30 SP:Iteration 9Q (890.587480 sec): 3 clusters Score: Raw -39333.179160 + Penalty 618.205418 = -38714.973742 nChanged 32 SP:Iteration 10Q (890.637392 sec): 3 clusters Score: Raw -39383.483047 + Penalty 618.205418 = -38765.277629 nChanged 43 SP:Iteration 11Q (890.681715 sec): 3 clusters Score: Raw -39432.379377 + Penalty 618.205418 = -38814.173959 nChanged 40 SP:Iteration 12Q (890.719908 sec): 3 clusters Score: Raw -39470.482262 + Penalty 618.205418 = -38852.276844 nChanged 31 SP:Iteration 13Q (890.770602 sec): 3 clusters Score: Raw -39499.969012 + Penalty 618.205418 = -38881.763594 nChanged 34 SP:Iteration 14Q (890.811168 sec): 3 clusters Score: Raw -39542.530751 + Penalty 618.205418 = -38924.325333 nChanged 25 SP:Iteration 15Q (890.859424 sec): 3 clusters Score: Raw -39566.916523 + Penalty 618.205418 = -38948.711105 nChanged 17 SP:Iteration 16Q (890.910253 sec): 3 clusters Score: Raw -39578.036300 + Penalty 618.205418 = -38959.830882 nChanged 7 SP:Iteration 17Q (890.953803 sec): 3 clusters Score: Raw -39581.422401 + Penalty 618.205418 = -38963.216983 nChanged 4 SP:Iteration 18Q (890.992283 sec): 3 clusters Score: Raw -39582.851479 + Penalty 618.205418 = -38964.646061 nChanged 3 SP:Iteration 19Q (891.036924 sec): 3 clusters Score: Raw -39583.605339 + Penalty 618.205418 = -38965.399921 nChanged 1 SP:Iteration 20F (891.086185 sec): 3 clusters Score: Raw -39584.394319 + Penalty 618.205418 = -38966.188901 nChanged 1 SP:Iteration 21Q (891.126740 sec): 3 clusters Score: Raw -39584.559920 + Penalty 618.205418 = -38966.354501 nChanged 0 SP:Iteration 22F (891.169643 sec): 3 clusters Score: Raw -39584.559920 + Penalty 618.205418 = -38966.354501 nChanged 0 Trying to split cluster 28 (746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (891.193329 sec): 2 clusters Score: Raw -25052.610689 + Penalty 300.970015 = -24751.640674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (891.245297 sec): 3 clusters Score: Raw -24704.021758 + Penalty 601.940030 = -24102.081729 nChanged 293 SP:Iteration 1F (891.297086 sec): 3 clusters Score: Raw -24902.807295 + Penalty 601.940030 = -24300.867265 nChanged 80 SP:Iteration 2F (891.334567 sec): 3 clusters Score: Raw -24978.787223 + Penalty 601.940030 = -24376.847194 nChanged 49 SP:Iteration 3F (891.395419 sec): 3 clusters Score: Raw -25025.135345 + Penalty 601.940030 = -24423.195316 nChanged 45 SP:Iteration 4F (891.441538 sec): 3 clusters Score: Raw -25061.620770 + Penalty 601.940030 = -24459.680740 nChanged 33 SP:Iteration 5Q (891.478424 sec): 3 clusters Score: Raw -25088.509078 + Penalty 601.940030 = -24486.569049 nChanged 25 SP:Iteration 6Q (891.532849 sec): 3 clusters Score: Raw -25105.633490 + Penalty 601.940030 = -24503.693461 nChanged 13 SP:Iteration 7Q (891.572085 sec): 3 clusters Score: Raw -25110.429163 + Penalty 601.940030 = -24508.489133 nChanged 7 SP:Iteration 8Q (891.627154 sec): 3 clusters Score: Raw -25112.331415 + Penalty 601.940030 = -24510.391386 nChanged 3 SP:Iteration 9Q (891.664839 sec): 3 clusters Score: Raw -25113.342307 + Penalty 601.940030 = -24511.402277 nChanged 2 SP:Iteration 10Q (891.704619 sec): 3 clusters Score: Raw -25115.172387 + Penalty 601.940030 = -24513.232358 nChanged 4 SP:Iteration 11Q (891.761850 sec): 3 clusters Score: Raw -25116.732569 + Penalty 601.940030 = -24514.792540 nChanged 1 SP:Iteration 12Q (891.797932 sec): 3 clusters Score: Raw -25117.081293 + Penalty 601.940030 = -24515.141264 nChanged 0 SP:Iteration 13F (891.854503 sec): 3 clusters Score: Raw -25117.081293 + Penalty 601.940030 = -24515.141264 nChanged 0 Trying to split cluster 29 (4359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (891.881275 sec): 2 clusters Score: Raw -160342.144416 + Penalty 381.289907 = -159960.854509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (891.917119 sec): 3 clusters Score: Raw -157735.846279 + Penalty 762.579814 = -156973.266466 nChanged 1978 SP:Iteration 1F (891.964996 sec): 3 clusters Score: Raw -159067.745661 + Penalty 762.579814 = -158305.165848 nChanged 382 SP:Iteration 2F (892.013315 sec): 3 clusters Score: Raw -159372.506395 + Penalty 762.579814 = -158609.926582 nChanged 359 SP:Iteration 3F (892.069993 sec): 3 clusters Score: Raw -159667.479364 + Penalty 762.579814 = -158904.899550 nChanged 288 SP:Iteration 4F (892.124147 sec): 3 clusters Score: Raw -159928.721924 + Penalty 762.579814 = -159166.142111 nChanged 254 SP:Iteration 5F (892.173206 sec): 3 clusters Score: Raw -160161.791244 + Penalty 762.579814 = -159399.211430 nChanged 186 SP:Iteration 6Q (892.215035 sec): 3 clusters Score: Raw -160303.203815 + Penalty 762.579814 = -159540.624002 nChanged 135 SP:Iteration 7Q (892.272559 sec): 3 clusters Score: Raw -160379.054967 + Penalty 762.579814 = -159616.475153 nChanged 83 SP:Iteration 8Q (892.314686 sec): 3 clusters Score: Raw -160423.065242 + Penalty 762.579814 = -159660.485428 nChanged 73 SP:Iteration 9Q (892.367955 sec): 3 clusters Score: Raw -160461.199285 + Penalty 762.579814 = -159698.619472 nChanged 63 SP:Iteration 10Q (892.415220 sec): 3 clusters Score: Raw -160488.547272 + Penalty 762.579814 = -159725.967459 nChanged 53 SP:Iteration 11Q (892.462339 sec): 3 clusters Score: Raw -160505.800572 + Penalty 762.579814 = -159743.220758 nChanged 35 SP:Iteration 12Q (892.509674 sec): 3 clusters Score: Raw -160516.239583 + Penalty 762.579814 = -159753.659770 nChanged 29 SP:Iteration 13Q (892.556720 sec): 3 clusters Score: Raw -160521.197347 + Penalty 762.579814 = -159758.617534 nChanged 15 SP:Iteration 14Q (892.604098 sec): 3 clusters Score: Raw -160523.886902 + Penalty 762.579814 = -159761.307089 nChanged 14 SP:Iteration 15Q (892.651352 sec): 3 clusters Score: Raw -160525.978232 + Penalty 762.579814 = -159763.398419 nChanged 11 SP:Iteration 16Q (892.701091 sec): 3 clusters Score: Raw -160529.708158 + Penalty 762.579814 = -159767.128344 nChanged 15 SP:Iteration 17Q (892.748117 sec): 3 clusters Score: Raw -160533.336618 + Penalty 762.579814 = -159770.756805 nChanged 16 SP:Iteration 18Q (892.797173 sec): 3 clusters Score: Raw -160538.007140 + Penalty 762.579814 = -159775.427326 nChanged 21 SP:Iteration 19Q (892.844509 sec): 3 clusters Score: Raw -160542.996101 + Penalty 762.579814 = -159780.416287 nChanged 24 SP:Iteration 20F (892.891851 sec): 3 clusters Score: Raw -160547.633343 + Penalty 762.579814 = -159785.053529 nChanged 18 SP:Iteration 21Q (892.937197 sec): 3 clusters Score: Raw -160551.748925 + Penalty 762.579814 = -159789.169111 nChanged 13 SP:Iteration 22Q (892.983483 sec): 3 clusters Score: Raw -160554.150951 + Penalty 762.579814 = -159791.571137 nChanged 13 SP:Iteration 23Q (893.019840 sec): 3 clusters Score: Raw -160556.393154 + Penalty 762.579814 = -159793.813340 nChanged 13 SP:Iteration 24Q (893.074734 sec): 3 clusters Score: Raw -160558.383562 + Penalty 762.579814 = -159795.803748 nChanged 12 SP:Iteration 25Q (893.119949 sec): 3 clusters Score: Raw -160561.538251 + Penalty 762.579814 = -159798.958437 nChanged 11 SP:Iteration 26Q (893.165272 sec): 3 clusters Score: Raw -160564.595917 + Penalty 762.579814 = -159802.016103 nChanged 9 SP:Iteration 27Q (893.216434 sec): 3 clusters Score: Raw -160566.645315 + Penalty 762.579814 = -159804.065501 nChanged 9 SP:Iteration 28Q (893.261005 sec): 3 clusters Score: Raw -160568.258613 + Penalty 762.579814 = -159805.678799 nChanged 7 SP:Iteration 29Q (893.308345 sec): 3 clusters Score: Raw -160569.219441 + Penalty 762.579814 = -159806.639628 nChanged 5 SP:Iteration 30Q (893.355917 sec): 3 clusters Score: Raw -160570.076491 + Penalty 762.579814 = -159807.496677 nChanged 7 SP:Iteration 31Q (893.400436 sec): 3 clusters Score: Raw -160571.125495 + Penalty 762.579814 = -159808.545682 nChanged 2 SP:Iteration 32Q (893.444821 sec): 3 clusters Score: Raw -160571.256934 + Penalty 762.579814 = -159808.677121 nChanged 1 SP:Iteration 33Q (893.495028 sec): 3 clusters Score: Raw -160571.423887 + Penalty 762.579814 = -159808.844074 nChanged 1 SP:Iteration 34Q (893.543715 sec): 3 clusters Score: Raw -160571.556416 + Penalty 762.579814 = -159808.976602 nChanged 1 SP:Iteration 35Q (893.591047 sec): 3 clusters Score: Raw -160571.659778 + Penalty 762.579814 = -159809.079964 nChanged 0 SP:Iteration 36F (893.637660 sec): 3 clusters Score: Raw -160571.659778 + Penalty 762.579814 = -159809.079964 nChanged 0 Trying to split cluster 30 (1955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (893.661790 sec): 2 clusters Score: Raw -77708.581785 + Penalty 344.805619 = -77363.776166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (893.705131 sec): 3 clusters Score: Raw -76661.172023 + Penalty 689.611238 = -75971.560785 nChanged 814 SP:Iteration 1F (893.739807 sec): 3 clusters Score: Raw -77199.946782 + Penalty 689.611238 = -76510.335544 nChanged 167 SP:Iteration 2F (893.791360 sec): 3 clusters Score: Raw -77310.863918 + Penalty 689.611238 = -76621.252680 nChanged 118 SP:Iteration 3F (893.836254 sec): 3 clusters Score: Raw -77385.209316 + Penalty 689.611238 = -76695.598078 nChanged 81 SP:Iteration 4Q (893.881093 sec): 3 clusters Score: Raw -77434.795180 + Penalty 689.611238 = -76745.183942 nChanged 65 SP:Iteration 5Q (893.928951 sec): 3 clusters Score: Raw -77479.056504 + Penalty 689.611238 = -76789.445266 nChanged 63 SP:Iteration 6Q (893.961634 sec): 3 clusters Score: Raw -77540.454234 + Penalty 689.611238 = -76850.842996 nChanged 58 SP:Iteration 7Q (894.012982 sec): 3 clusters Score: Raw -77597.192278 + Penalty 689.611238 = -76907.581040 nChanged 37 SP:Iteration 8Q (894.046961 sec): 3 clusters Score: Raw -77621.592943 + Penalty 689.611238 = -76931.981705 nChanged 25 SP:Iteration 9Q (894.099630 sec): 3 clusters Score: Raw -77635.089171 + Penalty 689.611238 = -76945.477933 nChanged 22 SP:Iteration 10Q (894.143488 sec): 3 clusters Score: Raw -77645.408524 + Penalty 689.611238 = -76955.797286 nChanged 19 SP:Iteration 11Q (894.177551 sec): 3 clusters Score: Raw -77655.615148 + Penalty 689.611238 = -76966.003910 nChanged 16 SP:Iteration 12Q (894.225345 sec): 3 clusters Score: Raw -77662.365576 + Penalty 689.611238 = -76972.754338 nChanged 14 SP:Iteration 13Q (894.269881 sec): 3 clusters Score: Raw -77667.793204 + Penalty 689.611238 = -76978.181966 nChanged 11 SP:Iteration 14Q (894.321341 sec): 3 clusters Score: Raw -77672.772196 + Penalty 689.611238 = -76983.160958 nChanged 10 SP:Iteration 15Q (894.362070 sec): 3 clusters Score: Raw -77676.325808 + Penalty 689.611238 = -76986.714570 nChanged 6 SP:Iteration 16Q (894.400950 sec): 3 clusters Score: Raw -77679.008424 + Penalty 689.611238 = -76989.397186 nChanged 10 SP:Iteration 17Q (894.450266 sec): 3 clusters Score: Raw -77683.214119 + Penalty 689.611238 = -76993.602881 nChanged 8 SP:Iteration 18Q (894.491980 sec): 3 clusters Score: Raw -77687.221105 + Penalty 689.611238 = -76997.609867 nChanged 9 SP:Iteration 19Q (894.534041 sec): 3 clusters Score: Raw -77692.860432 + Penalty 689.611238 = -77003.249194 nChanged 12 SP:Iteration 20F (894.589277 sec): 3 clusters Score: Raw -77697.696262 + Penalty 689.611238 = -77008.085024 nChanged 10 SP:Iteration 21Q (894.628126 sec): 3 clusters Score: Raw -77700.669621 + Penalty 689.611238 = -77011.058384 nChanged 5 SP:Iteration 22Q (894.673938 sec): 3 clusters Score: Raw -77702.304504 + Penalty 689.611238 = -77012.693266 nChanged 6 SP:Iteration 23Q (894.718475 sec): 3 clusters Score: Raw -77705.608686 + Penalty 689.611238 = -77015.997448 nChanged 9 SP:Iteration 24Q (894.759612 sec): 3 clusters Score: Raw -77710.079195 + Penalty 689.611238 = -77020.467957 nChanged 7 SP:Iteration 25Q (894.814456 sec): 3 clusters Score: Raw -77712.628714 + Penalty 689.611238 = -77023.017476 nChanged 7 SP:Iteration 26Q (894.858924 sec): 3 clusters Score: Raw -77714.692406 + Penalty 689.611238 = -77025.081168 nChanged 8 SP:Iteration 27Q (894.900340 sec): 3 clusters Score: Raw -77717.906868 + Penalty 689.611238 = -77028.295630 nChanged 6 SP:Iteration 28Q (894.939492 sec): 3 clusters Score: Raw -77720.059003 + Penalty 689.611238 = -77030.447765 nChanged 7 SP:Iteration 29Q (894.990992 sec): 3 clusters Score: Raw -77722.589096 + Penalty 689.611238 = -77032.977858 nChanged 6 SP:Iteration 30Q (895.028356 sec): 3 clusters Score: Raw -77725.599522 + Penalty 689.611238 = -77035.988284 nChanged 5 SP:Iteration 31Q (895.075262 sec): 3 clusters Score: Raw -77728.155028 + Penalty 689.611238 = -77038.543790 nChanged 5 SP:Iteration 32Q (895.120682 sec): 3 clusters Score: Raw -77730.005392 + Penalty 689.611238 = -77040.394154 nChanged 2 SP:Iteration 33Q (895.158618 sec): 3 clusters Score: Raw -77731.340039 + Penalty 689.611238 = -77041.728801 nChanged 6 SP:Iteration 34Q (895.199016 sec): 3 clusters Score: Raw -77733.637753 + Penalty 689.611238 = -77044.026515 nChanged 6 SP:Iteration 35Q (895.243764 sec): 3 clusters Score: Raw -77736.230353 + Penalty 689.611238 = -77046.619115 nChanged 4 SP:Iteration 36Q (895.294359 sec): 3 clusters Score: Raw -77738.127356 + Penalty 689.611238 = -77048.516118 nChanged 0 SP:Iteration 37F (895.341042 sec): 3 clusters Score: Raw -77738.127356 + Penalty 689.611238 = -77048.516118 nChanged 0 Trying to split cluster 31 (3215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (895.366901 sec): 2 clusters Score: Raw -127806.027394 + Penalty 367.439010 = -127438.588384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (895.412116 sec): 3 clusters Score: Raw -125918.152546 + Penalty 734.878020 = -125183.274526 nChanged 1461 SP:Iteration 1F (895.458156 sec): 3 clusters Score: Raw -126646.412196 + Penalty 734.878020 = -125911.534177 nChanged 238 SP:Iteration 2F (895.500004 sec): 3 clusters Score: Raw -126782.537217 + Penalty 734.878020 = -126047.659197 nChanged 228 SP:Iteration 3F (895.538859 sec): 3 clusters Score: Raw -126924.314917 + Penalty 734.878020 = -126189.436897 nChanged 208 SP:Iteration 4F (895.588178 sec): 3 clusters Score: Raw -127062.613623 + Penalty 734.878020 = -126327.735603 nChanged 212 SP:Iteration 5F (895.631683 sec): 3 clusters Score: Raw -127203.861802 + Penalty 734.878020 = -126468.983782 nChanged 175 SP:Iteration 6F (895.684305 sec): 3 clusters Score: Raw -127323.635211 + Penalty 734.878020 = -126588.757191 nChanged 158 SP:Iteration 7Q (895.720948 sec): 3 clusters Score: Raw -127431.369698 + Penalty 734.878020 = -126696.491678 nChanged 136 SP:Iteration 8Q (895.778784 sec): 3 clusters Score: Raw -127525.504720 + Penalty 734.878020 = -126790.626700 nChanged 107 SP:Iteration 9Q (895.820644 sec): 3 clusters Score: Raw -127631.362969 + Penalty 734.878020 = -126896.484949 nChanged 89 SP:Iteration 10Q (895.875144 sec): 3 clusters Score: Raw -127712.713023 + Penalty 734.878020 = -126977.835003 nChanged 65 SP:Iteration 11Q (895.917730 sec): 3 clusters Score: Raw -127765.863278 + Penalty 734.878020 = -127030.985258 nChanged 41 SP:Iteration 12Q (895.974021 sec): 3 clusters Score: Raw -127794.254955 + Penalty 734.878020 = -127059.376936 nChanged 30 SP:Iteration 13Q (896.016963 sec): 3 clusters Score: Raw -127807.360741 + Penalty 734.878020 = -127072.482721 nChanged 18 SP:Iteration 14Q (896.060444 sec): 3 clusters Score: Raw -127812.513591 + Penalty 734.878020 = -127077.635571 nChanged 12 SP:Iteration 15Q (896.101079 sec): 3 clusters Score: Raw -127815.429846 + Penalty 734.878020 = -127080.551826 nChanged 8 SP:Iteration 16Q (896.149978 sec): 3 clusters Score: Raw -127817.194584 + Penalty 734.878020 = -127082.316564 nChanged 5 SP:Iteration 17Q (896.195253 sec): 3 clusters Score: Raw -127818.917200 + Penalty 734.878020 = -127084.039180 nChanged 5 SP:Iteration 18Q (896.252446 sec): 3 clusters Score: Raw -127820.829860 + Penalty 734.878020 = -127085.951840 nChanged 2 SP:Iteration 19Q (896.293049 sec): 3 clusters Score: Raw -127821.447493 + Penalty 734.878020 = -127086.569473 nChanged 3 SP:Iteration 20F (896.338743 sec): 3 clusters Score: Raw -127822.707363 + Penalty 734.878020 = -127087.829343 nChanged 6 SP:Iteration 21Q (896.393232 sec): 3 clusters Score: Raw -127825.138458 + Penalty 734.878020 = -127090.260438 nChanged 9 SP:Iteration 22Q (896.443111 sec): 3 clusters Score: Raw -127827.088018 + Penalty 734.878020 = -127092.209998 nChanged 4 SP:Iteration 23Q (896.483786 sec): 3 clusters Score: Raw -127828.442699 + Penalty 734.878020 = -127093.564679 nChanged 3 SP:Iteration 24Q (896.529337 sec): 3 clusters Score: Raw -127830.001304 + Penalty 734.878020 = -127095.123284 nChanged 5 SP:Iteration 25Q (896.585725 sec): 3 clusters Score: Raw -127832.493230 + Penalty 734.878020 = -127097.615210 nChanged 10 SP:Iteration 26Q (896.629593 sec): 3 clusters Score: Raw -127836.814912 + Penalty 734.878020 = -127101.936892 nChanged 12 SP:Iteration 27Q (896.665722 sec): 3 clusters Score: Raw -127842.871068 + Penalty 734.878020 = -127107.993048 nChanged 15 SP:Iteration 28Q (896.723031 sec): 3 clusters Score: Raw -127850.794152 + Penalty 734.878020 = -127115.916132 nChanged 10 SP:Iteration 29Q (896.772585 sec): 3 clusters Score: Raw -127854.262346 + Penalty 734.878020 = -127119.384326 nChanged 5 SP:Iteration 30Q (896.815177 sec): 3 clusters Score: Raw -127855.028740 + Penalty 734.878020 = -127120.150720 nChanged 5 SP:Iteration 31Q (896.869535 sec): 3 clusters Score: Raw -127856.035996 + Penalty 734.878020 = -127121.157976 nChanged 3 SP:Iteration 32Q (896.926804 sec): 3 clusters Score: Raw -127856.361235 + Penalty 734.878020 = -127121.483216 nChanged 1 SP:Iteration 33Q (896.961613 sec): 3 clusters Score: Raw -127856.507869 + Penalty 734.878020 = -127121.629849 nChanged 2 SP:Iteration 34Q (897.020939 sec): 3 clusters Score: Raw -127856.658540 + Penalty 734.878020 = -127121.780520 nChanged 1 SP:Iteration 35Q (897.066473 sec): 3 clusters Score: Raw -127856.801024 + Penalty 734.878020 = -127121.923004 nChanged 0 SP:Iteration 36F (897.121951 sec): 3 clusters Score: Raw -127856.801024 + Penalty 734.878020 = -127121.923004 nChanged 0 Trying to split cluster 32 (1624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (897.137596 sec): 2 clusters Score: Raw -66255.711020 + Penalty 336.365462 = -65919.345557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (897.199842 sec): 3 clusters Score: Raw -65408.251247 + Penalty 672.730924 = -64735.520323 nChanged 665 SP:Iteration 1F (897.246095 sec): 3 clusters Score: Raw -65823.503418 + Penalty 672.730924 = -65150.772494 nChanged 130 SP:Iteration 2F (897.285031 sec): 3 clusters Score: Raw -65917.779121 + Penalty 672.730924 = -65245.048196 nChanged 101 SP:Iteration 3F (897.335168 sec): 3 clusters Score: Raw -65986.140306 + Penalty 672.730924 = -65313.409382 nChanged 81 SP:Iteration 4Q (897.386230 sec): 3 clusters Score: Raw -66048.605505 + Penalty 672.730924 = -65375.874580 nChanged 80 SP:Iteration 5Q (897.426913 sec): 3 clusters Score: Raw -66111.505889 + Penalty 672.730924 = -65438.774965 nChanged 66 SP:Iteration 6Q (897.483421 sec): 3 clusters Score: Raw -66161.453179 + Penalty 672.730924 = -65488.722255 nChanged 44 SP:Iteration 7Q (897.523075 sec): 3 clusters Score: Raw -66186.212424 + Penalty 672.730924 = -65513.481499 nChanged 35 SP:Iteration 8Q (897.567011 sec): 3 clusters Score: Raw -66208.457933 + Penalty 672.730924 = -65535.727008 nChanged 28 SP:Iteration 9Q (897.611550 sec): 3 clusters Score: Raw -66225.822601 + Penalty 672.730924 = -65553.091677 nChanged 35 SP:Iteration 10Q (897.659513 sec): 3 clusters Score: Raw -66245.650369 + Penalty 672.730924 = -65572.919445 nChanged 30 SP:Iteration 11Q (897.700164 sec): 3 clusters Score: Raw -66261.228048 + Penalty 672.730924 = -65588.497123 nChanged 26 SP:Iteration 12Q (897.747788 sec): 3 clusters Score: Raw -66275.260190 + Penalty 672.730924 = -65602.529266 nChanged 15 SP:Iteration 13Q (897.779484 sec): 3 clusters Score: Raw -66281.899272 + Penalty 672.730924 = -65609.168347 nChanged 12 SP:Iteration 14Q (897.823718 sec): 3 clusters Score: Raw -66289.060583 + Penalty 672.730924 = -65616.329658 nChanged 14 SP:Iteration 15Q (897.865730 sec): 3 clusters Score: Raw -66297.143405 + Penalty 672.730924 = -65624.412481 nChanged 12 SP:Iteration 16Q (897.918481 sec): 3 clusters Score: Raw -66302.201883 + Penalty 672.730924 = -65629.470959 nChanged 8 SP:Iteration 17Q (897.962223 sec): 3 clusters Score: Raw -66306.338351 + Penalty 672.730924 = -65633.607427 nChanged 9 SP:Iteration 18Q (898.002496 sec): 3 clusters Score: Raw -66310.087974 + Penalty 672.730924 = -65637.357049 nChanged 7 SP:Iteration 19Q (898.035990 sec): 3 clusters Score: Raw -66312.390087 + Penalty 672.730924 = -65639.659163 nChanged 5 SP:Iteration 20F (898.085430 sec): 3 clusters Score: Raw -66315.108652 + Penalty 672.730924 = -65642.377728 nChanged 7 SP:Iteration 21Q (898.129410 sec): 3 clusters Score: Raw -66318.108817 + Penalty 672.730924 = -65645.377893 nChanged 6 SP:Iteration 22Q (898.166639 sec): 3 clusters Score: Raw -66321.189339 + Penalty 672.730924 = -65648.458414 nChanged 10 SP:Iteration 23Q (898.210366 sec): 3 clusters Score: Raw -66325.211261 + Penalty 672.730924 = -65652.480337 nChanged 9 SP:Iteration 24Q (898.255102 sec): 3 clusters Score: Raw -66331.487618 + Penalty 672.730924 = -65658.756694 nChanged 12 SP:Iteration 25Q (898.296754 sec): 3 clusters Score: Raw -66339.070873 + Penalty 672.730924 = -65666.339949 nChanged 10 SP:Iteration 26Q (898.342334 sec): 3 clusters Score: Raw -66343.724648 + Penalty 672.730924 = -65670.993724 nChanged 7 SP:Iteration 27Q (898.389799 sec): 3 clusters Score: Raw -66346.326077 + Penalty 672.730924 = -65673.595152 nChanged 6 SP:Iteration 28Q (898.436668 sec): 3 clusters Score: Raw -66350.659572 + Penalty 672.730924 = -65677.928648 nChanged 4 SP:Iteration 29Q (898.477159 sec): 3 clusters Score: Raw -66351.785465 + Penalty 672.730924 = -65679.054541 nChanged 2 SP:Iteration 30Q (898.521214 sec): 3 clusters Score: Raw -66352.493315 + Penalty 672.730924 = -65679.762390 nChanged 3 SP:Iteration 31Q (898.555837 sec): 3 clusters Score: Raw -66353.909660 + Penalty 672.730924 = -65681.178736 nChanged 3 SP:Iteration 32Q (898.606908 sec): 3 clusters Score: Raw -66354.530561 + Penalty 672.730924 = -65681.799637 nChanged 1 SP:Iteration 33Q (898.652505 sec): 3 clusters Score: Raw -66354.816275 + Penalty 672.730924 = -65682.085351 nChanged 2 SP:Iteration 34Q (898.696278 sec): 3 clusters Score: Raw -66355.864874 + Penalty 672.730924 = -65683.133949 nChanged 1 SP:Iteration 35Q (898.741341 sec): 3 clusters Score: Raw -66356.208056 + Penalty 672.730924 = -65683.477131 nChanged 1 SP:Iteration 36Q (898.777307 sec): 3 clusters Score: Raw -66356.473145 + Penalty 672.730924 = -65683.742220 nChanged 2 SP:Iteration 37Q (898.822589 sec): 3 clusters Score: Raw -66357.445484 + Penalty 672.730924 = -65684.714560 nChanged 1 SP:Iteration 38Q (898.878154 sec): 3 clusters Score: Raw -66357.501964 + Penalty 672.730924 = -65684.771040 nChanged 0 SP:Iteration 39F (898.925674 sec): 3 clusters Score: Raw -66357.501964 + Penalty 672.730924 = -65684.771040 nChanged 0 Trying to split cluster 33 (4662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (898.957882 sec): 2 clusters Score: Raw -193070.768814 + Penalty 384.347592 = -192686.421222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (899.008812 sec): 3 clusters Score: Raw -190239.494874 + Penalty 768.695184 = -189470.799690 nChanged 2179 SP:Iteration 1F (899.053394 sec): 3 clusters Score: Raw -191481.213348 + Penalty 768.695184 = -190712.518164 nChanged 293 SP:Iteration 2F (899.107637 sec): 3 clusters Score: Raw -191608.368696 + Penalty 768.695184 = -190839.673513 nChanged 221 SP:Iteration 3Q (899.160542 sec): 3 clusters Score: Raw -191713.739176 + Penalty 768.695184 = -190945.043993 nChanged 224 SP:Iteration 4Q (899.206020 sec): 3 clusters Score: Raw -191807.983902 + Penalty 768.695184 = -191039.288718 nChanged 206 SP:Iteration 5Q (899.268850 sec): 3 clusters Score: Raw -191909.380730 + Penalty 768.695184 = -191140.685546 nChanged 224 SP:Iteration 6Q (899.310116 sec): 3 clusters Score: Raw -192035.414074 + Penalty 768.695184 = -191266.718891 nChanged 256 SP:Iteration 7F (899.363570 sec): 3 clusters Score: Raw -192208.294355 + Penalty 768.695184 = -191439.599172 nChanged 264 SP:Iteration 8F (899.425864 sec): 3 clusters Score: Raw -192425.953171 + Penalty 768.695184 = -191657.257987 nChanged 244 SP:Iteration 9F (899.469373 sec): 3 clusters Score: Raw -192653.342358 + Penalty 768.695184 = -191884.647174 nChanged 164 SP:Iteration 10Q (899.525157 sec): 3 clusters Score: Raw -192802.456065 + Penalty 768.695184 = -192033.760881 nChanged 126 SP:Iteration 11Q (899.577228 sec): 3 clusters Score: Raw -192889.118740 + Penalty 768.695184 = -192120.423556 nChanged 96 SP:Iteration 12Q (899.620700 sec): 3 clusters Score: Raw -192943.959602 + Penalty 768.695184 = -192175.264418 nChanged 67 SP:Iteration 13Q (899.676057 sec): 3 clusters Score: Raw -192980.733112 + Penalty 768.695184 = -192212.037928 nChanged 58 SP:Iteration 14Q (899.713141 sec): 3 clusters Score: Raw -193010.841886 + Penalty 768.695184 = -192242.146703 nChanged 39 SP:Iteration 15Q (899.770271 sec): 3 clusters Score: Raw -193035.152129 + Penalty 768.695184 = -192266.456945 nChanged 33 SP:Iteration 16Q (899.810240 sec): 3 clusters Score: Raw -193056.263234 + Penalty 768.695184 = -192287.568051 nChanged 21 SP:Iteration 17Q (899.872143 sec): 3 clusters Score: Raw -193072.932060 + Penalty 768.695184 = -192304.236877 nChanged 18 SP:Iteration 18Q (899.919814 sec): 3 clusters Score: Raw -193083.449142 + Penalty 768.695184 = -192314.753959 nChanged 8 SP:Iteration 19Q (899.968034 sec): 3 clusters Score: Raw -193089.768316 + Penalty 768.695184 = -192321.073132 nChanged 7 SP:Iteration 20F (900.020691 sec): 3 clusters Score: Raw -193098.462170 + Penalty 768.695184 = -192329.766986 nChanged 14 SP:Iteration 21Q (900.067310 sec): 3 clusters Score: Raw -193112.492765 + Penalty 768.695184 = -192343.797581 nChanged 13 SP:Iteration 22Q (900.107696 sec): 3 clusters Score: Raw -193124.335166 + Penalty 768.695184 = -192355.639983 nChanged 12 SP:Iteration 23Q (900.158967 sec): 3 clusters Score: Raw -193133.861572 + Penalty 768.695184 = -192365.166388 nChanged 12 SP:Iteration 24Q (900.207438 sec): 3 clusters Score: Raw -193140.479545 + Penalty 768.695184 = -192371.784362 nChanged 4 SP:Iteration 25Q (900.254261 sec): 3 clusters Score: Raw -193143.044239 + Penalty 768.695184 = -192374.349055 nChanged 3 SP:Iteration 26Q (900.299486 sec): 3 clusters Score: Raw -193144.719656 + Penalty 768.695184 = -192376.024473 nChanged 2 SP:Iteration 27Q (900.352354 sec): 3 clusters Score: Raw -193145.762462 + Penalty 768.695184 = -192377.067278 nChanged 2 SP:Iteration 28Q (900.395742 sec): 3 clusters Score: Raw -193147.160528 + Penalty 768.695184 = -192378.465344 nChanged 2 SP:Iteration 29Q (900.455436 sec): 3 clusters Score: Raw -193149.498369 + Penalty 768.695184 = -192380.803185 nChanged 4 SP:Iteration 30Q (900.501300 sec): 3 clusters Score: Raw -193153.147723 + Penalty 768.695184 = -192384.452539 nChanged 3 SP:Iteration 31Q (900.551234 sec): 3 clusters Score: Raw -193155.124426 + Penalty 768.695184 = -192386.429242 nChanged 2 SP:Iteration 32Q (900.593681 sec): 3 clusters Score: Raw -193156.654924 + Penalty 768.695184 = -192387.959741 nChanged 2 SP:Iteration 33Q (900.643057 sec): 3 clusters Score: Raw -193158.159652 + Penalty 768.695184 = -192389.464468 nChanged 1 SP:Iteration 34Q (900.697486 sec): 3 clusters Score: Raw -193158.750883 + Penalty 768.695184 = -192390.055699 nChanged 1 SP:Iteration 35Q (900.734626 sec): 3 clusters Score: Raw -193159.215432 + Penalty 768.695184 = -192390.520248 nChanged 0 SP:Iteration 36F (900.783583 sec): 3 clusters Score: Raw -193159.215432 + Penalty 768.695184 = -192390.520248 nChanged 0 Trying to split cluster 34 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (900.811711 sec): 2 clusters Score: Raw -9879.614759 + Penalty 270.872572 = -9608.742188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (900.847207 sec): 3 clusters Score: Raw -9748.024665 + Penalty 541.745143 = -9206.279522 nChanged 125 SP:Iteration 1F (900.893622 sec): 3 clusters Score: Raw -9883.128091 + Penalty 541.745143 = -9341.382947 nChanged 39 SP:Iteration 2F (900.930528 sec): 3 clusters Score: Raw -9944.369920 + Penalty 541.745143 = -9402.624777 nChanged 30 SP:Iteration 3F (900.981573 sec): 3 clusters Score: Raw -9995.426562 + Penalty 541.745143 = -9453.681419 nChanged 17 SP:Iteration 4Q (901.026454 sec): 3 clusters Score: Raw -10012.746866 + Penalty 541.745143 = -9471.001723 nChanged 9 SP:Iteration 5Q (901.064366 sec): 3 clusters Score: Raw -10019.166421 + Penalty 541.745143 = -9477.421277 nChanged 3 SP:Iteration 6Q (901.112614 sec): 3 clusters Score: Raw -10021.539204 + Penalty 541.745143 = -9479.794061 nChanged 3 SP:Iteration 7Q (901.148647 sec): 3 clusters Score: Raw -10022.968884 + Penalty 541.745143 = -9481.223741 nChanged 2 SP:Iteration 8Q (901.191590 sec): 3 clusters Score: Raw -10025.075102 + Penalty 541.745143 = -9483.329959 nChanged 4 SP:Iteration 9Q (901.233159 sec): 3 clusters Score: Raw -10027.414648 + Penalty 541.745143 = -9485.669504 nChanged 2 SP:Iteration 10Q (901.279639 sec): 3 clusters Score: Raw -10029.168268 + Penalty 541.745143 = -9487.423125 nChanged 2 SP:Iteration 11Q (901.316284 sec): 3 clusters Score: Raw -10029.725777 + Penalty 541.745143 = -9487.980634 nChanged 0 SP:Iteration 12F (901.360085 sec): 3 clusters Score: Raw -10029.725777 + Penalty 541.745143 = -9487.980634 nChanged 0 Trying to split cluster 35 (1311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (901.384082 sec): 2 clusters Score: Raw -55724.293708 + Penalty 326.623820 = -55397.669889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (901.431501 sec): 3 clusters Score: Raw -55079.915951 + Penalty 653.247639 = -54426.668312 nChanged 520 SP:Iteration 1F (901.473200 sec): 3 clusters Score: Raw -55395.655779 + Penalty 653.247639 = -54742.408140 nChanged 113 SP:Iteration 2F (901.506403 sec): 3 clusters Score: Raw -55477.057779 + Penalty 653.247639 = -54823.810140 nChanged 79 SP:Iteration 3F (901.564245 sec): 3 clusters Score: Raw -55529.961137 + Penalty 653.247639 = -54876.713498 nChanged 53 SP:Iteration 4Q (901.600650 sec): 3 clusters Score: Raw -55561.376975 + Penalty 653.247639 = -54908.129336 nChanged 34 SP:Iteration 5Q (901.649334 sec): 3 clusters Score: Raw -55582.878506 + Penalty 653.247639 = -54929.630867 nChanged 34 SP:Iteration 6Q (901.700272 sec): 3 clusters Score: Raw -55600.190374 + Penalty 653.247639 = -54946.942735 nChanged 28 SP:Iteration 7Q (901.754386 sec): 3 clusters Score: Raw -55618.349712 + Penalty 653.247639 = -54965.102073 nChanged 33 SP:Iteration 8Q (901.807564 sec): 3 clusters Score: Raw -55641.155373 + Penalty 653.247639 = -54987.907734 nChanged 29 SP:Iteration 9Q (901.849079 sec): 3 clusters Score: Raw -55658.949753 + Penalty 653.247639 = -55005.702114 nChanged 22 SP:Iteration 10Q (901.894790 sec): 3 clusters Score: Raw -55672.064019 + Penalty 653.247639 = -55018.816380 nChanged 22 SP:Iteration 11Q (901.944003 sec): 3 clusters Score: Raw -55688.396205 + Penalty 653.247639 = -55035.148566 nChanged 14 SP:Iteration 12Q (901.994690 sec): 3 clusters Score: Raw -55699.489732 + Penalty 653.247639 = -55046.242093 nChanged 14 SP:Iteration 13Q (902.041247 sec): 3 clusters Score: Raw -55711.796782 + Penalty 653.247639 = -55058.549143 nChanged 11 SP:Iteration 14Q (902.086673 sec): 3 clusters Score: Raw -55723.321590 + Penalty 653.247639 = -55070.073951 nChanged 15 SP:Iteration 15Q (902.141256 sec): 3 clusters Score: Raw -55743.404778 + Penalty 653.247639 = -55090.157139 nChanged 10 SP:Iteration 16Q (902.187251 sec): 3 clusters Score: Raw -55757.969843 + Penalty 653.247639 = -55104.722204 nChanged 9 SP:Iteration 17Q (902.244776 sec): 3 clusters Score: Raw -55767.833399 + Penalty 653.247639 = -55114.585760 nChanged 5 SP:Iteration 18Q (902.297786 sec): 3 clusters Score: Raw -55774.611255 + Penalty 653.247639 = -55121.363616 nChanged 2 SP:Iteration 19Q (902.336321 sec): 3 clusters Score: Raw -55776.250391 + Penalty 653.247639 = -55123.002752 nChanged 2 SP:Iteration 20F (902.387367 sec): 3 clusters Score: Raw -55779.116914 + Penalty 653.247639 = -55125.869275 nChanged 4 SP:Iteration 21Q (902.438688 sec): 3 clusters Score: Raw -55786.769869 + Penalty 653.247639 = -55133.522229 nChanged 3 SP:Iteration 22Q (902.486412 sec): 3 clusters Score: Raw -55788.539217 + Penalty 653.247639 = -55135.291578 nChanged 2 SP:Iteration 23Q (902.537982 sec): 3 clusters Score: Raw -55788.888758 + Penalty 653.247639 = -55135.641119 nChanged 0 SP:Iteration 24F (902.592530 sec): 3 clusters Score: Raw -55788.888758 + Penalty 653.247639 = -55135.641119 nChanged 0 Trying to split cluster 36 (4211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (902.616747 sec): 2 clusters Score: Raw -175461.533600 + Penalty 379.718222 = -175081.815378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (902.675042 sec): 3 clusters Score: Raw -172975.746425 + Penalty 759.436444 = -172216.309981 nChanged 1840 SP:Iteration 1F (902.727890 sec): 3 clusters Score: Raw -173970.518461 + Penalty 759.436444 = -173211.082017 nChanged 271 SP:Iteration 2F (902.788530 sec): 3 clusters Score: Raw -174103.711060 + Penalty 759.436444 = -173344.274616 nChanged 251 SP:Iteration 3F (902.838240 sec): 3 clusters Score: Raw -174272.992737 + Penalty 759.436444 = -173513.556293 nChanged 275 SP:Iteration 4F (902.878505 sec): 3 clusters Score: Raw -174503.909409 + Penalty 759.436444 = -173744.472965 nChanged 271 SP:Iteration 5F (902.930407 sec): 3 clusters Score: Raw -174708.601314 + Penalty 759.436444 = -173949.164870 nChanged 219 SP:Iteration 6F (902.984192 sec): 3 clusters Score: Raw -174847.639435 + Penalty 759.436444 = -174088.202991 nChanged 151 SP:Iteration 7Q (903.035521 sec): 3 clusters Score: Raw -174909.942151 + Penalty 759.436444 = -174150.505707 nChanged 84 SP:Iteration 8Q (903.076013 sec): 3 clusters Score: Raw -174929.945104 + Penalty 759.436444 = -174170.508660 nChanged 54 SP:Iteration 9Q (903.126327 sec): 3 clusters Score: Raw -174941.791726 + Penalty 759.436444 = -174182.355282 nChanged 39 SP:Iteration 10Q (903.167318 sec): 3 clusters Score: Raw -174951.895461 + Penalty 759.436444 = -174192.459017 nChanged 31 SP:Iteration 11Q (903.215939 sec): 3 clusters Score: Raw -174959.090553 + Penalty 759.436444 = -174199.654109 nChanged 27 SP:Iteration 12Q (903.263833 sec): 3 clusters Score: Raw -174964.622448 + Penalty 759.436444 = -174205.186004 nChanged 27 SP:Iteration 13Q (903.314531 sec): 3 clusters Score: Raw -174968.183835 + Penalty 759.436444 = -174208.747391 nChanged 17 SP:Iteration 14Q (903.358262 sec): 3 clusters Score: Raw -174971.445042 + Penalty 759.436444 = -174212.008598 nChanged 14 SP:Iteration 15Q (903.406268 sec): 3 clusters Score: Raw -174974.229001 + Penalty 759.436444 = -174214.792557 nChanged 21 SP:Iteration 16Q (903.457510 sec): 3 clusters Score: Raw -174977.941893 + Penalty 759.436444 = -174218.505449 nChanged 16 SP:Iteration 17Q (903.518408 sec): 3 clusters Score: Raw -174981.419191 + Penalty 759.436444 = -174221.982747 nChanged 21 SP:Iteration 18Q (903.559853 sec): 3 clusters Score: Raw -174985.733989 + Penalty 759.436444 = -174226.297545 nChanged 22 SP:Iteration 19Q (903.614170 sec): 3 clusters Score: Raw -174989.339200 + Penalty 759.436444 = -174229.902756 nChanged 18 SP:Iteration 20F (903.662287 sec): 3 clusters Score: Raw -174991.248594 + Penalty 759.436444 = -174231.812150 nChanged 14 SP:Iteration 21Q (903.699177 sec): 3 clusters Score: Raw -174992.811456 + Penalty 759.436444 = -174233.375012 nChanged 13 SP:Iteration 22Q (903.753861 sec): 3 clusters Score: Raw -174994.183921 + Penalty 759.436444 = -174234.747478 nChanged 10 SP:Iteration 23Q (903.806793 sec): 3 clusters Score: Raw -174994.749163 + Penalty 759.436444 = -174235.312719 nChanged 4 SP:Iteration 24Q (903.855387 sec): 3 clusters Score: Raw -174995.043297 + Penalty 759.436444 = -174235.606853 nChanged 7 SP:Iteration 25Q (903.908607 sec): 3 clusters Score: Raw -174995.834231 + Penalty 759.436444 = -174236.397787 nChanged 11 SP:Iteration 26Q (903.962292 sec): 3 clusters Score: Raw -174996.824479 + Penalty 759.436444 = -174237.388035 nChanged 11 SP:Iteration 27Q (904.010786 sec): 3 clusters Score: Raw -174998.370252 + Penalty 759.436444 = -174238.933808 nChanged 11 SP:Iteration 28Q (904.052228 sec): 3 clusters Score: Raw -174999.574449 + Penalty 759.436444 = -174240.138005 nChanged 9 SP:Iteration 29Q (904.100954 sec): 3 clusters Score: Raw -175000.812668 + Penalty 759.436444 = -174241.376224 nChanged 18 SP:Iteration 30Q (904.154865 sec): 3 clusters Score: Raw -175003.682337 + Penalty 759.436444 = -174244.245893 nChanged 21 SP:Iteration 31Q (904.198524 sec): 3 clusters Score: Raw -175007.570577 + Penalty 759.436444 = -174248.134133 nChanged 18 SP:Iteration 32Q (904.251157 sec): 3 clusters Score: Raw -175009.984555 + Penalty 759.436444 = -174250.548111 nChanged 15 SP:Iteration 33Q (904.292351 sec): 3 clusters Score: Raw -175012.512209 + Penalty 759.436444 = -174253.075765 nChanged 18 SP:Iteration 34Q (904.352792 sec): 3 clusters Score: Raw -175015.588711 + Penalty 759.436444 = -174256.152267 nChanged 22 SP:Iteration 35Q (904.400627 sec): 3 clusters Score: Raw -175019.982441 + Penalty 759.436444 = -174260.545997 nChanged 22 SP:Iteration 36Q (904.452349 sec): 3 clusters Score: Raw -175025.357788 + Penalty 759.436444 = -174265.921344 nChanged 30 SP:Iteration 37Q (904.502322 sec): 3 clusters Score: Raw -175033.195466 + Penalty 759.436444 = -174273.759022 nChanged 35 SP:Iteration 38Q (904.539113 sec): 3 clusters Score: Raw -175039.498668 + Penalty 759.436444 = -174280.062224 nChanged 29 SP:Iteration 39Q (904.598743 sec): 3 clusters Score: Raw -175044.924620 + Penalty 759.436444 = -174285.488176 nChanged 28 SP:Iteration 40F (904.635758 sec): 3 clusters Score: Raw -175050.842998 + Penalty 759.436444 = -174291.406554 nChanged 25 SP:Iteration 41Q (904.688696 sec): 3 clusters Score: Raw -175055.077316 + Penalty 759.436444 = -174295.640872 nChanged 27 SP:Iteration 42Q (904.742231 sec): 3 clusters Score: Raw -175059.880083 + Penalty 759.436444 = -174300.443639 nChanged 21 SP:Iteration 43Q (904.804962 sec): 3 clusters Score: Raw -175065.323198 + Penalty 759.436444 = -174305.886754 nChanged 23 SP:Iteration 44Q (904.844470 sec): 3 clusters Score: Raw -175069.793167 + Penalty 759.436444 = -174310.356723 nChanged 21 SP:Iteration 45Q (904.899215 sec): 3 clusters Score: Raw -175073.875777 + Penalty 759.436444 = -174314.439333 nChanged 20 SP:Iteration 46Q (904.944572 sec): 3 clusters Score: Raw -175077.141300 + Penalty 759.436444 = -174317.704856 nChanged 14 SP:Iteration 47Q (905.000212 sec): 3 clusters Score: Raw -175079.185161 + Penalty 759.436444 = -174319.748717 nChanged 17 SP:Iteration 48Q (905.050221 sec): 3 clusters Score: Raw -175081.847299 + Penalty 759.436444 = -174322.410855 nChanged 15 SP:Iteration 49Q (905.088155 sec): 3 clusters Score: Raw -175084.525196 + Penalty 759.436444 = -174325.088752 nChanged 16 SP:Iteration 50Q (905.147253 sec): 3 clusters Score: Raw -175087.215675 + Penalty 759.436444 = -174327.779231 nChanged 20 SP:Iteration 51Q (905.197332 sec): 3 clusters Score: Raw -175089.753240 + Penalty 759.436444 = -174330.316796 nChanged 14 SP:Iteration 52Q (905.244088 sec): 3 clusters Score: Raw -175091.174120 + Penalty 759.436444 = -174331.737676 nChanged 8 SP:Iteration 53Q (905.284412 sec): 3 clusters Score: Raw -175092.412583 + Penalty 759.436444 = -174332.976139 nChanged 10 SP:Iteration 54Q (905.340126 sec): 3 clusters Score: Raw -175093.983372 + Penalty 759.436444 = -174334.546928 nChanged 10 SP:Iteration 55Q (905.389450 sec): 3 clusters Score: Raw -175095.477972 + Penalty 759.436444 = -174336.041528 nChanged 15 SP:Iteration 56Q (905.443152 sec): 3 clusters Score: Raw -175097.771223 + Penalty 759.436444 = -174338.334779 nChanged 16 SP:Iteration 57Q (905.499517 sec): 3 clusters Score: Raw -175099.664074 + Penalty 759.436444 = -174340.227630 nChanged 11 SP:Iteration 58Q (905.554453 sec): 3 clusters Score: Raw -175101.277565 + Penalty 759.436444 = -174341.841121 nChanged 12 SP:Iteration 59Q (905.604687 sec): 3 clusters Score: Raw -175103.804554 + Penalty 759.436444 = -174344.368110 nChanged 15 SP:Iteration 60F (905.651552 sec): 3 clusters Score: Raw -175106.589866 + Penalty 759.436444 = -174347.153422 nChanged 12 SP:Iteration 61Q (905.693458 sec): 3 clusters Score: Raw -175108.032913 + Penalty 759.436444 = -174348.596469 nChanged 6 SP:Iteration 62Q (905.732516 sec): 3 clusters Score: Raw -175108.656053 + Penalty 759.436444 = -174349.219609 nChanged 9 SP:Iteration 63Q (905.788903 sec): 3 clusters Score: Raw -175109.945811 + Penalty 759.436444 = -174350.509367 nChanged 15 SP:Iteration 64Q (905.827503 sec): 3 clusters Score: Raw -175111.875510 + Penalty 759.436444 = -174352.439066 nChanged 12 SP:Iteration 65Q (905.872927 sec): 3 clusters Score: Raw -175113.260109 + Penalty 759.436444 = -174353.823665 nChanged 17 SP:Iteration 66Q (905.918942 sec): 3 clusters Score: Raw -175115.538908 + Penalty 759.436444 = -174356.102464 nChanged 13 SP:Iteration 67Q (905.973639 sec): 3 clusters Score: Raw -175117.744005 + Penalty 759.436444 = -174358.307561 nChanged 21 SP:Iteration 68Q (906.009900 sec): 3 clusters Score: Raw -175122.365575 + Penalty 759.436444 = -174362.929131 nChanged 29 SP:Iteration 69Q (906.062344 sec): 3 clusters Score: Raw -175126.930784 + Penalty 759.436444 = -174367.494340 nChanged 21 SP:Iteration 70Q (906.116056 sec): 3 clusters Score: Raw -175131.317549 + Penalty 759.436444 = -174371.881105 nChanged 31 SP:Iteration 71Q (906.165269 sec): 3 clusters Score: Raw -175138.962649 + Penalty 759.436444 = -174379.526205 nChanged 31 SP:Iteration 72Q (906.217154 sec): 3 clusters Score: Raw -175147.264423 + Penalty 759.436444 = -174387.827979 nChanged 29 SP:Iteration 73Q (906.265044 sec): 3 clusters Score: Raw -175153.964031 + Penalty 759.436444 = -174394.527587 nChanged 36 SP:Iteration 74Q (906.313633 sec): 3 clusters Score: Raw -175164.150823 + Penalty 759.436444 = -174404.714379 nChanged 46 SP:Iteration 75Q (906.366102 sec): 3 clusters Score: Raw -175179.556529 + Penalty 759.436444 = -174420.120085 nChanged 46 SP:Iteration 76Q (906.415068 sec): 3 clusters Score: Raw -175194.531095 + Penalty 759.436444 = -174435.094651 nChanged 43 SP:Iteration 77Q (906.453519 sec): 3 clusters Score: Raw -175208.040324 + Penalty 759.436444 = -174448.603880 nChanged 48 SP:Iteration 78Q (906.501989 sec): 3 clusters Score: Raw -175223.082345 + Penalty 759.436444 = -174463.645901 nChanged 44 SP:Iteration 79Q (906.557379 sec): 3 clusters Score: Raw -175238.643682 + Penalty 759.436444 = -174479.207238 nChanged 40 SP:Iteration 80F (906.607911 sec): 3 clusters Score: Raw -175253.060843 + Penalty 759.436444 = -174493.624399 nChanged 40 SP:Iteration 81Q (906.655496 sec): 3 clusters Score: Raw -175264.369079 + Penalty 759.436444 = -174504.932635 nChanged 36 SP:Iteration 82Q (906.704089 sec): 3 clusters Score: Raw -175277.117681 + Penalty 759.436444 = -174517.681237 nChanged 41 SP:Iteration 83Q (906.757629 sec): 3 clusters Score: Raw -175294.328889 + Penalty 759.436444 = -174534.892445 nChanged 42 SP:Iteration 84Q (906.794499 sec): 3 clusters Score: Raw -175312.202147 + Penalty 759.436444 = -174552.765703 nChanged 48 SP:Iteration 85Q (906.840663 sec): 3 clusters Score: Raw -175337.589049 + Penalty 759.436444 = -174578.152605 nChanged 59 SP:Iteration 86Q (906.888292 sec): 3 clusters Score: Raw -175367.620842 + Penalty 759.436444 = -174608.184398 nChanged 54 SP:Iteration 87Q (906.927555 sec): 3 clusters Score: Raw -175392.119737 + Penalty 759.436444 = -174632.683293 nChanged 37 SP:Iteration 88Q (906.966292 sec): 3 clusters Score: Raw -175408.788098 + Penalty 759.436444 = -174649.351654 nChanged 34 SP:Iteration 89Q (907.017316 sec): 3 clusters Score: Raw -175421.354066 + Penalty 759.436444 = -174661.917622 nChanged 29 SP:Iteration 90Q (907.055242 sec): 3 clusters Score: Raw -175434.669632 + Penalty 759.436444 = -174675.233188 nChanged 25 SP:Iteration 91Q (907.101654 sec): 3 clusters Score: Raw -175446.015222 + Penalty 759.436444 = -174686.578778 nChanged 23 SP:Iteration 92Q (907.152387 sec): 3 clusters Score: Raw -175458.109615 + Penalty 759.436444 = -174698.673171 nChanged 21 SP:Iteration 93Q (907.186521 sec): 3 clusters Score: Raw -175472.296544 + Penalty 759.436444 = -174712.860100 nChanged 16 SP:Iteration 94Q (907.227491 sec): 3 clusters Score: Raw -175486.276450 + Penalty 759.436444 = -174726.840006 nChanged 16 SP:Iteration 95Q (907.279061 sec): 3 clusters Score: Raw -175497.603335 + Penalty 759.436444 = -174738.166891 nChanged 12 SP:Iteration 96Q (907.334027 sec): 3 clusters Score: Raw -175502.968269 + Penalty 759.436444 = -174743.531825 nChanged 8 SP:Iteration 97Q (907.370346 sec): 3 clusters Score: Raw -175506.005126 + Penalty 759.436444 = -174746.568682 nChanged 7 SP:Iteration 98Q (907.419401 sec): 3 clusters Score: Raw -175507.662396 + Penalty 759.436444 = -174748.225953 nChanged 3 SP:Iteration 99Q (907.467647 sec): 3 clusters Score: Raw -175508.765835 + Penalty 759.436444 = -174749.329391 nChanged 4 SP:Iteration 100F (907.521167 sec): 3 clusters Score: Raw -175509.935613 + Penalty 759.436444 = -174750.499169 nChanged 5 SP:Iteration 101Q (907.564096 sec): 3 clusters Score: Raw -175512.179987 + Penalty 759.436444 = -174752.743543 nChanged 7 SP:Iteration 102Q (907.625137 sec): 3 clusters Score: Raw -175515.577351 + Penalty 759.436444 = -174756.140907 nChanged 9 SP:Iteration 103Q (907.677577 sec): 3 clusters Score: Raw -175520.552135 + Penalty 759.436444 = -174761.115691 nChanged 7 SP:Iteration 104Q (907.718344 sec): 3 clusters Score: Raw -175524.622828 + Penalty 759.436444 = -174765.186384 nChanged 9 SP:Iteration 105Q (907.772054 sec): 3 clusters Score: Raw -175530.103220 + Penalty 759.436444 = -174770.666776 nChanged 6 SP:Iteration 106Q (907.820518 sec): 3 clusters Score: Raw -175533.541068 + Penalty 759.436444 = -174774.104624 nChanged 6 SP:Iteration 107Q (907.866877 sec): 3 clusters Score: Raw -175537.431983 + Penalty 759.436444 = -174777.995539 nChanged 4 SP:Iteration 108Q (907.913022 sec): 3 clusters Score: Raw -175538.537038 + Penalty 759.436444 = -174779.100594 nChanged 5 SP:Iteration 109Q (907.959326 sec): 3 clusters Score: Raw -175542.060290 + Penalty 759.436444 = -174782.623846 nChanged 4 SP:Iteration 110Q (908.006192 sec): 3 clusters Score: Raw -175543.177115 + Penalty 759.436444 = -174783.740671 nChanged 2 SP:Iteration 111Q (908.051926 sec): 3 clusters Score: Raw -175543.367119 + Penalty 759.436444 = -174783.930675 nChanged 0 SP:Iteration 112F (908.099219 sec): 3 clusters Score: Raw -175543.367119 + Penalty 759.436444 = -174783.930675 nChanged 0 Trying to split cluster 37 (938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (908.122915 sec): 2 clusters Score: Raw -34882.546297 + Penalty 311.390623 = -34571.155674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (908.159661 sec): 3 clusters Score: Raw -34434.226761 + Penalty 622.781245 = -33811.445516 nChanged 373 SP:Iteration 1F (908.199308 sec): 3 clusters Score: Raw -34651.685550 + Penalty 622.781245 = -34028.904305 nChanged 82 SP:Iteration 2F (908.242205 sec): 3 clusters Score: Raw -34702.189181 + Penalty 622.781245 = -34079.407936 nChanged 41 SP:Iteration 3Q (908.285895 sec): 3 clusters Score: Raw -34724.669352 + Penalty 622.781245 = -34101.888106 nChanged 31 SP:Iteration 4Q (908.331609 sec): 3 clusters Score: Raw -34741.239253 + Penalty 622.781245 = -34118.458007 nChanged 25 SP:Iteration 5Q (908.377039 sec): 3 clusters Score: Raw -34754.734115 + Penalty 622.781245 = -34131.952870 nChanged 24 SP:Iteration 6Q (908.422308 sec): 3 clusters Score: Raw -34767.457906 + Penalty 622.781245 = -34144.676661 nChanged 14 SP:Iteration 7Q (908.474218 sec): 3 clusters Score: Raw -34774.253336 + Penalty 622.781245 = -34151.472091 nChanged 14 SP:Iteration 8Q (908.521805 sec): 3 clusters Score: Raw -34783.309896 + Penalty 622.781245 = -34160.528651 nChanged 19 SP:Iteration 9Q (908.563985 sec): 3 clusters Score: Raw -34792.720905 + Penalty 622.781245 = -34169.939660 nChanged 18 SP:Iteration 10Q (908.620545 sec): 3 clusters Score: Raw -34810.047805 + Penalty 622.781245 = -34187.266559 nChanged 19 SP:Iteration 11Q (908.663566 sec): 3 clusters Score: Raw -34821.991879 + Penalty 622.781245 = -34199.210634 nChanged 21 SP:Iteration 12Q (908.708476 sec): 3 clusters Score: Raw -34837.741560 + Penalty 622.781245 = -34214.960315 nChanged 21 SP:Iteration 13Q (908.764028 sec): 3 clusters Score: Raw -34855.227373 + Penalty 622.781245 = -34232.446128 nChanged 11 SP:Iteration 14Q (908.800203 sec): 3 clusters Score: Raw -34862.877057 + Penalty 622.781245 = -34240.095811 nChanged 12 SP:Iteration 15Q (908.856652 sec): 3 clusters Score: Raw -34876.376872 + Penalty 622.781245 = -34253.595627 nChanged 13 SP:Iteration 16Q (908.903413 sec): 3 clusters Score: Raw -34888.383958 + Penalty 622.781245 = -34265.602713 nChanged 13 SP:Iteration 17Q (908.957918 sec): 3 clusters Score: Raw -34896.241660 + Penalty 622.781245 = -34273.460415 nChanged 10 SP:Iteration 18Q (909.009038 sec): 3 clusters Score: Raw -34903.515529 + Penalty 622.781245 = -34280.734283 nChanged 9 SP:Iteration 19Q (909.051883 sec): 3 clusters Score: Raw -34907.176905 + Penalty 622.781245 = -34284.395660 nChanged 6 SP:Iteration 20F (909.099636 sec): 3 clusters Score: Raw -34909.578916 + Penalty 622.781245 = -34286.797671 nChanged 7 SP:Iteration 21Q (909.146591 sec): 3 clusters Score: Raw -34912.330037 + Penalty 622.781245 = -34289.548792 nChanged 5 SP:Iteration 22Q (909.196082 sec): 3 clusters Score: Raw -34914.175987 + Penalty 622.781245 = -34291.394742 nChanged 5 SP:Iteration 23Q (909.247271 sec): 3 clusters Score: Raw -34915.779948 + Penalty 622.781245 = -34292.998703 nChanged 7 SP:Iteration 24Q (909.302101 sec): 3 clusters Score: Raw -34919.263991 + Penalty 622.781245 = -34296.482746 nChanged 7 SP:Iteration 25Q (909.355233 sec): 3 clusters Score: Raw -34924.858166 + Penalty 622.781245 = -34302.076921 nChanged 11 SP:Iteration 26Q (909.407566 sec): 3 clusters Score: Raw -34935.554694 + Penalty 622.781245 = -34312.773448 nChanged 5 SP:Iteration 27Q (909.455072 sec): 3 clusters Score: Raw -34939.676133 + Penalty 622.781245 = -34316.894887 nChanged 4 SP:Iteration 28Q (909.505396 sec): 3 clusters Score: Raw -34941.076859 + Penalty 622.781245 = -34318.295614 nChanged 3 SP:Iteration 29Q (909.554660 sec): 3 clusters Score: Raw -34945.589986 + Penalty 622.781245 = -34322.808741 nChanged 3 SP:Iteration 30Q (909.604053 sec): 3 clusters Score: Raw -34947.897761 + Penalty 622.781245 = -34325.116516 nChanged 1 SP:Iteration 31Q (909.656048 sec): 3 clusters Score: Raw -34949.053228 + Penalty 622.781245 = -34326.271982 nChanged 2 SP:Iteration 32Q (909.701030 sec): 3 clusters Score: Raw -34951.999572 + Penalty 622.781245 = -34329.218327 nChanged 2 SP:Iteration 33Q (909.747927 sec): 3 clusters Score: Raw -34953.459522 + Penalty 622.781245 = -34330.678277 nChanged 5 SP:Iteration 34Q (909.786254 sec): 3 clusters Score: Raw -34960.323100 + Penalty 622.781245 = -34337.541855 nChanged 2 SP:Iteration 35Q (909.833478 sec): 3 clusters Score: Raw -34961.520734 + Penalty 622.781245 = -34338.739489 nChanged 0 SP:Iteration 36F (909.889422 sec): 3 clusters Score: Raw -34961.520734 + Penalty 622.781245 = -34338.739489 nChanged 0 Trying to split cluster 38 (769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (909.903245 sec): 2 clusters Score: Raw -32797.105434 + Penalty 302.351639 = -32494.753795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (909.955833 sec): 3 clusters Score: Raw -32462.571872 + Penalty 604.703278 = -31857.868594 nChanged 273 SP:Iteration 1F (910.000424 sec): 3 clusters Score: Raw -32618.027565 + Penalty 604.703278 = -32013.324287 nChanged 50 SP:Iteration 2F (910.047341 sec): 3 clusters Score: Raw -32645.194184 + Penalty 604.703278 = -32040.490905 nChanged 32 SP:Iteration 3Q (910.097322 sec): 3 clusters Score: Raw -32659.823180 + Penalty 604.703278 = -32055.119902 nChanged 16 SP:Iteration 4Q (910.146864 sec): 3 clusters Score: Raw -32668.700652 + Penalty 604.703278 = -32063.997373 nChanged 16 SP:Iteration 5Q (910.197516 sec): 3 clusters Score: Raw -32675.449795 + Penalty 604.703278 = -32070.746517 nChanged 13 SP:Iteration 6Q (910.247489 sec): 3 clusters Score: Raw -32680.831150 + Penalty 604.703278 = -32076.127871 nChanged 9 SP:Iteration 7Q (910.295871 sec): 3 clusters Score: Raw -32686.607403 + Penalty 604.703278 = -32081.904125 nChanged 11 SP:Iteration 8Q (910.346045 sec): 3 clusters Score: Raw -32690.058548 + Penalty 604.703278 = -32085.355270 nChanged 7 SP:Iteration 9Q (910.395343 sec): 3 clusters Score: Raw -32693.965900 + Penalty 604.703278 = -32089.262622 nChanged 12 SP:Iteration 10Q (910.445198 sec): 3 clusters Score: Raw -32702.318345 + Penalty 604.703278 = -32097.615067 nChanged 14 SP:Iteration 11Q (910.495992 sec): 3 clusters Score: Raw -32707.330401 + Penalty 604.703278 = -32102.627122 nChanged 13 SP:Iteration 12Q (910.545824 sec): 3 clusters Score: Raw -32712.304038 + Penalty 604.703278 = -32107.600760 nChanged 20 SP:Iteration 13Q (910.599216 sec): 3 clusters Score: Raw -32719.974473 + Penalty 604.703278 = -32115.271195 nChanged 19 SP:Iteration 14Q (910.647281 sec): 3 clusters Score: Raw -32729.387223 + Penalty 604.703278 = -32124.683944 nChanged 14 SP:Iteration 15Q (910.696424 sec): 3 clusters Score: Raw -32733.868523 + Penalty 604.703278 = -32129.165245 nChanged 11 SP:Iteration 16Q (910.737908 sec): 3 clusters Score: Raw -32737.961984 + Penalty 604.703278 = -32133.258706 nChanged 18 SP:Iteration 17Q (910.789529 sec): 3 clusters Score: Raw -32744.856407 + Penalty 604.703278 = -32140.153129 nChanged 15 SP:Iteration 18Q (910.834045 sec): 3 clusters Score: Raw -32751.751132 + Penalty 604.703278 = -32147.047854 nChanged 13 SP:Iteration 19Q (910.879401 sec): 3 clusters Score: Raw -32758.193349 + Penalty 604.703278 = -32153.490071 nChanged 15 SP:Iteration 20F (910.926274 sec): 3 clusters Score: Raw -32765.626017 + Penalty 604.703278 = -32160.922739 nChanged 13 SP:Iteration 21Q (910.970903 sec): 3 clusters Score: Raw -32770.671147 + Penalty 604.703278 = -32165.967869 nChanged 4 SP:Iteration 22Q (911.028283 sec): 3 clusters Score: Raw -32772.107406 + Penalty 604.703278 = -32167.404127 nChanged 6 SP:Iteration 23Q (911.061399 sec): 3 clusters Score: Raw -32776.438944 + Penalty 604.703278 = -32171.735666 nChanged 3 SP:Iteration 24Q (911.114523 sec): 3 clusters Score: Raw -32778.526758 + Penalty 604.703278 = -32173.823480 nChanged 2 SP:Iteration 25Q (911.156545 sec): 3 clusters Score: Raw -32779.965873 + Penalty 604.703278 = -32175.262595 nChanged 5 SP:Iteration 26Q (911.213436 sec): 3 clusters Score: Raw -32783.318545 + Penalty 604.703278 = -32178.615267 nChanged 4 SP:Iteration 27Q (911.254047 sec): 3 clusters Score: Raw -32785.482679 + Penalty 604.703278 = -32180.779401 nChanged 5 SP:Iteration 28Q (911.306588 sec): 3 clusters Score: Raw -32790.971784 + Penalty 604.703278 = -32186.268506 nChanged 9 SP:Iteration 29Q (911.350928 sec): 3 clusters Score: Raw -32796.157137 + Penalty 604.703278 = -32191.453858 nChanged 3 SP:Iteration 30Q (911.399288 sec): 3 clusters Score: Raw -32799.621379 + Penalty 604.703278 = -32194.918101 nChanged 3 SP:Iteration 31Q (911.440003 sec): 3 clusters Score: Raw -32800.259951 + Penalty 604.703278 = -32195.556673 nChanged 1 SP:Iteration 32Q (911.487106 sec): 3 clusters Score: Raw -32800.380960 + Penalty 604.703278 = -32195.677682 nChanged 1 SP:Iteration 33Q (911.534219 sec): 3 clusters Score: Raw -32800.509386 + Penalty 604.703278 = -32195.806108 nChanged 1 SP:Iteration 34Q (911.575696 sec): 3 clusters Score: Raw -32800.595197 + Penalty 604.703278 = -32195.891919 nChanged 1 SP:Iteration 35Q (911.628878 sec): 3 clusters Score: Raw -32800.838299 + Penalty 604.703278 = -32196.135020 nChanged 1 SP:Iteration 36Q (911.681465 sec): 3 clusters Score: Raw -32800.941369 + Penalty 604.703278 = -32196.238091 nChanged 0 SP:Iteration 37F (911.717943 sec): 3 clusters Score: Raw -32800.941369 + Penalty 604.703278 = -32196.238091 nChanged 0 Trying to split cluster 39 (4644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (911.748760 sec): 2 clusters Score: Raw -192640.091381 + Penalty 384.171576 = -192255.919805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (911.792889 sec): 3 clusters Score: Raw -189942.938008 + Penalty 768.343152 = -189174.594856 nChanged 2025 SP:Iteration 1F (911.847463 sec): 3 clusters Score: Raw -191093.602535 + Penalty 768.343152 = -190325.259383 nChanged 276 SP:Iteration 2F (911.889210 sec): 3 clusters Score: Raw -191216.714228 + Penalty 768.343152 = -190448.371076 nChanged 231 SP:Iteration 3Q (911.951320 sec): 3 clusters Score: Raw -191328.756325 + Penalty 768.343152 = -190560.413173 nChanged 237 SP:Iteration 4F (912.004418 sec): 3 clusters Score: Raw -191467.196817 + Penalty 768.343152 = -190698.853665 nChanged 245 SP:Iteration 5F (912.047663 sec): 3 clusters Score: Raw -191632.686599 + Penalty 768.343152 = -190864.343447 nChanged 232 SP:Iteration 6Q (912.106904 sec): 3 clusters Score: Raw -191792.462454 + Penalty 768.343152 = -191024.119302 nChanged 245 SP:Iteration 7F (912.170529 sec): 3 clusters Score: Raw -191955.045148 + Penalty 768.343152 = -191186.701996 nChanged 195 SP:Iteration 8Q (912.217780 sec): 3 clusters Score: Raw -192075.160331 + Penalty 768.343152 = -191306.817178 nChanged 155 SP:Iteration 9Q (912.269339 sec): 3 clusters Score: Raw -192145.367409 + Penalty 768.343152 = -191377.024257 nChanged 120 SP:Iteration 10Q (912.314655 sec): 3 clusters Score: Raw -192199.425388 + Penalty 768.343152 = -191431.082236 nChanged 95 SP:Iteration 11Q (912.355569 sec): 3 clusters Score: Raw -192241.556844 + Penalty 768.343152 = -191473.213692 nChanged 104 SP:Iteration 12Q (912.400422 sec): 3 clusters Score: Raw -192282.252819 + Penalty 768.343152 = -191513.909667 nChanged 90 SP:Iteration 13Q (912.451426 sec): 3 clusters Score: Raw -192314.517488 + Penalty 768.343152 = -191546.174336 nChanged 67 SP:Iteration 14Q (912.498229 sec): 3 clusters Score: Raw -192339.486117 + Penalty 768.343152 = -191571.142965 nChanged 48 SP:Iteration 15Q (912.551360 sec): 3 clusters Score: Raw -192355.186545 + Penalty 768.343152 = -191586.843393 nChanged 53 SP:Iteration 16Q (912.603893 sec): 3 clusters Score: Raw -192370.175889 + Penalty 768.343152 = -191601.832737 nChanged 59 SP:Iteration 17Q (912.650775 sec): 3 clusters Score: Raw -192381.183363 + Penalty 768.343152 = -191612.840210 nChanged 44 SP:Iteration 18Q (912.699551 sec): 3 clusters Score: Raw -192390.818622 + Penalty 768.343152 = -191622.475470 nChanged 28 SP:Iteration 19Q (912.739762 sec): 3 clusters Score: Raw -192395.276068 + Penalty 768.343152 = -191626.932916 nChanged 26 SP:Iteration 20F (912.785379 sec): 3 clusters Score: Raw -192399.448674 + Penalty 768.343152 = -191631.105521 nChanged 28 SP:Iteration 21Q (912.840461 sec): 3 clusters Score: Raw -192404.008201 + Penalty 768.343152 = -191635.665049 nChanged 32 SP:Iteration 22Q (912.888973 sec): 3 clusters Score: Raw -192409.897285 + Penalty 768.343152 = -191641.554133 nChanged 36 SP:Iteration 23Q (912.934625 sec): 3 clusters Score: Raw -192415.999939 + Penalty 768.343152 = -191647.656786 nChanged 27 SP:Iteration 24Q (912.979611 sec): 3 clusters Score: Raw -192420.040153 + Penalty 768.343152 = -191651.697001 nChanged 19 SP:Iteration 25Q (913.026838 sec): 3 clusters Score: Raw -192423.885754 + Penalty 768.343152 = -191655.542601 nChanged 24 SP:Iteration 26Q (913.082480 sec): 3 clusters Score: Raw -192429.087365 + Penalty 768.343152 = -191660.744213 nChanged 26 SP:Iteration 27Q (913.130729 sec): 3 clusters Score: Raw -192435.398126 + Penalty 768.343152 = -191667.054974 nChanged 30 SP:Iteration 28Q (913.176955 sec): 3 clusters Score: Raw -192442.451887 + Penalty 768.343152 = -191674.108735 nChanged 37 SP:Iteration 29Q (913.232867 sec): 3 clusters Score: Raw -192450.834248 + Penalty 768.343152 = -191682.491096 nChanged 42 SP:Iteration 30Q (913.279613 sec): 3 clusters Score: Raw -192460.794857 + Penalty 768.343152 = -191692.451705 nChanged 25 SP:Iteration 31Q (913.318252 sec): 3 clusters Score: Raw -192464.891000 + Penalty 768.343152 = -191696.547848 nChanged 23 SP:Iteration 32Q (913.368163 sec): 3 clusters Score: Raw -192469.484087 + Penalty 768.343152 = -191701.140935 nChanged 25 SP:Iteration 33Q (913.426005 sec): 3 clusters Score: Raw -192472.931092 + Penalty 768.343152 = -191704.587940 nChanged 25 SP:Iteration 34Q (913.466964 sec): 3 clusters Score: Raw -192477.318618 + Penalty 768.343152 = -191708.975466 nChanged 25 SP:Iteration 35Q (913.513304 sec): 3 clusters Score: Raw -192481.762260 + Penalty 768.343152 = -191713.419108 nChanged 25 SP:Iteration 36Q (913.551974 sec): 3 clusters Score: Raw -192487.601764 + Penalty 768.343152 = -191719.258612 nChanged 30 SP:Iteration 37Q (913.597667 sec): 3 clusters Score: Raw -192495.054971 + Penalty 768.343152 = -191726.711819 nChanged 38 SP:Iteration 38Q (913.647318 sec): 3 clusters Score: Raw -192505.600658 + Penalty 768.343152 = -191737.257506 nChanged 46 SP:Iteration 39Q (913.692744 sec): 3 clusters Score: Raw -192520.321418 + Penalty 768.343152 = -191751.978266 nChanged 42 SP:Iteration 40F (913.751179 sec): 3 clusters Score: Raw -192530.415585 + Penalty 768.343152 = -191762.072432 nChanged 40 SP:Iteration 41Q (913.784688 sec): 3 clusters Score: Raw -192542.685492 + Penalty 768.343152 = -191774.342340 nChanged 43 SP:Iteration 42Q (913.837803 sec): 3 clusters Score: Raw -192554.476905 + Penalty 768.343152 = -191786.133753 nChanged 38 SP:Iteration 43Q (913.885807 sec): 3 clusters Score: Raw -192564.893944 + Penalty 768.343152 = -191796.550792 nChanged 41 SP:Iteration 44Q (913.935785 sec): 3 clusters Score: Raw -192573.170238 + Penalty 768.343152 = -191804.827086 nChanged 33 SP:Iteration 45Q (913.973941 sec): 3 clusters Score: Raw -192580.008850 + Penalty 768.343152 = -191811.665697 nChanged 31 SP:Iteration 46Q (914.027576 sec): 3 clusters Score: Raw -192586.741724 + Penalty 768.343152 = -191818.398571 nChanged 26 SP:Iteration 47Q (914.066984 sec): 3 clusters Score: Raw -192592.129134 + Penalty 768.343152 = -191823.785982 nChanged 26 SP:Iteration 48Q (914.118253 sec): 3 clusters Score: Raw -192598.048390 + Penalty 768.343152 = -191829.705237 nChanged 31 SP:Iteration 49Q (914.174713 sec): 3 clusters Score: Raw -192606.450776 + Penalty 768.343152 = -191838.107623 nChanged 30 SP:Iteration 50Q (914.226504 sec): 3 clusters Score: Raw -192612.087495 + Penalty 768.343152 = -191843.744343 nChanged 28 SP:Iteration 51Q (914.275825 sec): 3 clusters Score: Raw -192620.105402 + Penalty 768.343152 = -191851.762250 nChanged 26 SP:Iteration 52Q (914.317791 sec): 3 clusters Score: Raw -192628.963365 + Penalty 768.343152 = -191860.620213 nChanged 38 SP:Iteration 53Q (914.357542 sec): 3 clusters Score: Raw -192642.219597 + Penalty 768.343152 = -191873.876445 nChanged 37 SP:Iteration 54Q (914.417077 sec): 3 clusters Score: Raw -192655.317433 + Penalty 768.343152 = -191886.974281 nChanged 35 SP:Iteration 55Q (914.463695 sec): 3 clusters Score: Raw -192667.766416 + Penalty 768.343152 = -191899.423264 nChanged 48 SP:Iteration 56Q (914.503975 sec): 3 clusters Score: Raw -192685.462196 + Penalty 768.343152 = -191917.119044 nChanged 43 SP:Iteration 57Q (914.552188 sec): 3 clusters Score: Raw -192708.317241 + Penalty 768.343152 = -191939.974089 nChanged 42 SP:Iteration 58Q (914.602035 sec): 3 clusters Score: Raw -192731.596209 + Penalty 768.343152 = -191963.253057 nChanged 47 SP:Iteration 59Q (914.642374 sec): 3 clusters Score: Raw -192760.960985 + Penalty 768.343152 = -191992.617833 nChanged 52 SP:Iteration 60F (914.702711 sec): 3 clusters Score: Raw -192795.375857 + Penalty 768.343152 = -192027.032704 nChanged 44 SP:Iteration 61Q (914.743176 sec): 3 clusters Score: Raw -192827.862188 + Penalty 768.343152 = -192059.519036 nChanged 35 SP:Iteration 62Q (914.797474 sec): 3 clusters Score: Raw -192849.933050 + Penalty 768.343152 = -192081.589898 nChanged 31 SP:Iteration 63Q (914.851009 sec): 3 clusters Score: Raw -192868.053343 + Penalty 768.343152 = -192099.710191 nChanged 27 SP:Iteration 64Q (914.902677 sec): 3 clusters Score: Raw -192881.416410 + Penalty 768.343152 = -192113.073258 nChanged 19 SP:Iteration 65Q (914.950838 sec): 3 clusters Score: Raw -192890.798400 + Penalty 768.343152 = -192122.455248 nChanged 23 SP:Iteration 66Q (914.983926 sec): 3 clusters Score: Raw -192906.227972 + Penalty 768.343152 = -192137.884820 nChanged 16 SP:Iteration 67Q (915.040391 sec): 3 clusters Score: Raw -192914.455711 + Penalty 768.343152 = -192146.112559 nChanged 13 SP:Iteration 68Q (915.088325 sec): 3 clusters Score: Raw -192924.476832 + Penalty 768.343152 = -192156.133680 nChanged 14 SP:Iteration 69Q (915.133548 sec): 3 clusters Score: Raw -192929.723803 + Penalty 768.343152 = -192161.380651 nChanged 6 SP:Iteration 70Q (915.186128 sec): 3 clusters Score: Raw -192932.399979 + Penalty 768.343152 = -192164.056827 nChanged 6 SP:Iteration 71Q (915.229276 sec): 3 clusters Score: Raw -192934.313268 + Penalty 768.343152 = -192165.970115 nChanged 8 SP:Iteration 72Q (915.284243 sec): 3 clusters Score: Raw -192937.228798 + Penalty 768.343152 = -192168.885646 nChanged 8 SP:Iteration 73Q (915.334420 sec): 3 clusters Score: Raw -192942.071413 + Penalty 768.343152 = -192173.728261 nChanged 9 SP:Iteration 74Q (915.386358 sec): 3 clusters Score: Raw -192944.969265 + Penalty 768.343152 = -192176.626113 nChanged 5 SP:Iteration 75Q (915.437041 sec): 3 clusters Score: Raw -192946.630306 + Penalty 768.343152 = -192178.287154 nChanged 2 SP:Iteration 76Q (915.487267 sec): 3 clusters Score: Raw -192946.884924 + Penalty 768.343152 = -192178.541772 nChanged 2 SP:Iteration 77Q (915.538755 sec): 3 clusters Score: Raw -192947.091270 + Penalty 768.343152 = -192178.748118 nChanged 1 SP:Iteration 78Q (915.587649 sec): 3 clusters Score: Raw -192947.399040 + Penalty 768.343152 = -192179.055887 nChanged 3 SP:Iteration 79Q (915.628272 sec): 3 clusters Score: Raw -192947.674539 + Penalty 768.343152 = -192179.331387 nChanged 2 SP:Iteration 80F (915.690125 sec): 3 clusters Score: Raw -192947.934345 + Penalty 768.343152 = -192179.591192 nChanged 1 SP:Iteration 81Q (915.731798 sec): 3 clusters Score: Raw -192948.426929 + Penalty 768.343152 = -192180.083777 nChanged 3 SP:Iteration 82Q (915.782241 sec): 3 clusters Score: Raw -192949.461546 + Penalty 768.343152 = -192181.118393 nChanged 1 SP:Iteration 83Q (915.841817 sec): 3 clusters Score: Raw -192950.499514 + Penalty 768.343152 = -192182.156362 nChanged 3 SP:Iteration 84Q (915.890888 sec): 3 clusters Score: Raw -192951.825525 + Penalty 768.343152 = -192183.482373 nChanged 2 SP:Iteration 85Q (915.945234 sec): 3 clusters Score: Raw -192952.287807 + Penalty 768.343152 = -192183.944654 nChanged 2 SP:Iteration 86Q (915.988312 sec): 3 clusters Score: Raw -192952.802789 + Penalty 768.343152 = -192184.459636 nChanged 0 SP:Iteration 87F (916.041493 sec): 3 clusters Score: Raw -192952.802789 + Penalty 768.343152 = -192184.459636 nChanged 0 Trying to split cluster 40 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (916.056970 sec): 2 clusters Score: Raw -10597.572236 + Penalty 251.589023 = -10345.983213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (916.108166 sec): 3 clusters Score: Raw -10507.955656 + Penalty 503.178047 = -10004.777609 nChanged 80 SP:Iteration 1F (916.154241 sec): 3 clusters Score: Raw -10573.215379 + Penalty 503.178047 = -10070.037332 nChanged 15 SP:Iteration 2F (916.196485 sec): 3 clusters Score: Raw -10591.314869 + Penalty 503.178047 = -10088.136822 nChanged 9 SP:Iteration 3Q (916.238804 sec): 3 clusters Score: Raw -10602.414151 + Penalty 503.178047 = -10099.236104 nChanged 6 SP:Iteration 4Q (916.280999 sec): 3 clusters Score: Raw -10609.595899 + Penalty 503.178047 = -10106.417852 nChanged 3 SP:Iteration 5Q (916.326860 sec): 3 clusters Score: Raw -10615.022513 + Penalty 503.178047 = -10111.844466 nChanged 1 SP:Iteration 6Q (916.370907 sec): 3 clusters Score: Raw -10618.202276 + Penalty 503.178047 = -10115.024229 nChanged 0 SP:Iteration 7F (916.407818 sec): 3 clusters Score: Raw -10618.202276 + Penalty 503.178047 = -10115.024229 nChanged 0 Iteration 259Q (918.309176 sec): 41 clusters Score: Raw -6290809.134717 + Penalty 21912.091398 = -6268897.043319 nChanged 81 Iteration 260F (921.252158 sec): 41 clusters Score: Raw -6290822.868084 + Penalty 21912.091398 = -6268910.776686 nChanged 86 Iteration 261Q (923.310517 sec): 41 clusters Score: Raw -6290835.039238 + Penalty 21912.091398 = -6268922.947840 nChanged 85 Iteration 262Q (925.435446 sec): 41 clusters Score: Raw -6290844.062469 + Penalty 21912.091398 = -6268931.971071 nChanged 77 Iteration 263Q (927.266243 sec): 41 clusters Score: Raw -6290851.718857 + Penalty 21912.091398 = -6268939.627459 nChanged 66 Iteration 264Q (929.285192 sec): 41 clusters Score: Raw -6290856.904866 + Penalty 21912.091398 = -6268944.813468 nChanged 64 Iteration 265Q (931.320876 sec): 41 clusters Score: Raw -6290862.179318 + Penalty 21912.091398 = -6268950.087920 nChanged 68 Iteration 266Q (933.346403 sec): 41 clusters Score: Raw -6290867.671417 + Penalty 21912.091398 = -6268955.580019 nChanged 63 Iteration 267Q (935.334134 sec): 41 clusters Score: Raw -6290872.550099 + Penalty 21912.091398 = -6268960.458701 nChanged 52 Iteration 268Q (937.423883 sec): 41 clusters Score: Raw -6290876.649560 + Penalty 21912.091398 = -6268964.558162 nChanged 48 Iteration 269Q (939.374510 sec): 41 clusters Score: Raw -6290880.731460 + Penalty 21912.091398 = -6268968.640062 nChanged 47 Iteration 270Q (941.345461 sec): 41 clusters Score: Raw -6290884.735955 + Penalty 21912.091398 = -6268972.644557 nChanged 47 Iteration 271Q (943.397096 sec): 41 clusters Score: Raw -6290887.996523 + Penalty 21912.091398 = -6268975.905125 nChanged 37 Iteration 272Q (945.266171 sec): 41 clusters Score: Raw -6290889.710907 + Penalty 21912.091398 = -6268977.619509 nChanged 29 Iteration 273Q (947.073075 sec): 41 clusters Score: Raw -6290891.322808 + Penalty 21912.091398 = -6268979.231410 nChanged 34 Iteration 274Q (949.070567 sec): 41 clusters Score: Raw -6290893.714184 + Penalty 21912.091398 = -6268981.622785 nChanged 35 Iteration 275Q (951.049837 sec): 41 clusters Score: Raw -6290896.234621 + Penalty 21912.091398 = -6268984.143223 nChanged 31 Iteration 276Q (953.069340 sec): 41 clusters Score: Raw -6290898.046127 + Penalty 21912.091398 = -6268985.954729 nChanged 24 Iteration 277Q (955.126589 sec): 41 clusters Score: Raw -6290899.309364 + Penalty 21912.091398 = -6268987.217966 nChanged 17 Iteration 278Q (957.284767 sec): 41 clusters Score: Raw -6290900.622042 + Penalty 21912.091398 = -6268988.530644 nChanged 17 Iteration 279Q (959.202893 sec): 41 clusters Score: Raw -6290901.666559 + Penalty 21912.091398 = -6268989.575161 nChanged 25 Iteration 280F (962.177281 sec): 41 clusters Score: Raw -6290903.418382 + Penalty 21912.091398 = -6268991.326984 nChanged 27 Iteration 281Q (964.005640 sec): 41 clusters Score: Raw -6290905.147781 + Penalty 21912.091398 = -6268993.056383 nChanged 20 Iteration 282Q (965.928133 sec): 41 clusters Score: Raw -6290906.399940 + Penalty 21912.091398 = -6268994.308542 nChanged 20 Iteration 283Q (967.836309 sec): 41 clusters Score: Raw -6290907.662419 + Penalty 21912.091398 = -6268995.571021 nChanged 14 Iteration 284Q (969.809563 sec): 41 clusters Score: Raw -6290908.060107 + Penalty 21912.091398 = -6268995.968709 nChanged 10 Iteration 285Q (971.738757 sec): 41 clusters Score: Raw -6290908.345886 + Penalty 21912.091398 = -6268996.254488 nChanged 6 Iteration 286Q (973.539095 sec): 41 clusters Score: Raw -6290908.560600 + Penalty 21912.091398 = -6268996.469202 nChanged 4 Iteration 287Q (975.353503 sec): 41 clusters Score: Raw -6290908.793675 + Penalty 21912.091398 = -6268996.702277 nChanged 3 Iteration 288Q (977.179515 sec): 41 clusters Score: Raw -6290908.936833 + Penalty 21912.091398 = -6268996.845435 nChanged 4 Iteration 289Q (978.993022 sec): 41 clusters Score: Raw -6290909.148592 + Penalty 21912.091398 = -6268997.057194 nChanged 7 Iteration 290Q (980.755205 sec): 41 clusters Score: Raw -6290909.406527 + Penalty 21912.091398 = -6268997.315129 nChanged 5 Iteration 291Q (982.496923 sec): 41 clusters Score: Raw -6290909.579051 + Penalty 21912.091398 = -6268997.487653 nChanged 1 Iteration 292Q (984.419101 sec): 41 clusters Score: Raw -6290909.593904 + Penalty 21912.091398 = -6268997.502506 nChanged 1 Iteration 293Q (986.202080 sec): 41 clusters Score: Raw -6290909.605720 + Penalty 21912.091398 = -6268997.514322 nChanged 1 Iteration 294Q (988.099888 sec): 41 clusters Score: Raw -6290909.634227 + Penalty 21912.091398 = -6268997.542829 nChanged 0 Iteration 295F (991.084683 sec): 41 clusters Score: Raw -6290909.634227 + Penalty 21912.091398 = -6268997.542829 nChanged 0 Compute initial score before splitting: Score: Raw -6290909.634227 + Penalty 21912.091398 = -6268997.542829 Trying to split cluster 1 (10699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (991.142513 sec): 2 clusters Score: Raw -409314.955736 + Penalty 422.144703 = -408892.811033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (991.197486 sec): 3 clusters Score: Raw -402708.067804 + Penalty 844.289406 = -401863.778398 nChanged 4925 SP:Iteration 1F (991.244585 sec): 3 clusters Score: Raw -405921.115331 + Penalty 844.289406 = -405076.825925 nChanged 798 SP:Iteration 2F (991.299340 sec): 3 clusters Score: Raw -406441.261911 + Penalty 844.289406 = -405596.972505 nChanged 808 SP:Iteration 3F (991.365945 sec): 3 clusters Score: Raw -407038.838469 + Penalty 844.289406 = -406194.549064 nChanged 700 SP:Iteration 4F (991.409968 sec): 3 clusters Score: Raw -407583.167736 + Penalty 844.289406 = -406738.878330 nChanged 557 SP:Iteration 5F (991.471450 sec): 3 clusters Score: Raw -407988.194368 + Penalty 844.289406 = -407143.904962 nChanged 383 SP:Iteration 6Q (991.533484 sec): 3 clusters Score: Raw -408237.734506 + Penalty 844.289406 = -407393.445101 nChanged 283 SP:Iteration 7Q (991.593551 sec): 3 clusters Score: Raw -408409.767494 + Penalty 844.289406 = -407565.478088 nChanged 242 SP:Iteration 8Q (991.649439 sec): 3 clusters Score: Raw -408572.286793 + Penalty 844.289406 = -407727.997387 nChanged 228 SP:Iteration 9Q (991.708695 sec): 3 clusters Score: Raw -408770.614189 + Penalty 844.289406 = -407926.324783 nChanged 224 SP:Iteration 10Q (991.761056 sec): 3 clusters Score: Raw -408960.164012 + Penalty 844.289406 = -408115.874606 nChanged 202 SP:Iteration 11Q (991.808386 sec): 3 clusters Score: Raw -409106.241060 + Penalty 844.289406 = -408261.951654 nChanged 160 SP:Iteration 12Q (991.870219 sec): 3 clusters Score: Raw -409189.646177 + Penalty 844.289406 = -408345.356771 nChanged 125 SP:Iteration 13Q (991.929391 sec): 3 clusters Score: Raw -409242.001569 + Penalty 844.289406 = -408397.712163 nChanged 91 SP:Iteration 14Q (991.985784 sec): 3 clusters Score: Raw -409272.904658 + Penalty 844.289406 = -408428.615252 nChanged 68 SP:Iteration 15Q (992.042456 sec): 3 clusters Score: Raw -409290.855088 + Penalty 844.289406 = -408446.565682 nChanged 50 SP:Iteration 16Q (992.088080 sec): 3 clusters Score: Raw -409300.249297 + Penalty 844.289406 = -408455.959891 nChanged 36 SP:Iteration 17Q (992.155741 sec): 3 clusters Score: Raw -409307.429172 + Penalty 844.289406 = -408463.139766 nChanged 36 SP:Iteration 18Q (992.199202 sec): 3 clusters Score: Raw -409316.766855 + Penalty 844.289406 = -408472.477449 nChanged 47 SP:Iteration 19Q (992.252480 sec): 3 clusters Score: Raw -409328.655653 + Penalty 844.289406 = -408484.366248 nChanged 48 SP:Iteration 20F (992.308560 sec): 3 clusters Score: Raw -409339.321896 + Penalty 844.289406 = -408495.032490 nChanged 46 SP:Iteration 21Q (992.361450 sec): 3 clusters Score: Raw -409351.586791 + Penalty 844.289406 = -408507.297385 nChanged 51 SP:Iteration 22Q (992.420984 sec): 3 clusters Score: Raw -409367.038497 + Penalty 844.289406 = -408522.749092 nChanged 49 SP:Iteration 23Q (992.470313 sec): 3 clusters Score: Raw -409381.287880 + Penalty 844.289406 = -408536.998474 nChanged 40 SP:Iteration 24Q (992.531105 sec): 3 clusters Score: Raw -409390.349380 + Penalty 844.289406 = -408546.059975 nChanged 31 SP:Iteration 25Q (992.581652 sec): 3 clusters Score: Raw -409397.364093 + Penalty 844.289406 = -408553.074687 nChanged 40 SP:Iteration 26Q (992.634894 sec): 3 clusters Score: Raw -409407.437475 + Penalty 844.289406 = -408563.148069 nChanged 45 SP:Iteration 27Q (992.678809 sec): 3 clusters Score: Raw -409419.050815 + Penalty 844.289406 = -408574.761409 nChanged 49 SP:Iteration 28Q (992.728652 sec): 3 clusters Score: Raw -409430.438948 + Penalty 844.289406 = -408586.149543 nChanged 30 SP:Iteration 29Q (992.785007 sec): 3 clusters Score: Raw -409435.664451 + Penalty 844.289406 = -408591.375045 nChanged 21 SP:Iteration 30Q (992.832568 sec): 3 clusters Score: Raw -409438.689767 + Penalty 844.289406 = -408594.400361 nChanged 18 SP:Iteration 31Q (992.885034 sec): 3 clusters Score: Raw -409441.911865 + Penalty 844.289406 = -408597.622459 nChanged 18 SP:Iteration 32Q (992.944714 sec): 3 clusters Score: Raw -409445.670063 + Penalty 844.289406 = -408601.380657 nChanged 16 SP:Iteration 33Q (992.994364 sec): 3 clusters Score: Raw -409448.635202 + Penalty 844.289406 = -408604.345796 nChanged 17 SP:Iteration 34Q (993.053713 sec): 3 clusters Score: Raw -409450.294635 + Penalty 844.289406 = -408606.005229 nChanged 11 SP:Iteration 35Q (993.095312 sec): 3 clusters Score: Raw -409451.715382 + Penalty 844.289406 = -408607.425976 nChanged 12 SP:Iteration 36Q (993.154825 sec): 3 clusters Score: Raw -409453.088715 + Penalty 844.289406 = -408608.799309 nChanged 11 SP:Iteration 37Q (993.211594 sec): 3 clusters Score: Raw -409454.310315 + Penalty 844.289406 = -408610.020909 nChanged 8 SP:Iteration 38Q (993.262981 sec): 3 clusters Score: Raw -409454.942937 + Penalty 844.289406 = -408610.653531 nChanged 4 SP:Iteration 39Q (993.311612 sec): 3 clusters Score: Raw -409455.203569 + Penalty 844.289406 = -408610.914163 nChanged 2 SP:Iteration 40F (993.373072 sec): 3 clusters Score: Raw -409455.244840 + Penalty 844.289406 = -408610.955434 nChanged 0 Trying to split cluster 2 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (993.401736 sec): 2 clusters Score: Raw -18771.471705 + Penalty 289.596159 = -18481.875546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (993.454296 sec): 3 clusters Score: Raw -18550.100340 + Penalty 579.192319 = -17970.908021 nChanged 215 SP:Iteration 1F (993.500531 sec): 3 clusters Score: Raw -18729.505338 + Penalty 579.192319 = -18150.313019 nChanged 60 SP:Iteration 2F (993.546899 sec): 3 clusters Score: Raw -18796.087441 + Penalty 579.192319 = -18216.895122 nChanged 37 SP:Iteration 3F (993.590317 sec): 3 clusters Score: Raw -18848.156805 + Penalty 579.192319 = -18268.964486 nChanged 31 SP:Iteration 4F (993.639228 sec): 3 clusters Score: Raw -18878.877926 + Penalty 579.192319 = -18299.685608 nChanged 24 SP:Iteration 5Q (993.681973 sec): 3 clusters Score: Raw -18898.055051 + Penalty 579.192319 = -18318.862733 nChanged 14 SP:Iteration 6Q (993.714476 sec): 3 clusters Score: Raw -18909.416865 + Penalty 579.192319 = -18330.224546 nChanged 16 SP:Iteration 7Q (993.759972 sec): 3 clusters Score: Raw -18918.427247 + Penalty 579.192319 = -18339.234928 nChanged 12 SP:Iteration 8Q (993.807182 sec): 3 clusters Score: Raw -18923.611553 + Penalty 579.192319 = -18344.419234 nChanged 5 SP:Iteration 9Q (993.848130 sec): 3 clusters Score: Raw -18925.875284 + Penalty 579.192319 = -18346.682965 nChanged 4 SP:Iteration 10Q (993.882769 sec): 3 clusters Score: Raw -18928.039326 + Penalty 579.192319 = -18348.847007 nChanged 2 SP:Iteration 11Q (993.925829 sec): 3 clusters Score: Raw -18928.695591 + Penalty 579.192319 = -18349.503272 nChanged 0 SP:Iteration 12F (993.967736 sec): 3 clusters Score: Raw -18928.695591 + Penalty 579.192319 = -18349.503272 nChanged 0 Trying to split cluster 3 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (993.986230 sec): 2 clusters Score: Raw -9050.656060 + Penalty 245.616403 = -8805.039657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (994.032013 sec): 3 clusters Score: Raw -8982.576658 + Penalty 491.232806 = -8491.343852 nChanged 55 SP:Iteration 1F (994.074410 sec): 3 clusters Score: Raw -9033.833318 + Penalty 491.232806 = -8542.600512 nChanged 12 SP:Iteration 2F (994.117110 sec): 3 clusters Score: Raw -9049.648332 + Penalty 491.232806 = -8558.415526 nChanged 5 SP:Iteration 3Q (994.155659 sec): 3 clusters Score: Raw -9053.387920 + Penalty 491.232806 = -8562.155114 nChanged 4 SP:Iteration 4Q (994.200225 sec): 3 clusters Score: Raw -9056.102986 + Penalty 491.232806 = -8564.870180 nChanged 6 SP:Iteration 5Q (994.241694 sec): 3 clusters Score: Raw -9060.790588 + Penalty 491.232806 = -8569.557782 nChanged 7 SP:Iteration 6Q (994.286070 sec): 3 clusters Score: Raw -9069.985800 + Penalty 491.232806 = -8578.752994 nChanged 4 SP:Iteration 7Q (994.317215 sec): 3 clusters Score: Raw -9073.662917 + Penalty 491.232806 = -8582.430111 nChanged 3 SP:Iteration 8Q (994.361646 sec): 3 clusters Score: Raw -9074.997113 + Penalty 491.232806 = -8583.764307 nChanged 2 SP:Iteration 9Q (994.406678 sec): 3 clusters Score: Raw -9077.117707 + Penalty 491.232806 = -8585.884901 nChanged 1 SP:Iteration 10Q (994.447101 sec): 3 clusters Score: Raw -9078.922994 + Penalty 491.232806 = -8587.690189 nChanged 3 SP:Iteration 11Q (994.488121 sec): 3 clusters Score: Raw -9085.886987 + Penalty 491.232806 = -8594.654181 nChanged 3 SP:Iteration 12Q (994.522619 sec): 3 clusters Score: Raw -9088.654807 + Penalty 491.232806 = -8597.422001 nChanged 1 SP:Iteration 13Q (994.563543 sec): 3 clusters Score: Raw -9090.030526 + Penalty 491.232806 = -8598.797720 nChanged 0 SP:Iteration 14F (994.608041 sec): 3 clusters Score: Raw -9090.030526 + Penalty 491.232806 = -8598.797720 nChanged 0 Trying to split cluster 4 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (994.627566 sec): 2 clusters Score: Raw -25851.813507 + Penalty 293.352417 = -25558.461090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (994.670201 sec): 3 clusters Score: Raw -25584.739349 + Penalty 586.704833 = -24998.034516 nChanged 223 SP:Iteration 1F (994.714659 sec): 3 clusters Score: Raw -25735.233836 + Penalty 586.704833 = -25148.529003 nChanged 49 SP:Iteration 2F (994.755560 sec): 3 clusters Score: Raw -25763.581476 + Penalty 586.704833 = -25176.876643 nChanged 30 SP:Iteration 3Q (994.803173 sec): 3 clusters Score: Raw -25783.526779 + Penalty 586.704833 = -25196.821946 nChanged 19 SP:Iteration 4Q (994.841234 sec): 3 clusters Score: Raw -25794.416838 + Penalty 586.704833 = -25207.712004 nChanged 14 SP:Iteration 5Q (994.879429 sec): 3 clusters Score: Raw -25803.864546 + Penalty 586.704833 = -25217.159713 nChanged 13 SP:Iteration 6Q (994.925442 sec): 3 clusters Score: Raw -25810.843867 + Penalty 586.704833 = -25224.139033 nChanged 7 SP:Iteration 7Q (994.976003 sec): 3 clusters Score: Raw -25814.405248 + Penalty 586.704833 = -25227.700415 nChanged 5 SP:Iteration 8Q (995.008822 sec): 3 clusters Score: Raw -25817.350880 + Penalty 586.704833 = -25230.646046 nChanged 2 SP:Iteration 9Q (995.054101 sec): 3 clusters Score: Raw -25818.141960 + Penalty 586.704833 = -25231.437126 nChanged 3 SP:Iteration 10Q (995.096987 sec): 3 clusters Score: Raw -25819.911257 + Penalty 586.704833 = -25233.206423 nChanged 2 SP:Iteration 11Q (995.141479 sec): 3 clusters Score: Raw -25820.854820 + Penalty 586.704833 = -25234.149986 nChanged 0 SP:Iteration 12F (995.173881 sec): 3 clusters Score: Raw -25820.854820 + Penalty 586.704833 = -25234.149986 nChanged 0 Trying to split cluster 5 (6057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (995.212457 sec): 2 clusters Score: Raw -251837.684762 + Penalty 396.258131 = -251441.426631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (995.260578 sec): 3 clusters Score: Raw -248169.121691 + Penalty 792.516262 = -247376.605430 nChanged 2740 SP:Iteration 1F (995.308570 sec): 3 clusters Score: Raw -249851.733468 + Penalty 792.516262 = -249059.217207 nChanged 413 SP:Iteration 2F (995.357342 sec): 3 clusters Score: Raw -250105.377245 + Penalty 792.516262 = -249312.860983 nChanged 413 SP:Iteration 3F (995.399998 sec): 3 clusters Score: Raw -250373.027296 + Penalty 792.516262 = -249580.511035 nChanged 399 SP:Iteration 4F (995.445536 sec): 3 clusters Score: Raw -250646.621724 + Penalty 792.516262 = -249854.105462 nChanged 341 SP:Iteration 5F (995.495062 sec): 3 clusters Score: Raw -250864.973278 + Penalty 792.516262 = -250072.457016 nChanged 302 SP:Iteration 6Q (995.544415 sec): 3 clusters Score: Raw -251033.686641 + Penalty 792.516262 = -250241.170380 nChanged 227 SP:Iteration 7Q (995.598966 sec): 3 clusters Score: Raw -251154.449219 + Penalty 792.516262 = -250361.932957 nChanged 201 SP:Iteration 8Q (995.641287 sec): 3 clusters Score: Raw -251259.073904 + Penalty 792.516262 = -250466.557642 nChanged 170 SP:Iteration 9Q (995.697869 sec): 3 clusters Score: Raw -251326.529717 + Penalty 792.516262 = -250534.013455 nChanged 125 SP:Iteration 10Q (995.751285 sec): 3 clusters Score: Raw -251360.620365 + Penalty 792.516262 = -250568.104104 nChanged 90 SP:Iteration 11Q (995.801957 sec): 3 clusters Score: Raw -251387.447452 + Penalty 792.516262 = -250594.931190 nChanged 66 SP:Iteration 12Q (995.847308 sec): 3 clusters Score: Raw -251405.059957 + Penalty 792.516262 = -250612.543696 nChanged 67 SP:Iteration 13Q (995.900847 sec): 3 clusters Score: Raw -251421.156522 + Penalty 792.516262 = -250628.640261 nChanged 60 SP:Iteration 14Q (995.956856 sec): 3 clusters Score: Raw -251434.377877 + Penalty 792.516262 = -250641.861615 nChanged 52 SP:Iteration 15Q (996.014229 sec): 3 clusters Score: Raw -251443.215062 + Penalty 792.516262 = -250650.698800 nChanged 45 SP:Iteration 16Q (996.063782 sec): 3 clusters Score: Raw -251450.866005 + Penalty 792.516262 = -250658.349743 nChanged 42 SP:Iteration 17Q (996.105324 sec): 3 clusters Score: Raw -251457.114866 + Penalty 792.516262 = -250664.598605 nChanged 39 SP:Iteration 18Q (996.161149 sec): 3 clusters Score: Raw -251463.928514 + Penalty 792.516262 = -250671.412253 nChanged 45 SP:Iteration 19Q (996.213864 sec): 3 clusters Score: Raw -251472.228137 + Penalty 792.516262 = -250679.711876 nChanged 39 SP:Iteration 20F (996.264099 sec): 3 clusters Score: Raw -251477.522161 + Penalty 792.516262 = -250685.005899 nChanged 25 SP:Iteration 21Q (996.307315 sec): 3 clusters Score: Raw -251482.044595 + Penalty 792.516262 = -250689.528334 nChanged 29 SP:Iteration 22Q (996.351891 sec): 3 clusters Score: Raw -251486.635239 + Penalty 792.516262 = -250694.118977 nChanged 24 SP:Iteration 23Q (996.415928 sec): 3 clusters Score: Raw -251489.365141 + Penalty 792.516262 = -250696.848880 nChanged 25 SP:Iteration 24Q (996.467841 sec): 3 clusters Score: Raw -251492.729175 + Penalty 792.516262 = -250700.212914 nChanged 35 SP:Iteration 25Q (996.516944 sec): 3 clusters Score: Raw -251498.372205 + Penalty 792.516262 = -250705.855944 nChanged 33 SP:Iteration 26Q (996.571177 sec): 3 clusters Score: Raw -251504.317657 + Penalty 792.516262 = -250711.801396 nChanged 39 SP:Iteration 27Q (996.627401 sec): 3 clusters Score: Raw -251509.707241 + Penalty 792.516262 = -250717.190980 nChanged 26 SP:Iteration 28Q (996.674339 sec): 3 clusters Score: Raw -251514.095728 + Penalty 792.516262 = -250721.579467 nChanged 37 SP:Iteration 29Q (996.720299 sec): 3 clusters Score: Raw -251521.478015 + Penalty 792.516262 = -250728.961753 nChanged 43 SP:Iteration 30Q (996.770330 sec): 3 clusters Score: Raw -251531.736552 + Penalty 792.516262 = -250739.220290 nChanged 68 SP:Iteration 31Q (996.818325 sec): 3 clusters Score: Raw -251548.442163 + Penalty 792.516262 = -250755.925902 nChanged 69 SP:Iteration 32Q (996.870533 sec): 3 clusters Score: Raw -251566.374667 + Penalty 792.516262 = -250773.858405 nChanged 73 SP:Iteration 33Q (996.925119 sec): 3 clusters Score: Raw -251588.763000 + Penalty 792.516262 = -250796.246738 nChanged 88 SP:Iteration 34Q (996.979855 sec): 3 clusters Score: Raw -251619.457461 + Penalty 792.516262 = -250826.941199 nChanged 80 SP:Iteration 35Q (997.032911 sec): 3 clusters Score: Raw -251649.983423 + Penalty 792.516262 = -250857.467162 nChanged 77 SP:Iteration 36Q (997.088272 sec): 3 clusters Score: Raw -251672.605903 + Penalty 792.516262 = -250880.089642 nChanged 68 SP:Iteration 37Q (997.133825 sec): 3 clusters Score: Raw -251693.892754 + Penalty 792.516262 = -250901.376493 nChanged 65 SP:Iteration 38Q (997.186655 sec): 3 clusters Score: Raw -251711.717869 + Penalty 792.516262 = -250919.201608 nChanged 68 SP:Iteration 39Q (997.235792 sec): 3 clusters Score: Raw -251730.783213 + Penalty 792.516262 = -250938.266951 nChanged 57 SP:Iteration 40F (997.285068 sec): 3 clusters Score: Raw -251745.537761 + Penalty 792.516262 = -250953.021500 nChanged 65 SP:Iteration 41Q (997.337977 sec): 3 clusters Score: Raw -251765.833243 + Penalty 792.516262 = -250973.316982 nChanged 73 SP:Iteration 42Q (997.378853 sec): 3 clusters Score: Raw -251787.654504 + Penalty 792.516262 = -250995.138242 nChanged 70 SP:Iteration 43Q (997.427527 sec): 3 clusters Score: Raw -251810.463547 + Penalty 792.516262 = -251017.947285 nChanged 65 SP:Iteration 44Q (997.488810 sec): 3 clusters Score: Raw -251840.967981 + Penalty 792.516262 = -251048.451719 nChanged 77 SP:Iteration 45Q (997.538667 sec): 3 clusters Score: Raw -251876.943879 + Penalty 792.516262 = -251084.427617 nChanged 63 SP:Iteration 46Q (997.590508 sec): 3 clusters Score: Raw -251906.568269 + Penalty 792.516262 = -251114.052008 nChanged 57 SP:Iteration 47Q (997.649575 sec): 3 clusters Score: Raw -251933.416290 + Penalty 792.516262 = -251140.900029 nChanged 48 SP:Iteration 48Q (997.686876 sec): 3 clusters Score: Raw -251950.398639 + Penalty 792.516262 = -251157.882377 nChanged 42 SP:Iteration 49Q (997.733032 sec): 3 clusters Score: Raw -251963.257918 + Penalty 792.516262 = -251170.741657 nChanged 40 SP:Iteration 50Q (997.777381 sec): 3 clusters Score: Raw -251977.139809 + Penalty 792.516262 = -251184.623548 nChanged 36 SP:Iteration 51Q (997.830083 sec): 3 clusters Score: Raw -251988.475015 + Penalty 792.516262 = -251195.958754 nChanged 36 SP:Iteration 52Q (997.872966 sec): 3 clusters Score: Raw -251998.041785 + Penalty 792.516262 = -251205.525523 nChanged 28 SP:Iteration 53Q (997.931618 sec): 3 clusters Score: Raw -252004.834125 + Penalty 792.516262 = -251212.317864 nChanged 27 SP:Iteration 54Q (997.976724 sec): 3 clusters Score: Raw -252010.657938 + Penalty 792.516262 = -251218.141677 nChanged 19 SP:Iteration 55Q (998.031071 sec): 3 clusters Score: Raw -252013.974841 + Penalty 792.516262 = -251221.458579 nChanged 19 SP:Iteration 56Q (998.079545 sec): 3 clusters Score: Raw -252016.891237 + Penalty 792.516262 = -251224.374976 nChanged 17 SP:Iteration 57Q (998.119320 sec): 3 clusters Score: Raw -252019.564738 + Penalty 792.516262 = -251227.048476 nChanged 19 SP:Iteration 58Q (998.175616 sec): 3 clusters Score: Raw -252022.398930 + Penalty 792.516262 = -251229.882668 nChanged 15 SP:Iteration 59Q (998.229866 sec): 3 clusters Score: Raw -252024.980209 + Penalty 792.516262 = -251232.463947 nChanged 21 SP:Iteration 60F (998.286160 sec): 3 clusters Score: Raw -252028.136080 + Penalty 792.516262 = -251235.619819 nChanged 14 SP:Iteration 61Q (998.342464 sec): 3 clusters Score: Raw -252030.968695 + Penalty 792.516262 = -251238.452434 nChanged 15 SP:Iteration 62Q (998.384772 sec): 3 clusters Score: Raw -252032.852645 + Penalty 792.516262 = -251240.336384 nChanged 14 SP:Iteration 63Q (998.442619 sec): 3 clusters Score: Raw -252034.966912 + Penalty 792.516262 = -251242.450650 nChanged 10 SP:Iteration 64Q (998.496865 sec): 3 clusters Score: Raw -252036.639026 + Penalty 792.516262 = -251244.122764 nChanged 8 SP:Iteration 65Q (998.539333 sec): 3 clusters Score: Raw -252037.821992 + Penalty 792.516262 = -251245.305730 nChanged 7 SP:Iteration 66Q (998.594391 sec): 3 clusters Score: Raw -252039.073872 + Penalty 792.516262 = -251246.557611 nChanged 10 SP:Iteration 67Q (998.641099 sec): 3 clusters Score: Raw -252041.325561 + Penalty 792.516262 = -251248.809299 nChanged 15 SP:Iteration 68Q (998.687091 sec): 3 clusters Score: Raw -252044.067690 + Penalty 792.516262 = -251251.551429 nChanged 9 SP:Iteration 69Q (998.737131 sec): 3 clusters Score: Raw -252045.203043 + Penalty 792.516262 = -251252.686781 nChanged 6 SP:Iteration 70Q (998.783940 sec): 3 clusters Score: Raw -252045.660488 + Penalty 792.516262 = -251253.144226 nChanged 2 SP:Iteration 71Q (998.838742 sec): 3 clusters Score: Raw -252045.755768 + Penalty 792.516262 = -251253.239507 nChanged 1 SP:Iteration 72Q (998.880271 sec): 3 clusters Score: Raw -252045.854336 + Penalty 792.516262 = -251253.338074 nChanged 2 SP:Iteration 73Q (998.938307 sec): 3 clusters Score: Raw -252046.170856 + Penalty 792.516262 = -251253.654594 nChanged 4 SP:Iteration 74Q (998.986290 sec): 3 clusters Score: Raw -252047.071168 + Penalty 792.516262 = -251254.554906 nChanged 6 SP:Iteration 75Q (999.036386 sec): 3 clusters Score: Raw -252048.068419 + Penalty 792.516262 = -251255.552158 nChanged 3 SP:Iteration 76Q (999.079478 sec): 3 clusters Score: Raw -252048.292342 + Penalty 792.516262 = -251255.776080 nChanged 2 SP:Iteration 77Q (999.133848 sec): 3 clusters Score: Raw -252048.591073 + Penalty 792.516262 = -251256.074812 nChanged 0 SP:Iteration 78F (999.185348 sec): 3 clusters Score: Raw -252048.591073 + Penalty 792.516262 = -251256.074812 nChanged 0 Trying to split cluster 6 (2084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (999.209802 sec): 2 clusters Score: Raw -85917.256312 + Penalty 347.713020 = -85569.543292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (999.260574 sec): 3 clusters Score: Raw -84760.661768 + Penalty 695.426041 = -84065.235727 nChanged 896 SP:Iteration 1F (999.310879 sec): 3 clusters Score: Raw -85277.155047 + Penalty 695.426041 = -84581.729006 nChanged 172 SP:Iteration 2F (999.364254 sec): 3 clusters Score: Raw -85383.297503 + Penalty 695.426041 = -84687.871462 nChanged 135 SP:Iteration 3F (999.415696 sec): 3 clusters Score: Raw -85468.060494 + Penalty 695.426041 = -84772.634453 nChanged 114 SP:Iteration 4F (999.461757 sec): 3 clusters Score: Raw -85540.717083 + Penalty 695.426041 = -84845.291042 nChanged 99 SP:Iteration 5Q (999.506289 sec): 3 clusters Score: Raw -85609.727255 + Penalty 695.426041 = -84914.301215 nChanged 97 SP:Iteration 6Q (999.554508 sec): 3 clusters Score: Raw -85693.699363 + Penalty 695.426041 = -84998.273323 nChanged 79 SP:Iteration 7Q (999.592172 sec): 3 clusters Score: Raw -85769.990968 + Penalty 695.426041 = -85074.564927 nChanged 63 SP:Iteration 8Q (999.637768 sec): 3 clusters Score: Raw -85825.941473 + Penalty 695.426041 = -85130.515433 nChanged 48 SP:Iteration 9Q (999.685561 sec): 3 clusters Score: Raw -85872.449663 + Penalty 695.426041 = -85177.023622 nChanged 33 SP:Iteration 10Q (999.729893 sec): 3 clusters Score: Raw -85906.905032 + Penalty 695.426041 = -85211.478991 nChanged 18 SP:Iteration 11Q (999.780587 sec): 3 clusters Score: Raw -85923.505412 + Penalty 695.426041 = -85228.079372 nChanged 9 SP:Iteration 12Q (999.817972 sec): 3 clusters Score: Raw -85931.493525 + Penalty 695.426041 = -85236.067484 nChanged 7 SP:Iteration 13Q (999.867740 sec): 3 clusters Score: Raw -85943.277225 + Penalty 695.426041 = -85247.851184 nChanged 6 SP:Iteration 14Q (999.915931 sec): 3 clusters Score: Raw -85951.720744 + Penalty 695.426041 = -85256.294703 nChanged 3 SP:Iteration 15Q (999.967438 sec): 3 clusters Score: Raw -85955.879914 + Penalty 695.426041 = -85260.453873 nChanged 0 SP:Iteration 16F (1000.006352 sec): 3 clusters Score: Raw -85955.879914 + Penalty 695.426041 = -85260.453873 nChanged 0 Trying to split cluster 7 (18297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1000.056502 sec): 2 clusters Score: Raw -743543.514658 + Penalty 446.559404 = -743096.955254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1000.110726 sec): 3 clusters Score: Raw -731950.636256 + Penalty 893.118808 = -731057.517449 nChanged 8617 SP:Iteration 1F (1000.176119 sec): 3 clusters Score: Raw -737227.991293 + Penalty 893.118808 = -736334.872486 nChanged 917 SP:Iteration 2F (1000.237241 sec): 3 clusters Score: Raw -737689.041870 + Penalty 893.118808 = -736795.923063 nChanged 1037 SP:Iteration 3F (1000.295349 sec): 3 clusters Score: Raw -738345.310722 + Penalty 893.118808 = -737452.191914 nChanged 1284 SP:Iteration 4F (1000.364884 sec): 3 clusters Score: Raw -739319.613530 + Penalty 893.118808 = -738426.494722 nChanged 1424 SP:Iteration 5F (1000.431154 sec): 3 clusters Score: Raw -740532.177599 + Penalty 893.118808 = -739639.058791 nChanged 1302 SP:Iteration 6F (1000.494015 sec): 3 clusters Score: Raw -741651.697685 + Penalty 893.118808 = -740758.578877 nChanged 996 SP:Iteration 7F (1000.555335 sec): 3 clusters Score: Raw -742502.598713 + Penalty 893.118808 = -741609.479905 nChanged 613 SP:Iteration 8Q (1000.609088 sec): 3 clusters Score: Raw -743007.018771 + Penalty 893.118808 = -742113.899963 nChanged 382 SP:Iteration 9Q (1000.664920 sec): 3 clusters Score: Raw -743313.660244 + Penalty 893.118808 = -742420.541437 nChanged 217 SP:Iteration 10Q (1000.720053 sec): 3 clusters Score: Raw -743482.306944 + Penalty 893.118808 = -742589.188137 nChanged 113 SP:Iteration 11Q (1000.773533 sec): 3 clusters Score: Raw -743549.443949 + Penalty 893.118808 = -742656.325141 nChanged 59 SP:Iteration 12Q (1000.834576 sec): 3 clusters Score: Raw -743583.164584 + Penalty 893.118808 = -742690.045776 nChanged 38 SP:Iteration 13Q (1000.896112 sec): 3 clusters Score: Raw -743608.280943 + Penalty 893.118808 = -742715.162136 nChanged 29 SP:Iteration 14Q (1000.944641 sec): 3 clusters Score: Raw -743625.474115 + Penalty 893.118808 = -742732.355307 nChanged 19 SP:Iteration 15Q (1001.016176 sec): 3 clusters Score: Raw -743637.622197 + Penalty 893.118808 = -742744.503389 nChanged 21 SP:Iteration 16Q (1001.075350 sec): 3 clusters Score: Raw -743650.088657 + Penalty 893.118808 = -742756.969849 nChanged 16 SP:Iteration 17Q (1001.131621 sec): 3 clusters Score: Raw -743660.843549 + Penalty 893.118808 = -742767.724742 nChanged 16 SP:Iteration 18Q (1001.193418 sec): 3 clusters Score: Raw -743669.409919 + Penalty 893.118808 = -742776.291111 nChanged 11 SP:Iteration 19Q (1001.241129 sec): 3 clusters Score: Raw -743676.105106 + Penalty 893.118808 = -742782.986299 nChanged 9 SP:Iteration 20F (1001.316362 sec): 3 clusters Score: Raw -743680.869141 + Penalty 893.118808 = -742787.750334 nChanged 5 SP:Iteration 21Q (1001.371050 sec): 3 clusters Score: Raw -743682.845510 + Penalty 893.118808 = -742789.726702 nChanged 0 SP:Iteration 22F (1001.424404 sec): 3 clusters Score: Raw -743682.845510 + Penalty 893.118808 = -742789.726702 nChanged 0 Trying to split cluster 8 (700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1001.451468 sec): 2 clusters Score: Raw -30326.594039 + Penalty 298.074155 = -30028.519883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1001.498008 sec): 3 clusters Score: Raw -30014.280674 + Penalty 596.148310 = -29418.132364 nChanged 254 SP:Iteration 1F (1001.547630 sec): 3 clusters Score: Raw -30168.756658 + Penalty 596.148310 = -29572.608348 nChanged 47 SP:Iteration 2F (1001.599421 sec): 3 clusters Score: Raw -30197.671060 + Penalty 596.148310 = -29601.522750 nChanged 20 SP:Iteration 3Q (1001.636739 sec): 3 clusters Score: Raw -30213.550742 + Penalty 596.148310 = -29617.402432 nChanged 28 SP:Iteration 4Q (1001.680112 sec): 3 clusters Score: Raw -30226.224387 + Penalty 596.148310 = -29630.076076 nChanged 16 SP:Iteration 5Q (1001.730670 sec): 3 clusters Score: Raw -30232.928401 + Penalty 596.148310 = -29636.780090 nChanged 16 SP:Iteration 6Q (1001.763053 sec): 3 clusters Score: Raw -30242.315713 + Penalty 596.148310 = -29646.167403 nChanged 14 SP:Iteration 7Q (1001.810256 sec): 3 clusters Score: Raw -30250.116589 + Penalty 596.148310 = -29653.968279 nChanged 10 SP:Iteration 8Q (1001.853602 sec): 3 clusters Score: Raw -30259.185911 + Penalty 596.148310 = -29663.037600 nChanged 9 SP:Iteration 9Q (1001.895998 sec): 3 clusters Score: Raw -30264.435145 + Penalty 596.148310 = -29668.286835 nChanged 13 SP:Iteration 10Q (1001.939378 sec): 3 clusters Score: Raw -30273.271053 + Penalty 596.148310 = -29677.122742 nChanged 10 SP:Iteration 11Q (1001.985063 sec): 3 clusters Score: Raw -30280.317716 + Penalty 596.148310 = -29684.169406 nChanged 10 SP:Iteration 12Q (1002.023268 sec): 3 clusters Score: Raw -30287.215037 + Penalty 596.148310 = -29691.066727 nChanged 8 SP:Iteration 13Q (1002.065979 sec): 3 clusters Score: Raw -30294.439245 + Penalty 596.148310 = -29698.290935 nChanged 9 SP:Iteration 14Q (1002.103949 sec): 3 clusters Score: Raw -30300.409851 + Penalty 596.148310 = -29704.261540 nChanged 10 SP:Iteration 15Q (1002.153645 sec): 3 clusters Score: Raw -30304.494639 + Penalty 596.148310 = -29708.346328 nChanged 2 SP:Iteration 16Q (1002.197195 sec): 3 clusters Score: Raw -30305.778854 + Penalty 596.148310 = -29709.630544 nChanged 1 SP:Iteration 17Q (1002.238736 sec): 3 clusters Score: Raw -30306.562295 + Penalty 596.148310 = -29710.413985 nChanged 2 SP:Iteration 18Q (1002.272633 sec): 3 clusters Score: Raw -30307.297363 + Penalty 596.148310 = -29711.149053 nChanged 4 SP:Iteration 19Q (1002.322797 sec): 3 clusters Score: Raw -30308.712248 + Penalty 596.148310 = -29712.563938 nChanged 4 SP:Iteration 20F (1002.369217 sec): 3 clusters Score: Raw -30310.365799 + Penalty 596.148310 = -29714.217488 nChanged 3 SP:Iteration 21Q (1002.405657 sec): 3 clusters Score: Raw -30310.694382 + Penalty 596.148310 = -29714.546071 nChanged 0 SP:Iteration 22F (1002.448028 sec): 3 clusters Score: Raw -30310.694382 + Penalty 596.148310 = -29714.546071 nChanged 0 Trying to split cluster 9 (5111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1002.481655 sec): 2 clusters Score: Raw -212973.098395 + Penalty 388.531341 = -212584.567054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1002.530434 sec): 3 clusters Score: Raw -209905.774295 + Penalty 777.062683 = -209128.711612 nChanged 2324 SP:Iteration 1F (1002.565235 sec): 3 clusters Score: Raw -211191.122654 + Penalty 777.062683 = -210414.059972 nChanged 305 SP:Iteration 2F (1002.613770 sec): 3 clusters Score: Raw -211337.685052 + Penalty 777.062683 = -210560.622369 nChanged 292 SP:Iteration 3F (1002.672219 sec): 3 clusters Score: Raw -211495.349768 + Penalty 777.062683 = -210718.287085 nChanged 284 SP:Iteration 4F (1002.720444 sec): 3 clusters Score: Raw -211664.248115 + Penalty 777.062683 = -210887.185433 nChanged 276 SP:Iteration 5F (1002.769043 sec): 3 clusters Score: Raw -211843.938257 + Penalty 777.062683 = -211066.875574 nChanged 293 SP:Iteration 6F (1002.817569 sec): 3 clusters Score: Raw -212040.451581 + Penalty 777.062683 = -211263.388898 nChanged 263 SP:Iteration 7F (1002.865839 sec): 3 clusters Score: Raw -212198.614249 + Penalty 777.062683 = -211421.551566 nChanged 203 SP:Iteration 8Q (1002.913866 sec): 3 clusters Score: Raw -212312.531884 + Penalty 777.062683 = -211535.469201 nChanged 163 SP:Iteration 9Q (1002.961856 sec): 3 clusters Score: Raw -212395.090716 + Penalty 777.062683 = -211618.028033 nChanged 129 SP:Iteration 10Q (1003.009518 sec): 3 clusters Score: Raw -212455.278398 + Penalty 777.062683 = -211678.215715 nChanged 86 SP:Iteration 11Q (1003.049446 sec): 3 clusters Score: Raw -212487.761909 + Penalty 777.062683 = -211710.699226 nChanged 75 SP:Iteration 12Q (1003.109412 sec): 3 clusters Score: Raw -212513.765373 + Penalty 777.062683 = -211736.702690 nChanged 64 SP:Iteration 13Q (1003.154745 sec): 3 clusters Score: Raw -212535.238539 + Penalty 777.062683 = -211758.175857 nChanged 56 SP:Iteration 14Q (1003.193959 sec): 3 clusters Score: Raw -212554.104505 + Penalty 777.062683 = -211777.041822 nChanged 45 SP:Iteration 15Q (1003.246350 sec): 3 clusters Score: Raw -212567.701819 + Penalty 777.062683 = -211790.639136 nChanged 36 SP:Iteration 16Q (1003.300630 sec): 3 clusters Score: Raw -212576.371682 + Penalty 777.062683 = -211799.308999 nChanged 33 SP:Iteration 17Q (1003.337967 sec): 3 clusters Score: Raw -212585.671923 + Penalty 777.062683 = -211808.609240 nChanged 37 SP:Iteration 18Q (1003.394348 sec): 3 clusters Score: Raw -212597.954363 + Penalty 777.062683 = -211820.891680 nChanged 43 SP:Iteration 19Q (1003.440896 sec): 3 clusters Score: Raw -212612.012851 + Penalty 777.062683 = -211834.950168 nChanged 46 SP:Iteration 20F (1003.489200 sec): 3 clusters Score: Raw -212628.552908 + Penalty 777.062683 = -211851.490225 nChanged 50 SP:Iteration 21Q (1003.537089 sec): 3 clusters Score: Raw -212644.287889 + Penalty 777.062683 = -211867.225207 nChanged 38 SP:Iteration 22Q (1003.584541 sec): 3 clusters Score: Raw -212656.302689 + Penalty 777.062683 = -211879.240007 nChanged 44 SP:Iteration 23Q (1003.631109 sec): 3 clusters Score: Raw -212671.680064 + Penalty 777.062683 = -211894.617381 nChanged 47 SP:Iteration 24Q (1003.678140 sec): 3 clusters Score: Raw -212697.545124 + Penalty 777.062683 = -211920.482442 nChanged 50 SP:Iteration 25Q (1003.718949 sec): 3 clusters Score: Raw -212718.827354 + Penalty 777.062683 = -211941.764671 nChanged 42 SP:Iteration 26Q (1003.777567 sec): 3 clusters Score: Raw -212736.345638 + Penalty 777.062683 = -211959.282955 nChanged 36 SP:Iteration 27Q (1003.827598 sec): 3 clusters Score: Raw -212753.283195 + Penalty 777.062683 = -211976.220512 nChanged 41 SP:Iteration 28Q (1003.875508 sec): 3 clusters Score: Raw -212770.000788 + Penalty 777.062683 = -211992.938106 nChanged 41 SP:Iteration 29Q (1003.911064 sec): 3 clusters Score: Raw -212791.668392 + Penalty 777.062683 = -212014.605709 nChanged 36 SP:Iteration 30Q (1003.956534 sec): 3 clusters Score: Raw -212812.644038 + Penalty 777.062683 = -212035.581356 nChanged 42 SP:Iteration 31Q (1004.014448 sec): 3 clusters Score: Raw -212841.448177 + Penalty 777.062683 = -212064.385494 nChanged 42 SP:Iteration 32Q (1004.053686 sec): 3 clusters Score: Raw -212867.364949 + Penalty 777.062683 = -212090.302266 nChanged 38 SP:Iteration 33Q (1004.102728 sec): 3 clusters Score: Raw -212891.374403 + Penalty 777.062683 = -212114.311721 nChanged 38 SP:Iteration 34Q (1004.150066 sec): 3 clusters Score: Raw -212911.898303 + Penalty 777.062683 = -212134.835620 nChanged 33 SP:Iteration 35Q (1004.193777 sec): 3 clusters Score: Raw -212930.810205 + Penalty 777.062683 = -212153.747523 nChanged 25 SP:Iteration 36Q (1004.238074 sec): 3 clusters Score: Raw -212946.342246 + Penalty 777.062683 = -212169.279564 nChanged 24 SP:Iteration 37Q (1004.283911 sec): 3 clusters Score: Raw -212959.537071 + Penalty 777.062683 = -212182.474388 nChanged 18 SP:Iteration 38Q (1004.340048 sec): 3 clusters Score: Raw -212968.742256 + Penalty 777.062683 = -212191.679574 nChanged 26 SP:Iteration 39Q (1004.388296 sec): 3 clusters Score: Raw -212986.886023 + Penalty 777.062683 = -212209.823340 nChanged 17 SP:Iteration 40F (1004.436247 sec): 3 clusters Score: Raw -212996.929258 + Penalty 777.062683 = -212219.866575 nChanged 19 SP:Iteration 41Q (1004.472550 sec): 3 clusters Score: Raw -213010.629407 + Penalty 777.062683 = -212233.566724 nChanged 15 SP:Iteration 42Q (1004.529944 sec): 3 clusters Score: Raw -213018.927861 + Penalty 777.062683 = -212241.865178 nChanged 8 SP:Iteration 43Q (1004.576338 sec): 3 clusters Score: Raw -213021.338144 + Penalty 777.062683 = -212244.275461 nChanged 7 SP:Iteration 44Q (1004.625200 sec): 3 clusters Score: Raw -213025.250736 + Penalty 777.062683 = -212248.188054 nChanged 6 SP:Iteration 45Q (1004.666498 sec): 3 clusters Score: Raw -213027.586087 + Penalty 777.062683 = -212250.523405 nChanged 1 SP:Iteration 46Q (1004.720499 sec): 3 clusters Score: Raw -213027.810534 + Penalty 777.062683 = -212250.747851 nChanged 2 SP:Iteration 47Q (1004.774472 sec): 3 clusters Score: Raw -213028.343582 + Penalty 777.062683 = -212251.280899 nChanged 0 SP:Iteration 48F (1004.814618 sec): 3 clusters Score: Raw -213028.343582 + Penalty 777.062683 = -212251.280899 nChanged 0 Trying to split cluster 10 (36217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1004.868774 sec): 2 clusters Score: Raw -1456200.318704 + Penalty 477.626417 = -1455722.692287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1004.944754 sec): 3 clusters Score: Raw -1432421.970996 + Penalty 955.252835 = -1431466.718161 nChanged 17506 SP:Iteration 1F (1005.021083 sec): 3 clusters Score: Raw -1443984.569999 + Penalty 955.252835 = -1443029.317164 nChanged 2631 SP:Iteration 2F (1005.101786 sec): 3 clusters Score: Raw -1445673.685304 + Penalty 955.252835 = -1444718.432469 nChanged 2955 SP:Iteration 3F (1005.175662 sec): 3 clusters Score: Raw -1448024.351700 + Penalty 955.252835 = -1447069.098865 nChanged 2904 SP:Iteration 4F (1005.251743 sec): 3 clusters Score: Raw -1450800.768737 + Penalty 955.252835 = -1449845.515902 nChanged 2377 SP:Iteration 5F (1005.328825 sec): 3 clusters Score: Raw -1453240.014628 + Penalty 955.252835 = -1452284.761793 nChanged 1430 SP:Iteration 6Q (1005.409262 sec): 3 clusters Score: Raw -1454741.109804 + Penalty 955.252835 = -1453785.856969 nChanged 718 SP:Iteration 7Q (1005.484209 sec): 3 clusters Score: Raw -1455452.179179 + Penalty 955.252835 = -1454496.926344 nChanged 386 SP:Iteration 8Q (1005.552661 sec): 3 clusters Score: Raw -1455791.954612 + Penalty 955.252835 = -1454836.701777 nChanged 234 SP:Iteration 9Q (1005.635778 sec): 3 clusters Score: Raw -1455975.040221 + Penalty 955.252835 = -1455019.787386 nChanged 138 SP:Iteration 10Q (1005.706187 sec): 3 clusters Score: Raw -1456066.754107 + Penalty 955.252835 = -1455111.501272 nChanged 112 SP:Iteration 11Q (1005.779934 sec): 3 clusters Score: Raw -1456152.512495 + Penalty 955.252835 = -1455197.259660 nChanged 75 SP:Iteration 12Q (1005.854143 sec): 3 clusters Score: Raw -1456191.757461 + Penalty 955.252835 = -1455236.504626 nChanged 48 SP:Iteration 13Q (1005.927752 sec): 3 clusters Score: Raw -1456216.515399 + Penalty 955.252835 = -1455261.262564 nChanged 40 SP:Iteration 14Q (1006.002857 sec): 3 clusters Score: Raw -1456235.891370 + Penalty 955.252835 = -1455280.638535 nChanged 37 SP:Iteration 15Q (1006.068313 sec): 3 clusters Score: Raw -1456254.532546 + Penalty 955.252835 = -1455299.279711 nChanged 30 SP:Iteration 16Q (1006.151712 sec): 3 clusters Score: Raw -1456267.314613 + Penalty 955.252835 = -1455312.061778 nChanged 21 SP:Iteration 17Q (1006.227710 sec): 3 clusters Score: Raw -1456277.522466 + Penalty 955.252835 = -1455322.269631 nChanged 23 SP:Iteration 18Q (1006.306920 sec): 3 clusters Score: Raw -1456287.323701 + Penalty 955.252835 = -1455332.070866 nChanged 21 SP:Iteration 19Q (1006.385714 sec): 3 clusters Score: Raw -1456293.574776 + Penalty 955.252835 = -1455338.321941 nChanged 16 SP:Iteration 20F (1006.468417 sec): 3 clusters Score: Raw -1456297.439595 + Penalty 955.252835 = -1455342.186760 nChanged 7 SP:Iteration 21Q (1006.543042 sec): 3 clusters Score: Raw -1456299.799407 + Penalty 955.252835 = -1455344.546572 nChanged 10 SP:Iteration 22Q (1006.603246 sec): 3 clusters Score: Raw -1456303.290348 + Penalty 955.252835 = -1455348.037513 nChanged 7 SP:Iteration 23Q (1006.684605 sec): 3 clusters Score: Raw -1456305.990107 + Penalty 955.252835 = -1455350.737272 nChanged 10 SP:Iteration 24Q (1006.745914 sec): 3 clusters Score: Raw -1456308.664429 + Penalty 955.252835 = -1455353.411594 nChanged 11 SP:Iteration 25Q (1006.825622 sec): 3 clusters Score: Raw -1456311.185347 + Penalty 955.252835 = -1455355.932512 nChanged 12 SP:Iteration 26Q (1006.896502 sec): 3 clusters Score: Raw -1456313.536038 + Penalty 955.252835 = -1455358.283203 nChanged 8 SP:Iteration 27Q (1006.969077 sec): 3 clusters Score: Raw -1456315.095979 + Penalty 955.252835 = -1455359.843144 nChanged 3 SP:Iteration 28Q (1007.037385 sec): 3 clusters Score: Raw -1456315.520363 + Penalty 955.252835 = -1455360.267528 nChanged 2 SP:Iteration 29Q (1007.113944 sec): 3 clusters Score: Raw -1456315.923385 + Penalty 955.252835 = -1455360.670550 nChanged 2 SP:Iteration 30Q (1007.183009 sec): 3 clusters Score: Raw -1456316.394937 + Penalty 955.252835 = -1455361.142103 nChanged 3 SP:Iteration 31Q (1007.254827 sec): 3 clusters Score: Raw -1456317.209164 + Penalty 955.252835 = -1455361.956329 nChanged 3 SP:Iteration 32Q (1007.321306 sec): 3 clusters Score: Raw -1456317.923778 + Penalty 955.252835 = -1455362.670943 nChanged 4 SP:Iteration 33Q (1007.406734 sec): 3 clusters Score: Raw -1456318.413193 + Penalty 955.252835 = -1455363.160358 nChanged 1 SP:Iteration 34Q (1007.482385 sec): 3 clusters Score: Raw -1456319.326076 + Penalty 955.252835 = -1455364.073241 nChanged 4 SP:Iteration 35Q (1007.558405 sec): 3 clusters Score: Raw -1456320.500921 + Penalty 955.252835 = -1455365.248086 nChanged 4 SP:Iteration 36Q (1007.631463 sec): 3 clusters Score: Raw -1456321.519172 + Penalty 955.252835 = -1455366.266337 nChanged 3 SP:Iteration 37Q (1007.702468 sec): 3 clusters Score: Raw -1456322.034785 + Penalty 955.252835 = -1455366.781950 nChanged 2 SP:Iteration 38Q (1007.780789 sec): 3 clusters Score: Raw -1456322.414529 + Penalty 955.252835 = -1455367.161694 nChanged 2 SP:Iteration 39Q (1007.856914 sec): 3 clusters Score: Raw -1456322.779860 + Penalty 955.252835 = -1455367.527025 nChanged 3 SP:Iteration 40F (1007.935649 sec): 3 clusters Score: Raw -1456323.278232 + Penalty 955.252835 = -1455368.025397 nChanged 2 SP:Iteration 41Q (1007.995770 sec): 3 clusters Score: Raw -1456323.806917 + Penalty 955.252835 = -1455368.554082 nChanged 2 SP:Iteration 42Q (1008.074294 sec): 3 clusters Score: Raw -1456324.113550 + Penalty 955.252835 = -1455368.860715 nChanged 1 SP:Iteration 43Q (1008.156924 sec): 3 clusters Score: Raw -1456324.258842 + Penalty 955.252835 = -1455369.006007 nChanged 0 SP:Iteration 44F (1008.238563 sec): 3 clusters Score: Raw -1456324.258842 + Penalty 955.252835 = -1455369.006007 nChanged 0 Trying to split cluster 11 (4518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1008.269514 sec): 2 clusters Score: Raw -165818.174940 + Penalty 382.920024 = -165435.254916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1008.306162 sec): 3 clusters Score: Raw -163095.268349 + Penalty 765.840047 = -162329.428302 nChanged 2061 SP:Iteration 1F (1008.362639 sec): 3 clusters Score: Raw -164399.174004 + Penalty 765.840047 = -163633.333957 nChanged 345 SP:Iteration 2F (1008.408072 sec): 3 clusters Score: Raw -164650.217584 + Penalty 765.840047 = -163884.377537 nChanged 347 SP:Iteration 3F (1008.454326 sec): 3 clusters Score: Raw -164909.766072 + Penalty 765.840047 = -164143.926024 nChanged 293 SP:Iteration 4F (1008.501191 sec): 3 clusters Score: Raw -165120.459310 + Penalty 765.840047 = -164354.619262 nChanged 248 SP:Iteration 5F (1008.549632 sec): 3 clusters Score: Raw -165298.408709 + Penalty 765.840047 = -164532.568662 nChanged 207 SP:Iteration 6Q (1008.587142 sec): 3 clusters Score: Raw -165425.469286 + Penalty 765.840047 = -164659.629238 nChanged 163 SP:Iteration 7Q (1008.633808 sec): 3 clusters Score: Raw -165512.167628 + Penalty 765.840047 = -164746.327580 nChanged 108 SP:Iteration 8Q (1008.688115 sec): 3 clusters Score: Raw -165562.132837 + Penalty 765.840047 = -164796.292790 nChanged 82 SP:Iteration 9Q (1008.728698 sec): 3 clusters Score: Raw -165591.931973 + Penalty 765.840047 = -164826.091926 nChanged 70 SP:Iteration 10Q (1008.778996 sec): 3 clusters Score: Raw -165613.964036 + Penalty 765.840047 = -164848.123988 nChanged 60 SP:Iteration 11Q (1008.833976 sec): 3 clusters Score: Raw -165636.108553 + Penalty 765.840047 = -164870.268506 nChanged 60 SP:Iteration 12Q (1008.875495 sec): 3 clusters Score: Raw -165654.134113 + Penalty 765.840047 = -164888.294066 nChanged 40 SP:Iteration 13Q (1008.924717 sec): 3 clusters Score: Raw -165666.769547 + Penalty 765.840047 = -164900.929500 nChanged 33 SP:Iteration 14Q (1008.972882 sec): 3 clusters Score: Raw -165673.694929 + Penalty 765.840047 = -164907.854881 nChanged 30 SP:Iteration 15Q (1009.020604 sec): 3 clusters Score: Raw -165678.081008 + Penalty 765.840047 = -164912.240961 nChanged 22 SP:Iteration 16Q (1009.072823 sec): 3 clusters Score: Raw -165681.275451 + Penalty 765.840047 = -164915.435403 nChanged 16 SP:Iteration 17Q (1009.124845 sec): 3 clusters Score: Raw -165684.254605 + Penalty 765.840047 = -164918.414557 nChanged 20 SP:Iteration 18Q (1009.174533 sec): 3 clusters Score: Raw -165689.405734 + Penalty 765.840047 = -164923.565687 nChanged 14 SP:Iteration 19Q (1009.226467 sec): 3 clusters Score: Raw -165691.569149 + Penalty 765.840047 = -164925.729102 nChanged 11 SP:Iteration 20F (1009.277269 sec): 3 clusters Score: Raw -165692.794791 + Penalty 765.840047 = -164926.954743 nChanged 9 SP:Iteration 21Q (1009.323512 sec): 3 clusters Score: Raw -165693.792624 + Penalty 765.840047 = -164927.952576 nChanged 10 SP:Iteration 22Q (1009.373431 sec): 3 clusters Score: Raw -165695.004422 + Penalty 765.840047 = -164929.164374 nChanged 10 SP:Iteration 23Q (1009.419606 sec): 3 clusters Score: Raw -165696.032330 + Penalty 765.840047 = -164930.192283 nChanged 7 SP:Iteration 24Q (1009.457663 sec): 3 clusters Score: Raw -165696.807166 + Penalty 765.840047 = -164930.967118 nChanged 4 SP:Iteration 25Q (1009.505036 sec): 3 clusters Score: Raw -165697.137054 + Penalty 765.840047 = -164931.297006 nChanged 2 SP:Iteration 26Q (1009.556265 sec): 3 clusters Score: Raw -165697.314233 + Penalty 765.840047 = -164931.474186 nChanged 5 SP:Iteration 27Q (1009.600648 sec): 3 clusters Score: Raw -165697.927319 + Penalty 765.840047 = -164932.087272 nChanged 5 SP:Iteration 28Q (1009.659871 sec): 3 clusters Score: Raw -165698.483845 + Penalty 765.840047 = -164932.643797 nChanged 6 SP:Iteration 29Q (1009.701708 sec): 3 clusters Score: Raw -165699.170134 + Penalty 765.840047 = -164933.330086 nChanged 7 SP:Iteration 30Q (1009.739928 sec): 3 clusters Score: Raw -165699.928097 + Penalty 765.840047 = -164934.088050 nChanged 8 SP:Iteration 31Q (1009.795220 sec): 3 clusters Score: Raw -165701.237300 + Penalty 765.840047 = -164935.397253 nChanged 6 SP:Iteration 32Q (1009.833121 sec): 3 clusters Score: Raw -165701.916494 + Penalty 765.840047 = -164936.076447 nChanged 8 SP:Iteration 33Q (1009.889512 sec): 3 clusters Score: Raw -165703.039548 + Penalty 765.840047 = -164937.199500 nChanged 14 SP:Iteration 34Q (1009.942853 sec): 3 clusters Score: Raw -165705.477493 + Penalty 765.840047 = -164939.637445 nChanged 14 SP:Iteration 35Q (1009.993581 sec): 3 clusters Score: Raw -165707.873307 + Penalty 765.840047 = -164942.033260 nChanged 13 SP:Iteration 36Q (1010.043243 sec): 3 clusters Score: Raw -165711.148114 + Penalty 765.840047 = -164945.308067 nChanged 11 SP:Iteration 37Q (1010.081709 sec): 3 clusters Score: Raw -165712.992097 + Penalty 765.840047 = -164947.152049 nChanged 11 SP:Iteration 38Q (1010.131201 sec): 3 clusters Score: Raw -165716.011959 + Penalty 765.840047 = -164950.171911 nChanged 14 SP:Iteration 39Q (1010.171415 sec): 3 clusters Score: Raw -165719.627267 + Penalty 765.840047 = -164953.787220 nChanged 24 SP:Iteration 40F (1010.228386 sec): 3 clusters Score: Raw -165724.738845 + Penalty 765.840047 = -164958.898798 nChanged 21 SP:Iteration 41Q (1010.280071 sec): 3 clusters Score: Raw -165730.542970 + Penalty 765.840047 = -164964.702923 nChanged 16 SP:Iteration 42Q (1010.319386 sec): 3 clusters Score: Raw -165734.146391 + Penalty 765.840047 = -164968.306344 nChanged 16 SP:Iteration 43Q (1010.378455 sec): 3 clusters Score: Raw -165736.600051 + Penalty 765.840047 = -164970.760003 nChanged 11 SP:Iteration 44Q (1010.427324 sec): 3 clusters Score: Raw -165738.491708 + Penalty 765.840047 = -164972.651661 nChanged 15 SP:Iteration 45Q (1010.464312 sec): 3 clusters Score: Raw -165741.897400 + Penalty 765.840047 = -164976.057353 nChanged 15 SP:Iteration 46Q (1010.522736 sec): 3 clusters Score: Raw -165745.564116 + Penalty 765.840047 = -164979.724068 nChanged 14 SP:Iteration 47Q (1010.569847 sec): 3 clusters Score: Raw -165747.215141 + Penalty 765.840047 = -164981.375093 nChanged 10 SP:Iteration 48Q (1010.613231 sec): 3 clusters Score: Raw -165748.624359 + Penalty 765.840047 = -164982.784312 nChanged 7 SP:Iteration 49Q (1010.653575 sec): 3 clusters Score: Raw -165749.711377 + Penalty 765.840047 = -164983.871330 nChanged 7 SP:Iteration 50Q (1010.704382 sec): 3 clusters Score: Raw -165750.550752 + Penalty 765.840047 = -164984.710704 nChanged 2 SP:Iteration 51Q (1010.746545 sec): 3 clusters Score: Raw -165750.896719 + Penalty 765.840047 = -164985.056672 nChanged 5 SP:Iteration 52Q (1010.792726 sec): 3 clusters Score: Raw -165751.294216 + Penalty 765.840047 = -164985.454168 nChanged 2 SP:Iteration 53Q (1010.839310 sec): 3 clusters Score: Raw -165751.615601 + Penalty 765.840047 = -164985.775554 nChanged 2 SP:Iteration 54Q (1010.891978 sec): 3 clusters Score: Raw -165751.764377 + Penalty 765.840047 = -164985.924329 nChanged 0 SP:Iteration 55F (1010.944666 sec): 3 clusters Score: Raw -165751.764377 + Penalty 765.840047 = -164985.924329 nChanged 0 Trying to split cluster 12 (1515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1010.976487 sec): 2 clusters Score: Raw -65467.185581 + Penalty 333.204268 = -65133.981313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1011.021033 sec): 3 clusters Score: Raw -64680.076462 + Penalty 666.408535 = -64013.667926 nChanged 603 SP:Iteration 1F (1011.054403 sec): 3 clusters Score: Raw -65043.508546 + Penalty 666.408535 = -64377.100011 nChanged 108 SP:Iteration 2F (1011.102113 sec): 3 clusters Score: Raw -65100.807206 + Penalty 666.408535 = -64434.398670 nChanged 77 SP:Iteration 3F (1011.156742 sec): 3 clusters Score: Raw -65138.783635 + Penalty 666.408535 = -64472.375099 nChanged 54 SP:Iteration 4Q (1011.197034 sec): 3 clusters Score: Raw -65160.321569 + Penalty 666.408535 = -64493.913034 nChanged 43 SP:Iteration 5Q (1011.239257 sec): 3 clusters Score: Raw -65178.324962 + Penalty 666.408535 = -64511.916426 nChanged 44 SP:Iteration 6Q (1011.283263 sec): 3 clusters Score: Raw -65198.676157 + Penalty 666.408535 = -64532.267622 nChanged 44 SP:Iteration 7Q (1011.318612 sec): 3 clusters Score: Raw -65222.821113 + Penalty 666.408535 = -64556.412577 nChanged 46 SP:Iteration 8Q (1011.364432 sec): 3 clusters Score: Raw -65248.047634 + Penalty 666.408535 = -64581.639099 nChanged 44 SP:Iteration 9Q (1011.410164 sec): 3 clusters Score: Raw -65266.018560 + Penalty 666.408535 = -64599.610025 nChanged 34 SP:Iteration 10Q (1011.447241 sec): 3 clusters Score: Raw -65281.216254 + Penalty 666.408535 = -64614.807719 nChanged 36 SP:Iteration 11Q (1011.501925 sec): 3 clusters Score: Raw -65301.424873 + Penalty 666.408535 = -64635.016337 nChanged 34 SP:Iteration 12Q (1011.544208 sec): 3 clusters Score: Raw -65330.389318 + Penalty 666.408535 = -64663.980783 nChanged 43 SP:Iteration 13Q (1011.582599 sec): 3 clusters Score: Raw -65371.831599 + Penalty 666.408535 = -64705.423063 nChanged 35 SP:Iteration 14Q (1011.635748 sec): 3 clusters Score: Raw -65401.962936 + Penalty 666.408535 = -64735.554400 nChanged 29 SP:Iteration 15Q (1011.682700 sec): 3 clusters Score: Raw -65420.897587 + Penalty 666.408535 = -64754.489051 nChanged 23 SP:Iteration 16Q (1011.729536 sec): 3 clusters Score: Raw -65430.941605 + Penalty 666.408535 = -64764.533069 nChanged 10 SP:Iteration 17Q (1011.762696 sec): 3 clusters Score: Raw -65437.366141 + Penalty 666.408535 = -64770.957606 nChanged 10 SP:Iteration 18Q (1011.813645 sec): 3 clusters Score: Raw -65446.348051 + Penalty 666.408535 = -64779.939515 nChanged 12 SP:Iteration 19Q (1011.863198 sec): 3 clusters Score: Raw -65455.443393 + Penalty 666.408535 = -64789.034858 nChanged 11 SP:Iteration 20F (1011.905373 sec): 3 clusters Score: Raw -65463.771793 + Penalty 666.408535 = -64797.363258 nChanged 9 SP:Iteration 21Q (1011.955128 sec): 3 clusters Score: Raw -65467.243598 + Penalty 666.408535 = -64800.835063 nChanged 4 SP:Iteration 22Q (1012.002197 sec): 3 clusters Score: Raw -65468.052925 + Penalty 666.408535 = -64801.644390 nChanged 1 SP:Iteration 23Q (1012.046519 sec): 3 clusters Score: Raw -65468.401560 + Penalty 666.408535 = -64801.993025 nChanged 0 SP:Iteration 24F (1012.094186 sec): 3 clusters Score: Raw -65468.401560 + Penalty 666.408535 = -64801.993025 nChanged 0 Trying to split cluster 13 (1910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1012.118186 sec): 2 clusters Score: Raw -80395.655386 + Penalty 343.746063 = -80051.909324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1012.166379 sec): 3 clusters Score: Raw -79340.202780 + Penalty 687.492125 = -78652.710655 nChanged 800 SP:Iteration 1F (1012.205820 sec): 3 clusters Score: Raw -79808.790230 + Penalty 687.492125 = -79121.298105 nChanged 121 SP:Iteration 2F (1012.259979 sec): 3 clusters Score: Raw -79859.150152 + Penalty 687.492125 = -79171.658026 nChanged 85 SP:Iteration 3Q (1012.308918 sec): 3 clusters Score: Raw -79897.780068 + Penalty 687.492125 = -79210.287942 nChanged 60 SP:Iteration 4Q (1012.347386 sec): 3 clusters Score: Raw -79918.704714 + Penalty 687.492125 = -79231.212589 nChanged 51 SP:Iteration 5Q (1012.400902 sec): 3 clusters Score: Raw -79936.156217 + Penalty 687.492125 = -79248.664092 nChanged 44 SP:Iteration 6Q (1012.446037 sec): 3 clusters Score: Raw -79948.266060 + Penalty 687.492125 = -79260.773934 nChanged 30 SP:Iteration 7Q (1012.490668 sec): 3 clusters Score: Raw -79958.347058 + Penalty 687.492125 = -79270.854933 nChanged 38 SP:Iteration 8Q (1012.526540 sec): 3 clusters Score: Raw -79973.263605 + Penalty 687.492125 = -79285.771480 nChanged 39 SP:Iteration 9Q (1012.581944 sec): 3 clusters Score: Raw -79989.666574 + Penalty 687.492125 = -79302.174448 nChanged 33 SP:Iteration 10Q (1012.628232 sec): 3 clusters Score: Raw -79999.858924 + Penalty 687.492125 = -79312.366799 nChanged 33 SP:Iteration 11Q (1012.676890 sec): 3 clusters Score: Raw -80008.847533 + Penalty 687.492125 = -79321.355408 nChanged 26 SP:Iteration 12Q (1012.721405 sec): 3 clusters Score: Raw -80017.005671 + Penalty 687.492125 = -79329.513546 nChanged 34 SP:Iteration 13Q (1012.771350 sec): 3 clusters Score: Raw -80028.370571 + Penalty 687.492125 = -79340.878445 nChanged 39 SP:Iteration 14Q (1012.818982 sec): 3 clusters Score: Raw -80044.374210 + Penalty 687.492125 = -79356.882084 nChanged 41 SP:Iteration 15Q (1012.863583 sec): 3 clusters Score: Raw -80059.429118 + Penalty 687.492125 = -79371.936992 nChanged 37 SP:Iteration 16Q (1012.898368 sec): 3 clusters Score: Raw -80074.870587 + Penalty 687.492125 = -79387.378462 nChanged 41 SP:Iteration 17Q (1012.951095 sec): 3 clusters Score: Raw -80091.528149 + Penalty 687.492125 = -79404.036023 nChanged 55 SP:Iteration 18Q (1012.991791 sec): 3 clusters Score: Raw -80119.270006 + Penalty 687.492125 = -79431.777880 nChanged 58 SP:Iteration 19Q (1013.026692 sec): 3 clusters Score: Raw -80149.609180 + Penalty 687.492125 = -79462.117055 nChanged 56 SP:Iteration 20F (1013.075715 sec): 3 clusters Score: Raw -80177.144700 + Penalty 687.492125 = -79489.652574 nChanged 44 SP:Iteration 21Q (1013.122180 sec): 3 clusters Score: Raw -80199.436267 + Penalty 687.492125 = -79511.944141 nChanged 41 SP:Iteration 22Q (1013.168969 sec): 3 clusters Score: Raw -80218.273904 + Penalty 687.492125 = -79530.781779 nChanged 33 SP:Iteration 23Q (1013.216333 sec): 3 clusters Score: Raw -80232.002648 + Penalty 687.492125 = -79544.510523 nChanged 32 SP:Iteration 24Q (1013.257225 sec): 3 clusters Score: Raw -80247.502553 + Penalty 687.492125 = -79560.010427 nChanged 36 SP:Iteration 25Q (1013.300889 sec): 3 clusters Score: Raw -80268.055047 + Penalty 687.492125 = -79580.562922 nChanged 29 SP:Iteration 26Q (1013.339448 sec): 3 clusters Score: Raw -80286.667338 + Penalty 687.492125 = -79599.175213 nChanged 32 SP:Iteration 27Q (1013.385883 sec): 3 clusters Score: Raw -80309.185974 + Penalty 687.492125 = -79621.693849 nChanged 30 SP:Iteration 28Q (1013.422508 sec): 3 clusters Score: Raw -80328.173470 + Penalty 687.492125 = -79640.681344 nChanged 27 SP:Iteration 29Q (1013.468151 sec): 3 clusters Score: Raw -80342.410330 + Penalty 687.492125 = -79654.918205 nChanged 22 SP:Iteration 30Q (1013.514152 sec): 3 clusters Score: Raw -80353.839341 + Penalty 687.492125 = -79666.347215 nChanged 21 SP:Iteration 31Q (1013.565343 sec): 3 clusters Score: Raw -80368.162604 + Penalty 687.492125 = -79680.670479 nChanged 21 SP:Iteration 32Q (1013.612238 sec): 3 clusters Score: Raw -80383.105012 + Penalty 687.492125 = -79695.612886 nChanged 13 SP:Iteration 33Q (1013.645678 sec): 3 clusters Score: Raw -80396.370933 + Penalty 687.492125 = -79708.878808 nChanged 18 SP:Iteration 34Q (1013.688203 sec): 3 clusters Score: Raw -80415.553420 + Penalty 687.492125 = -79728.061294 nChanged 13 SP:Iteration 35Q (1013.725161 sec): 3 clusters Score: Raw -80427.753159 + Penalty 687.492125 = -79740.261033 nChanged 6 SP:Iteration 36Q (1013.769153 sec): 3 clusters Score: Raw -80431.247918 + Penalty 687.492125 = -79743.755793 nChanged 4 SP:Iteration 37Q (1013.807666 sec): 3 clusters Score: Raw -80437.526180 + Penalty 687.492125 = -79750.034054 nChanged 3 SP:Iteration 38Q (1013.857534 sec): 3 clusters Score: Raw -80439.255347 + Penalty 687.492125 = -79751.763222 nChanged 2 SP:Iteration 39Q (1013.892125 sec): 3 clusters Score: Raw -80441.845399 + Penalty 687.492125 = -79754.353274 nChanged 5 SP:Iteration 40F (1013.940090 sec): 3 clusters Score: Raw -80446.689917 + Penalty 687.492125 = -79759.197791 nChanged 3 SP:Iteration 41Q (1013.983834 sec): 3 clusters Score: Raw -80449.819786 + Penalty 687.492125 = -79762.327660 nChanged 2 SP:Iteration 42Q (1014.016718 sec): 3 clusters Score: Raw -80451.660551 + Penalty 687.492125 = -79764.168426 nChanged 1 SP:Iteration 43Q (1014.059383 sec): 3 clusters Score: Raw -80452.483857 + Penalty 687.492125 = -79764.991732 nChanged 0 SP:Iteration 44F (1014.097995 sec): 3 clusters Score: Raw -80452.483857 + Penalty 687.492125 = -79764.991732 nChanged 0 Trying to split cluster 14 (1283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1014.117890 sec): 2 clusters Score: Raw -45749.128923 + Penalty 325.641515 = -45423.487408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1014.170283 sec): 3 clusters Score: Raw -45116.656304 + Penalty 651.283029 = -44465.373275 nChanged 501 SP:Iteration 1F (1014.200463 sec): 3 clusters Score: Raw -45478.755768 + Penalty 651.283029 = -44827.472739 nChanged 110 SP:Iteration 2F (1014.242789 sec): 3 clusters Score: Raw -45563.599400 + Penalty 651.283029 = -44912.316370 nChanged 87 SP:Iteration 3F (1014.292332 sec): 3 clusters Score: Raw -45644.792664 + Penalty 651.283029 = -44993.509635 nChanged 69 SP:Iteration 4F (1014.336999 sec): 3 clusters Score: Raw -45713.181986 + Penalty 651.283029 = -45061.898957 nChanged 65 SP:Iteration 5F (1014.371290 sec): 3 clusters Score: Raw -45779.589164 + Penalty 651.283029 = -45128.306135 nChanged 51 SP:Iteration 6Q (1014.415703 sec): 3 clusters Score: Raw -45822.727461 + Penalty 651.283029 = -45171.444432 nChanged 36 SP:Iteration 7Q (1014.466908 sec): 3 clusters Score: Raw -45860.675412 + Penalty 651.283029 = -45209.392383 nChanged 39 SP:Iteration 8Q (1014.508403 sec): 3 clusters Score: Raw -45904.862051 + Penalty 651.283029 = -45253.579021 nChanged 37 SP:Iteration 9Q (1014.547105 sec): 3 clusters Score: Raw -45944.932096 + Penalty 651.283029 = -45293.649067 nChanged 26 SP:Iteration 10Q (1014.594356 sec): 3 clusters Score: Raw -45966.517074 + Penalty 651.283029 = -45315.234045 nChanged 25 SP:Iteration 11Q (1014.638858 sec): 3 clusters Score: Raw -45983.731049 + Penalty 651.283029 = -45332.448020 nChanged 12 SP:Iteration 12Q (1014.684890 sec): 3 clusters Score: Raw -45988.019360 + Penalty 651.283029 = -45336.736331 nChanged 6 SP:Iteration 13Q (1014.717110 sec): 3 clusters Score: Raw -45990.810747 + Penalty 651.283029 = -45339.527718 nChanged 5 SP:Iteration 14Q (1014.763853 sec): 3 clusters Score: Raw -45991.560364 + Penalty 651.283029 = -45340.277334 nChanged 0 SP:Iteration 15F (1014.800904 sec): 3 clusters Score: Raw -45991.560364 + Penalty 651.283029 = -45340.277334 nChanged 0 Trying to split cluster 15 (1434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1014.824931 sec): 2 clusters Score: Raw -55219.508741 + Penalty 330.704147 = -54888.804594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1014.871012 sec): 3 clusters Score: Raw -54490.562061 + Penalty 661.408295 = -53829.153767 nChanged 583 SP:Iteration 1F (1014.903734 sec): 3 clusters Score: Raw -54836.688277 + Penalty 661.408295 = -54175.279982 nChanged 135 SP:Iteration 2F (1014.949772 sec): 3 clusters Score: Raw -54941.796878 + Penalty 661.408295 = -54280.388583 nChanged 100 SP:Iteration 3F (1015.000755 sec): 3 clusters Score: Raw -55028.410534 + Penalty 661.408295 = -54367.002239 nChanged 98 SP:Iteration 4F (1015.044735 sec): 3 clusters Score: Raw -55115.475687 + Penalty 661.408295 = -54454.067392 nChanged 72 SP:Iteration 5F (1015.100601 sec): 3 clusters Score: Raw -55184.877760 + Penalty 661.408295 = -54523.469465 nChanged 56 SP:Iteration 6Q (1015.146613 sec): 3 clusters Score: Raw -55248.046734 + Penalty 661.408295 = -54586.638439 nChanged 52 SP:Iteration 7Q (1015.189798 sec): 3 clusters Score: Raw -55311.711028 + Penalty 661.408295 = -54650.302733 nChanged 40 SP:Iteration 8Q (1015.231787 sec): 3 clusters Score: Raw -55371.077874 + Penalty 661.408295 = -54709.669579 nChanged 24 SP:Iteration 9Q (1015.264937 sec): 3 clusters Score: Raw -55398.094139 + Penalty 661.408295 = -54736.685844 nChanged 18 SP:Iteration 10Q (1015.312854 sec): 3 clusters Score: Raw -55407.118959 + Penalty 661.408295 = -54745.710664 nChanged 9 SP:Iteration 11Q (1015.360521 sec): 3 clusters Score: Raw -55413.849272 + Penalty 661.408295 = -54752.440977 nChanged 6 SP:Iteration 12Q (1015.397678 sec): 3 clusters Score: Raw -55415.775078 + Penalty 661.408295 = -54754.366783 nChanged 3 SP:Iteration 13Q (1015.443900 sec): 3 clusters Score: Raw -55415.950344 + Penalty 661.408295 = -54754.542049 nChanged 1 SP:Iteration 14Q (1015.488413 sec): 3 clusters Score: Raw -55416.166775 + Penalty 661.408295 = -54754.758480 nChanged 0 SP:Iteration 15F (1015.536411 sec): 3 clusters Score: Raw -55416.166775 + Penalty 661.408295 = -54754.758480 nChanged 0 Trying to split cluster 16 (2084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1015.560380 sec): 2 clusters Score: Raw -77388.456598 + Penalty 347.713020 = -77040.743577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1015.604965 sec): 3 clusters Score: Raw -76216.837846 + Penalty 695.426041 = -75521.411806 nChanged 895 SP:Iteration 1F (1015.647481 sec): 3 clusters Score: Raw -76708.991025 + Penalty 695.426041 = -76013.564985 nChanged 168 SP:Iteration 2F (1015.690844 sec): 3 clusters Score: Raw -76834.210940 + Penalty 695.426041 = -76138.784899 nChanged 153 SP:Iteration 3F (1015.728382 sec): 3 clusters Score: Raw -76933.638749 + Penalty 695.426041 = -76238.212709 nChanged 133 SP:Iteration 4F (1015.776410 sec): 3 clusters Score: Raw -77032.627045 + Penalty 695.426041 = -76337.201005 nChanged 110 SP:Iteration 5F (1015.817794 sec): 3 clusters Score: Raw -77118.411496 + Penalty 695.426041 = -76422.985455 nChanged 96 SP:Iteration 6Q (1015.861982 sec): 3 clusters Score: Raw -77199.350704 + Penalty 695.426041 = -76503.924664 nChanged 83 SP:Iteration 7Q (1015.911298 sec): 3 clusters Score: Raw -77248.045144 + Penalty 695.426041 = -76552.619103 nChanged 48 SP:Iteration 8Q (1015.957707 sec): 3 clusters Score: Raw -77272.304542 + Penalty 695.426041 = -76576.878501 nChanged 37 SP:Iteration 9Q (1016.003348 sec): 3 clusters Score: Raw -77290.792266 + Penalty 695.426041 = -76595.366225 nChanged 33 SP:Iteration 10Q (1016.044214 sec): 3 clusters Score: Raw -77307.987527 + Penalty 695.426041 = -76612.561487 nChanged 28 SP:Iteration 11Q (1016.101224 sec): 3 clusters Score: Raw -77327.085897 + Penalty 695.426041 = -76631.659856 nChanged 31 SP:Iteration 12Q (1016.147670 sec): 3 clusters Score: Raw -77349.109252 + Penalty 695.426041 = -76653.683211 nChanged 36 SP:Iteration 13Q (1016.187866 sec): 3 clusters Score: Raw -77370.483434 + Penalty 695.426041 = -76675.057393 nChanged 24 SP:Iteration 14Q (1016.231680 sec): 3 clusters Score: Raw -77384.760263 + Penalty 695.426041 = -76689.334222 nChanged 26 SP:Iteration 15Q (1016.280757 sec): 3 clusters Score: Raw -77398.351131 + Penalty 695.426041 = -76702.925090 nChanged 19 SP:Iteration 16Q (1016.329476 sec): 3 clusters Score: Raw -77406.757951 + Penalty 695.426041 = -76711.331911 nChanged 18 SP:Iteration 17Q (1016.370956 sec): 3 clusters Score: Raw -77415.397761 + Penalty 695.426041 = -76719.971721 nChanged 18 SP:Iteration 18Q (1016.415790 sec): 3 clusters Score: Raw -77424.369409 + Penalty 695.426041 = -76728.943368 nChanged 14 SP:Iteration 19Q (1016.460641 sec): 3 clusters Score: Raw -77431.552726 + Penalty 695.426041 = -76736.126685 nChanged 11 SP:Iteration 20F (1016.506625 sec): 3 clusters Score: Raw -77436.398392 + Penalty 695.426041 = -76740.972352 nChanged 12 SP:Iteration 21Q (1016.556388 sec): 3 clusters Score: Raw -77441.058418 + Penalty 695.426041 = -76745.632377 nChanged 7 SP:Iteration 22Q (1016.609611 sec): 3 clusters Score: Raw -77443.466115 + Penalty 695.426041 = -76748.040074 nChanged 5 SP:Iteration 23Q (1016.658291 sec): 3 clusters Score: Raw -77444.893354 + Penalty 695.426041 = -76749.467313 nChanged 3 SP:Iteration 24Q (1016.697248 sec): 3 clusters Score: Raw -77445.481319 + Penalty 695.426041 = -76750.055279 nChanged 3 SP:Iteration 25Q (1016.739433 sec): 3 clusters Score: Raw -77445.964991 + Penalty 695.426041 = -76750.538951 nChanged 1 SP:Iteration 26Q (1016.786054 sec): 3 clusters Score: Raw -77446.083360 + Penalty 695.426041 = -76750.657320 nChanged 0 SP:Iteration 27F (1016.823137 sec): 3 clusters Score: Raw -77446.083360 + Penalty 695.426041 = -76750.657320 nChanged 0 Trying to split cluster 17 (545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1016.850702 sec): 2 clusters Score: Raw -22319.620627 + Penalty 286.685754 = -22032.934874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1016.902249 sec): 3 clusters Score: Raw -22088.448852 + Penalty 573.371507 = -21515.077345 nChanged 182 SP:Iteration 1F (1016.939318 sec): 3 clusters Score: Raw -22212.328956 + Penalty 573.371507 = -21638.957448 nChanged 37 SP:Iteration 2F (1016.995182 sec): 3 clusters Score: Raw -22243.439288 + Penalty 573.371507 = -21670.067781 nChanged 29 SP:Iteration 3F (1017.043351 sec): 3 clusters Score: Raw -22270.154384 + Penalty 573.371507 = -21696.782877 nChanged 16 SP:Iteration 4Q (1017.073399 sec): 3 clusters Score: Raw -22284.626657 + Penalty 573.371507 = -21711.255150 nChanged 8 SP:Iteration 5Q (1017.125612 sec): 3 clusters Score: Raw -22287.867410 + Penalty 573.371507 = -21714.495903 nChanged 3 SP:Iteration 6Q (1017.161579 sec): 3 clusters Score: Raw -22290.476861 + Penalty 573.371507 = -21717.105354 nChanged 7 SP:Iteration 7Q (1017.215055 sec): 3 clusters Score: Raw -22294.790294 + Penalty 573.371507 = -21721.418787 nChanged 9 SP:Iteration 8Q (1017.261407 sec): 3 clusters Score: Raw -22304.077310 + Penalty 573.371507 = -21730.705803 nChanged 7 SP:Iteration 9Q (1017.306783 sec): 3 clusters Score: Raw -22311.740433 + Penalty 573.371507 = -21738.368926 nChanged 11 SP:Iteration 10Q (1017.342811 sec): 3 clusters Score: Raw -22333.419197 + Penalty 573.371507 = -21760.047690 nChanged 20 SP:Iteration 11Q (1017.394619 sec): 3 clusters Score: Raw -22385.950754 + Penalty 573.371507 = -21812.579247 nChanged 23 SP:Iteration 12Q (1017.428058 sec): 3 clusters Score: Raw -22436.674001 + Penalty 573.371507 = -21863.302494 nChanged 30 SP:Iteration 13F (1017.483224 sec): 3 clusters Score: Raw -22509.780967 + Penalty 573.371507 = -21936.409460 nChanged 23 SP:Iteration 14Q (1017.514028 sec): 3 clusters Score: Raw -22549.503710 + Penalty 573.371507 = -21976.132203 nChanged 10 SP:Iteration 15Q (1017.557787 sec): 3 clusters Score: Raw -22567.643284 + Penalty 573.371507 = -21994.271777 nChanged 6 SP:Iteration 16Q (1017.611869 sec): 3 clusters Score: Raw -22575.851554 + Penalty 573.371507 = -22002.480047 nChanged 1 SP:Iteration 17Q (1017.650481 sec): 3 clusters Score: Raw -22576.432257 + Penalty 573.371507 = -22003.060750 nChanged 4 SP:Iteration 18Q (1017.690458 sec): 3 clusters Score: Raw -22579.446657 + Penalty 573.371507 = -22006.075150 nChanged 2 SP:Iteration 19Q (1017.738119 sec): 3 clusters Score: Raw -22581.312734 + Penalty 573.371507 = -22007.941226 nChanged 1 SP:Iteration 20F (1017.764671 sec): 3 clusters Score: Raw -22582.392969 + Penalty 573.371507 = -22009.021461 nChanged 1 SP:Iteration 21Q (1017.802522 sec): 3 clusters Score: Raw -22584.286069 + Penalty 573.371507 = -22010.914561 nChanged 1 SP:Iteration 22Q (1017.852677 sec): 3 clusters Score: Raw -22584.854420 + Penalty 573.371507 = -22011.482912 nChanged 0 SP:Iteration 23F (1017.889394 sec): 3 clusters Score: Raw -22584.854420 + Penalty 573.371507 = -22011.482912 nChanged 0 Trying to split cluster 18 (2158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1017.911806 sec): 2 clusters Score: Raw -81004.571021 + Penalty 349.300640 = -80655.270381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1017.955713 sec): 3 clusters Score: Raw -79797.347344 + Penalty 698.601280 = -79098.746063 nChanged 946 SP:Iteration 1F (1017.999977 sec): 3 clusters Score: Raw -80373.216614 + Penalty 698.601280 = -79674.615334 nChanged 154 SP:Iteration 2F (1018.055480 sec): 3 clusters Score: Raw -80483.306607 + Penalty 698.601280 = -79784.705327 nChanged 156 SP:Iteration 3F (1018.098017 sec): 3 clusters Score: Raw -80598.220340 + Penalty 698.601280 = -79899.619059 nChanged 142 SP:Iteration 4F (1018.135977 sec): 3 clusters Score: Raw -80719.821550 + Penalty 698.601280 = -80021.220270 nChanged 128 SP:Iteration 5F (1018.184445 sec): 3 clusters Score: Raw -80844.151453 + Penalty 698.601280 = -80145.550173 nChanged 82 SP:Iteration 6Q (1018.227973 sec): 3 clusters Score: Raw -80920.517071 + Penalty 698.601280 = -80221.915790 nChanged 51 SP:Iteration 7Q (1018.276681 sec): 3 clusters Score: Raw -80972.810959 + Penalty 698.601280 = -80274.209679 nChanged 36 SP:Iteration 8Q (1018.311480 sec): 3 clusters Score: Raw -81001.835530 + Penalty 698.601280 = -80303.234250 nChanged 20 SP:Iteration 9Q (1018.362450 sec): 3 clusters Score: Raw -81017.292135 + Penalty 698.601280 = -80318.690854 nChanged 18 SP:Iteration 10Q (1018.402159 sec): 3 clusters Score: Raw -81028.317634 + Penalty 698.601280 = -80329.716353 nChanged 10 SP:Iteration 11Q (1018.447030 sec): 3 clusters Score: Raw -81035.475115 + Penalty 698.601280 = -80336.873834 nChanged 12 SP:Iteration 12Q (1018.504568 sec): 3 clusters Score: Raw -81043.624302 + Penalty 698.601280 = -80345.023021 nChanged 8 SP:Iteration 13Q (1018.545194 sec): 3 clusters Score: Raw -81049.993103 + Penalty 698.601280 = -80351.391823 nChanged 2 SP:Iteration 14Q (1018.581550 sec): 3 clusters Score: Raw -81051.147342 + Penalty 698.601280 = -80352.546062 nChanged 5 SP:Iteration 15Q (1018.629639 sec): 3 clusters Score: Raw -81055.428085 + Penalty 698.601280 = -80356.826805 nChanged 6 SP:Iteration 16Q (1018.677094 sec): 3 clusters Score: Raw -81059.559507 + Penalty 698.601280 = -80360.958226 nChanged 4 SP:Iteration 17Q (1018.722970 sec): 3 clusters Score: Raw -81061.358914 + Penalty 698.601280 = -80362.757633 nChanged 3 SP:Iteration 18Q (1018.765423 sec): 3 clusters Score: Raw -81061.998374 + Penalty 698.601280 = -80363.397094 nChanged 4 SP:Iteration 19Q (1018.816853 sec): 3 clusters Score: Raw -81063.009452 + Penalty 698.601280 = -80364.408172 nChanged 1 SP:Iteration 20F (1018.864637 sec): 3 clusters Score: Raw -81063.231504 + Penalty 698.601280 = -80364.630223 nChanged 0 Trying to split cluster 19 (3094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1018.881018 sec): 2 clusters Score: Raw -98432.930631 + Penalty 365.693511 = -98067.237120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1018.927789 sec): 3 clusters Score: Raw -96682.833909 + Penalty 731.387023 = -95951.446886 nChanged 1356 SP:Iteration 1F (1018.973404 sec): 3 clusters Score: Raw -97708.701401 + Penalty 731.387023 = -96977.314378 nChanged 288 SP:Iteration 2F (1019.027302 sec): 3 clusters Score: Raw -97948.242416 + Penalty 731.387023 = -97216.855393 nChanged 210 SP:Iteration 3F (1019.065939 sec): 3 clusters Score: Raw -98105.032668 + Penalty 731.387023 = -97373.645645 nChanged 154 SP:Iteration 4Q (1019.118889 sec): 3 clusters Score: Raw -98214.450982 + Penalty 731.387023 = -97483.063959 nChanged 125 SP:Iteration 5Q (1019.167268 sec): 3 clusters Score: Raw -98312.555799 + Penalty 731.387023 = -97581.168776 nChanged 113 SP:Iteration 6Q (1019.221645 sec): 3 clusters Score: Raw -98398.155874 + Penalty 731.387023 = -97666.768851 nChanged 92 SP:Iteration 7Q (1019.267481 sec): 3 clusters Score: Raw -98453.831326 + Penalty 731.387023 = -97722.444303 nChanged 63 SP:Iteration 8Q (1019.312520 sec): 3 clusters Score: Raw -98490.709930 + Penalty 731.387023 = -97759.322907 nChanged 53 SP:Iteration 9Q (1019.368759 sec): 3 clusters Score: Raw -98516.945280 + Penalty 731.387023 = -97785.558257 nChanged 43 SP:Iteration 10Q (1019.409298 sec): 3 clusters Score: Raw -98537.972863 + Penalty 731.387023 = -97806.585841 nChanged 37 SP:Iteration 11Q (1019.453427 sec): 3 clusters Score: Raw -98556.238316 + Penalty 731.387023 = -97824.851293 nChanged 26 SP:Iteration 12Q (1019.497257 sec): 3 clusters Score: Raw -98564.175414 + Penalty 731.387023 = -97832.788391 nChanged 25 SP:Iteration 13Q (1019.552668 sec): 3 clusters Score: Raw -98573.874416 + Penalty 731.387023 = -97842.487393 nChanged 25 SP:Iteration 14Q (1019.600770 sec): 3 clusters Score: Raw -98583.044362 + Penalty 731.387023 = -97851.657339 nChanged 19 SP:Iteration 15Q (1019.637951 sec): 3 clusters Score: Raw -98593.892755 + Penalty 731.387023 = -97862.505732 nChanged 22 SP:Iteration 16Q (1019.681054 sec): 3 clusters Score: Raw -98602.366171 + Penalty 731.387023 = -97870.979148 nChanged 18 SP:Iteration 17Q (1019.725565 sec): 3 clusters Score: Raw -98608.318217 + Penalty 731.387023 = -97876.931194 nChanged 13 SP:Iteration 18Q (1019.780747 sec): 3 clusters Score: Raw -98613.291406 + Penalty 731.387023 = -97881.904383 nChanged 6 SP:Iteration 19Q (1019.821060 sec): 3 clusters Score: Raw -98614.268285 + Penalty 731.387023 = -97882.881262 nChanged 5 SP:Iteration 20F (1019.872932 sec): 3 clusters Score: Raw -98616.136269 + Penalty 731.387023 = -97884.749246 nChanged 8 SP:Iteration 21Q (1019.914484 sec): 3 clusters Score: Raw -98617.751132 + Penalty 731.387023 = -97886.364109 nChanged 6 SP:Iteration 22Q (1019.970994 sec): 3 clusters Score: Raw -98619.616529 + Penalty 731.387023 = -97888.229506 nChanged 6 SP:Iteration 23Q (1020.023926 sec): 3 clusters Score: Raw -98620.825486 + Penalty 731.387023 = -97889.438463 nChanged 4 SP:Iteration 24Q (1020.072428 sec): 3 clusters Score: Raw -98621.465776 + Penalty 731.387023 = -97890.078753 nChanged 6 SP:Iteration 25Q (1020.123932 sec): 3 clusters Score: Raw -98622.444160 + Penalty 731.387023 = -97891.057137 nChanged 7 SP:Iteration 26Q (1020.165748 sec): 3 clusters Score: Raw -98624.440493 + Penalty 731.387023 = -97893.053470 nChanged 5 SP:Iteration 27Q (1020.200701 sec): 3 clusters Score: Raw -98625.569025 + Penalty 731.387023 = -97894.182003 nChanged 9 SP:Iteration 28Q (1020.258923 sec): 3 clusters Score: Raw -98627.946573 + Penalty 731.387023 = -97896.559550 nChanged 4 SP:Iteration 29Q (1020.306574 sec): 3 clusters Score: Raw -98628.531421 + Penalty 731.387023 = -97897.144398 nChanged 0 SP:Iteration 30F (1020.352388 sec): 3 clusters Score: Raw -98628.531421 + Penalty 731.387023 = -97897.144398 nChanged 0 Trying to split cluster 20 (2022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1020.377708 sec): 2 clusters Score: Raw -69890.923067 + Penalty 346.338829 = -69544.584238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1020.429924 sec): 3 clusters Score: Raw -68838.258044 + Penalty 692.677658 = -68145.580386 nChanged 842 SP:Iteration 1F (1020.473360 sec): 3 clusters Score: Raw -69336.703468 + Penalty 692.677658 = -68644.025810 nChanged 144 SP:Iteration 2F (1020.523592 sec): 3 clusters Score: Raw -69422.397596 + Penalty 692.677658 = -68729.719937 nChanged 122 SP:Iteration 3F (1020.558210 sec): 3 clusters Score: Raw -69491.472043 + Penalty 692.677658 = -68798.794385 nChanged 102 SP:Iteration 4F (1020.610097 sec): 3 clusters Score: Raw -69549.641102 + Penalty 692.677658 = -68856.963444 nChanged 96 SP:Iteration 5Q (1020.646669 sec): 3 clusters Score: Raw -69592.774957 + Penalty 692.677658 = -68900.097299 nChanged 71 SP:Iteration 6Q (1020.690526 sec): 3 clusters Score: Raw -69618.728102 + Penalty 692.677658 = -68926.050443 nChanged 62 SP:Iteration 7Q (1020.736687 sec): 3 clusters Score: Raw -69641.144120 + Penalty 692.677658 = -68948.466462 nChanged 43 SP:Iteration 8Q (1020.782773 sec): 3 clusters Score: Raw -69656.383149 + Penalty 692.677658 = -68963.705491 nChanged 42 SP:Iteration 9Q (1020.832370 sec): 3 clusters Score: Raw -69669.660218 + Penalty 692.677658 = -68976.982560 nChanged 35 SP:Iteration 10Q (1020.879130 sec): 3 clusters Score: Raw -69682.208819 + Penalty 692.677658 = -68989.531161 nChanged 31 SP:Iteration 11Q (1020.919574 sec): 3 clusters Score: Raw -69692.660963 + Penalty 692.677658 = -68999.983305 nChanged 30 SP:Iteration 12Q (1020.969561 sec): 3 clusters Score: Raw -69705.041825 + Penalty 692.677658 = -69012.364167 nChanged 26 SP:Iteration 13Q (1021.018063 sec): 3 clusters Score: Raw -69714.990470 + Penalty 692.677658 = -69022.312812 nChanged 21 SP:Iteration 14Q (1021.077810 sec): 3 clusters Score: Raw -69720.930231 + Penalty 692.677658 = -69028.252573 nChanged 16 SP:Iteration 15Q (1021.120887 sec): 3 clusters Score: Raw -69725.130704 + Penalty 692.677658 = -69032.453046 nChanged 12 SP:Iteration 16Q (1021.165779 sec): 3 clusters Score: Raw -69727.910107 + Penalty 692.677658 = -69035.232449 nChanged 7 SP:Iteration 17Q (1021.221028 sec): 3 clusters Score: Raw -69730.450602 + Penalty 692.677658 = -69037.772944 nChanged 9 SP:Iteration 18Q (1021.276498 sec): 3 clusters Score: Raw -69732.591158 + Penalty 692.677658 = -69039.913500 nChanged 5 SP:Iteration 19Q (1021.311720 sec): 3 clusters Score: Raw -69733.314525 + Penalty 692.677658 = -69040.636866 nChanged 3 SP:Iteration 20F (1021.370559 sec): 3 clusters Score: Raw -69734.355295 + Penalty 692.677658 = -69041.677637 nChanged 5 SP:Iteration 21Q (1021.417371 sec): 3 clusters Score: Raw -69735.100629 + Penalty 692.677658 = -69042.422971 nChanged 5 SP:Iteration 22Q (1021.455380 sec): 3 clusters Score: Raw -69736.527280 + Penalty 692.677658 = -69043.849622 nChanged 5 SP:Iteration 23Q (1021.499302 sec): 3 clusters Score: Raw -69738.091168 + Penalty 692.677658 = -69045.413510 nChanged 10 SP:Iteration 24Q (1021.551210 sec): 3 clusters Score: Raw -69741.424361 + Penalty 692.677658 = -69048.746703 nChanged 10 SP:Iteration 25Q (1021.596058 sec): 3 clusters Score: Raw -69745.350796 + Penalty 692.677658 = -69052.673138 nChanged 15 SP:Iteration 26Q (1021.644158 sec): 3 clusters Score: Raw -69751.648700 + Penalty 692.677658 = -69058.971042 nChanged 21 SP:Iteration 27Q (1021.680227 sec): 3 clusters Score: Raw -69759.813548 + Penalty 692.677658 = -69067.135890 nChanged 20 SP:Iteration 28Q (1021.730130 sec): 3 clusters Score: Raw -69766.718466 + Penalty 692.677658 = -69074.040807 nChanged 15 SP:Iteration 29Q (1021.787787 sec): 3 clusters Score: Raw -69773.563613 + Penalty 692.677658 = -69080.885955 nChanged 15 SP:Iteration 30Q (1021.842083 sec): 3 clusters Score: Raw -69779.762662 + Penalty 692.677658 = -69087.085004 nChanged 14 SP:Iteration 31Q (1021.878760 sec): 3 clusters Score: Raw -69786.132726 + Penalty 692.677658 = -69093.455068 nChanged 17 SP:Iteration 32Q (1021.921164 sec): 3 clusters Score: Raw -69789.537975 + Penalty 692.677658 = -69096.860317 nChanged 17 SP:Iteration 33Q (1021.972149 sec): 3 clusters Score: Raw -69794.095225 + Penalty 692.677658 = -69101.417566 nChanged 14 SP:Iteration 34Q (1022.019743 sec): 3 clusters Score: Raw -69796.287447 + Penalty 692.677658 = -69103.609788 nChanged 5 SP:Iteration 35Q (1022.067910 sec): 3 clusters Score: Raw -69797.250482 + Penalty 692.677658 = -69104.572824 nChanged 7 SP:Iteration 36Q (1022.108754 sec): 3 clusters Score: Raw -69798.682313 + Penalty 692.677658 = -69106.004655 nChanged 6 SP:Iteration 37Q (1022.158114 sec): 3 clusters Score: Raw -69799.882098 + Penalty 692.677658 = -69107.204440 nChanged 4 SP:Iteration 38Q (1022.214993 sec): 3 clusters Score: Raw -69801.776281 + Penalty 692.677658 = -69109.098623 nChanged 9 SP:Iteration 39Q (1022.266211 sec): 3 clusters Score: Raw -69804.696254 + Penalty 692.677658 = -69112.018595 nChanged 14 SP:Iteration 40F (1022.312988 sec): 3 clusters Score: Raw -69808.997495 + Penalty 692.677658 = -69116.319837 nChanged 15 SP:Iteration 41Q (1022.361426 sec): 3 clusters Score: Raw -69814.003344 + Penalty 692.677658 = -69121.325686 nChanged 16 SP:Iteration 42Q (1022.400571 sec): 3 clusters Score: Raw -69819.877688 + Penalty 692.677658 = -69127.200029 nChanged 30 SP:Iteration 43Q (1022.457046 sec): 3 clusters Score: Raw -69831.728581 + Penalty 692.677658 = -69139.050923 nChanged 24 SP:Iteration 44Q (1022.499159 sec): 3 clusters Score: Raw -69839.827197 + Penalty 692.677658 = -69147.149538 nChanged 22 SP:Iteration 45Q (1022.548595 sec): 3 clusters Score: Raw -69850.532153 + Penalty 692.677658 = -69157.854495 nChanged 22 SP:Iteration 46Q (1022.607510 sec): 3 clusters Score: Raw -69863.073520 + Penalty 692.677658 = -69170.395862 nChanged 25 SP:Iteration 47Q (1022.657826 sec): 3 clusters Score: Raw -69879.057909 + Penalty 692.677658 = -69186.380251 nChanged 25 SP:Iteration 48Q (1022.708055 sec): 3 clusters Score: Raw -69894.388029 + Penalty 692.677658 = -69201.710370 nChanged 22 SP:Iteration 49Q (1022.758200 sec): 3 clusters Score: Raw -69906.378029 + Penalty 692.677658 = -69213.700371 nChanged 28 SP:Iteration 50Q (1022.795380 sec): 3 clusters Score: Raw -69925.518844 + Penalty 692.677658 = -69232.841185 nChanged 19 SP:Iteration 51Q (1022.853325 sec): 3 clusters Score: Raw -69941.822919 + Penalty 692.677658 = -69249.145260 nChanged 16 SP:Iteration 52Q (1022.905028 sec): 3 clusters Score: Raw -69951.482544 + Penalty 692.677658 = -69258.804885 nChanged 18 SP:Iteration 53Q (1022.949594 sec): 3 clusters Score: Raw -69963.403620 + Penalty 692.677658 = -69270.725962 nChanged 18 SP:Iteration 54Q (1022.998486 sec): 3 clusters Score: Raw -69979.243547 + Penalty 692.677658 = -69286.565889 nChanged 18 SP:Iteration 55Q (1023.043889 sec): 3 clusters Score: Raw -69990.102873 + Penalty 692.677658 = -69297.425215 nChanged 13 SP:Iteration 56Q (1023.085926 sec): 3 clusters Score: Raw -69996.703592 + Penalty 692.677658 = -69304.025933 nChanged 6 SP:Iteration 57Q (1023.137556 sec): 3 clusters Score: Raw -69999.394422 + Penalty 692.677658 = -69306.716764 nChanged 5 SP:Iteration 58Q (1023.180275 sec): 3 clusters Score: Raw -70003.184047 + Penalty 692.677658 = -69310.506389 nChanged 5 SP:Iteration 59Q (1023.232567 sec): 3 clusters Score: Raw -70007.593445 + Penalty 692.677658 = -69314.915786 nChanged 4 SP:Iteration 60F (1023.281455 sec): 3 clusters Score: Raw -70009.225099 + Penalty 692.677658 = -69316.547441 nChanged 3 SP:Iteration 61Q (1023.325776 sec): 3 clusters Score: Raw -70010.954393 + Penalty 692.677658 = -69318.276735 nChanged 3 SP:Iteration 62Q (1023.368221 sec): 3 clusters Score: Raw -70012.695414 + Penalty 692.677658 = -69320.017756 nChanged 3 SP:Iteration 63Q (1023.419135 sec): 3 clusters Score: Raw -70014.360896 + Penalty 692.677658 = -69321.683238 nChanged 2 SP:Iteration 64Q (1023.468251 sec): 3 clusters Score: Raw -70014.635537 + Penalty 692.677658 = -69321.957878 nChanged 0 SP:Iteration 65F (1023.513767 sec): 3 clusters Score: Raw -70014.635537 + Penalty 692.677658 = -69321.957878 nChanged 0 Trying to split cluster 21 (21926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1023.558166 sec): 2 clusters Score: Raw -913139.694078 + Penalty 454.791993 = -912684.902084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1023.637324 sec): 3 clusters Score: Raw -898881.539183 + Penalty 909.583987 = -897971.955196 nChanged 10545 SP:Iteration 1F (1023.707540 sec): 3 clusters Score: Raw -904950.854228 + Penalty 909.583987 = -904041.270241 nChanged 1208 SP:Iteration 2F (1023.770068 sec): 3 clusters Score: Raw -905458.380787 + Penalty 909.583987 = -904548.796800 nChanged 1293 SP:Iteration 3F (1023.842372 sec): 3 clusters Score: Raw -906102.953889 + Penalty 909.583987 = -905193.369903 nChanged 1398 SP:Iteration 4F (1023.900182 sec): 3 clusters Score: Raw -906944.382433 + Penalty 909.583987 = -906034.798447 nChanged 1476 SP:Iteration 5F (1023.972585 sec): 3 clusters Score: Raw -907978.556463 + Penalty 909.583987 = -907068.972477 nChanged 1396 SP:Iteration 6F (1024.036021 sec): 3 clusters Score: Raw -909059.146975 + Penalty 909.583987 = -908149.562989 nChanged 1186 SP:Iteration 7F (1024.107354 sec): 3 clusters Score: Raw -910039.288226 + Penalty 909.583987 = -909129.704239 nChanged 920 SP:Iteration 8Q (1024.175486 sec): 3 clusters Score: Raw -910790.244748 + Penalty 909.583987 = -909880.660762 nChanged 674 SP:Iteration 9Q (1024.241081 sec): 3 clusters Score: Raw -911294.128644 + Penalty 909.583987 = -910384.544657 nChanged 547 SP:Iteration 10Q (1024.299113 sec): 3 clusters Score: Raw -911665.218364 + Penalty 909.583987 = -910755.634377 nChanged 470 SP:Iteration 11Q (1024.364745 sec): 3 clusters Score: Raw -911970.046872 + Penalty 909.583987 = -911060.462885 nChanged 402 SP:Iteration 12Q (1024.422292 sec): 3 clusters Score: Raw -912220.813553 + Penalty 909.583987 = -911311.229566 nChanged 327 SP:Iteration 13Q (1024.484965 sec): 3 clusters Score: Raw -912433.129729 + Penalty 909.583987 = -911523.545742 nChanged 284 SP:Iteration 14Q (1024.560509 sec): 3 clusters Score: Raw -912620.368893 + Penalty 909.583987 = -911710.784906 nChanged 208 SP:Iteration 15Q (1024.612661 sec): 3 clusters Score: Raw -912772.403805 + Penalty 909.583987 = -911862.819818 nChanged 173 SP:Iteration 16Q (1024.684961 sec): 3 clusters Score: Raw -912896.987812 + Penalty 909.583987 = -911987.403826 nChanged 127 SP:Iteration 17Q (1024.739966 sec): 3 clusters Score: Raw -912994.166966 + Penalty 909.583987 = -912084.582979 nChanged 96 SP:Iteration 18Q (1024.803652 sec): 3 clusters Score: Raw -913062.010130 + Penalty 909.583987 = -912152.426143 nChanged 61 SP:Iteration 19Q (1024.866943 sec): 3 clusters Score: Raw -913105.999515 + Penalty 909.583987 = -912196.415528 nChanged 43 SP:Iteration 20F (1024.940515 sec): 3 clusters Score: Raw -913143.970402 + Penalty 909.583987 = -912234.386415 nChanged 30 SP:Iteration 21Q (1024.993544 sec): 3 clusters Score: Raw -913170.589199 + Penalty 909.583987 = -912261.005212 nChanged 18 SP:Iteration 22Q (1025.065871 sec): 3 clusters Score: Raw -913183.386782 + Penalty 909.583987 = -912273.802796 nChanged 8 SP:Iteration 23Q (1025.131909 sec): 3 clusters Score: Raw -913190.273538 + Penalty 909.583987 = -912280.689552 nChanged 7 SP:Iteration 24Q (1025.195401 sec): 3 clusters Score: Raw -913195.682427 + Penalty 909.583987 = -912286.098441 nChanged 4 SP:Iteration 25Q (1025.257534 sec): 3 clusters Score: Raw -913197.032657 + Penalty 909.583987 = -912287.448670 nChanged 2 SP:Iteration 26Q (1025.321939 sec): 3 clusters Score: Raw -913197.463823 + Penalty 909.583987 = -912287.879836 nChanged 0 SP:Iteration 27F (1025.388136 sec): 3 clusters Score: Raw -913197.463823 + Penalty 909.583987 = -912287.879836 nChanged 0 Trying to split cluster 22 (2599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1025.417063 sec): 2 clusters Score: Raw -100294.075826 + Penalty 357.761133 = -99936.314693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1025.463634 sec): 3 clusters Score: Raw -98816.823348 + Penalty 715.522265 = -98101.301082 nChanged 1108 SP:Iteration 1F (1025.519673 sec): 3 clusters Score: Raw -99435.857430 + Penalty 715.522265 = -98720.335165 nChanged 212 SP:Iteration 2F (1025.567785 sec): 3 clusters Score: Raw -99634.258648 + Penalty 715.522265 = -98918.736383 nChanged 225 SP:Iteration 3F (1025.620062 sec): 3 clusters Score: Raw -99863.045547 + Penalty 715.522265 = -99147.523282 nChanged 231 SP:Iteration 4F (1025.664948 sec): 3 clusters Score: Raw -100068.313847 + Penalty 715.522265 = -99352.791582 nChanged 164 SP:Iteration 5F (1025.700339 sec): 3 clusters Score: Raw -100197.183962 + Penalty 715.522265 = -99481.661697 nChanged 139 SP:Iteration 6F (1025.745814 sec): 3 clusters Score: Raw -100292.051164 + Penalty 715.522265 = -99576.528899 nChanged 89 SP:Iteration 7Q (1025.790777 sec): 3 clusters Score: Raw -100335.622243 + Penalty 715.522265 = -99620.099978 nChanged 61 SP:Iteration 8Q (1025.836298 sec): 3 clusters Score: Raw -100364.879929 + Penalty 715.522265 = -99649.357664 nChanged 44 SP:Iteration 9Q (1025.886776 sec): 3 clusters Score: Raw -100381.799811 + Penalty 715.522265 = -99666.277546 nChanged 31 SP:Iteration 10Q (1025.937503 sec): 3 clusters Score: Raw -100390.973454 + Penalty 715.522265 = -99675.451188 nChanged 18 SP:Iteration 11Q (1025.972541 sec): 3 clusters Score: Raw -100393.697353 + Penalty 715.522265 = -99678.175088 nChanged 13 SP:Iteration 12Q (1026.020279 sec): 3 clusters Score: Raw -100396.061976 + Penalty 715.522265 = -99680.539711 nChanged 10 SP:Iteration 13Q (1026.065690 sec): 3 clusters Score: Raw -100398.453155 + Penalty 715.522265 = -99682.930890 nChanged 12 SP:Iteration 14Q (1026.113351 sec): 3 clusters Score: Raw -100400.438422 + Penalty 715.522265 = -99684.916157 nChanged 8 SP:Iteration 15Q (1026.152198 sec): 3 clusters Score: Raw -100400.954453 + Penalty 715.522265 = -99685.432187 nChanged 3 SP:Iteration 16Q (1026.204073 sec): 3 clusters Score: Raw -100401.184955 + Penalty 715.522265 = -99685.662690 nChanged 2 SP:Iteration 17Q (1026.247704 sec): 3 clusters Score: Raw -100401.361077 + Penalty 715.522265 = -99685.838812 nChanged 2 SP:Iteration 18Q (1026.292506 sec): 3 clusters Score: Raw -100401.589025 + Penalty 715.522265 = -99686.066760 nChanged 4 SP:Iteration 19Q (1026.338899 sec): 3 clusters Score: Raw -100402.687472 + Penalty 715.522265 = -99687.165207 nChanged 3 SP:Iteration 20F (1026.390563 sec): 3 clusters Score: Raw -100403.030543 + Penalty 715.522265 = -99687.508278 nChanged 1 SP:Iteration 21Q (1026.440443 sec): 3 clusters Score: Raw -100403.082223 + Penalty 715.522265 = -99687.559957 nChanged 0 SP:Iteration 22F (1026.480918 sec): 3 clusters Score: Raw -100403.082223 + Penalty 715.522265 = -99687.559957 nChanged 0 Trying to split cluster 23 (957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1026.506772 sec): 2 clusters Score: Raw -40233.027861 + Penalty 312.303054 = -39920.724807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1026.555351 sec): 3 clusters Score: Raw -39742.308860 + Penalty 624.606109 = -39117.702751 nChanged 374 SP:Iteration 1F (1026.604195 sec): 3 clusters Score: Raw -39932.176529 + Penalty 624.606109 = -39307.570421 nChanged 82 SP:Iteration 2F (1026.651262 sec): 3 clusters Score: Raw -39987.343103 + Penalty 624.606109 = -39362.736994 nChanged 60 SP:Iteration 3F (1026.700235 sec): 3 clusters Score: Raw -40022.951434 + Penalty 624.606109 = -39398.345325 nChanged 39 SP:Iteration 4Q (1026.750179 sec): 3 clusters Score: Raw -40046.703016 + Penalty 624.606109 = -39422.096908 nChanged 28 SP:Iteration 5Q (1026.795441 sec): 3 clusters Score: Raw -40060.662276 + Penalty 624.606109 = -39436.056167 nChanged 24 SP:Iteration 6Q (1026.847881 sec): 3 clusters Score: Raw -40072.514044 + Penalty 624.606109 = -39447.907935 nChanged 29 SP:Iteration 7Q (1026.893862 sec): 3 clusters Score: Raw -40091.839796 + Penalty 624.606109 = -39467.233687 nChanged 28 SP:Iteration 8Q (1026.940922 sec): 3 clusters Score: Raw -40106.118583 + Penalty 624.606109 = -39481.512474 nChanged 22 SP:Iteration 9Q (1026.991354 sec): 3 clusters Score: Raw -40119.557189 + Penalty 624.606109 = -39494.951080 nChanged 30 SP:Iteration 10Q (1027.027191 sec): 3 clusters Score: Raw -40137.592012 + Penalty 624.606109 = -39512.985904 nChanged 25 SP:Iteration 11Q (1027.073972 sec): 3 clusters Score: Raw -40155.166676 + Penalty 624.606109 = -39530.560568 nChanged 21 SP:Iteration 12Q (1027.119009 sec): 3 clusters Score: Raw -40170.236297 + Penalty 624.606109 = -39545.630189 nChanged 21 SP:Iteration 13Q (1027.160569 sec): 3 clusters Score: Raw -40189.784222 + Penalty 624.606109 = -39565.178114 nChanged 18 SP:Iteration 14Q (1027.214893 sec): 3 clusters Score: Raw -40203.339221 + Penalty 624.606109 = -39578.733113 nChanged 18 SP:Iteration 15Q (1027.256713 sec): 3 clusters Score: Raw -40223.426459 + Penalty 624.606109 = -39598.820351 nChanged 19 SP:Iteration 16Q (1027.306353 sec): 3 clusters Score: Raw -40242.370105 + Penalty 624.606109 = -39617.763996 nChanged 9 SP:Iteration 17Q (1027.348166 sec): 3 clusters Score: Raw -40253.222094 + Penalty 624.606109 = -39628.615986 nChanged 5 SP:Iteration 18Q (1027.385165 sec): 3 clusters Score: Raw -40256.301577 + Penalty 624.606109 = -39631.695469 nChanged 1 SP:Iteration 19Q (1027.426977 sec): 3 clusters Score: Raw -40257.483485 + Penalty 624.606109 = -39632.877377 nChanged 1 SP:Iteration 20F (1027.478170 sec): 3 clusters Score: Raw -40258.022709 + Penalty 624.606109 = -39633.416600 nChanged 1 SP:Iteration 21Q (1027.526062 sec): 3 clusters Score: Raw -40258.076586 + Penalty 624.606109 = -39633.470477 nChanged 0 SP:Iteration 22F (1027.568992 sec): 3 clusters Score: Raw -40258.076586 + Penalty 624.606109 = -39633.470477 nChanged 0 Trying to split cluster 24 (1083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1027.598808 sec): 2 clusters Score: Raw -44201.693640 + Penalty 317.930806 = -43883.762833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1027.639888 sec): 3 clusters Score: Raw -43670.579256 + Penalty 635.861612 = -43034.717643 nChanged 408 SP:Iteration 1F (1027.690503 sec): 3 clusters Score: Raw -43919.424099 + Penalty 635.861612 = -43283.562487 nChanged 114 SP:Iteration 2F (1027.724959 sec): 3 clusters Score: Raw -43996.432077 + Penalty 635.861612 = -43360.570465 nChanged 74 SP:Iteration 3F (1027.768868 sec): 3 clusters Score: Raw -44046.657921 + Penalty 635.861612 = -43410.796308 nChanged 58 SP:Iteration 4F (1027.822514 sec): 3 clusters Score: Raw -44087.862043 + Penalty 635.861612 = -43452.000430 nChanged 47 SP:Iteration 5Q (1027.867470 sec): 3 clusters Score: Raw -44117.199422 + Penalty 635.861612 = -43481.337809 nChanged 43 SP:Iteration 6Q (1027.910356 sec): 3 clusters Score: Raw -44143.067528 + Penalty 635.861612 = -43507.205916 nChanged 36 SP:Iteration 7Q (1027.962606 sec): 3 clusters Score: Raw -44165.765315 + Penalty 635.861612 = -43529.903703 nChanged 35 SP:Iteration 8Q (1028.007017 sec): 3 clusters Score: Raw -44189.265262 + Penalty 635.861612 = -43553.403649 nChanged 26 SP:Iteration 9Q (1028.052504 sec): 3 clusters Score: Raw -44208.371519 + Penalty 635.861612 = -43572.509906 nChanged 17 SP:Iteration 10Q (1028.108526 sec): 3 clusters Score: Raw -44220.928860 + Penalty 635.861612 = -43585.067248 nChanged 18 SP:Iteration 11Q (1028.142442 sec): 3 clusters Score: Raw -44235.444490 + Penalty 635.861612 = -43599.582878 nChanged 16 SP:Iteration 12Q (1028.195494 sec): 3 clusters Score: Raw -44248.883077 + Penalty 635.861612 = -43613.021464 nChanged 13 SP:Iteration 13Q (1028.250431 sec): 3 clusters Score: Raw -44258.663558 + Penalty 635.861612 = -43622.801946 nChanged 10 SP:Iteration 14Q (1028.295776 sec): 3 clusters Score: Raw -44267.049832 + Penalty 635.861612 = -43631.188219 nChanged 6 SP:Iteration 15Q (1028.340664 sec): 3 clusters Score: Raw -44272.063807 + Penalty 635.861612 = -43636.202195 nChanged 5 SP:Iteration 16Q (1028.386723 sec): 3 clusters Score: Raw -44277.058537 + Penalty 635.861612 = -43641.196925 nChanged 5 SP:Iteration 17Q (1028.434592 sec): 3 clusters Score: Raw -44280.278741 + Penalty 635.861612 = -43644.417128 nChanged 4 SP:Iteration 18Q (1028.479317 sec): 3 clusters Score: Raw -44282.143494 + Penalty 635.861612 = -43646.281881 nChanged 2 SP:Iteration 19Q (1028.521849 sec): 3 clusters Score: Raw -44283.117440 + Penalty 635.861612 = -43647.255828 nChanged 1 SP:Iteration 20F (1028.570253 sec): 3 clusters Score: Raw -44284.351830 + Penalty 635.861612 = -43648.490217 nChanged 0 Trying to split cluster 25 (10031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1028.611683 sec): 2 clusters Score: Raw -418318.418739 + Penalty 419.211319 = -417899.207421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1028.655311 sec): 3 clusters Score: Raw -412135.446477 + Penalty 838.422637 = -411297.023840 nChanged 4642 SP:Iteration 1F (1028.717938 sec): 3 clusters Score: Raw -414981.103839 + Penalty 838.422637 = -414142.681202 nChanged 571 SP:Iteration 2F (1028.771716 sec): 3 clusters Score: Raw -415239.367809 + Penalty 838.422637 = -414400.945172 nChanged 518 SP:Iteration 3F (1028.818586 sec): 3 clusters Score: Raw -415513.281860 + Penalty 838.422637 = -414674.859223 nChanged 502 SP:Iteration 4F (1028.868750 sec): 3 clusters Score: Raw -415819.668587 + Penalty 838.422637 = -414981.245950 nChanged 516 SP:Iteration 5F (1028.918440 sec): 3 clusters Score: Raw -416140.176889 + Penalty 838.422637 = -415301.754251 nChanged 470 SP:Iteration 6Q (1028.977453 sec): 3 clusters Score: Raw -416413.086282 + Penalty 838.422637 = -415574.663645 nChanged 400 SP:Iteration 7Q (1029.023138 sec): 3 clusters Score: Raw -416595.330445 + Penalty 838.422637 = -415756.907807 nChanged 296 SP:Iteration 8Q (1029.077283 sec): 3 clusters Score: Raw -416679.448543 + Penalty 838.422637 = -415841.025905 nChanged 151 SP:Iteration 9Q (1029.130125 sec): 3 clusters Score: Raw -416708.066313 + Penalty 838.422637 = -415869.643675 nChanged 99 SP:Iteration 10Q (1029.182393 sec): 3 clusters Score: Raw -416722.509147 + Penalty 838.422637 = -415884.086510 nChanged 73 SP:Iteration 11Q (1029.238397 sec): 3 clusters Score: Raw -416734.531962 + Penalty 838.422637 = -415896.109324 nChanged 72 SP:Iteration 12Q (1029.293531 sec): 3 clusters Score: Raw -416745.010978 + Penalty 838.422637 = -415906.588341 nChanged 72 SP:Iteration 13Q (1029.351412 sec): 3 clusters Score: Raw -416755.382498 + Penalty 838.422637 = -415916.959861 nChanged 69 SP:Iteration 14Q (1029.408905 sec): 3 clusters Score: Raw -416767.137291 + Penalty 838.422637 = -415928.714653 nChanged 78 SP:Iteration 15Q (1029.460734 sec): 3 clusters Score: Raw -416780.999422 + Penalty 838.422637 = -415942.576785 nChanged 104 SP:Iteration 16Q (1029.516393 sec): 3 clusters Score: Raw -416799.663541 + Penalty 838.422637 = -415961.240904 nChanged 100 SP:Iteration 17Q (1029.573385 sec): 3 clusters Score: Raw -416819.751956 + Penalty 838.422637 = -415981.329319 nChanged 111 SP:Iteration 18Q (1029.625619 sec): 3 clusters Score: Raw -416840.699538 + Penalty 838.422637 = -416002.276900 nChanged 114 SP:Iteration 19Q (1029.684024 sec): 3 clusters Score: Raw -416864.494772 + Penalty 838.422637 = -416026.072135 nChanged 128 SP:Iteration 20F (1029.740873 sec): 3 clusters Score: Raw -416895.966047 + Penalty 838.422637 = -416057.543410 nChanged 128 SP:Iteration 21Q (1029.794027 sec): 3 clusters Score: Raw -416924.686199 + Penalty 838.422637 = -416086.263562 nChanged 118 SP:Iteration 22Q (1029.838166 sec): 3 clusters Score: Raw -416954.885537 + Penalty 838.422637 = -416116.462900 nChanged 136 SP:Iteration 23Q (1029.903658 sec): 3 clusters Score: Raw -416992.274937 + Penalty 838.422637 = -416153.852299 nChanged 146 SP:Iteration 24Q (1029.955535 sec): 3 clusters Score: Raw -417038.841538 + Penalty 838.422637 = -416200.418901 nChanged 149 SP:Iteration 25Q (1029.999380 sec): 3 clusters Score: Raw -417088.604914 + Penalty 838.422637 = -416250.182277 nChanged 175 SP:Iteration 26Q (1030.050501 sec): 3 clusters Score: Raw -417149.755485 + Penalty 838.422637 = -416311.332848 nChanged 200 SP:Iteration 27Q (1030.110885 sec): 3 clusters Score: Raw -417225.442440 + Penalty 838.422637 = -416387.019802 nChanged 185 SP:Iteration 28Q (1030.163064 sec): 3 clusters Score: Raw -417295.052520 + Penalty 838.422637 = -416456.629883 nChanged 186 SP:Iteration 29Q (1030.222202 sec): 3 clusters Score: Raw -417367.283571 + Penalty 838.422637 = -416528.860934 nChanged 175 SP:Iteration 30Q (1030.274686 sec): 3 clusters Score: Raw -417436.125516 + Penalty 838.422637 = -416597.702879 nChanged 168 SP:Iteration 31Q (1030.317259 sec): 3 clusters Score: Raw -417501.748669 + Penalty 838.422637 = -416663.326031 nChanged 159 SP:Iteration 32Q (1030.373042 sec): 3 clusters Score: Raw -417563.204996 + Penalty 838.422637 = -416724.782358 nChanged 142 SP:Iteration 33Q (1030.438165 sec): 3 clusters Score: Raw -417618.075502 + Penalty 838.422637 = -416779.652865 nChanged 151 SP:Iteration 34Q (1030.490260 sec): 3 clusters Score: Raw -417685.248363 + Penalty 838.422637 = -416846.825726 nChanged 154 SP:Iteration 35Q (1030.536167 sec): 3 clusters Score: Raw -417753.961738 + Penalty 838.422637 = -416915.539101 nChanged 137 SP:Iteration 36Q (1030.588860 sec): 3 clusters Score: Raw -417817.865773 + Penalty 838.422637 = -416979.443135 nChanged 133 SP:Iteration 37Q (1030.643287 sec): 3 clusters Score: Raw -417875.577360 + Penalty 838.422637 = -417037.154722 nChanged 109 SP:Iteration 38Q (1030.696504 sec): 3 clusters Score: Raw -417918.191873 + Penalty 838.422637 = -417079.769236 nChanged 95 SP:Iteration 39Q (1030.759882 sec): 3 clusters Score: Raw -417954.748571 + Penalty 838.422637 = -417116.325933 nChanged 81 SP:Iteration 40F (1030.813318 sec): 3 clusters Score: Raw -417991.296988 + Penalty 838.422637 = -417152.874350 nChanged 78 SP:Iteration 41Q (1030.866940 sec): 3 clusters Score: Raw -418019.592073 + Penalty 838.422637 = -417181.169436 nChanged 76 SP:Iteration 42Q (1030.915733 sec): 3 clusters Score: Raw -418054.722088 + Penalty 838.422637 = -417216.299451 nChanged 82 SP:Iteration 43Q (1030.974954 sec): 3 clusters Score: Raw -418099.067910 + Penalty 838.422637 = -417260.645273 nChanged 86 SP:Iteration 44Q (1031.027872 sec): 3 clusters Score: Raw -418145.163919 + Penalty 838.422637 = -417306.741282 nChanged 83 SP:Iteration 45Q (1031.063468 sec): 3 clusters Score: Raw -418194.510897 + Penalty 838.422637 = -417356.088260 nChanged 68 SP:Iteration 46Q (1031.115423 sec): 3 clusters Score: Raw -418235.429820 + Penalty 838.422637 = -417397.007183 nChanged 60 SP:Iteration 47Q (1031.170832 sec): 3 clusters Score: Raw -418265.399262 + Penalty 838.422637 = -417426.976624 nChanged 45 SP:Iteration 48Q (1031.217118 sec): 3 clusters Score: Raw -418285.503739 + Penalty 838.422637 = -417447.081101 nChanged 31 SP:Iteration 49Q (1031.282027 sec): 3 clusters Score: Raw -418294.134514 + Penalty 838.422637 = -417455.711877 nChanged 22 SP:Iteration 50Q (1031.335995 sec): 3 clusters Score: Raw -418299.007456 + Penalty 838.422637 = -417460.584818 nChanged 14 SP:Iteration 51Q (1031.387229 sec): 3 clusters Score: Raw -418302.447736 + Penalty 838.422637 = -417464.025099 nChanged 15 SP:Iteration 52Q (1031.443254 sec): 3 clusters Score: Raw -418307.705376 + Penalty 838.422637 = -417469.282739 nChanged 15 SP:Iteration 53Q (1031.489669 sec): 3 clusters Score: Raw -418314.150388 + Penalty 838.422637 = -417475.727751 nChanged 21 SP:Iteration 54Q (1031.548508 sec): 3 clusters Score: Raw -418324.630494 + Penalty 838.422637 = -417486.207856 nChanged 17 SP:Iteration 55Q (1031.599313 sec): 3 clusters Score: Raw -418332.796775 + Penalty 838.422637 = -417494.374137 nChanged 20 SP:Iteration 56Q (1031.646250 sec): 3 clusters Score: Raw -418340.802634 + Penalty 838.422637 = -417502.379997 nChanged 14 SP:Iteration 57Q (1031.706515 sec): 3 clusters Score: Raw -418344.859402 + Penalty 838.422637 = -417506.436765 nChanged 10 SP:Iteration 58Q (1031.751584 sec): 3 clusters Score: Raw -418349.026459 + Penalty 838.422637 = -417510.603822 nChanged 7 SP:Iteration 59Q (1031.816319 sec): 3 clusters Score: Raw -418350.691133 + Penalty 838.422637 = -417512.268495 nChanged 2 SP:Iteration 60F (1031.870972 sec): 3 clusters Score: Raw -418350.977472 + Penalty 838.422637 = -417512.554834 nChanged 2 SP:Iteration 61Q (1031.930236 sec): 3 clusters Score: Raw -418351.351136 + Penalty 838.422637 = -417512.928499 nChanged 2 SP:Iteration 62Q (1031.974879 sec): 3 clusters Score: Raw -418351.824171 + Penalty 838.422637 = -417513.401534 nChanged 2 SP:Iteration 63Q (1032.041456 sec): 3 clusters Score: Raw -418352.345808 + Penalty 838.422637 = -417513.923170 nChanged 3 SP:Iteration 64Q (1032.101663 sec): 3 clusters Score: Raw -418353.421177 + Penalty 838.422637 = -417514.998540 nChanged 0 SP:Iteration 65F (1032.149742 sec): 3 clusters Score: Raw -418353.421177 + Penalty 838.422637 = -417514.998540 nChanged 0 Trying to split cluster 26 (1537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1032.188605 sec): 2 clusters Score: Raw -62771.923656 + Penalty 333.860242 = -62438.063414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1032.235777 sec): 3 clusters Score: Raw -61964.376972 + Penalty 667.720485 = -61296.656488 nChanged 611 SP:Iteration 1F (1032.284014 sec): 3 clusters Score: Raw -62333.913814 + Penalty 667.720485 = -61666.193330 nChanged 122 SP:Iteration 2F (1032.339302 sec): 3 clusters Score: Raw -62408.493313 + Penalty 667.720485 = -61740.772829 nChanged 98 SP:Iteration 3F (1032.389013 sec): 3 clusters Score: Raw -62458.168881 + Penalty 667.720485 = -61790.448396 nChanged 71 SP:Iteration 4Q (1032.428250 sec): 3 clusters Score: Raw -62492.578628 + Penalty 667.720485 = -61824.858144 nChanged 56 SP:Iteration 5Q (1032.475302 sec): 3 clusters Score: Raw -62517.715615 + Penalty 667.720485 = -61849.995130 nChanged 44 SP:Iteration 6Q (1032.529580 sec): 3 clusters Score: Raw -62538.030390 + Penalty 667.720485 = -61870.309906 nChanged 41 SP:Iteration 7Q (1032.577699 sec): 3 clusters Score: Raw -62557.165707 + Penalty 667.720485 = -61889.445223 nChanged 45 SP:Iteration 8Q (1032.622458 sec): 3 clusters Score: Raw -62578.746975 + Penalty 667.720485 = -61911.026491 nChanged 46 SP:Iteration 9Q (1032.659089 sec): 3 clusters Score: Raw -62606.018199 + Penalty 667.720485 = -61938.297714 nChanged 51 SP:Iteration 10Q (1032.711452 sec): 3 clusters Score: Raw -62634.885334 + Penalty 667.720485 = -61967.164849 nChanged 45 SP:Iteration 11Q (1032.760352 sec): 3 clusters Score: Raw -62659.238479 + Penalty 667.720485 = -61991.517995 nChanged 39 SP:Iteration 12Q (1032.804400 sec): 3 clusters Score: Raw -62681.084501 + Penalty 667.720485 = -62013.364017 nChanged 41 SP:Iteration 13Q (1032.845621 sec): 3 clusters Score: Raw -62702.933797 + Penalty 667.720485 = -62035.213312 nChanged 33 SP:Iteration 14Q (1032.885724 sec): 3 clusters Score: Raw -62720.422214 + Penalty 667.720485 = -62052.701729 nChanged 30 SP:Iteration 15Q (1032.929003 sec): 3 clusters Score: Raw -62737.805095 + Penalty 667.720485 = -62070.084611 nChanged 23 SP:Iteration 16Q (1032.976077 sec): 3 clusters Score: Raw -62757.564573 + Penalty 667.720485 = -62089.844088 nChanged 23 SP:Iteration 17Q (1033.031058 sec): 3 clusters Score: Raw -62776.579852 + Penalty 667.720485 = -62108.859367 nChanged 13 SP:Iteration 18Q (1033.070466 sec): 3 clusters Score: Raw -62785.743776 + Penalty 667.720485 = -62118.023292 nChanged 11 SP:Iteration 19Q (1033.107736 sec): 3 clusters Score: Raw -62792.587380 + Penalty 667.720485 = -62124.866895 nChanged 8 SP:Iteration 20F (1033.161339 sec): 3 clusters Score: Raw -62797.921144 + Penalty 667.720485 = -62130.200659 nChanged 5 SP:Iteration 21Q (1033.206294 sec): 3 clusters Score: Raw -62805.161801 + Penalty 667.720485 = -62137.441316 nChanged 5 SP:Iteration 22Q (1033.257935 sec): 3 clusters Score: Raw -62810.507235 + Penalty 667.720485 = -62142.786750 nChanged 7 SP:Iteration 23Q (1033.302253 sec): 3 clusters Score: Raw -62814.648744 + Penalty 667.720485 = -62146.928260 nChanged 7 SP:Iteration 24Q (1033.354882 sec): 3 clusters Score: Raw -62819.425561 + Penalty 667.720485 = -62151.705077 nChanged 7 SP:Iteration 25Q (1033.398503 sec): 3 clusters Score: Raw -62822.100178 + Penalty 667.720485 = -62154.379694 nChanged 4 SP:Iteration 26Q (1033.448967 sec): 3 clusters Score: Raw -62823.579241 + Penalty 667.720485 = -62155.858756 nChanged 7 SP:Iteration 27Q (1033.501884 sec): 3 clusters Score: Raw -62826.261442 + Penalty 667.720485 = -62158.540957 nChanged 4 SP:Iteration 28Q (1033.549012 sec): 3 clusters Score: Raw -62830.603679 + Penalty 667.720485 = -62162.883194 nChanged 5 SP:Iteration 29Q (1033.598676 sec): 3 clusters Score: Raw -62834.103677 + Penalty 667.720485 = -62166.383192 nChanged 0 SP:Iteration 30F (1033.641131 sec): 3 clusters Score: Raw -62834.103677 + Penalty 667.720485 = -62166.383192 nChanged 0 Trying to split cluster 27 (891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1033.669665 sec): 2 clusters Score: Raw -39316.643273 + Penalty 309.051671 = -39007.591602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1033.712876 sec): 3 clusters Score: Raw -38883.828778 + Penalty 618.103343 = -38265.725435 nChanged 344 SP:Iteration 1F (1033.763044 sec): 3 clusters Score: Raw -39084.736504 + Penalty 618.103343 = -38466.633161 nChanged 93 SP:Iteration 2F (1033.804202 sec): 3 clusters Score: Raw -39168.656086 + Penalty 618.103343 = -38550.552743 nChanged 75 SP:Iteration 3F (1033.853047 sec): 3 clusters Score: Raw -39247.100617 + Penalty 618.103343 = -38628.997274 nChanged 47 SP:Iteration 4F (1033.898295 sec): 3 clusters Score: Raw -39299.712001 + Penalty 618.103343 = -38681.608658 nChanged 35 SP:Iteration 5Q (1033.936474 sec): 3 clusters Score: Raw -39332.738146 + Penalty 618.103343 = -38714.634803 nChanged 29 SP:Iteration 6Q (1033.975553 sec): 3 clusters Score: Raw -39375.823299 + Penalty 618.103343 = -38757.719956 nChanged 35 SP:Iteration 7Q (1034.030126 sec): 3 clusters Score: Raw -39425.098703 + Penalty 618.103343 = -38806.995360 nChanged 35 SP:Iteration 8Q (1034.067377 sec): 3 clusters Score: Raw -39477.059899 + Penalty 618.103343 = -38858.956556 nChanged 32 SP:Iteration 9Q (1034.105079 sec): 3 clusters Score: Raw -39518.398207 + Penalty 618.103343 = -38900.294864 nChanged 26 SP:Iteration 10Q (1034.138670 sec): 3 clusters Score: Raw -39541.735177 + Penalty 618.103343 = -38923.631834 nChanged 10 SP:Iteration 11Q (1034.179737 sec): 3 clusters Score: Raw -39546.052006 + Penalty 618.103343 = -38927.948663 nChanged 2 SP:Iteration 12Q (1034.229538 sec): 3 clusters Score: Raw -39546.921836 + Penalty 618.103343 = -38928.818494 nChanged 3 SP:Iteration 13Q (1034.267128 sec): 3 clusters Score: Raw -39548.442542 + Penalty 618.103343 = -38930.339199 nChanged 2 SP:Iteration 14Q (1034.301902 sec): 3 clusters Score: Raw -39549.185342 + Penalty 618.103343 = -38931.081999 nChanged 0 SP:Iteration 15F (1034.349706 sec): 3 clusters Score: Raw -39549.185342 + Penalty 618.103343 = -38931.081999 nChanged 0 Trying to split cluster 28 (751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1034.369927 sec): 2 clusters Score: Raw -25194.725635 + Penalty 301.273957 = -24893.451678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1034.410240 sec): 3 clusters Score: Raw -24860.714915 + Penalty 602.547914 = -24258.167001 nChanged 296 SP:Iteration 1F (1034.456157 sec): 3 clusters Score: Raw -25055.729299 + Penalty 602.547914 = -24453.181385 nChanged 63 SP:Iteration 2F (1034.490344 sec): 3 clusters Score: Raw -25118.207585 + Penalty 602.547914 = -24515.659671 nChanged 52 SP:Iteration 3F (1034.542000 sec): 3 clusters Score: Raw -25161.380168 + Penalty 602.547914 = -24558.832254 nChanged 33 SP:Iteration 4Q (1034.588018 sec): 3 clusters Score: Raw -25188.012300 + Penalty 602.547914 = -24585.464386 nChanged 27 SP:Iteration 5Q (1034.621553 sec): 3 clusters Score: Raw -25205.087583 + Penalty 602.547914 = -24602.539669 nChanged 12 SP:Iteration 6Q (1034.674499 sec): 3 clusters Score: Raw -25211.987718 + Penalty 602.547914 = -24609.439804 nChanged 9 SP:Iteration 7Q (1034.720571 sec): 3 clusters Score: Raw -25217.522156 + Penalty 602.547914 = -24614.974241 nChanged 10 SP:Iteration 8Q (1034.763297 sec): 3 clusters Score: Raw -25224.645797 + Penalty 602.547914 = -24622.097883 nChanged 7 SP:Iteration 9Q (1034.801533 sec): 3 clusters Score: Raw -25227.957075 + Penalty 602.547914 = -24625.409161 nChanged 4 SP:Iteration 10Q (1034.843856 sec): 3 clusters Score: Raw -25230.803603 + Penalty 602.547914 = -24628.255688 nChanged 2 SP:Iteration 11Q (1034.887978 sec): 3 clusters Score: Raw -25231.770777 + Penalty 602.547914 = -24629.222862 nChanged 2 SP:Iteration 12Q (1034.943180 sec): 3 clusters Score: Raw -25233.081424 + Penalty 602.547914 = -24630.533510 nChanged 4 SP:Iteration 13Q (1034.981899 sec): 3 clusters Score: Raw -25235.013882 + Penalty 602.547914 = -24632.465968 nChanged 6 SP:Iteration 14Q (1035.025012 sec): 3 clusters Score: Raw -25238.914630 + Penalty 602.547914 = -24636.366716 nChanged 4 SP:Iteration 15Q (1035.071630 sec): 3 clusters Score: Raw -25240.687468 + Penalty 602.547914 = -24638.139554 nChanged 4 SP:Iteration 16Q (1035.117343 sec): 3 clusters Score: Raw -25242.333978 + Penalty 602.547914 = -24639.786063 nChanged 1 SP:Iteration 17Q (1035.150096 sec): 3 clusters Score: Raw -25242.835981 + Penalty 602.547914 = -24640.288067 nChanged 0 SP:Iteration 18F (1035.193957 sec): 3 clusters Score: Raw -25242.835981 + Penalty 602.547914 = -24640.288067 nChanged 0 Trying to split cluster 29 (4230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1035.222389 sec): 2 clusters Score: Raw -155675.030030 + Penalty 379.923056 = -155295.106975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1035.274953 sec): 3 clusters Score: Raw -153170.127426 + Penalty 759.846112 = -152410.281315 nChanged 1913 SP:Iteration 1F (1035.327173 sec): 3 clusters Score: Raw -154474.103985 + Penalty 759.846112 = -153714.257873 nChanged 345 SP:Iteration 2F (1035.375063 sec): 3 clusters Score: Raw -154698.458751 + Penalty 759.846112 = -153938.612639 nChanged 291 SP:Iteration 3F (1035.421232 sec): 3 clusters Score: Raw -154914.487051 + Penalty 759.846112 = -154154.640939 nChanged 242 SP:Iteration 4F (1035.466851 sec): 3 clusters Score: Raw -155071.755788 + Penalty 759.846112 = -154311.909676 nChanged 208 SP:Iteration 5Q (1035.519369 sec): 3 clusters Score: Raw -155190.016293 + Penalty 759.846112 = -154430.170181 nChanged 148 SP:Iteration 6Q (1035.571122 sec): 3 clusters Score: Raw -155274.520627 + Penalty 759.846112 = -154514.674515 nChanged 131 SP:Iteration 7Q (1035.622324 sec): 3 clusters Score: Raw -155338.574671 + Penalty 759.846112 = -154578.728559 nChanged 120 SP:Iteration 8Q (1035.676398 sec): 3 clusters Score: Raw -155392.910685 + Penalty 759.846112 = -154633.064574 nChanged 97 SP:Iteration 9Q (1035.726149 sec): 3 clusters Score: Raw -155429.169869 + Penalty 759.846112 = -154669.323757 nChanged 68 SP:Iteration 10Q (1035.777510 sec): 3 clusters Score: Raw -155449.412767 + Penalty 759.846112 = -154689.566655 nChanged 52 SP:Iteration 11Q (1035.817176 sec): 3 clusters Score: Raw -155462.674286 + Penalty 759.846112 = -154702.828175 nChanged 46 SP:Iteration 12Q (1035.872387 sec): 3 clusters Score: Raw -155479.067988 + Penalty 759.846112 = -154719.221877 nChanged 55 SP:Iteration 13Q (1035.914594 sec): 3 clusters Score: Raw -155501.349906 + Penalty 759.846112 = -154741.503794 nChanged 70 SP:Iteration 14Q (1035.965507 sec): 3 clusters Score: Raw -155529.325829 + Penalty 759.846112 = -154769.479718 nChanged 71 SP:Iteration 15Q (1036.008852 sec): 3 clusters Score: Raw -155553.573986 + Penalty 759.846112 = -154793.727874 nChanged 55 SP:Iteration 16Q (1036.064661 sec): 3 clusters Score: Raw -155569.398279 + Penalty 759.846112 = -154809.552168 nChanged 50 SP:Iteration 17Q (1036.107557 sec): 3 clusters Score: Raw -155583.380085 + Penalty 759.846112 = -154823.533973 nChanged 43 SP:Iteration 18Q (1036.154062 sec): 3 clusters Score: Raw -155594.870110 + Penalty 759.846112 = -154835.023998 nChanged 30 SP:Iteration 19Q (1036.214145 sec): 3 clusters Score: Raw -155599.784044 + Penalty 759.846112 = -154839.937932 nChanged 24 SP:Iteration 20F (1036.255809 sec): 3 clusters Score: Raw -155602.347545 + Penalty 759.846112 = -154842.501433 nChanged 16 SP:Iteration 21Q (1036.305678 sec): 3 clusters Score: Raw -155604.923801 + Penalty 759.846112 = -154845.077689 nChanged 16 SP:Iteration 22Q (1036.354108 sec): 3 clusters Score: Raw -155608.403035 + Penalty 759.846112 = -154848.556923 nChanged 22 SP:Iteration 23Q (1036.416606 sec): 3 clusters Score: Raw -155616.123630 + Penalty 759.846112 = -154856.277518 nChanged 31 SP:Iteration 24Q (1036.461208 sec): 3 clusters Score: Raw -155625.326577 + Penalty 759.846112 = -154865.480465 nChanged 36 SP:Iteration 25Q (1036.516217 sec): 3 clusters Score: Raw -155633.075288 + Penalty 759.846112 = -154873.229177 nChanged 32 SP:Iteration 26Q (1036.559297 sec): 3 clusters Score: Raw -155638.357460 + Penalty 759.846112 = -154878.511349 nChanged 18 SP:Iteration 27Q (1036.614570 sec): 3 clusters Score: Raw -155641.918161 + Penalty 759.846112 = -154882.072049 nChanged 21 SP:Iteration 28Q (1036.659231 sec): 3 clusters Score: Raw -155646.831164 + Penalty 759.846112 = -154886.985053 nChanged 18 SP:Iteration 29Q (1036.717634 sec): 3 clusters Score: Raw -155651.134452 + Penalty 759.846112 = -154891.288340 nChanged 24 SP:Iteration 30Q (1036.769434 sec): 3 clusters Score: Raw -155657.440787 + Penalty 759.846112 = -154897.594675 nChanged 25 SP:Iteration 31Q (1036.819492 sec): 3 clusters Score: Raw -155662.531642 + Penalty 759.846112 = -154902.685530 nChanged 19 SP:Iteration 32Q (1036.864748 sec): 3 clusters Score: Raw -155667.110138 + Penalty 759.846112 = -154907.264026 nChanged 27 SP:Iteration 33Q (1036.919381 sec): 3 clusters Score: Raw -155674.810482 + Penalty 759.846112 = -154914.964370 nChanged 27 SP:Iteration 34Q (1036.964569 sec): 3 clusters Score: Raw -155683.717267 + Penalty 759.846112 = -154923.871155 nChanged 26 SP:Iteration 35Q (1037.013555 sec): 3 clusters Score: Raw -155692.957225 + Penalty 759.846112 = -154933.111113 nChanged 28 SP:Iteration 36Q (1037.063941 sec): 3 clusters Score: Raw -155701.708172 + Penalty 759.846112 = -154941.862060 nChanged 33 SP:Iteration 37Q (1037.097290 sec): 3 clusters Score: Raw -155709.953717 + Penalty 759.846112 = -154950.107606 nChanged 23 SP:Iteration 38Q (1037.137138 sec): 3 clusters Score: Raw -155714.343130 + Penalty 759.846112 = -154954.497018 nChanged 20 SP:Iteration 39Q (1037.183929 sec): 3 clusters Score: Raw -155717.421709 + Penalty 759.846112 = -154957.575597 nChanged 18 SP:Iteration 40F (1037.245973 sec): 3 clusters Score: Raw -155721.222766 + Penalty 759.846112 = -154961.376654 nChanged 16 SP:Iteration 41Q (1037.296984 sec): 3 clusters Score: Raw -155724.516768 + Penalty 759.846112 = -154964.670656 nChanged 19 SP:Iteration 42Q (1037.347040 sec): 3 clusters Score: Raw -155727.653197 + Penalty 759.846112 = -154967.807085 nChanged 11 SP:Iteration 43Q (1037.399087 sec): 3 clusters Score: Raw -155729.422040 + Penalty 759.846112 = -154969.575928 nChanged 12 SP:Iteration 44Q (1037.432733 sec): 3 clusters Score: Raw -155731.064142 + Penalty 759.846112 = -154971.218030 nChanged 8 SP:Iteration 45Q (1037.479313 sec): 3 clusters Score: Raw -155731.877313 + Penalty 759.846112 = -154972.031201 nChanged 8 SP:Iteration 46Q (1037.530494 sec): 3 clusters Score: Raw -155732.863305 + Penalty 759.846112 = -154973.017194 nChanged 7 SP:Iteration 47Q (1037.572115 sec): 3 clusters Score: Raw -155733.683059 + Penalty 759.846112 = -154973.836947 nChanged 5 SP:Iteration 48Q (1037.616787 sec): 3 clusters Score: Raw -155734.500255 + Penalty 759.846112 = -154974.654143 nChanged 6 SP:Iteration 49Q (1037.666211 sec): 3 clusters Score: Raw -155735.201910 + Penalty 759.846112 = -154975.355798 nChanged 7 SP:Iteration 50Q (1037.724832 sec): 3 clusters Score: Raw -155736.525381 + Penalty 759.846112 = -154976.679269 nChanged 8 SP:Iteration 51Q (1037.761310 sec): 3 clusters Score: Raw -155737.428632 + Penalty 759.846112 = -154977.582520 nChanged 8 SP:Iteration 52Q (1037.808097 sec): 3 clusters Score: Raw -155738.221561 + Penalty 759.846112 = -154978.375449 nChanged 5 SP:Iteration 53Q (1037.860324 sec): 3 clusters Score: Raw -155738.997378 + Penalty 759.846112 = -154979.151266 nChanged 9 SP:Iteration 54Q (1037.900887 sec): 3 clusters Score: Raw -155739.570263 + Penalty 759.846112 = -154979.724152 nChanged 5 SP:Iteration 55Q (1037.954780 sec): 3 clusters Score: Raw -155740.105281 + Penalty 759.846112 = -154980.259169 nChanged 4 SP:Iteration 56Q (1038.000692 sec): 3 clusters Score: Raw -155740.612938 + Penalty 759.846112 = -154980.766826 nChanged 2 SP:Iteration 57Q (1038.036722 sec): 3 clusters Score: Raw -155740.879227 + Penalty 759.846112 = -154981.033115 nChanged 3 SP:Iteration 58Q (1038.091852 sec): 3 clusters Score: Raw -155741.532819 + Penalty 759.846112 = -154981.686708 nChanged 9 SP:Iteration 59Q (1038.128353 sec): 3 clusters Score: Raw -155742.709903 + Penalty 759.846112 = -154982.863791 nChanged 7 SP:Iteration 60F (1038.178937 sec): 3 clusters Score: Raw -155743.564087 + Penalty 759.846112 = -154983.717976 nChanged 9 SP:Iteration 61Q (1038.225742 sec): 3 clusters Score: Raw -155744.620813 + Penalty 759.846112 = -154984.774701 nChanged 12 SP:Iteration 62Q (1038.274963 sec): 3 clusters Score: Raw -155746.284842 + Penalty 759.846112 = -154986.438730 nChanged 13 SP:Iteration 63Q (1038.311380 sec): 3 clusters Score: Raw -155748.168261 + Penalty 759.846112 = -154988.322149 nChanged 12 SP:Iteration 64Q (1038.357788 sec): 3 clusters Score: Raw -155749.903574 + Penalty 759.846112 = -154990.057462 nChanged 6 SP:Iteration 65Q (1038.403590 sec): 3 clusters Score: Raw -155750.486100 + Penalty 759.846112 = -154990.639988 nChanged 5 SP:Iteration 66Q (1038.455720 sec): 3 clusters Score: Raw -155750.839987 + Penalty 759.846112 = -154990.993876 nChanged 3 SP:Iteration 67Q (1038.498875 sec): 3 clusters Score: Raw -155751.019616 + Penalty 759.846112 = -154991.173505 nChanged 2 SP:Iteration 68Q (1038.552680 sec): 3 clusters Score: Raw -155751.123462 + Penalty 759.846112 = -154991.277350 nChanged 1 SP:Iteration 69Q (1038.594380 sec): 3 clusters Score: Raw -155751.207105 + Penalty 759.846112 = -154991.360994 nChanged 1 SP:Iteration 70Q (1038.647495 sec): 3 clusters Score: Raw -155751.301827 + Penalty 759.846112 = -154991.455715 nChanged 1 SP:Iteration 71Q (1038.690005 sec): 3 clusters Score: Raw -155751.479961 + Penalty 759.846112 = -154991.633849 nChanged 2 SP:Iteration 72Q (1038.732943 sec): 3 clusters Score: Raw -155751.624004 + Penalty 759.846112 = -154991.777893 nChanged 2 SP:Iteration 73Q (1038.783406 sec): 3 clusters Score: Raw -155751.829179 + Penalty 759.846112 = -154991.983067 nChanged 1 SP:Iteration 74Q (1038.833950 sec): 3 clusters Score: Raw -155751.876680 + Penalty 759.846112 = -154992.030569 nChanged 0 SP:Iteration 75F (1038.882899 sec): 3 clusters Score: Raw -155751.876680 + Penalty 759.846112 = -154992.030569 nChanged 0 Trying to split cluster 30 (2041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1038.896992 sec): 2 clusters Score: Raw -80874.592330 + Penalty 346.764380 = -80527.827950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1038.940408 sec): 3 clusters Score: Raw -79771.408278 + Penalty 693.528760 = -79077.879518 nChanged 836 SP:Iteration 1F (1038.992390 sec): 3 clusters Score: Raw -80230.039109 + Penalty 693.528760 = -79536.510349 nChanged 166 SP:Iteration 2F (1039.032495 sec): 3 clusters Score: Raw -80339.884982 + Penalty 693.528760 = -79646.356222 nChanged 138 SP:Iteration 3F (1039.078023 sec): 3 clusters Score: Raw -80442.416145 + Penalty 693.528760 = -79748.887385 nChanged 133 SP:Iteration 4F (1039.122574 sec): 3 clusters Score: Raw -80533.227881 + Penalty 693.528760 = -79839.699122 nChanged 98 SP:Iteration 5Q (1039.160180 sec): 3 clusters Score: Raw -80602.703377 + Penalty 693.528760 = -79909.174617 nChanged 83 SP:Iteration 6Q (1039.210367 sec): 3 clusters Score: Raw -80653.949845 + Penalty 693.528760 = -79960.421085 nChanged 71 SP:Iteration 7Q (1039.255051 sec): 3 clusters Score: Raw -80705.429453 + Penalty 693.528760 = -80011.900693 nChanged 65 SP:Iteration 8Q (1039.291621 sec): 3 clusters Score: Raw -80762.950492 + Penalty 693.528760 = -80069.421733 nChanged 55 SP:Iteration 9Q (1039.342201 sec): 3 clusters Score: Raw -80811.194897 + Penalty 693.528760 = -80117.666137 nChanged 37 SP:Iteration 10Q (1039.389133 sec): 3 clusters Score: Raw -80834.717309 + Penalty 693.528760 = -80141.188549 nChanged 28 SP:Iteration 11Q (1039.435234 sec): 3 clusters Score: Raw -80853.449177 + Penalty 693.528760 = -80159.920417 nChanged 21 SP:Iteration 12Q (1039.479522 sec): 3 clusters Score: Raw -80864.316009 + Penalty 693.528760 = -80170.787249 nChanged 18 SP:Iteration 13Q (1039.536294 sec): 3 clusters Score: Raw -80875.056708 + Penalty 693.528760 = -80181.527948 nChanged 20 SP:Iteration 14Q (1039.582759 sec): 3 clusters Score: Raw -80884.593633 + Penalty 693.528760 = -80191.064873 nChanged 14 SP:Iteration 15Q (1039.617695 sec): 3 clusters Score: Raw -80890.209339 + Penalty 693.528760 = -80196.680579 nChanged 13 SP:Iteration 16Q (1039.672507 sec): 3 clusters Score: Raw -80895.100384 + Penalty 693.528760 = -80201.571624 nChanged 9 SP:Iteration 17Q (1039.716097 sec): 3 clusters Score: Raw -80899.639793 + Penalty 693.528760 = -80206.111033 nChanged 13 SP:Iteration 18Q (1039.762558 sec): 3 clusters Score: Raw -80903.230773 + Penalty 693.528760 = -80209.702013 nChanged 7 SP:Iteration 19Q (1039.808100 sec): 3 clusters Score: Raw -80905.742492 + Penalty 693.528760 = -80212.213732 nChanged 6 SP:Iteration 20F (1039.853925 sec): 3 clusters Score: Raw -80908.459584 + Penalty 693.528760 = -80214.930824 nChanged 9 SP:Iteration 21Q (1039.890278 sec): 3 clusters Score: Raw -80913.022003 + Penalty 693.528760 = -80219.493243 nChanged 13 SP:Iteration 22Q (1039.938690 sec): 3 clusters Score: Raw -80918.779095 + Penalty 693.528760 = -80225.250336 nChanged 11 SP:Iteration 23Q (1039.982860 sec): 3 clusters Score: Raw -80922.761352 + Penalty 693.528760 = -80229.232593 nChanged 7 SP:Iteration 24Q (1040.027355 sec): 3 clusters Score: Raw -80924.624456 + Penalty 693.528760 = -80231.095696 nChanged 5 SP:Iteration 25Q (1040.068291 sec): 3 clusters Score: Raw -80926.568979 + Penalty 693.528760 = -80233.040219 nChanged 0 SP:Iteration 26F (1040.114415 sec): 3 clusters Score: Raw -80926.568979 + Penalty 693.528760 = -80233.040219 nChanged 0 Trying to split cluster 31 (3214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1040.142999 sec): 2 clusters Score: Raw -127770.458073 + Penalty 367.424855 = -127403.033218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1040.190515 sec): 3 clusters Score: Raw -125975.568438 + Penalty 734.849711 = -125240.718727 nChanged 1371 SP:Iteration 1F (1040.225858 sec): 3 clusters Score: Raw -126706.688154 + Penalty 734.849711 = -125971.838444 nChanged 212 SP:Iteration 2F (1040.271530 sec): 3 clusters Score: Raw -126819.006248 + Penalty 734.849711 = -126084.156537 nChanged 191 SP:Iteration 3F (1040.314258 sec): 3 clusters Score: Raw -126928.788143 + Penalty 734.849711 = -126193.938432 nChanged 166 SP:Iteration 4F (1040.370397 sec): 3 clusters Score: Raw -127024.847318 + Penalty 734.849711 = -126289.997608 nChanged 151 SP:Iteration 5Q (1040.416231 sec): 3 clusters Score: Raw -127117.531910 + Penalty 734.849711 = -126382.682199 nChanged 142 SP:Iteration 6Q (1040.461980 sec): 3 clusters Score: Raw -127195.031132 + Penalty 734.849711 = -126460.181421 nChanged 135 SP:Iteration 7Q (1040.502018 sec): 3 clusters Score: Raw -127263.596745 + Penalty 734.849711 = -126528.747034 nChanged 116 SP:Iteration 8Q (1040.542994 sec): 3 clusters Score: Raw -127320.306481 + Penalty 734.849711 = -126585.456770 nChanged 112 SP:Iteration 9Q (1040.587957 sec): 3 clusters Score: Raw -127381.992219 + Penalty 734.849711 = -126647.142508 nChanged 119 SP:Iteration 10Q (1040.639446 sec): 3 clusters Score: Raw -127447.936801 + Penalty 734.849711 = -126713.087090 nChanged 106 SP:Iteration 11Q (1040.683300 sec): 3 clusters Score: Raw -127503.342438 + Penalty 734.849711 = -126768.492727 nChanged 96 SP:Iteration 12Q (1040.725817 sec): 3 clusters Score: Raw -127543.578969 + Penalty 734.849711 = -126808.729258 nChanged 70 SP:Iteration 13Q (1040.774351 sec): 3 clusters Score: Raw -127577.563910 + Penalty 734.849711 = -126842.714199 nChanged 58 SP:Iteration 14Q (1040.816622 sec): 3 clusters Score: Raw -127605.567369 + Penalty 734.849711 = -126870.717658 nChanged 53 SP:Iteration 15Q (1040.862525 sec): 3 clusters Score: Raw -127628.364549 + Penalty 734.849711 = -126893.514839 nChanged 41 SP:Iteration 16Q (1040.915945 sec): 3 clusters Score: Raw -127645.594272 + Penalty 734.849711 = -126910.744562 nChanged 40 SP:Iteration 17Q (1040.962353 sec): 3 clusters Score: Raw -127661.032011 + Penalty 734.849711 = -126926.182300 nChanged 33 SP:Iteration 18Q (1041.006799 sec): 3 clusters Score: Raw -127672.540309 + Penalty 734.849711 = -126937.690598 nChanged 33 SP:Iteration 19Q (1041.049657 sec): 3 clusters Score: Raw -127683.006044 + Penalty 734.849711 = -126948.156333 nChanged 30 SP:Iteration 20F (1041.091884 sec): 3 clusters Score: Raw -127691.675788 + Penalty 734.849711 = -126956.826077 nChanged 35 SP:Iteration 21Q (1041.130983 sec): 3 clusters Score: Raw -127705.337909 + Penalty 734.849711 = -126970.488198 nChanged 28 SP:Iteration 22Q (1041.181542 sec): 3 clusters Score: Raw -127715.564186 + Penalty 734.849711 = -126980.714476 nChanged 22 SP:Iteration 23Q (1041.221331 sec): 3 clusters Score: Raw -127721.841371 + Penalty 734.849711 = -126986.991661 nChanged 18 SP:Iteration 24Q (1041.274108 sec): 3 clusters Score: Raw -127726.324587 + Penalty 734.849711 = -126991.474877 nChanged 19 SP:Iteration 25Q (1041.315940 sec): 3 clusters Score: Raw -127730.447477 + Penalty 734.849711 = -126995.597766 nChanged 18 SP:Iteration 26Q (1041.359900 sec): 3 clusters Score: Raw -127735.217341 + Penalty 734.849711 = -127000.367630 nChanged 14 SP:Iteration 27Q (1041.401534 sec): 3 clusters Score: Raw -127740.258095 + Penalty 734.849711 = -127005.408385 nChanged 16 SP:Iteration 28Q (1041.452254 sec): 3 clusters Score: Raw -127746.840405 + Penalty 734.849711 = -127011.990695 nChanged 13 SP:Iteration 29Q (1041.498481 sec): 3 clusters Score: Raw -127750.258675 + Penalty 734.849711 = -127015.408964 nChanged 8 SP:Iteration 30Q (1041.552983 sec): 3 clusters Score: Raw -127751.620990 + Penalty 734.849711 = -127016.771279 nChanged 7 SP:Iteration 31Q (1041.591522 sec): 3 clusters Score: Raw -127753.243114 + Penalty 734.849711 = -127018.393403 nChanged 8 SP:Iteration 32Q (1041.636821 sec): 3 clusters Score: Raw -127756.765721 + Penalty 734.849711 = -127021.916010 nChanged 8 SP:Iteration 33Q (1041.680473 sec): 3 clusters Score: Raw -127759.665522 + Penalty 734.849711 = -127024.815812 nChanged 4 SP:Iteration 34Q (1041.727267 sec): 3 clusters Score: Raw -127760.466568 + Penalty 734.849711 = -127025.616857 nChanged 4 SP:Iteration 35Q (1041.776735 sec): 3 clusters Score: Raw -127761.717756 + Penalty 734.849711 = -127026.868045 nChanged 4 SP:Iteration 36Q (1041.830068 sec): 3 clusters Score: Raw -127763.357498 + Penalty 734.849711 = -127028.507787 nChanged 7 SP:Iteration 37Q (1041.872294 sec): 3 clusters Score: Raw -127765.518410 + Penalty 734.849711 = -127030.668699 nChanged 5 SP:Iteration 38Q (1041.915941 sec): 3 clusters Score: Raw -127767.711750 + Penalty 734.849711 = -127032.862039 nChanged 5 SP:Iteration 39Q (1041.967286 sec): 3 clusters Score: Raw -127768.872954 + Penalty 734.849711 = -127034.023244 nChanged 5 SP:Iteration 40F (1042.005486 sec): 3 clusters Score: Raw -127770.452628 + Penalty 734.849711 = -127035.602917 nChanged 6 SP:Iteration 41Q (1042.055189 sec): 3 clusters Score: Raw -127772.608759 + Penalty 734.849711 = -127037.759048 nChanged 7 SP:Iteration 42Q (1042.102506 sec): 3 clusters Score: Raw -127775.752133 + Penalty 734.849711 = -127040.902422 nChanged 11 SP:Iteration 43Q (1042.146399 sec): 3 clusters Score: Raw -127778.845811 + Penalty 734.849711 = -127043.996100 nChanged 10 SP:Iteration 44Q (1042.192194 sec): 3 clusters Score: Raw -127782.301149 + Penalty 734.849711 = -127047.451438 nChanged 11 SP:Iteration 45Q (1042.244219 sec): 3 clusters Score: Raw -127787.716792 + Penalty 734.849711 = -127052.867082 nChanged 10 SP:Iteration 46Q (1042.286222 sec): 3 clusters Score: Raw -127792.728976 + Penalty 734.849711 = -127057.879265 nChanged 12 SP:Iteration 47Q (1042.328292 sec): 3 clusters Score: Raw -127797.171817 + Penalty 734.849711 = -127062.322106 nChanged 6 SP:Iteration 48Q (1042.388535 sec): 3 clusters Score: Raw -127799.854165 + Penalty 734.849711 = -127065.004454 nChanged 6 SP:Iteration 49Q (1042.433054 sec): 3 clusters Score: Raw -127800.791467 + Penalty 734.849711 = -127065.941756 nChanged 4 SP:Iteration 50Q (1042.480096 sec): 3 clusters Score: Raw -127801.118568 + Penalty 734.849711 = -127066.268857 nChanged 1 SP:Iteration 51Q (1042.528635 sec): 3 clusters Score: Raw -127801.156675 + Penalty 734.849711 = -127066.306964 nChanged 0 SP:Iteration 52F (1042.580525 sec): 3 clusters Score: Raw -127801.156675 + Penalty 734.849711 = -127066.306964 nChanged 0 Trying to split cluster 32 (1615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1042.603514 sec): 2 clusters Score: Raw -65911.759115 + Penalty 336.112606 = -65575.646510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1042.643898 sec): 3 clusters Score: Raw -65031.801366 + Penalty 672.225211 = -64359.576155 nChanged 664 SP:Iteration 1F (1042.690027 sec): 3 clusters Score: Raw -65411.428483 + Penalty 672.225211 = -64739.203271 nChanged 126 SP:Iteration 2F (1042.740537 sec): 3 clusters Score: Raw -65485.482755 + Penalty 672.225211 = -64813.257544 nChanged 91 SP:Iteration 3F (1042.785973 sec): 3 clusters Score: Raw -65554.965875 + Penalty 672.225211 = -64882.740664 nChanged 85 SP:Iteration 4F (1042.831150 sec): 3 clusters Score: Raw -65619.371900 + Penalty 672.225211 = -64947.146688 nChanged 89 SP:Iteration 5F (1042.868030 sec): 3 clusters Score: Raw -65673.829921 + Penalty 672.225211 = -65001.604709 nChanged 59 SP:Iteration 6Q (1042.911214 sec): 3 clusters Score: Raw -65704.498471 + Penalty 672.225211 = -65032.273260 nChanged 56 SP:Iteration 7Q (1042.954701 sec): 3 clusters Score: Raw -65735.355206 + Penalty 672.225211 = -65063.129994 nChanged 45 SP:Iteration 8Q (1043.005774 sec): 3 clusters Score: Raw -65767.242456 + Penalty 672.225211 = -65095.017245 nChanged 34 SP:Iteration 9Q (1043.037645 sec): 3 clusters Score: Raw -65780.895002 + Penalty 672.225211 = -65108.669790 nChanged 19 SP:Iteration 10Q (1043.083014 sec): 3 clusters Score: Raw -65788.221594 + Penalty 672.225211 = -65115.996382 nChanged 15 SP:Iteration 11Q (1043.137313 sec): 3 clusters Score: Raw -65793.684701 + Penalty 672.225211 = -65121.459489 nChanged 13 SP:Iteration 12Q (1043.173164 sec): 3 clusters Score: Raw -65799.850126 + Penalty 672.225211 = -65127.624915 nChanged 15 SP:Iteration 13Q (1043.219255 sec): 3 clusters Score: Raw -65805.715297 + Penalty 672.225211 = -65133.490085 nChanged 15 SP:Iteration 14Q (1043.267833 sec): 3 clusters Score: Raw -65811.052266 + Penalty 672.225211 = -65138.827054 nChanged 12 SP:Iteration 15Q (1043.322270 sec): 3 clusters Score: Raw -65815.407506 + Penalty 672.225211 = -65143.182295 nChanged 7 SP:Iteration 16Q (1043.365928 sec): 3 clusters Score: Raw -65818.345484 + Penalty 672.225211 = -65146.120272 nChanged 7 SP:Iteration 17Q (1043.414555 sec): 3 clusters Score: Raw -65821.066863 + Penalty 672.225211 = -65148.841651 nChanged 8 SP:Iteration 18Q (1043.465232 sec): 3 clusters Score: Raw -65823.525856 + Penalty 672.225211 = -65151.300645 nChanged 8 SP:Iteration 19Q (1043.510587 sec): 3 clusters Score: Raw -65826.586293 + Penalty 672.225211 = -65154.361081 nChanged 8 SP:Iteration 20F (1043.556921 sec): 3 clusters Score: Raw -65829.727707 + Penalty 672.225211 = -65157.502496 nChanged 8 SP:Iteration 21Q (1043.609194 sec): 3 clusters Score: Raw -65832.382659 + Penalty 672.225211 = -65160.157447 nChanged 7 SP:Iteration 22Q (1043.642667 sec): 3 clusters Score: Raw -65836.771698 + Penalty 672.225211 = -65164.546487 nChanged 8 SP:Iteration 23Q (1043.686783 sec): 3 clusters Score: Raw -65838.964343 + Penalty 672.225211 = -65166.739132 nChanged 9 SP:Iteration 24Q (1043.735227 sec): 3 clusters Score: Raw -65842.097609 + Penalty 672.225211 = -65169.872398 nChanged 7 SP:Iteration 25Q (1043.781114 sec): 3 clusters Score: Raw -65843.246988 + Penalty 672.225211 = -65171.021777 nChanged 2 SP:Iteration 26Q (1043.822567 sec): 3 clusters Score: Raw -65843.903033 + Penalty 672.225211 = -65171.677822 nChanged 4 SP:Iteration 27Q (1043.865352 sec): 3 clusters Score: Raw -65845.834578 + Penalty 672.225211 = -65173.609366 nChanged 7 SP:Iteration 28Q (1043.912756 sec): 3 clusters Score: Raw -65848.358023 + Penalty 672.225211 = -65176.132812 nChanged 9 SP:Iteration 29Q (1043.951310 sec): 3 clusters Score: Raw -65851.700313 + Penalty 672.225211 = -65179.475101 nChanged 7 SP:Iteration 30Q (1044.006955 sec): 3 clusters Score: Raw -65853.799924 + Penalty 672.225211 = -65181.574712 nChanged 10 SP:Iteration 31Q (1044.050275 sec): 3 clusters Score: Raw -65859.847376 + Penalty 672.225211 = -65187.622165 nChanged 16 SP:Iteration 32Q (1044.095663 sec): 3 clusters Score: Raw -65868.441849 + Penalty 672.225211 = -65196.216638 nChanged 12 SP:Iteration 33Q (1044.136252 sec): 3 clusters Score: Raw -65872.689208 + Penalty 672.225211 = -65200.463996 nChanged 10 SP:Iteration 34Q (1044.190662 sec): 3 clusters Score: Raw -65877.731649 + Penalty 672.225211 = -65205.506438 nChanged 13 SP:Iteration 35Q (1044.223609 sec): 3 clusters Score: Raw -65885.816466 + Penalty 672.225211 = -65213.591255 nChanged 10 SP:Iteration 36Q (1044.273547 sec): 3 clusters Score: Raw -65888.647068 + Penalty 672.225211 = -65216.421857 nChanged 6 SP:Iteration 37Q (1044.320048 sec): 3 clusters Score: Raw -65890.787463 + Penalty 672.225211 = -65218.562252 nChanged 6 SP:Iteration 38Q (1044.356240 sec): 3 clusters Score: Raw -65891.778347 + Penalty 672.225211 = -65219.553136 nChanged 4 SP:Iteration 39Q (1044.400811 sec): 3 clusters Score: Raw -65893.118711 + Penalty 672.225211 = -65220.893500 nChanged 2 SP:Iteration 40F (1044.451499 sec): 3 clusters Score: Raw -65893.617597 + Penalty 672.225211 = -65221.392386 nChanged 3 SP:Iteration 41Q (1044.494765 sec): 3 clusters Score: Raw -65894.398885 + Penalty 672.225211 = -65222.173673 nChanged 3 SP:Iteration 42Q (1044.531624 sec): 3 clusters Score: Raw -65895.240060 + Penalty 672.225211 = -65223.014848 nChanged 5 SP:Iteration 43Q (1044.575638 sec): 3 clusters Score: Raw -65897.151961 + Penalty 672.225211 = -65224.926750 nChanged 4 SP:Iteration 44Q (1044.618408 sec): 3 clusters Score: Raw -65898.695328 + Penalty 672.225211 = -65226.470116 nChanged 5 SP:Iteration 45Q (1044.658574 sec): 3 clusters Score: Raw -65900.870521 + Penalty 672.225211 = -65228.645310 nChanged 5 SP:Iteration 46Q (1044.702518 sec): 3 clusters Score: Raw -65903.235821 + Penalty 672.225211 = -65231.010609 nChanged 7 SP:Iteration 47Q (1044.747568 sec): 3 clusters Score: Raw -65906.621304 + Penalty 672.225211 = -65234.396093 nChanged 11 SP:Iteration 48Q (1044.794945 sec): 3 clusters Score: Raw -65914.951760 + Penalty 672.225211 = -65242.726549 nChanged 15 SP:Iteration 49Q (1044.841021 sec): 3 clusters Score: Raw -65924.376791 + Penalty 672.225211 = -65252.151580 nChanged 17 SP:Iteration 50Q (1044.885625 sec): 3 clusters Score: Raw -65931.878062 + Penalty 672.225211 = -65259.652850 nChanged 11 SP:Iteration 51Q (1044.935976 sec): 3 clusters Score: Raw -65937.188803 + Penalty 672.225211 = -65264.963591 nChanged 11 SP:Iteration 52Q (1044.974904 sec): 3 clusters Score: Raw -65942.213176 + Penalty 672.225211 = -65269.987965 nChanged 9 SP:Iteration 53Q (1045.025133 sec): 3 clusters Score: Raw -65946.940695 + Penalty 672.225211 = -65274.715483 nChanged 7 SP:Iteration 54Q (1045.072220 sec): 3 clusters Score: Raw -65950.892775 + Penalty 672.225211 = -65278.667564 nChanged 8 SP:Iteration 55Q (1045.116962 sec): 3 clusters Score: Raw -65956.864627 + Penalty 672.225211 = -65284.639415 nChanged 11 SP:Iteration 56Q (1045.168095 sec): 3 clusters Score: Raw -65966.550748 + Penalty 672.225211 = -65294.325536 nChanged 12 SP:Iteration 57Q (1045.219537 sec): 3 clusters Score: Raw -65980.175933 + Penalty 672.225211 = -65307.950722 nChanged 7 SP:Iteration 58Q (1045.260004 sec): 3 clusters Score: Raw -65991.309015 + Penalty 672.225211 = -65319.083804 nChanged 6 SP:Iteration 59Q (1045.300429 sec): 3 clusters Score: Raw -65994.920229 + Penalty 672.225211 = -65322.695018 nChanged 7 SP:Iteration 60F (1045.347974 sec): 3 clusters Score: Raw -65997.912654 + Penalty 672.225211 = -65325.687442 nChanged 4 SP:Iteration 61Q (1045.391873 sec): 3 clusters Score: Raw -65999.114830 + Penalty 672.225211 = -65326.889619 nChanged 2 SP:Iteration 62Q (1045.438665 sec): 3 clusters Score: Raw -65999.644072 + Penalty 672.225211 = -65327.418860 nChanged 0 SP:Iteration 63F (1045.474754 sec): 3 clusters Score: Raw -65999.644072 + Penalty 672.225211 = -65327.418860 nChanged 0 Trying to split cluster 33 (4644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1045.504179 sec): 2 clusters Score: Raw -192386.042645 + Penalty 384.171576 = -192001.871069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1045.544769 sec): 3 clusters Score: Raw -189608.919100 + Penalty 768.343152 = -188840.575948 nChanged 2108 SP:Iteration 1F (1045.601910 sec): 3 clusters Score: Raw -190838.835306 + Penalty 768.343152 = -190070.492154 nChanged 370 SP:Iteration 2F (1045.645936 sec): 3 clusters Score: Raw -191088.248390 + Penalty 768.343152 = -190319.905238 nChanged 419 SP:Iteration 3F (1045.697105 sec): 3 clusters Score: Raw -191446.220394 + Penalty 768.343152 = -190677.877242 nChanged 398 SP:Iteration 4F (1045.744033 sec): 3 clusters Score: Raw -191827.840548 + Penalty 768.343152 = -191059.497396 nChanged 299 SP:Iteration 5F (1045.791651 sec): 3 clusters Score: Raw -192148.727761 + Penalty 768.343152 = -191380.384609 nChanged 165 SP:Iteration 6Q (1045.844013 sec): 3 clusters Score: Raw -192323.515111 + Penalty 768.343152 = -191555.171959 nChanged 61 SP:Iteration 7Q (1045.884819 sec): 3 clusters Score: Raw -192384.237324 + Penalty 768.343152 = -191615.894172 nChanged 21 SP:Iteration 8Q (1045.929239 sec): 3 clusters Score: Raw -192408.152183 + Penalty 768.343152 = -191639.809031 nChanged 13 SP:Iteration 9Q (1045.984590 sec): 3 clusters Score: Raw -192422.822922 + Penalty 768.343152 = -191654.479770 nChanged 7 SP:Iteration 10Q (1046.028522 sec): 3 clusters Score: Raw -192428.506343 + Penalty 768.343152 = -191660.163191 nChanged 3 SP:Iteration 11Q (1046.076231 sec): 3 clusters Score: Raw -192432.029474 + Penalty 768.343152 = -191663.686322 nChanged 6 SP:Iteration 12Q (1046.121938 sec): 3 clusters Score: Raw -192443.771111 + Penalty 768.343152 = -191675.427959 nChanged 5 SP:Iteration 13Q (1046.164143 sec): 3 clusters Score: Raw -192453.813865 + Penalty 768.343152 = -191685.470713 nChanged 2 SP:Iteration 14Q (1046.219547 sec): 3 clusters Score: Raw -192462.629847 + Penalty 768.343152 = -191694.286694 nChanged 2 SP:Iteration 15Q (1046.265479 sec): 3 clusters Score: Raw -192464.789572 + Penalty 768.343152 = -191696.446420 nChanged 1 SP:Iteration 16Q (1046.312385 sec): 3 clusters Score: Raw -192465.065337 + Penalty 768.343152 = -191696.722184 nChanged 0 SP:Iteration 17F (1046.359894 sec): 3 clusters Score: Raw -192465.065337 + Penalty 768.343152 = -191696.722184 nChanged 0 Trying to split cluster 34 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1046.383071 sec): 2 clusters Score: Raw -9913.711015 + Penalty 271.225743 = -9642.485272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1046.416798 sec): 3 clusters Score: Raw -9775.114100 + Penalty 542.451486 = -9232.662614 nChanged 127 SP:Iteration 1F (1046.460526 sec): 3 clusters Score: Raw -9915.127823 + Penalty 542.451486 = -9372.676337 nChanged 37 SP:Iteration 2F (1046.506546 sec): 3 clusters Score: Raw -9957.667110 + Penalty 542.451486 = -9415.215624 nChanged 16 SP:Iteration 3Q (1046.548418 sec): 3 clusters Score: Raw -9972.808931 + Penalty 542.451486 = -9430.357445 nChanged 18 SP:Iteration 4Q (1046.572958 sec): 3 clusters Score: Raw -9989.565728 + Penalty 542.451486 = -9447.114242 nChanged 12 SP:Iteration 5Q (1046.616272 sec): 3 clusters Score: Raw -9999.548595 + Penalty 542.451486 = -9457.097109 nChanged 7 SP:Iteration 6Q (1046.654767 sec): 3 clusters Score: Raw -10005.003497 + Penalty 542.451486 = -9462.552011 nChanged 8 SP:Iteration 7Q (1046.702171 sec): 3 clusters Score: Raw -10012.835747 + Penalty 542.451486 = -9470.384261 nChanged 6 SP:Iteration 8Q (1046.748841 sec): 3 clusters Score: Raw -10018.041978 + Penalty 542.451486 = -9475.590492 nChanged 6 SP:Iteration 9Q (1046.790783 sec): 3 clusters Score: Raw -10027.367984 + Penalty 542.451486 = -9484.916498 nChanged 4 SP:Iteration 10Q (1046.833451 sec): 3 clusters Score: Raw -10030.325055 + Penalty 542.451486 = -9487.873569 nChanged 1 SP:Iteration 11Q (1046.873958 sec): 3 clusters Score: Raw -10031.079086 + Penalty 542.451486 = -9488.627600 nChanged 1 SP:Iteration 12Q (1046.918622 sec): 3 clusters Score: Raw -10031.277476 + Penalty 542.451486 = -9488.825990 nChanged 1 SP:Iteration 13Q (1046.961338 sec): 3 clusters Score: Raw -10033.722070 + Penalty 542.451486 = -9491.270584 nChanged 0 SP:Iteration 14F (1046.992286 sec): 3 clusters Score: Raw -10033.722070 + Penalty 542.451486 = -9491.270584 nChanged 0 Trying to split cluster 35 (1313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1047.016088 sec): 2 clusters Score: Raw -55800.318849 + Penalty 326.693179 = -55473.625670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1047.063329 sec): 3 clusters Score: Raw -55125.745290 + Penalty 653.386359 = -54472.358931 nChanged 496 SP:Iteration 1F (1047.110453 sec): 3 clusters Score: Raw -55405.554333 + Penalty 653.386359 = -54752.167975 nChanged 92 SP:Iteration 2F (1047.155434 sec): 3 clusters Score: Raw -55445.045363 + Penalty 653.386359 = -54791.659005 nChanged 63 SP:Iteration 3Q (1047.192078 sec): 3 clusters Score: Raw -55472.819993 + Penalty 653.386359 = -54819.433634 nChanged 48 SP:Iteration 4Q (1047.239794 sec): 3 clusters Score: Raw -55497.651945 + Penalty 653.386359 = -54844.265587 nChanged 48 SP:Iteration 5Q (1047.279102 sec): 3 clusters Score: Raw -55522.540468 + Penalty 653.386359 = -54869.154110 nChanged 42 SP:Iteration 6Q (1047.320631 sec): 3 clusters Score: Raw -55551.292260 + Penalty 653.386359 = -54897.905901 nChanged 56 SP:Iteration 7Q (1047.375727 sec): 3 clusters Score: Raw -55586.727074 + Penalty 653.386359 = -54933.340715 nChanged 50 SP:Iteration 8Q (1047.418431 sec): 3 clusters Score: Raw -55625.722320 + Penalty 653.386359 = -54972.335961 nChanged 49 SP:Iteration 9Q (1047.460033 sec): 3 clusters Score: Raw -55663.887525 + Penalty 653.386359 = -55010.501166 nChanged 44 SP:Iteration 10Q (1047.495690 sec): 3 clusters Score: Raw -55695.664033 + Penalty 653.386359 = -55042.277674 nChanged 31 SP:Iteration 11Q (1047.538321 sec): 3 clusters Score: Raw -55713.354195 + Penalty 653.386359 = -55059.967837 nChanged 25 SP:Iteration 12Q (1047.578810 sec): 3 clusters Score: Raw -55728.261818 + Penalty 653.386359 = -55074.875460 nChanged 27 SP:Iteration 13Q (1047.628835 sec): 3 clusters Score: Raw -55742.730137 + Penalty 653.386359 = -55089.343779 nChanged 20 SP:Iteration 14Q (1047.668422 sec): 3 clusters Score: Raw -55753.664494 + Penalty 653.386359 = -55100.278135 nChanged 16 SP:Iteration 15Q (1047.722106 sec): 3 clusters Score: Raw -55762.624565 + Penalty 653.386359 = -55109.238206 nChanged 11 SP:Iteration 16Q (1047.762160 sec): 3 clusters Score: Raw -55770.050305 + Penalty 653.386359 = -55116.663946 nChanged 10 SP:Iteration 17Q (1047.804570 sec): 3 clusters Score: Raw -55782.040968 + Penalty 653.386359 = -55128.654609 nChanged 9 SP:Iteration 18Q (1047.846294 sec): 3 clusters Score: Raw -55786.520356 + Penalty 653.386359 = -55133.133997 nChanged 5 SP:Iteration 19Q (1047.883047 sec): 3 clusters Score: Raw -55790.348520 + Penalty 653.386359 = -55136.962162 nChanged 9 SP:Iteration 20F (1047.935529 sec): 3 clusters Score: Raw -55793.128483 + Penalty 653.386359 = -55139.742124 nChanged 2 SP:Iteration 21Q (1047.986293 sec): 3 clusters Score: Raw -55794.286492 + Penalty 653.386359 = -55140.900134 nChanged 2 SP:Iteration 22Q (1048.017605 sec): 3 clusters Score: Raw -55795.889082 + Penalty 653.386359 = -55142.502724 nChanged 3 SP:Iteration 23Q (1048.064528 sec): 3 clusters Score: Raw -55799.302511 + Penalty 653.386359 = -55145.916152 nChanged 4 SP:Iteration 24Q (1048.107184 sec): 3 clusters Score: Raw -55802.736133 + Penalty 653.386359 = -55149.349774 nChanged 9 SP:Iteration 25Q (1048.149966 sec): 3 clusters Score: Raw -55808.813047 + Penalty 653.386359 = -55155.426688 nChanged 7 SP:Iteration 26Q (1048.181476 sec): 3 clusters Score: Raw -55812.033667 + Penalty 653.386359 = -55158.647308 nChanged 6 SP:Iteration 27Q (1048.236440 sec): 3 clusters Score: Raw -55816.452019 + Penalty 653.386359 = -55163.065661 nChanged 4 SP:Iteration 28Q (1048.279502 sec): 3 clusters Score: Raw -55820.270387 + Penalty 653.386359 = -55166.884028 nChanged 3 SP:Iteration 29Q (1048.320306 sec): 3 clusters Score: Raw -55823.966678 + Penalty 653.386359 = -55170.580320 nChanged 2 SP:Iteration 30Q (1048.375194 sec): 3 clusters Score: Raw -55827.746459 + Penalty 653.386359 = -55174.360101 nChanged 4 SP:Iteration 31Q (1048.411814 sec): 3 clusters Score: Raw -55831.439449 + Penalty 653.386359 = -55178.053091 nChanged 3 SP:Iteration 32Q (1048.460234 sec): 3 clusters Score: Raw -55832.549230 + Penalty 653.386359 = -55179.162871 nChanged 3 SP:Iteration 33Q (1048.494875 sec): 3 clusters Score: Raw -55834.122791 + Penalty 653.386359 = -55180.736432 nChanged 1 SP:Iteration 34Q (1048.542001 sec): 3 clusters Score: Raw -55834.937716 + Penalty 653.386359 = -55181.551358 nChanged 1 SP:Iteration 35Q (1048.592542 sec): 3 clusters Score: Raw -55835.541057 + Penalty 653.386359 = -55182.154698 nChanged 0 SP:Iteration 36F (1048.635320 sec): 3 clusters Score: Raw -55835.541057 + Penalty 653.386359 = -55182.154698 nChanged 0 Trying to split cluster 36 (4196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1048.663067 sec): 2 clusters Score: Raw -174968.814182 + Penalty 379.555857 = -174589.258325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1048.703254 sec): 3 clusters Score: Raw -172492.709406 + Penalty 759.111714 = -171733.597692 nChanged 1856 SP:Iteration 1F (1048.766773 sec): 3 clusters Score: Raw -173598.797889 + Penalty 759.111714 = -172839.686174 nChanged 370 SP:Iteration 2F (1048.815360 sec): 3 clusters Score: Raw -173870.379971 + Penalty 759.111714 = -173111.268257 nChanged 358 SP:Iteration 3F (1048.865738 sec): 3 clusters Score: Raw -174147.941610 + Penalty 759.111714 = -173388.829895 nChanged 287 SP:Iteration 4F (1048.909969 sec): 3 clusters Score: Raw -174353.206739 + Penalty 759.111714 = -173594.095025 nChanged 220 SP:Iteration 5F (1048.963705 sec): 3 clusters Score: Raw -174530.386307 + Penalty 759.111714 = -173771.274593 nChanged 182 SP:Iteration 6Q (1049.000719 sec): 3 clusters Score: Raw -174693.076066 + Penalty 759.111714 = -173933.964352 nChanged 124 SP:Iteration 7Q (1049.056512 sec): 3 clusters Score: Raw -174803.501990 + Penalty 759.111714 = -174044.390276 nChanged 82 SP:Iteration 8Q (1049.109786 sec): 3 clusters Score: Raw -174872.631491 + Penalty 759.111714 = -174113.519776 nChanged 53 SP:Iteration 9Q (1049.149665 sec): 3 clusters Score: Raw -174904.909087 + Penalty 759.111714 = -174145.797373 nChanged 38 SP:Iteration 10Q (1049.202379 sec): 3 clusters Score: Raw -174929.100173 + Penalty 759.111714 = -174169.988459 nChanged 32 SP:Iteration 11Q (1049.248706 sec): 3 clusters Score: Raw -174944.434263 + Penalty 759.111714 = -174185.322548 nChanged 31 SP:Iteration 12Q (1049.293621 sec): 3 clusters Score: Raw -174957.944965 + Penalty 759.111714 = -174198.833251 nChanged 19 SP:Iteration 13Q (1049.342567 sec): 3 clusters Score: Raw -174967.544153 + Penalty 759.111714 = -174208.432438 nChanged 22 SP:Iteration 14Q (1049.385859 sec): 3 clusters Score: Raw -174977.801448 + Penalty 759.111714 = -174218.689734 nChanged 21 SP:Iteration 15Q (1049.431469 sec): 3 clusters Score: Raw -174987.408258 + Penalty 759.111714 = -174228.296544 nChanged 24 SP:Iteration 16Q (1049.479003 sec): 3 clusters Score: Raw -174999.377832 + Penalty 759.111714 = -174240.266118 nChanged 17 SP:Iteration 17Q (1049.528368 sec): 3 clusters Score: Raw -175005.571059 + Penalty 759.111714 = -174246.459345 nChanged 14 SP:Iteration 18Q (1049.584786 sec): 3 clusters Score: Raw -175011.459220 + Penalty 759.111714 = -174252.347506 nChanged 12 SP:Iteration 19Q (1049.625424 sec): 3 clusters Score: Raw -175016.034721 + Penalty 759.111714 = -174256.923007 nChanged 10 SP:Iteration 20F (1049.677748 sec): 3 clusters Score: Raw -175019.591235 + Penalty 759.111714 = -174260.479521 nChanged 5 SP:Iteration 21Q (1049.732781 sec): 3 clusters Score: Raw -175022.481188 + Penalty 759.111714 = -174263.369474 nChanged 1 SP:Iteration 22Q (1049.776859 sec): 3 clusters Score: Raw -175022.838577 + Penalty 759.111714 = -174263.726863 nChanged 1 SP:Iteration 23Q (1049.825256 sec): 3 clusters Score: Raw -175023.769053 + Penalty 759.111714 = -174264.657339 nChanged 2 SP:Iteration 24Q (1049.871359 sec): 3 clusters Score: Raw -175024.350766 + Penalty 759.111714 = -174265.239051 nChanged 4 SP:Iteration 25Q (1049.914856 sec): 3 clusters Score: Raw -175025.716019 + Penalty 759.111714 = -174266.604305 nChanged 1 SP:Iteration 26Q (1049.957462 sec): 3 clusters Score: Raw -175026.001388 + Penalty 759.111714 = -174266.889674 nChanged 0 SP:Iteration 27F (1049.997287 sec): 3 clusters Score: Raw -175026.001388 + Penalty 759.111714 = -174266.889674 nChanged 0 Trying to split cluster 37 (1006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1050.020789 sec): 2 clusters Score: Raw -37302.919539 + Penalty 314.575049 = -36988.344490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1050.074360 sec): 3 clusters Score: Raw -36798.102073 + Penalty 629.150099 = -36168.951974 nChanged 394 SP:Iteration 1F (1050.104906 sec): 3 clusters Score: Raw -37058.748662 + Penalty 629.150099 = -36429.598563 nChanged 85 SP:Iteration 2F (1050.148283 sec): 3 clusters Score: Raw -37115.758087 + Penalty 629.150099 = -36486.607988 nChanged 37 SP:Iteration 3Q (1050.194350 sec): 3 clusters Score: Raw -37141.490293 + Penalty 629.150099 = -36512.340194 nChanged 39 SP:Iteration 4Q (1050.238059 sec): 3 clusters Score: Raw -37165.491017 + Penalty 629.150099 = -36536.340918 nChanged 27 SP:Iteration 5Q (1050.282213 sec): 3 clusters Score: Raw -37182.512736 + Penalty 629.150099 = -36553.362637 nChanged 24 SP:Iteration 6Q (1050.324389 sec): 3 clusters Score: Raw -37199.876499 + Penalty 629.150099 = -36570.726400 nChanged 25 SP:Iteration 7Q (1050.360797 sec): 3 clusters Score: Raw -37225.341551 + Penalty 629.150099 = -36596.191452 nChanged 30 SP:Iteration 8Q (1050.419748 sec): 3 clusters Score: Raw -37257.083065 + Penalty 629.150099 = -36627.932966 nChanged 20 SP:Iteration 9Q (1050.460726 sec): 3 clusters Score: Raw -37277.969898 + Penalty 629.150099 = -36648.819799 nChanged 12 SP:Iteration 10Q (1050.511980 sec): 3 clusters Score: Raw -37293.300773 + Penalty 629.150099 = -36664.150674 nChanged 13 SP:Iteration 11Q (1050.544247 sec): 3 clusters Score: Raw -37307.182291 + Penalty 629.150099 = -36678.032192 nChanged 9 SP:Iteration 12Q (1050.599949 sec): 3 clusters Score: Raw -37315.536278 + Penalty 629.150099 = -36686.386179 nChanged 6 SP:Iteration 13Q (1050.636972 sec): 3 clusters Score: Raw -37324.088869 + Penalty 629.150099 = -36694.938770 nChanged 3 SP:Iteration 14Q (1050.683935 sec): 3 clusters Score: Raw -37326.385818 + Penalty 629.150099 = -36697.235719 nChanged 5 SP:Iteration 15Q (1050.723256 sec): 3 clusters Score: Raw -37331.238701 + Penalty 629.150099 = -36702.088602 nChanged 4 SP:Iteration 16Q (1050.770376 sec): 3 clusters Score: Raw -37336.961518 + Penalty 629.150099 = -36707.811419 nChanged 4 SP:Iteration 17Q (1050.806691 sec): 3 clusters Score: Raw -37340.111887 + Penalty 629.150099 = -36710.961788 nChanged 2 SP:Iteration 18Q (1050.851332 sec): 3 clusters Score: Raw -37340.775729 + Penalty 629.150099 = -36711.625630 nChanged 0 SP:Iteration 19F (1050.889951 sec): 3 clusters Score: Raw -37340.775729 + Penalty 629.150099 = -36711.625630 nChanged 0 Trying to split cluster 38 (769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1050.915692 sec): 2 clusters Score: Raw -32796.330831 + Penalty 302.351639 = -32493.979192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1050.952818 sec): 3 clusters Score: Raw -32439.338788 + Penalty 604.703278 = -31834.635510 nChanged 294 SP:Iteration 1F (1050.992873 sec): 3 clusters Score: Raw -32625.412749 + Penalty 604.703278 = -32020.709471 nChanged 63 SP:Iteration 2F (1051.035681 sec): 3 clusters Score: Raw -32667.263815 + Penalty 604.703278 = -32062.560537 nChanged 35 SP:Iteration 3Q (1051.079593 sec): 3 clusters Score: Raw -32685.607544 + Penalty 604.703278 = -32080.904266 nChanged 20 SP:Iteration 4Q (1051.120519 sec): 3 clusters Score: Raw -32695.935557 + Penalty 604.703278 = -32091.232278 nChanged 18 SP:Iteration 5Q (1051.165241 sec): 3 clusters Score: Raw -32703.685260 + Penalty 604.703278 = -32098.981981 nChanged 15 SP:Iteration 6Q (1051.211939 sec): 3 clusters Score: Raw -32710.927539 + Penalty 604.703278 = -32106.224261 nChanged 10 SP:Iteration 7Q (1051.256381 sec): 3 clusters Score: Raw -32718.801940 + Penalty 604.703278 = -32114.098662 nChanged 12 SP:Iteration 8Q (1051.299351 sec): 3 clusters Score: Raw -32725.897110 + Penalty 604.703278 = -32121.193832 nChanged 13 SP:Iteration 9Q (1051.349496 sec): 3 clusters Score: Raw -32732.329273 + Penalty 604.703278 = -32127.625995 nChanged 9 SP:Iteration 10Q (1051.383737 sec): 3 clusters Score: Raw -32736.886988 + Penalty 604.703278 = -32132.183710 nChanged 7 SP:Iteration 11Q (1051.430313 sec): 3 clusters Score: Raw -32742.043842 + Penalty 604.703278 = -32137.340564 nChanged 7 SP:Iteration 12Q (1051.467168 sec): 3 clusters Score: Raw -32746.913337 + Penalty 604.703278 = -32142.210059 nChanged 10 SP:Iteration 13Q (1051.510669 sec): 3 clusters Score: Raw -32751.306481 + Penalty 604.703278 = -32146.603203 nChanged 11 SP:Iteration 14Q (1051.550269 sec): 3 clusters Score: Raw -32755.866471 + Penalty 604.703278 = -32151.163193 nChanged 12 SP:Iteration 15Q (1051.593417 sec): 3 clusters Score: Raw -32761.198156 + Penalty 604.703278 = -32156.494878 nChanged 9 SP:Iteration 16Q (1051.638831 sec): 3 clusters Score: Raw -32764.559540 + Penalty 604.703278 = -32159.856262 nChanged 6 SP:Iteration 17Q (1051.675237 sec): 3 clusters Score: Raw -32766.555002 + Penalty 604.703278 = -32161.851723 nChanged 4 SP:Iteration 18Q (1051.718747 sec): 3 clusters Score: Raw -32768.087346 + Penalty 604.703278 = -32163.384068 nChanged 4 SP:Iteration 19Q (1051.764772 sec): 3 clusters Score: Raw -32769.281954 + Penalty 604.703278 = -32164.578676 nChanged 2 SP:Iteration 20F (1051.805748 sec): 3 clusters Score: Raw -32769.860059 + Penalty 604.703278 = -32165.156781 nChanged 6 SP:Iteration 21Q (1051.851918 sec): 3 clusters Score: Raw -32771.080162 + Penalty 604.703278 = -32166.376884 nChanged 4 SP:Iteration 22Q (1051.897942 sec): 3 clusters Score: Raw -32771.514311 + Penalty 604.703278 = -32166.811032 nChanged 2 SP:Iteration 23Q (1051.930652 sec): 3 clusters Score: Raw -32771.775230 + Penalty 604.703278 = -32167.071952 nChanged 2 SP:Iteration 24Q (1051.975587 sec): 3 clusters Score: Raw -32772.071967 + Penalty 604.703278 = -32167.368689 nChanged 1 SP:Iteration 25Q (1052.018731 sec): 3 clusters Score: Raw -32772.174194 + Penalty 604.703278 = -32167.470916 nChanged 0 SP:Iteration 26F (1052.057324 sec): 3 clusters Score: Raw -32772.174194 + Penalty 604.703278 = -32167.470916 nChanged 0 Trying to split cluster 39 (4724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1052.090422 sec): 2 clusters Score: Raw -195792.758193 + Penalty 384.948709 = -195407.809485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1052.131284 sec): 3 clusters Score: Raw -193046.162008 + Penalty 769.897417 = -192276.264591 nChanged 2075 SP:Iteration 1F (1052.177603 sec): 3 clusters Score: Raw -194340.255722 + Penalty 769.897417 = -193570.358305 nChanged 390 SP:Iteration 2F (1052.229066 sec): 3 clusters Score: Raw -194594.095637 + Penalty 769.897417 = -193824.198220 nChanged 326 SP:Iteration 3F (1052.271262 sec): 3 clusters Score: Raw -194834.264071 + Penalty 769.897417 = -194064.366654 nChanged 304 SP:Iteration 4F (1052.321490 sec): 3 clusters Score: Raw -195110.745444 + Penalty 769.897417 = -194340.848027 nChanged 296 SP:Iteration 5F (1052.377662 sec): 3 clusters Score: Raw -195386.618579 + Penalty 769.897417 = -194616.721162 nChanged 226 SP:Iteration 6Q (1052.419248 sec): 3 clusters Score: Raw -195577.649503 + Penalty 769.897417 = -194807.752086 nChanged 166 SP:Iteration 7Q (1052.467084 sec): 3 clusters Score: Raw -195767.801221 + Penalty 769.897417 = -194997.903804 nChanged 120 SP:Iteration 8Q (1052.521594 sec): 3 clusters Score: Raw -195926.763489 + Penalty 769.897417 = -195156.866072 nChanged 85 SP:Iteration 9Q (1052.565386 sec): 3 clusters Score: Raw -196027.298596 + Penalty 769.897417 = -195257.401179 nChanged 46 SP:Iteration 10Q (1052.605465 sec): 3 clusters Score: Raw -196064.636177 + Penalty 769.897417 = -195294.738760 nChanged 28 SP:Iteration 11Q (1052.658482 sec): 3 clusters Score: Raw -196080.122744 + Penalty 769.897417 = -195310.225327 nChanged 19 SP:Iteration 12Q (1052.709755 sec): 3 clusters Score: Raw -196087.681689 + Penalty 769.897417 = -195317.784272 nChanged 15 SP:Iteration 13Q (1052.762167 sec): 3 clusters Score: Raw -196091.462945 + Penalty 769.897417 = -195321.565528 nChanged 6 SP:Iteration 14Q (1052.811002 sec): 3 clusters Score: Raw -196092.517951 + Penalty 769.897417 = -195322.620533 nChanged 4 SP:Iteration 15Q (1052.853711 sec): 3 clusters Score: Raw -196093.934999 + Penalty 769.897417 = -195324.037582 nChanged 4 SP:Iteration 16Q (1052.907785 sec): 3 clusters Score: Raw -196095.695841 + Penalty 769.897417 = -195325.798424 nChanged 2 SP:Iteration 17Q (1052.955987 sec): 3 clusters Score: Raw -196096.420476 + Penalty 769.897417 = -195326.523059 nChanged 3 SP:Iteration 18Q (1052.994230 sec): 3 clusters Score: Raw -196097.483633 + Penalty 769.897417 = -195327.586216 nChanged 3 SP:Iteration 19Q (1053.044359 sec): 3 clusters Score: Raw -196098.282714 + Penalty 769.897417 = -195328.385296 nChanged 4 SP:Iteration 20F (1053.100968 sec): 3 clusters Score: Raw -196099.836947 + Penalty 769.897417 = -195329.939530 nChanged 3 SP:Iteration 21Q (1053.146085 sec): 3 clusters Score: Raw -196100.956891 + Penalty 769.897417 = -195331.059474 nChanged 1 SP:Iteration 22Q (1053.197778 sec): 3 clusters Score: Raw -196101.004282 + Penalty 769.897417 = -195331.106865 nChanged 0 SP:Iteration 23F (1053.249143 sec): 3 clusters Score: Raw -196101.004282 + Penalty 769.897417 = -195331.106865 nChanged 0 Trying to split cluster 40 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1053.269961 sec): 2 clusters Score: Raw -10594.558782 + Penalty 251.589023 = -10342.969759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1053.309730 sec): 3 clusters Score: Raw -10522.539190 + Penalty 503.178047 = -10019.361143 nChanged 65 SP:Iteration 1F (1053.357719 sec): 3 clusters Score: Raw -10593.441650 + Penalty 503.178047 = -10090.263603 nChanged 17 SP:Iteration 2F (1053.390387 sec): 3 clusters Score: Raw -10612.303664 + Penalty 503.178047 = -10109.125617 nChanged 6 SP:Iteration 3Q (1053.439532 sec): 3 clusters Score: Raw -10616.712264 + Penalty 503.178047 = -10113.534217 nChanged 1 SP:Iteration 4Q (1053.476513 sec): 3 clusters Score: Raw -10618.282953 + Penalty 503.178047 = -10115.104906 nChanged 0 SP:Iteration 5F (1053.525545 sec): 3 clusters Score: Raw -10618.282953 + Penalty 503.178047 = -10115.104906 nChanged 0 Time taken for this iteration:1052.764748 seconds. 20->41 Clusters: Score -6268997.542829, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 169331 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 19 (2661 points): Lose 102.224988 but Gain 547.802285 Iteration 0F (1055.070888 sec): 20 clusters Score: Raw -5394464.946522 + Penalty 10408.243414 = -5384056.703108 nChanged 160018 Iteration 1F (1056.569359 sec): 20 clusters Score: Raw -5914428.385090 + Penalty 10408.243414 = -5904020.141676 nChanged 57427 Iteration 2F (1058.035743 sec): 20 clusters Score: Raw -6033724.712851 + Penalty 10408.243414 = -6023316.469437 nChanged 39409 Iteration 3F (1059.462743 sec): 20 clusters Score: Raw -6093602.349005 + Penalty 10408.243414 = -6083194.105591 nChanged 25660 Iteration 4F (1060.910549 sec): 20 clusters Score: Raw -6125306.921322 + Penalty 10408.243414 = -6114898.677908 nChanged 17777 Iteration 5F (1062.340833 sec): 20 clusters Score: Raw -6147126.771529 + Penalty 10408.243414 = -6136718.528115 nChanged 13927 Iteration 6F (1063.758018 sec): 20 clusters Score: Raw -6164686.151360 + Penalty 10408.243414 = -6154277.907946 nChanged 11702 Iteration 7F (1065.185892 sec): 20 clusters Score: Raw -6176681.612190 + Penalty 10408.243414 = -6166273.368776 nChanged 10051 Iteration 8F (1066.596291 sec): 20 clusters Score: Raw -6186059.806642 + Penalty 10408.243414 = -6175651.563228 nChanged 9149 Iteration 9F (1068.032379 sec): 20 clusters Score: Raw -6194101.925359 + Penalty 10408.243414 = -6183693.681945 nChanged 8295 Iteration 10Q (1069.046092 sec): 20 clusters Score: Raw -6201510.648536 + Penalty 10408.243414 = -6191102.405122 nChanged 7765 Iteration 11Q (1070.071161 sec): 20 clusters Score: Raw -6209368.351634 + Penalty 10408.243414 = -6198960.108220 nChanged 7455 Iteration 12Q (1071.103462 sec): 20 clusters Score: Raw -6217532.883154 + Penalty 10408.243414 = -6207124.639740 nChanged 7039 Iteration 13Q (1072.146104 sec): 20 clusters Score: Raw -6224548.419136 + Penalty 10408.243414 = -6214140.175722 nChanged 5941 Iteration 14Q (1073.168208 sec): 20 clusters Score: Raw -6228988.797478 + Penalty 10408.243414 = -6218580.554064 nChanged 4910 Iteration 15Q (1074.226924 sec): 20 clusters Score: Raw -6231528.443522 + Penalty 10408.243414 = -6221120.200108 nChanged 4152 Iteration 16Q (1075.179015 sec): 20 clusters Score: Raw -6233324.155902 + Penalty 10408.243414 = -6222915.912488 nChanged 3546 Iteration 17Q (1076.288650 sec): 20 clusters Score: Raw -6234712.643839 + Penalty 10408.243414 = -6224304.400425 nChanged 3032 Iteration 18Q (1077.341663 sec): 20 clusters Score: Raw -6235776.554278 + Penalty 10408.243414 = -6225368.310864 nChanged 2623 Iteration 19Q (1078.316726 sec): 20 clusters Score: Raw -6236584.988349 + Penalty 10408.243414 = -6226176.744934 nChanged 2247 Writing temp clu file Because OldScore, -6225368.310864, is greater than current (better) Score,-6226176.744934 Compute initial score before splitting: Score: Raw -6236584.988349 + Penalty 10408.243414 = -6226176.744934 Trying to split cluster 1 (20078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1078.410299 sec): 2 clusters Score: Raw -807774.778787 + Penalty 450.785789 = -807323.992998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1078.479569 sec): 3 clusters Score: Raw -794814.943982 + Penalty 901.571577 = -793913.372405 nChanged 9562 SP:Iteration 1F (1078.536946 sec): 3 clusters Score: Raw -800533.428603 + Penalty 901.571577 = -799631.857026 nChanged 1064 SP:Iteration 2F (1078.604970 sec): 3 clusters Score: Raw -801025.981028 + Penalty 901.571577 = -800124.409451 nChanged 1086 SP:Iteration 3F (1078.681216 sec): 3 clusters Score: Raw -801647.485118 + Penalty 901.571577 = -800745.913541 nChanged 1191 SP:Iteration 4F (1078.751365 sec): 3 clusters Score: Raw -802495.147947 + Penalty 901.571577 = -801593.576370 nChanged 1264 SP:Iteration 5F (1078.818835 sec): 3 clusters Score: Raw -803471.113134 + Penalty 901.571577 = -802569.541557 nChanged 1166 SP:Iteration 6F (1078.873967 sec): 3 clusters Score: Raw -804256.444809 + Penalty 901.571577 = -803354.873232 nChanged 889 SP:Iteration 7Q (1078.951418 sec): 3 clusters Score: Raw -804683.680266 + Penalty 901.571577 = -803782.108689 nChanged 632 SP:Iteration 8Q (1079.014628 sec): 3 clusters Score: Raw -804946.817308 + Penalty 901.571577 = -804045.245731 nChanged 504 SP:Iteration 9Q (1079.079444 sec): 3 clusters Score: Raw -805142.993535 + Penalty 901.571577 = -804241.421958 nChanged 441 SP:Iteration 10Q (1079.144165 sec): 3 clusters Score: Raw -805315.741913 + Penalty 901.571577 = -804414.170336 nChanged 439 SP:Iteration 11Q (1079.208396 sec): 3 clusters Score: Raw -805503.444697 + Penalty 901.571577 = -804601.873120 nChanged 406 SP:Iteration 12Q (1079.259921 sec): 3 clusters Score: Raw -805683.235005 + Penalty 901.571577 = -804781.663428 nChanged 431 SP:Iteration 13Q (1079.324863 sec): 3 clusters Score: Raw -805890.865436 + Penalty 901.571577 = -804989.293859 nChanged 422 SP:Iteration 14Q (1079.387517 sec): 3 clusters Score: Raw -806102.334740 + Penalty 901.571577 = -805200.763163 nChanged 408 SP:Iteration 15Q (1079.462766 sec): 3 clusters Score: Raw -806312.269861 + Penalty 901.571577 = -805410.698284 nChanged 390 SP:Iteration 16Q (1079.530700 sec): 3 clusters Score: Raw -806533.963844 + Penalty 901.571577 = -805632.392267 nChanged 372 SP:Iteration 17Q (1079.580093 sec): 3 clusters Score: Raw -806767.664844 + Penalty 901.571577 = -805866.093267 nChanged 343 SP:Iteration 18Q (1079.646231 sec): 3 clusters Score: Raw -806999.086712 + Penalty 901.571577 = -806097.515135 nChanged 298 SP:Iteration 19Q (1079.709636 sec): 3 clusters Score: Raw -807215.002703 + Penalty 901.571577 = -806313.431126 nChanged 272 SP:Iteration 20F (1079.775858 sec): 3 clusters Score: Raw -807403.198246 + Penalty 901.571577 = -806501.626669 nChanged 192 SP:Iteration 21Q (1079.840564 sec): 3 clusters Score: Raw -807529.518272 + Penalty 901.571577 = -806627.946695 nChanged 142 SP:Iteration 22Q (1079.889027 sec): 3 clusters Score: Raw -807629.992612 + Penalty 901.571577 = -806728.421035 nChanged 113 SP:Iteration 23Q (1079.955100 sec): 3 clusters Score: Raw -807707.190267 + Penalty 901.571577 = -806805.618690 nChanged 83 SP:Iteration 24Q (1080.014909 sec): 3 clusters Score: Raw -807760.563823 + Penalty 901.571577 = -806858.992245 nChanged 55 SP:Iteration 25Q (1080.064396 sec): 3 clusters Score: Raw -807792.966331 + Penalty 901.571577 = -806891.394754 nChanged 37 SP:Iteration 26Q (1080.131360 sec): 3 clusters Score: Raw -807827.850199 + Penalty 901.571577 = -806926.278622 nChanged 34 SP:Iteration 27Q (1080.191620 sec): 3 clusters Score: Raw -807865.947220 + Penalty 901.571577 = -806964.375643 nChanged 24 SP:Iteration 28Q (1080.249218 sec): 3 clusters Score: Raw -807881.812288 + Penalty 901.571577 = -806980.240711 nChanged 14 SP:Iteration 29Q (1080.319252 sec): 3 clusters Score: Raw -807895.413872 + Penalty 901.571577 = -806993.842295 nChanged 10 SP:Iteration 30Q (1080.384555 sec): 3 clusters Score: Raw -807901.506820 + Penalty 901.571577 = -806999.935243 nChanged 8 SP:Iteration 31Q (1080.447522 sec): 3 clusters Score: Raw -807907.444457 + Penalty 901.571577 = -807005.872880 nChanged 9 SP:Iteration 32Q (1080.511451 sec): 3 clusters Score: Raw -807913.018742 + Penalty 901.571577 = -807011.447165 nChanged 5 SP:Iteration 33Q (1080.565869 sec): 3 clusters Score: Raw -807915.675302 + Penalty 901.571577 = -807014.103725 nChanged 2 SP:Iteration 34Q (1080.634859 sec): 3 clusters Score: Raw -807918.239624 + Penalty 901.571577 = -807016.668047 nChanged 2 SP:Iteration 35Q (1080.702127 sec): 3 clusters Score: Raw -807921.176880 + Penalty 901.571577 = -807019.605303 nChanged 4 SP:Iteration 36Q (1080.765590 sec): 3 clusters Score: Raw -807923.708030 + Penalty 901.571577 = -807022.136453 nChanged 4 SP:Iteration 37Q (1080.817860 sec): 3 clusters Score: Raw -807925.839628 + Penalty 901.571577 = -807024.268051 nChanged 2 SP:Iteration 38Q (1080.891591 sec): 3 clusters Score: Raw -807926.865320 + Penalty 901.571577 = -807025.293743 nChanged 1 SP:Iteration 39Q (1080.951057 sec): 3 clusters Score: Raw -807927.142372 + Penalty 901.571577 = -807025.570795 nChanged 0 SP:Iteration 40F (1081.009801 sec): 3 clusters Score: Raw -807927.153734 + Penalty 901.571577 = -807025.582157 nChanged 1 SP:Iteration 41Q (1081.075639 sec): 3 clusters Score: Raw -807927.718407 + Penalty 901.571577 = -807026.146830 nChanged 2 SP:Iteration 42Q (1081.131840 sec): 3 clusters Score: Raw -807928.776693 + Penalty 901.571577 = -807027.205116 nChanged 4 SP:Iteration 43Q (1081.184853 sec): 3 clusters Score: Raw -807930.815868 + Penalty 901.571577 = -807029.244291 nChanged 3 SP:Iteration 44Q (1081.253720 sec): 3 clusters Score: Raw -807931.370713 + Penalty 901.571577 = -807029.799136 nChanged 0 SP:Iteration 45F (1081.308906 sec): 3 clusters Score: Raw -807931.370713 + Penalty 901.571577 = -807029.799136 nChanged 0 Trying to split cluster 2 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1081.343687 sec): 2 clusters Score: Raw -12912.452086 + Penalty 268.069812 = -12644.382275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1081.381198 sec): 3 clusters Score: Raw -12754.559570 + Penalty 536.139623 = -12218.419947 nChanged 128 SP:Iteration 1F (1081.422803 sec): 3 clusters Score: Raw -12856.299105 + Penalty 536.139623 = -12320.159481 nChanged 36 SP:Iteration 2F (1081.470127 sec): 3 clusters Score: Raw -12895.824510 + Penalty 536.139623 = -12359.684886 nChanged 19 SP:Iteration 3F (1081.516014 sec): 3 clusters Score: Raw -12910.690510 + Penalty 536.139623 = -12374.550887 nChanged 10 SP:Iteration 4Q (1081.558723 sec): 3 clusters Score: Raw -12925.068903 + Penalty 536.139623 = -12388.929280 nChanged 14 SP:Iteration 5Q (1081.597839 sec): 3 clusters Score: Raw -12942.543382 + Penalty 536.139623 = -12406.403759 nChanged 9 SP:Iteration 6Q (1081.649887 sec): 3 clusters Score: Raw -12954.540726 + Penalty 536.139623 = -12418.401102 nChanged 9 SP:Iteration 7Q (1081.695439 sec): 3 clusters Score: Raw -12969.450502 + Penalty 536.139623 = -12433.310878 nChanged 6 SP:Iteration 8Q (1081.741479 sec): 3 clusters Score: Raw -12977.242546 + Penalty 536.139623 = -12441.102922 nChanged 5 SP:Iteration 9Q (1081.773986 sec): 3 clusters Score: Raw -12982.501462 + Penalty 536.139623 = -12446.361839 nChanged 2 SP:Iteration 10Q (1081.827741 sec): 3 clusters Score: Raw -12984.655854 + Penalty 536.139623 = -12448.516231 nChanged 3 SP:Iteration 11Q (1081.865802 sec): 3 clusters Score: Raw -12992.470425 + Penalty 536.139623 = -12456.330802 nChanged 5 SP:Iteration 12Q (1081.904775 sec): 3 clusters Score: Raw -12996.302614 + Penalty 536.139623 = -12460.162991 nChanged 1 SP:Iteration 13Q (1081.952921 sec): 3 clusters Score: Raw -12997.661892 + Penalty 536.139623 = -12461.522269 nChanged 1 SP:Iteration 14Q (1081.998477 sec): 3 clusters Score: Raw -12997.906361 + Penalty 536.139623 = -12461.766737 nChanged 0 SP:Iteration 15F (1082.040816 sec): 3 clusters Score: Raw -12997.906361 + Penalty 536.139623 = -12461.766737 nChanged 0 Trying to split cluster 3 (1168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1082.057325 sec): 2 clusters Score: Raw -35070.765806 + Penalty 321.368691 = -34749.397115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1082.107534 sec): 3 clusters Score: Raw -34531.079188 + Penalty 642.737383 = -33888.341805 nChanged 493 SP:Iteration 1F (1082.141961 sec): 3 clusters Score: Raw -35185.713642 + Penalty 642.737383 = -34542.976259 nChanged 151 SP:Iteration 2F (1082.189547 sec): 3 clusters Score: Raw -35464.935868 + Penalty 642.737383 = -34822.198485 nChanged 81 SP:Iteration 3F (1082.228382 sec): 3 clusters Score: Raw -35572.597319 + Penalty 642.737383 = -34929.859936 nChanged 37 SP:Iteration 4Q (1082.265116 sec): 3 clusters Score: Raw -35590.662715 + Penalty 642.737383 = -34947.925332 nChanged 9 SP:Iteration 5Q (1082.310589 sec): 3 clusters Score: Raw -35594.418440 + Penalty 642.737383 = -34951.681057 nChanged 7 SP:Iteration 6Q (1082.367102 sec): 3 clusters Score: Raw -35596.401040 + Penalty 642.737383 = -34953.663657 nChanged 3 SP:Iteration 7Q (1082.408764 sec): 3 clusters Score: Raw -35596.986993 + Penalty 642.737383 = -34954.249610 nChanged 0 SP:Iteration 8F (1082.447165 sec): 3 clusters Score: Raw -35596.986993 + Penalty 642.737383 = -34954.249610 nChanged 0 Score: Raw -6237459.228186 + Penalty 10956.045699 = -6226503.182487 Splitting cluster 3 changes total score from -6226176.744934 to -6226503.182487 So it's getting split into cluster 19. Trying to split cluster 4 (4452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1083.973031 sec): 2 clusters Score: Raw -143562.518816 + Penalty 382.250446 = -143180.268369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1084.023986 sec): 3 clusters Score: Raw -140982.106784 + Penalty 764.500893 = -140217.605891 nChanged 1963 SP:Iteration 1F (1084.064824 sec): 3 clusters Score: Raw -142488.395911 + Penalty 764.500893 = -141723.895018 nChanged 494 SP:Iteration 2F (1084.122546 sec): 3 clusters Score: Raw -142947.690760 + Penalty 764.500893 = -142183.189867 nChanged 363 SP:Iteration 3F (1084.166625 sec): 3 clusters Score: Raw -143274.450404 + Penalty 764.500893 = -142509.949511 nChanged 256 SP:Iteration 4F (1084.216744 sec): 3 clusters Score: Raw -143474.721440 + Penalty 764.500893 = -142710.220547 nChanged 164 SP:Iteration 5Q (1084.264185 sec): 3 clusters Score: Raw -143588.128134 + Penalty 764.500893 = -142823.627241 nChanged 116 SP:Iteration 6Q (1084.311813 sec): 3 clusters Score: Raw -143665.659472 + Penalty 764.500893 = -142901.158579 nChanged 84 SP:Iteration 7Q (1084.359694 sec): 3 clusters Score: Raw -143722.722487 + Penalty 764.500893 = -142958.221594 nChanged 70 SP:Iteration 8Q (1084.404162 sec): 3 clusters Score: Raw -143773.600784 + Penalty 764.500893 = -143009.099891 nChanged 68 SP:Iteration 9Q (1084.441561 sec): 3 clusters Score: Raw -143824.168343 + Penalty 764.500893 = -143059.667450 nChanged 47 SP:Iteration 10Q (1084.494899 sec): 3 clusters Score: Raw -143853.274366 + Penalty 764.500893 = -143088.773474 nChanged 36 SP:Iteration 11Q (1084.548515 sec): 3 clusters Score: Raw -143874.211468 + Penalty 764.500893 = -143109.710575 nChanged 28 SP:Iteration 12Q (1084.601462 sec): 3 clusters Score: Raw -143890.774527 + Penalty 764.500893 = -143126.273635 nChanged 30 SP:Iteration 13Q (1084.643812 sec): 3 clusters Score: Raw -143910.371669 + Penalty 764.500893 = -143145.870776 nChanged 22 SP:Iteration 14Q (1084.694304 sec): 3 clusters Score: Raw -143925.136974 + Penalty 764.500893 = -143160.636082 nChanged 16 SP:Iteration 15Q (1084.744472 sec): 3 clusters Score: Raw -143934.037150 + Penalty 764.500893 = -143169.536257 nChanged 11 SP:Iteration 16Q (1084.792138 sec): 3 clusters Score: Raw -143941.028366 + Penalty 764.500893 = -143176.527473 nChanged 9 SP:Iteration 17Q (1084.833122 sec): 3 clusters Score: Raw -143946.988688 + Penalty 764.500893 = -143182.487795 nChanged 7 SP:Iteration 18Q (1084.884334 sec): 3 clusters Score: Raw -143949.998760 + Penalty 764.500893 = -143185.497868 nChanged 4 SP:Iteration 19Q (1084.934363 sec): 3 clusters Score: Raw -143953.978071 + Penalty 764.500893 = -143189.477179 nChanged 6 SP:Iteration 20F (1084.975809 sec): 3 clusters Score: Raw -143962.410412 + Penalty 764.500893 = -143197.909519 nChanged 7 SP:Iteration 21Q (1085.027449 sec): 3 clusters Score: Raw -143968.588641 + Penalty 764.500893 = -143204.087749 nChanged 4 SP:Iteration 22Q (1085.080603 sec): 3 clusters Score: Raw -143969.395826 + Penalty 764.500893 = -143204.894933 nChanged 1 SP:Iteration 23Q (1085.133262 sec): 3 clusters Score: Raw -143969.618890 + Penalty 764.500893 = -143205.117997 nChanged 1 SP:Iteration 24Q (1085.172713 sec): 3 clusters Score: Raw -143969.868047 + Penalty 764.500893 = -143205.367154 nChanged 1 SP:Iteration 25Q (1085.226770 sec): 3 clusters Score: Raw -143969.902403 + Penalty 764.500893 = -143205.401510 nChanged 0 SP:Iteration 26F (1085.271185 sec): 3 clusters Score: Raw -143969.902403 + Penalty 764.500893 = -143205.401510 nChanged 0 Score: Raw -6237866.611773 + Penalty 11503.847984 = -6226362.763789 Splitting cluster 4 changes total score from -6226176.744934 to -6226362.763789 So it's getting split into cluster 21. Trying to split cluster 5 (1229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1086.889712 sec): 2 clusters Score: Raw -42605.876347 + Penalty 323.685003 = -42282.191344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1086.936998 sec): 3 clusters Score: Raw -41964.736488 + Penalty 647.370006 = -41317.366482 nChanged 493 SP:Iteration 1F (1086.973551 sec): 3 clusters Score: Raw -42383.842696 + Penalty 647.370006 = -41736.472690 nChanged 138 SP:Iteration 2F (1087.017113 sec): 3 clusters Score: Raw -42540.069610 + Penalty 647.370006 = -41892.699604 nChanged 113 SP:Iteration 3F (1087.063815 sec): 3 clusters Score: Raw -42663.498344 + Penalty 647.370006 = -42016.128338 nChanged 102 SP:Iteration 4F (1087.110894 sec): 3 clusters Score: Raw -42783.772094 + Penalty 647.370006 = -42136.402088 nChanged 70 SP:Iteration 5F (1087.148905 sec): 3 clusters Score: Raw -42878.418401 + Penalty 647.370006 = -42231.048395 nChanged 42 SP:Iteration 6Q (1087.197984 sec): 3 clusters Score: Raw -42913.894489 + Penalty 647.370006 = -42266.524483 nChanged 23 SP:Iteration 7Q (1087.231123 sec): 3 clusters Score: Raw -42929.964122 + Penalty 647.370006 = -42282.594116 nChanged 9 SP:Iteration 8Q (1087.277896 sec): 3 clusters Score: Raw -42935.138944 + Penalty 647.370006 = -42287.768938 nChanged 4 SP:Iteration 9Q (1087.320447 sec): 3 clusters Score: Raw -42936.719364 + Penalty 647.370006 = -42289.349358 nChanged 2 SP:Iteration 10Q (1087.364247 sec): 3 clusters Score: Raw -42938.479702 + Penalty 647.370006 = -42291.109696 nChanged 3 SP:Iteration 11Q (1087.405782 sec): 3 clusters Score: Raw -42942.121819 + Penalty 647.370006 = -42294.751813 nChanged 6 SP:Iteration 12Q (1087.440743 sec): 3 clusters Score: Raw -42948.676496 + Penalty 647.370006 = -42301.306490 nChanged 8 SP:Iteration 13Q (1087.488568 sec): 3 clusters Score: Raw -42957.342061 + Penalty 647.370006 = -42309.972056 nChanged 6 SP:Iteration 14Q (1087.536677 sec): 3 clusters Score: Raw -42964.467451 + Penalty 647.370006 = -42317.097445 nChanged 5 SP:Iteration 15Q (1087.583504 sec): 3 clusters Score: Raw -42974.720091 + Penalty 647.370006 = -42327.350085 nChanged 3 SP:Iteration 16Q (1087.626933 sec): 3 clusters Score: Raw -42979.988065 + Penalty 647.370006 = -42332.618059 nChanged 3 SP:Iteration 17Q (1087.658377 sec): 3 clusters Score: Raw -42984.468571 + Penalty 647.370006 = -42337.098565 nChanged 4 SP:Iteration 18Q (1087.705961 sec): 3 clusters Score: Raw -42994.127479 + Penalty 647.370006 = -42346.757473 nChanged 3 SP:Iteration 19Q (1087.743395 sec): 3 clusters Score: Raw -43004.214666 + Penalty 647.370006 = -42356.844660 nChanged 2 SP:Iteration 20F (1087.787951 sec): 3 clusters Score: Raw -43009.307120 + Penalty 647.370006 = -42361.937114 nChanged 1 SP:Iteration 21Q (1087.835902 sec): 3 clusters Score: Raw -43011.321795 + Penalty 647.370006 = -42363.951789 nChanged 0 SP:Iteration 22F (1087.868862 sec): 3 clusters Score: Raw -43011.321795 + Penalty 647.370006 = -42363.951789 nChanged 0 Score: Raw -6238272.057221 + Penalty 12051.650269 = -6226220.406952 Splitting cluster 5 changes total score from -6226176.744934 to -6226220.406952 So it's getting split into cluster 22. Trying to split cluster 6 (1801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1089.499762 sec): 2 clusters Score: Raw -59103.169788 + Penalty 341.072429 = -58762.097359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1089.545322 sec): 3 clusters Score: Raw -58185.154216 + Penalty 682.144858 = -57503.009358 nChanged 756 SP:Iteration 1F (1089.587289 sec): 3 clusters Score: Raw -58902.266759 + Penalty 682.144858 = -58220.121900 nChanged 273 SP:Iteration 2F (1089.631295 sec): 3 clusters Score: Raw -59286.062195 + Penalty 682.144858 = -58603.917336 nChanged 187 SP:Iteration 3F (1089.678626 sec): 3 clusters Score: Raw -59508.433590 + Penalty 682.144858 = -58826.288731 nChanged 100 SP:Iteration 4F (1089.725636 sec): 3 clusters Score: Raw -59592.542027 + Penalty 682.144858 = -58910.397169 nChanged 64 SP:Iteration 5Q (1089.775307 sec): 3 clusters Score: Raw -59632.087737 + Penalty 682.144858 = -58949.942879 nChanged 44 SP:Iteration 6Q (1089.815211 sec): 3 clusters Score: Raw -59657.270790 + Penalty 682.144858 = -58975.125931 nChanged 22 SP:Iteration 7Q (1089.853235 sec): 3 clusters Score: Raw -59665.440927 + Penalty 682.144858 = -58983.296069 nChanged 12 SP:Iteration 8Q (1089.904369 sec): 3 clusters Score: Raw -59668.356115 + Penalty 682.144858 = -58986.211257 nChanged 8 SP:Iteration 9Q (1089.940679 sec): 3 clusters Score: Raw -59669.891302 + Penalty 682.144858 = -58987.746444 nChanged 3 SP:Iteration 10Q (1089.985540 sec): 3 clusters Score: Raw -59670.269784 + Penalty 682.144858 = -58988.124926 nChanged 2 SP:Iteration 11Q (1090.034531 sec): 3 clusters Score: Raw -59670.693086 + Penalty 682.144858 = -58988.548227 nChanged 0 SP:Iteration 12F (1090.071694 sec): 3 clusters Score: Raw -59670.693086 + Penalty 682.144858 = -58988.548227 nChanged 0 Score: Raw -6238839.580518 + Penalty 12599.452554 = -6226240.127964 Splitting cluster 6 changes total score from -6226176.744934 to -6226240.127964 So it's getting split into cluster 23. Trying to split cluster 7 (4289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1091.832723 sec): 2 clusters Score: Raw -158962.440685 + Penalty 380.553304 = -158581.887380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1091.878165 sec): 3 clusters Score: Raw -156399.764227 + Penalty 761.106608 = -155638.657618 nChanged 1909 SP:Iteration 1F (1091.929942 sec): 3 clusters Score: Raw -157600.905850 + Penalty 761.106608 = -156839.799242 nChanged 327 SP:Iteration 2F (1091.982054 sec): 3 clusters Score: Raw -157807.305977 + Penalty 761.106608 = -157046.199369 nChanged 300 SP:Iteration 3F (1092.040470 sec): 3 clusters Score: Raw -158031.556091 + Penalty 761.106608 = -157270.449483 nChanged 275 SP:Iteration 4F (1092.080856 sec): 3 clusters Score: Raw -158252.532724 + Penalty 761.106608 = -157491.426115 nChanged 223 SP:Iteration 5F (1092.130710 sec): 3 clusters Score: Raw -158462.391659 + Penalty 761.106608 = -157701.285050 nChanged 212 SP:Iteration 6Q (1092.191108 sec): 3 clusters Score: Raw -158703.447509 + Penalty 761.106608 = -157942.340900 nChanged 193 SP:Iteration 7Q (1092.231951 sec): 3 clusters Score: Raw -159030.519578 + Penalty 761.106608 = -158269.412970 nChanged 191 SP:Iteration 8Q (1092.293956 sec): 3 clusters Score: Raw -159399.690593 + Penalty 761.106608 = -158638.583984 nChanged 138 SP:Iteration 9Q (1092.336921 sec): 3 clusters Score: Raw -159631.648231 + Penalty 761.106608 = -158870.541623 nChanged 107 SP:Iteration 10Q (1092.387365 sec): 3 clusters Score: Raw -159713.016283 + Penalty 761.106608 = -158951.909674 nChanged 82 SP:Iteration 11Q (1092.437197 sec): 3 clusters Score: Raw -159753.626167 + Penalty 761.106608 = -158992.519559 nChanged 58 SP:Iteration 12Q (1092.493183 sec): 3 clusters Score: Raw -159780.520949 + Penalty 761.106608 = -159019.414341 nChanged 36 SP:Iteration 13Q (1092.536499 sec): 3 clusters Score: Raw -159794.401863 + Penalty 761.106608 = -159033.295255 nChanged 27 SP:Iteration 14Q (1092.580273 sec): 3 clusters Score: Raw -159804.224528 + Penalty 761.106608 = -159043.117919 nChanged 22 SP:Iteration 15Q (1092.638129 sec): 3 clusters Score: Raw -159810.733756 + Penalty 761.106608 = -159049.627148 nChanged 18 SP:Iteration 16Q (1092.685362 sec): 3 clusters Score: Raw -159815.506221 + Penalty 761.106608 = -159054.399612 nChanged 13 SP:Iteration 17Q (1092.733194 sec): 3 clusters Score: Raw -159818.526034 + Penalty 761.106608 = -159057.419425 nChanged 11 SP:Iteration 18Q (1092.780065 sec): 3 clusters Score: Raw -159820.368138 + Penalty 761.106608 = -159059.261530 nChanged 7 SP:Iteration 19Q (1092.827636 sec): 3 clusters Score: Raw -159822.445562 + Penalty 761.106608 = -159061.338954 nChanged 5 SP:Iteration 20F (1092.874000 sec): 3 clusters Score: Raw -159823.234355 + Penalty 761.106608 = -159062.127747 nChanged 4 SP:Iteration 21Q (1092.921861 sec): 3 clusters Score: Raw -159823.883633 + Penalty 761.106608 = -159062.777024 nChanged 6 SP:Iteration 22Q (1092.968430 sec): 3 clusters Score: Raw -159824.689016 + Penalty 761.106608 = -159063.582407 nChanged 5 SP:Iteration 23Q (1093.014985 sec): 3 clusters Score: Raw -159825.370152 + Penalty 761.106608 = -159064.263543 nChanged 4 SP:Iteration 24Q (1093.061636 sec): 3 clusters Score: Raw -159825.848366 + Penalty 761.106608 = -159064.741758 nChanged 1 SP:Iteration 25Q (1093.108381 sec): 3 clusters Score: Raw -159825.872375 + Penalty 761.106608 = -159064.765766 nChanged 0 SP:Iteration 26F (1093.155445 sec): 3 clusters Score: Raw -159825.872375 + Penalty 761.106608 = -159064.765766 nChanged 0 Score: Raw -6239703.012208 + Penalty 13147.254839 = -6226555.757369 Splitting cluster 7 changes total score from -6226176.744934 to -6226555.757369 So it's getting split into cluster 24. Trying to split cluster 8 (13175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1094.972935 sec): 2 clusters Score: Raw -539131.677263 + Penalty 431.616475 = -538700.060788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1095.031258 sec): 3 clusters Score: Raw -530830.541925 + Penalty 863.232950 = -529967.308975 nChanged 6132 SP:Iteration 1F (1095.092128 sec): 3 clusters Score: Raw -534572.483670 + Penalty 863.232950 = -533709.250720 nChanged 873 SP:Iteration 2F (1095.147861 sec): 3 clusters Score: Raw -535125.644462 + Penalty 863.232950 = -534262.411512 nChanged 958 SP:Iteration 3F (1095.209014 sec): 3 clusters Score: Raw -535786.293467 + Penalty 863.232950 = -534923.060517 nChanged 956 SP:Iteration 4F (1095.272748 sec): 3 clusters Score: Raw -536472.842033 + Penalty 863.232950 = -535609.609083 nChanged 844 SP:Iteration 5F (1095.336551 sec): 3 clusters Score: Raw -537079.220445 + Penalty 863.232950 = -536215.987495 nChanged 685 SP:Iteration 6F (1095.397678 sec): 3 clusters Score: Raw -537574.839388 + Penalty 863.232950 = -536711.606438 nChanged 579 SP:Iteration 7Q (1095.448053 sec): 3 clusters Score: Raw -538004.594196 + Penalty 863.232950 = -537141.361246 nChanged 474 SP:Iteration 8Q (1095.522270 sec): 3 clusters Score: Raw -538374.408747 + Penalty 863.232950 = -537511.175797 nChanged 418 SP:Iteration 9Q (1095.577928 sec): 3 clusters Score: Raw -538729.191877 + Penalty 863.232950 = -537865.958927 nChanged 415 SP:Iteration 10Q (1095.639075 sec): 3 clusters Score: Raw -539132.626602 + Penalty 863.232950 = -538269.393652 nChanged 385 SP:Iteration 11Q (1095.700786 sec): 3 clusters Score: Raw -539476.273244 + Penalty 863.232950 = -538613.040294 nChanged 345 SP:Iteration 12Q (1095.761696 sec): 3 clusters Score: Raw -539759.863086 + Penalty 863.232950 = -538896.630136 nChanged 325 SP:Iteration 13Q (1095.811891 sec): 3 clusters Score: Raw -539972.349285 + Penalty 863.232950 = -539109.116335 nChanged 251 SP:Iteration 14Q (1095.872064 sec): 3 clusters Score: Raw -540121.478938 + Penalty 863.232950 = -539258.245988 nChanged 209 SP:Iteration 15Q (1095.945558 sec): 3 clusters Score: Raw -540250.941034 + Penalty 863.232950 = -539387.708084 nChanged 156 SP:Iteration 16Q (1096.002799 sec): 3 clusters Score: Raw -540355.171600 + Penalty 863.232950 = -539491.938650 nChanged 141 SP:Iteration 17Q (1096.051692 sec): 3 clusters Score: Raw -540466.765507 + Penalty 863.232950 = -539603.532557 nChanged 139 SP:Iteration 18Q (1096.118074 sec): 3 clusters Score: Raw -540594.136304 + Penalty 863.232950 = -539730.903354 nChanged 125 SP:Iteration 19Q (1096.165244 sec): 3 clusters Score: Raw -540711.460133 + Penalty 863.232950 = -539848.227183 nChanged 136 SP:Iteration 20F (1096.234955 sec): 3 clusters Score: Raw -540844.771440 + Penalty 863.232950 = -539981.538490 nChanged 97 SP:Iteration 21Q (1096.286355 sec): 3 clusters Score: Raw -540929.002636 + Penalty 863.232950 = -540065.769686 nChanged 68 SP:Iteration 22Q (1096.338483 sec): 3 clusters Score: Raw -540966.960257 + Penalty 863.232950 = -540103.727307 nChanged 50 SP:Iteration 23Q (1096.394350 sec): 3 clusters Score: Raw -540980.814074 + Penalty 863.232950 = -540117.581124 nChanged 26 SP:Iteration 24Q (1096.445872 sec): 3 clusters Score: Raw -540984.361110 + Penalty 863.232950 = -540121.128160 nChanged 14 SP:Iteration 25Q (1096.507720 sec): 3 clusters Score: Raw -540985.813074 + Penalty 863.232950 = -540122.580124 nChanged 9 SP:Iteration 26Q (1096.565711 sec): 3 clusters Score: Raw -540986.666482 + Penalty 863.232950 = -540123.433532 nChanged 8 SP:Iteration 27Q (1096.622838 sec): 3 clusters Score: Raw -540987.331950 + Penalty 863.232950 = -540124.099000 nChanged 4 SP:Iteration 28Q (1096.682915 sec): 3 clusters Score: Raw -540988.131813 + Penalty 863.232950 = -540124.898863 nChanged 6 SP:Iteration 29Q (1096.729597 sec): 3 clusters Score: Raw -540988.945841 + Penalty 863.232950 = -540125.712891 nChanged 4 SP:Iteration 30Q (1096.786212 sec): 3 clusters Score: Raw -540989.137744 + Penalty 863.232950 = -540125.904794 nChanged 3 SP:Iteration 31Q (1096.848224 sec): 3 clusters Score: Raw -540989.235047 + Penalty 863.232950 = -540126.002097 nChanged 0 SP:Iteration 32F (1096.895005 sec): 3 clusters Score: Raw -540989.235047 + Penalty 863.232950 = -540126.002097 nChanged 0 Score: Raw -6241560.569992 + Penalty 13695.057124 = -6227865.512868 Splitting cluster 8 changes total score from -6226176.744934 to -6227865.512868 So it's getting split into cluster 25. Trying to split cluster 9 (5058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1098.782697 sec): 2 clusters Score: Raw -181731.906846 + Penalty 388.057052 = -181343.849793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1098.830689 sec): 3 clusters Score: Raw -178702.488282 + Penalty 776.114105 = -177926.374177 nChanged 2251 SP:Iteration 1F (1098.880475 sec): 3 clusters Score: Raw -179998.872442 + Penalty 776.114105 = -179222.758337 nChanged 345 SP:Iteration 2F (1098.943549 sec): 3 clusters Score: Raw -180197.522361 + Penalty 776.114105 = -179421.408256 nChanged 313 SP:Iteration 3F (1098.997839 sec): 3 clusters Score: Raw -180358.194235 + Penalty 776.114105 = -179582.080130 nChanged 260 SP:Iteration 4F (1099.027698 sec): 3 clusters Score: Raw -180477.342069 + Penalty 776.114105 = -179701.227964 nChanged 203 SP:Iteration 5Q (1099.071029 sec): 3 clusters Score: Raw -180544.431343 + Penalty 776.114105 = -179768.317238 nChanged 155 SP:Iteration 6Q (1099.125683 sec): 3 clusters Score: Raw -180588.206583 + Penalty 776.114105 = -179812.092478 nChanged 133 SP:Iteration 7Q (1099.168122 sec): 3 clusters Score: Raw -180628.054287 + Penalty 776.114105 = -179851.940182 nChanged 106 SP:Iteration 8Q (1099.216689 sec): 3 clusters Score: Raw -180657.340088 + Penalty 776.114105 = -179881.225983 nChanged 105 SP:Iteration 9Q (1099.268279 sec): 3 clusters Score: Raw -180681.083581 + Penalty 776.114105 = -179904.969476 nChanged 77 SP:Iteration 10Q (1099.316230 sec): 3 clusters Score: Raw -180694.680107 + Penalty 776.114105 = -179918.566002 nChanged 59 SP:Iteration 11Q (1099.368121 sec): 3 clusters Score: Raw -180706.623108 + Penalty 776.114105 = -179930.509003 nChanged 63 SP:Iteration 12Q (1099.419770 sec): 3 clusters Score: Raw -180719.850227 + Penalty 776.114105 = -179943.736123 nChanged 65 SP:Iteration 13Q (1099.467891 sec): 3 clusters Score: Raw -180733.431002 + Penalty 776.114105 = -179957.316897 nChanged 58 SP:Iteration 14Q (1099.513784 sec): 3 clusters Score: Raw -180746.685585 + Penalty 776.114105 = -179970.571480 nChanged 57 SP:Iteration 15Q (1099.562790 sec): 3 clusters Score: Raw -180763.396099 + Penalty 776.114105 = -179987.281994 nChanged 70 SP:Iteration 16Q (1099.616936 sec): 3 clusters Score: Raw -180784.374393 + Penalty 776.114105 = -180008.260288 nChanged 77 SP:Iteration 17Q (1099.662852 sec): 3 clusters Score: Raw -180811.803327 + Penalty 776.114105 = -180035.689222 nChanged 88 SP:Iteration 18Q (1099.709429 sec): 3 clusters Score: Raw -180841.274847 + Penalty 776.114105 = -180065.160742 nChanged 94 SP:Iteration 19Q (1099.755968 sec): 3 clusters Score: Raw -180873.623093 + Penalty 776.114105 = -180097.508988 nChanged 94 SP:Iteration 20F (1099.805081 sec): 3 clusters Score: Raw -180909.001205 + Penalty 776.114105 = -180132.887100 nChanged 91 SP:Iteration 21Q (1099.853902 sec): 3 clusters Score: Raw -180933.903181 + Penalty 776.114105 = -180157.789077 nChanged 75 SP:Iteration 22Q (1099.902299 sec): 3 clusters Score: Raw -180955.369539 + Penalty 776.114105 = -180179.255434 nChanged 67 SP:Iteration 23Q (1099.947078 sec): 3 clusters Score: Raw -180974.039380 + Penalty 776.114105 = -180197.925275 nChanged 67 SP:Iteration 24Q (1099.990900 sec): 3 clusters Score: Raw -180991.756855 + Penalty 776.114105 = -180215.642750 nChanged 60 SP:Iteration 25Q (1100.039007 sec): 3 clusters Score: Raw -181007.562208 + Penalty 776.114105 = -180231.448103 nChanged 60 SP:Iteration 26Q (1100.093796 sec): 3 clusters Score: Raw -181027.325495 + Penalty 776.114105 = -180251.211391 nChanged 64 SP:Iteration 27Q (1100.144184 sec): 3 clusters Score: Raw -181049.433026 + Penalty 776.114105 = -180273.318921 nChanged 67 SP:Iteration 28Q (1100.191822 sec): 3 clusters Score: Raw -181070.072099 + Penalty 776.114105 = -180293.957994 nChanged 55 SP:Iteration 29Q (1100.248114 sec): 3 clusters Score: Raw -181086.381949 + Penalty 776.114105 = -180310.267844 nChanged 64 SP:Iteration 30Q (1100.306404 sec): 3 clusters Score: Raw -181103.186647 + Penalty 776.114105 = -180327.072542 nChanged 50 SP:Iteration 31Q (1100.345332 sec): 3 clusters Score: Raw -181115.294685 + Penalty 776.114105 = -180339.180580 nChanged 48 SP:Iteration 32Q (1100.395606 sec): 3 clusters Score: Raw -181127.237533 + Penalty 776.114105 = -180351.123428 nChanged 55 SP:Iteration 33Q (1100.451287 sec): 3 clusters Score: Raw -181140.361874 + Penalty 776.114105 = -180364.247769 nChanged 55 SP:Iteration 34Q (1100.492264 sec): 3 clusters Score: Raw -181153.924102 + Penalty 776.114105 = -180377.809998 nChanged 52 SP:Iteration 35Q (1100.543469 sec): 3 clusters Score: Raw -181167.409822 + Penalty 776.114105 = -180391.295717 nChanged 55 SP:Iteration 36Q (1100.588100 sec): 3 clusters Score: Raw -181181.432890 + Penalty 776.114105 = -180405.318785 nChanged 51 SP:Iteration 37Q (1100.639905 sec): 3 clusters Score: Raw -181193.354721 + Penalty 776.114105 = -180417.240616 nChanged 55 SP:Iteration 38Q (1100.684295 sec): 3 clusters Score: Raw -181208.790207 + Penalty 776.114105 = -180432.676103 nChanged 53 SP:Iteration 39Q (1100.736037 sec): 3 clusters Score: Raw -181227.893501 + Penalty 776.114105 = -180451.779396 nChanged 64 SP:Iteration 40F (1100.780977 sec): 3 clusters Score: Raw -181253.821484 + Penalty 776.114105 = -180477.707379 nChanged 64 SP:Iteration 41Q (1100.841667 sec): 3 clusters Score: Raw -181278.016402 + Penalty 776.114105 = -180501.902297 nChanged 81 SP:Iteration 42Q (1100.888882 sec): 3 clusters Score: Raw -181311.388292 + Penalty 776.114105 = -180535.274187 nChanged 87 SP:Iteration 43Q (1100.930368 sec): 3 clusters Score: Raw -181356.308161 + Penalty 776.114105 = -180580.194056 nChanged 94 SP:Iteration 44Q (1100.979027 sec): 3 clusters Score: Raw -181402.088400 + Penalty 776.114105 = -180625.974296 nChanged 80 SP:Iteration 45Q (1101.034113 sec): 3 clusters Score: Raw -181438.065594 + Penalty 776.114105 = -180661.951489 nChanged 79 SP:Iteration 46Q (1101.084319 sec): 3 clusters Score: Raw -181472.810502 + Penalty 776.114105 = -180696.696397 nChanged 77 SP:Iteration 47Q (1101.132440 sec): 3 clusters Score: Raw -181504.183060 + Penalty 776.114105 = -180728.068955 nChanged 88 SP:Iteration 48Q (1101.180405 sec): 3 clusters Score: Raw -181546.153846 + Penalty 776.114105 = -180770.039742 nChanged 90 SP:Iteration 49Q (1101.228224 sec): 3 clusters Score: Raw -181598.787048 + Penalty 776.114105 = -180822.672943 nChanged 92 SP:Iteration 50Q (1101.264206 sec): 3 clusters Score: Raw -181650.468869 + Penalty 776.114105 = -180874.354764 nChanged 84 SP:Iteration 51Q (1101.310985 sec): 3 clusters Score: Raw -181702.797292 + Penalty 776.114105 = -180926.683187 nChanged 71 SP:Iteration 52Q (1101.369878 sec): 3 clusters Score: Raw -181746.115761 + Penalty 776.114105 = -180970.001656 nChanged 63 SP:Iteration 53Q (1101.412505 sec): 3 clusters Score: Raw -181784.984664 + Penalty 776.114105 = -181008.870559 nChanged 66 SP:Iteration 54Q (1101.457163 sec): 3 clusters Score: Raw -181826.535290 + Penalty 776.114105 = -181050.421185 nChanged 60 SP:Iteration 55Q (1101.512410 sec): 3 clusters Score: Raw -181849.868447 + Penalty 776.114105 = -181073.754343 nChanged 51 SP:Iteration 56Q (1101.553578 sec): 3 clusters Score: Raw -181882.000600 + Penalty 776.114105 = -181105.886495 nChanged 54 SP:Iteration 57Q (1101.612726 sec): 3 clusters Score: Raw -181911.357060 + Penalty 776.114105 = -181135.242955 nChanged 58 SP:Iteration 58Q (1101.651769 sec): 3 clusters Score: Raw -181938.585620 + Penalty 776.114105 = -181162.471515 nChanged 61 SP:Iteration 59Q (1101.711295 sec): 3 clusters Score: Raw -181966.231567 + Penalty 776.114105 = -181190.117462 nChanged 53 SP:Iteration 60F (1101.752057 sec): 3 clusters Score: Raw -182019.563072 + Penalty 776.114105 = -181243.448967 nChanged 74 SP:Iteration 61Q (1101.800697 sec): 3 clusters Score: Raw -182068.717188 + Penalty 776.114105 = -181292.603083 nChanged 73 SP:Iteration 62Q (1101.856605 sec): 3 clusters Score: Raw -182118.172492 + Penalty 776.114105 = -181342.058387 nChanged 104 SP:Iteration 63Q (1101.892599 sec): 3 clusters Score: Raw -182238.375950 + Penalty 776.114105 = -181462.261845 nChanged 149 SP:Iteration 64Q (1101.940471 sec): 3 clusters Score: Raw -182545.652579 + Penalty 776.114105 = -181769.538474 nChanged 153 SP:Iteration 65Q (1101.988107 sec): 3 clusters Score: Raw -182858.900273 + Penalty 776.114105 = -182082.786169 nChanged 33 SP:Iteration 66Q (1102.029279 sec): 3 clusters Score: Raw -182870.991063 + Penalty 776.114105 = -182094.876958 nChanged 5 SP:Iteration 67Q (1102.077861 sec): 3 clusters Score: Raw -182871.507093 + Penalty 776.114105 = -182095.392988 nChanged 1 SP:Iteration 68Q (1102.125500 sec): 3 clusters Score: Raw -182871.628053 + Penalty 776.114105 = -182095.513948 nChanged 0 SP:Iteration 69F (1102.171527 sec): 3 clusters Score: Raw -182871.628053 + Penalty 776.114105 = -182095.513948 nChanged 0 Score: Raw -6242700.291199 + Penalty 14242.859409 = -6228457.431791 Splitting cluster 9 changes total score from -6226176.744934 to -6228457.431791 So it's getting split into cluster 26. Trying to split cluster 10 (1878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1104.065579 sec): 2 clusters Score: Raw -70803.477687 + Penalty 342.977301 = -70460.500386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1104.114907 sec): 3 clusters Score: Raw -69824.385340 + Penalty 685.954602 = -69138.430738 nChanged 781 SP:Iteration 1F (1104.164278 sec): 3 clusters Score: Raw -70415.314981 + Penalty 685.954602 = -69729.360379 nChanged 190 SP:Iteration 2F (1104.216764 sec): 3 clusters Score: Raw -70634.082192 + Penalty 685.954602 = -69948.127590 nChanged 159 SP:Iteration 3F (1104.275594 sec): 3 clusters Score: Raw -70850.293496 + Penalty 685.954602 = -70164.338894 nChanged 125 SP:Iteration 4F (1104.323984 sec): 3 clusters Score: Raw -71039.679841 + Penalty 685.954602 = -70353.725239 nChanged 97 SP:Iteration 5F (1104.363236 sec): 3 clusters Score: Raw -71167.258659 + Penalty 685.954602 = -70481.304057 nChanged 55 SP:Iteration 6Q (1104.404706 sec): 3 clusters Score: Raw -71237.726681 + Penalty 685.954602 = -70551.772079 nChanged 43 SP:Iteration 7Q (1104.448649 sec): 3 clusters Score: Raw -71276.025816 + Penalty 685.954602 = -70590.071214 nChanged 26 SP:Iteration 8Q (1104.497425 sec): 3 clusters Score: Raw -71298.237312 + Penalty 685.954602 = -70612.282710 nChanged 18 SP:Iteration 9Q (1104.547466 sec): 3 clusters Score: Raw -71314.683884 + Penalty 685.954602 = -70628.729282 nChanged 22 SP:Iteration 10Q (1104.597103 sec): 3 clusters Score: Raw -71344.178898 + Penalty 685.954602 = -70658.224296 nChanged 20 SP:Iteration 11Q (1104.648309 sec): 3 clusters Score: Raw -71378.138843 + Penalty 685.954602 = -70692.184241 nChanged 19 SP:Iteration 12Q (1104.698008 sec): 3 clusters Score: Raw -71407.972821 + Penalty 685.954602 = -70722.018219 nChanged 15 SP:Iteration 13Q (1104.734917 sec): 3 clusters Score: Raw -71432.290124 + Penalty 685.954602 = -70746.335522 nChanged 16 SP:Iteration 14Q (1104.785034 sec): 3 clusters Score: Raw -71446.580204 + Penalty 685.954602 = -70760.625602 nChanged 17 SP:Iteration 15Q (1104.834850 sec): 3 clusters Score: Raw -71485.731329 + Penalty 685.954602 = -70799.776727 nChanged 23 SP:Iteration 16Q (1104.888476 sec): 3 clusters Score: Raw -71509.852958 + Penalty 685.954602 = -70823.898356 nChanged 23 SP:Iteration 17Q (1104.931397 sec): 3 clusters Score: Raw -71534.393211 + Penalty 685.954602 = -70848.438609 nChanged 18 SP:Iteration 18Q (1104.973566 sec): 3 clusters Score: Raw -71553.857430 + Penalty 685.954602 = -70867.902828 nChanged 19 SP:Iteration 19Q (1105.021352 sec): 3 clusters Score: Raw -71571.157341 + Penalty 685.954602 = -70885.202739 nChanged 12 SP:Iteration 20F (1105.074686 sec): 3 clusters Score: Raw -71578.648281 + Penalty 685.954602 = -70892.693679 nChanged 7 SP:Iteration 21Q (1105.124752 sec): 3 clusters Score: Raw -71581.958883 + Penalty 685.954602 = -70896.004281 nChanged 8 SP:Iteration 22Q (1105.173411 sec): 3 clusters Score: Raw -71585.382331 + Penalty 685.954602 = -70899.427729 nChanged 8 SP:Iteration 23Q (1105.216831 sec): 3 clusters Score: Raw -71589.984600 + Penalty 685.954602 = -70904.029998 nChanged 7 SP:Iteration 24Q (1105.268752 sec): 3 clusters Score: Raw -71593.036749 + Penalty 685.954602 = -70907.082147 nChanged 3 SP:Iteration 25Q (1105.321694 sec): 3 clusters Score: Raw -71593.759075 + Penalty 685.954602 = -70907.804473 nChanged 3 SP:Iteration 26Q (1105.358080 sec): 3 clusters Score: Raw -71594.362010 + Penalty 685.954602 = -70908.407408 nChanged 2 SP:Iteration 27Q (1105.405836 sec): 3 clusters Score: Raw -71594.641154 + Penalty 685.954602 = -70908.686552 nChanged 0 SP:Iteration 28F (1105.448544 sec): 3 clusters Score: Raw -71594.641154 + Penalty 685.954602 = -70908.686552 nChanged 0 Score: Raw -6243491.454666 + Penalty 14790.661694 = -6228700.792973 Splitting cluster 10 changes total score from -6226176.744934 to -6228700.792973 So it's getting split into cluster 27. Trying to split cluster 11 (5497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1107.488385 sec): 2 clusters Score: Raw -211658.712106 + Penalty 391.844078 = -211266.868027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1107.551916 sec): 3 clusters Score: Raw -208420.388261 + Penalty 783.688157 = -207636.700104 nChanged 2486 SP:Iteration 1F (1107.592030 sec): 3 clusters Score: Raw -210439.130836 + Penalty 783.688157 = -209655.442679 nChanged 607 SP:Iteration 2F (1107.647695 sec): 3 clusters Score: Raw -211297.844434 + Penalty 783.688157 = -210514.156277 nChanged 608 SP:Iteration 3F (1107.704727 sec): 3 clusters Score: Raw -212202.490684 + Penalty 783.688157 = -211418.802527 nChanged 391 SP:Iteration 4F (1107.756105 sec): 3 clusters Score: Raw -212744.670956 + Penalty 783.688157 = -211960.982799 nChanged 270 SP:Iteration 5Q (1107.808464 sec): 3 clusters Score: Raw -213059.801418 + Penalty 783.688157 = -212276.113261 nChanged 176 SP:Iteration 6Q (1107.860439 sec): 3 clusters Score: Raw -213258.713320 + Penalty 783.688157 = -212475.025163 nChanged 117 SP:Iteration 7Q (1107.900979 sec): 3 clusters Score: Raw -213372.894529 + Penalty 783.688157 = -212589.206372 nChanged 86 SP:Iteration 8Q (1107.961289 sec): 3 clusters Score: Raw -213446.268030 + Penalty 783.688157 = -212662.579873 nChanged 60 SP:Iteration 9Q (1108.012642 sec): 3 clusters Score: Raw -213502.391272 + Penalty 783.688157 = -212718.703116 nChanged 55 SP:Iteration 10Q (1108.057145 sec): 3 clusters Score: Raw -213560.971790 + Penalty 783.688157 = -212777.283633 nChanged 47 SP:Iteration 11Q (1108.112085 sec): 3 clusters Score: Raw -213601.074224 + Penalty 783.688157 = -212817.386067 nChanged 32 SP:Iteration 12Q (1108.167448 sec): 3 clusters Score: Raw -213618.401675 + Penalty 783.688157 = -212834.713518 nChanged 11 SP:Iteration 13Q (1108.223610 sec): 3 clusters Score: Raw -213622.235652 + Penalty 783.688157 = -212838.547495 nChanged 3 SP:Iteration 14Q (1108.265234 sec): 3 clusters Score: Raw -213622.949601 + Penalty 783.688157 = -212839.261444 nChanged 6 SP:Iteration 15Q (1108.317584 sec): 3 clusters Score: Raw -213624.902559 + Penalty 783.688157 = -212841.214402 nChanged 4 SP:Iteration 16Q (1108.355896 sec): 3 clusters Score: Raw -213625.682281 + Penalty 783.688157 = -212841.994124 nChanged 1 SP:Iteration 17Q (1108.395208 sec): 3 clusters Score: Raw -213625.785992 + Penalty 783.688157 = -212842.097835 nChanged 1 SP:Iteration 18Q (1108.453941 sec): 3 clusters Score: Raw -213625.917586 + Penalty 783.688157 = -212842.229429 nChanged 1 SP:Iteration 19Q (1108.506276 sec): 3 clusters Score: Raw -213626.080054 + Penalty 783.688157 = -212842.391897 nChanged 0 SP:Iteration 20F (1108.561409 sec): 3 clusters Score: Raw -213626.080054 + Penalty 783.688157 = -212842.391897 nChanged 0 Score: Raw -6245458.822615 + Penalty 15338.463979 = -6230120.358636 Splitting cluster 11 changes total score from -6226176.744934 to -6230120.358636 So it's getting split into cluster 28. Trying to split cluster 12 (5181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1110.595143 sec): 2 clusters Score: Raw -193799.122551 + Penalty 389.150278 = -193409.972273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1110.641070 sec): 3 clusters Score: Raw -190692.714191 + Penalty 778.300556 = -189914.413635 nChanged 2416 SP:Iteration 1F (1110.700132 sec): 3 clusters Score: Raw -192302.342904 + Penalty 778.300556 = -191524.042347 nChanged 512 SP:Iteration 2F (1110.750001 sec): 3 clusters Score: Raw -192758.271415 + Penalty 778.300556 = -191979.970859 nChanged 503 SP:Iteration 3F (1110.798610 sec): 3 clusters Score: Raw -193287.673166 + Penalty 778.300556 = -192509.372609 nChanged 373 SP:Iteration 4F (1110.846458 sec): 3 clusters Score: Raw -193665.821472 + Penalty 778.300556 = -192887.520916 nChanged 240 SP:Iteration 5Q (1110.885016 sec): 3 clusters Score: Raw -193808.549267 + Penalty 778.300556 = -193030.248710 nChanged 108 SP:Iteration 6Q (1110.936990 sec): 3 clusters Score: Raw -193857.308813 + Penalty 778.300556 = -193079.008256 nChanged 73 SP:Iteration 7Q (1110.978460 sec): 3 clusters Score: Raw -193878.173112 + Penalty 778.300556 = -193099.872556 nChanged 53 SP:Iteration 8Q (1111.038179 sec): 3 clusters Score: Raw -193891.773973 + Penalty 778.300556 = -193113.473416 nChanged 41 SP:Iteration 9Q (1111.075602 sec): 3 clusters Score: Raw -193902.724551 + Penalty 778.300556 = -193124.423995 nChanged 23 SP:Iteration 10Q (1111.127891 sec): 3 clusters Score: Raw -193910.022584 + Penalty 778.300556 = -193131.722027 nChanged 26 SP:Iteration 11Q (1111.178496 sec): 3 clusters Score: Raw -193916.691109 + Penalty 778.300556 = -193138.390553 nChanged 27 SP:Iteration 12Q (1111.225731 sec): 3 clusters Score: Raw -193923.805001 + Penalty 778.300556 = -193145.504444 nChanged 23 SP:Iteration 13Q (1111.268415 sec): 3 clusters Score: Raw -193928.504808 + Penalty 778.300556 = -193150.204252 nChanged 19 SP:Iteration 14Q (1111.322897 sec): 3 clusters Score: Raw -193931.724659 + Penalty 778.300556 = -193153.424103 nChanged 16 SP:Iteration 15Q (1111.374621 sec): 3 clusters Score: Raw -193934.783631 + Penalty 778.300556 = -193156.483075 nChanged 16 SP:Iteration 16Q (1111.421713 sec): 3 clusters Score: Raw -193938.834700 + Penalty 778.300556 = -193160.534144 nChanged 25 SP:Iteration 17Q (1111.460846 sec): 3 clusters Score: Raw -193943.507406 + Penalty 778.300556 = -193165.206850 nChanged 19 SP:Iteration 18Q (1111.505277 sec): 3 clusters Score: Raw -193946.995773 + Penalty 778.300556 = -193168.695216 nChanged 15 SP:Iteration 19Q (1111.560299 sec): 3 clusters Score: Raw -193950.515381 + Penalty 778.300556 = -193172.214825 nChanged 22 SP:Iteration 20F (1111.611591 sec): 3 clusters Score: Raw -193960.352636 + Penalty 778.300556 = -193182.052079 nChanged 30 SP:Iteration 21Q (1111.658533 sec): 3 clusters Score: Raw -193972.294191 + Penalty 778.300556 = -193193.993635 nChanged 28 SP:Iteration 22Q (1111.706358 sec): 3 clusters Score: Raw -193983.387004 + Penalty 778.300556 = -193205.086448 nChanged 22 SP:Iteration 23Q (1111.754428 sec): 3 clusters Score: Raw -193993.388368 + Penalty 778.300556 = -193215.087811 nChanged 24 SP:Iteration 24Q (1111.802132 sec): 3 clusters Score: Raw -194013.787940 + Penalty 778.300556 = -193235.487384 nChanged 34 SP:Iteration 25Q (1111.840055 sec): 3 clusters Score: Raw -194031.664788 + Penalty 778.300556 = -193253.364231 nChanged 38 SP:Iteration 26Q (1111.894523 sec): 3 clusters Score: Raw -194049.287977 + Penalty 778.300556 = -193270.987420 nChanged 27 SP:Iteration 27Q (1111.937186 sec): 3 clusters Score: Raw -194060.937688 + Penalty 778.300556 = -193282.637131 nChanged 24 SP:Iteration 28Q (1111.992313 sec): 3 clusters Score: Raw -194071.696123 + Penalty 778.300556 = -193293.395567 nChanged 23 SP:Iteration 29Q (1112.040505 sec): 3 clusters Score: Raw -194081.801199 + Penalty 778.300556 = -193303.500643 nChanged 21 SP:Iteration 30Q (1112.088080 sec): 3 clusters Score: Raw -194091.762978 + Penalty 778.300556 = -193313.462422 nChanged 20 SP:Iteration 31Q (1112.135733 sec): 3 clusters Score: Raw -194102.720165 + Penalty 778.300556 = -193324.419609 nChanged 22 SP:Iteration 32Q (1112.183545 sec): 3 clusters Score: Raw -194112.146574 + Penalty 778.300556 = -193333.846018 nChanged 25 SP:Iteration 33Q (1112.231371 sec): 3 clusters Score: Raw -194123.735991 + Penalty 778.300556 = -193345.435435 nChanged 24 SP:Iteration 34Q (1112.278579 sec): 3 clusters Score: Raw -194131.670476 + Penalty 778.300556 = -193353.369919 nChanged 20 SP:Iteration 35Q (1112.325458 sec): 3 clusters Score: Raw -194139.343522 + Penalty 778.300556 = -193361.042965 nChanged 14 SP:Iteration 36Q (1112.376190 sec): 3 clusters Score: Raw -194144.490895 + Penalty 778.300556 = -193366.190338 nChanged 15 SP:Iteration 37Q (1112.424085 sec): 3 clusters Score: Raw -194151.330320 + Penalty 778.300556 = -193373.029763 nChanged 17 SP:Iteration 38Q (1112.462406 sec): 3 clusters Score: Raw -194160.790024 + Penalty 778.300556 = -193382.489468 nChanged 8 SP:Iteration 39Q (1112.511662 sec): 3 clusters Score: Raw -194165.625470 + Penalty 778.300556 = -193387.324914 nChanged 13 SP:Iteration 40F (1112.558795 sec): 3 clusters Score: Raw -194168.696635 + Penalty 778.300556 = -193390.396079 nChanged 13 SP:Iteration 41Q (1112.606190 sec): 3 clusters Score: Raw -194173.287986 + Penalty 778.300556 = -193394.987430 nChanged 12 SP:Iteration 42Q (1112.648879 sec): 3 clusters Score: Raw -194175.941539 + Penalty 778.300556 = -193397.640982 nChanged 7 SP:Iteration 43Q (1112.695072 sec): 3 clusters Score: Raw -194177.866406 + Penalty 778.300556 = -193399.565850 nChanged 9 SP:Iteration 44Q (1112.751768 sec): 3 clusters Score: Raw -194179.634413 + Penalty 778.300556 = -193401.333857 nChanged 5 SP:Iteration 45Q (1112.797927 sec): 3 clusters Score: Raw -194180.764159 + Penalty 778.300556 = -193402.463603 nChanged 8 SP:Iteration 46Q (1112.838013 sec): 3 clusters Score: Raw -194182.215371 + Penalty 778.300556 = -193403.914815 nChanged 7 SP:Iteration 47Q (1112.883550 sec): 3 clusters Score: Raw -194184.752799 + Penalty 778.300556 = -193406.452242 nChanged 10 SP:Iteration 48Q (1112.935095 sec): 3 clusters Score: Raw -194187.924322 + Penalty 778.300556 = -193409.623765 nChanged 10 SP:Iteration 49Q (1112.983077 sec): 3 clusters Score: Raw -194190.892963 + Penalty 778.300556 = -193412.592407 nChanged 16 SP:Iteration 50Q (1113.024143 sec): 3 clusters Score: Raw -194196.296193 + Penalty 778.300556 = -193417.995637 nChanged 17 SP:Iteration 51Q (1113.073145 sec): 3 clusters Score: Raw -194205.441190 + Penalty 778.300556 = -193427.140634 nChanged 20 SP:Iteration 52Q (1113.125497 sec): 3 clusters Score: Raw -194217.680529 + Penalty 778.300556 = -193439.379973 nChanged 24 SP:Iteration 53Q (1113.177338 sec): 3 clusters Score: Raw -194228.422615 + Penalty 778.300556 = -193450.122059 nChanged 24 SP:Iteration 54Q (1113.224993 sec): 3 clusters Score: Raw -194239.332918 + Penalty 778.300556 = -193461.032362 nChanged 29 SP:Iteration 55Q (1113.264999 sec): 3 clusters Score: Raw -194259.051775 + Penalty 778.300556 = -193480.751219 nChanged 30 SP:Iteration 56Q (1113.312139 sec): 3 clusters Score: Raw -194278.253085 + Penalty 778.300556 = -193499.952529 nChanged 42 SP:Iteration 57Q (1113.360015 sec): 3 clusters Score: Raw -194301.223474 + Penalty 778.300556 = -193522.922918 nChanged 45 SP:Iteration 58Q (1113.414061 sec): 3 clusters Score: Raw -194331.293739 + Penalty 778.300556 = -193552.993183 nChanged 58 SP:Iteration 59Q (1113.465644 sec): 3 clusters Score: Raw -194373.436664 + Penalty 778.300556 = -193595.136108 nChanged 54 SP:Iteration 60F (1113.503080 sec): 3 clusters Score: Raw -194409.463711 + Penalty 778.300556 = -193631.163155 nChanged 62 SP:Iteration 61Q (1113.550062 sec): 3 clusters Score: Raw -194447.333212 + Penalty 778.300556 = -193669.032656 nChanged 52 SP:Iteration 62Q (1113.608056 sec): 3 clusters Score: Raw -194473.535687 + Penalty 778.300556 = -193695.235130 nChanged 40 SP:Iteration 63Q (1113.655401 sec): 3 clusters Score: Raw -194493.243027 + Penalty 778.300556 = -193714.942471 nChanged 35 SP:Iteration 64Q (1113.702680 sec): 3 clusters Score: Raw -194503.392359 + Penalty 778.300556 = -193725.091802 nChanged 16 SP:Iteration 65Q (1113.739707 sec): 3 clusters Score: Raw -194507.786527 + Penalty 778.300556 = -193729.485971 nChanged 14 SP:Iteration 66Q (1113.786516 sec): 3 clusters Score: Raw -194511.021557 + Penalty 778.300556 = -193732.721001 nChanged 6 SP:Iteration 67Q (1113.836669 sec): 3 clusters Score: Raw -194511.908082 + Penalty 778.300556 = -193733.607526 nChanged 7 SP:Iteration 68Q (1113.891990 sec): 3 clusters Score: Raw -194512.636274 + Penalty 778.300556 = -193734.335718 nChanged 2 SP:Iteration 69Q (1113.939319 sec): 3 clusters Score: Raw -194512.901390 + Penalty 778.300556 = -193734.600834 nChanged 3 SP:Iteration 70Q (1113.987376 sec): 3 clusters Score: Raw -194513.079551 + Penalty 778.300556 = -193734.778995 nChanged 0 SP:Iteration 71F (1114.037027 sec): 3 clusters Score: Raw -194513.079551 + Penalty 778.300556 = -193734.778995 nChanged 0 Score: Raw -6246172.779615 + Penalty 15886.266264 = -6230286.513352 Splitting cluster 12 changes total score from -6226176.744934 to -6230286.513352 So it's getting split into cluster 29. Trying to split cluster 13 (4408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1116.133720 sec): 2 clusters Score: Raw -187970.314582 + Penalty 381.798524 = -187588.516058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1116.171262 sec): 3 clusters Score: Raw -185417.837949 + Penalty 763.597048 = -184654.240901 nChanged 1964 SP:Iteration 1F (1116.231848 sec): 3 clusters Score: Raw -186739.359187 + Penalty 763.597048 = -185975.762139 nChanged 323 SP:Iteration 2F (1116.281329 sec): 3 clusters Score: Raw -186936.777944 + Penalty 763.597048 = -186173.180896 nChanged 285 SP:Iteration 3F (1116.320055 sec): 3 clusters Score: Raw -187098.375224 + Penalty 763.597048 = -186334.778176 nChanged 257 SP:Iteration 4F (1116.367763 sec): 3 clusters Score: Raw -187268.244225 + Penalty 763.597048 = -186504.647177 nChanged 241 SP:Iteration 5F (1116.418850 sec): 3 clusters Score: Raw -187437.849120 + Penalty 763.597048 = -186674.252072 nChanged 185 SP:Iteration 6Q (1116.465057 sec): 3 clusters Score: Raw -187557.381050 + Penalty 763.597048 = -186793.784002 nChanged 152 SP:Iteration 7Q (1116.515927 sec): 3 clusters Score: Raw -187668.115570 + Penalty 763.597048 = -186904.518522 nChanged 139 SP:Iteration 8Q (1116.564089 sec): 3 clusters Score: Raw -187766.717624 + Penalty 763.597048 = -187003.120576 nChanged 118 SP:Iteration 9Q (1116.611551 sec): 3 clusters Score: Raw -187858.978131 + Penalty 763.597048 = -187095.381083 nChanged 84 SP:Iteration 10Q (1116.659150 sec): 3 clusters Score: Raw -187921.761099 + Penalty 763.597048 = -187158.164051 nChanged 75 SP:Iteration 11Q (1116.706693 sec): 3 clusters Score: Raw -187973.430472 + Penalty 763.597048 = -187209.833424 nChanged 73 SP:Iteration 12Q (1116.754259 sec): 3 clusters Score: Raw -188019.562109 + Penalty 763.597048 = -187255.965061 nChanged 61 SP:Iteration 13Q (1116.802826 sec): 3 clusters Score: Raw -188059.533403 + Penalty 763.597048 = -187295.936355 nChanged 59 SP:Iteration 14Q (1116.841815 sec): 3 clusters Score: Raw -188101.457212 + Penalty 763.597048 = -187337.860164 nChanged 51 SP:Iteration 15Q (1116.891431 sec): 3 clusters Score: Raw -188155.888289 + Penalty 763.597048 = -187392.291241 nChanged 52 SP:Iteration 16Q (1116.940522 sec): 3 clusters Score: Raw -188204.417452 + Penalty 763.597048 = -187440.820404 nChanged 35 SP:Iteration 17Q (1116.990256 sec): 3 clusters Score: Raw -188241.071454 + Penalty 763.597048 = -187477.474406 nChanged 31 SP:Iteration 18Q (1117.042409 sec): 3 clusters Score: Raw -188273.821530 + Penalty 763.597048 = -187510.224482 nChanged 31 SP:Iteration 19Q (1117.091716 sec): 3 clusters Score: Raw -188319.793599 + Penalty 763.597048 = -187556.196551 nChanged 18 SP:Iteration 20F (1117.151436 sec): 3 clusters Score: Raw -188348.194294 + Penalty 763.597048 = -187584.597246 nChanged 14 SP:Iteration 21Q (1117.202763 sec): 3 clusters Score: Raw -188366.059545 + Penalty 763.597048 = -187602.462497 nChanged 13 SP:Iteration 22Q (1117.254265 sec): 3 clusters Score: Raw -188380.240920 + Penalty 763.597048 = -187616.643872 nChanged 9 SP:Iteration 23Q (1117.293213 sec): 3 clusters Score: Raw -188388.860901 + Penalty 763.597048 = -187625.263853 nChanged 5 SP:Iteration 24Q (1117.349877 sec): 3 clusters Score: Raw -188396.352639 + Penalty 763.597048 = -187632.755591 nChanged 6 SP:Iteration 25Q (1117.397805 sec): 3 clusters Score: Raw -188406.092726 + Penalty 763.597048 = -187642.495678 nChanged 4 SP:Iteration 26Q (1117.445106 sec): 3 clusters Score: Raw -188408.860273 + Penalty 763.597048 = -187645.263225 nChanged 2 SP:Iteration 27Q (1117.491600 sec): 3 clusters Score: Raw -188409.951240 + Penalty 763.597048 = -187646.354192 nChanged 3 SP:Iteration 28Q (1117.527359 sec): 3 clusters Score: Raw -188411.754261 + Penalty 763.597048 = -187648.157213 nChanged 1 SP:Iteration 29Q (1117.584779 sec): 3 clusters Score: Raw -188412.109769 + Penalty 763.597048 = -187648.512721 nChanged 0 SP:Iteration 30F (1117.625047 sec): 3 clusters Score: Raw -188412.109769 + Penalty 763.597048 = -187648.512721 nChanged 0 Score: Raw -6246614.574802 + Penalty 16434.068549 = -6230180.506253 Splitting cluster 13 changes total score from -6226176.744934 to -6230180.506253 So it's getting split into cluster 30. Trying to split cluster 14 (17585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1119.885428 sec): 2 clusters Score: Raw -674031.439979 + Penalty 444.753470 = -673586.686508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1119.952365 sec): 3 clusters Score: Raw -662830.260310 + Penalty 889.506941 = -661940.753370 nChanged 8227 SP:Iteration 1F (1120.013997 sec): 3 clusters Score: Raw -667440.289985 + Penalty 889.506941 = -666550.783044 nChanged 745 SP:Iteration 2Q (1120.059100 sec): 3 clusters Score: Raw -667659.316655 + Penalty 889.506941 = -666769.809715 nChanged 805 SP:Iteration 3Q (1120.126892 sec): 3 clusters Score: Raw -667903.225789 + Penalty 889.506941 = -667013.718849 nChanged 836 SP:Iteration 4Q (1120.179847 sec): 3 clusters Score: Raw -668186.457946 + Penalty 889.506941 = -667296.951005 nChanged 850 SP:Iteration 5Q (1120.241234 sec): 3 clusters Score: Raw -668541.476278 + Penalty 889.506941 = -667651.969337 nChanged 986 SP:Iteration 6F (1120.301626 sec): 3 clusters Score: Raw -669076.665910 + Penalty 889.506941 = -668187.158969 nChanged 1128 SP:Iteration 7F (1120.365347 sec): 3 clusters Score: Raw -669858.572229 + Penalty 889.506941 = -668969.065289 nChanged 1239 SP:Iteration 8F (1120.425170 sec): 3 clusters Score: Raw -670919.552541 + Penalty 889.506941 = -670030.045600 nChanged 1223 SP:Iteration 9F (1120.472575 sec): 3 clusters Score: Raw -672090.925748 + Penalty 889.506941 = -671201.418807 nChanged 957 SP:Iteration 10F (1120.533078 sec): 3 clusters Score: Raw -673020.504604 + Penalty 889.506941 = -672130.997663 nChanged 601 SP:Iteration 11Q (1120.599781 sec): 3 clusters Score: Raw -673605.057032 + Penalty 889.506941 = -672715.550091 nChanged 291 SP:Iteration 12Q (1120.651829 sec): 3 clusters Score: Raw -673864.784420 + Penalty 889.506941 = -672975.277480 nChanged 136 SP:Iteration 13Q (1120.715570 sec): 3 clusters Score: Raw -673989.722556 + Penalty 889.506941 = -673100.215615 nChanged 67 SP:Iteration 14Q (1120.764749 sec): 3 clusters Score: Raw -674055.466324 + Penalty 889.506941 = -673165.959384 nChanged 20 SP:Iteration 15Q (1120.822459 sec): 3 clusters Score: Raw -674081.978542 + Penalty 889.506941 = -673192.471601 nChanged 12 SP:Iteration 16Q (1120.887125 sec): 3 clusters Score: Raw -674093.969210 + Penalty 889.506941 = -673204.462270 nChanged 11 SP:Iteration 17Q (1120.951189 sec): 3 clusters Score: Raw -674107.270018 + Penalty 889.506941 = -673217.763077 nChanged 8 SP:Iteration 18Q (1121.015359 sec): 3 clusters Score: Raw -674115.516013 + Penalty 889.506941 = -673226.009072 nChanged 6 SP:Iteration 19Q (1121.065114 sec): 3 clusters Score: Raw -674134.676189 + Penalty 889.506941 = -673245.169248 nChanged 5 SP:Iteration 20F (1121.126175 sec): 3 clusters Score: Raw -674138.460361 + Penalty 889.506941 = -673248.953421 nChanged 2 SP:Iteration 21Q (1121.180546 sec): 3 clusters Score: Raw -674139.748319 + Penalty 889.506941 = -673250.241379 nChanged 1 SP:Iteration 22Q (1121.236321 sec): 3 clusters Score: Raw -674139.970101 + Penalty 889.506941 = -673250.463160 nChanged 1 SP:Iteration 23Q (1121.293916 sec): 3 clusters Score: Raw -674140.488577 + Penalty 889.506941 = -673250.981636 nChanged 0 SP:Iteration 24F (1121.352877 sec): 3 clusters Score: Raw -674140.488577 + Penalty 889.506941 = -673250.981636 nChanged 0 Trying to split cluster 15 (15365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1121.396254 sec): 2 clusters Score: Raw -612607.586364 + Penalty 438.613060 = -612168.973304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1121.442542 sec): 3 clusters Score: Raw -602807.371636 + Penalty 877.226120 = -601930.145516 nChanged 7230 SP:Iteration 1F (1121.496820 sec): 3 clusters Score: Raw -607237.134577 + Penalty 877.226120 = -606359.908457 nChanged 1136 SP:Iteration 2F (1121.563817 sec): 3 clusters Score: Raw -608192.030259 + Penalty 877.226120 = -607314.804138 nChanged 1360 SP:Iteration 3F (1121.618048 sec): 3 clusters Score: Raw -609682.293360 + Penalty 877.226120 = -608805.067239 nChanged 1446 SP:Iteration 4F (1121.679834 sec): 3 clusters Score: Raw -611475.486835 + Penalty 877.226120 = -610598.260715 nChanged 1212 SP:Iteration 5F (1121.737183 sec): 3 clusters Score: Raw -613052.719050 + Penalty 877.226120 = -612175.492930 nChanged 859 SP:Iteration 6F (1121.799655 sec): 3 clusters Score: Raw -614022.711582 + Penalty 877.226120 = -613145.485461 nChanged 625 SP:Iteration 7Q (1121.860618 sec): 3 clusters Score: Raw -614447.469126 + Penalty 877.226120 = -613570.243006 nChanged 350 SP:Iteration 8Q (1121.919969 sec): 3 clusters Score: Raw -614623.201039 + Penalty 877.226120 = -613745.974919 nChanged 267 SP:Iteration 9Q (1121.978534 sec): 3 clusters Score: Raw -614732.560259 + Penalty 877.226120 = -613855.334139 nChanged 192 SP:Iteration 10Q (1122.040998 sec): 3 clusters Score: Raw -614801.313346 + Penalty 877.226120 = -613924.087226 nChanged 122 SP:Iteration 11Q (1122.105971 sec): 3 clusters Score: Raw -614838.746556 + Penalty 877.226120 = -613961.520436 nChanged 106 SP:Iteration 12Q (1122.164201 sec): 3 clusters Score: Raw -614869.485394 + Penalty 877.226120 = -613992.259274 nChanged 97 SP:Iteration 13Q (1122.221820 sec): 3 clusters Score: Raw -614893.991697 + Penalty 877.226120 = -614016.765576 nChanged 80 SP:Iteration 14Q (1122.293684 sec): 3 clusters Score: Raw -614911.752792 + Penalty 877.226120 = -614034.526672 nChanged 70 SP:Iteration 15Q (1122.361750 sec): 3 clusters Score: Raw -614924.901794 + Penalty 877.226120 = -614047.675673 nChanged 50 SP:Iteration 16Q (1122.410046 sec): 3 clusters Score: Raw -614930.820106 + Penalty 877.226120 = -614053.593986 nChanged 36 SP:Iteration 17Q (1122.484524 sec): 3 clusters Score: Raw -614933.329957 + Penalty 877.226120 = -614056.103837 nChanged 23 SP:Iteration 18Q (1122.541471 sec): 3 clusters Score: Raw -614934.577717 + Penalty 877.226120 = -614057.351597 nChanged 16 SP:Iteration 19Q (1122.589896 sec): 3 clusters Score: Raw -614935.211088 + Penalty 877.226120 = -614057.984968 nChanged 9 SP:Iteration 20F (1122.647830 sec): 3 clusters Score: Raw -614935.371258 + Penalty 877.226120 = -614058.145138 nChanged 6 SP:Iteration 21Q (1122.715374 sec): 3 clusters Score: Raw -614935.456369 + Penalty 877.226120 = -614058.230248 nChanged 2 SP:Iteration 22Q (1122.775751 sec): 3 clusters Score: Raw -614935.488575 + Penalty 877.226120 = -614058.262455 nChanged 2 SP:Iteration 23Q (1122.821506 sec): 3 clusters Score: Raw -614935.506964 + Penalty 877.226120 = -614058.280844 nChanged 2 SP:Iteration 24Q (1122.893416 sec): 3 clusters Score: Raw -614935.564824 + Penalty 877.226120 = -614058.338704 nChanged 2 SP:Iteration 25Q (1122.943993 sec): 3 clusters Score: Raw -614935.576715 + Penalty 877.226120 = -614058.350595 nChanged 0 SP:Iteration 26F (1123.013293 sec): 3 clusters Score: Raw -614935.576715 + Penalty 877.226120 = -614058.350595 nChanged 0 Score: Raw -6248942.565153 + Penalty 16981.870833 = -6231960.694319 Splitting cluster 15 changes total score from -6226176.744934 to -6231960.694319 So it's getting split into cluster 31. Trying to split cluster 16 (55389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1125.353809 sec): 2 clusters Score: Raw -2201067.326498 + Penalty 496.957202 = -2200570.369297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1125.451641 sec): 3 clusters Score: Raw -2164422.369061 + Penalty 993.914403 = -2163428.454658 nChanged 26906 SP:Iteration 1F (1125.534842 sec): 3 clusters Score: Raw -2181316.282429 + Penalty 993.914403 = -2180322.368026 nChanged 3432 SP:Iteration 2F (1125.630320 sec): 3 clusters Score: Raw -2183065.070160 + Penalty 993.914403 = -2182071.155757 nChanged 3750 SP:Iteration 3F (1125.720494 sec): 3 clusters Score: Raw -2185382.115215 + Penalty 993.914403 = -2184388.200812 nChanged 3858 SP:Iteration 4F (1125.820217 sec): 3 clusters Score: Raw -2188021.487980 + Penalty 993.914403 = -2187027.573577 nChanged 3534 SP:Iteration 5F (1125.909291 sec): 3 clusters Score: Raw -2190632.638111 + Penalty 993.914403 = -2189638.723708 nChanged 3211 SP:Iteration 6F (1126.009273 sec): 3 clusters Score: Raw -2193157.751155 + Penalty 993.914403 = -2192163.836752 nChanged 2755 SP:Iteration 7Q (1126.109914 sec): 3 clusters Score: Raw -2195246.886987 + Penalty 993.914403 = -2194252.972584 nChanged 2126 SP:Iteration 8Q (1126.197541 sec): 3 clusters Score: Raw -2196704.421926 + Penalty 993.914403 = -2195710.507523 nChanged 1611 SP:Iteration 9Q (1126.307630 sec): 3 clusters Score: Raw -2197710.524462 + Penalty 993.914403 = -2196716.610059 nChanged 1282 SP:Iteration 10Q (1126.393273 sec): 3 clusters Score: Raw -2198462.965680 + Penalty 993.914403 = -2197469.051277 nChanged 1058 SP:Iteration 11Q (1126.500896 sec): 3 clusters Score: Raw -2199063.939198 + Penalty 993.914403 = -2198070.024795 nChanged 941 SP:Iteration 12Q (1126.604912 sec): 3 clusters Score: Raw -2199566.071484 + Penalty 993.914403 = -2198572.157081 nChanged 854 SP:Iteration 13Q (1126.700019 sec): 3 clusters Score: Raw -2200016.470619 + Penalty 993.914403 = -2199022.556216 nChanged 814 SP:Iteration 14Q (1126.790140 sec): 3 clusters Score: Raw -2200427.523092 + Penalty 993.914403 = -2199433.608689 nChanged 772 SP:Iteration 15Q (1126.887607 sec): 3 clusters Score: Raw -2200837.988736 + Penalty 993.914403 = -2199844.074333 nChanged 804 SP:Iteration 16Q (1126.977297 sec): 3 clusters Score: Raw -2201226.989050 + Penalty 993.914403 = -2200233.074647 nChanged 788 SP:Iteration 17Q (1127.066064 sec): 3 clusters Score: Raw -2201566.157539 + Penalty 993.914403 = -2200572.243136 nChanged 710 SP:Iteration 18Q (1127.163746 sec): 3 clusters Score: Raw -2201874.427944 + Penalty 993.914403 = -2200880.513541 nChanged 710 SP:Iteration 19Q (1127.251007 sec): 3 clusters Score: Raw -2202154.189844 + Penalty 993.914403 = -2201160.275441 nChanged 687 SP:Iteration 20F (1127.340442 sec): 3 clusters Score: Raw -2202396.811755 + Penalty 993.914403 = -2201402.897352 nChanged 646 SP:Iteration 21Q (1127.444419 sec): 3 clusters Score: Raw -2202623.785360 + Penalty 993.914403 = -2201629.870957 nChanged 672 SP:Iteration 22Q (1127.535152 sec): 3 clusters Score: Raw -2202865.223124 + Penalty 993.914403 = -2201871.308721 nChanged 725 SP:Iteration 23Q (1127.622818 sec): 3 clusters Score: Raw -2203139.930750 + Penalty 993.914403 = -2202146.016347 nChanged 772 SP:Iteration 24Q (1127.708072 sec): 3 clusters Score: Raw -2203465.080906 + Penalty 993.914403 = -2202471.166503 nChanged 856 SP:Iteration 25Q (1127.807264 sec): 3 clusters Score: Raw -2203908.037373 + Penalty 993.914403 = -2202914.122970 nChanged 1012 SP:Iteration 26Q (1127.883108 sec): 3 clusters Score: Raw -2204549.700557 + Penalty 993.914403 = -2203555.786154 nChanged 1165 SP:Iteration 27Q (1127.984005 sec): 3 clusters Score: Raw -2205400.490450 + Penalty 993.914403 = -2204406.576047 nChanged 1332 SP:Iteration 28Q (1128.070465 sec): 3 clusters Score: Raw -2206556.110650 + Penalty 993.914403 = -2205562.196247 nChanged 1381 SP:Iteration 29Q (1128.176531 sec): 3 clusters Score: Raw -2207884.436012 + Penalty 993.914403 = -2206890.521609 nChanged 1264 SP:Iteration 30Q (1128.277901 sec): 3 clusters Score: Raw -2209050.489718 + Penalty 993.914403 = -2208056.575315 nChanged 1049 SP:Iteration 31Q (1128.374042 sec): 3 clusters Score: Raw -2209836.288069 + Penalty 993.914403 = -2208842.373666 nChanged 746 SP:Iteration 32Q (1128.470963 sec): 3 clusters Score: Raw -2210225.101342 + Penalty 993.914403 = -2209231.186939 nChanged 480 SP:Iteration 33Q (1128.566296 sec): 3 clusters Score: Raw -2210437.413593 + Penalty 993.914403 = -2209443.499190 nChanged 315 SP:Iteration 34Q (1128.658610 sec): 3 clusters Score: Raw -2210525.097715 + Penalty 993.914403 = -2209531.183312 nChanged 212 SP:Iteration 35Q (1128.748302 sec): 3 clusters Score: Raw -2210580.843033 + Penalty 993.914403 = -2209586.928630 nChanged 141 SP:Iteration 36Q (1128.840290 sec): 3 clusters Score: Raw -2210605.949099 + Penalty 993.914403 = -2209612.034696 nChanged 93 SP:Iteration 37Q (1128.933257 sec): 3 clusters Score: Raw -2210617.338286 + Penalty 993.914403 = -2209623.423882 nChanged 62 SP:Iteration 38Q (1129.020435 sec): 3 clusters Score: Raw -2210622.783678 + Penalty 993.914403 = -2209628.869275 nChanged 43 SP:Iteration 39Q (1129.105225 sec): 3 clusters Score: Raw -2210627.565273 + Penalty 993.914403 = -2209633.650870 nChanged 28 SP:Iteration 40F (1129.198672 sec): 3 clusters Score: Raw -2211095.547874 + Penalty 993.914403 = -2210101.633471 nChanged 323 SP:Iteration 41Q (1129.289771 sec): 3 clusters Score: Raw -2211317.100893 + Penalty 993.914403 = -2210323.186490 nChanged 247 SP:Iteration 42Q (1129.395475 sec): 3 clusters Score: Raw -2211360.408936 + Penalty 993.914403 = -2210366.494533 nChanged 116 SP:Iteration 43Q (1129.492326 sec): 3 clusters Score: Raw -2211370.264089 + Penalty 993.914403 = -2210376.349686 nChanged 63 SP:Iteration 44Q (1129.586401 sec): 3 clusters Score: Raw -2211373.878021 + Penalty 993.914403 = -2210379.963618 nChanged 50 SP:Iteration 45Q (1129.673621 sec): 3 clusters Score: Raw -2211375.793972 + Penalty 993.914403 = -2210381.879569 nChanged 29 SP:Iteration 46Q (1129.774565 sec): 3 clusters Score: Raw -2211376.784911 + Penalty 993.914403 = -2210382.870508 nChanged 28 SP:Iteration 47Q (1129.874212 sec): 3 clusters Score: Raw -2211377.647610 + Penalty 993.914403 = -2210383.733207 nChanged 23 SP:Iteration 48Q (1129.971606 sec): 3 clusters Score: Raw -2211378.340834 + Penalty 993.914403 = -2210384.426431 nChanged 18 SP:Iteration 49Q (1130.064140 sec): 3 clusters Score: Raw -2211378.614777 + Penalty 993.914403 = -2210384.700374 nChanged 10 SP:Iteration 50Q (1130.157881 sec): 3 clusters Score: Raw -2211378.757286 + Penalty 993.914403 = -2210384.842883 nChanged 8 SP:Iteration 51Q (1130.253891 sec): 3 clusters Score: Raw -2211378.952582 + Penalty 993.914403 = -2210385.038179 nChanged 7 SP:Iteration 52Q (1130.347209 sec): 3 clusters Score: Raw -2211379.130768 + Penalty 993.914403 = -2210385.216365 nChanged 5 SP:Iteration 53Q (1130.446532 sec): 3 clusters Score: Raw -2211379.207562 + Penalty 993.914403 = -2210385.293159 nChanged 2 SP:Iteration 54Q (1130.533378 sec): 3 clusters Score: Raw -2211379.220198 + Penalty 993.914403 = -2210385.305795 nChanged 1 SP:Iteration 55Q (1130.620275 sec): 3 clusters Score: Raw -2211379.222712 + Penalty 993.914403 = -2210385.308309 nChanged 0 SP:Iteration 56F (1130.714640 sec): 3 clusters Score: Raw -2211379.222712 + Penalty 993.914403 = -2210385.308309 nChanged 0 Score: Raw -6259254.461366 + Penalty 17529.673118 = -6241724.788247 Splitting cluster 16 changes total score from -6226176.744934 to -6241724.788247 So it's getting split into cluster 32. Trying to split cluster 17 (8679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1133.128295 sec): 2 clusters Score: Raw -345138.833829 + Penalty 412.624103 = -344726.209726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1133.185514 sec): 3 clusters Score: Raw -339757.029711 + Penalty 825.248205 = -338931.781506 nChanged 4025 SP:Iteration 1F (1133.240616 sec): 3 clusters Score: Raw -342675.261533 + Penalty 825.248205 = -341850.013328 nChanged 842 SP:Iteration 2F (1133.295187 sec): 3 clusters Score: Raw -343364.532663 + Penalty 825.248205 = -342539.284458 nChanged 890 SP:Iteration 3F (1133.339456 sec): 3 clusters Score: Raw -344063.814145 + Penalty 825.248205 = -343238.565940 nChanged 782 SP:Iteration 4F (1133.408655 sec): 3 clusters Score: Raw -344747.470183 + Penalty 825.248205 = -343922.221977 nChanged 607 SP:Iteration 5F (1133.450462 sec): 3 clusters Score: Raw -345252.736717 + Penalty 825.248205 = -344427.488512 nChanged 407 SP:Iteration 6Q (1133.513726 sec): 3 clusters Score: Raw -345543.614624 + Penalty 825.248205 = -344718.366419 nChanged 293 SP:Iteration 7Q (1133.573141 sec): 3 clusters Score: Raw -345766.666573 + Penalty 825.248205 = -344941.418368 nChanged 239 SP:Iteration 8Q (1133.614391 sec): 3 clusters Score: Raw -345940.550554 + Penalty 825.248205 = -345115.302349 nChanged 186 SP:Iteration 9Q (1133.666750 sec): 3 clusters Score: Raw -346067.544531 + Penalty 825.248205 = -345242.296326 nChanged 163 SP:Iteration 10Q (1133.726841 sec): 3 clusters Score: Raw -346181.723416 + Penalty 825.248205 = -345356.475211 nChanged 113 SP:Iteration 11Q (1133.781260 sec): 3 clusters Score: Raw -346253.577846 + Penalty 825.248205 = -345428.329641 nChanged 84 SP:Iteration 12Q (1133.827626 sec): 3 clusters Score: Raw -346314.160090 + Penalty 825.248205 = -345488.911885 nChanged 57 SP:Iteration 13Q (1133.883841 sec): 3 clusters Score: Raw -346355.454866 + Penalty 825.248205 = -345530.206661 nChanged 37 SP:Iteration 14Q (1133.942989 sec): 3 clusters Score: Raw -346382.620659 + Penalty 825.248205 = -345557.372454 nChanged 25 SP:Iteration 15Q (1133.993017 sec): 3 clusters Score: Raw -346406.151676 + Penalty 825.248205 = -345580.903471 nChanged 23 SP:Iteration 16Q (1134.045746 sec): 3 clusters Score: Raw -346423.107530 + Penalty 825.248205 = -345597.859325 nChanged 19 SP:Iteration 17Q (1134.090423 sec): 3 clusters Score: Raw -346438.523190 + Penalty 825.248205 = -345613.274985 nChanged 13 SP:Iteration 18Q (1134.136571 sec): 3 clusters Score: Raw -346451.564172 + Penalty 825.248205 = -345626.315967 nChanged 12 SP:Iteration 19Q (1134.190980 sec): 3 clusters Score: Raw -346462.425142 + Penalty 825.248205 = -345637.176937 nChanged 10 SP:Iteration 20F (1134.245942 sec): 3 clusters Score: Raw -346470.612926 + Penalty 825.248205 = -345645.364721 nChanged 5 SP:Iteration 21Q (1134.292708 sec): 3 clusters Score: Raw -346473.438985 + Penalty 825.248205 = -345648.190780 nChanged 2 SP:Iteration 22Q (1134.318881 sec): 3 clusters Score: Raw -346474.646345 + Penalty 825.248205 = -345649.398140 nChanged 0 SP:Iteration 23F (1134.351264 sec): 3 clusters Score: Raw -346474.646345 + Penalty 825.248205 = -345649.398140 nChanged 0 Score: Raw -6260590.273882 + Penalty 18077.475403 = -6242512.798478 Splitting cluster 17 changes total score from -6226176.744934 to -6242512.798478 So it's getting split into cluster 33. Trying to split cluster 18 (867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1136.744117 sec): 2 clusters Score: Raw -36401.010617 + Penalty 307.809273 = -36093.201343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1136.785667 sec): 3 clusters Score: Raw -36025.303794 + Penalty 615.618547 = -35409.685247 nChanged 363 SP:Iteration 1F (1136.839184 sec): 3 clusters Score: Raw -36601.218481 + Penalty 615.618547 = -35985.599934 nChanged 123 SP:Iteration 2F (1136.889523 sec): 3 clusters Score: Raw -36778.866136 + Penalty 615.618547 = -36163.247589 nChanged 62 SP:Iteration 3F (1136.936740 sec): 3 clusters Score: Raw -36877.161883 + Penalty 615.618547 = -36261.543336 nChanged 21 SP:Iteration 4Q (1136.981260 sec): 3 clusters Score: Raw -36900.072848 + Penalty 615.618547 = -36284.454301 nChanged 11 SP:Iteration 5Q (1137.030917 sec): 3 clusters Score: Raw -36911.393431 + Penalty 615.618547 = -36295.774884 nChanged 4 SP:Iteration 6Q (1137.078203 sec): 3 clusters Score: Raw -36915.495513 + Penalty 615.618547 = -36299.876966 nChanged 4 SP:Iteration 7Q (1137.123106 sec): 3 clusters Score: Raw -36918.050323 + Penalty 615.618547 = -36302.431776 nChanged 2 SP:Iteration 8Q (1137.172431 sec): 3 clusters Score: Raw -36918.984149 + Penalty 615.618547 = -36303.365603 nChanged 0 SP:Iteration 9F (1137.209392 sec): 3 clusters Score: Raw -36918.984149 + Penalty 615.618547 = -36303.365603 nChanged 0 Score: Raw -6261108.247415 + Penalty 18625.277688 = -6242482.969726 Splitting cluster 18 changes total score from -6226176.744934 to -6242482.969726 So it's getting split into cluster 34. Trying to split cluster 20 (2859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1139.678936 sec): 2 clusters Score: Raw -113202.328940 + Penalty 362.099337 = -112840.229602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1139.728700 sec): 3 clusters Score: Raw -111567.036481 + Penalty 724.198675 = -110842.837806 nChanged 1255 SP:Iteration 1F (1139.769421 sec): 3 clusters Score: Raw -112366.299263 + Penalty 724.198675 = -111642.100588 nChanged 244 SP:Iteration 2F (1139.814725 sec): 3 clusters Score: Raw -112511.331722 + Penalty 724.198675 = -111787.133047 nChanged 194 SP:Iteration 3F (1139.861908 sec): 3 clusters Score: Raw -112653.000756 + Penalty 724.198675 = -111928.802081 nChanged 191 SP:Iteration 4F (1139.905711 sec): 3 clusters Score: Raw -112855.085303 + Penalty 724.198675 = -112130.886629 nChanged 240 SP:Iteration 5F (1139.941569 sec): 3 clusters Score: Raw -113234.085763 + Penalty 724.198675 = -112509.887088 nChanged 285 SP:Iteration 6F (1139.990395 sec): 3 clusters Score: Raw -114106.567219 + Penalty 724.198675 = -113382.368544 nChanged 196 SP:Iteration 7F (1140.036837 sec): 3 clusters Score: Raw -114906.834670 + Penalty 724.198675 = -114182.635996 nChanged 87 SP:Iteration 8Q (1140.083837 sec): 3 clusters Score: Raw -115038.780265 + Penalty 724.198675 = -114314.581591 nChanged 29 SP:Iteration 9Q (1140.139435 sec): 3 clusters Score: Raw -115081.608437 + Penalty 724.198675 = -114357.409763 nChanged 11 SP:Iteration 10Q (1140.184685 sec): 3 clusters Score: Raw -115096.455422 + Penalty 724.198675 = -114372.256747 nChanged 9 SP:Iteration 11Q (1140.224482 sec): 3 clusters Score: Raw -115106.543825 + Penalty 724.198675 = -114382.345150 nChanged 8 SP:Iteration 12Q (1140.267055 sec): 3 clusters Score: Raw -115115.418384 + Penalty 724.198675 = -114391.219710 nChanged 6 SP:Iteration 13Q (1140.307704 sec): 3 clusters Score: Raw -115120.330348 + Penalty 724.198675 = -114396.131674 nChanged 4 SP:Iteration 14Q (1140.350160 sec): 3 clusters Score: Raw -115123.398707 + Penalty 724.198675 = -114399.200032 nChanged 3 SP:Iteration 15Q (1140.401166 sec): 3 clusters Score: Raw -115125.338115 + Penalty 724.198675 = -114401.139440 nChanged 1 SP:Iteration 16Q (1140.439243 sec): 3 clusters Score: Raw -115125.603320 + Penalty 724.198675 = -114401.404645 nChanged 1 SP:Iteration 17Q (1140.489909 sec): 3 clusters Score: Raw -115125.696633 + Penalty 724.198675 = -114401.497958 nChanged 0 SP:Iteration 18F (1140.535425 sec): 3 clusters Score: Raw -115125.696633 + Penalty 724.198675 = -114401.497958 nChanged 0 Score: Raw -6263031.615108 + Penalty 19173.079973 = -6243858.535134 Splitting cluster 20 changes total score from -6226176.744934 to -6243858.535134 So it's getting split into cluster 35. Deleting Class 18 (132 points): Lose 206.484995 but Gain 547.802285 Iteration 20F (1145.697600 sec): 35 clusters Score: Raw -6268838.167193 + Penalty 18625.277688 = -6250212.889504 nChanged 8129 Iteration 21Q (1147.473320 sec): 35 clusters Score: Raw -6272742.684021 + Penalty 18625.277688 = -6254117.406332 nChanged 4021 Iteration 22Q (1149.169893 sec): 35 clusters Score: Raw -6274387.360783 + Penalty 18625.277688 = -6255762.083095 nChanged 2861 Iteration 23Q (1150.813634 sec): 35 clusters Score: Raw -6275370.224010 + Penalty 18625.277688 = -6256744.946322 nChanged 2321 Iteration 24Q (1152.415530 sec): 35 clusters Score: Raw -6276061.854176 + Penalty 18625.277688 = -6257436.576488 nChanged 1982 Iteration 25Q (1154.042930 sec): 35 clusters Score: Raw -6276618.816691 + Penalty 18625.277688 = -6257993.539003 nChanged 1714 Iteration 26Q (1155.528443 sec): 35 clusters Score: Raw -6277074.447258 + Penalty 18625.277688 = -6258449.169569 nChanged 1497 Iteration 27Q (1157.130855 sec): 35 clusters Score: Raw -6277431.139053 + Penalty 18625.277688 = -6258805.861364 nChanged 1327 Iteration 28Q (1158.701860 sec): 35 clusters Score: Raw -6277719.873053 + Penalty 18625.277688 = -6259094.595365 nChanged 1188 Iteration 29Q (1160.348824 sec): 35 clusters Score: Raw -6277970.084406 + Penalty 18625.277688 = -6259344.806718 nChanged 1105 Iteration 30Q (1162.010704 sec): 35 clusters Score: Raw -6278210.653227 + Penalty 18625.277688 = -6259585.375539 nChanged 1085 Iteration 31Q (1163.621971 sec): 35 clusters Score: Raw -6278445.258558 + Penalty 18625.277688 = -6259819.980870 nChanged 969 Iteration 32Q (1165.320184 sec): 35 clusters Score: Raw -6278657.366092 + Penalty 18625.277688 = -6260032.088403 nChanged 888 Iteration 33Q (1166.856972 sec): 35 clusters Score: Raw -6278845.289238 + Penalty 18625.277688 = -6260220.011549 nChanged 816 Iteration 34Q (1168.696817 sec): 35 clusters Score: Raw -6279009.483447 + Penalty 18625.277688 = -6260384.205758 nChanged 727 Iteration 35Q (1170.403783 sec): 35 clusters Score: Raw -6279138.836281 + Penalty 18625.277688 = -6260513.558592 nChanged 632 Iteration 36Q (1172.130748 sec): 35 clusters Score: Raw -6279252.137881 + Penalty 18625.277688 = -6260626.860193 nChanged 520 Iteration 37Q (1173.919002 sec): 35 clusters Score: Raw -6279338.949605 + Penalty 18625.277688 = -6260713.671917 nChanged 476 Iteration 38Q (1175.510537 sec): 35 clusters Score: Raw -6279424.935438 + Penalty 18625.277688 = -6260799.657750 nChanged 453 Iteration 39Q (1177.124886 sec): 35 clusters Score: Raw -6279506.121235 + Penalty 18625.277688 = -6260880.843547 nChanged 420 Iteration 40F (1179.637390 sec): 35 clusters Score: Raw -6279667.522528 + Penalty 18625.277688 = -6261042.244840 nChanged 471 Iteration 41Q (1181.429348 sec): 35 clusters Score: Raw -6279828.563594 + Penalty 18625.277688 = -6261203.285906 nChanged 480 Iteration 42Q (1183.061147 sec): 35 clusters Score: Raw -6280028.081082 + Penalty 18625.277688 = -6261402.803394 nChanged 438 Iteration 43Q (1184.655821 sec): 35 clusters Score: Raw -6280203.506152 + Penalty 18625.277688 = -6261578.228464 nChanged 407 Iteration 44Q (1186.184772 sec): 35 clusters Score: Raw -6280300.368448 + Penalty 18625.277688 = -6261675.090759 nChanged 379 Iteration 45Q (1187.848592 sec): 35 clusters Score: Raw -6280361.098165 + Penalty 18625.277688 = -6261735.820477 nChanged 361 Iteration 46Q (1189.459928 sec): 35 clusters Score: Raw -6280412.355361 + Penalty 18625.277688 = -6261787.077673 nChanged 351 Iteration 47Q (1191.017666 sec): 35 clusters Score: Raw -6280456.281134 + Penalty 18625.277688 = -6261831.003445 nChanged 316 Iteration 48Q (1192.590933 sec): 35 clusters Score: Raw -6280490.306552 + Penalty 18625.277688 = -6261865.028864 nChanged 280 Iteration 49Q (1194.204385 sec): 35 clusters Score: Raw -6280523.722529 + Penalty 18625.277688 = -6261898.444840 nChanged 271 Iteration 50Q (1195.895511 sec): 35 clusters Score: Raw -6280558.728483 + Penalty 18625.277688 = -6261933.450795 nChanged 278 Iteration 51Q (1197.596402 sec): 35 clusters Score: Raw -6280594.918849 + Penalty 18625.277688 = -6261969.641160 nChanged 256 Iteration 52Q (1199.284550 sec): 35 clusters Score: Raw -6280625.911934 + Penalty 18625.277688 = -6262000.634246 nChanged 259 Iteration 53Q (1200.922021 sec): 35 clusters Score: Raw -6280657.350056 + Penalty 18625.277688 = -6262032.072367 nChanged 235 Iteration 54Q (1202.562055 sec): 35 clusters Score: Raw -6280685.981603 + Penalty 18625.277688 = -6262060.703915 nChanged 227 Iteration 55Q (1204.143718 sec): 35 clusters Score: Raw -6280714.771592 + Penalty 18625.277688 = -6262089.493904 nChanged 228 Iteration 56Q (1205.762148 sec): 35 clusters Score: Raw -6280743.410013 + Penalty 18625.277688 = -6262118.132325 nChanged 217 Iteration 57Q (1207.317796 sec): 35 clusters Score: Raw -6280774.548893 + Penalty 18625.277688 = -6262149.271205 nChanged 209 Iteration 58Q (1208.883482 sec): 35 clusters Score: Raw -6280802.138297 + Penalty 18625.277688 = -6262176.860609 nChanged 194 Writing temp clu file Because OldScore, -6262149.271205, is greater than current (better) Score,-6262176.860609 Compute initial score before splitting: Score: Raw -6280802.138297 + Penalty 18625.277688 = -6262176.860609 Trying to split cluster 1 (19078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1208.967383 sec): 2 clusters Score: Raw -771864.377241 + Penalty 448.461246 = -771415.915995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.029980 sec): 3 clusters Score: Raw -759549.019031 + Penalty 896.922492 = -758652.096539 nChanged 9077 SP:Iteration 1F (1209.092500 sec): 3 clusters Score: Raw -765340.677900 + Penalty 896.922492 = -764443.755408 nChanged 1466 SP:Iteration 2F (1209.151286 sec): 3 clusters Score: Raw -766290.701083 + Penalty 896.922492 = -765393.778591 nChanged 1540 SP:Iteration 3F (1209.216917 sec): 3 clusters Score: Raw -767310.575867 + Penalty 896.922492 = -766413.653376 nChanged 1359 SP:Iteration 4F (1209.295668 sec): 3 clusters Score: Raw -768255.788896 + Penalty 896.922492 = -767358.866405 nChanged 1094 SP:Iteration 5F (1209.356830 sec): 3 clusters Score: Raw -769207.707962 + Penalty 896.922492 = -768310.785470 nChanged 839 SP:Iteration 6Q (1209.421983 sec): 3 clusters Score: Raw -770068.112960 + Penalty 896.922492 = -769171.190468 nChanged 636 SP:Iteration 7Q (1209.487578 sec): 3 clusters Score: Raw -770577.877747 + Penalty 896.922492 = -769680.955255 nChanged 423 SP:Iteration 8Q (1209.544990 sec): 3 clusters Score: Raw -770835.324906 + Penalty 896.922492 = -769938.402414 nChanged 311 SP:Iteration 9Q (1209.614270 sec): 3 clusters Score: Raw -771009.802214 + Penalty 896.922492 = -770112.879722 nChanged 276 SP:Iteration 10Q (1209.679149 sec): 3 clusters Score: Raw -771173.939995 + Penalty 896.922492 = -770277.017503 nChanged 263 SP:Iteration 11Q (1209.732368 sec): 3 clusters Score: Raw -771314.448796 + Penalty 896.922492 = -770417.526304 nChanged 211 SP:Iteration 12Q (1209.803883 sec): 3 clusters Score: Raw -771429.309842 + Penalty 896.922492 = -770532.387351 nChanged 169 SP:Iteration 13Q (1209.865289 sec): 3 clusters Score: Raw -771518.785481 + Penalty 896.922492 = -770621.862989 nChanged 155 SP:Iteration 14Q (1209.926430 sec): 3 clusters Score: Raw -771582.284910 + Penalty 896.922492 = -770685.362418 nChanged 131 SP:Iteration 15Q (1209.987766 sec): 3 clusters Score: Raw -771633.613666 + Penalty 896.922492 = -770736.691175 nChanged 114 SP:Iteration 16Q (1210.050005 sec): 3 clusters Score: Raw -771671.988344 + Penalty 896.922492 = -770775.065852 nChanged 90 SP:Iteration 17Q (1210.100887 sec): 3 clusters Score: Raw -771699.944248 + Penalty 896.922492 = -770803.021756 nChanged 78 SP:Iteration 18Q (1210.166012 sec): 3 clusters Score: Raw -771720.557125 + Penalty 896.922492 = -770823.634633 nChanged 56 SP:Iteration 19Q (1210.233940 sec): 3 clusters Score: Raw -771735.668867 + Penalty 896.922492 = -770838.746376 nChanged 53 SP:Iteration 20F (1210.293655 sec): 3 clusters Score: Raw -771748.050336 + Penalty 896.922492 = -770851.127844 nChanged 59 SP:Iteration 21Q (1210.352736 sec): 3 clusters Score: Raw -771761.446004 + Penalty 896.922492 = -770864.523513 nChanged 55 SP:Iteration 22Q (1210.416830 sec): 3 clusters Score: Raw -771772.316566 + Penalty 896.922492 = -770875.394074 nChanged 46 SP:Iteration 23Q (1210.477177 sec): 3 clusters Score: Raw -771780.716173 + Penalty 896.922492 = -770883.793681 nChanged 42 SP:Iteration 24Q (1210.538969 sec): 3 clusters Score: Raw -771787.376549 + Penalty 896.922492 = -770890.454057 nChanged 34 SP:Iteration 25Q (1210.588822 sec): 3 clusters Score: Raw -771791.926915 + Penalty 896.922492 = -770895.004423 nChanged 28 SP:Iteration 26Q (1210.650595 sec): 3 clusters Score: Raw -771796.090971 + Penalty 896.922492 = -770899.168479 nChanged 31 SP:Iteration 27Q (1210.718488 sec): 3 clusters Score: Raw -771800.707969 + Penalty 896.922492 = -770903.785477 nChanged 26 SP:Iteration 28Q (1210.770489 sec): 3 clusters Score: Raw -771804.617085 + Penalty 896.922492 = -770907.694594 nChanged 23 SP:Iteration 29Q (1210.841541 sec): 3 clusters Score: Raw -771806.960072 + Penalty 896.922492 = -770910.037580 nChanged 23 SP:Iteration 30Q (1210.888867 sec): 3 clusters Score: Raw -771809.433248 + Penalty 896.922492 = -770912.510756 nChanged 16 SP:Iteration 31Q (1210.952184 sec): 3 clusters Score: Raw -771811.233464 + Penalty 896.922492 = -770914.310972 nChanged 20 SP:Iteration 32Q (1211.012832 sec): 3 clusters Score: Raw -771813.278114 + Penalty 896.922492 = -770916.355623 nChanged 21 SP:Iteration 33Q (1211.072851 sec): 3 clusters Score: Raw -771815.811587 + Penalty 896.922492 = -770918.889096 nChanged 20 SP:Iteration 34Q (1211.131030 sec): 3 clusters Score: Raw -771818.840779 + Penalty 896.922492 = -770921.918287 nChanged 23 SP:Iteration 35Q (1211.196204 sec): 3 clusters Score: Raw -771822.860290 + Penalty 896.922492 = -770925.937798 nChanged 27 SP:Iteration 36Q (1211.253783 sec): 3 clusters Score: Raw -771827.643493 + Penalty 896.922492 = -770930.721001 nChanged 29 SP:Iteration 37Q (1211.315874 sec): 3 clusters Score: Raw -771833.799799 + Penalty 896.922492 = -770936.877307 nChanged 31 SP:Iteration 38Q (1211.372708 sec): 3 clusters Score: Raw -771839.725771 + Penalty 896.922492 = -770942.803279 nChanged 29 SP:Iteration 39Q (1211.436718 sec): 3 clusters Score: Raw -771846.551705 + Penalty 896.922492 = -770949.629213 nChanged 29 SP:Iteration 40F (1211.499266 sec): 3 clusters Score: Raw -771852.748951 + Penalty 896.922492 = -770955.826459 nChanged 36 SP:Iteration 41Q (1211.560613 sec): 3 clusters Score: Raw -771860.869340 + Penalty 896.922492 = -770963.946849 nChanged 34 SP:Iteration 42Q (1211.621794 sec): 3 clusters Score: Raw -771867.875480 + Penalty 896.922492 = -770970.952988 nChanged 25 SP:Iteration 43Q (1211.671599 sec): 3 clusters Score: Raw -771871.899059 + Penalty 896.922492 = -770974.976567 nChanged 25 SP:Iteration 44Q (1211.738408 sec): 3 clusters Score: Raw -771875.412073 + Penalty 896.922492 = -770978.489581 nChanged 20 SP:Iteration 45Q (1211.800846 sec): 3 clusters Score: Raw -771878.372798 + Penalty 896.922492 = -770981.450306 nChanged 16 SP:Iteration 46Q (1211.865612 sec): 3 clusters Score: Raw -771881.013167 + Penalty 896.922492 = -770984.090676 nChanged 18 SP:Iteration 47Q (1211.932885 sec): 3 clusters Score: Raw -771883.464392 + Penalty 896.922492 = -770986.541900 nChanged 16 SP:Iteration 48Q (1211.987087 sec): 3 clusters Score: Raw -771885.637187 + Penalty 896.922492 = -770988.714695 nChanged 12 SP:Iteration 49Q (1212.048771 sec): 3 clusters Score: Raw -771888.276338 + Penalty 896.922492 = -770991.353847 nChanged 10 SP:Iteration 50Q (1212.097030 sec): 3 clusters Score: Raw -771889.875341 + Penalty 896.922492 = -770992.952849 nChanged 8 SP:Iteration 51Q (1212.158160 sec): 3 clusters Score: Raw -771890.864905 + Penalty 896.922492 = -770993.942413 nChanged 10 SP:Iteration 52Q (1212.232995 sec): 3 clusters Score: Raw -771891.713532 + Penalty 896.922492 = -770994.791041 nChanged 5 SP:Iteration 53Q (1212.290545 sec): 3 clusters Score: Raw -771892.190219 + Penalty 896.922492 = -770995.267727 nChanged 6 SP:Iteration 54Q (1212.360033 sec): 3 clusters Score: Raw -771892.920789 + Penalty 896.922492 = -770995.998297 nChanged 2 SP:Iteration 55Q (1212.423362 sec): 3 clusters Score: Raw -771893.113640 + Penalty 896.922492 = -770996.191148 nChanged 3 SP:Iteration 56Q (1212.490516 sec): 3 clusters Score: Raw -771893.426859 + Penalty 896.922492 = -770996.504368 nChanged 2 SP:Iteration 57Q (1212.556305 sec): 3 clusters Score: Raw -771893.560476 + Penalty 896.922492 = -770996.637984 nChanged 3 SP:Iteration 58Q (1212.609237 sec): 3 clusters Score: Raw -771893.885611 + Penalty 896.922492 = -770996.963119 nChanged 6 SP:Iteration 59Q (1212.683520 sec): 3 clusters Score: Raw -771894.899868 + Penalty 896.922492 = -770997.977376 nChanged 10 SP:Iteration 60F (1212.749910 sec): 3 clusters Score: Raw -771896.550166 + Penalty 896.922492 = -770999.627675 nChanged 13 SP:Iteration 61Q (1212.801959 sec): 3 clusters Score: Raw -771898.349467 + Penalty 896.922492 = -771001.426975 nChanged 12 SP:Iteration 62Q (1212.874008 sec): 3 clusters Score: Raw -771900.384878 + Penalty 896.922492 = -771003.462386 nChanged 8 SP:Iteration 63Q (1212.937901 sec): 3 clusters Score: Raw -771901.712460 + Penalty 896.922492 = -771004.789969 nChanged 6 SP:Iteration 64Q (1213.001884 sec): 3 clusters Score: Raw -771902.228558 + Penalty 896.922492 = -771005.306066 nChanged 3 SP:Iteration 65Q (1213.065243 sec): 3 clusters Score: Raw -771902.651285 + Penalty 896.922492 = -771005.728793 nChanged 3 SP:Iteration 66Q (1213.117014 sec): 3 clusters Score: Raw -771902.995675 + Penalty 896.922492 = -771006.073183 nChanged 0 SP:Iteration 67F (1213.194597 sec): 3 clusters Score: Raw -771902.995675 + Penalty 896.922492 = -771006.073183 nChanged 0 Trying to split cluster 2 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1213.208046 sec): 2 clusters Score: Raw -17348.396041 + Penalty 282.215366 = -17066.180675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1213.249147 sec): 3 clusters Score: Raw -17135.696167 + Penalty 564.430732 = -16571.265434 nChanged 170 SP:Iteration 1F (1213.309342 sec): 3 clusters Score: Raw -17255.081393 + Penalty 564.430732 = -16690.650661 nChanged 40 SP:Iteration 2F (1213.346456 sec): 3 clusters Score: Raw -17299.295830 + Penalty 564.430732 = -16734.865098 nChanged 24 SP:Iteration 3Q (1213.407486 sec): 3 clusters Score: Raw -17323.446094 + Penalty 564.430732 = -16759.015362 nChanged 22 SP:Iteration 4Q (1213.451929 sec): 3 clusters Score: Raw -17344.991079 + Penalty 564.430732 = -16780.560347 nChanged 15 SP:Iteration 5Q (1213.486445 sec): 3 clusters Score: Raw -17358.747571 + Penalty 564.430732 = -16794.316839 nChanged 12 SP:Iteration 6Q (1213.533015 sec): 3 clusters Score: Raw -17368.685906 + Penalty 564.430732 = -16804.255174 nChanged 7 SP:Iteration 7Q (1213.586035 sec): 3 clusters Score: Raw -17374.143281 + Penalty 564.430732 = -16809.712549 nChanged 11 SP:Iteration 8Q (1213.631148 sec): 3 clusters Score: Raw -17386.676813 + Penalty 564.430732 = -16822.246081 nChanged 6 SP:Iteration 9Q (1213.686311 sec): 3 clusters Score: Raw -17393.946191 + Penalty 564.430732 = -16829.515459 nChanged 8 SP:Iteration 10Q (1213.733520 sec): 3 clusters Score: Raw -17399.265578 + Penalty 564.430732 = -16834.834846 nChanged 6 SP:Iteration 11Q (1213.774282 sec): 3 clusters Score: Raw -17402.700305 + Penalty 564.430732 = -16838.269573 nChanged 4 SP:Iteration 12Q (1213.829459 sec): 3 clusters Score: Raw -17404.726748 + Penalty 564.430732 = -16840.296016 nChanged 3 SP:Iteration 13Q (1213.886852 sec): 3 clusters Score: Raw -17406.503494 + Penalty 564.430732 = -16842.072762 nChanged 4 SP:Iteration 14Q (1213.922259 sec): 3 clusters Score: Raw -17409.096574 + Penalty 564.430732 = -16844.665842 nChanged 4 SP:Iteration 15Q (1213.977915 sec): 3 clusters Score: Raw -17411.319950 + Penalty 564.430732 = -16846.889217 nChanged 3 SP:Iteration 16Q (1214.019454 sec): 3 clusters Score: Raw -17413.863348 + Penalty 564.430732 = -16849.432616 nChanged 2 SP:Iteration 17Q (1214.058692 sec): 3 clusters Score: Raw -17417.749756 + Penalty 564.430732 = -16853.319024 nChanged 2 SP:Iteration 18Q (1214.101255 sec): 3 clusters Score: Raw -17419.465119 + Penalty 564.430732 = -16855.034387 nChanged 3 SP:Iteration 19Q (1214.145206 sec): 3 clusters Score: Raw -17421.862237 + Penalty 564.430732 = -16857.431504 nChanged 3 SP:Iteration 20F (1214.188760 sec): 3 clusters Score: Raw -17424.107572 + Penalty 564.430732 = -16859.676840 nChanged 2 SP:Iteration 21Q (1214.239785 sec): 3 clusters Score: Raw -17424.941467 + Penalty 564.430732 = -16860.510735 nChanged 1 SP:Iteration 22Q (1214.290105 sec): 3 clusters Score: Raw -17425.193637 + Penalty 564.430732 = -16860.762905 nChanged 0 SP:Iteration 23F (1214.338244 sec): 3 clusters Score: Raw -17425.193637 + Penalty 564.430732 = -16860.762905 nChanged 0 Trying to split cluster 3 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1214.358290 sec): 2 clusters Score: Raw -8976.327672 + Penalty 265.881271 = -8710.446401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1214.413995 sec): 3 clusters Score: Raw -8861.300460 + Penalty 531.762542 = -8329.537919 nChanged 119 SP:Iteration 1F (1214.461580 sec): 3 clusters Score: Raw -8950.271370 + Penalty 531.762542 = -8418.508828 nChanged 26 SP:Iteration 2F (1214.509225 sec): 3 clusters Score: Raw -8967.969447 + Penalty 531.762542 = -8436.206905 nChanged 14 SP:Iteration 3Q (1214.552426 sec): 3 clusters Score: Raw -8985.560890 + Penalty 531.762542 = -8453.798348 nChanged 11 SP:Iteration 4Q (1214.593920 sec): 3 clusters Score: Raw -8991.886393 + Penalty 531.762542 = -8460.123852 nChanged 9 SP:Iteration 5Q (1214.652526 sec): 3 clusters Score: Raw -9001.839251 + Penalty 531.762542 = -8470.076709 nChanged 8 SP:Iteration 6Q (1214.695015 sec): 3 clusters Score: Raw -9007.267221 + Penalty 531.762542 = -8475.504679 nChanged 1 SP:Iteration 7Q (1214.737370 sec): 3 clusters Score: Raw -9007.401599 + Penalty 531.762542 = -8475.639057 nChanged 0 SP:Iteration 8F (1214.797901 sec): 3 clusters Score: Raw -9007.401599 + Penalty 531.762542 = -8475.639057 nChanged 0 Trying to split cluster 4 (6735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1214.816791 sec): 2 clusters Score: Raw -227542.366654 + Penalty 401.085826 = -227141.280828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1214.881957 sec): 3 clusters Score: Raw -223418.727110 + Penalty 802.171651 = -222616.555459 nChanged 3150 SP:Iteration 1F (1214.921146 sec): 3 clusters Score: Raw -225177.156301 + Penalty 802.171651 = -224374.984650 nChanged 382 SP:Iteration 2F (1214.986390 sec): 3 clusters Score: Raw -225377.883301 + Penalty 802.171651 = -224575.711650 nChanged 449 SP:Iteration 3F (1215.027677 sec): 3 clusters Score: Raw -225655.119123 + Penalty 802.171651 = -224852.947472 nChanged 457 SP:Iteration 4F (1215.085875 sec): 3 clusters Score: Raw -225964.226200 + Penalty 802.171651 = -225162.054549 nChanged 468 SP:Iteration 5F (1215.132482 sec): 3 clusters Score: Raw -226314.795245 + Penalty 802.171651 = -225512.623594 nChanged 461 SP:Iteration 6F (1215.191809 sec): 3 clusters Score: Raw -226717.838881 + Penalty 802.171651 = -225915.667230 nChanged 386 SP:Iteration 7F (1215.248032 sec): 3 clusters Score: Raw -227065.643597 + Penalty 802.171651 = -226263.471945 nChanged 290 SP:Iteration 8Q (1215.300780 sec): 3 clusters Score: Raw -227316.165483 + Penalty 802.171651 = -226513.993832 nChanged 169 SP:Iteration 9Q (1215.349038 sec): 3 clusters Score: Raw -227453.959805 + Penalty 802.171651 = -226651.788154 nChanged 109 SP:Iteration 10Q (1215.400868 sec): 3 clusters Score: Raw -227548.242006 + Penalty 802.171651 = -226746.070355 nChanged 48 SP:Iteration 11Q (1215.455008 sec): 3 clusters Score: Raw -227595.002392 + Penalty 802.171651 = -226792.830741 nChanged 39 SP:Iteration 12Q (1215.497254 sec): 3 clusters Score: Raw -227633.798752 + Penalty 802.171651 = -226831.627101 nChanged 24 SP:Iteration 13Q (1215.541778 sec): 3 clusters Score: Raw -227647.916250 + Penalty 802.171651 = -226845.744599 nChanged 12 SP:Iteration 14Q (1215.593403 sec): 3 clusters Score: Raw -227658.382138 + Penalty 802.171651 = -226856.210487 nChanged 17 SP:Iteration 15Q (1215.637040 sec): 3 clusters Score: Raw -227675.585073 + Penalty 802.171651 = -226873.413422 nChanged 12 SP:Iteration 16Q (1215.688785 sec): 3 clusters Score: Raw -227701.962992 + Penalty 802.171651 = -226899.791341 nChanged 20 SP:Iteration 17Q (1215.739087 sec): 3 clusters Score: Raw -227728.756598 + Penalty 802.171651 = -226926.584947 nChanged 16 SP:Iteration 18Q (1215.786198 sec): 3 clusters Score: Raw -227739.607313 + Penalty 802.171651 = -226937.435662 nChanged 5 SP:Iteration 19Q (1215.835515 sec): 3 clusters Score: Raw -227740.764603 + Penalty 802.171651 = -226938.592952 nChanged 3 SP:Iteration 20F (1215.874699 sec): 3 clusters Score: Raw -227744.274015 + Penalty 802.171651 = -226942.102364 nChanged 4 SP:Iteration 21Q (1215.914731 sec): 3 clusters Score: Raw -227750.385410 + Penalty 802.171651 = -226948.213759 nChanged 5 SP:Iteration 22Q (1215.970502 sec): 3 clusters Score: Raw -227753.831164 + Penalty 802.171651 = -226951.659513 nChanged 10 SP:Iteration 23Q (1216.014914 sec): 3 clusters Score: Raw -227758.256337 + Penalty 802.171651 = -226956.084686 nChanged 2 SP:Iteration 24Q (1216.063094 sec): 3 clusters Score: Raw -227759.791077 + Penalty 802.171651 = -226957.619425 nChanged 4 SP:Iteration 25Q (1216.097872 sec): 3 clusters Score: Raw -227762.511427 + Penalty 802.171651 = -226960.339776 nChanged 4 SP:Iteration 26Q (1216.151114 sec): 3 clusters Score: Raw -227766.377041 + Penalty 802.171651 = -226964.205390 nChanged 4 SP:Iteration 27Q (1216.192538 sec): 3 clusters Score: Raw -227768.356120 + Penalty 802.171651 = -226966.184469 nChanged 5 SP:Iteration 28Q (1216.238789 sec): 3 clusters Score: Raw -227771.870722 + Penalty 802.171651 = -226969.699070 nChanged 3 SP:Iteration 29Q (1216.291290 sec): 3 clusters Score: Raw -227773.553246 + Penalty 802.171651 = -226971.381595 nChanged 4 SP:Iteration 30Q (1216.341684 sec): 3 clusters Score: Raw -227776.431373 + Penalty 802.171651 = -226974.259722 nChanged 3 SP:Iteration 31Q (1216.388137 sec): 3 clusters Score: Raw -227780.019021 + Penalty 802.171651 = -226977.847370 nChanged 3 SP:Iteration 32Q (1216.436854 sec): 3 clusters Score: Raw -227782.359580 + Penalty 802.171651 = -226980.187929 nChanged 3 SP:Iteration 33Q (1216.492925 sec): 3 clusters Score: Raw -227785.870257 + Penalty 802.171651 = -226983.698606 nChanged 1 SP:Iteration 34Q (1216.544212 sec): 3 clusters Score: Raw -227786.877545 + Penalty 802.171651 = -226984.705893 nChanged 0 SP:Iteration 35F (1216.593787 sec): 3 clusters Score: Raw -227786.877545 + Penalty 802.171651 = -226984.705893 nChanged 0 Trying to split cluster 5 (625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1216.617632 sec): 2 clusters Score: Raw -21590.680062 + Penalty 292.917700 = -21297.762362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1216.653007 sec): 3 clusters Score: Raw -21346.887543 + Penalty 585.835400 = -20761.052143 nChanged 211 SP:Iteration 1F (1216.699728 sec): 3 clusters Score: Raw -21568.020851 + Penalty 585.835400 = -20982.185451 nChanged 52 SP:Iteration 2F (1216.751181 sec): 3 clusters Score: Raw -21612.496443 + Penalty 585.835400 = -21026.661043 nChanged 26 SP:Iteration 3Q (1216.793963 sec): 3 clusters Score: Raw -21627.573928 + Penalty 585.835400 = -21041.738528 nChanged 12 SP:Iteration 4Q (1216.847623 sec): 3 clusters Score: Raw -21637.195526 + Penalty 585.835400 = -21051.360126 nChanged 18 SP:Iteration 5Q (1216.894003 sec): 3 clusters Score: Raw -21648.136761 + Penalty 585.835400 = -21062.301361 nChanged 12 SP:Iteration 6Q (1216.942209 sec): 3 clusters Score: Raw -21657.225040 + Penalty 585.835400 = -21071.389640 nChanged 11 SP:Iteration 7Q (1216.988850 sec): 3 clusters Score: Raw -21663.820042 + Penalty 585.835400 = -21077.984642 nChanged 8 SP:Iteration 8Q (1217.040643 sec): 3 clusters Score: Raw -21669.213082 + Penalty 585.835400 = -21083.377682 nChanged 7 SP:Iteration 9Q (1217.092720 sec): 3 clusters Score: Raw -21672.151855 + Penalty 585.835400 = -21086.316455 nChanged 3 SP:Iteration 10Q (1217.141135 sec): 3 clusters Score: Raw -21673.639282 + Penalty 585.835400 = -21087.803882 nChanged 4 SP:Iteration 11Q (1217.189963 sec): 3 clusters Score: Raw -21675.304887 + Penalty 585.835400 = -21089.469486 nChanged 3 SP:Iteration 12Q (1217.238995 sec): 3 clusters Score: Raw -21676.522152 + Penalty 585.835400 = -21090.686752 nChanged 4 SP:Iteration 13Q (1217.275407 sec): 3 clusters Score: Raw -21678.251167 + Penalty 585.835400 = -21092.415767 nChanged 2 SP:Iteration 14Q (1217.318991 sec): 3 clusters Score: Raw -21679.738527 + Penalty 585.835400 = -21093.903127 nChanged 1 SP:Iteration 15Q (1217.366383 sec): 3 clusters Score: Raw -21679.864491 + Penalty 585.835400 = -21094.029091 nChanged 0 SP:Iteration 16F (1217.409336 sec): 3 clusters Score: Raw -21679.864491 + Penalty 585.835400 = -21094.029091 nChanged 0 Trying to split cluster 6 (648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1217.434419 sec): 2 clusters Score: Raw -19622.842671 + Penalty 294.562027 = -19328.280644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1217.482508 sec): 3 clusters Score: Raw -19339.615203 + Penalty 589.124053 = -18750.491149 nChanged 221 SP:Iteration 1F (1217.525067 sec): 3 clusters Score: Raw -19480.418023 + Penalty 589.124053 = -18891.293970 nChanged 54 SP:Iteration 2F (1217.566680 sec): 3 clusters Score: Raw -19555.866502 + Penalty 589.124053 = -18966.742448 nChanged 43 SP:Iteration 3F (1217.607606 sec): 3 clusters Score: Raw -19602.462261 + Penalty 589.124053 = -19013.338207 nChanged 37 SP:Iteration 4F (1217.656087 sec): 3 clusters Score: Raw -19637.250481 + Penalty 589.124053 = -19048.126428 nChanged 28 SP:Iteration 5Q (1217.701925 sec): 3 clusters Score: Raw -19672.556340 + Penalty 589.124053 = -19083.432286 nChanged 31 SP:Iteration 6Q (1217.747982 sec): 3 clusters Score: Raw -19711.125019 + Penalty 589.124053 = -19122.000965 nChanged 30 SP:Iteration 7Q (1217.798246 sec): 3 clusters Score: Raw -19746.717370 + Penalty 589.124053 = -19157.593316 nChanged 22 SP:Iteration 8Q (1217.834602 sec): 3 clusters Score: Raw -19771.664446 + Penalty 589.124053 = -19182.540393 nChanged 13 SP:Iteration 9Q (1217.868593 sec): 3 clusters Score: Raw -19783.150880 + Penalty 589.124053 = -19194.026827 nChanged 5 SP:Iteration 10Q (1217.911711 sec): 3 clusters Score: Raw -19787.260185 + Penalty 589.124053 = -19198.136131 nChanged 3 SP:Iteration 11Q (1217.962420 sec): 3 clusters Score: Raw -19790.200904 + Penalty 589.124053 = -19201.076851 nChanged 2 SP:Iteration 12Q (1217.998963 sec): 3 clusters Score: Raw -19792.458617 + Penalty 589.124053 = -19203.334564 nChanged 1 SP:Iteration 13Q (1218.040506 sec): 3 clusters Score: Raw -19794.484677 + Penalty 589.124053 = -19205.360623 nChanged 0 SP:Iteration 14F (1218.084706 sec): 3 clusters Score: Raw -19794.484677 + Penalty 589.124053 = -19205.360623 nChanged 0 Trying to split cluster 7 (1760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1218.105607 sec): 2 clusters Score: Raw -70466.608722 + Penalty 340.024644 = -70126.584078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1218.149642 sec): 3 clusters Score: Raw -69479.638508 + Penalty 680.049287 = -68799.589221 nChanged 770 SP:Iteration 1F (1218.195514 sec): 3 clusters Score: Raw -69908.579227 + Penalty 680.049287 = -69228.529940 nChanged 140 SP:Iteration 2F (1218.240234 sec): 3 clusters Score: Raw -70017.968023 + Penalty 680.049287 = -69337.918736 nChanged 130 SP:Iteration 3F (1218.278724 sec): 3 clusters Score: Raw -70116.411044 + Penalty 680.049287 = -69436.361757 nChanged 109 SP:Iteration 4F (1218.316046 sec): 3 clusters Score: Raw -70200.706548 + Penalty 680.049287 = -69520.657261 nChanged 88 SP:Iteration 5Q (1218.360743 sec): 3 clusters Score: Raw -70267.729597 + Penalty 680.049287 = -69587.680310 nChanged 66 SP:Iteration 6Q (1218.401491 sec): 3 clusters Score: Raw -70314.934946 + Penalty 680.049287 = -69634.885659 nChanged 54 SP:Iteration 7Q (1218.433447 sec): 3 clusters Score: Raw -70358.844295 + Penalty 680.049287 = -69678.795008 nChanged 45 SP:Iteration 8Q (1218.467248 sec): 3 clusters Score: Raw -70391.148122 + Penalty 680.049287 = -69711.098835 nChanged 32 SP:Iteration 9Q (1218.512694 sec): 3 clusters Score: Raw -70417.977272 + Penalty 680.049287 = -69737.927985 nChanged 22 SP:Iteration 10Q (1218.568921 sec): 3 clusters Score: Raw -70437.561305 + Penalty 680.049287 = -69757.512018 nChanged 20 SP:Iteration 11Q (1218.605870 sec): 3 clusters Score: Raw -70453.568507 + Penalty 680.049287 = -69773.519220 nChanged 14 SP:Iteration 12Q (1218.653933 sec): 3 clusters Score: Raw -70461.081937 + Penalty 680.049287 = -69781.032650 nChanged 15 SP:Iteration 13Q (1218.691651 sec): 3 clusters Score: Raw -70468.848860 + Penalty 680.049287 = -69788.799573 nChanged 10 SP:Iteration 14Q (1218.746716 sec): 3 clusters Score: Raw -70475.054697 + Penalty 680.049287 = -69795.005410 nChanged 6 SP:Iteration 15Q (1218.786018 sec): 3 clusters Score: Raw -70477.577090 + Penalty 680.049287 = -69797.527803 nChanged 4 SP:Iteration 16Q (1218.833224 sec): 3 clusters Score: Raw -70479.799749 + Penalty 680.049287 = -69799.750462 nChanged 3 SP:Iteration 17Q (1218.880950 sec): 3 clusters Score: Raw -70482.015549 + Penalty 680.049287 = -69801.966262 nChanged 4 SP:Iteration 18Q (1218.927458 sec): 3 clusters Score: Raw -70485.742572 + Penalty 680.049287 = -69805.693285 nChanged 5 SP:Iteration 19Q (1218.969393 sec): 3 clusters Score: Raw -70488.724493 + Penalty 680.049287 = -69808.675206 nChanged 2 SP:Iteration 20F (1219.017199 sec): 3 clusters Score: Raw -70490.315781 + Penalty 680.049287 = -69810.266494 nChanged 3 SP:Iteration 21Q (1219.064900 sec): 3 clusters Score: Raw -70491.389331 + Penalty 680.049287 = -69811.340044 nChanged 2 SP:Iteration 22Q (1219.099399 sec): 3 clusters Score: Raw -70492.076126 + Penalty 680.049287 = -69812.026839 nChanged 2 SP:Iteration 23Q (1219.148393 sec): 3 clusters Score: Raw -70492.964887 + Penalty 680.049287 = -69812.915600 nChanged 2 SP:Iteration 24Q (1219.197490 sec): 3 clusters Score: Raw -70493.174812 + Penalty 680.049287 = -69813.125525 nChanged 0 SP:Iteration 25F (1219.238323 sec): 3 clusters Score: Raw -70493.174812 + Penalty 680.049287 = -69813.125525 nChanged 0 Trying to split cluster 8 (10820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1219.276756 sec): 2 clusters Score: Raw -448137.507676 + Penalty 422.656396 = -447714.851280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1219.319273 sec): 3 clusters Score: Raw -441407.132841 + Penalty 845.312791 = -440561.820050 nChanged 5008 SP:Iteration 1F (1219.383635 sec): 3 clusters Score: Raw -444742.435328 + Penalty 845.312791 = -443897.122537 nChanged 939 SP:Iteration 2F (1219.438674 sec): 3 clusters Score: Raw -445456.546568 + Penalty 845.312791 = -444611.233777 nChanged 944 SP:Iteration 3F (1219.498041 sec): 3 clusters Score: Raw -446224.111629 + Penalty 845.312791 = -445378.798837 nChanged 792 SP:Iteration 4F (1219.542720 sec): 3 clusters Score: Raw -446934.482466 + Penalty 845.312791 = -446089.169675 nChanged 548 SP:Iteration 5F (1219.609286 sec): 3 clusters Score: Raw -447466.574218 + Penalty 845.312791 = -446621.261426 nChanged 324 SP:Iteration 6Q (1219.654626 sec): 3 clusters Score: Raw -447806.612072 + Penalty 845.312791 = -446961.299281 nChanged 213 SP:Iteration 7Q (1219.707721 sec): 3 clusters Score: Raw -447992.763399 + Penalty 845.312791 = -447147.450608 nChanged 133 SP:Iteration 8Q (1219.770625 sec): 3 clusters Score: Raw -448074.087924 + Penalty 845.312791 = -447228.775132 nChanged 96 SP:Iteration 9Q (1219.827277 sec): 3 clusters Score: Raw -448124.809020 + Penalty 845.312791 = -447279.496229 nChanged 72 SP:Iteration 10Q (1219.878320 sec): 3 clusters Score: Raw -448153.675991 + Penalty 845.312791 = -447308.363199 nChanged 51 SP:Iteration 11Q (1219.928332 sec): 3 clusters Score: Raw -448176.513157 + Penalty 845.312791 = -447331.200366 nChanged 44 SP:Iteration 12Q (1219.988860 sec): 3 clusters Score: Raw -448193.749884 + Penalty 845.312791 = -447348.437092 nChanged 43 SP:Iteration 13Q (1220.034079 sec): 3 clusters Score: Raw -448208.256090 + Penalty 845.312791 = -447362.943298 nChanged 32 SP:Iteration 14Q (1220.091022 sec): 3 clusters Score: Raw -448218.774202 + Penalty 845.312791 = -447373.461411 nChanged 36 SP:Iteration 15Q (1220.143010 sec): 3 clusters Score: Raw -448230.231537 + Penalty 845.312791 = -447384.918745 nChanged 33 SP:Iteration 16Q (1220.195280 sec): 3 clusters Score: Raw -448241.821718 + Penalty 845.312791 = -447396.508927 nChanged 30 SP:Iteration 17Q (1220.247022 sec): 3 clusters Score: Raw -448250.601598 + Penalty 845.312791 = -447405.288806 nChanged 23 SP:Iteration 18Q (1220.313953 sec): 3 clusters Score: Raw -448255.911037 + Penalty 845.312791 = -447410.598245 nChanged 21 SP:Iteration 19Q (1220.350712 sec): 3 clusters Score: Raw -448261.700564 + Penalty 845.312791 = -447416.387773 nChanged 15 SP:Iteration 20F (1220.402919 sec): 3 clusters Score: Raw -448265.553042 + Penalty 845.312791 = -447420.240251 nChanged 15 SP:Iteration 21Q (1220.458275 sec): 3 clusters Score: Raw -448269.445320 + Penalty 845.312791 = -447424.132529 nChanged 13 SP:Iteration 22Q (1220.503577 sec): 3 clusters Score: Raw -448272.624918 + Penalty 845.312791 = -447427.312127 nChanged 8 SP:Iteration 23Q (1220.563350 sec): 3 clusters Score: Raw -448274.428081 + Penalty 845.312791 = -447429.115290 nChanged 7 SP:Iteration 24Q (1220.620236 sec): 3 clusters Score: Raw -448275.167967 + Penalty 845.312791 = -447429.855176 nChanged 4 SP:Iteration 25Q (1220.665919 sec): 3 clusters Score: Raw -448275.497427 + Penalty 845.312791 = -447430.184636 nChanged 2 SP:Iteration 26Q (1220.721493 sec): 3 clusters Score: Raw -448275.595286 + Penalty 845.312791 = -447430.282494 nChanged 3 SP:Iteration 27Q (1220.785423 sec): 3 clusters Score: Raw -448275.863006 + Penalty 845.312791 = -447430.550215 nChanged 1 SP:Iteration 28Q (1220.841741 sec): 3 clusters Score: Raw -448275.910049 + Penalty 845.312791 = -447430.597257 nChanged 0 SP:Iteration 29F (1220.901897 sec): 3 clusters Score: Raw -448275.910049 + Penalty 845.312791 = -447430.597257 nChanged 0 Trying to split cluster 9 (2909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1220.927067 sec): 2 clusters Score: Raw -109942.816026 + Penalty 362.888192 = -109579.927834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1220.973969 sec): 3 clusters Score: Raw -108298.144970 + Penalty 725.776384 = -107572.368586 nChanged 1261 SP:Iteration 1F (1221.013965 sec): 3 clusters Score: Raw -109195.008648 + Penalty 725.776384 = -108469.232264 nChanged 289 SP:Iteration 2F (1221.072334 sec): 3 clusters Score: Raw -109433.741290 + Penalty 725.776384 = -108707.964906 nChanged 242 SP:Iteration 3F (1221.114373 sec): 3 clusters Score: Raw -109662.940360 + Penalty 725.776384 = -108937.163977 nChanged 198 SP:Iteration 4F (1221.158616 sec): 3 clusters Score: Raw -109828.992794 + Penalty 725.776384 = -109103.216411 nChanged 160 SP:Iteration 5F (1221.206756 sec): 3 clusters Score: Raw -109934.366448 + Penalty 725.776384 = -109208.590064 nChanged 110 SP:Iteration 6Q (1221.252617 sec): 3 clusters Score: Raw -109989.110510 + Penalty 725.776384 = -109263.334126 nChanged 80 SP:Iteration 7Q (1221.304703 sec): 3 clusters Score: Raw -110020.519198 + Penalty 725.776384 = -109294.742814 nChanged 59 SP:Iteration 8Q (1221.356477 sec): 3 clusters Score: Raw -110044.102804 + Penalty 725.776384 = -109318.326420 nChanged 66 SP:Iteration 9Q (1221.404687 sec): 3 clusters Score: Raw -110069.824386 + Penalty 725.776384 = -109344.048002 nChanged 61 SP:Iteration 10Q (1221.440151 sec): 3 clusters Score: Raw -110090.641806 + Penalty 725.776384 = -109364.865422 nChanged 57 SP:Iteration 11Q (1221.486716 sec): 3 clusters Score: Raw -110104.958261 + Penalty 725.776384 = -109379.181877 nChanged 33 SP:Iteration 12Q (1221.529565 sec): 3 clusters Score: Raw -110113.297567 + Penalty 725.776384 = -109387.521183 nChanged 27 SP:Iteration 13Q (1221.577194 sec): 3 clusters Score: Raw -110118.582253 + Penalty 725.776384 = -109392.805869 nChanged 27 SP:Iteration 14Q (1221.631310 sec): 3 clusters Score: Raw -110123.237826 + Penalty 725.776384 = -109397.461442 nChanged 15 SP:Iteration 15Q (1221.674770 sec): 3 clusters Score: Raw -110125.126558 + Penalty 725.776384 = -109399.350174 nChanged 13 SP:Iteration 16Q (1221.725021 sec): 3 clusters Score: Raw -110126.803438 + Penalty 725.776384 = -109401.027054 nChanged 11 SP:Iteration 17Q (1221.771021 sec): 3 clusters Score: Raw -110128.219176 + Penalty 725.776384 = -109402.442792 nChanged 10 SP:Iteration 18Q (1221.805711 sec): 3 clusters Score: Raw -110130.311026 + Penalty 725.776384 = -109404.534642 nChanged 11 SP:Iteration 19Q (1221.860441 sec): 3 clusters Score: Raw -110133.116677 + Penalty 725.776384 = -109407.340293 nChanged 10 SP:Iteration 20F (1221.904163 sec): 3 clusters Score: Raw -110134.812143 + Penalty 725.776384 = -109409.035759 nChanged 5 SP:Iteration 21Q (1221.948718 sec): 3 clusters Score: Raw -110135.243792 + Penalty 725.776384 = -109409.467408 nChanged 8 SP:Iteration 22Q (1221.998935 sec): 3 clusters Score: Raw -110136.226293 + Penalty 725.776384 = -109410.449909 nChanged 6 SP:Iteration 23Q (1222.034670 sec): 3 clusters Score: Raw -110137.062586 + Penalty 725.776384 = -109411.286202 nChanged 4 SP:Iteration 24Q (1222.086702 sec): 3 clusters Score: Raw -110137.598152 + Penalty 725.776384 = -109411.821768 nChanged 7 SP:Iteration 25Q (1222.138532 sec): 3 clusters Score: Raw -110138.671207 + Penalty 725.776384 = -109412.894823 nChanged 8 SP:Iteration 26Q (1222.186584 sec): 3 clusters Score: Raw -110141.495378 + Penalty 725.776384 = -109415.718994 nChanged 12 SP:Iteration 27Q (1222.234304 sec): 3 clusters Score: Raw -110144.202111 + Penalty 725.776384 = -109418.425727 nChanged 11 SP:Iteration 28Q (1222.283656 sec): 3 clusters Score: Raw -110146.591029 + Penalty 725.776384 = -109420.814645 nChanged 10 SP:Iteration 29Q (1222.318748 sec): 3 clusters Score: Raw -110150.015808 + Penalty 725.776384 = -109424.239424 nChanged 13 SP:Iteration 30Q (1222.371372 sec): 3 clusters Score: Raw -110154.007427 + Penalty 725.776384 = -109428.231043 nChanged 14 SP:Iteration 31Q (1222.411174 sec): 3 clusters Score: Raw -110158.097293 + Penalty 725.776384 = -109432.320909 nChanged 11 SP:Iteration 32Q (1222.459908 sec): 3 clusters Score: Raw -110160.854533 + Penalty 725.776384 = -109435.078149 nChanged 11 SP:Iteration 33Q (1222.511619 sec): 3 clusters Score: Raw -110163.179150 + Penalty 725.776384 = -109437.402766 nChanged 10 SP:Iteration 34Q (1222.550886 sec): 3 clusters Score: Raw -110165.821135 + Penalty 725.776384 = -109440.044751 nChanged 13 SP:Iteration 35Q (1222.603531 sec): 3 clusters Score: Raw -110169.216041 + Penalty 725.776384 = -109443.439657 nChanged 10 SP:Iteration 36Q (1222.638451 sec): 3 clusters Score: Raw -110171.300618 + Penalty 725.776384 = -109445.524234 nChanged 9 SP:Iteration 37Q (1222.681888 sec): 3 clusters Score: Raw -110172.814711 + Penalty 725.776384 = -109447.038327 nChanged 4 SP:Iteration 38Q (1222.731990 sec): 3 clusters Score: Raw -110173.349389 + Penalty 725.776384 = -109447.573005 nChanged 6 SP:Iteration 39Q (1222.775719 sec): 3 clusters Score: Raw -110174.388489 + Penalty 725.776384 = -109448.612105 nChanged 3 SP:Iteration 40F (1222.836811 sec): 3 clusters Score: Raw -110174.826056 + Penalty 725.776384 = -109449.049672 nChanged 1 SP:Iteration 41Q (1222.875272 sec): 3 clusters Score: Raw -110174.992081 + Penalty 725.776384 = -109449.215697 nChanged 0 SP:Iteration 42F (1222.916915 sec): 3 clusters Score: Raw -110174.992081 + Penalty 725.776384 = -109449.215697 nChanged 0 Trying to split cluster 10 (1331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1222.939908 sec): 2 clusters Score: Raw -51818.177709 + Penalty 327.312705 = -51490.865004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1222.982957 sec): 3 clusters Score: Raw -51132.343879 + Penalty 654.625409 = -50477.718470 nChanged 566 SP:Iteration 1F (1223.039130 sec): 3 clusters Score: Raw -51482.151231 + Penalty 654.625409 = -50827.525821 nChanged 102 SP:Iteration 2F (1223.077686 sec): 3 clusters Score: Raw -51542.311637 + Penalty 654.625409 = -50887.686227 nChanged 78 SP:Iteration 3F (1223.118365 sec): 3 clusters Score: Raw -51576.656622 + Penalty 654.625409 = -50922.031212 nChanged 57 SP:Iteration 4Q (1223.162827 sec): 3 clusters Score: Raw -51602.470169 + Penalty 654.625409 = -50947.844760 nChanged 53 SP:Iteration 5Q (1223.218409 sec): 3 clusters Score: Raw -51629.528508 + Penalty 654.625409 = -50974.903099 nChanged 38 SP:Iteration 6Q (1223.258185 sec): 3 clusters Score: Raw -51647.602748 + Penalty 654.625409 = -50992.977338 nChanged 39 SP:Iteration 7Q (1223.299289 sec): 3 clusters Score: Raw -51670.284580 + Penalty 654.625409 = -51015.659170 nChanged 43 SP:Iteration 8Q (1223.346356 sec): 3 clusters Score: Raw -51701.971161 + Penalty 654.625409 = -51047.345751 nChanged 47 SP:Iteration 9Q (1223.395056 sec): 3 clusters Score: Raw -51730.397348 + Penalty 654.625409 = -51075.771939 nChanged 47 SP:Iteration 10Q (1223.428915 sec): 3 clusters Score: Raw -51765.064465 + Penalty 654.625409 = -51110.439055 nChanged 46 SP:Iteration 11Q (1223.476556 sec): 3 clusters Score: Raw -51802.985570 + Penalty 654.625409 = -51148.360161 nChanged 46 SP:Iteration 12Q (1223.517886 sec): 3 clusters Score: Raw -51842.912586 + Penalty 654.625409 = -51188.287177 nChanged 37 SP:Iteration 13Q (1223.564230 sec): 3 clusters Score: Raw -51870.779385 + Penalty 654.625409 = -51216.153976 nChanged 21 SP:Iteration 14Q (1223.600188 sec): 3 clusters Score: Raw -51887.608185 + Penalty 654.625409 = -51232.982776 nChanged 15 SP:Iteration 15Q (1223.656285 sec): 3 clusters Score: Raw -51901.652991 + Penalty 654.625409 = -51247.027581 nChanged 14 SP:Iteration 16Q (1223.703125 sec): 3 clusters Score: Raw -51915.633107 + Penalty 654.625409 = -51261.007698 nChanged 11 SP:Iteration 17Q (1223.748776 sec): 3 clusters Score: Raw -51924.351080 + Penalty 654.625409 = -51269.725670 nChanged 13 SP:Iteration 18Q (1223.792755 sec): 3 clusters Score: Raw -51930.380321 + Penalty 654.625409 = -51275.754912 nChanged 7 SP:Iteration 19Q (1223.824943 sec): 3 clusters Score: Raw -51933.057946 + Penalty 654.625409 = -51278.432536 nChanged 6 SP:Iteration 20F (1223.882273 sec): 3 clusters Score: Raw -51934.689023 + Penalty 654.625409 = -51280.063614 nChanged 3 SP:Iteration 21Q (1223.925094 sec): 3 clusters Score: Raw -51935.358338 + Penalty 654.625409 = -51280.732929 nChanged 1 SP:Iteration 22Q (1223.957176 sec): 3 clusters Score: Raw -51935.920053 + Penalty 654.625409 = -51281.294643 nChanged 2 SP:Iteration 23Q (1224.009528 sec): 3 clusters Score: Raw -51936.649855 + Penalty 654.625409 = -51282.024445 nChanged 1 SP:Iteration 24Q (1224.051121 sec): 3 clusters Score: Raw -51937.008526 + Penalty 654.625409 = -51282.383116 nChanged 0 SP:Iteration 25F (1224.093342 sec): 3 clusters Score: Raw -51937.008526 + Penalty 654.625409 = -51282.383116 nChanged 0 Trying to split cluster 11 (4205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1224.112499 sec): 2 clusters Score: Raw -165336.037099 + Penalty 379.653346 = -164956.383754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1224.164315 sec): 3 clusters Score: Raw -162875.835803 + Penalty 759.306691 = -162116.529111 nChanged 1865 SP:Iteration 1F (1224.212655 sec): 3 clusters Score: Raw -164095.833901 + Penalty 759.306691 = -163336.527210 nChanged 374 SP:Iteration 2F (1224.253038 sec): 3 clusters Score: Raw -164580.021901 + Penalty 759.306691 = -163820.715210 nChanged 428 SP:Iteration 3F (1224.309673 sec): 3 clusters Score: Raw -165352.605919 + Penalty 759.306691 = -164593.299228 nChanged 401 SP:Iteration 4F (1224.358699 sec): 3 clusters Score: Raw -165941.625643 + Penalty 759.306691 = -165182.318952 nChanged 265 SP:Iteration 5F (1224.395725 sec): 3 clusters Score: Raw -166204.715259 + Penalty 759.306691 = -165445.408568 nChanged 156 SP:Iteration 6Q (1224.443795 sec): 3 clusters Score: Raw -166353.594420 + Penalty 759.306691 = -165594.287729 nChanged 114 SP:Iteration 7Q (1224.492777 sec): 3 clusters Score: Raw -166467.142581 + Penalty 759.306691 = -165707.835890 nChanged 76 SP:Iteration 8Q (1224.547400 sec): 3 clusters Score: Raw -166538.166154 + Penalty 759.306691 = -165778.859463 nChanged 50 SP:Iteration 9Q (1224.593040 sec): 3 clusters Score: Raw -166569.148062 + Penalty 759.306691 = -165809.841370 nChanged 44 SP:Iteration 10Q (1224.629362 sec): 3 clusters Score: Raw -166596.846452 + Penalty 759.306691 = -165837.539761 nChanged 39 SP:Iteration 11Q (1224.683087 sec): 3 clusters Score: Raw -166623.314521 + Penalty 759.306691 = -165864.007830 nChanged 36 SP:Iteration 12Q (1224.723562 sec): 3 clusters Score: Raw -166644.927661 + Penalty 759.306691 = -165885.620970 nChanged 32 SP:Iteration 13Q (1224.777023 sec): 3 clusters Score: Raw -166668.172243 + Penalty 759.306691 = -165908.865552 nChanged 34 SP:Iteration 14Q (1224.823942 sec): 3 clusters Score: Raw -166694.297052 + Penalty 759.306691 = -165934.990360 nChanged 30 SP:Iteration 15Q (1224.866340 sec): 3 clusters Score: Raw -166718.313023 + Penalty 759.306691 = -165959.006331 nChanged 35 SP:Iteration 16Q (1224.910877 sec): 3 clusters Score: Raw -166758.587647 + Penalty 759.306691 = -165999.280956 nChanged 35 SP:Iteration 17Q (1224.961715 sec): 3 clusters Score: Raw -166815.309956 + Penalty 759.306691 = -166056.003265 nChanged 39 SP:Iteration 18Q (1225.006787 sec): 3 clusters Score: Raw -166881.002363 + Penalty 759.306691 = -166121.695672 nChanged 33 SP:Iteration 19Q (1225.065541 sec): 3 clusters Score: Raw -166917.029638 + Penalty 759.306691 = -166157.722947 nChanged 16 SP:Iteration 20F (1225.110508 sec): 3 clusters Score: Raw -166930.542677 + Penalty 759.306691 = -166171.235986 nChanged 8 SP:Iteration 21Q (1225.154086 sec): 3 clusters Score: Raw -166934.241380 + Penalty 759.306691 = -166174.934689 nChanged 4 SP:Iteration 22Q (1225.195233 sec): 3 clusters Score: Raw -166935.075545 + Penalty 759.306691 = -166175.768854 nChanged 3 SP:Iteration 23Q (1225.255147 sec): 3 clusters Score: Raw -166935.658372 + Penalty 759.306691 = -166176.351681 nChanged 1 SP:Iteration 24Q (1225.302334 sec): 3 clusters Score: Raw -166935.714869 + Penalty 759.306691 = -166176.408178 nChanged 0 SP:Iteration 25F (1225.335216 sec): 3 clusters Score: Raw -166935.714869 + Penalty 759.306691 = -166176.408178 nChanged 0 Score: Raw -6282415.906959 + Penalty 19173.079973 = -6263242.826985 Splitting cluster 11 changes total score from -6262176.860609 to -6263242.826985 So it's getting split into cluster 18. Trying to split cluster 12 (3295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1227.941121 sec): 2 clusters Score: Raw -127636.248740 + Penalty 368.557346 = -127267.691394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1227.987554 sec): 3 clusters Score: Raw -125696.334386 + Penalty 737.114692 = -124959.219694 nChanged 1465 SP:Iteration 1F (1228.041524 sec): 3 clusters Score: Raw -126641.568911 + Penalty 737.114692 = -125904.454219 nChanged 288 SP:Iteration 2F (1228.093128 sec): 3 clusters Score: Raw -126887.561510 + Penalty 737.114692 = -126150.446818 nChanged 286 SP:Iteration 3F (1228.133666 sec): 3 clusters Score: Raw -127152.553397 + Penalty 737.114692 = -126415.438706 nChanged 227 SP:Iteration 4F (1228.195280 sec): 3 clusters Score: Raw -127349.193987 + Penalty 737.114692 = -126612.079295 nChanged 172 SP:Iteration 5F (1228.248536 sec): 3 clusters Score: Raw -127453.761927 + Penalty 737.114692 = -126716.647235 nChanged 131 SP:Iteration 6Q (1228.296101 sec): 3 clusters Score: Raw -127518.232454 + Penalty 737.114692 = -126781.117762 nChanged 88 SP:Iteration 7Q (1228.345183 sec): 3 clusters Score: Raw -127554.983860 + Penalty 737.114692 = -126817.869169 nChanged 54 SP:Iteration 8Q (1228.395611 sec): 3 clusters Score: Raw -127583.534776 + Penalty 737.114692 = -126846.420084 nChanged 52 SP:Iteration 9Q (1228.441251 sec): 3 clusters Score: Raw -127623.435178 + Penalty 737.114692 = -126886.320486 nChanged 57 SP:Iteration 10Q (1228.496720 sec): 3 clusters Score: Raw -127664.709547 + Penalty 737.114692 = -126927.594855 nChanged 55 SP:Iteration 11Q (1228.533471 sec): 3 clusters Score: Raw -127691.951014 + Penalty 737.114692 = -126954.836322 nChanged 47 SP:Iteration 12Q (1228.589394 sec): 3 clusters Score: Raw -127714.192040 + Penalty 737.114692 = -126977.077348 nChanged 46 SP:Iteration 13Q (1228.640389 sec): 3 clusters Score: Raw -127731.111973 + Penalty 737.114692 = -126993.997282 nChanged 31 SP:Iteration 14Q (1228.689200 sec): 3 clusters Score: Raw -127740.089756 + Penalty 737.114692 = -127002.975065 nChanged 33 SP:Iteration 15Q (1228.742757 sec): 3 clusters Score: Raw -127749.296550 + Penalty 737.114692 = -127012.181859 nChanged 29 SP:Iteration 16Q (1228.781381 sec): 3 clusters Score: Raw -127755.354746 + Penalty 737.114692 = -127018.240054 nChanged 19 SP:Iteration 17Q (1228.839428 sec): 3 clusters Score: Raw -127758.824431 + Penalty 737.114692 = -127021.709739 nChanged 11 SP:Iteration 18Q (1228.877604 sec): 3 clusters Score: Raw -127761.126233 + Penalty 737.114692 = -127024.011542 nChanged 9 SP:Iteration 19Q (1228.926649 sec): 3 clusters Score: Raw -127762.555981 + Penalty 737.114692 = -127025.441289 nChanged 10 SP:Iteration 20F (1228.976445 sec): 3 clusters Score: Raw -127763.957861 + Penalty 737.114692 = -127026.843169 nChanged 14 SP:Iteration 21Q (1229.026285 sec): 3 clusters Score: Raw -127765.987263 + Penalty 737.114692 = -127028.872571 nChanged 7 SP:Iteration 22Q (1229.075061 sec): 3 clusters Score: Raw -127766.946590 + Penalty 737.114692 = -127029.831898 nChanged 10 SP:Iteration 23Q (1229.125110 sec): 3 clusters Score: Raw -127768.061654 + Penalty 737.114692 = -127030.946963 nChanged 9 SP:Iteration 24Q (1229.180008 sec): 3 clusters Score: Raw -127769.160678 + Penalty 737.114692 = -127032.045987 nChanged 8 SP:Iteration 25Q (1229.220775 sec): 3 clusters Score: Raw -127769.917923 + Penalty 737.114692 = -127032.803231 nChanged 5 SP:Iteration 26Q (1229.275155 sec): 3 clusters Score: Raw -127770.293566 + Penalty 737.114692 = -127033.178874 nChanged 5 SP:Iteration 27Q (1229.323203 sec): 3 clusters Score: Raw -127770.590018 + Penalty 737.114692 = -127033.475326 nChanged 7 SP:Iteration 28Q (1229.374527 sec): 3 clusters Score: Raw -127771.299438 + Penalty 737.114692 = -127034.184746 nChanged 6 SP:Iteration 29Q (1229.426735 sec): 3 clusters Score: Raw -127771.916500 + Penalty 737.114692 = -127034.801809 nChanged 5 SP:Iteration 30Q (1229.478864 sec): 3 clusters Score: Raw -127772.297097 + Penalty 737.114692 = -127035.182405 nChanged 3 SP:Iteration 31Q (1229.518492 sec): 3 clusters Score: Raw -127772.486446 + Penalty 737.114692 = -127035.371755 nChanged 1 SP:Iteration 32Q (1229.575936 sec): 3 clusters Score: Raw -127772.539881 + Penalty 737.114692 = -127035.425189 nChanged 0 SP:Iteration 33F (1229.621222 sec): 3 clusters Score: Raw -127772.539881 + Penalty 737.114692 = -127035.425189 nChanged 0 Trying to split cluster 13 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1229.649677 sec): 2 clusters Score: Raw -12309.343173 + Penalty 255.563085 = -12053.780088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1229.696132 sec): 3 clusters Score: Raw -12202.639594 + Penalty 511.126170 = -11691.513425 nChanged 81 SP:Iteration 1F (1229.738480 sec): 3 clusters Score: Raw -12267.217554 + Penalty 511.126170 = -11756.091385 nChanged 20 SP:Iteration 2F (1229.781277 sec): 3 clusters Score: Raw -12289.200228 + Penalty 511.126170 = -11778.074058 nChanged 8 SP:Iteration 3Q (1229.833472 sec): 3 clusters Score: Raw -12294.747837 + Penalty 511.126170 = -11783.621667 nChanged 4 SP:Iteration 4Q (1229.880210 sec): 3 clusters Score: Raw -12299.607867 + Penalty 511.126170 = -11788.481697 nChanged 3 SP:Iteration 5Q (1229.927011 sec): 3 clusters Score: Raw -12302.231543 + Penalty 511.126170 = -11791.105373 nChanged 0 SP:Iteration 6F (1229.974201 sec): 3 clusters Score: Raw -12302.231543 + Penalty 511.126170 = -11791.105373 nChanged 0 Trying to split cluster 14 (11669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1230.008034 sec): 2 clusters Score: Raw -448788.031416 + Penalty 426.093442 = -448361.937974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1230.057382 sec): 3 clusters Score: Raw -441407.358186 + Penalty 852.186884 = -440555.171302 nChanged 5473 SP:Iteration 1F (1230.109151 sec): 3 clusters Score: Raw -444628.720399 + Penalty 852.186884 = -443776.533515 nChanged 712 SP:Iteration 2F (1230.164027 sec): 3 clusters Score: Raw -445034.109269 + Penalty 852.186884 = -444181.922385 nChanged 758 SP:Iteration 3F (1230.217748 sec): 3 clusters Score: Raw -445597.430570 + Penalty 852.186884 = -444745.243686 nChanged 812 SP:Iteration 4F (1230.279604 sec): 3 clusters Score: Raw -446349.861793 + Penalty 852.186884 = -445497.674909 nChanged 726 SP:Iteration 5F (1230.327480 sec): 3 clusters Score: Raw -447048.226894 + Penalty 852.186884 = -446196.040010 nChanged 590 SP:Iteration 6F (1230.387690 sec): 3 clusters Score: Raw -447572.294008 + Penalty 852.186884 = -446720.107124 nChanged 458 SP:Iteration 7Q (1230.436146 sec): 3 clusters Score: Raw -447907.372376 + Penalty 852.186884 = -447055.185493 nChanged 354 SP:Iteration 8Q (1230.496989 sec): 3 clusters Score: Raw -448170.590249 + Penalty 852.186884 = -447318.403365 nChanged 294 SP:Iteration 9Q (1230.548215 sec): 3 clusters Score: Raw -448404.752508 + Penalty 852.186884 = -447552.565625 nChanged 210 SP:Iteration 10Q (1230.598219 sec): 3 clusters Score: Raw -448588.576442 + Penalty 852.186884 = -447736.389558 nChanged 136 SP:Iteration 11Q (1230.645172 sec): 3 clusters Score: Raw -448699.125372 + Penalty 852.186884 = -447846.938489 nChanged 89 SP:Iteration 12Q (1230.704491 sec): 3 clusters Score: Raw -448773.658296 + Penalty 852.186884 = -447921.471413 nChanged 62 SP:Iteration 13Q (1230.760332 sec): 3 clusters Score: Raw -448813.564818 + Penalty 852.186884 = -447961.377934 nChanged 42 SP:Iteration 14Q (1230.812137 sec): 3 clusters Score: Raw -448849.372791 + Penalty 852.186884 = -447997.185907 nChanged 35 SP:Iteration 15Q (1230.868409 sec): 3 clusters Score: Raw -448876.442313 + Penalty 852.186884 = -448024.255429 nChanged 23 SP:Iteration 16Q (1230.933278 sec): 3 clusters Score: Raw -448891.806670 + Penalty 852.186884 = -448039.619786 nChanged 28 SP:Iteration 17Q (1230.989392 sec): 3 clusters Score: Raw -448910.605286 + Penalty 852.186884 = -448058.418402 nChanged 17 SP:Iteration 18Q (1231.036474 sec): 3 clusters Score: Raw -448921.500286 + Penalty 852.186884 = -448069.313403 nChanged 10 SP:Iteration 19Q (1231.094297 sec): 3 clusters Score: Raw -448926.650096 + Penalty 852.186884 = -448074.463212 nChanged 8 SP:Iteration 20F (1231.156246 sec): 3 clusters Score: Raw -448930.139790 + Penalty 852.186884 = -448077.952906 nChanged 13 SP:Iteration 21Q (1231.215199 sec): 3 clusters Score: Raw -448936.064469 + Penalty 852.186884 = -448083.877585 nChanged 7 SP:Iteration 22Q (1231.259024 sec): 3 clusters Score: Raw -448938.595305 + Penalty 852.186884 = -448086.408421 nChanged 3 SP:Iteration 23Q (1231.306126 sec): 3 clusters Score: Raw -448939.942252 + Penalty 852.186884 = -448087.755368 nChanged 4 SP:Iteration 24Q (1231.364346 sec): 3 clusters Score: Raw -448941.711291 + Penalty 852.186884 = -448089.524407 nChanged 4 SP:Iteration 25Q (1231.405678 sec): 3 clusters Score: Raw -448943.984014 + Penalty 852.186884 = -448091.797130 nChanged 1 SP:Iteration 26Q (1231.471009 sec): 3 clusters Score: Raw -448944.532721 + Penalty 852.186884 = -448092.345837 nChanged 0 SP:Iteration 27F (1231.529423 sec): 3 clusters Score: Raw -448944.532721 + Penalty 852.186884 = -448092.345837 nChanged 0 Trying to split cluster 15 (6065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1231.548223 sec): 2 clusters Score: Raw -249336.713413 + Penalty 396.318187 = -248940.395226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1231.596448 sec): 3 clusters Score: Raw -245613.026625 + Penalty 792.636374 = -244820.390252 nChanged 2804 SP:Iteration 1F (1231.652731 sec): 3 clusters Score: Raw -247564.409680 + Penalty 792.636374 = -246771.773306 nChanged 545 SP:Iteration 2F (1231.703588 sec): 3 clusters Score: Raw -247997.829988 + Penalty 792.636374 = -247205.193614 nChanged 529 SP:Iteration 3F (1231.750465 sec): 3 clusters Score: Raw -248421.520897 + Penalty 792.636374 = -247628.884523 nChanged 420 SP:Iteration 4F (1231.809651 sec): 3 clusters Score: Raw -248780.846280 + Penalty 792.636374 = -247988.209907 nChanged 349 SP:Iteration 5F (1231.864628 sec): 3 clusters Score: Raw -249139.547213 + Penalty 792.636374 = -248346.910839 nChanged 252 SP:Iteration 6Q (1231.914687 sec): 3 clusters Score: Raw -249390.976152 + Penalty 792.636374 = -248598.339779 nChanged 180 SP:Iteration 7Q (1231.960398 sec): 3 clusters Score: Raw -249525.227446 + Penalty 792.636374 = -248732.591072 nChanged 112 SP:Iteration 8Q (1232.011064 sec): 3 clusters Score: Raw -249576.278575 + Penalty 792.636374 = -248783.642201 nChanged 66 SP:Iteration 9Q (1232.064430 sec): 3 clusters Score: Raw -249600.265391 + Penalty 792.636374 = -248807.629017 nChanged 53 SP:Iteration 10Q (1232.106484 sec): 3 clusters Score: Raw -249617.973950 + Penalty 792.636374 = -248825.337577 nChanged 37 SP:Iteration 11Q (1232.162625 sec): 3 clusters Score: Raw -249624.987054 + Penalty 792.636374 = -248832.350680 nChanged 26 SP:Iteration 12Q (1232.214726 sec): 3 clusters Score: Raw -249628.946052 + Penalty 792.636374 = -248836.309678 nChanged 25 SP:Iteration 13Q (1232.269395 sec): 3 clusters Score: Raw -249633.472216 + Penalty 792.636374 = -248840.835842 nChanged 25 SP:Iteration 14Q (1232.321128 sec): 3 clusters Score: Raw -249638.689271 + Penalty 792.636374 = -248846.052898 nChanged 23 SP:Iteration 15Q (1232.368280 sec): 3 clusters Score: Raw -249643.122220 + Penalty 792.636374 = -248850.485846 nChanged 17 SP:Iteration 16Q (1232.414520 sec): 3 clusters Score: Raw -249645.566416 + Penalty 792.636374 = -248852.930042 nChanged 13 SP:Iteration 17Q (1232.476096 sec): 3 clusters Score: Raw -249647.350565 + Penalty 792.636374 = -248854.714192 nChanged 8 SP:Iteration 18Q (1232.522066 sec): 3 clusters Score: Raw -249648.219114 + Penalty 792.636374 = -248855.582741 nChanged 8 SP:Iteration 19Q (1232.560549 sec): 3 clusters Score: Raw -249649.210072 + Penalty 792.636374 = -248856.573698 nChanged 7 SP:Iteration 20F (1232.613297 sec): 3 clusters Score: Raw -249649.858101 + Penalty 792.636374 = -248857.221727 nChanged 5 SP:Iteration 21Q (1232.660366 sec): 3 clusters Score: Raw -249650.593410 + Penalty 792.636374 = -248857.957036 nChanged 3 SP:Iteration 22Q (1232.706732 sec): 3 clusters Score: Raw -249650.731659 + Penalty 792.636374 = -248858.095286 nChanged 2 SP:Iteration 23Q (1232.752487 sec): 3 clusters Score: Raw -249650.797593 + Penalty 792.636374 = -248858.161220 nChanged 1 SP:Iteration 24Q (1232.808768 sec): 3 clusters Score: Raw -249650.836585 + Penalty 792.636374 = -248858.200212 nChanged 1 SP:Iteration 25Q (1232.850584 sec): 3 clusters Score: Raw -249650.900096 + Penalty 792.636374 = -248858.263722 nChanged 0 SP:Iteration 26F (1232.906890 sec): 3 clusters Score: Raw -249650.900096 + Penalty 792.636374 = -248858.263722 nChanged 0 Trying to split cluster 16 (24322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1232.948568 sec): 2 clusters Score: Raw -1004150.884650 + Penalty 459.510714 = -1003691.373936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1233.016014 sec): 3 clusters Score: Raw -988433.415880 + Penalty 919.021428 = -987514.394452 nChanged 11549 SP:Iteration 1F (1233.069291 sec): 3 clusters Score: Raw -996926.884713 + Penalty 919.021428 = -996007.863285 nChanged 2022 SP:Iteration 2F (1233.132456 sec): 3 clusters Score: Raw -998305.316802 + Penalty 919.021428 = -997386.295375 nChanged 1772 SP:Iteration 3F (1233.209945 sec): 3 clusters Score: Raw -999473.018499 + Penalty 919.021428 = -998553.997072 nChanged 1494 SP:Iteration 4F (1233.278351 sec): 3 clusters Score: Raw -1000362.113284 + Penalty 919.021428 = -999443.091856 nChanged 1128 SP:Iteration 5Q (1233.347035 sec): 3 clusters Score: Raw -1000992.600678 + Penalty 919.021428 = -1000073.579250 nChanged 807 SP:Iteration 6Q (1233.419414 sec): 3 clusters Score: Raw -1001400.415633 + Penalty 919.021428 = -1000481.394206 nChanged 575 SP:Iteration 7Q (1233.481432 sec): 3 clusters Score: Raw -1001643.143481 + Penalty 919.021428 = -1000724.122054 nChanged 440 SP:Iteration 8Q (1233.565696 sec): 3 clusters Score: Raw -1001779.118444 + Penalty 919.021428 = -1000860.097016 nChanged 361 SP:Iteration 9Q (1233.636758 sec): 3 clusters Score: Raw -1001875.933847 + Penalty 919.021428 = -1000956.912420 nChanged 310 SP:Iteration 10Q (1233.707558 sec): 3 clusters Score: Raw -1001959.325312 + Penalty 919.021428 = -1001040.303884 nChanged 284 SP:Iteration 11Q (1233.778280 sec): 3 clusters Score: Raw -1002023.695993 + Penalty 919.021428 = -1001104.674565 nChanged 282 SP:Iteration 12Q (1233.849557 sec): 3 clusters Score: Raw -1002089.488821 + Penalty 919.021428 = -1001170.467393 nChanged 259 SP:Iteration 13Q (1233.921562 sec): 3 clusters Score: Raw -1002147.292973 + Penalty 919.021428 = -1001228.271545 nChanged 259 SP:Iteration 14Q (1233.990359 sec): 3 clusters Score: Raw -1002204.686051 + Penalty 919.021428 = -1001285.664623 nChanged 263 SP:Iteration 15Q (1234.060101 sec): 3 clusters Score: Raw -1002266.263443 + Penalty 919.021428 = -1001347.242016 nChanged 255 SP:Iteration 16Q (1234.134842 sec): 3 clusters Score: Raw -1002325.066659 + Penalty 919.021428 = -1001406.045231 nChanged 260 SP:Iteration 17Q (1234.196812 sec): 3 clusters Score: Raw -1002389.293003 + Penalty 919.021428 = -1001470.271576 nChanged 281 SP:Iteration 18Q (1234.269544 sec): 3 clusters Score: Raw -1002458.044692 + Penalty 919.021428 = -1001539.023265 nChanged 272 SP:Iteration 19Q (1234.348211 sec): 3 clusters Score: Raw -1002521.320868 + Penalty 919.021428 = -1001602.299440 nChanged 271 SP:Iteration 20F (1234.417818 sec): 3 clusters Score: Raw -1002582.837580 + Penalty 919.021428 = -1001663.816152 nChanged 243 SP:Iteration 21Q (1234.473179 sec): 3 clusters Score: Raw -1002639.126251 + Penalty 919.021428 = -1001720.104823 nChanged 242 SP:Iteration 22Q (1234.554391 sec): 3 clusters Score: Raw -1002698.670083 + Penalty 919.021428 = -1001779.648655 nChanged 239 SP:Iteration 23Q (1234.620232 sec): 3 clusters Score: Raw -1002758.345875 + Penalty 919.021428 = -1001839.324447 nChanged 214 SP:Iteration 24Q (1234.689005 sec): 3 clusters Score: Raw -1002811.973397 + Penalty 919.021428 = -1001892.951969 nChanged 227 SP:Iteration 25Q (1234.757771 sec): 3 clusters Score: Raw -1002870.615224 + Penalty 919.021428 = -1001951.593796 nChanged 230 SP:Iteration 26Q (1234.825003 sec): 3 clusters Score: Raw -1002926.591975 + Penalty 919.021428 = -1002007.570548 nChanged 206 SP:Iteration 27Q (1234.892297 sec): 3 clusters Score: Raw -1002979.853017 + Penalty 919.021428 = -1002060.831589 nChanged 211 SP:Iteration 28Q (1234.952562 sec): 3 clusters Score: Raw -1003037.083933 + Penalty 919.021428 = -1002118.062505 nChanged 205 SP:Iteration 29Q (1235.024427 sec): 3 clusters Score: Raw -1003095.649887 + Penalty 919.021428 = -1002176.628459 nChanged 206 SP:Iteration 30Q (1235.099463 sec): 3 clusters Score: Raw -1003158.398699 + Penalty 919.021428 = -1002239.377271 nChanged 216 SP:Iteration 31Q (1235.169184 sec): 3 clusters Score: Raw -1003225.401781 + Penalty 919.021428 = -1002306.380353 nChanged 213 SP:Iteration 32Q (1235.233640 sec): 3 clusters Score: Raw -1003295.766488 + Penalty 919.021428 = -1002376.745060 nChanged 223 SP:Iteration 33Q (1235.288415 sec): 3 clusters Score: Raw -1003362.589224 + Penalty 919.021428 = -1002443.567796 nChanged 189 SP:Iteration 34Q (1235.354674 sec): 3 clusters Score: Raw -1003416.334955 + Penalty 919.021428 = -1002497.313528 nChanged 157 SP:Iteration 35Q (1235.424602 sec): 3 clusters Score: Raw -1003461.362972 + Penalty 919.021428 = -1002542.341544 nChanged 138 SP:Iteration 36Q (1235.493694 sec): 3 clusters Score: Raw -1003497.920760 + Penalty 919.021428 = -1002578.899332 nChanged 149 SP:Iteration 37Q (1235.555092 sec): 3 clusters Score: Raw -1003539.623775 + Penalty 919.021428 = -1002620.602347 nChanged 142 SP:Iteration 38Q (1235.606857 sec): 3 clusters Score: Raw -1003581.896204 + Penalty 919.021428 = -1002662.874777 nChanged 118 SP:Iteration 39Q (1235.670624 sec): 3 clusters Score: Raw -1003623.433253 + Penalty 919.021428 = -1002704.411825 nChanged 134 SP:Iteration 40F (1235.750391 sec): 3 clusters Score: Raw -1003670.414315 + Penalty 919.021428 = -1002751.392887 nChanged 119 SP:Iteration 41Q (1235.804436 sec): 3 clusters Score: Raw -1003706.954233 + Penalty 919.021428 = -1002787.932805 nChanged 119 SP:Iteration 42Q (1235.879370 sec): 3 clusters Score: Raw -1003742.677612 + Penalty 919.021428 = -1002823.656184 nChanged 113 SP:Iteration 43Q (1235.943906 sec): 3 clusters Score: Raw -1003774.588462 + Penalty 919.021428 = -1002855.567035 nChanged 113 SP:Iteration 44Q (1236.016656 sec): 3 clusters Score: Raw -1003807.199911 + Penalty 919.021428 = -1002888.178483 nChanged 109 SP:Iteration 45Q (1236.071720 sec): 3 clusters Score: Raw -1003838.633729 + Penalty 919.021428 = -1002919.612301 nChanged 92 SP:Iteration 46Q (1236.146901 sec): 3 clusters Score: Raw -1003862.499040 + Penalty 919.021428 = -1002943.477612 nChanged 74 SP:Iteration 47Q (1236.208112 sec): 3 clusters Score: Raw -1003879.622488 + Penalty 919.021428 = -1002960.601060 nChanged 56 SP:Iteration 48Q (1236.274665 sec): 3 clusters Score: Raw -1003894.943942 + Penalty 919.021428 = -1002975.922514 nChanged 52 SP:Iteration 49Q (1236.340216 sec): 3 clusters Score: Raw -1003909.176238 + Penalty 919.021428 = -1002990.154811 nChanged 54 SP:Iteration 50Q (1236.397123 sec): 3 clusters Score: Raw -1003929.573579 + Penalty 919.021428 = -1003010.552151 nChanged 50 SP:Iteration 51Q (1236.478999 sec): 3 clusters Score: Raw -1003950.781156 + Penalty 919.021428 = -1003031.759728 nChanged 50 SP:Iteration 52Q (1236.542306 sec): 3 clusters Score: Raw -1003970.287217 + Penalty 919.021428 = -1003051.265790 nChanged 61 SP:Iteration 53Q (1236.610168 sec): 3 clusters Score: Raw -1003998.779798 + Penalty 919.021428 = -1003079.758370 nChanged 67 SP:Iteration 54Q (1236.676636 sec): 3 clusters Score: Raw -1004033.536659 + Penalty 919.021428 = -1003114.515232 nChanged 51 SP:Iteration 55Q (1236.743519 sec): 3 clusters Score: Raw -1004053.127393 + Penalty 919.021428 = -1003134.105965 nChanged 59 SP:Iteration 56Q (1236.810895 sec): 3 clusters Score: Raw -1004079.723469 + Penalty 919.021428 = -1003160.702041 nChanged 64 SP:Iteration 57Q (1236.867271 sec): 3 clusters Score: Raw -1004111.921933 + Penalty 919.021428 = -1003192.900505 nChanged 67 SP:Iteration 58Q (1236.943398 sec): 3 clusters Score: Raw -1004150.496853 + Penalty 919.021428 = -1003231.475425 nChanged 66 SP:Iteration 59Q (1237.000965 sec): 3 clusters Score: Raw -1004194.302264 + Penalty 919.021428 = -1003275.280836 nChanged 56 SP:Iteration 60F (1237.067674 sec): 3 clusters Score: Raw -1004222.951814 + Penalty 919.021428 = -1003303.930386 nChanged 50 SP:Iteration 61Q (1237.137022 sec): 3 clusters Score: Raw -1004243.891692 + Penalty 919.021428 = -1003324.870264 nChanged 40 SP:Iteration 62Q (1237.204965 sec): 3 clusters Score: Raw -1004257.795940 + Penalty 919.021428 = -1003338.774512 nChanged 43 SP:Iteration 63Q (1237.266645 sec): 3 clusters Score: Raw -1004271.292392 + Penalty 919.021428 = -1003352.270964 nChanged 21 SP:Iteration 64Q (1237.331510 sec): 3 clusters Score: Raw -1004276.459009 + Penalty 919.021428 = -1003357.437582 nChanged 18 SP:Iteration 65Q (1237.405907 sec): 3 clusters Score: Raw -1004280.294109 + Penalty 919.021428 = -1003361.272681 nChanged 15 SP:Iteration 66Q (1237.469581 sec): 3 clusters Score: Raw -1004283.943658 + Penalty 919.021428 = -1003364.922230 nChanged 14 SP:Iteration 67Q (1237.530224 sec): 3 clusters Score: Raw -1004286.494532 + Penalty 919.021428 = -1003367.473104 nChanged 11 SP:Iteration 68Q (1237.593397 sec): 3 clusters Score: Raw -1004289.744032 + Penalty 919.021428 = -1003370.722604 nChanged 13 SP:Iteration 69Q (1237.655709 sec): 3 clusters Score: Raw -1004294.369208 + Penalty 919.021428 = -1003375.347780 nChanged 16 SP:Iteration 70Q (1237.727412 sec): 3 clusters Score: Raw -1004299.060186 + Penalty 919.021428 = -1003380.038758 nChanged 20 SP:Iteration 71Q (1237.791896 sec): 3 clusters Score: Raw -1004308.809258 + Penalty 919.021428 = -1003389.787830 nChanged 19 SP:Iteration 72Q (1237.847620 sec): 3 clusters Score: Raw -1004314.211384 + Penalty 919.021428 = -1003395.189956 nChanged 12 SP:Iteration 73Q (1237.912401 sec): 3 clusters Score: Raw -1004317.028541 + Penalty 919.021428 = -1003398.007113 nChanged 10 SP:Iteration 74Q (1237.976505 sec): 3 clusters Score: Raw -1004319.711970 + Penalty 919.021428 = -1003400.690542 nChanged 11 SP:Iteration 75Q (1238.029918 sec): 3 clusters Score: Raw -1004323.077786 + Penalty 919.021428 = -1003404.056358 nChanged 9 SP:Iteration 76Q (1238.096848 sec): 3 clusters Score: Raw -1004326.671657 + Penalty 919.021428 = -1003407.650229 nChanged 11 SP:Iteration 77Q (1238.172355 sec): 3 clusters Score: Raw -1004329.531397 + Penalty 919.021428 = -1003410.509970 nChanged 7 SP:Iteration 78Q (1238.224096 sec): 3 clusters Score: Raw -1004331.149640 + Penalty 919.021428 = -1003412.128212 nChanged 6 SP:Iteration 79Q (1238.300292 sec): 3 clusters Score: Raw -1004333.008946 + Penalty 919.021428 = -1003413.987518 nChanged 5 SP:Iteration 80F (1238.369788 sec): 3 clusters Score: Raw -1004333.751610 + Penalty 919.021428 = -1003414.730182 nChanged 8 SP:Iteration 81Q (1238.425164 sec): 3 clusters Score: Raw -1004334.998872 + Penalty 919.021428 = -1003415.977445 nChanged 3 SP:Iteration 82Q (1238.490659 sec): 3 clusters Score: Raw -1004335.285766 + Penalty 919.021428 = -1003416.264338 nChanged 2 SP:Iteration 83Q (1238.555089 sec): 3 clusters Score: Raw -1004335.477318 + Penalty 919.021428 = -1003416.455890 nChanged 2 SP:Iteration 84Q (1238.615161 sec): 3 clusters Score: Raw -1004335.955308 + Penalty 919.021428 = -1003416.933880 nChanged 6 SP:Iteration 85Q (1238.668329 sec): 3 clusters Score: Raw -1004337.817545 + Penalty 919.021428 = -1003418.796117 nChanged 6 SP:Iteration 86Q (1238.739011 sec): 3 clusters Score: Raw -1004338.926394 + Penalty 919.021428 = -1003419.904966 nChanged 3 SP:Iteration 87Q (1238.804071 sec): 3 clusters Score: Raw -1004339.321724 + Penalty 919.021428 = -1003420.300297 nChanged 4 SP:Iteration 88Q (1238.864869 sec): 3 clusters Score: Raw -1004339.970889 + Penalty 919.021428 = -1003420.949461 nChanged 3 SP:Iteration 89Q (1238.927803 sec): 3 clusters Score: Raw -1004340.201656 + Penalty 919.021428 = -1003421.180228 nChanged 2 SP:Iteration 90Q (1238.983228 sec): 3 clusters Score: Raw -1004340.305454 + Penalty 919.021428 = -1003421.284026 nChanged 2 SP:Iteration 91Q (1239.054059 sec): 3 clusters Score: Raw -1004340.603579 + Penalty 919.021428 = -1003421.582152 nChanged 4 SP:Iteration 92Q (1239.116112 sec): 3 clusters Score: Raw -1004341.700191 + Penalty 919.021428 = -1003422.678763 nChanged 6 SP:Iteration 93Q (1239.183604 sec): 3 clusters Score: Raw -1004343.561598 + Penalty 919.021428 = -1003424.540170 nChanged 9 SP:Iteration 94Q (1239.245865 sec): 3 clusters Score: Raw -1004345.662267 + Penalty 919.021428 = -1003426.640839 nChanged 5 SP:Iteration 95Q (1239.312321 sec): 3 clusters Score: Raw -1004346.963983 + Penalty 919.021428 = -1003427.942555 nChanged 6 SP:Iteration 96Q (1239.376615 sec): 3 clusters Score: Raw -1004348.045480 + Penalty 919.021428 = -1003429.024052 nChanged 3 SP:Iteration 97Q (1239.438063 sec): 3 clusters Score: Raw -1004348.270845 + Penalty 919.021428 = -1003429.249418 nChanged 0 SP:Iteration 98F (1239.501061 sec): 3 clusters Score: Raw -1004348.270845 + Penalty 919.021428 = -1003429.249418 nChanged 0 Trying to split cluster 17 (479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1239.528881 sec): 2 clusters Score: Raw -19202.684250 + Penalty 280.812377 = -18921.871873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1239.575618 sec): 3 clusters Score: Raw -19016.636603 + Penalty 561.624754 = -18455.011849 nChanged 161 SP:Iteration 1F (1239.612853 sec): 3 clusters Score: Raw -19121.260358 + Penalty 561.624754 = -18559.635604 nChanged 30 SP:Iteration 2F (1239.660882 sec): 3 clusters Score: Raw -19153.260392 + Penalty 561.624754 = -18591.635638 nChanged 20 SP:Iteration 3Q (1239.706133 sec): 3 clusters Score: Raw -19170.275782 + Penalty 561.624754 = -18608.651027 nChanged 10 SP:Iteration 4Q (1239.767318 sec): 3 clusters Score: Raw -19175.823028 + Penalty 561.624754 = -18614.198274 nChanged 4 SP:Iteration 5Q (1239.818259 sec): 3 clusters Score: Raw -19177.974210 + Penalty 561.624754 = -18616.349455 nChanged 4 SP:Iteration 6Q (1239.854030 sec): 3 clusters Score: Raw -19182.005687 + Penalty 561.624754 = -18620.380932 nChanged 5 SP:Iteration 7Q (1239.899606 sec): 3 clusters Score: Raw -19188.545394 + Penalty 561.624754 = -18626.920640 nChanged 4 SP:Iteration 8Q (1239.945953 sec): 3 clusters Score: Raw -19190.426621 + Penalty 561.624754 = -18628.801867 nChanged 3 SP:Iteration 9Q (1239.981881 sec): 3 clusters Score: Raw -19194.138949 + Penalty 561.624754 = -18632.514195 nChanged 4 SP:Iteration 10Q (1240.026916 sec): 3 clusters Score: Raw -19195.918879 + Penalty 561.624754 = -18634.294124 nChanged 4 SP:Iteration 11Q (1240.070599 sec): 3 clusters Score: Raw -19198.834959 + Penalty 561.624754 = -18637.210205 nChanged 5 SP:Iteration 12Q (1240.102969 sec): 3 clusters Score: Raw -19205.367862 + Penalty 561.624754 = -18643.743108 nChanged 9 SP:Iteration 13Q (1240.145930 sec): 3 clusters Score: Raw -19212.547089 + Penalty 561.624754 = -18650.922335 nChanged 8 SP:Iteration 14Q (1240.187432 sec): 3 clusters Score: Raw -19219.002039 + Penalty 561.624754 = -18657.377285 nChanged 9 SP:Iteration 15Q (1240.237906 sec): 3 clusters Score: Raw -19224.569820 + Penalty 561.624754 = -18662.945066 nChanged 7 SP:Iteration 16Q (1240.278844 sec): 3 clusters Score: Raw -19229.630603 + Penalty 561.624754 = -18668.005849 nChanged 7 SP:Iteration 17Q (1240.309969 sec): 3 clusters Score: Raw -19238.257407 + Penalty 561.624754 = -18676.632653 nChanged 9 SP:Iteration 18Q (1240.354107 sec): 3 clusters Score: Raw -19248.208699 + Penalty 561.624754 = -18686.583945 nChanged 9 SP:Iteration 19Q (1240.392271 sec): 3 clusters Score: Raw -19256.457101 + Penalty 561.624754 = -18694.832346 nChanged 8 SP:Iteration 20F (1240.437695 sec): 3 clusters Score: Raw -19263.395605 + Penalty 561.624754 = -18701.770851 nChanged 8 SP:Iteration 21Q (1240.481539 sec): 3 clusters Score: Raw -19280.894807 + Penalty 561.624754 = -18719.270053 nChanged 14 SP:Iteration 22Q (1240.526485 sec): 3 clusters Score: Raw -19304.333866 + Penalty 561.624754 = -18742.709112 nChanged 11 SP:Iteration 23Q (1240.562628 sec): 3 clusters Score: Raw -19336.446276 + Penalty 561.624754 = -18774.821522 nChanged 18 SP:Iteration 24Q (1240.606454 sec): 3 clusters Score: Raw -19407.553618 + Penalty 561.624754 = -18845.928863 nChanged 11 SP:Iteration 25Q (1240.649817 sec): 3 clusters Score: Raw -19440.715690 + Penalty 561.624754 = -18879.090935 nChanged 7 SP:Iteration 26Q (1240.691706 sec): 3 clusters Score: Raw -19460.666924 + Penalty 561.624754 = -18899.042170 nChanged 8 SP:Iteration 27Q (1240.738309 sec): 3 clusters Score: Raw -19471.247135 + Penalty 561.624754 = -18909.622380 nChanged 5 SP:Iteration 28Q (1240.771084 sec): 3 clusters Score: Raw -19478.987167 + Penalty 561.624754 = -18917.362412 nChanged 3 SP:Iteration 29Q (1240.816537 sec): 3 clusters Score: Raw -19492.089201 + Penalty 561.624754 = -18930.464447 nChanged 1 SP:Iteration 30Q (1240.853750 sec): 3 clusters Score: Raw -19494.567937 + Penalty 561.624754 = -18932.943183 nChanged 2 SP:Iteration 31Q (1240.896650 sec): 3 clusters Score: Raw -19498.573169 + Penalty 561.624754 = -18936.948414 nChanged 1 SP:Iteration 32Q (1240.939565 sec): 3 clusters Score: Raw -19500.164276 + Penalty 561.624754 = -18938.539522 nChanged 0 SP:Iteration 33F (1240.990396 sec): 3 clusters Score: Raw -19500.164276 + Penalty 561.624754 = -18938.539522 nChanged 0 Score: Raw -6282713.386985 + Penalty 19720.882258 = -6262992.504727 Splitting cluster 17 changes total score from -6262176.860609 to -6262992.504727 So it's getting split into cluster 36. Trying to split cluster 19 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1243.715877 sec): 2 clusters Score: Raw -28686.222206 + Penalty 307.546115 = -28378.676092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1243.759613 sec): 3 clusters Score: Raw -28300.075463 + Penalty 615.092230 = -27684.983234 nChanged 325 SP:Iteration 1F (1243.802073 sec): 3 clusters Score: Raw -28521.110620 + Penalty 615.092230 = -27906.018391 nChanged 66 SP:Iteration 2F (1243.841638 sec): 3 clusters Score: Raw -28573.750893 + Penalty 615.092230 = -27958.658664 nChanged 43 SP:Iteration 3Q (1243.900454 sec): 3 clusters Score: Raw -28618.090080 + Penalty 615.092230 = -28002.997851 nChanged 33 SP:Iteration 4Q (1243.933434 sec): 3 clusters Score: Raw -28651.080034 + Penalty 615.092230 = -28035.987804 nChanged 33 SP:Iteration 5Q (1243.980448 sec): 3 clusters Score: Raw -28688.429571 + Penalty 615.092230 = -28073.337342 nChanged 28 SP:Iteration 6Q (1244.031893 sec): 3 clusters Score: Raw -28737.343350 + Penalty 615.092230 = -28122.251120 nChanged 26 SP:Iteration 7Q (1244.073074 sec): 3 clusters Score: Raw -28801.764938 + Penalty 615.092230 = -28186.672708 nChanged 28 SP:Iteration 8Q (1244.128352 sec): 3 clusters Score: Raw -28858.949049 + Penalty 615.092230 = -28243.856820 nChanged 17 SP:Iteration 9Q (1244.175154 sec): 3 clusters Score: Raw -28872.134881 + Penalty 615.092230 = -28257.042651 nChanged 10 SP:Iteration 10Q (1244.218009 sec): 3 clusters Score: Raw -28878.810068 + Penalty 615.092230 = -28263.717838 nChanged 7 SP:Iteration 11Q (1244.258708 sec): 3 clusters Score: Raw -28883.342250 + Penalty 615.092230 = -28268.250020 nChanged 8 SP:Iteration 12Q (1244.307611 sec): 3 clusters Score: Raw -28888.622492 + Penalty 615.092230 = -28273.530262 nChanged 8 SP:Iteration 13Q (1244.357292 sec): 3 clusters Score: Raw -28898.451016 + Penalty 615.092230 = -28283.358787 nChanged 9 SP:Iteration 14Q (1244.412145 sec): 3 clusters Score: Raw -28906.855135 + Penalty 615.092230 = -28291.762906 nChanged 10 SP:Iteration 15Q (1244.450494 sec): 3 clusters Score: Raw -28917.952048 + Penalty 615.092230 = -28302.859818 nChanged 8 SP:Iteration 16Q (1244.490991 sec): 3 clusters Score: Raw -28923.650797 + Penalty 615.092230 = -28308.558568 nChanged 5 SP:Iteration 17Q (1244.542746 sec): 3 clusters Score: Raw -28927.321161 + Penalty 615.092230 = -28312.228932 nChanged 7 SP:Iteration 18Q (1244.589551 sec): 3 clusters Score: Raw -28937.649588 + Penalty 615.092230 = -28322.557359 nChanged 9 SP:Iteration 19Q (1244.634881 sec): 3 clusters Score: Raw -28947.097652 + Penalty 615.092230 = -28332.005422 nChanged 6 SP:Iteration 20F (1244.681966 sec): 3 clusters Score: Raw -28956.322775 + Penalty 615.092230 = -28341.230545 nChanged 12 SP:Iteration 21Q (1244.720548 sec): 3 clusters Score: Raw -28983.888164 + Penalty 615.092230 = -28368.795935 nChanged 13 SP:Iteration 22Q (1244.772676 sec): 3 clusters Score: Raw -29029.483500 + Penalty 615.092230 = -28414.391270 nChanged 7 SP:Iteration 23Q (1244.820599 sec): 3 clusters Score: Raw -29046.046980 + Penalty 615.092230 = -28430.954750 nChanged 3 SP:Iteration 24Q (1244.869371 sec): 3 clusters Score: Raw -29051.278944 + Penalty 615.092230 = -28436.186714 nChanged 2 SP:Iteration 25Q (1244.911178 sec): 3 clusters Score: Raw -29052.861352 + Penalty 615.092230 = -28437.769122 nChanged 2 SP:Iteration 26Q (1244.957444 sec): 3 clusters Score: Raw -29054.533200 + Penalty 615.092230 = -28439.440971 nChanged 0 SP:Iteration 27F (1244.997185 sec): 3 clusters Score: Raw -29054.533200 + Penalty 615.092230 = -28439.440971 nChanged 0 Score: Raw -6283081.697979 + Penalty 20268.684543 = -6262813.013436 Splitting cluster 19 changes total score from -6262176.860609 to -6262813.013436 So it's getting split into cluster 37. Trying to split cluster 20 (1112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1247.743094 sec): 2 clusters Score: Raw -45290.606271 + Penalty 319.133154 = -44971.473117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1247.780503 sec): 3 clusters Score: Raw -44751.883738 + Penalty 638.266308 = -44113.617429 nChanged 441 SP:Iteration 1F (1247.827625 sec): 3 clusters Score: Raw -45023.150409 + Penalty 638.266308 = -44384.884100 nChanged 94 SP:Iteration 2F (1247.870799 sec): 3 clusters Score: Raw -45078.773285 + Penalty 638.266308 = -44440.506977 nChanged 67 SP:Iteration 3F (1247.921773 sec): 3 clusters Score: Raw -45123.485862 + Penalty 638.266308 = -44485.219554 nChanged 66 SP:Iteration 4F (1247.959467 sec): 3 clusters Score: Raw -45177.430364 + Penalty 638.266308 = -44539.164056 nChanged 60 SP:Iteration 5F (1248.014341 sec): 3 clusters Score: Raw -45227.604200 + Penalty 638.266308 = -44589.337891 nChanged 45 SP:Iteration 6Q (1248.060018 sec): 3 clusters Score: Raw -45257.053342 + Penalty 638.266308 = -44618.787034 nChanged 43 SP:Iteration 7Q (1248.108035 sec): 3 clusters Score: Raw -45290.492627 + Penalty 638.266308 = -44652.226319 nChanged 31 SP:Iteration 8Q (1248.144213 sec): 3 clusters Score: Raw -45312.988839 + Penalty 638.266308 = -44674.722531 nChanged 24 SP:Iteration 9Q (1248.188616 sec): 3 clusters Score: Raw -45330.663878 + Penalty 638.266308 = -44692.397570 nChanged 21 SP:Iteration 10Q (1248.223323 sec): 3 clusters Score: Raw -45347.521492 + Penalty 638.266308 = -44709.255183 nChanged 14 SP:Iteration 11Q (1248.266953 sec): 3 clusters Score: Raw -45358.429913 + Penalty 638.266308 = -44720.163605 nChanged 3 SP:Iteration 12Q (1248.315371 sec): 3 clusters Score: Raw -45360.759307 + Penalty 638.266308 = -44722.492999 nChanged 4 SP:Iteration 13Q (1248.354604 sec): 3 clusters Score: Raw -45362.937609 + Penalty 638.266308 = -44724.671300 nChanged 5 SP:Iteration 14Q (1248.401149 sec): 3 clusters Score: Raw -45366.317689 + Penalty 638.266308 = -44728.051381 nChanged 4 SP:Iteration 15Q (1248.439868 sec): 3 clusters Score: Raw -45369.184572 + Penalty 638.266308 = -44730.918264 nChanged 1 SP:Iteration 16Q (1248.487476 sec): 3 clusters Score: Raw -45369.946201 + Penalty 638.266308 = -44731.679893 nChanged 2 SP:Iteration 17Q (1248.524064 sec): 3 clusters Score: Raw -45372.989002 + Penalty 638.266308 = -44734.722693 nChanged 3 SP:Iteration 18Q (1248.571770 sec): 3 clusters Score: Raw -45375.007429 + Penalty 638.266308 = -44736.741120 nChanged 1 SP:Iteration 19Q (1248.626307 sec): 3 clusters Score: Raw -45375.410981 + Penalty 638.266308 = -44737.144673 nChanged 0 SP:Iteration 20F (1248.664747 sec): 3 clusters Score: Raw -45375.410981 + Penalty 638.266308 = -44737.144673 nChanged 0 Trying to split cluster 21 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1248.683643 sec): 2 clusters Score: Raw -8753.358852 + Penalty 256.382927 = -8496.975925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1248.737158 sec): 3 clusters Score: Raw -8678.275425 + Penalty 512.765854 = -8165.509571 nChanged 75 SP:Iteration 1F (1248.785180 sec): 3 clusters Score: Raw -8752.189954 + Penalty 512.765854 = -8239.424100 nChanged 18 SP:Iteration 2F (1248.826608 sec): 3 clusters Score: Raw -8767.683494 + Penalty 512.765854 = -8254.917640 nChanged 7 SP:Iteration 3Q (1248.874209 sec): 3 clusters Score: Raw -8777.738273 + Penalty 512.765854 = -8264.972420 nChanged 4 SP:Iteration 4Q (1248.925106 sec): 3 clusters Score: Raw -8780.713955 + Penalty 512.765854 = -8267.948101 nChanged 1 SP:Iteration 5Q (1248.963561 sec): 3 clusters Score: Raw -8780.859122 + Penalty 512.765854 = -8268.093268 nChanged 0 SP:Iteration 6F (1249.020008 sec): 3 clusters Score: Raw -8780.859122 + Penalty 512.765854 = -8268.093268 nChanged 0 Trying to split cluster 22 (1164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1249.044959 sec): 2 clusters Score: Raw -41717.869372 + Penalty 321.212602 = -41396.656769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1249.084351 sec): 3 clusters Score: Raw -41151.238430 + Penalty 642.425204 = -40508.813226 nChanged 461 SP:Iteration 1F (1249.137645 sec): 3 clusters Score: Raw -41480.253890 + Penalty 642.425204 = -40837.828686 nChanged 109 SP:Iteration 2F (1249.173716 sec): 3 clusters Score: Raw -41584.086889 + Penalty 642.425204 = -40941.661685 nChanged 79 SP:Iteration 3F (1249.232215 sec): 3 clusters Score: Raw -41669.438311 + Penalty 642.425204 = -41027.013107 nChanged 66 SP:Iteration 4F (1249.282817 sec): 3 clusters Score: Raw -41731.859575 + Penalty 642.425204 = -41089.434371 nChanged 51 SP:Iteration 5Q (1249.332221 sec): 3 clusters Score: Raw -41781.454167 + Penalty 642.425204 = -41139.028963 nChanged 41 SP:Iteration 6Q (1249.370954 sec): 3 clusters Score: Raw -41823.082269 + Penalty 642.425204 = -41180.657065 nChanged 37 SP:Iteration 7Q (1249.420565 sec): 3 clusters Score: Raw -41858.428646 + Penalty 642.425204 = -41216.003442 nChanged 34 SP:Iteration 8Q (1249.467121 sec): 3 clusters Score: Raw -41888.327232 + Penalty 642.425204 = -41245.902028 nChanged 24 SP:Iteration 9Q (1249.507557 sec): 3 clusters Score: Raw -41904.395956 + Penalty 642.425204 = -41261.970752 nChanged 23 SP:Iteration 10Q (1249.557377 sec): 3 clusters Score: Raw -41923.233128 + Penalty 642.425204 = -41280.807924 nChanged 17 SP:Iteration 11Q (1249.606579 sec): 3 clusters Score: Raw -41937.362071 + Penalty 642.425204 = -41294.936867 nChanged 22 SP:Iteration 12Q (1249.652955 sec): 3 clusters Score: Raw -41951.979042 + Penalty 642.425204 = -41309.553837 nChanged 16 SP:Iteration 13Q (1249.691287 sec): 3 clusters Score: Raw -41958.137444 + Penalty 642.425204 = -41315.712240 nChanged 10 SP:Iteration 14Q (1249.727488 sec): 3 clusters Score: Raw -41961.554224 + Penalty 642.425204 = -41319.129020 nChanged 4 SP:Iteration 15Q (1249.774177 sec): 3 clusters Score: Raw -41962.962278 + Penalty 642.425204 = -41320.537073 nChanged 1 SP:Iteration 16Q (1249.829510 sec): 3 clusters Score: Raw -41963.396678 + Penalty 642.425204 = -41320.971474 nChanged 2 SP:Iteration 17Q (1249.873853 sec): 3 clusters Score: Raw -41964.048921 + Penalty 642.425204 = -41321.623717 nChanged 2 SP:Iteration 18Q (1249.914674 sec): 3 clusters Score: Raw -41964.551232 + Penalty 642.425204 = -41322.126027 nChanged 2 SP:Iteration 19Q (1249.955631 sec): 3 clusters Score: Raw -41964.926335 + Penalty 642.425204 = -41322.501130 nChanged 0 SP:Iteration 20F (1249.992978 sec): 3 clusters Score: Raw -41964.926335 + Penalty 642.425204 = -41322.501130 nChanged 0 Trying to split cluster 23 (2035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1250.017828 sec): 2 clusters Score: Raw -73989.458275 + Penalty 346.630425 = -73642.827850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1250.073437 sec): 3 clusters Score: Raw -72894.338550 + Penalty 693.260850 = -72201.077700 nChanged 827 SP:Iteration 1F (1250.118947 sec): 3 clusters Score: Raw -73447.221487 + Penalty 693.260850 = -72753.960637 nChanged 153 SP:Iteration 2F (1250.159608 sec): 3 clusters Score: Raw -73536.770025 + Penalty 693.260850 = -72843.509175 nChanged 108 SP:Iteration 3F (1250.206669 sec): 3 clusters Score: Raw -73604.162858 + Penalty 693.260850 = -72910.902008 nChanged 95 SP:Iteration 4Q (1250.246905 sec): 3 clusters Score: Raw -73646.630164 + Penalty 693.260850 = -72953.369314 nChanged 67 SP:Iteration 5Q (1250.288153 sec): 3 clusters Score: Raw -73676.063041 + Penalty 693.260850 = -72982.802191 nChanged 58 SP:Iteration 6Q (1250.339169 sec): 3 clusters Score: Raw -73707.419229 + Penalty 693.260850 = -73014.158379 nChanged 61 SP:Iteration 7Q (1250.377292 sec): 3 clusters Score: Raw -73744.775028 + Penalty 693.260850 = -73051.514178 nChanged 69 SP:Iteration 8Q (1250.423644 sec): 3 clusters Score: Raw -73777.865558 + Penalty 693.260850 = -73084.604708 nChanged 54 SP:Iteration 9Q (1250.479394 sec): 3 clusters Score: Raw -73802.466145 + Penalty 693.260850 = -73109.205296 nChanged 52 SP:Iteration 10Q (1250.529212 sec): 3 clusters Score: Raw -73828.017199 + Penalty 693.260850 = -73134.756349 nChanged 59 SP:Iteration 11Q (1250.574087 sec): 3 clusters Score: Raw -73858.077113 + Penalty 693.260850 = -73164.816263 nChanged 55 SP:Iteration 12Q (1250.610623 sec): 3 clusters Score: Raw -73891.098190 + Penalty 693.260850 = -73197.837340 nChanged 61 SP:Iteration 13Q (1250.653610 sec): 3 clusters Score: Raw -73931.230574 + Penalty 693.260850 = -73237.969724 nChanged 59 SP:Iteration 14Q (1250.703881 sec): 3 clusters Score: Raw -73968.997503 + Penalty 693.260850 = -73275.736653 nChanged 56 SP:Iteration 15Q (1250.758110 sec): 3 clusters Score: Raw -74008.811708 + Penalty 693.260850 = -73315.550858 nChanged 53 SP:Iteration 16Q (1250.804167 sec): 3 clusters Score: Raw -74047.374705 + Penalty 693.260850 = -73354.113855 nChanged 38 SP:Iteration 17Q (1250.844612 sec): 3 clusters Score: Raw -74080.088276 + Penalty 693.260850 = -73386.827427 nChanged 33 SP:Iteration 18Q (1250.889479 sec): 3 clusters Score: Raw -74099.129189 + Penalty 693.260850 = -73405.868339 nChanged 18 SP:Iteration 19Q (1250.941213 sec): 3 clusters Score: Raw -74110.142366 + Penalty 693.260850 = -73416.881516 nChanged 19 SP:Iteration 20F (1250.990441 sec): 3 clusters Score: Raw -74129.719052 + Penalty 693.260850 = -73436.458202 nChanged 22 SP:Iteration 21Q (1251.029236 sec): 3 clusters Score: Raw -74149.922903 + Penalty 693.260850 = -73456.662053 nChanged 15 SP:Iteration 22Q (1251.077568 sec): 3 clusters Score: Raw -74161.431676 + Penalty 693.260850 = -73468.170826 nChanged 19 SP:Iteration 23Q (1251.115523 sec): 3 clusters Score: Raw -74171.781461 + Penalty 693.260850 = -73478.520611 nChanged 16 SP:Iteration 24Q (1251.168633 sec): 3 clusters Score: Raw -74177.116090 + Penalty 693.260850 = -73483.855240 nChanged 10 SP:Iteration 25Q (1251.203412 sec): 3 clusters Score: Raw -74180.760641 + Penalty 693.260850 = -73487.499791 nChanged 9 SP:Iteration 26Q (1251.244472 sec): 3 clusters Score: Raw -74184.169497 + Penalty 693.260850 = -73490.908647 nChanged 7 SP:Iteration 27Q (1251.293433 sec): 3 clusters Score: Raw -74186.347957 + Penalty 693.260850 = -73493.087108 nChanged 4 SP:Iteration 28Q (1251.337969 sec): 3 clusters Score: Raw -74187.423903 + Penalty 693.260850 = -73494.163054 nChanged 5 SP:Iteration 29Q (1251.383558 sec): 3 clusters Score: Raw -74188.149613 + Penalty 693.260850 = -73494.888763 nChanged 0 SP:Iteration 30F (1251.431471 sec): 3 clusters Score: Raw -74188.149613 + Penalty 693.260850 = -73494.888763 nChanged 0 Trying to split cluster 24 (2726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1251.463631 sec): 2 clusters Score: Raw -104525.616808 + Penalty 359.931873 = -104165.684935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1251.514357 sec): 3 clusters Score: Raw -103014.578372 + Penalty 719.863746 = -102294.714626 nChanged 1150 SP:Iteration 1F (1251.557678 sec): 3 clusters Score: Raw -103667.903010 + Penalty 719.863746 = -102948.039265 nChanged 202 SP:Iteration 2F (1251.605907 sec): 3 clusters Score: Raw -103782.483135 + Penalty 719.863746 = -103062.619389 nChanged 160 SP:Iteration 3F (1251.657210 sec): 3 clusters Score: Raw -103868.093552 + Penalty 719.863746 = -103148.229806 nChanged 152 SP:Iteration 4F (1251.695002 sec): 3 clusters Score: Raw -103955.179486 + Penalty 719.863746 = -103235.315741 nChanged 116 SP:Iteration 5Q (1251.749710 sec): 3 clusters Score: Raw -104017.317895 + Penalty 719.863746 = -103297.454150 nChanged 106 SP:Iteration 6Q (1251.799809 sec): 3 clusters Score: Raw -104064.022092 + Penalty 719.863746 = -103344.158346 nChanged 85 SP:Iteration 7Q (1251.850973 sec): 3 clusters Score: Raw -104095.770451 + Penalty 719.863746 = -103375.906706 nChanged 67 SP:Iteration 8Q (1251.900588 sec): 3 clusters Score: Raw -104122.313629 + Penalty 719.863746 = -103402.449884 nChanged 55 SP:Iteration 9Q (1251.953607 sec): 3 clusters Score: Raw -104147.805441 + Penalty 719.863746 = -103427.941696 nChanged 66 SP:Iteration 10Q (1251.994351 sec): 3 clusters Score: Raw -104185.786164 + Penalty 719.863746 = -103465.922419 nChanged 69 SP:Iteration 11Q (1252.042167 sec): 3 clusters Score: Raw -104221.734762 + Penalty 719.863746 = -103501.871016 nChanged 71 SP:Iteration 12Q (1252.093286 sec): 3 clusters Score: Raw -104264.159012 + Penalty 719.863746 = -103544.295266 nChanged 70 SP:Iteration 13Q (1252.142160 sec): 3 clusters Score: Raw -104302.209404 + Penalty 719.863746 = -103582.345659 nChanged 58 SP:Iteration 14Q (1252.202125 sec): 3 clusters Score: Raw -104328.466242 + Penalty 719.863746 = -103608.602496 nChanged 47 SP:Iteration 15Q (1252.250644 sec): 3 clusters Score: Raw -104343.443459 + Penalty 719.863746 = -103623.579713 nChanged 29 SP:Iteration 16Q (1252.290560 sec): 3 clusters Score: Raw -104351.544469 + Penalty 719.863746 = -103631.680724 nChanged 23 SP:Iteration 17Q (1252.334630 sec): 3 clusters Score: Raw -104357.336516 + Penalty 719.863746 = -103637.472770 nChanged 20 SP:Iteration 18Q (1252.386291 sec): 3 clusters Score: Raw -104362.458434 + Penalty 719.863746 = -103642.594688 nChanged 18 SP:Iteration 19Q (1252.436584 sec): 3 clusters Score: Raw -104365.889112 + Penalty 719.863746 = -103646.025367 nChanged 15 SP:Iteration 20F (1252.484486 sec): 3 clusters Score: Raw -104368.834180 + Penalty 719.863746 = -103648.970434 nChanged 15 SP:Iteration 21Q (1252.539432 sec): 3 clusters Score: Raw -104371.887702 + Penalty 719.863746 = -103652.023956 nChanged 10 SP:Iteration 22Q (1252.589129 sec): 3 clusters Score: Raw -104373.628326 + Penalty 719.863746 = -103653.764580 nChanged 8 SP:Iteration 23Q (1252.627363 sec): 3 clusters Score: Raw -104374.823429 + Penalty 719.863746 = -103654.959683 nChanged 5 SP:Iteration 24Q (1252.674869 sec): 3 clusters Score: Raw -104375.215027 + Penalty 719.863746 = -103655.351281 nChanged 1 SP:Iteration 25Q (1252.723957 sec): 3 clusters Score: Raw -104375.293580 + Penalty 719.863746 = -103655.429834 nChanged 1 SP:Iteration 26Q (1252.775118 sec): 3 clusters Score: Raw -104375.369830 + Penalty 719.863746 = -103655.506084 nChanged 2 SP:Iteration 27Q (1252.814472 sec): 3 clusters Score: Raw -104375.445407 + Penalty 719.863746 = -103655.581662 nChanged 0 SP:Iteration 28F (1252.873691 sec): 3 clusters Score: Raw -104375.445407 + Penalty 719.863746 = -103655.581662 nChanged 0 Trying to split cluster 25 (1565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1252.897914 sec): 2 clusters Score: Raw -67544.513648 + Penalty 334.681670 = -67209.831977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1252.930975 sec): 3 clusters Score: Raw -66736.969991 + Penalty 669.363340 = -66067.606651 nChanged 630 SP:Iteration 1F (1252.984697 sec): 3 clusters Score: Raw -67078.358520 + Penalty 669.363340 = -66408.995179 nChanged 112 SP:Iteration 2F (1253.025569 sec): 3 clusters Score: Raw -67133.045287 + Penalty 669.363340 = -66463.681947 nChanged 71 SP:Iteration 3Q (1253.075189 sec): 3 clusters Score: Raw -67170.462867 + Penalty 669.363340 = -66501.099527 nChanged 61 SP:Iteration 4Q (1253.118733 sec): 3 clusters Score: Raw -67203.869087 + Penalty 669.363340 = -66534.505747 nChanged 44 SP:Iteration 5Q (1253.161034 sec): 3 clusters Score: Raw -67220.186367 + Penalty 669.363340 = -66550.823026 nChanged 40 SP:Iteration 6Q (1253.222003 sec): 3 clusters Score: Raw -67240.903414 + Penalty 669.363340 = -66571.540073 nChanged 42 SP:Iteration 7Q (1253.261217 sec): 3 clusters Score: Raw -67261.980478 + Penalty 669.363340 = -66592.617138 nChanged 43 SP:Iteration 8Q (1253.303524 sec): 3 clusters Score: Raw -67282.186913 + Penalty 669.363340 = -66612.823572 nChanged 46 SP:Iteration 9Q (1253.345618 sec): 3 clusters Score: Raw -67303.075329 + Penalty 669.363340 = -66633.711989 nChanged 34 SP:Iteration 10Q (1253.385142 sec): 3 clusters Score: Raw -67324.139462 + Penalty 669.363340 = -66654.776122 nChanged 35 SP:Iteration 11Q (1253.432169 sec): 3 clusters Score: Raw -67342.256717 + Penalty 669.363340 = -66672.893377 nChanged 33 SP:Iteration 12Q (1253.482440 sec): 3 clusters Score: Raw -67366.384098 + Penalty 669.363340 = -66697.020758 nChanged 27 SP:Iteration 13Q (1253.527669 sec): 3 clusters Score: Raw -67385.631464 + Penalty 669.363340 = -66716.268123 nChanged 27 SP:Iteration 14Q (1253.575413 sec): 3 clusters Score: Raw -67403.260483 + Penalty 669.363340 = -66733.897143 nChanged 23 SP:Iteration 15Q (1253.620974 sec): 3 clusters Score: Raw -67419.022992 + Penalty 669.363340 = -66749.659651 nChanged 21 SP:Iteration 16Q (1253.663743 sec): 3 clusters Score: Raw -67430.409589 + Penalty 669.363340 = -66761.046249 nChanged 17 SP:Iteration 17Q (1253.719133 sec): 3 clusters Score: Raw -67436.371561 + Penalty 669.363340 = -66767.008220 nChanged 13 SP:Iteration 18Q (1253.761993 sec): 3 clusters Score: Raw -67441.976779 + Penalty 669.363340 = -66772.613439 nChanged 15 SP:Iteration 19Q (1253.805363 sec): 3 clusters Score: Raw -67452.776844 + Penalty 669.363340 = -66783.413504 nChanged 13 SP:Iteration 20F (1253.849365 sec): 3 clusters Score: Raw -67459.420625 + Penalty 669.363340 = -66790.057285 nChanged 10 SP:Iteration 21Q (1253.896278 sec): 3 clusters Score: Raw -67462.969260 + Penalty 669.363340 = -66793.605920 nChanged 11 SP:Iteration 22Q (1253.940246 sec): 3 clusters Score: Raw -67466.049341 + Penalty 669.363340 = -66796.686001 nChanged 7 SP:Iteration 23Q (1253.984261 sec): 3 clusters Score: Raw -67468.755398 + Penalty 669.363340 = -66799.392057 nChanged 10 SP:Iteration 24Q (1254.023954 sec): 3 clusters Score: Raw -67474.039267 + Penalty 669.363340 = -66804.675927 nChanged 13 SP:Iteration 25Q (1254.066774 sec): 3 clusters Score: Raw -67480.670750 + Penalty 669.363340 = -66811.307409 nChanged 15 SP:Iteration 26Q (1254.099750 sec): 3 clusters Score: Raw -67489.682261 + Penalty 669.363340 = -66820.318921 nChanged 13 SP:Iteration 27Q (1254.149425 sec): 3 clusters Score: Raw -67496.352840 + Penalty 669.363340 = -66826.989499 nChanged 12 SP:Iteration 28Q (1254.197937 sec): 3 clusters Score: Raw -67501.798768 + Penalty 669.363340 = -66832.435428 nChanged 10 SP:Iteration 29Q (1254.246497 sec): 3 clusters Score: Raw -67507.596746 + Penalty 669.363340 = -66838.233405 nChanged 10 SP:Iteration 30Q (1254.293185 sec): 3 clusters Score: Raw -67513.654416 + Penalty 669.363340 = -66844.291076 nChanged 4 SP:Iteration 31Q (1254.331418 sec): 3 clusters Score: Raw -67515.565954 + Penalty 669.363340 = -66846.202613 nChanged 2 SP:Iteration 32Q (1254.381761 sec): 3 clusters Score: Raw -67516.422407 + Penalty 669.363340 = -66847.059066 nChanged 2 SP:Iteration 33Q (1254.421404 sec): 3 clusters Score: Raw -67516.973265 + Penalty 669.363340 = -66847.609924 nChanged 2 SP:Iteration 34Q (1254.462294 sec): 3 clusters Score: Raw -67517.839584 + Penalty 669.363340 = -66848.476244 nChanged 2 SP:Iteration 35Q (1254.516443 sec): 3 clusters Score: Raw -67518.458415 + Penalty 669.363340 = -66849.095074 nChanged 1 SP:Iteration 36Q (1254.556617 sec): 3 clusters Score: Raw -67518.792600 + Penalty 669.363340 = -66849.429260 nChanged 2 SP:Iteration 37Q (1254.606806 sec): 3 clusters Score: Raw -67520.047167 + Penalty 669.363340 = -66850.683827 nChanged 5 SP:Iteration 38Q (1254.646098 sec): 3 clusters Score: Raw -67523.588109 + Penalty 669.363340 = -66854.224769 nChanged 6 SP:Iteration 39Q (1254.698909 sec): 3 clusters Score: Raw -67527.215080 + Penalty 669.363340 = -66857.851739 nChanged 4 SP:Iteration 40F (1254.732582 sec): 3 clusters Score: Raw -67529.868896 + Penalty 669.363340 = -66860.505556 nChanged 5 SP:Iteration 41Q (1254.776698 sec): 3 clusters Score: Raw -67532.473913 + Penalty 669.363340 = -66863.110573 nChanged 7 SP:Iteration 42Q (1254.820513 sec): 3 clusters Score: Raw -67536.569149 + Penalty 669.363340 = -66867.205808 nChanged 6 SP:Iteration 43Q (1254.873477 sec): 3 clusters Score: Raw -67541.973196 + Penalty 669.363340 = -66872.609855 nChanged 6 SP:Iteration 44Q (1254.910320 sec): 3 clusters Score: Raw -67546.984017 + Penalty 669.363340 = -66877.620677 nChanged 6 SP:Iteration 45Q (1254.957873 sec): 3 clusters Score: Raw -67549.734918 + Penalty 669.363340 = -66880.371578 nChanged 3 SP:Iteration 46Q (1254.991209 sec): 3 clusters Score: Raw -67551.273092 + Penalty 669.363340 = -66881.909752 nChanged 5 SP:Iteration 47Q (1255.038485 sec): 3 clusters Score: Raw -67553.603953 + Penalty 669.363340 = -66884.240613 nChanged 4 SP:Iteration 48Q (1255.079112 sec): 3 clusters Score: Raw -67556.735124 + Penalty 669.363340 = -66887.371784 nChanged 4 SP:Iteration 49Q (1255.127634 sec): 3 clusters Score: Raw -67558.688590 + Penalty 669.363340 = -66889.325250 nChanged 1 SP:Iteration 50Q (1255.167932 sec): 3 clusters Score: Raw -67559.444006 + Penalty 669.363340 = -66890.080666 nChanged 1 SP:Iteration 51Q (1255.212312 sec): 3 clusters Score: Raw -67560.011219 + Penalty 669.363340 = -66890.647879 nChanged 1 SP:Iteration 52Q (1255.263511 sec): 3 clusters Score: Raw -67560.409633 + Penalty 669.363340 = -66891.046293 nChanged 0 SP:Iteration 53F (1255.304677 sec): 3 clusters Score: Raw -67560.409633 + Penalty 669.363340 = -66891.046293 nChanged 0 Trying to split cluster 26 (2167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1255.338822 sec): 2 clusters Score: Raw -79087.960273 + Penalty 349.490005 = -78738.470268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1255.386518 sec): 3 clusters Score: Raw -77910.805447 + Penalty 698.980009 = -77211.825438 nChanged 899 SP:Iteration 1F (1255.432931 sec): 3 clusters Score: Raw -78479.826273 + Penalty 698.980009 = -77780.846264 nChanged 162 SP:Iteration 2F (1255.471408 sec): 3 clusters Score: Raw -78589.144870 + Penalty 698.980009 = -77890.164861 nChanged 145 SP:Iteration 3F (1255.524075 sec): 3 clusters Score: Raw -78704.615307 + Penalty 698.980009 = -78005.635298 nChanged 140 SP:Iteration 4F (1255.571847 sec): 3 clusters Score: Raw -78811.095176 + Penalty 698.980009 = -78112.115166 nChanged 101 SP:Iteration 5Q (1255.616080 sec): 3 clusters Score: Raw -78882.574734 + Penalty 698.980009 = -78183.594725 nChanged 82 SP:Iteration 6Q (1255.663745 sec): 3 clusters Score: Raw -78934.869561 + Penalty 698.980009 = -78235.889552 nChanged 66 SP:Iteration 7Q (1255.714908 sec): 3 clusters Score: Raw -78973.887699 + Penalty 698.980009 = -78274.907690 nChanged 57 SP:Iteration 8Q (1255.762562 sec): 3 clusters Score: Raw -79006.597380 + Penalty 698.980009 = -78307.617371 nChanged 43 SP:Iteration 9Q (1255.808167 sec): 3 clusters Score: Raw -79023.001228 + Penalty 698.980009 = -78324.021219 nChanged 40 SP:Iteration 10Q (1255.859327 sec): 3 clusters Score: Raw -79044.084814 + Penalty 698.980009 = -78345.104805 nChanged 34 SP:Iteration 11Q (1255.903963 sec): 3 clusters Score: Raw -79065.549654 + Penalty 698.980009 = -78366.569645 nChanged 38 SP:Iteration 12Q (1255.946871 sec): 3 clusters Score: Raw -79097.911213 + Penalty 698.980009 = -78398.931204 nChanged 40 SP:Iteration 13Q (1255.997284 sec): 3 clusters Score: Raw -79125.667859 + Penalty 698.980009 = -78426.687849 nChanged 23 SP:Iteration 14Q (1256.046007 sec): 3 clusters Score: Raw -79138.875966 + Penalty 698.980009 = -78439.895957 nChanged 23 SP:Iteration 15Q (1256.086211 sec): 3 clusters Score: Raw -79149.738052 + Penalty 698.980009 = -78450.758043 nChanged 20 SP:Iteration 16Q (1256.137893 sec): 3 clusters Score: Raw -79159.235866 + Penalty 698.980009 = -78460.255857 nChanged 14 SP:Iteration 17Q (1256.175533 sec): 3 clusters Score: Raw -79166.394459 + Penalty 698.980009 = -78467.414450 nChanged 9 SP:Iteration 18Q (1256.226421 sec): 3 clusters Score: Raw -79170.300458 + Penalty 698.980009 = -78471.320449 nChanged 9 SP:Iteration 19Q (1256.267186 sec): 3 clusters Score: Raw -79173.070427 + Penalty 698.980009 = -78474.090418 nChanged 3 SP:Iteration 20F (1256.321441 sec): 3 clusters Score: Raw -79173.868394 + Penalty 698.980009 = -78474.888385 nChanged 1 SP:Iteration 21Q (1256.372523 sec): 3 clusters Score: Raw -79174.435866 + Penalty 698.980009 = -78475.455857 nChanged 2 SP:Iteration 22Q (1256.422939 sec): 3 clusters Score: Raw -79174.781129 + Penalty 698.980009 = -78475.801120 nChanged 1 SP:Iteration 23Q (1256.469559 sec): 3 clusters Score: Raw -79174.862803 + Penalty 698.980009 = -78475.882794 nChanged 0 SP:Iteration 24F (1256.521265 sec): 3 clusters Score: Raw -79174.862803 + Penalty 698.980009 = -78475.882794 nChanged 0 Trying to split cluster 27 (1871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1256.552705 sec): 2 clusters Score: Raw -72725.171296 + Penalty 342.807389 = -72382.363907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1256.593159 sec): 3 clusters Score: Raw -71708.488644 + Penalty 685.614778 = -71022.873866 nChanged 775 SP:Iteration 1F (1256.636836 sec): 3 clusters Score: Raw -72129.555752 + Penalty 685.614778 = -71443.940975 nChanged 135 SP:Iteration 2F (1256.692882 sec): 3 clusters Score: Raw -72207.373207 + Penalty 685.614778 = -71521.758430 nChanged 101 SP:Iteration 3F (1256.743464 sec): 3 clusters Score: Raw -72265.217206 + Penalty 685.614778 = -71579.602429 nChanged 95 SP:Iteration 4F (1256.786671 sec): 3 clusters Score: Raw -72326.288288 + Penalty 685.614778 = -71640.673510 nChanged 79 SP:Iteration 5Q (1256.837480 sec): 3 clusters Score: Raw -72379.240446 + Penalty 685.614778 = -71693.625669 nChanged 72 SP:Iteration 6Q (1256.893734 sec): 3 clusters Score: Raw -72444.169852 + Penalty 685.614778 = -71758.555074 nChanged 78 SP:Iteration 7Q (1256.942729 sec): 3 clusters Score: Raw -72507.772726 + Penalty 685.614778 = -71822.157948 nChanged 72 SP:Iteration 8Q (1256.985488 sec): 3 clusters Score: Raw -72556.123037 + Penalty 685.614778 = -71870.508260 nChanged 57 SP:Iteration 9Q (1257.038989 sec): 3 clusters Score: Raw -72586.199143 + Penalty 685.614778 = -71900.584365 nChanged 57 SP:Iteration 10Q (1257.094198 sec): 3 clusters Score: Raw -72627.222241 + Penalty 685.614778 = -71941.607463 nChanged 60 SP:Iteration 11Q (1257.146120 sec): 3 clusters Score: Raw -72657.134111 + Penalty 685.614778 = -71971.519334 nChanged 46 SP:Iteration 12Q (1257.194246 sec): 3 clusters Score: Raw -72684.037825 + Penalty 685.614778 = -71998.423047 nChanged 50 SP:Iteration 13Q (1257.241941 sec): 3 clusters Score: Raw -72717.467191 + Penalty 685.614778 = -72031.852413 nChanged 51 SP:Iteration 14Q (1257.285621 sec): 3 clusters Score: Raw -72743.957008 + Penalty 685.614778 = -72058.342230 nChanged 41 SP:Iteration 15Q (1257.333990 sec): 3 clusters Score: Raw -72765.093116 + Penalty 685.614778 = -72079.478338 nChanged 34 SP:Iteration 16Q (1257.375794 sec): 3 clusters Score: Raw -72779.999236 + Penalty 685.614778 = -72094.384459 nChanged 26 SP:Iteration 17Q (1257.427344 sec): 3 clusters Score: Raw -72787.202503 + Penalty 685.614778 = -72101.587726 nChanged 12 SP:Iteration 18Q (1257.463865 sec): 3 clusters Score: Raw -72790.852028 + Penalty 685.614778 = -72105.237250 nChanged 16 SP:Iteration 19Q (1257.514380 sec): 3 clusters Score: Raw -72797.702627 + Penalty 685.614778 = -72112.087849 nChanged 16 SP:Iteration 20F (1257.551653 sec): 3 clusters Score: Raw -72805.315594 + Penalty 685.614778 = -72119.700816 nChanged 13 SP:Iteration 21Q (1257.595709 sec): 3 clusters Score: Raw -72809.408315 + Penalty 685.614778 = -72123.793537 nChanged 11 SP:Iteration 22Q (1257.647861 sec): 3 clusters Score: Raw -72813.088116 + Penalty 685.614778 = -72127.473338 nChanged 11 SP:Iteration 23Q (1257.695741 sec): 3 clusters Score: Raw -72818.102401 + Penalty 685.614778 = -72132.487624 nChanged 14 SP:Iteration 24Q (1257.730961 sec): 3 clusters Score: Raw -72824.190271 + Penalty 685.614778 = -72138.575493 nChanged 18 SP:Iteration 25Q (1257.778014 sec): 3 clusters Score: Raw -72833.333797 + Penalty 685.614778 = -72147.719019 nChanged 21 SP:Iteration 26Q (1257.822832 sec): 3 clusters Score: Raw -72844.039427 + Penalty 685.614778 = -72158.424650 nChanged 19 SP:Iteration 27Q (1257.858660 sec): 3 clusters Score: Raw -72854.893957 + Penalty 685.614778 = -72169.279180 nChanged 27 SP:Iteration 28Q (1257.906191 sec): 3 clusters Score: Raw -72877.219733 + Penalty 685.614778 = -72191.604956 nChanged 30 SP:Iteration 29Q (1257.957554 sec): 3 clusters Score: Raw -72899.141959 + Penalty 685.614778 = -72213.527181 nChanged 25 SP:Iteration 30Q (1257.999469 sec): 3 clusters Score: Raw -72914.762495 + Penalty 685.614778 = -72229.147717 nChanged 28 SP:Iteration 31Q (1258.044308 sec): 3 clusters Score: Raw -72929.225445 + Penalty 685.614778 = -72243.610667 nChanged 27 SP:Iteration 32Q (1258.084377 sec): 3 clusters Score: Raw -72944.432797 + Penalty 685.614778 = -72258.818019 nChanged 25 SP:Iteration 33Q (1258.135647 sec): 3 clusters Score: Raw -72958.813549 + Penalty 685.614778 = -72273.198771 nChanged 24 SP:Iteration 34Q (1258.178080 sec): 3 clusters Score: Raw -72970.166696 + Penalty 685.614778 = -72284.551919 nChanged 16 SP:Iteration 35Q (1258.216086 sec): 3 clusters Score: Raw -72977.261672 + Penalty 685.614778 = -72291.646894 nChanged 11 SP:Iteration 36Q (1258.260076 sec): 3 clusters Score: Raw -72982.717360 + Penalty 685.614778 = -72297.102582 nChanged 17 SP:Iteration 37Q (1258.303830 sec): 3 clusters Score: Raw -72989.926545 + Penalty 685.614778 = -72304.311768 nChanged 7 SP:Iteration 38Q (1258.358244 sec): 3 clusters Score: Raw -72992.443267 + Penalty 685.614778 = -72306.828490 nChanged 11 SP:Iteration 39Q (1258.406555 sec): 3 clusters Score: Raw -72997.511864 + Penalty 685.614778 = -72311.897086 nChanged 13 SP:Iteration 40F (1258.459214 sec): 3 clusters Score: Raw -73004.961458 + Penalty 685.614778 = -72319.346680 nChanged 14 SP:Iteration 41Q (1258.509909 sec): 3 clusters Score: Raw -73011.273352 + Penalty 685.614778 = -72325.658574 nChanged 9 SP:Iteration 42Q (1258.550053 sec): 3 clusters Score: Raw -73013.536077 + Penalty 685.614778 = -72327.921299 nChanged 4 SP:Iteration 43Q (1258.604794 sec): 3 clusters Score: Raw -73014.615977 + Penalty 685.614778 = -72329.001199 nChanged 1 SP:Iteration 44Q (1258.643016 sec): 3 clusters Score: Raw -73014.657438 + Penalty 685.614778 = -72329.042660 nChanged 0 SP:Iteration 45F (1258.700759 sec): 3 clusters Score: Raw -73014.657438 + Penalty 685.614778 = -72329.042660 nChanged 0 Trying to split cluster 28 (932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1258.721321 sec): 2 clusters Score: Raw -38888.412954 + Penalty 311.098643 = -38577.314311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1258.767603 sec): 3 clusters Score: Raw -38459.414444 + Penalty 622.197286 = -37837.217158 nChanged 345 SP:Iteration 1F (1258.809953 sec): 3 clusters Score: Raw -38733.780552 + Penalty 622.197286 = -38111.583266 nChanged 108 SP:Iteration 2F (1258.843553 sec): 3 clusters Score: Raw -38851.914174 + Penalty 622.197286 = -38229.716888 nChanged 71 SP:Iteration 3F (1258.874185 sec): 3 clusters Score: Raw -38918.187943 + Penalty 622.197286 = -38295.990657 nChanged 43 SP:Iteration 4Q (1258.919653 sec): 3 clusters Score: Raw -38963.794826 + Penalty 622.197286 = -38341.597540 nChanged 36 SP:Iteration 5Q (1258.964894 sec): 3 clusters Score: Raw -38990.521895 + Penalty 622.197286 = -38368.324609 nChanged 28 SP:Iteration 6Q (1259.009709 sec): 3 clusters Score: Raw -39010.182520 + Penalty 622.197286 = -38387.985234 nChanged 17 SP:Iteration 7Q (1259.059748 sec): 3 clusters Score: Raw -39020.972074 + Penalty 622.197286 = -38398.774787 nChanged 6 SP:Iteration 8Q (1259.102182 sec): 3 clusters Score: Raw -39023.642008 + Penalty 622.197286 = -38401.444722 nChanged 4 SP:Iteration 9Q (1259.146962 sec): 3 clusters Score: Raw -39025.114316 + Penalty 622.197286 = -38402.917030 nChanged 0 SP:Iteration 10F (1259.193098 sec): 3 clusters Score: Raw -39025.114316 + Penalty 622.197286 = -38402.917030 nChanged 0 Trying to split cluster 29 (1458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.211174 sec): 2 clusters Score: Raw -57113.484410 + Penalty 331.459352 = -56782.025059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.257354 sec): 3 clusters Score: Raw -56366.360547 + Penalty 662.918703 = -55703.441844 nChanged 590 SP:Iteration 1F (1259.303986 sec): 3 clusters Score: Raw -56695.717777 + Penalty 662.918703 = -56032.799074 nChanged 104 SP:Iteration 2F (1259.357427 sec): 3 clusters Score: Raw -56763.469988 + Penalty 662.918703 = -56100.551285 nChanged 91 SP:Iteration 3F (1259.400679 sec): 3 clusters Score: Raw -56819.120265 + Penalty 662.918703 = -56156.201562 nChanged 63 SP:Iteration 4Q (1259.442502 sec): 3 clusters Score: Raw -56856.689953 + Penalty 662.918703 = -56193.771250 nChanged 53 SP:Iteration 5Q (1259.485019 sec): 3 clusters Score: Raw -56886.836324 + Penalty 662.918703 = -56223.917621 nChanged 41 SP:Iteration 6Q (1259.530370 sec): 3 clusters Score: Raw -56908.997022 + Penalty 662.918703 = -56246.078319 nChanged 41 SP:Iteration 7Q (1259.569169 sec): 3 clusters Score: Raw -56941.815788 + Penalty 662.918703 = -56278.897085 nChanged 36 SP:Iteration 8Q (1259.608719 sec): 3 clusters Score: Raw -56964.618806 + Penalty 662.918703 = -56301.700103 nChanged 31 SP:Iteration 9Q (1259.651130 sec): 3 clusters Score: Raw -56984.591893 + Penalty 662.918703 = -56321.673190 nChanged 37 SP:Iteration 10Q (1259.690945 sec): 3 clusters Score: Raw -57002.992373 + Penalty 662.918703 = -56340.073670 nChanged 27 SP:Iteration 11Q (1259.746495 sec): 3 clusters Score: Raw -57017.062593 + Penalty 662.918703 = -56354.143890 nChanged 23 SP:Iteration 12Q (1259.792426 sec): 3 clusters Score: Raw -57030.517065 + Penalty 662.918703 = -56367.598362 nChanged 14 SP:Iteration 13Q (1259.829031 sec): 3 clusters Score: Raw -57037.039050 + Penalty 662.918703 = -56374.120347 nChanged 13 SP:Iteration 14Q (1259.876703 sec): 3 clusters Score: Raw -57042.340862 + Penalty 662.918703 = -56379.422159 nChanged 10 SP:Iteration 15Q (1259.926073 sec): 3 clusters Score: Raw -57048.562604 + Penalty 662.918703 = -56385.643901 nChanged 13 SP:Iteration 16Q (1259.968411 sec): 3 clusters Score: Raw -57056.532910 + Penalty 662.918703 = -56393.614207 nChanged 9 SP:Iteration 17Q (1260.016310 sec): 3 clusters Score: Raw -57059.623058 + Penalty 662.918703 = -56396.704355 nChanged 4 SP:Iteration 18Q (1260.047889 sec): 3 clusters Score: Raw -57060.506632 + Penalty 662.918703 = -56397.587929 nChanged 1 SP:Iteration 19Q (1260.096256 sec): 3 clusters Score: Raw -57060.739919 + Penalty 662.918703 = -56397.821216 nChanged 0 SP:Iteration 20F (1260.139203 sec): 3 clusters Score: Raw -57060.739919 + Penalty 662.918703 = -56397.821216 nChanged 0 Trying to split cluster 30 (639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1260.166770 sec): 2 clusters Score: Raw -28845.960127 + Penalty 293.925653 = -28552.034474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1260.211765 sec): 3 clusters Score: Raw -28542.513012 + Penalty 587.851305 = -27954.661706 nChanged 243 SP:Iteration 1F (1260.255456 sec): 3 clusters Score: Raw -28679.110107 + Penalty 587.851305 = -28091.258802 nChanged 53 SP:Iteration 2F (1260.306420 sec): 3 clusters Score: Raw -28718.576430 + Penalty 587.851305 = -28130.725124 nChanged 37 SP:Iteration 3F (1260.347460 sec): 3 clusters Score: Raw -28739.246023 + Penalty 587.851305 = -28151.394718 nChanged 27 SP:Iteration 4Q (1260.386393 sec): 3 clusters Score: Raw -28757.078691 + Penalty 587.851305 = -28169.227386 nChanged 12 SP:Iteration 5Q (1260.429656 sec): 3 clusters Score: Raw -28764.355808 + Penalty 587.851305 = -28176.504503 nChanged 14 SP:Iteration 6Q (1260.485018 sec): 3 clusters Score: Raw -28772.053338 + Penalty 587.851305 = -28184.202032 nChanged 15 SP:Iteration 7Q (1260.525069 sec): 3 clusters Score: Raw -28777.950682 + Penalty 587.851305 = -28190.099376 nChanged 10 SP:Iteration 8Q (1260.572228 sec): 3 clusters Score: Raw -28781.106273 + Penalty 587.851305 = -28193.254967 nChanged 7 SP:Iteration 9Q (1260.621106 sec): 3 clusters Score: Raw -28786.606433 + Penalty 587.851305 = -28198.755128 nChanged 8 SP:Iteration 10Q (1260.660325 sec): 3 clusters Score: Raw -28792.587761 + Penalty 587.851305 = -28204.736455 nChanged 9 SP:Iteration 11Q (1260.706303 sec): 3 clusters Score: Raw -28799.923923 + Penalty 587.851305 = -28212.072618 nChanged 7 SP:Iteration 12Q (1260.760855 sec): 3 clusters Score: Raw -28802.500696 + Penalty 587.851305 = -28214.649391 nChanged 3 SP:Iteration 13Q (1260.800529 sec): 3 clusters Score: Raw -28803.655007 + Penalty 587.851305 = -28215.803702 nChanged 2 SP:Iteration 14Q (1260.849669 sec): 3 clusters Score: Raw -28805.614351 + Penalty 587.851305 = -28217.763045 nChanged 7 SP:Iteration 15Q (1260.903814 sec): 3 clusters Score: Raw -28807.537803 + Penalty 587.851305 = -28219.686498 nChanged 2 SP:Iteration 16Q (1260.955151 sec): 3 clusters Score: Raw -28808.535629 + Penalty 587.851305 = -28220.684323 nChanged 1 SP:Iteration 17Q (1261.002930 sec): 3 clusters Score: Raw -28808.829845 + Penalty 587.851305 = -28220.978540 nChanged 1 SP:Iteration 18Q (1261.038288 sec): 3 clusters Score: Raw -28808.886507 + Penalty 587.851305 = -28221.035202 nChanged 1 SP:Iteration 19Q (1261.083357 sec): 3 clusters Score: Raw -28809.219994 + Penalty 587.851305 = -28221.368689 nChanged 0 SP:Iteration 20F (1261.127137 sec): 3 clusters Score: Raw -28809.219994 + Penalty 587.851305 = -28221.368689 nChanged 0 Trying to split cluster 31 (9665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1261.158411 sec): 2 clusters Score: Raw -392864.867440 + Penalty 417.520121 = -392447.347319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1261.219327 sec): 3 clusters Score: Raw -386889.722892 + Penalty 835.040242 = -386054.682650 nChanged 4417 SP:Iteration 1F (1261.264071 sec): 3 clusters Score: Raw -389409.920899 + Penalty 835.040242 = -388574.880657 nChanged 680 SP:Iteration 2F (1261.327392 sec): 3 clusters Score: Raw -389847.444897 + Penalty 835.040242 = -389012.404656 nChanged 749 SP:Iteration 3F (1261.379937 sec): 3 clusters Score: Raw -390403.209062 + Penalty 835.040242 = -389568.168820 nChanged 763 SP:Iteration 4F (1261.421191 sec): 3 clusters Score: Raw -390986.857768 + Penalty 835.040242 = -390151.817527 nChanged 661 SP:Iteration 5F (1261.483155 sec): 3 clusters Score: Raw -391508.639108 + Penalty 835.040242 = -390673.598867 nChanged 562 SP:Iteration 6F (1261.532329 sec): 3 clusters Score: Raw -391885.525731 + Penalty 835.040242 = -391050.485489 nChanged 422 SP:Iteration 7Q (1261.588153 sec): 3 clusters Score: Raw -392178.109530 + Penalty 835.040242 = -391343.069288 nChanged 350 SP:Iteration 8Q (1261.633542 sec): 3 clusters Score: Raw -392406.470808 + Penalty 835.040242 = -391571.430567 nChanged 310 SP:Iteration 9Q (1261.688211 sec): 3 clusters Score: Raw -392598.079692 + Penalty 835.040242 = -391763.039450 nChanged 247 SP:Iteration 10Q (1261.736798 sec): 3 clusters Score: Raw -392737.395040 + Penalty 835.040242 = -391902.354798 nChanged 206 SP:Iteration 11Q (1261.792469 sec): 3 clusters Score: Raw -392848.193938 + Penalty 835.040242 = -392013.153697 nChanged 206 SP:Iteration 12Q (1261.846448 sec): 3 clusters Score: Raw -392972.033342 + Penalty 835.040242 = -392136.993100 nChanged 205 SP:Iteration 13Q (1261.904872 sec): 3 clusters Score: Raw -393101.079928 + Penalty 835.040242 = -392266.039687 nChanged 210 SP:Iteration 14Q (1261.958631 sec): 3 clusters Score: Raw -393259.642025 + Penalty 835.040242 = -392424.601783 nChanged 211 SP:Iteration 15Q (1262.017289 sec): 3 clusters Score: Raw -393440.852509 + Penalty 835.040242 = -392605.812267 nChanged 232 SP:Iteration 16Q (1262.062589 sec): 3 clusters Score: Raw -393654.867133 + Penalty 835.040242 = -392819.826891 nChanged 189 SP:Iteration 17Q (1262.110292 sec): 3 clusters Score: Raw -393792.041561 + Penalty 835.040242 = -392957.001319 nChanged 140 SP:Iteration 18Q (1262.166977 sec): 3 clusters Score: Raw -393866.255046 + Penalty 835.040242 = -393031.214804 nChanged 86 SP:Iteration 19Q (1262.219728 sec): 3 clusters Score: Raw -393897.213937 + Penalty 835.040242 = -393062.173696 nChanged 57 SP:Iteration 20F (1262.268595 sec): 3 clusters Score: Raw -393910.946877 + Penalty 835.040242 = -393075.906635 nChanged 44 SP:Iteration 21Q (1262.329590 sec): 3 clusters Score: Raw -393917.811290 + Penalty 835.040242 = -393082.771049 nChanged 26 SP:Iteration 22Q (1262.372224 sec): 3 clusters Score: Raw -393920.869778 + Penalty 835.040242 = -393085.829537 nChanged 17 SP:Iteration 23Q (1262.427278 sec): 3 clusters Score: Raw -393922.864565 + Penalty 835.040242 = -393087.824324 nChanged 22 SP:Iteration 24Q (1262.479418 sec): 3 clusters Score: Raw -393925.686056 + Penalty 835.040242 = -393090.645814 nChanged 16 SP:Iteration 25Q (1262.541363 sec): 3 clusters Score: Raw -393927.543225 + Penalty 835.040242 = -393092.502983 nChanged 9 SP:Iteration 26Q (1262.579294 sec): 3 clusters Score: Raw -393928.223290 + Penalty 835.040242 = -393093.183048 nChanged 8 SP:Iteration 27Q (1262.646319 sec): 3 clusters Score: Raw -393928.896915 + Penalty 835.040242 = -393093.856673 nChanged 5 SP:Iteration 28Q (1262.691084 sec): 3 clusters Score: Raw -393929.133769 + Penalty 835.040242 = -393094.093527 nChanged 3 SP:Iteration 29Q (1262.758370 sec): 3 clusters Score: Raw -393929.267632 + Penalty 835.040242 = -393094.227390 nChanged 2 SP:Iteration 30Q (1262.809309 sec): 3 clusters Score: Raw -393929.395174 + Penalty 835.040242 = -393094.354932 nChanged 4 SP:Iteration 31Q (1262.859123 sec): 3 clusters Score: Raw -393929.661715 + Penalty 835.040242 = -393094.621473 nChanged 5 SP:Iteration 32Q (1262.915685 sec): 3 clusters Score: Raw -393930.152117 + Penalty 835.040242 = -393095.111875 nChanged 8 SP:Iteration 33Q (1262.970512 sec): 3 clusters Score: Raw -393930.757339 + Penalty 835.040242 = -393095.717097 nChanged 5 SP:Iteration 34Q (1263.015849 sec): 3 clusters Score: Raw -393931.011860 + Penalty 835.040242 = -393095.971618 nChanged 6 SP:Iteration 35Q (1263.073043 sec): 3 clusters Score: Raw -393931.655041 + Penalty 835.040242 = -393096.614800 nChanged 6 SP:Iteration 36Q (1263.126879 sec): 3 clusters Score: Raw -393932.014829 + Penalty 835.040242 = -393096.974587 nChanged 6 SP:Iteration 37Q (1263.173290 sec): 3 clusters Score: Raw -393932.267507 + Penalty 835.040242 = -393097.227266 nChanged 5 SP:Iteration 38Q (1263.221609 sec): 3 clusters Score: Raw -393932.436771 + Penalty 835.040242 = -393097.396529 nChanged 2 SP:Iteration 39Q (1263.278938 sec): 3 clusters Score: Raw -393932.501557 + Penalty 835.040242 = -393097.461315 nChanged 2 SP:Iteration 40F (1263.335318 sec): 3 clusters Score: Raw -393932.635748 + Penalty 835.040242 = -393097.595506 nChanged 0 Score: Raw -6284149.466287 + Penalty 20816.486828 = -6263332.979459 Splitting cluster 31 changes total score from -6262176.860609 to -6263332.979459 So it's getting split into cluster 38. Trying to split cluster 32 (35752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1266.197303 sec): 2 clusters Score: Raw -1441706.379237 + Penalty 477.038448 = -1441229.340790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1266.278594 sec): 3 clusters Score: Raw -1418414.258799 + Penalty 954.076896 = -1417460.181903 nChanged 17092 SP:Iteration 1F (1266.348621 sec): 3 clusters Score: Raw -1428920.820510 + Penalty 954.076896 = -1427966.743614 nChanged 1820 SP:Iteration 2F (1266.421594 sec): 3 clusters Score: Raw -1429698.960458 + Penalty 954.076896 = -1428744.883563 nChanged 2017 SP:Iteration 3F (1266.502579 sec): 3 clusters Score: Raw -1430738.860856 + Penalty 954.076896 = -1429784.783960 nChanged 2079 SP:Iteration 4F (1266.569832 sec): 3 clusters Score: Raw -1431999.206954 + Penalty 954.076896 = -1431045.130059 nChanged 2201 SP:Iteration 5F (1266.654761 sec): 3 clusters Score: Raw -1433410.832417 + Penalty 954.076896 = -1432456.755521 nChanged 2079 SP:Iteration 6F (1266.733176 sec): 3 clusters Score: Raw -1434765.975326 + Penalty 954.076896 = -1433811.898430 nChanged 1810 SP:Iteration 7F (1266.810603 sec): 3 clusters Score: Raw -1435761.607477 + Penalty 954.076896 = -1434807.530582 nChanged 1327 SP:Iteration 8Q (1266.892516 sec): 3 clusters Score: Raw -1436268.999746 + Penalty 954.076896 = -1435314.922850 nChanged 872 SP:Iteration 9Q (1266.974899 sec): 3 clusters Score: Raw -1436462.384004 + Penalty 954.076896 = -1435508.307108 nChanged 513 SP:Iteration 10Q (1267.062928 sec): 3 clusters Score: Raw -1436560.431845 + Penalty 954.076896 = -1435606.354949 nChanged 391 SP:Iteration 11Q (1267.146694 sec): 3 clusters Score: Raw -1436636.602727 + Penalty 954.076896 = -1435682.525831 nChanged 397 SP:Iteration 12Q (1267.231389 sec): 3 clusters Score: Raw -1436731.878953 + Penalty 954.076896 = -1435777.802057 nChanged 429 SP:Iteration 13Q (1267.315197 sec): 3 clusters Score: Raw -1436837.335411 + Penalty 954.076896 = -1435883.258516 nChanged 471 SP:Iteration 14Q (1267.395760 sec): 3 clusters Score: Raw -1436962.144967 + Penalty 954.076896 = -1436008.068071 nChanged 545 SP:Iteration 15Q (1267.477918 sec): 3 clusters Score: Raw -1437125.081879 + Penalty 954.076896 = -1436171.004984 nChanged 600 SP:Iteration 16Q (1267.558997 sec): 3 clusters Score: Raw -1437322.124416 + Penalty 954.076896 = -1436368.047520 nChanged 655 SP:Iteration 17Q (1267.640575 sec): 3 clusters Score: Raw -1437582.448723 + Penalty 954.076896 = -1436628.371827 nChanged 721 SP:Iteration 18Q (1267.717879 sec): 3 clusters Score: Raw -1437896.016323 + Penalty 954.076896 = -1436941.939427 nChanged 726 SP:Iteration 19Q (1267.797465 sec): 3 clusters Score: Raw -1438216.730356 + Penalty 954.076896 = -1437262.653460 nChanged 766 SP:Iteration 20F (1267.867434 sec): 3 clusters Score: Raw -1438565.820058 + Penalty 954.076896 = -1437611.743163 nChanged 720 SP:Iteration 21Q (1267.941438 sec): 3 clusters Score: Raw -1438900.057657 + Penalty 954.076896 = -1437945.980761 nChanged 686 SP:Iteration 22Q (1268.020741 sec): 3 clusters Score: Raw -1439206.400934 + Penalty 954.076896 = -1438252.324039 nChanged 621 SP:Iteration 23Q (1268.096179 sec): 3 clusters Score: Raw -1439474.858512 + Penalty 954.076896 = -1438520.781616 nChanged 572 SP:Iteration 24Q (1268.177530 sec): 3 clusters Score: Raw -1439706.608238 + Penalty 954.076896 = -1438752.531342 nChanged 508 SP:Iteration 25Q (1268.248634 sec): 3 clusters Score: Raw -1439927.152983 + Penalty 954.076896 = -1438973.076088 nChanged 505 SP:Iteration 26Q (1268.328668 sec): 3 clusters Score: Raw -1440153.484655 + Penalty 954.076896 = -1439199.407759 nChanged 480 SP:Iteration 27Q (1268.401926 sec): 3 clusters Score: Raw -1440383.807064 + Penalty 954.076896 = -1439429.730169 nChanged 429 SP:Iteration 28Q (1268.477481 sec): 3 clusters Score: Raw -1440596.947357 + Penalty 954.076896 = -1439642.870462 nChanged 415 SP:Iteration 29Q (1268.551169 sec): 3 clusters Score: Raw -1440800.568234 + Penalty 954.076896 = -1439846.491339 nChanged 383 SP:Iteration 30Q (1268.621457 sec): 3 clusters Score: Raw -1440973.880037 + Penalty 954.076896 = -1440019.803141 nChanged 337 SP:Iteration 31Q (1268.695257 sec): 3 clusters Score: Raw -1441119.603256 + Penalty 954.076896 = -1440165.526361 nChanged 309 SP:Iteration 32Q (1268.767277 sec): 3 clusters Score: Raw -1441238.015241 + Penalty 954.076896 = -1440283.938346 nChanged 258 SP:Iteration 33Q (1268.846915 sec): 3 clusters Score: Raw -1441317.614152 + Penalty 954.076896 = -1440363.537256 nChanged 217 SP:Iteration 34Q (1268.922676 sec): 3 clusters Score: Raw -1441377.431308 + Penalty 954.076896 = -1440423.354413 nChanged 203 SP:Iteration 35Q (1269.000921 sec): 3 clusters Score: Raw -1441428.114219 + Penalty 954.076896 = -1440474.037324 nChanged 196 SP:Iteration 36Q (1269.078826 sec): 3 clusters Score: Raw -1441476.813462 + Penalty 954.076896 = -1440522.736567 nChanged 185 SP:Iteration 37Q (1269.152844 sec): 3 clusters Score: Raw -1441521.629768 + Penalty 954.076896 = -1440567.552872 nChanged 161 SP:Iteration 38Q (1269.227819 sec): 3 clusters Score: Raw -1441556.987622 + Penalty 954.076896 = -1440602.910726 nChanged 138 SP:Iteration 39Q (1269.302332 sec): 3 clusters Score: Raw -1441583.183678 + Penalty 954.076896 = -1440629.106783 nChanged 109 SP:Iteration 40F (1269.374509 sec): 3 clusters Score: Raw -1441604.973629 + Penalty 954.076896 = -1440650.896734 nChanged 110 SP:Iteration 41Q (1269.447175 sec): 3 clusters Score: Raw -1441625.573926 + Penalty 954.076896 = -1440671.497031 nChanged 98 SP:Iteration 42Q (1269.523101 sec): 3 clusters Score: Raw -1441640.908253 + Penalty 954.076896 = -1440686.831357 nChanged 77 SP:Iteration 43Q (1269.596997 sec): 3 clusters Score: Raw -1441652.445678 + Penalty 954.076896 = -1440698.368782 nChanged 74 SP:Iteration 44Q (1269.674939 sec): 3 clusters Score: Raw -1441664.951608 + Penalty 954.076896 = -1440710.874712 nChanged 78 SP:Iteration 45Q (1269.750009 sec): 3 clusters Score: Raw -1441679.087773 + Penalty 954.076896 = -1440725.010877 nChanged 86 SP:Iteration 46Q (1269.831538 sec): 3 clusters Score: Raw -1441694.105416 + Penalty 954.076896 = -1440740.028520 nChanged 69 SP:Iteration 47Q (1269.909294 sec): 3 clusters Score: Raw -1441705.422832 + Penalty 954.076896 = -1440751.345936 nChanged 66 SP:Iteration 48Q (1269.985864 sec): 3 clusters Score: Raw -1441715.483903 + Penalty 954.076896 = -1440761.407007 nChanged 68 SP:Iteration 49Q (1270.061424 sec): 3 clusters Score: Raw -1441726.643380 + Penalty 954.076896 = -1440772.566484 nChanged 70 SP:Iteration 50Q (1270.133571 sec): 3 clusters Score: Raw -1441740.037432 + Penalty 954.076896 = -1440785.960537 nChanged 65 SP:Iteration 51Q (1270.208159 sec): 3 clusters Score: Raw -1441750.440898 + Penalty 954.076896 = -1440796.364002 nChanged 60 SP:Iteration 52Q (1270.282931 sec): 3 clusters Score: Raw -1441757.467834 + Penalty 954.076896 = -1440803.390938 nChanged 34 SP:Iteration 53Q (1270.348936 sec): 3 clusters Score: Raw -1441761.488758 + Penalty 954.076896 = -1440807.411862 nChanged 35 SP:Iteration 54Q (1270.422181 sec): 3 clusters Score: Raw -1441766.156888 + Penalty 954.076896 = -1440812.079992 nChanged 40 SP:Iteration 55Q (1270.498219 sec): 3 clusters Score: Raw -1441770.440111 + Penalty 954.076896 = -1440816.363215 nChanged 40 SP:Iteration 56Q (1270.568170 sec): 3 clusters Score: Raw -1441775.357838 + Penalty 954.076896 = -1440821.280943 nChanged 40 SP:Iteration 57Q (1270.655177 sec): 3 clusters Score: Raw -1441781.692581 + Penalty 954.076896 = -1440827.615685 nChanged 43 SP:Iteration 58Q (1270.724673 sec): 3 clusters Score: Raw -1441787.163763 + Penalty 954.076896 = -1440833.086867 nChanged 36 SP:Iteration 59Q (1270.788904 sec): 3 clusters Score: Raw -1441791.960647 + Penalty 954.076896 = -1440837.883752 nChanged 31 SP:Iteration 60F (1270.875152 sec): 3 clusters Score: Raw -1441795.851590 + Penalty 954.076896 = -1440841.774694 nChanged 31 SP:Iteration 61Q (1270.945387 sec): 3 clusters Score: Raw -1441801.014571 + Penalty 954.076896 = -1440846.937676 nChanged 36 SP:Iteration 62Q (1271.001021 sec): 3 clusters Score: Raw -1441806.359307 + Penalty 954.076896 = -1440852.282411 nChanged 36 SP:Iteration 63Q (1271.074814 sec): 3 clusters Score: Raw -1441811.023816 + Penalty 954.076896 = -1440856.946920 nChanged 31 SP:Iteration 64Q (1271.154152 sec): 3 clusters Score: Raw -1441814.731273 + Penalty 954.076896 = -1440860.654377 nChanged 21 SP:Iteration 65Q (1271.226953 sec): 3 clusters Score: Raw -1441816.579022 + Penalty 954.076896 = -1440862.502126 nChanged 22 SP:Iteration 66Q (1271.304617 sec): 3 clusters Score: Raw -1441818.800208 + Penalty 954.076896 = -1440864.723312 nChanged 18 SP:Iteration 67Q (1271.377020 sec): 3 clusters Score: Raw -1441821.383469 + Penalty 954.076896 = -1440867.306573 nChanged 27 SP:Iteration 68Q (1271.449754 sec): 3 clusters Score: Raw -1441825.957760 + Penalty 954.076896 = -1440871.880865 nChanged 31 SP:Iteration 69Q (1271.524482 sec): 3 clusters Score: Raw -1441831.961616 + Penalty 954.076896 = -1440877.884720 nChanged 34 SP:Iteration 70Q (1271.597512 sec): 3 clusters Score: Raw -1441837.827817 + Penalty 954.076896 = -1440883.750922 nChanged 34 SP:Iteration 71Q (1271.667834 sec): 3 clusters Score: Raw -1441844.288410 + Penalty 954.076896 = -1440890.211514 nChanged 34 SP:Iteration 72Q (1271.738034 sec): 3 clusters Score: Raw -1441850.445601 + Penalty 954.076896 = -1440896.368705 nChanged 28 SP:Iteration 73Q (1271.816180 sec): 3 clusters Score: Raw -1441855.254687 + Penalty 954.076896 = -1440901.177792 nChanged 18 SP:Iteration 74Q (1271.889501 sec): 3 clusters Score: Raw -1441857.581323 + Penalty 954.076896 = -1440903.504427 nChanged 20 SP:Iteration 75Q (1271.962901 sec): 3 clusters Score: Raw -1441859.413638 + Penalty 954.076896 = -1440905.336743 nChanged 16 SP:Iteration 76Q (1272.035366 sec): 3 clusters Score: Raw -1441860.515485 + Penalty 954.076896 = -1440906.438589 nChanged 11 SP:Iteration 77Q (1272.106757 sec): 3 clusters Score: Raw -1441861.318134 + Penalty 954.076896 = -1440907.241238 nChanged 10 SP:Iteration 78Q (1272.192076 sec): 3 clusters Score: Raw -1441862.141136 + Penalty 954.076896 = -1440908.064240 nChanged 12 SP:Iteration 79Q (1272.266329 sec): 3 clusters Score: Raw -1441863.576881 + Penalty 954.076896 = -1440909.499985 nChanged 11 SP:Iteration 80F (1272.347136 sec): 3 clusters Score: Raw -1441864.972757 + Penalty 954.076896 = -1440910.895862 nChanged 13 SP:Iteration 81Q (1272.401850 sec): 3 clusters Score: Raw -1441866.308310 + Penalty 954.076896 = -1440912.231415 nChanged 7 SP:Iteration 82Q (1272.481724 sec): 3 clusters Score: Raw -1441867.539802 + Penalty 954.076896 = -1440913.462906 nChanged 9 SP:Iteration 83Q (1272.550089 sec): 3 clusters Score: Raw -1441868.428186 + Penalty 954.076896 = -1440914.351290 nChanged 7 SP:Iteration 84Q (1272.628750 sec): 3 clusters Score: Raw -1441869.252953 + Penalty 954.076896 = -1440915.176058 nChanged 8 SP:Iteration 85Q (1272.706471 sec): 3 clusters Score: Raw -1441870.041133 + Penalty 954.076896 = -1440915.964238 nChanged 10 SP:Iteration 86Q (1272.778864 sec): 3 clusters Score: Raw -1441870.796632 + Penalty 954.076896 = -1440916.719736 nChanged 5 SP:Iteration 87Q (1272.853193 sec): 3 clusters Score: Raw -1441871.063609 + Penalty 954.076896 = -1440916.986713 nChanged 3 SP:Iteration 88Q (1272.926582 sec): 3 clusters Score: Raw -1441871.283321 + Penalty 954.076896 = -1440917.206425 nChanged 3 SP:Iteration 89Q (1273.002441 sec): 3 clusters Score: Raw -1441871.732502 + Penalty 954.076896 = -1440917.655606 nChanged 5 SP:Iteration 90Q (1273.075259 sec): 3 clusters Score: Raw -1441872.034446 + Penalty 954.076896 = -1440917.957550 nChanged 7 SP:Iteration 91Q (1273.148074 sec): 3 clusters Score: Raw -1441872.804852 + Penalty 954.076896 = -1440918.727957 nChanged 9 SP:Iteration 92Q (1273.223481 sec): 3 clusters Score: Raw -1441873.431278 + Penalty 954.076896 = -1440919.354383 nChanged 8 SP:Iteration 93Q (1273.300700 sec): 3 clusters Score: Raw -1441873.920671 + Penalty 954.076896 = -1440919.843776 nChanged 4 SP:Iteration 94Q (1273.373709 sec): 3 clusters Score: Raw -1441874.179098 + Penalty 954.076896 = -1440920.102202 nChanged 4 SP:Iteration 95Q (1273.455480 sec): 3 clusters Score: Raw -1441874.512289 + Penalty 954.076896 = -1440920.435393 nChanged 6 SP:Iteration 96Q (1273.533855 sec): 3 clusters Score: Raw -1441874.890683 + Penalty 954.076896 = -1440920.813788 nChanged 4 SP:Iteration 97Q (1273.606723 sec): 3 clusters Score: Raw -1441875.197780 + Penalty 954.076896 = -1440921.120885 nChanged 4 SP:Iteration 98Q (1273.683874 sec): 3 clusters Score: Raw -1441875.609857 + Penalty 954.076896 = -1440921.532961 nChanged 5 SP:Iteration 99Q (1273.756701 sec): 3 clusters Score: Raw -1441875.941193 + Penalty 954.076896 = -1440921.864297 nChanged 5 SP:Iteration 100F (1273.821364 sec): 3 clusters Score: Raw -1441876.321518 + Penalty 954.076896 = -1440922.244622 nChanged 4 SP:Iteration 101Q (1273.899311 sec): 3 clusters Score: Raw -1441876.711751 + Penalty 954.076896 = -1440922.634856 nChanged 4 SP:Iteration 102Q (1273.971934 sec): 3 clusters Score: Raw -1441877.034460 + Penalty 954.076896 = -1440922.957564 nChanged 2 SP:Iteration 103Q (1274.044365 sec): 3 clusters Score: Raw -1441877.163650 + Penalty 954.076896 = -1440923.086755 nChanged 2 SP:Iteration 104Q (1274.121358 sec): 3 clusters Score: Raw -1441877.192705 + Penalty 954.076896 = -1440923.115809 nChanged 2 SP:Iteration 105Q (1274.196496 sec): 3 clusters Score: Raw -1441877.267910 + Penalty 954.076896 = -1440923.191015 nChanged 1 SP:Iteration 106Q (1274.271198 sec): 3 clusters Score: Raw -1441877.282961 + Penalty 954.076896 = -1440923.206065 nChanged 0 SP:Iteration 107F (1274.344986 sec): 3 clusters Score: Raw -1441877.282961 + Penalty 954.076896 = -1440923.206065 nChanged 0 Trying to split cluster 33 (7408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1274.385057 sec): 2 clusters Score: Raw -298078.032976 + Penalty 405.419368 = -297672.613609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1274.426512 sec): 3 clusters Score: Raw -293497.298698 + Penalty 810.838736 = -292686.459962 nChanged 3400 SP:Iteration 1F (1274.468963 sec): 3 clusters Score: Raw -295652.404085 + Penalty 810.838736 = -294841.565350 nChanged 519 SP:Iteration 2F (1274.521900 sec): 3 clusters Score: Raw -295942.370233 + Penalty 810.838736 = -295131.531497 nChanged 483 SP:Iteration 3F (1274.578057 sec): 3 clusters Score: Raw -296247.376796 + Penalty 810.838736 = -295436.538060 nChanged 450 SP:Iteration 4F (1274.625748 sec): 3 clusters Score: Raw -296556.583000 + Penalty 810.838736 = -295745.744264 nChanged 431 SP:Iteration 5F (1274.685351 sec): 3 clusters Score: Raw -296840.573706 + Penalty 810.838736 = -296029.734970 nChanged 336 SP:Iteration 6Q (1274.729928 sec): 3 clusters Score: Raw -297042.089584 + Penalty 810.838736 = -296231.250848 nChanged 252 SP:Iteration 7Q (1274.784817 sec): 3 clusters Score: Raw -297165.189682 + Penalty 810.838736 = -296354.350947 nChanged 192 SP:Iteration 8Q (1274.838567 sec): 3 clusters Score: Raw -297235.032923 + Penalty 810.838736 = -296424.194187 nChanged 126 SP:Iteration 9Q (1274.896945 sec): 3 clusters Score: Raw -297264.669658 + Penalty 810.838736 = -296453.830923 nChanged 88 SP:Iteration 10Q (1274.946120 sec): 3 clusters Score: Raw -297290.904325 + Penalty 810.838736 = -296480.065590 nChanged 104 SP:Iteration 11Q (1275.007738 sec): 3 clusters Score: Raw -297320.447711 + Penalty 810.838736 = -296509.608975 nChanged 84 SP:Iteration 12Q (1275.051623 sec): 3 clusters Score: Raw -297346.935080 + Penalty 810.838736 = -296536.096345 nChanged 98 SP:Iteration 13Q (1275.108573 sec): 3 clusters Score: Raw -297374.095262 + Penalty 810.838736 = -296563.256526 nChanged 88 SP:Iteration 14Q (1275.170352 sec): 3 clusters Score: Raw -297395.949188 + Penalty 810.838736 = -296585.110453 nChanged 89 SP:Iteration 15Q (1275.220359 sec): 3 clusters Score: Raw -297423.462753 + Penalty 810.838736 = -296612.624017 nChanged 92 SP:Iteration 16Q (1275.278947 sec): 3 clusters Score: Raw -297451.265300 + Penalty 810.838736 = -296640.426565 nChanged 86 SP:Iteration 17Q (1275.322528 sec): 3 clusters Score: Raw -297475.140078 + Penalty 810.838736 = -296664.301342 nChanged 84 SP:Iteration 18Q (1275.373710 sec): 3 clusters Score: Raw -297505.129140 + Penalty 810.838736 = -296694.290405 nChanged 84 SP:Iteration 19Q (1275.429791 sec): 3 clusters Score: Raw -297533.360535 + Penalty 810.838736 = -296722.521799 nChanged 74 SP:Iteration 20F (1275.485782 sec): 3 clusters Score: Raw -297557.093157 + Penalty 810.838736 = -296746.254422 nChanged 69 SP:Iteration 21Q (1275.538433 sec): 3 clusters Score: Raw -297583.611814 + Penalty 810.838736 = -296772.773078 nChanged 89 SP:Iteration 22Q (1275.592686 sec): 3 clusters Score: Raw -297623.251914 + Penalty 810.838736 = -296812.413178 nChanged 88 SP:Iteration 23Q (1275.640256 sec): 3 clusters Score: Raw -297663.671457 + Penalty 810.838736 = -296852.832722 nChanged 100 SP:Iteration 24Q (1275.686829 sec): 3 clusters Score: Raw -297705.882603 + Penalty 810.838736 = -296895.043868 nChanged 99 SP:Iteration 25Q (1275.738661 sec): 3 clusters Score: Raw -297752.521067 + Penalty 810.838736 = -296941.682331 nChanged 88 SP:Iteration 26Q (1275.785616 sec): 3 clusters Score: Raw -297798.150897 + Penalty 810.838736 = -296987.312161 nChanged 86 SP:Iteration 27Q (1275.837992 sec): 3 clusters Score: Raw -297846.252996 + Penalty 810.838736 = -297035.414261 nChanged 92 SP:Iteration 28Q (1275.881205 sec): 3 clusters Score: Raw -297902.290344 + Penalty 810.838736 = -297091.451609 nChanged 102 SP:Iteration 29Q (1275.928395 sec): 3 clusters Score: Raw -297970.543731 + Penalty 810.838736 = -297159.704995 nChanged 103 SP:Iteration 30Q (1275.983171 sec): 3 clusters Score: Raw -298039.318874 + Penalty 810.838736 = -297228.480138 nChanged 79 SP:Iteration 31Q (1276.038181 sec): 3 clusters Score: Raw -298100.800839 + Penalty 810.838736 = -297289.962104 nChanged 78 SP:Iteration 32Q (1276.089278 sec): 3 clusters Score: Raw -298160.011669 + Penalty 810.838736 = -297349.172934 nChanged 76 SP:Iteration 33Q (1276.139365 sec): 3 clusters Score: Raw -298220.290071 + Penalty 810.838736 = -297409.451336 nChanged 51 SP:Iteration 34Q (1276.193080 sec): 3 clusters Score: Raw -298269.688762 + Penalty 810.838736 = -297458.850026 nChanged 51 SP:Iteration 35Q (1276.243859 sec): 3 clusters Score: Raw -298316.901367 + Penalty 810.838736 = -297506.062632 nChanged 45 SP:Iteration 36Q (1276.294805 sec): 3 clusters Score: Raw -298347.622630 + Penalty 810.838736 = -297536.783894 nChanged 29 SP:Iteration 37Q (1276.342258 sec): 3 clusters Score: Raw -298360.251795 + Penalty 810.838736 = -297549.413060 nChanged 21 SP:Iteration 38Q (1276.406530 sec): 3 clusters Score: Raw -298368.443592 + Penalty 810.838736 = -297557.604856 nChanged 16 SP:Iteration 39Q (1276.462086 sec): 3 clusters Score: Raw -298373.332659 + Penalty 810.838736 = -297562.493923 nChanged 10 SP:Iteration 40F (1276.510082 sec): 3 clusters Score: Raw -298376.121772 + Penalty 810.838736 = -297565.283036 nChanged 14 SP:Iteration 41Q (1276.561885 sec): 3 clusters Score: Raw -298380.045113 + Penalty 810.838736 = -297569.206378 nChanged 13 SP:Iteration 42Q (1276.603081 sec): 3 clusters Score: Raw -298383.015480 + Penalty 810.838736 = -297572.176744 nChanged 3 SP:Iteration 43Q (1276.656499 sec): 3 clusters Score: Raw -298383.477536 + Penalty 810.838736 = -297572.638801 nChanged 1 SP:Iteration 44Q (1276.706462 sec): 3 clusters Score: Raw -298383.924704 + Penalty 810.838736 = -297573.085968 nChanged 2 SP:Iteration 45Q (1276.755212 sec): 3 clusters Score: Raw -298384.224461 + Penalty 810.838736 = -297573.385726 nChanged 3 SP:Iteration 46Q (1276.805059 sec): 3 clusters Score: Raw -298385.130537 + Penalty 810.838736 = -297574.291801 nChanged 3 SP:Iteration 47Q (1276.851009 sec): 3 clusters Score: Raw -298385.540948 + Penalty 810.838736 = -297574.702212 nChanged 2 SP:Iteration 48Q (1276.904236 sec): 3 clusters Score: Raw -298385.828717 + Penalty 810.838736 = -297574.989981 nChanged 1 SP:Iteration 49Q (1276.955833 sec): 3 clusters Score: Raw -298386.016026 + Penalty 810.838736 = -297575.177290 nChanged 2 SP:Iteration 50Q (1276.997844 sec): 3 clusters Score: Raw -298386.288483 + Penalty 810.838736 = -297575.449747 nChanged 1 SP:Iteration 51Q (1277.054228 sec): 3 clusters Score: Raw -298386.408774 + Penalty 810.838736 = -297575.570038 nChanged 1 SP:Iteration 52Q (1277.104914 sec): 3 clusters Score: Raw -298386.492675 + Penalty 810.838736 = -297575.653939 nChanged 0 SP:Iteration 53F (1277.142436 sec): 3 clusters Score: Raw -298386.492675 + Penalty 810.838736 = -297575.653939 nChanged 0 Trying to split cluster 34 (702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1277.165216 sec): 2 clusters Score: Raw -30421.840350 + Penalty 298.203970 = -30123.636380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1277.193227 sec): 3 clusters Score: Raw -30107.913963 + Penalty 596.407940 = -29511.506023 nChanged 265 SP:Iteration 1F (1277.227558 sec): 3 clusters Score: Raw -30279.191435 + Penalty 596.407940 = -29682.783495 nChanged 52 SP:Iteration 2F (1277.270103 sec): 3 clusters Score: Raw -30313.423513 + Penalty 596.407940 = -29717.015573 nChanged 30 SP:Iteration 3Q (1277.298700 sec): 3 clusters Score: Raw -30333.490700 + Penalty 596.407940 = -29737.082761 nChanged 25 SP:Iteration 4Q (1277.327509 sec): 3 clusters Score: Raw -30346.038350 + Penalty 596.407940 = -29749.630411 nChanged 16 SP:Iteration 5Q (1277.365248 sec): 3 clusters Score: Raw -30358.606907 + Penalty 596.407940 = -29762.198967 nChanged 16 SP:Iteration 6Q (1277.405275 sec): 3 clusters Score: Raw -30373.700457 + Penalty 596.407940 = -29777.292517 nChanged 16 SP:Iteration 7Q (1277.456243 sec): 3 clusters Score: Raw -30383.269796 + Penalty 596.407940 = -29786.861856 nChanged 16 SP:Iteration 8Q (1277.502758 sec): 3 clusters Score: Raw -30396.921049 + Penalty 596.407940 = -29800.513109 nChanged 13 SP:Iteration 9Q (1277.541906 sec): 3 clusters Score: Raw -30404.012640 + Penalty 596.407940 = -29807.604700 nChanged 6 SP:Iteration 10Q (1277.592928 sec): 3 clusters Score: Raw -30407.167514 + Penalty 596.407940 = -29810.759575 nChanged 4 SP:Iteration 11Q (1277.644790 sec): 3 clusters Score: Raw -30409.512420 + Penalty 596.407940 = -29813.104480 nChanged 0 SP:Iteration 12F (1277.693020 sec): 3 clusters Score: Raw -30409.512420 + Penalty 596.407940 = -29813.104480 nChanged 0 Trying to split cluster 35 (3935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1277.722091 sec): 2 clusters Score: Raw -163422.149336 + Penalty 376.633810 = -163045.515526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1277.771614 sec): 3 clusters Score: Raw -161108.260545 + Penalty 753.267621 = -160354.992924 nChanged 1773 SP:Iteration 1F (1277.823884 sec): 3 clusters Score: Raw -162248.052439 + Penalty 753.267621 = -161494.784818 nChanged 295 SP:Iteration 2F (1277.874584 sec): 3 clusters Score: Raw -162416.909342 + Penalty 753.267621 = -161663.641722 nChanged 242 SP:Iteration 3F (1277.928169 sec): 3 clusters Score: Raw -162555.857842 + Penalty 753.267621 = -161802.590221 nChanged 213 SP:Iteration 4F (1277.965814 sec): 3 clusters Score: Raw -162679.136604 + Penalty 753.267621 = -161925.868983 nChanged 215 SP:Iteration 5F (1278.015593 sec): 3 clusters Score: Raw -162800.378891 + Penalty 753.267621 = -162047.111271 nChanged 187 SP:Iteration 6Q (1278.077539 sec): 3 clusters Score: Raw -162939.880393 + Penalty 753.267621 = -162186.612773 nChanged 164 SP:Iteration 7Q (1278.129192 sec): 3 clusters Score: Raw -163048.712041 + Penalty 753.267621 = -162295.444420 nChanged 144 SP:Iteration 8Q (1278.180955 sec): 3 clusters Score: Raw -163138.222288 + Penalty 753.267621 = -162384.954668 nChanged 119 SP:Iteration 9Q (1278.213300 sec): 3 clusters Score: Raw -163203.228348 + Penalty 753.267621 = -162449.960728 nChanged 91 SP:Iteration 10Q (1278.267822 sec): 3 clusters Score: Raw -163257.057924 + Penalty 753.267621 = -162503.790303 nChanged 74 SP:Iteration 11Q (1278.305327 sec): 3 clusters Score: Raw -163303.616804 + Penalty 753.267621 = -162550.349183 nChanged 73 SP:Iteration 12Q (1278.351849 sec): 3 clusters Score: Raw -163340.952402 + Penalty 753.267621 = -162587.684781 nChanged 61 SP:Iteration 13Q (1278.390331 sec): 3 clusters Score: Raw -163373.663960 + Penalty 753.267621 = -162620.396340 nChanged 69 SP:Iteration 14Q (1278.437453 sec): 3 clusters Score: Raw -163419.339460 + Penalty 753.267621 = -162666.071840 nChanged 60 SP:Iteration 15Q (1278.477661 sec): 3 clusters Score: Raw -163458.345490 + Penalty 753.267621 = -162705.077869 nChanged 47 SP:Iteration 16Q (1278.520610 sec): 3 clusters Score: Raw -163488.393408 + Penalty 753.267621 = -162735.125788 nChanged 43 SP:Iteration 17Q (1278.568183 sec): 3 clusters Score: Raw -163510.369757 + Penalty 753.267621 = -162757.102136 nChanged 35 SP:Iteration 18Q (1278.612793 sec): 3 clusters Score: Raw -163532.876465 + Penalty 753.267621 = -162779.608844 nChanged 42 SP:Iteration 19Q (1278.667020 sec): 3 clusters Score: Raw -163550.060099 + Penalty 753.267621 = -162796.792479 nChanged 28 SP:Iteration 20F (1278.724146 sec): 3 clusters Score: Raw -163565.786122 + Penalty 753.267621 = -162812.518501 nChanged 29 SP:Iteration 21Q (1278.766765 sec): 3 clusters Score: Raw -163581.417910 + Penalty 753.267621 = -162828.150289 nChanged 27 SP:Iteration 22Q (1278.824035 sec): 3 clusters Score: Raw -163596.702987 + Penalty 753.267621 = -162843.435367 nChanged 31 SP:Iteration 23Q (1278.865927 sec): 3 clusters Score: Raw -163616.195458 + Penalty 753.267621 = -162862.927838 nChanged 33 SP:Iteration 24Q (1278.921427 sec): 3 clusters Score: Raw -163641.986116 + Penalty 753.267621 = -162888.718495 nChanged 44 SP:Iteration 25Q (1278.974607 sec): 3 clusters Score: Raw -163676.972800 + Penalty 753.267621 = -162923.705180 nChanged 63 SP:Iteration 26Q (1279.023940 sec): 3 clusters Score: Raw -163734.559706 + Penalty 753.267621 = -162981.292085 nChanged 74 SP:Iteration 27Q (1279.070154 sec): 3 clusters Score: Raw -163792.675692 + Penalty 753.267621 = -163039.408072 nChanged 86 SP:Iteration 28Q (1279.107668 sec): 3 clusters Score: Raw -163874.903863 + Penalty 753.267621 = -163121.636243 nChanged 94 SP:Iteration 29Q (1279.158892 sec): 3 clusters Score: Raw -163973.244309 + Penalty 753.267621 = -163219.976688 nChanged 79 SP:Iteration 30Q (1279.214314 sec): 3 clusters Score: Raw -164043.530292 + Penalty 753.267621 = -163290.262671 nChanged 60 SP:Iteration 31Q (1279.256804 sec): 3 clusters Score: Raw -164083.939360 + Penalty 753.267621 = -163330.671739 nChanged 45 SP:Iteration 32Q (1279.302116 sec): 3 clusters Score: Raw -164101.739841 + Penalty 753.267621 = -163348.472221 nChanged 30 SP:Iteration 33Q (1279.351548 sec): 3 clusters Score: Raw -164112.920256 + Penalty 753.267621 = -163359.652636 nChanged 24 SP:Iteration 34Q (1279.405799 sec): 3 clusters Score: Raw -164119.026842 + Penalty 753.267621 = -163365.759221 nChanged 16 SP:Iteration 35Q (1279.441594 sec): 3 clusters Score: Raw -164121.745478 + Penalty 753.267621 = -163368.477857 nChanged 11 SP:Iteration 36Q (1279.497647 sec): 3 clusters Score: Raw -164123.128495 + Penalty 753.267621 = -163369.860874 nChanged 9 SP:Iteration 37Q (1279.540354 sec): 3 clusters Score: Raw -164124.413983 + Penalty 753.267621 = -163371.146363 nChanged 6 SP:Iteration 38Q (1279.596169 sec): 3 clusters Score: Raw -164125.148606 + Penalty 753.267621 = -163371.880986 nChanged 5 SP:Iteration 39Q (1279.643292 sec): 3 clusters Score: Raw -164125.782793 + Penalty 753.267621 = -163372.515172 nChanged 2 SP:Iteration 40F (1279.689915 sec): 3 clusters Score: Raw -164128.108159 + Penalty 753.267621 = -163374.840538 nChanged 4 SP:Iteration 41Q (1279.741117 sec): 3 clusters Score: Raw -164128.743769 + Penalty 753.267621 = -163375.476148 nChanged 1 SP:Iteration 42Q (1279.784775 sec): 3 clusters Score: Raw -164128.818168 + Penalty 753.267621 = -163375.550547 nChanged 0 SP:Iteration 43F (1279.826111 sec): 3 clusters Score: Raw -164128.818168 + Penalty 753.267621 = -163375.550547 nChanged 0 Score: Raw -6284856.135119 + Penalty 21364.289113 = -6263491.846006 Splitting cluster 35 changes total score from -6262176.860609 to -6263491.846006 So it's getting split into cluster 39. Iteration 59Q (1284.795607 sec): 40 clusters Score: Raw -6285763.053132 + Penalty 21364.289113 = -6264398.764019 nChanged 1568 Iteration 60F (1287.631467 sec): 40 clusters Score: Raw -6286475.853848 + Penalty 21364.289113 = -6265111.564735 nChanged 1052 Iteration 61Q (1289.486112 sec): 40 clusters Score: Raw -6286756.072168 + Penalty 21364.289113 = -6265391.783055 nChanged 656 Iteration 62Q (1291.340012 sec): 40 clusters Score: Raw -6286925.904292 + Penalty 21364.289113 = -6265561.615179 nChanged 520 Iteration 63Q (1293.176907 sec): 40 clusters Score: Raw -6287093.683296 + Penalty 21364.289113 = -6265729.394183 nChanged 444 Iteration 64Q (1295.028488 sec): 40 clusters Score: Raw -6287249.559273 + Penalty 21364.289113 = -6265885.270160 nChanged 414 Iteration 65Q (1296.836110 sec): 40 clusters Score: Raw -6287373.103184 + Penalty 21364.289113 = -6266008.814071 nChanged 395 Iteration 66Q (1298.707825 sec): 40 clusters Score: Raw -6287489.731333 + Penalty 21364.289113 = -6266125.442220 nChanged 370 Iteration 67Q (1300.525977 sec): 40 clusters Score: Raw -6287596.807301 + Penalty 21364.289113 = -6266232.518188 nChanged 373 Iteration 68Q (1302.316014 sec): 40 clusters Score: Raw -6287727.244426 + Penalty 21364.289113 = -6266362.955313 nChanged 414 Iteration 69Q (1304.170931 sec): 40 clusters Score: Raw -6287878.070133 + Penalty 21364.289113 = -6266513.781020 nChanged 427 Iteration 70Q (1306.079911 sec): 40 clusters Score: Raw -6288022.206953 + Penalty 21364.289113 = -6266657.917839 nChanged 395 Iteration 71Q (1307.860254 sec): 40 clusters Score: Raw -6288142.279970 + Penalty 21364.289113 = -6266777.990857 nChanged 326 Iteration 72Q (1309.618284 sec): 40 clusters Score: Raw -6288216.274857 + Penalty 21364.289113 = -6266851.985744 nChanged 277 Iteration 73Q (1311.432351 sec): 40 clusters Score: Raw -6288262.309493 + Penalty 21364.289113 = -6266898.020380 nChanged 216 Iteration 74Q (1313.155169 sec): 40 clusters Score: Raw -6288293.014461 + Penalty 21364.289113 = -6266928.725347 nChanged 186 Iteration 75Q (1314.922987 sec): 40 clusters Score: Raw -6288311.269958 + Penalty 21364.289113 = -6266946.980845 nChanged 156 Iteration 76Q (1316.635949 sec): 40 clusters Score: Raw -6288327.053386 + Penalty 21364.289113 = -6266962.764273 nChanged 129 Iteration 77Q (1318.399180 sec): 40 clusters Score: Raw -6288339.689422 + Penalty 21364.289113 = -6266975.400309 nChanged 113 Iteration 78Q (1320.276650 sec): 40 clusters Score: Raw -6288349.991146 + Penalty 21364.289113 = -6266985.702033 nChanged 98 Iteration 79Q (1322.164169 sec): 40 clusters Score: Raw -6288359.502303 + Penalty 21364.289113 = -6266995.213189 nChanged 91 Iteration 80F (1325.054627 sec): 40 clusters Score: Raw -6288439.731473 + Penalty 21364.289113 = -6267075.442360 nChanged 167 Iteration 81Q (1326.852507 sec): 40 clusters Score: Raw -6288499.389126 + Penalty 21364.289113 = -6267135.100013 nChanged 184 Iteration 82Q (1328.616231 sec): 40 clusters Score: Raw -6288538.853098 + Penalty 21364.289113 = -6267174.563984 nChanged 181 Iteration 83Q (1330.472792 sec): 40 clusters Score: Raw -6288576.005380 + Penalty 21364.289113 = -6267211.716267 nChanged 180 Iteration 84Q (1332.288125 sec): 40 clusters Score: Raw -6288612.383882 + Penalty 21364.289113 = -6267248.094769 nChanged 177 Iteration 85Q (1334.044262 sec): 40 clusters Score: Raw -6288649.544146 + Penalty 21364.289113 = -6267285.255033 nChanged 160 Iteration 86Q (1335.693589 sec): 40 clusters Score: Raw -6288684.426845 + Penalty 21364.289113 = -6267320.137732 nChanged 165 Iteration 87Q (1337.572302 sec): 40 clusters Score: Raw -6288716.460000 + Penalty 21364.289113 = -6267352.170887 nChanged 149 Iteration 88Q (1339.242471 sec): 40 clusters Score: Raw -6288740.435727 + Penalty 21364.289113 = -6267376.146614 nChanged 160 Iteration 89Q (1340.975260 sec): 40 clusters Score: Raw -6288768.066866 + Penalty 21364.289113 = -6267403.777753 nChanged 155 Iteration 90Q (1342.708258 sec): 40 clusters Score: Raw -6288793.793078 + Penalty 21364.289113 = -6267429.503965 nChanged 143 Iteration 91Q (1344.393045 sec): 40 clusters Score: Raw -6288812.777937 + Penalty 21364.289113 = -6267448.488824 nChanged 131 Iteration 92Q (1346.255987 sec): 40 clusters Score: Raw -6288828.761902 + Penalty 21364.289113 = -6267464.472789 nChanged 110 Iteration 93Q (1348.011320 sec): 40 clusters Score: Raw -6288841.451239 + Penalty 21364.289113 = -6267477.162126 nChanged 115 Iteration 94Q (1350.101935 sec): 40 clusters Score: Raw -6288855.083408 + Penalty 21364.289113 = -6267490.794295 nChanged 102 Iteration 95Q (1351.915360 sec): 40 clusters Score: Raw -6288865.841212 + Penalty 21364.289113 = -6267501.552099 nChanged 100 Iteration 96Q (1353.660113 sec): 40 clusters Score: Raw -6288876.693206 + Penalty 21364.289113 = -6267512.404092 nChanged 94 Iteration 97Q (1355.612545 sec): 40 clusters Score: Raw -6288884.974096 + Penalty 21364.289113 = -6267520.684983 nChanged 74 Iteration 98Q (1357.534122 sec): 40 clusters Score: Raw -6288893.240661 + Penalty 21364.289113 = -6267528.951548 nChanged 69 Writing temp clu file Because OldScore, -6267520.684983, is greater than current (better) Score,-6267528.951548 Compute initial score before splitting: Score: Raw -6288893.240661 + Penalty 21364.289113 = -6267528.951548 Trying to split cluster 1 (19027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1357.628918 sec): 2 clusters Score: Raw -770190.790622 + Penalty 448.339451 = -769742.451172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1357.692131 sec): 3 clusters Score: Raw -757979.275192 + Penalty 896.678901 = -757082.596291 nChanged 9107 SP:Iteration 1F (1357.741494 sec): 3 clusters Score: Raw -764247.405774 + Penalty 896.678901 = -763350.726873 nChanged 1391 SP:Iteration 2F (1357.793364 sec): 3 clusters Score: Raw -765260.400273 + Penalty 896.678901 = -764363.721372 nChanged 1290 SP:Iteration 3F (1357.863049 sec): 3 clusters Score: Raw -766276.371775 + Penalty 896.678901 = -765379.692873 nChanged 1162 SP:Iteration 4F (1357.927753 sec): 3 clusters Score: Raw -767137.468597 + Penalty 896.678901 = -766240.789695 nChanged 907 SP:Iteration 5Q (1357.989718 sec): 3 clusters Score: Raw -767658.424113 + Penalty 896.678901 = -766761.745211 nChanged 597 SP:Iteration 6Q (1358.050503 sec): 3 clusters Score: Raw -767938.096418 + Penalty 896.678901 = -767041.417517 nChanged 453 SP:Iteration 7Q (1358.113089 sec): 3 clusters Score: Raw -768101.368707 + Penalty 896.678901 = -767204.689805 nChanged 331 SP:Iteration 8Q (1358.174946 sec): 3 clusters Score: Raw -768197.028635 + Penalty 896.678901 = -767300.349734 nChanged 314 SP:Iteration 9Q (1358.237851 sec): 3 clusters Score: Raw -768292.453334 + Penalty 896.678901 = -767395.774433 nChanged 290 SP:Iteration 10Q (1358.301048 sec): 3 clusters Score: Raw -768383.427335 + Penalty 896.678901 = -767486.748433 nChanged 301 SP:Iteration 11Q (1358.370634 sec): 3 clusters Score: Raw -768482.264826 + Penalty 896.678901 = -767585.585925 nChanged 307 SP:Iteration 12Q (1358.418197 sec): 3 clusters Score: Raw -768582.563308 + Penalty 896.678901 = -767685.884406 nChanged 310 SP:Iteration 13Q (1358.488721 sec): 3 clusters Score: Raw -768686.233593 + Penalty 896.678901 = -767789.554691 nChanged 321 SP:Iteration 14Q (1358.545693 sec): 3 clusters Score: Raw -768789.473752 + Penalty 896.678901 = -767892.794851 nChanged 300 SP:Iteration 15Q (1358.614253 sec): 3 clusters Score: Raw -768887.939113 + Penalty 896.678901 = -767991.260212 nChanged 297 SP:Iteration 16Q (1358.677535 sec): 3 clusters Score: Raw -768990.863733 + Penalty 896.678901 = -768094.184831 nChanged 270 SP:Iteration 17Q (1358.744098 sec): 3 clusters Score: Raw -769082.861168 + Penalty 896.678901 = -768186.182267 nChanged 264 SP:Iteration 18Q (1358.810618 sec): 3 clusters Score: Raw -769171.428866 + Penalty 896.678901 = -768274.749965 nChanged 243 SP:Iteration 19Q (1358.865177 sec): 3 clusters Score: Raw -769254.929112 + Penalty 896.678901 = -768358.250210 nChanged 251 SP:Iteration 20F (1358.937386 sec): 3 clusters Score: Raw -769343.244823 + Penalty 896.678901 = -768446.565921 nChanged 242 SP:Iteration 21Q (1358.993560 sec): 3 clusters Score: Raw -769432.062585 + Penalty 896.678901 = -768535.383683 nChanged 215 SP:Iteration 22Q (1359.057243 sec): 3 clusters Score: Raw -769512.655410 + Penalty 896.678901 = -768615.976509 nChanged 205 SP:Iteration 23Q (1359.105675 sec): 3 clusters Score: Raw -769594.117700 + Penalty 896.678901 = -768697.438799 nChanged 204 SP:Iteration 24Q (1359.177313 sec): 3 clusters Score: Raw -769679.113744 + Penalty 896.678901 = -768782.434843 nChanged 182 SP:Iteration 25Q (1359.235639 sec): 3 clusters Score: Raw -769763.846969 + Penalty 896.678901 = -768867.168067 nChanged 180 SP:Iteration 26Q (1359.298140 sec): 3 clusters Score: Raw -769848.254173 + Penalty 896.678901 = -768951.575271 nChanged 161 SP:Iteration 27Q (1359.360864 sec): 3 clusters Score: Raw -769932.310176 + Penalty 896.678901 = -769035.631274 nChanged 131 SP:Iteration 28Q (1359.421173 sec): 3 clusters Score: Raw -769999.712053 + Penalty 896.678901 = -769103.033151 nChanged 118 SP:Iteration 29Q (1359.485650 sec): 3 clusters Score: Raw -770056.589861 + Penalty 896.678901 = -769159.910960 nChanged 82 SP:Iteration 30Q (1359.545744 sec): 3 clusters Score: Raw -770100.108663 + Penalty 896.678901 = -769203.429762 nChanged 64 SP:Iteration 31Q (1359.604112 sec): 3 clusters Score: Raw -770133.371888 + Penalty 896.678901 = -769236.692987 nChanged 49 SP:Iteration 32Q (1359.650494 sec): 3 clusters Score: Raw -770165.966367 + Penalty 896.678901 = -769269.287465 nChanged 46 SP:Iteration 33Q (1359.724904 sec): 3 clusters Score: Raw -770195.329224 + Penalty 896.678901 = -769298.650323 nChanged 29 SP:Iteration 34Q (1359.778501 sec): 3 clusters Score: Raw -770211.239693 + Penalty 896.678901 = -769314.560792 nChanged 22 SP:Iteration 35Q (1359.844335 sec): 3 clusters Score: Raw -770223.528871 + Penalty 896.678901 = -769326.849970 nChanged 21 SP:Iteration 36Q (1359.904371 sec): 3 clusters Score: Raw -770232.687287 + Penalty 896.678901 = -769336.008386 nChanged 17 SP:Iteration 37Q (1359.954375 sec): 3 clusters Score: Raw -770244.085715 + Penalty 896.678901 = -769347.406813 nChanged 19 SP:Iteration 38Q (1360.013421 sec): 3 clusters Score: Raw -770256.234087 + Penalty 896.678901 = -769359.555186 nChanged 15 SP:Iteration 39Q (1360.074158 sec): 3 clusters Score: Raw -770268.036705 + Penalty 896.678901 = -769371.357804 nChanged 17 SP:Iteration 40F (1360.133520 sec): 3 clusters Score: Raw -770278.115140 + Penalty 896.678901 = -769381.436238 nChanged 13 SP:Iteration 41Q (1360.180734 sec): 3 clusters Score: Raw -770282.864585 + Penalty 896.678901 = -769386.185683 nChanged 4 SP:Iteration 42Q (1360.238597 sec): 3 clusters Score: Raw -770284.392142 + Penalty 896.678901 = -769387.713241 nChanged 2 SP:Iteration 43Q (1360.293071 sec): 3 clusters Score: Raw -770285.185569 + Penalty 896.678901 = -769388.506668 nChanged 1 SP:Iteration 44Q (1360.359940 sec): 3 clusters Score: Raw -770285.598413 + Penalty 896.678901 = -769388.919511 nChanged 0 SP:Iteration 45F (1360.418440 sec): 3 clusters Score: Raw -770285.598413 + Penalty 896.678901 = -769388.919511 nChanged 0 Trying to split cluster 2 (507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1360.453023 sec): 2 clusters Score: Raw -17792.787835 + Penalty 283.397251 = -17509.390584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1360.499970 sec): 3 clusters Score: Raw -17570.363462 + Penalty 566.794501 = -17003.568961 nChanged 169 SP:Iteration 1F (1360.548881 sec): 3 clusters Score: Raw -17714.655784 + Penalty 566.794501 = -17147.861282 nChanged 40 SP:Iteration 2F (1360.584995 sec): 3 clusters Score: Raw -17749.395063 + Penalty 566.794501 = -17182.600562 nChanged 26 SP:Iteration 3F (1360.636862 sec): 3 clusters Score: Raw -17768.615809 + Penalty 566.794501 = -17201.821307 nChanged 15 SP:Iteration 4Q (1360.677614 sec): 3 clusters Score: Raw -17779.799653 + Penalty 566.794501 = -17213.005152 nChanged 11 SP:Iteration 5Q (1360.731685 sec): 3 clusters Score: Raw -17783.383962 + Penalty 566.794501 = -17216.589461 nChanged 5 SP:Iteration 6Q (1360.773899 sec): 3 clusters Score: Raw -17786.297512 + Penalty 566.794501 = -17219.503011 nChanged 8 SP:Iteration 7Q (1360.820581 sec): 3 clusters Score: Raw -17793.199366 + Penalty 566.794501 = -17226.404864 nChanged 9 SP:Iteration 8Q (1360.871077 sec): 3 clusters Score: Raw -17799.425006 + Penalty 566.794501 = -17232.630505 nChanged 4 SP:Iteration 9Q (1360.904387 sec): 3 clusters Score: Raw -17801.369097 + Penalty 566.794501 = -17234.574596 nChanged 3 SP:Iteration 10Q (1360.952918 sec): 3 clusters Score: Raw -17802.218075 + Penalty 566.794501 = -17235.423574 nChanged 2 SP:Iteration 11Q (1360.997206 sec): 3 clusters Score: Raw -17802.810752 + Penalty 566.794501 = -17236.016251 nChanged 4 SP:Iteration 12Q (1361.041647 sec): 3 clusters Score: Raw -17804.521420 + Penalty 566.794501 = -17237.726919 nChanged 3 SP:Iteration 13Q (1361.082647 sec): 3 clusters Score: Raw -17805.874922 + Penalty 566.794501 = -17239.080420 nChanged 3 SP:Iteration 14Q (1361.122032 sec): 3 clusters Score: Raw -17806.922286 + Penalty 566.794501 = -17240.127785 nChanged 1 SP:Iteration 15Q (1361.161241 sec): 3 clusters Score: Raw -17807.369235 + Penalty 566.794501 = -17240.574733 nChanged 1 SP:Iteration 16Q (1361.211328 sec): 3 clusters Score: Raw -17807.603173 + Penalty 566.794501 = -17240.808671 nChanged 2 SP:Iteration 17Q (1361.255153 sec): 3 clusters Score: Raw -17808.223210 + Penalty 566.794501 = -17241.428709 nChanged 2 SP:Iteration 18Q (1361.310561 sec): 3 clusters Score: Raw -17811.460787 + Penalty 566.794501 = -17244.666285 nChanged 5 SP:Iteration 19Q (1361.364342 sec): 3 clusters Score: Raw -17813.964851 + Penalty 566.794501 = -17247.170349 nChanged 3 SP:Iteration 20F (1361.411782 sec): 3 clusters Score: Raw -17815.283962 + Penalty 566.794501 = -17248.489461 nChanged 1 SP:Iteration 21Q (1361.461889 sec): 3 clusters Score: Raw -17815.508074 + Penalty 566.794501 = -17248.713572 nChanged 0 SP:Iteration 22F (1361.508319 sec): 3 clusters Score: Raw -17815.508074 + Penalty 566.794501 = -17248.713572 nChanged 0 Trying to split cluster 3 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1361.535476 sec): 2 clusters Score: Raw -8986.067957 + Penalty 266.012964 = -8720.054993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1361.572577 sec): 3 clusters Score: Raw -8882.573823 + Penalty 532.025929 = -8350.547895 nChanged 116 SP:Iteration 1F (1361.624582 sec): 3 clusters Score: Raw -8983.727102 + Penalty 532.025929 = -8451.701173 nChanged 29 SP:Iteration 2F (1361.673574 sec): 3 clusters Score: Raw -9018.644563 + Penalty 532.025929 = -8486.618635 nChanged 21 SP:Iteration 3F (1361.709093 sec): 3 clusters Score: Raw -9038.050800 + Penalty 532.025929 = -8506.024872 nChanged 6 SP:Iteration 4Q (1361.758896 sec): 3 clusters Score: Raw -9040.757602 + Penalty 532.025929 = -8508.731673 nChanged 1 SP:Iteration 5Q (1361.794402 sec): 3 clusters Score: Raw -9042.159609 + Penalty 532.025929 = -8510.133681 nChanged 1 SP:Iteration 6Q (1361.840412 sec): 3 clusters Score: Raw -9043.707343 + Penalty 532.025929 = -8511.681415 nChanged 2 SP:Iteration 7Q (1361.878363 sec): 3 clusters Score: Raw -9044.494031 + Penalty 532.025929 = -8512.468103 nChanged 1 SP:Iteration 8Q (1361.919299 sec): 3 clusters Score: Raw -9045.310399 + Penalty 532.025929 = -8513.284470 nChanged 1 SP:Iteration 9Q (1361.961210 sec): 3 clusters Score: Raw -9045.841439 + Penalty 532.025929 = -8513.815510 nChanged 3 SP:Iteration 10Q (1362.005601 sec): 3 clusters Score: Raw -9047.505832 + Penalty 532.025929 = -8515.479904 nChanged 1 SP:Iteration 11Q (1362.051719 sec): 3 clusters Score: Raw -9048.442131 + Penalty 532.025929 = -8516.416202 nChanged 2 SP:Iteration 12Q (1362.094448 sec): 3 clusters Score: Raw -9050.345833 + Penalty 532.025929 = -8518.319905 nChanged 1 SP:Iteration 13Q (1362.124803 sec): 3 clusters Score: Raw -9051.351219 + Penalty 532.025929 = -8519.325290 nChanged 2 SP:Iteration 14Q (1362.166240 sec): 3 clusters Score: Raw -9052.695558 + Penalty 532.025929 = -8520.669629 nChanged 1 SP:Iteration 15Q (1362.213627 sec): 3 clusters Score: Raw -9055.372858 + Penalty 532.025929 = -8523.346929 nChanged 4 SP:Iteration 16Q (1362.254615 sec): 3 clusters Score: Raw -9058.073309 + Penalty 532.025929 = -8526.047381 nChanged 2 SP:Iteration 17Q (1362.289299 sec): 3 clusters Score: Raw -9059.094956 + Penalty 532.025929 = -8527.069028 nChanged 0 SP:Iteration 18F (1362.332142 sec): 3 clusters Score: Raw -9059.094956 + Penalty 532.025929 = -8527.069028 nChanged 0 Trying to split cluster 4 (6785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1362.373617 sec): 2 clusters Score: Raw -228545.496859 + Penalty 401.422366 = -228144.074493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1362.424953 sec): 3 clusters Score: Raw -224389.964385 + Penalty 802.844731 = -223587.119654 nChanged 3092 SP:Iteration 1F (1362.472730 sec): 3 clusters Score: Raw -226239.121407 + Penalty 802.844731 = -225436.276676 nChanged 602 SP:Iteration 2F (1362.517523 sec): 3 clusters Score: Raw -226689.514315 + Penalty 802.844731 = -225886.669584 nChanged 549 SP:Iteration 3F (1362.564507 sec): 3 clusters Score: Raw -227144.840689 + Penalty 802.844731 = -226341.995958 nChanged 503 SP:Iteration 4F (1362.612457 sec): 3 clusters Score: Raw -227535.154526 + Penalty 802.844731 = -226732.309795 nChanged 403 SP:Iteration 5F (1362.660952 sec): 3 clusters Score: Raw -227822.470482 + Penalty 802.844731 = -227019.625751 nChanged 297 SP:Iteration 6Q (1362.723014 sec): 3 clusters Score: Raw -228018.512275 + Penalty 802.844731 = -227215.667544 nChanged 234 SP:Iteration 7Q (1362.762383 sec): 3 clusters Score: Raw -228139.210164 + Penalty 802.844731 = -227336.365433 nChanged 161 SP:Iteration 8Q (1362.819308 sec): 3 clusters Score: Raw -228202.380017 + Penalty 802.844731 = -227399.535286 nChanged 119 SP:Iteration 9Q (1362.871804 sec): 3 clusters Score: Raw -228255.824089 + Penalty 802.844731 = -227452.979358 nChanged 98 SP:Iteration 10Q (1362.922989 sec): 3 clusters Score: Raw -228290.705248 + Penalty 802.844731 = -227487.860517 nChanged 77 SP:Iteration 11Q (1362.962123 sec): 3 clusters Score: Raw -228313.667347 + Penalty 802.844731 = -227510.822616 nChanged 57 SP:Iteration 12Q (1363.022584 sec): 3 clusters Score: Raw -228330.818175 + Penalty 802.844731 = -227527.973444 nChanged 50 SP:Iteration 13Q (1363.072047 sec): 3 clusters Score: Raw -228346.386750 + Penalty 802.844731 = -227543.542018 nChanged 49 SP:Iteration 14Q (1363.119202 sec): 3 clusters Score: Raw -228372.741459 + Penalty 802.844731 = -227569.896728 nChanged 73 SP:Iteration 15Q (1363.175788 sec): 3 clusters Score: Raw -228408.918686 + Penalty 802.844731 = -227606.073955 nChanged 68 SP:Iteration 16Q (1363.224931 sec): 3 clusters Score: Raw -228430.949825 + Penalty 802.844731 = -227628.105094 nChanged 57 SP:Iteration 17Q (1363.267616 sec): 3 clusters Score: Raw -228444.082492 + Penalty 802.844731 = -227641.237761 nChanged 40 SP:Iteration 18Q (1363.317425 sec): 3 clusters Score: Raw -228451.607610 + Penalty 802.844731 = -227648.762879 nChanged 32 SP:Iteration 19Q (1363.382001 sec): 3 clusters Score: Raw -228456.520353 + Penalty 802.844731 = -227653.675622 nChanged 20 SP:Iteration 20F (1363.433035 sec): 3 clusters Score: Raw -228459.117371 + Penalty 802.844731 = -227656.272640 nChanged 19 SP:Iteration 21Q (1363.484248 sec): 3 clusters Score: Raw -228461.915911 + Penalty 802.844731 = -227659.071180 nChanged 19 SP:Iteration 22Q (1363.528512 sec): 3 clusters Score: Raw -228464.326425 + Penalty 802.844731 = -227661.481694 nChanged 24 SP:Iteration 23Q (1363.594912 sec): 3 clusters Score: Raw -228467.766367 + Penalty 802.844731 = -227664.921636 nChanged 22 SP:Iteration 24Q (1363.649269 sec): 3 clusters Score: Raw -228470.935404 + Penalty 802.844731 = -227668.090673 nChanged 22 SP:Iteration 25Q (1363.693752 sec): 3 clusters Score: Raw -228473.518866 + Penalty 802.844731 = -227670.674135 nChanged 17 SP:Iteration 26Q (1363.744421 sec): 3 clusters Score: Raw -228475.768071 + Penalty 802.844731 = -227672.923339 nChanged 17 SP:Iteration 27Q (1363.802062 sec): 3 clusters Score: Raw -228478.336293 + Penalty 802.844731 = -227675.491562 nChanged 17 SP:Iteration 28Q (1363.844811 sec): 3 clusters Score: Raw -228479.859562 + Penalty 802.844731 = -227677.014831 nChanged 12 SP:Iteration 29Q (1363.903450 sec): 3 clusters Score: Raw -228480.921345 + Penalty 802.844731 = -227678.076614 nChanged 8 SP:Iteration 30Q (1363.952871 sec): 3 clusters Score: Raw -228481.798784 + Penalty 802.844731 = -227678.954053 nChanged 14 SP:Iteration 31Q (1364.011407 sec): 3 clusters Score: Raw -228483.679269 + Penalty 802.844731 = -227680.834538 nChanged 18 SP:Iteration 32Q (1364.070063 sec): 3 clusters Score: Raw -228486.482719 + Penalty 802.844731 = -227683.637988 nChanged 25 SP:Iteration 33Q (1364.119913 sec): 3 clusters Score: Raw -228489.997140 + Penalty 802.844731 = -227687.152409 nChanged 23 SP:Iteration 34Q (1364.177132 sec): 3 clusters Score: Raw -228493.746465 + Penalty 802.844731 = -227690.901734 nChanged 17 SP:Iteration 35Q (1364.219261 sec): 3 clusters Score: Raw -228496.271254 + Penalty 802.844731 = -227693.426523 nChanged 22 SP:Iteration 36Q (1364.263822 sec): 3 clusters Score: Raw -228499.551133 + Penalty 802.844731 = -227696.706402 nChanged 21 SP:Iteration 37Q (1364.313488 sec): 3 clusters Score: Raw -228502.433014 + Penalty 802.844731 = -227699.588283 nChanged 19 SP:Iteration 38Q (1364.371420 sec): 3 clusters Score: Raw -228504.605424 + Penalty 802.844731 = -227701.760693 nChanged 15 SP:Iteration 39Q (1364.424964 sec): 3 clusters Score: Raw -228506.974915 + Penalty 802.844731 = -227704.130184 nChanged 18 SP:Iteration 40F (1364.479257 sec): 3 clusters Score: Raw -228509.364317 + Penalty 802.844731 = -227706.519585 nChanged 19 SP:Iteration 41Q (1364.519269 sec): 3 clusters Score: Raw -228512.224519 + Penalty 802.844731 = -227709.379788 nChanged 21 SP:Iteration 42Q (1364.567884 sec): 3 clusters Score: Raw -228514.787488 + Penalty 802.844731 = -227711.942757 nChanged 13 SP:Iteration 43Q (1364.620256 sec): 3 clusters Score: Raw -228516.363297 + Penalty 802.844731 = -227713.518566 nChanged 17 SP:Iteration 44Q (1364.681996 sec): 3 clusters Score: Raw -228518.997588 + Penalty 802.844731 = -227716.152857 nChanged 17 SP:Iteration 45Q (1364.723739 sec): 3 clusters Score: Raw -228521.578339 + Penalty 802.844731 = -227718.733608 nChanged 13 SP:Iteration 46Q (1364.777660 sec): 3 clusters Score: Raw -228523.022072 + Penalty 802.844731 = -227720.177341 nChanged 12 SP:Iteration 47Q (1364.835424 sec): 3 clusters Score: Raw -228524.381308 + Penalty 802.844731 = -227721.536577 nChanged 11 SP:Iteration 48Q (1364.883869 sec): 3 clusters Score: Raw -228525.587979 + Penalty 802.844731 = -227722.743248 nChanged 13 SP:Iteration 49Q (1364.933392 sec): 3 clusters Score: Raw -228526.969545 + Penalty 802.844731 = -227724.124814 nChanged 15 SP:Iteration 50Q (1364.991543 sec): 3 clusters Score: Raw -228528.796441 + Penalty 802.844731 = -227725.951709 nChanged 14 SP:Iteration 51Q (1365.050975 sec): 3 clusters Score: Raw -228529.874487 + Penalty 802.844731 = -227727.029755 nChanged 8 SP:Iteration 52Q (1365.102177 sec): 3 clusters Score: Raw -228530.263910 + Penalty 802.844731 = -227727.419179 nChanged 3 SP:Iteration 53Q (1365.140640 sec): 3 clusters Score: Raw -228530.536041 + Penalty 802.844731 = -227727.691310 nChanged 6 SP:Iteration 54Q (1365.196651 sec): 3 clusters Score: Raw -228531.156484 + Penalty 802.844731 = -227728.311753 nChanged 7 SP:Iteration 55Q (1365.250618 sec): 3 clusters Score: Raw -228531.827650 + Penalty 802.844731 = -227728.982919 nChanged 10 SP:Iteration 56Q (1365.300441 sec): 3 clusters Score: Raw -228532.757947 + Penalty 802.844731 = -227729.913216 nChanged 7 SP:Iteration 57Q (1365.343566 sec): 3 clusters Score: Raw -228533.347108 + Penalty 802.844731 = -227730.502377 nChanged 6 SP:Iteration 58Q (1365.396958 sec): 3 clusters Score: Raw -228533.909208 + Penalty 802.844731 = -227731.064477 nChanged 8 SP:Iteration 59Q (1365.453017 sec): 3 clusters Score: Raw -228534.739081 + Penalty 802.844731 = -227731.894350 nChanged 5 SP:Iteration 60F (1365.507401 sec): 3 clusters Score: Raw -228535.120275 + Penalty 802.844731 = -227732.275544 nChanged 7 SP:Iteration 61Q (1365.561549 sec): 3 clusters Score: Raw -228535.661483 + Penalty 802.844731 = -227732.816752 nChanged 5 SP:Iteration 62Q (1365.607406 sec): 3 clusters Score: Raw -228536.013751 + Penalty 802.844731 = -227733.169020 nChanged 1 SP:Iteration 63Q (1365.660789 sec): 3 clusters Score: Raw -228536.046289 + Penalty 802.844731 = -227733.201558 nChanged 2 SP:Iteration 64Q (1365.707039 sec): 3 clusters Score: Raw -228536.448298 + Penalty 802.844731 = -227733.603567 nChanged 6 SP:Iteration 65Q (1365.763941 sec): 3 clusters Score: Raw -228536.848910 + Penalty 802.844731 = -227734.004179 nChanged 4 SP:Iteration 66Q (1365.818853 sec): 3 clusters Score: Raw -228537.042342 + Penalty 802.844731 = -227734.197611 nChanged 2 SP:Iteration 67Q (1365.867299 sec): 3 clusters Score: Raw -228537.141909 + Penalty 802.844731 = -227734.297178 nChanged 3 SP:Iteration 68Q (1365.927320 sec): 3 clusters Score: Raw -228537.335358 + Penalty 802.844731 = -227734.490627 nChanged 2 SP:Iteration 69Q (1365.984305 sec): 3 clusters Score: Raw -228537.381499 + Penalty 802.844731 = -227734.536767 nChanged 0 SP:Iteration 70F (1366.030642 sec): 3 clusters Score: Raw -228537.381499 + Penalty 802.844731 = -227734.536767 nChanged 0 Trying to split cluster 5 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1366.050960 sec): 2 clusters Score: Raw -20655.736078 + Penalty 291.211714 = -20364.524364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1366.099552 sec): 3 clusters Score: Raw -20403.931632 + Penalty 582.423428 = -19821.508204 nChanged 209 SP:Iteration 1F (1366.134852 sec): 3 clusters Score: Raw -20556.897756 + Penalty 582.423428 = -19974.474328 nChanged 46 SP:Iteration 2F (1366.179031 sec): 3 clusters Score: Raw -20587.732673 + Penalty 582.423428 = -20005.309246 nChanged 33 SP:Iteration 3F (1366.230449 sec): 3 clusters Score: Raw -20616.798475 + Penalty 582.423428 = -20034.375047 nChanged 25 SP:Iteration 4Q (1366.275882 sec): 3 clusters Score: Raw -20643.570768 + Penalty 582.423428 = -20061.147340 nChanged 25 SP:Iteration 5Q (1366.311144 sec): 3 clusters Score: Raw -20668.547311 + Penalty 582.423428 = -20086.123884 nChanged 15 SP:Iteration 6Q (1366.362723 sec): 3 clusters Score: Raw -20686.290805 + Penalty 582.423428 = -20103.867378 nChanged 9 SP:Iteration 7Q (1366.410434 sec): 3 clusters Score: Raw -20702.622982 + Penalty 582.423428 = -20120.199555 nChanged 7 SP:Iteration 8Q (1366.445369 sec): 3 clusters Score: Raw -20709.651999 + Penalty 582.423428 = -20127.228571 nChanged 6 SP:Iteration 9Q (1366.474017 sec): 3 clusters Score: Raw -20712.333512 + Penalty 582.423428 = -20129.910084 nChanged 6 SP:Iteration 10Q (1366.514802 sec): 3 clusters Score: Raw -20714.648605 + Penalty 582.423428 = -20132.225178 nChanged 2 SP:Iteration 11Q (1366.563631 sec): 3 clusters Score: Raw -20717.408456 + Penalty 582.423428 = -20134.985028 nChanged 1 SP:Iteration 12Q (1366.615264 sec): 3 clusters Score: Raw -20717.754906 + Penalty 582.423428 = -20135.331478 nChanged 0 SP:Iteration 13F (1366.649896 sec): 3 clusters Score: Raw -20717.754906 + Penalty 582.423428 = -20135.331478 nChanged 0 Trying to split cluster 6 (641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1366.671640 sec): 2 clusters Score: Raw -19413.893224 + Penalty 294.067840 = -19119.825384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1366.720930 sec): 3 clusters Score: Raw -19127.846762 + Penalty 588.135681 = -18539.711082 nChanged 227 SP:Iteration 1F (1366.763878 sec): 3 clusters Score: Raw -19293.637663 + Penalty 588.135681 = -18705.501982 nChanged 70 SP:Iteration 2F (1366.812974 sec): 3 clusters Score: Raw -19353.557546 + Penalty 588.135681 = -18765.421866 nChanged 39 SP:Iteration 3F (1366.845719 sec): 3 clusters Score: Raw -19381.104319 + Penalty 588.135681 = -18792.968638 nChanged 26 SP:Iteration 4Q (1366.889411 sec): 3 clusters Score: Raw -19403.240050 + Penalty 588.135681 = -18815.104369 nChanged 24 SP:Iteration 5Q (1366.940873 sec): 3 clusters Score: Raw -19417.667228 + Penalty 588.135681 = -18829.531547 nChanged 17 SP:Iteration 6Q (1366.982031 sec): 3 clusters Score: Raw -19427.792671 + Penalty 588.135681 = -18839.656990 nChanged 15 SP:Iteration 7Q (1367.025651 sec): 3 clusters Score: Raw -19435.749799 + Penalty 588.135681 = -18847.614119 nChanged 8 SP:Iteration 8Q (1367.081657 sec): 3 clusters Score: Raw -19438.613309 + Penalty 588.135681 = -18850.477629 nChanged 6 SP:Iteration 9Q (1367.120092 sec): 3 clusters Score: Raw -19440.952367 + Penalty 588.135681 = -18852.816687 nChanged 5 SP:Iteration 10Q (1367.162898 sec): 3 clusters Score: Raw -19442.824897 + Penalty 588.135681 = -18854.689217 nChanged 6 SP:Iteration 11Q (1367.217370 sec): 3 clusters Score: Raw -19445.692413 + Penalty 588.135681 = -18857.556732 nChanged 8 SP:Iteration 12Q (1367.263208 sec): 3 clusters Score: Raw -19448.853133 + Penalty 588.135681 = -18860.717452 nChanged 4 SP:Iteration 13Q (1367.296729 sec): 3 clusters Score: Raw -19450.608547 + Penalty 588.135681 = -18862.472867 nChanged 6 SP:Iteration 14Q (1367.355441 sec): 3 clusters Score: Raw -19452.748548 + Penalty 588.135681 = -18864.612868 nChanged 3 SP:Iteration 15Q (1367.400659 sec): 3 clusters Score: Raw -19454.526467 + Penalty 588.135681 = -18866.390787 nChanged 7 SP:Iteration 16Q (1367.453121 sec): 3 clusters Score: Raw -19458.334673 + Penalty 588.135681 = -18870.198992 nChanged 5 SP:Iteration 17Q (1367.497276 sec): 3 clusters Score: Raw -19460.009720 + Penalty 588.135681 = -18871.874040 nChanged 5 SP:Iteration 18Q (1367.536540 sec): 3 clusters Score: Raw -19461.953958 + Penalty 588.135681 = -18873.818277 nChanged 5 SP:Iteration 19Q (1367.583263 sec): 3 clusters Score: Raw -19463.952589 + Penalty 588.135681 = -18875.816908 nChanged 2 SP:Iteration 20F (1367.629372 sec): 3 clusters Score: Raw -19464.186624 + Penalty 588.135681 = -18876.050944 nChanged 0 Trying to split cluster 7 (1827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1367.647011 sec): 2 clusters Score: Raw -73006.086317 + Penalty 341.724590 = -72664.361726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1367.691543 sec): 3 clusters Score: Raw -72018.197866 + Penalty 683.449181 = -71334.748685 nChanged 751 SP:Iteration 1F (1367.739133 sec): 3 clusters Score: Raw -72474.599128 + Penalty 683.449181 = -71791.149948 nChanged 135 SP:Iteration 2F (1367.784629 sec): 3 clusters Score: Raw -72550.717785 + Penalty 683.449181 = -71867.268605 nChanged 93 SP:Iteration 3F (1367.821966 sec): 3 clusters Score: Raw -72604.559943 + Penalty 683.449181 = -71921.110762 nChanged 95 SP:Iteration 4F (1367.877905 sec): 3 clusters Score: Raw -72671.204516 + Penalty 683.449181 = -71987.755335 nChanged 76 SP:Iteration 5Q (1367.917302 sec): 3 clusters Score: Raw -72713.629970 + Penalty 683.449181 = -72030.180789 nChanged 56 SP:Iteration 6Q (1367.975138 sec): 3 clusters Score: Raw -72747.706724 + Penalty 683.449181 = -72064.257543 nChanged 62 SP:Iteration 7Q (1368.029304 sec): 3 clusters Score: Raw -72794.205547 + Penalty 683.449181 = -72110.756366 nChanged 55 SP:Iteration 8Q (1368.077472 sec): 3 clusters Score: Raw -72827.187294 + Penalty 683.449181 = -72143.738113 nChanged 35 SP:Iteration 9Q (1368.128445 sec): 3 clusters Score: Raw -72846.553231 + Penalty 683.449181 = -72163.104051 nChanged 34 SP:Iteration 10Q (1368.175177 sec): 3 clusters Score: Raw -72864.762179 + Penalty 683.449181 = -72181.312999 nChanged 32 SP:Iteration 11Q (1368.226492 sec): 3 clusters Score: Raw -72880.494317 + Penalty 683.449181 = -72197.045137 nChanged 32 SP:Iteration 12Q (1368.277710 sec): 3 clusters Score: Raw -72898.033290 + Penalty 683.449181 = -72214.584110 nChanged 25 SP:Iteration 13Q (1368.322765 sec): 3 clusters Score: Raw -72911.621165 + Penalty 683.449181 = -72228.171984 nChanged 33 SP:Iteration 14Q (1368.374577 sec): 3 clusters Score: Raw -72928.617096 + Penalty 683.449181 = -72245.167915 nChanged 27 SP:Iteration 15Q (1368.419797 sec): 3 clusters Score: Raw -72942.848839 + Penalty 683.449181 = -72259.399659 nChanged 23 SP:Iteration 16Q (1368.466875 sec): 3 clusters Score: Raw -72951.984739 + Penalty 683.449181 = -72268.535559 nChanged 19 SP:Iteration 17Q (1368.509620 sec): 3 clusters Score: Raw -72959.763526 + Penalty 683.449181 = -72276.314345 nChanged 19 SP:Iteration 18Q (1368.549067 sec): 3 clusters Score: Raw -72968.388161 + Penalty 683.449181 = -72284.938980 nChanged 12 SP:Iteration 19Q (1368.594612 sec): 3 clusters Score: Raw -72973.406418 + Penalty 683.449181 = -72289.957237 nChanged 12 SP:Iteration 20F (1368.631069 sec): 3 clusters Score: Raw -72976.853223 + Penalty 683.449181 = -72293.404042 nChanged 11 SP:Iteration 21Q (1368.659147 sec): 3 clusters Score: Raw -72980.940066 + Penalty 683.449181 = -72297.490885 nChanged 8 SP:Iteration 22Q (1368.707822 sec): 3 clusters Score: Raw -72984.778062 + Penalty 683.449181 = -72301.328881 nChanged 9 SP:Iteration 23Q (1368.757835 sec): 3 clusters Score: Raw -72987.412067 + Penalty 683.449181 = -72303.962887 nChanged 4 SP:Iteration 24Q (1368.811234 sec): 3 clusters Score: Raw -72988.267187 + Penalty 683.449181 = -72304.818007 nChanged 4 SP:Iteration 25Q (1368.853651 sec): 3 clusters Score: Raw -72989.802397 + Penalty 683.449181 = -72306.353216 nChanged 6 SP:Iteration 26Q (1368.896804 sec): 3 clusters Score: Raw -72994.086358 + Penalty 683.449181 = -72310.637177 nChanged 10 SP:Iteration 27Q (1368.939447 sec): 3 clusters Score: Raw -72999.815119 + Penalty 683.449181 = -72316.365938 nChanged 9 SP:Iteration 28Q (1368.983109 sec): 3 clusters Score: Raw -73003.908495 + Penalty 683.449181 = -72320.459314 nChanged 6 SP:Iteration 29Q (1369.022318 sec): 3 clusters Score: Raw -73007.668330 + Penalty 683.449181 = -72324.219150 nChanged 11 SP:Iteration 30Q (1369.073845 sec): 3 clusters Score: Raw -73015.110157 + Penalty 683.449181 = -72331.660976 nChanged 11 SP:Iteration 31Q (1369.120058 sec): 3 clusters Score: Raw -73021.652678 + Penalty 683.449181 = -72338.203498 nChanged 7 SP:Iteration 32Q (1369.157342 sec): 3 clusters Score: Raw -73024.226792 + Penalty 683.449181 = -72340.777611 nChanged 2 SP:Iteration 33Q (1369.208639 sec): 3 clusters Score: Raw -73024.537114 + Penalty 683.449181 = -72341.087933 nChanged 0 SP:Iteration 34F (1369.249003 sec): 3 clusters Score: Raw -73024.537114 + Penalty 683.449181 = -72341.087933 nChanged 0 Trying to split cluster 8 (10779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1369.274198 sec): 2 clusters Score: Raw -446666.473986 + Penalty 422.483656 = -446243.990330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1369.337361 sec): 3 clusters Score: Raw -439951.018551 + Penalty 844.967312 = -439106.051239 nChanged 4996 SP:Iteration 1F (1369.384065 sec): 3 clusters Score: Raw -442812.065103 + Penalty 844.967312 = -441967.097792 nChanged 562 SP:Iteration 2F (1369.448081 sec): 3 clusters Score: Raw -443029.828081 + Penalty 844.967312 = -442184.860769 nChanged 519 SP:Iteration 3Q (1369.500096 sec): 3 clusters Score: Raw -443229.530577 + Penalty 844.967312 = -442384.563265 nChanged 492 SP:Iteration 4Q (1369.552652 sec): 3 clusters Score: Raw -443439.187483 + Penalty 844.967312 = -442594.220171 nChanged 511 SP:Iteration 5Q (1369.599220 sec): 3 clusters Score: Raw -443682.203727 + Penalty 844.967312 = -442837.236415 nChanged 533 SP:Iteration 6Q (1369.662133 sec): 3 clusters Score: Raw -443922.281362 + Penalty 844.967312 = -443077.314050 nChanged 527 SP:Iteration 7Q (1369.704697 sec): 3 clusters Score: Raw -444214.689085 + Penalty 844.967312 = -443369.721773 nChanged 561 SP:Iteration 8F (1369.768674 sec): 3 clusters Score: Raw -444548.541448 + Penalty 844.967312 = -443703.574136 nChanged 530 SP:Iteration 9Q (1369.809706 sec): 3 clusters Score: Raw -444822.910423 + Penalty 844.967312 = -443977.943111 nChanged 443 SP:Iteration 10Q (1369.864344 sec): 3 clusters Score: Raw -445004.928861 + Penalty 844.967312 = -444159.961549 nChanged 321 SP:Iteration 11Q (1369.917270 sec): 3 clusters Score: Raw -445115.631292 + Penalty 844.967312 = -444270.663980 nChanged 234 SP:Iteration 12Q (1369.976192 sec): 3 clusters Score: Raw -445191.556061 + Penalty 844.967312 = -444346.588749 nChanged 202 SP:Iteration 13Q (1370.034261 sec): 3 clusters Score: Raw -445266.978869 + Penalty 844.967312 = -444422.011557 nChanged 229 SP:Iteration 14Q (1370.091470 sec): 3 clusters Score: Raw -445352.310495 + Penalty 844.967312 = -444507.343183 nChanged 197 SP:Iteration 15Q (1370.155979 sec): 3 clusters Score: Raw -445423.784251 + Penalty 844.967312 = -444578.816939 nChanged 181 SP:Iteration 16Q (1370.209191 sec): 3 clusters Score: Raw -445477.474215 + Penalty 844.967312 = -444632.506903 nChanged 146 SP:Iteration 17Q (1370.254752 sec): 3 clusters Score: Raw -445519.040265 + Penalty 844.967312 = -444674.072953 nChanged 140 SP:Iteration 18Q (1370.299144 sec): 3 clusters Score: Raw -445559.416849 + Penalty 844.967312 = -444714.449537 nChanged 142 SP:Iteration 19Q (1370.362051 sec): 3 clusters Score: Raw -445603.737711 + Penalty 844.967312 = -444758.770399 nChanged 143 SP:Iteration 20F (1370.415795 sec): 3 clusters Score: Raw -445649.293424 + Penalty 844.967312 = -444804.326113 nChanged 160 SP:Iteration 21Q (1370.458156 sec): 3 clusters Score: Raw -445699.844003 + Penalty 844.967312 = -444854.876691 nChanged 164 SP:Iteration 22Q (1370.512619 sec): 3 clusters Score: Raw -445746.226099 + Penalty 844.967312 = -444901.258787 nChanged 162 SP:Iteration 23Q (1370.567139 sec): 3 clusters Score: Raw -445794.885130 + Penalty 844.967312 = -444949.917818 nChanged 155 SP:Iteration 24Q (1370.629246 sec): 3 clusters Score: Raw -445839.866362 + Penalty 844.967312 = -444994.899050 nChanged 150 SP:Iteration 25Q (1370.686041 sec): 3 clusters Score: Raw -445879.695396 + Penalty 844.967312 = -445034.728084 nChanged 147 SP:Iteration 26Q (1370.724701 sec): 3 clusters Score: Raw -445918.293607 + Penalty 844.967312 = -445073.326295 nChanged 136 SP:Iteration 27Q (1370.781286 sec): 3 clusters Score: Raw -445954.479161 + Penalty 844.967312 = -445109.511849 nChanged 129 SP:Iteration 28Q (1370.836372 sec): 3 clusters Score: Raw -445985.789427 + Penalty 844.967312 = -445140.822115 nChanged 107 SP:Iteration 29Q (1370.899832 sec): 3 clusters Score: Raw -446008.018542 + Penalty 844.967312 = -445163.051230 nChanged 101 SP:Iteration 30Q (1370.955879 sec): 3 clusters Score: Raw -446029.839909 + Penalty 844.967312 = -445184.872597 nChanged 113 SP:Iteration 31Q (1370.998827 sec): 3 clusters Score: Raw -446056.816727 + Penalty 844.967312 = -445211.849415 nChanged 111 SP:Iteration 32Q (1371.051722 sec): 3 clusters Score: Raw -446082.184159 + Penalty 844.967312 = -445237.216847 nChanged 96 SP:Iteration 33Q (1371.114936 sec): 3 clusters Score: Raw -446103.895850 + Penalty 844.967312 = -445258.928538 nChanged 104 SP:Iteration 34Q (1371.162006 sec): 3 clusters Score: Raw -446125.532722 + Penalty 844.967312 = -445280.565410 nChanged 95 SP:Iteration 35Q (1371.222793 sec): 3 clusters Score: Raw -446143.829585 + Penalty 844.967312 = -445298.862273 nChanged 82 SP:Iteration 36Q (1371.279663 sec): 3 clusters Score: Raw -446160.203678 + Penalty 844.967312 = -445315.236367 nChanged 74 SP:Iteration 37Q (1371.333621 sec): 3 clusters Score: Raw -446175.223042 + Penalty 844.967312 = -445330.255730 nChanged 71 SP:Iteration 38Q (1371.381871 sec): 3 clusters Score: Raw -446188.044965 + Penalty 844.967312 = -445343.077653 nChanged 62 SP:Iteration 39Q (1371.451255 sec): 3 clusters Score: Raw -446200.771080 + Penalty 844.967312 = -445355.803768 nChanged 69 SP:Iteration 40F (1371.496013 sec): 3 clusters Score: Raw -446216.736747 + Penalty 844.967312 = -445371.769435 nChanged 79 SP:Iteration 41Q (1371.553289 sec): 3 clusters Score: Raw -446235.748265 + Penalty 844.967312 = -445390.780953 nChanged 74 SP:Iteration 42Q (1371.621282 sec): 3 clusters Score: Raw -446254.603160 + Penalty 844.967312 = -445409.635848 nChanged 73 SP:Iteration 43Q (1371.670809 sec): 3 clusters Score: Raw -446271.851658 + Penalty 844.967312 = -445426.884346 nChanged 67 SP:Iteration 44Q (1371.731265 sec): 3 clusters Score: Raw -446284.400789 + Penalty 844.967312 = -445439.433477 nChanged 63 SP:Iteration 45Q (1371.780193 sec): 3 clusters Score: Raw -446296.597780 + Penalty 844.967312 = -445451.630468 nChanged 82 SP:Iteration 46Q (1371.839394 sec): 3 clusters Score: Raw -446318.336252 + Penalty 844.967312 = -445473.368940 nChanged 82 SP:Iteration 47Q (1371.894415 sec): 3 clusters Score: Raw -446338.844901 + Penalty 844.967312 = -445493.877589 nChanged 73 SP:Iteration 48Q (1371.955431 sec): 3 clusters Score: Raw -446356.517777 + Penalty 844.967312 = -445511.550466 nChanged 75 SP:Iteration 49Q (1372.004981 sec): 3 clusters Score: Raw -446376.510635 + Penalty 844.967312 = -445531.543323 nChanged 71 SP:Iteration 50Q (1372.067354 sec): 3 clusters Score: Raw -446394.566010 + Penalty 844.967312 = -445549.598698 nChanged 70 SP:Iteration 51Q (1372.109248 sec): 3 clusters Score: Raw -446411.198805 + Penalty 844.967312 = -445566.231494 nChanged 60 SP:Iteration 52Q (1372.172541 sec): 3 clusters Score: Raw -446427.658688 + Penalty 844.967312 = -445582.691376 nChanged 60 SP:Iteration 53Q (1372.216243 sec): 3 clusters Score: Raw -446443.926141 + Penalty 844.967312 = -445598.958829 nChanged 54 SP:Iteration 54Q (1372.265500 sec): 3 clusters Score: Raw -446459.235391 + Penalty 844.967312 = -445614.268079 nChanged 58 SP:Iteration 55Q (1372.325097 sec): 3 clusters Score: Raw -446476.165015 + Penalty 844.967312 = -445631.197703 nChanged 52 SP:Iteration 56Q (1372.368300 sec): 3 clusters Score: Raw -446489.205780 + Penalty 844.967312 = -445644.238468 nChanged 40 SP:Iteration 57Q (1372.429598 sec): 3 clusters Score: Raw -446499.306377 + Penalty 844.967312 = -445654.339065 nChanged 43 SP:Iteration 58Q (1372.482867 sec): 3 clusters Score: Raw -446512.477316 + Penalty 844.967312 = -445667.510004 nChanged 48 SP:Iteration 59Q (1372.537266 sec): 3 clusters Score: Raw -446526.492545 + Penalty 844.967312 = -445681.525234 nChanged 50 SP:Iteration 60F (1372.593467 sec): 3 clusters Score: Raw -446541.025302 + Penalty 844.967312 = -445696.057991 nChanged 33 SP:Iteration 61Q (1372.641348 sec): 3 clusters Score: Raw -446550.133158 + Penalty 844.967312 = -445705.165846 nChanged 37 SP:Iteration 62Q (1372.708988 sec): 3 clusters Score: Raw -446564.750947 + Penalty 844.967312 = -445719.783635 nChanged 42 SP:Iteration 63Q (1372.761626 sec): 3 clusters Score: Raw -446585.182815 + Penalty 844.967312 = -445740.215503 nChanged 49 SP:Iteration 64Q (1372.809657 sec): 3 clusters Score: Raw -446618.112370 + Penalty 844.967312 = -445773.145059 nChanged 46 SP:Iteration 65Q (1372.871644 sec): 3 clusters Score: Raw -446653.328399 + Penalty 844.967312 = -445808.361087 nChanged 46 SP:Iteration 66Q (1372.929166 sec): 3 clusters Score: Raw -446685.816165 + Penalty 844.967312 = -445840.848853 nChanged 31 SP:Iteration 67Q (1372.975842 sec): 3 clusters Score: Raw -446706.745281 + Penalty 844.967312 = -445861.777969 nChanged 34 SP:Iteration 68Q (1373.031576 sec): 3 clusters Score: Raw -446729.471615 + Penalty 844.967312 = -445884.504303 nChanged 30 SP:Iteration 69Q (1373.096691 sec): 3 clusters Score: Raw -446752.922481 + Penalty 844.967312 = -445907.955169 nChanged 25 SP:Iteration 70Q (1373.140730 sec): 3 clusters Score: Raw -446762.745720 + Penalty 844.967312 = -445917.778409 nChanged 15 SP:Iteration 71Q (1373.195314 sec): 3 clusters Score: Raw -446769.090814 + Penalty 844.967312 = -445924.123502 nChanged 11 SP:Iteration 72Q (1373.249253 sec): 3 clusters Score: Raw -446772.230188 + Penalty 844.967312 = -445927.262876 nChanged 9 SP:Iteration 73Q (1373.310552 sec): 3 clusters Score: Raw -446774.945468 + Penalty 844.967312 = -445929.978156 nChanged 8 SP:Iteration 74Q (1373.353915 sec): 3 clusters Score: Raw -446777.393240 + Penalty 844.967312 = -445932.425928 nChanged 9 SP:Iteration 75Q (1373.418713 sec): 3 clusters Score: Raw -446779.950525 + Penalty 844.967312 = -445934.983213 nChanged 9 SP:Iteration 76Q (1373.461122 sec): 3 clusters Score: Raw -446783.090314 + Penalty 844.967312 = -445938.123002 nChanged 11 SP:Iteration 77Q (1373.523172 sec): 3 clusters Score: Raw -446785.313599 + Penalty 844.967312 = -445940.346287 nChanged 7 SP:Iteration 78Q (1373.568661 sec): 3 clusters Score: Raw -446786.576367 + Penalty 844.967312 = -445941.609055 nChanged 2 SP:Iteration 79Q (1373.620940 sec): 3 clusters Score: Raw -446786.982062 + Penalty 844.967312 = -445942.014751 nChanged 3 SP:Iteration 80F (1373.680471 sec): 3 clusters Score: Raw -446787.788530 + Penalty 844.967312 = -445942.821218 nChanged 1 SP:Iteration 81Q (1373.736895 sec): 3 clusters Score: Raw -446788.033665 + Penalty 844.967312 = -445943.066353 nChanged 1 SP:Iteration 82Q (1373.787314 sec): 3 clusters Score: Raw -446788.339310 + Penalty 844.967312 = -445943.371998 nChanged 2 SP:Iteration 83Q (1373.830491 sec): 3 clusters Score: Raw -446788.606885 + Penalty 844.967312 = -445943.639573 nChanged 1 SP:Iteration 84Q (1373.892837 sec): 3 clusters Score: Raw -446788.695999 + Penalty 844.967312 = -445943.728687 nChanged 0 SP:Iteration 85F (1373.937729 sec): 3 clusters Score: Raw -446788.695999 + Penalty 844.967312 = -445943.728687 nChanged 0 Trying to split cluster 9 (2911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1373.962822 sec): 2 clusters Score: Raw -110025.655511 + Penalty 362.919463 = -109662.736047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1374.009261 sec): 3 clusters Score: Raw -108415.273790 + Penalty 725.838927 = -107689.434863 nChanged 1284 SP:Iteration 1F (1374.059889 sec): 3 clusters Score: Raw -109152.684474 + Penalty 725.838927 = -108426.845547 nChanged 239 SP:Iteration 2F (1374.097816 sec): 3 clusters Score: Raw -109358.926292 + Penalty 725.838927 = -108633.087366 nChanged 220 SP:Iteration 3F (1374.144301 sec): 3 clusters Score: Raw -109595.970036 + Penalty 725.838927 = -108870.131109 nChanged 215 SP:Iteration 4F (1374.194636 sec): 3 clusters Score: Raw -109818.010031 + Penalty 725.838927 = -109092.171105 nChanged 207 SP:Iteration 5F (1374.244738 sec): 3 clusters Score: Raw -109975.936602 + Penalty 725.838927 = -109250.097675 nChanged 155 SP:Iteration 6F (1374.287613 sec): 3 clusters Score: Raw -110072.984612 + Penalty 725.838927 = -109347.145685 nChanged 118 SP:Iteration 7Q (1374.327856 sec): 3 clusters Score: Raw -110127.077408 + Penalty 725.838927 = -109401.238481 nChanged 69 SP:Iteration 8Q (1374.378823 sec): 3 clusters Score: Raw -110150.028301 + Penalty 725.838927 = -109424.189374 nChanged 42 SP:Iteration 9Q (1374.429976 sec): 3 clusters Score: Raw -110164.700954 + Penalty 725.838927 = -109438.862027 nChanged 32 SP:Iteration 10Q (1374.479385 sec): 3 clusters Score: Raw -110174.371924 + Penalty 725.838927 = -109448.532997 nChanged 29 SP:Iteration 11Q (1374.527953 sec): 3 clusters Score: Raw -110181.577313 + Penalty 725.838927 = -109455.738386 nChanged 19 SP:Iteration 12Q (1374.565306 sec): 3 clusters Score: Raw -110187.803607 + Penalty 725.838927 = -109461.964680 nChanged 18 SP:Iteration 13Q (1374.597928 sec): 3 clusters Score: Raw -110190.836097 + Penalty 725.838927 = -109464.997170 nChanged 6 SP:Iteration 14Q (1374.658242 sec): 3 clusters Score: Raw -110191.470934 + Penalty 725.838927 = -109465.632007 nChanged 5 SP:Iteration 15Q (1374.697085 sec): 3 clusters Score: Raw -110191.847113 + Penalty 725.838927 = -109466.008186 nChanged 4 SP:Iteration 16Q (1374.746385 sec): 3 clusters Score: Raw -110192.141115 + Penalty 725.838927 = -109466.302188 nChanged 3 SP:Iteration 17Q (1374.800070 sec): 3 clusters Score: Raw -110192.490443 + Penalty 725.838927 = -109466.651516 nChanged 2 SP:Iteration 18Q (1374.844932 sec): 3 clusters Score: Raw -110192.694858 + Penalty 725.838927 = -109466.855931 nChanged 1 SP:Iteration 19Q (1374.895251 sec): 3 clusters Score: Raw -110192.781992 + Penalty 725.838927 = -109466.943065 nChanged 1 SP:Iteration 20F (1374.948721 sec): 3 clusters Score: Raw -110192.951442 + Penalty 725.838927 = -109467.112515 nChanged 0 Trying to split cluster 10 (1333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1374.974326 sec): 2 clusters Score: Raw -51914.086869 + Penalty 327.381023 = -51586.705846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1375.024620 sec): 3 clusters Score: Raw -51217.357033 + Penalty 654.762046 = -50562.594987 nChanged 544 SP:Iteration 1F (1375.072549 sec): 3 clusters Score: Raw -51520.536765 + Penalty 654.762046 = -50865.774719 nChanged 91 SP:Iteration 2F (1375.124260 sec): 3 clusters Score: Raw -51568.497391 + Penalty 654.762046 = -50913.735345 nChanged 79 SP:Iteration 3F (1375.174686 sec): 3 clusters Score: Raw -51606.136508 + Penalty 654.762046 = -50951.374462 nChanged 58 SP:Iteration 4Q (1375.216102 sec): 3 clusters Score: Raw -51636.088642 + Penalty 654.762046 = -50981.326596 nChanged 53 SP:Iteration 5Q (1375.264013 sec): 3 clusters Score: Raw -51669.220540 + Penalty 654.762046 = -51014.458494 nChanged 68 SP:Iteration 6F (1375.316165 sec): 3 clusters Score: Raw -51718.766729 + Penalty 654.762046 = -51064.004683 nChanged 69 SP:Iteration 7F (1375.368223 sec): 3 clusters Score: Raw -51769.452274 + Penalty 654.762046 = -51114.690228 nChanged 52 SP:Iteration 8Q (1375.414297 sec): 3 clusters Score: Raw -51801.789727 + Penalty 654.762046 = -51147.027681 nChanged 42 SP:Iteration 9Q (1375.464361 sec): 3 clusters Score: Raw -51828.372629 + Penalty 654.762046 = -51173.610583 nChanged 39 SP:Iteration 10Q (1375.512535 sec): 3 clusters Score: Raw -51849.430721 + Penalty 654.762046 = -51194.668675 nChanged 27 SP:Iteration 11Q (1375.560774 sec): 3 clusters Score: Raw -51863.601528 + Penalty 654.762046 = -51208.839482 nChanged 19 SP:Iteration 12Q (1375.608664 sec): 3 clusters Score: Raw -51873.644055 + Penalty 654.762046 = -51218.882008 nChanged 11 SP:Iteration 13Q (1375.663222 sec): 3 clusters Score: Raw -51881.824350 + Penalty 654.762046 = -51227.062304 nChanged 10 SP:Iteration 14Q (1375.705940 sec): 3 clusters Score: Raw -51893.277439 + Penalty 654.762046 = -51238.515392 nChanged 9 SP:Iteration 15Q (1375.755145 sec): 3 clusters Score: Raw -51901.906804 + Penalty 654.762046 = -51247.144758 nChanged 12 SP:Iteration 16Q (1375.792048 sec): 3 clusters Score: Raw -51908.155677 + Penalty 654.762046 = -51253.393631 nChanged 11 SP:Iteration 17Q (1375.831788 sec): 3 clusters Score: Raw -51915.005754 + Penalty 654.762046 = -51260.243708 nChanged 10 SP:Iteration 18Q (1375.875500 sec): 3 clusters Score: Raw -51920.419424 + Penalty 654.762046 = -51265.657378 nChanged 11 SP:Iteration 19Q (1375.919313 sec): 3 clusters Score: Raw -51928.465161 + Penalty 654.762046 = -51273.703115 nChanged 17 SP:Iteration 20F (1375.967009 sec): 3 clusters Score: Raw -51948.471787 + Penalty 654.762046 = -51293.709741 nChanged 23 SP:Iteration 21Q (1376.011790 sec): 3 clusters Score: Raw -51975.150621 + Penalty 654.762046 = -51320.388574 nChanged 24 SP:Iteration 22Q (1376.055706 sec): 3 clusters Score: Raw -51997.335782 + Penalty 654.762046 = -51342.573736 nChanged 13 SP:Iteration 23Q (1376.089003 sec): 3 clusters Score: Raw -52004.569341 + Penalty 654.762046 = -51349.807295 nChanged 7 SP:Iteration 24Q (1376.140446 sec): 3 clusters Score: Raw -52009.267630 + Penalty 654.762046 = -51354.505584 nChanged 3 SP:Iteration 25Q (1376.174466 sec): 3 clusters Score: Raw -52012.686933 + Penalty 654.762046 = -51357.924887 nChanged 2 SP:Iteration 26Q (1376.218197 sec): 3 clusters Score: Raw -52013.760541 + Penalty 654.762046 = -51358.998495 nChanged 1 SP:Iteration 27Q (1376.258530 sec): 3 clusters Score: Raw -52014.464318 + Penalty 654.762046 = -51359.702272 nChanged 1 SP:Iteration 28Q (1376.296193 sec): 3 clusters Score: Raw -52015.078432 + Penalty 654.762046 = -51360.316385 nChanged 1 SP:Iteration 29Q (1376.340084 sec): 3 clusters Score: Raw -52016.011960 + Penalty 654.762046 = -51361.249914 nChanged 0 SP:Iteration 30F (1376.379779 sec): 3 clusters Score: Raw -52016.011960 + Penalty 654.762046 = -51361.249914 nChanged 0 Trying to split cluster 11 (959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1376.399282 sec): 2 clusters Score: Raw -40265.380748 + Penalty 312.398044 = -39952.982704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1376.443831 sec): 3 clusters Score: Raw -39810.588342 + Penalty 624.796088 = -39185.792254 nChanged 366 SP:Iteration 1F (1376.476088 sec): 3 clusters Score: Raw -40022.095093 + Penalty 624.796088 = -39397.299005 nChanged 73 SP:Iteration 2F (1376.519936 sec): 3 clusters Score: Raw -40054.483191 + Penalty 624.796088 = -39429.687103 nChanged 34 SP:Iteration 3Q (1376.570150 sec): 3 clusters Score: Raw -40072.662285 + Penalty 624.796088 = -39447.866197 nChanged 27 SP:Iteration 4Q (1376.607069 sec): 3 clusters Score: Raw -40083.074531 + Penalty 624.796088 = -39458.278443 nChanged 17 SP:Iteration 5Q (1376.648459 sec): 3 clusters Score: Raw -40089.569689 + Penalty 624.796088 = -39464.773601 nChanged 14 SP:Iteration 6Q (1376.690515 sec): 3 clusters Score: Raw -40095.308152 + Penalty 624.796088 = -39470.512064 nChanged 13 SP:Iteration 7Q (1376.726500 sec): 3 clusters Score: Raw -40098.644263 + Penalty 624.796088 = -39473.848175 nChanged 6 SP:Iteration 8Q (1376.771991 sec): 3 clusters Score: Raw -40100.656533 + Penalty 624.796088 = -39475.860446 nChanged 9 SP:Iteration 9Q (1376.804576 sec): 3 clusters Score: Raw -40105.339528 + Penalty 624.796088 = -39480.543440 nChanged 12 SP:Iteration 10Q (1376.852900 sec): 3 clusters Score: Raw -40109.885571 + Penalty 624.796088 = -39485.089484 nChanged 9 SP:Iteration 11Q (1376.889707 sec): 3 clusters Score: Raw -40114.486007 + Penalty 624.796088 = -39489.689919 nChanged 10 SP:Iteration 12Q (1376.935491 sec): 3 clusters Score: Raw -40118.365120 + Penalty 624.796088 = -39493.569033 nChanged 9 SP:Iteration 13Q (1376.976560 sec): 3 clusters Score: Raw -40122.529864 + Penalty 624.796088 = -39497.733776 nChanged 12 SP:Iteration 14Q (1377.024038 sec): 3 clusters Score: Raw -40129.147443 + Penalty 624.796088 = -39504.351355 nChanged 14 SP:Iteration 15Q (1377.081356 sec): 3 clusters Score: Raw -40135.720039 + Penalty 624.796088 = -39510.923951 nChanged 11 SP:Iteration 16Q (1377.121935 sec): 3 clusters Score: Raw -40140.388666 + Penalty 624.796088 = -39515.592578 nChanged 8 SP:Iteration 17Q (1377.168821 sec): 3 clusters Score: Raw -40143.084480 + Penalty 624.796088 = -39518.288392 nChanged 4 SP:Iteration 18Q (1377.208454 sec): 3 clusters Score: Raw -40143.689941 + Penalty 624.796088 = -39518.893853 nChanged 2 SP:Iteration 19Q (1377.261150 sec): 3 clusters Score: Raw -40144.841137 + Penalty 624.796088 = -39520.045049 nChanged 4 SP:Iteration 20F (1377.303066 sec): 3 clusters Score: Raw -40145.942560 + Penalty 624.796088 = -39521.146472 nChanged 5 SP:Iteration 21Q (1377.353892 sec): 3 clusters Score: Raw -40147.184676 + Penalty 624.796088 = -39522.388588 nChanged 5 SP:Iteration 22Q (1377.390302 sec): 3 clusters Score: Raw -40150.341334 + Penalty 624.796088 = -39525.545246 nChanged 9 SP:Iteration 23Q (1377.436139 sec): 3 clusters Score: Raw -40154.656156 + Penalty 624.796088 = -39529.860068 nChanged 7 SP:Iteration 24Q (1377.480360 sec): 3 clusters Score: Raw -40159.760008 + Penalty 624.796088 = -39534.963920 nChanged 10 SP:Iteration 25Q (1377.521769 sec): 3 clusters Score: Raw -40164.204619 + Penalty 624.796088 = -39539.408531 nChanged 13 SP:Iteration 26Q (1377.565009 sec): 3 clusters Score: Raw -40171.537140 + Penalty 624.796088 = -39546.741053 nChanged 16 SP:Iteration 27Q (1377.604397 sec): 3 clusters Score: Raw -40177.964521 + Penalty 624.796088 = -39553.168434 nChanged 14 SP:Iteration 28Q (1377.649813 sec): 3 clusters Score: Raw -40182.361429 + Penalty 624.796088 = -39557.565342 nChanged 7 SP:Iteration 29Q (1377.709137 sec): 3 clusters Score: Raw -40184.249453 + Penalty 624.796088 = -39559.453365 nChanged 9 SP:Iteration 30Q (1377.744266 sec): 3 clusters Score: Raw -40190.256233 + Penalty 624.796088 = -39565.460146 nChanged 10 SP:Iteration 31Q (1377.790490 sec): 3 clusters Score: Raw -40195.788891 + Penalty 624.796088 = -39570.992803 nChanged 19 SP:Iteration 32Q (1377.828342 sec): 3 clusters Score: Raw -40208.203055 + Penalty 624.796088 = -39583.406968 nChanged 12 SP:Iteration 33Q (1377.878569 sec): 3 clusters Score: Raw -40215.454851 + Penalty 624.796088 = -39590.658763 nChanged 15 SP:Iteration 34Q (1377.926557 sec): 3 clusters Score: Raw -40222.270484 + Penalty 624.796088 = -39597.474396 nChanged 13 SP:Iteration 35Q (1377.963447 sec): 3 clusters Score: Raw -40228.858754 + Penalty 624.796088 = -39604.062666 nChanged 8 SP:Iteration 36Q (1378.013029 sec): 3 clusters Score: Raw -40232.925325 + Penalty 624.796088 = -39608.129238 nChanged 9 SP:Iteration 37Q (1378.056268 sec): 3 clusters Score: Raw -40237.800345 + Penalty 624.796088 = -39613.004258 nChanged 8 SP:Iteration 38Q (1378.088735 sec): 3 clusters Score: Raw -40242.958192 + Penalty 624.796088 = -39618.162104 nChanged 6 SP:Iteration 39Q (1378.133984 sec): 3 clusters Score: Raw -40247.240386 + Penalty 624.796088 = -39622.444298 nChanged 7 SP:Iteration 40F (1378.179045 sec): 3 clusters Score: Raw -40249.251328 + Penalty 624.796088 = -39624.455240 nChanged 4 SP:Iteration 41Q (1378.221776 sec): 3 clusters Score: Raw -40250.604398 + Penalty 624.796088 = -39625.808310 nChanged 4 SP:Iteration 42Q (1378.270705 sec): 3 clusters Score: Raw -40252.824969 + Penalty 624.796088 = -39628.028881 nChanged 0 SP:Iteration 43F (1378.309498 sec): 3 clusters Score: Raw -40252.824969 + Penalty 624.796088 = -39628.028881 nChanged 0 Trying to split cluster 12 (2997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1378.328408 sec): 2 clusters Score: Raw -117174.415531 + Penalty 364.244202 = -116810.171329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1378.372888 sec): 3 clusters Score: Raw -115452.722884 + Penalty 728.488403 = -114724.234481 nChanged 1291 SP:Iteration 1F (1378.430301 sec): 3 clusters Score: Raw -116241.696028 + Penalty 728.488403 = -115513.207625 nChanged 280 SP:Iteration 2F (1378.474901 sec): 3 clusters Score: Raw -116471.534307 + Penalty 728.488403 = -115743.045904 nChanged 264 SP:Iteration 3F (1378.520884 sec): 3 clusters Score: Raw -116696.247211 + Penalty 728.488403 = -115967.758807 nChanged 206 SP:Iteration 4F (1378.566415 sec): 3 clusters Score: Raw -116880.457577 + Penalty 728.488403 = -116151.969174 nChanged 181 SP:Iteration 5F (1378.611569 sec): 3 clusters Score: Raw -117002.268101 + Penalty 728.488403 = -116273.779698 nChanged 116 SP:Iteration 6Q (1378.646759 sec): 3 clusters Score: Raw -117064.640200 + Penalty 728.488403 = -116336.151796 nChanged 77 SP:Iteration 7Q (1378.697647 sec): 3 clusters Score: Raw -117109.721414 + Penalty 728.488403 = -116381.233011 nChanged 71 SP:Iteration 8Q (1378.736653 sec): 3 clusters Score: Raw -117138.471646 + Penalty 728.488403 = -116409.983243 nChanged 53 SP:Iteration 9Q (1378.785668 sec): 3 clusters Score: Raw -117159.358371 + Penalty 728.488403 = -116430.869967 nChanged 41 SP:Iteration 10Q (1378.828887 sec): 3 clusters Score: Raw -117180.683623 + Penalty 728.488403 = -116452.195220 nChanged 37 SP:Iteration 11Q (1378.874178 sec): 3 clusters Score: Raw -117199.297907 + Penalty 728.488403 = -116470.809504 nChanged 43 SP:Iteration 12Q (1378.930786 sec): 3 clusters Score: Raw -117212.428221 + Penalty 728.488403 = -116483.939818 nChanged 21 SP:Iteration 13Q (1378.975706 sec): 3 clusters Score: Raw -117218.870986 + Penalty 728.488403 = -116490.382583 nChanged 21 SP:Iteration 14Q (1379.014791 sec): 3 clusters Score: Raw -117226.146882 + Penalty 728.488403 = -116497.658479 nChanged 21 SP:Iteration 15Q (1379.057055 sec): 3 clusters Score: Raw -117237.070678 + Penalty 728.488403 = -116508.582275 nChanged 29 SP:Iteration 16Q (1379.110205 sec): 3 clusters Score: Raw -117252.539939 + Penalty 728.488403 = -116524.051536 nChanged 30 SP:Iteration 17Q (1379.148200 sec): 3 clusters Score: Raw -117262.640763 + Penalty 728.488403 = -116534.152360 nChanged 17 SP:Iteration 18Q (1379.207883 sec): 3 clusters Score: Raw -117267.896099 + Penalty 728.488403 = -116539.407696 nChanged 15 SP:Iteration 19Q (1379.252480 sec): 3 clusters Score: Raw -117271.059448 + Penalty 728.488403 = -116542.571045 nChanged 7 SP:Iteration 20F (1379.306350 sec): 3 clusters Score: Raw -117272.048908 + Penalty 728.488403 = -116543.560505 nChanged 3 SP:Iteration 21Q (1379.351476 sec): 3 clusters Score: Raw -117272.619069 + Penalty 728.488403 = -116544.130666 nChanged 5 SP:Iteration 22Q (1379.393421 sec): 3 clusters Score: Raw -117274.594093 + Penalty 728.488403 = -116546.105690 nChanged 6 SP:Iteration 23Q (1379.433577 sec): 3 clusters Score: Raw -117277.244319 + Penalty 728.488403 = -116548.755916 nChanged 9 SP:Iteration 24Q (1379.481907 sec): 3 clusters Score: Raw -117281.011019 + Penalty 728.488403 = -116552.522616 nChanged 9 SP:Iteration 25Q (1379.521347 sec): 3 clusters Score: Raw -117282.843227 + Penalty 728.488403 = -116554.354824 nChanged 7 SP:Iteration 26Q (1379.573174 sec): 3 clusters Score: Raw -117284.421390 + Penalty 728.488403 = -116555.932987 nChanged 8 SP:Iteration 27Q (1379.619543 sec): 3 clusters Score: Raw -117285.563422 + Penalty 728.488403 = -116557.075018 nChanged 5 SP:Iteration 28Q (1379.675312 sec): 3 clusters Score: Raw -117286.471333 + Penalty 728.488403 = -116557.982930 nChanged 5 SP:Iteration 29Q (1379.715517 sec): 3 clusters Score: Raw -117287.449564 + Penalty 728.488403 = -116558.961161 nChanged 3 SP:Iteration 30Q (1379.768541 sec): 3 clusters Score: Raw -117287.735404 + Penalty 728.488403 = -116559.247001 nChanged 3 SP:Iteration 31Q (1379.817839 sec): 3 clusters Score: Raw -117288.039025 + Penalty 728.488403 = -116559.550622 nChanged 1 SP:Iteration 32Q (1379.871032 sec): 3 clusters Score: Raw -117288.146480 + Penalty 728.488403 = -116559.658077 nChanged 3 SP:Iteration 33Q (1379.916531 sec): 3 clusters Score: Raw -117288.354517 + Penalty 728.488403 = -116559.866114 nChanged 1 SP:Iteration 34Q (1379.961876 sec): 3 clusters Score: Raw -117288.451272 + Penalty 728.488403 = -116559.962868 nChanged 1 SP:Iteration 35Q (1380.005072 sec): 3 clusters Score: Raw -117288.625308 + Penalty 728.488403 = -116560.136905 nChanged 0 SP:Iteration 36F (1380.048563 sec): 3 clusters Score: Raw -117288.625308 + Penalty 728.488403 = -116560.136905 nChanged 0 Trying to split cluster 13 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1380.067611 sec): 2 clusters Score: Raw -12299.430731 + Penalty 255.563085 = -12043.867646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1380.110801 sec): 3 clusters Score: Raw -12208.515889 + Penalty 511.126170 = -11697.389719 nChanged 92 SP:Iteration 1F (1380.148167 sec): 3 clusters Score: Raw -12305.798959 + Penalty 511.126170 = -11794.672789 nChanged 28 SP:Iteration 2F (1380.195400 sec): 3 clusters Score: Raw -12340.212481 + Penalty 511.126170 = -11829.086311 nChanged 5 SP:Iteration 3Q (1380.238406 sec): 3 clusters Score: Raw -12347.261567 + Penalty 511.126170 = -11836.135397 nChanged 4 SP:Iteration 4Q (1380.281819 sec): 3 clusters Score: Raw -12351.862316 + Penalty 511.126170 = -11840.736146 nChanged 5 SP:Iteration 5Q (1380.321069 sec): 3 clusters Score: Raw -12357.154665 + Penalty 511.126170 = -11846.028495 nChanged 1 SP:Iteration 6Q (1380.364759 sec): 3 clusters Score: Raw -12360.112817 + Penalty 511.126170 = -11848.986647 nChanged 1 SP:Iteration 7Q (1380.413688 sec): 3 clusters Score: Raw -12360.263157 + Penalty 511.126170 = -11849.136987 nChanged 0 SP:Iteration 8F (1380.448193 sec): 3 clusters Score: Raw -12360.263157 + Penalty 511.126170 = -11849.136987 nChanged 0 Trying to split cluster 14 (11438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1380.478595 sec): 2 clusters Score: Raw -439737.944932 + Penalty 425.183687 = -439312.761245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1380.530301 sec): 3 clusters Score: Raw -432485.853125 + Penalty 850.367375 = -431635.485750 nChanged 5375 SP:Iteration 1F (1380.582742 sec): 3 clusters Score: Raw -435578.983913 + Penalty 850.367375 = -434728.616538 nChanged 701 SP:Iteration 2F (1380.647364 sec): 3 clusters Score: Raw -435936.307619 + Penalty 850.367375 = -435085.940244 nChanged 791 SP:Iteration 3F (1380.700718 sec): 3 clusters Score: Raw -436380.503057 + Penalty 850.367375 = -435530.135682 nChanged 794 SP:Iteration 4F (1380.754619 sec): 3 clusters Score: Raw -436897.122841 + Penalty 850.367375 = -436046.755466 nChanged 838 SP:Iteration 5F (1380.808898 sec): 3 clusters Score: Raw -437517.509728 + Penalty 850.367375 = -436667.142353 nChanged 785 SP:Iteration 6F (1380.855734 sec): 3 clusters Score: Raw -438157.161826 + Penalty 850.367375 = -437306.794452 nChanged 594 SP:Iteration 7F (1380.904246 sec): 3 clusters Score: Raw -438672.130648 + Penalty 850.367375 = -437821.763274 nChanged 410 SP:Iteration 8Q (1380.956366 sec): 3 clusters Score: Raw -439111.684515 + Penalty 850.367375 = -438261.317141 nChanged 283 SP:Iteration 9Q (1381.007971 sec): 3 clusters Score: Raw -439397.819857 + Penalty 850.367375 = -438547.452483 nChanged 201 SP:Iteration 10Q (1381.063947 sec): 3 clusters Score: Raw -439607.449024 + Penalty 850.367375 = -438757.081649 nChanged 161 SP:Iteration 11Q (1381.122203 sec): 3 clusters Score: Raw -439756.131518 + Penalty 850.367375 = -438905.764144 nChanged 122 SP:Iteration 12Q (1381.180467 sec): 3 clusters Score: Raw -439839.786438 + Penalty 850.367375 = -438989.419064 nChanged 87 SP:Iteration 13Q (1381.229595 sec): 3 clusters Score: Raw -439878.366043 + Penalty 850.367375 = -439027.998669 nChanged 60 SP:Iteration 14Q (1381.294838 sec): 3 clusters Score: Raw -439904.105227 + Penalty 850.367375 = -439053.737852 nChanged 55 SP:Iteration 15Q (1381.354717 sec): 3 clusters Score: Raw -439920.931491 + Penalty 850.367375 = -439070.564116 nChanged 45 SP:Iteration 16Q (1381.401361 sec): 3 clusters Score: Raw -439930.427078 + Penalty 850.367375 = -439080.059703 nChanged 23 SP:Iteration 17Q (1381.458591 sec): 3 clusters Score: Raw -439933.756120 + Penalty 850.367375 = -439083.388745 nChanged 17 SP:Iteration 18Q (1381.516034 sec): 3 clusters Score: Raw -439935.963645 + Penalty 850.367375 = -439085.596270 nChanged 12 SP:Iteration 19Q (1381.563860 sec): 3 clusters Score: Raw -439937.597877 + Penalty 850.367375 = -439087.230502 nChanged 16 SP:Iteration 20F (1381.624591 sec): 3 clusters Score: Raw -439939.548338 + Penalty 850.367375 = -439089.180964 nChanged 14 SP:Iteration 21Q (1381.677666 sec): 3 clusters Score: Raw -439941.457322 + Penalty 850.367375 = -439091.089947 nChanged 15 SP:Iteration 22Q (1381.729177 sec): 3 clusters Score: Raw -439943.709241 + Penalty 850.367375 = -439093.341866 nChanged 21 SP:Iteration 23Q (1381.780699 sec): 3 clusters Score: Raw -439947.216248 + Penalty 850.367375 = -439096.848874 nChanged 20 SP:Iteration 24Q (1381.820814 sec): 3 clusters Score: Raw -439951.426158 + Penalty 850.367375 = -439101.058784 nChanged 17 SP:Iteration 25Q (1381.878163 sec): 3 clusters Score: Raw -439954.257074 + Penalty 850.367375 = -439103.889699 nChanged 17 SP:Iteration 26Q (1381.922178 sec): 3 clusters Score: Raw -439956.621181 + Penalty 850.367375 = -439106.253806 nChanged 11 SP:Iteration 27Q (1381.979881 sec): 3 clusters Score: Raw -439958.101144 + Penalty 850.367375 = -439107.733770 nChanged 11 SP:Iteration 28Q (1382.036814 sec): 3 clusters Score: Raw -439959.532537 + Penalty 850.367375 = -439109.165162 nChanged 10 SP:Iteration 29Q (1382.080015 sec): 3 clusters Score: Raw -439960.654705 + Penalty 850.367375 = -439110.287330 nChanged 5 SP:Iteration 30Q (1382.144693 sec): 3 clusters Score: Raw -439960.990683 + Penalty 850.367375 = -439110.623309 nChanged 1 SP:Iteration 31Q (1382.200142 sec): 3 clusters Score: Raw -439961.031919 + Penalty 850.367375 = -439110.664544 nChanged 0 SP:Iteration 32F (1382.256868 sec): 3 clusters Score: Raw -439961.031919 + Penalty 850.367375 = -439110.664544 nChanged 0 Trying to split cluster 15 (5713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1382.286127 sec): 2 clusters Score: Raw -234937.023562 + Penalty 393.597730 = -234543.425832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1382.339888 sec): 3 clusters Score: Raw -231471.149604 + Penalty 787.195460 = -230683.954144 nChanged 2590 SP:Iteration 1F (1382.380709 sec): 3 clusters Score: Raw -232939.346057 + Penalty 787.195460 = -232152.150597 nChanged 380 SP:Iteration 2F (1382.446080 sec): 3 clusters Score: Raw -233118.722244 + Penalty 787.195460 = -232331.526784 nChanged 347 SP:Iteration 3F (1382.490796 sec): 3 clusters Score: Raw -233296.197423 + Penalty 787.195460 = -232509.001963 nChanged 301 SP:Iteration 4F (1382.547400 sec): 3 clusters Score: Raw -233482.493798 + Penalty 787.195460 = -232695.298339 nChanged 295 SP:Iteration 5F (1382.601002 sec): 3 clusters Score: Raw -233686.902095 + Penalty 787.195460 = -232899.706635 nChanged 324 SP:Iteration 6F (1382.641998 sec): 3 clusters Score: Raw -233946.316407 + Penalty 787.195460 = -233159.120947 nChanged 297 SP:Iteration 7F (1382.689027 sec): 3 clusters Score: Raw -234212.433513 + Penalty 787.195460 = -233425.238053 nChanged 275 SP:Iteration 8Q (1382.743169 sec): 3 clusters Score: Raw -234426.162566 + Penalty 787.195460 = -233638.967106 nChanged 204 SP:Iteration 9Q (1382.786335 sec): 3 clusters Score: Raw -234553.711910 + Penalty 787.195460 = -233766.516450 nChanged 140 SP:Iteration 10Q (1382.837798 sec): 3 clusters Score: Raw -234631.841385 + Penalty 787.195460 = -233844.645925 nChanged 115 SP:Iteration 11Q (1382.890730 sec): 3 clusters Score: Raw -234689.860300 + Penalty 787.195460 = -233902.664840 nChanged 85 SP:Iteration 12Q (1382.938511 sec): 3 clusters Score: Raw -234730.180276 + Penalty 787.195460 = -233942.984816 nChanged 75 SP:Iteration 13Q (1382.988399 sec): 3 clusters Score: Raw -234761.056397 + Penalty 787.195460 = -233973.860937 nChanged 71 SP:Iteration 14Q (1383.029789 sec): 3 clusters Score: Raw -234787.652903 + Penalty 787.195460 = -234000.457443 nChanged 59 SP:Iteration 15Q (1383.088488 sec): 3 clusters Score: Raw -234808.515636 + Penalty 787.195460 = -234021.320176 nChanged 47 SP:Iteration 16Q (1383.129931 sec): 3 clusters Score: Raw -234822.954408 + Penalty 787.195460 = -234035.758948 nChanged 46 SP:Iteration 17Q (1383.171010 sec): 3 clusters Score: Raw -234839.229455 + Penalty 787.195460 = -234052.033995 nChanged 50 SP:Iteration 18Q (1383.224388 sec): 3 clusters Score: Raw -234861.862010 + Penalty 787.195460 = -234074.666550 nChanged 48 SP:Iteration 19Q (1383.267109 sec): 3 clusters Score: Raw -234880.994771 + Penalty 787.195460 = -234093.799311 nChanged 44 SP:Iteration 20F (1383.322417 sec): 3 clusters Score: Raw -234897.145637 + Penalty 787.195460 = -234109.950177 nChanged 44 SP:Iteration 21Q (1383.360811 sec): 3 clusters Score: Raw -234912.233540 + Penalty 787.195460 = -234125.038080 nChanged 37 SP:Iteration 22Q (1383.412836 sec): 3 clusters Score: Raw -234926.172871 + Penalty 787.195460 = -234138.977411 nChanged 32 SP:Iteration 23Q (1383.458904 sec): 3 clusters Score: Raw -234937.096219 + Penalty 787.195460 = -234149.900759 nChanged 28 SP:Iteration 24Q (1383.506940 sec): 3 clusters Score: Raw -234946.846399 + Penalty 787.195460 = -234159.650939 nChanged 23 SP:Iteration 25Q (1383.549114 sec): 3 clusters Score: Raw -234954.896052 + Penalty 787.195460 = -234167.700593 nChanged 23 SP:Iteration 26Q (1383.606371 sec): 3 clusters Score: Raw -234964.712414 + Penalty 787.195460 = -234177.516954 nChanged 22 SP:Iteration 27Q (1383.656180 sec): 3 clusters Score: Raw -234975.962004 + Penalty 787.195460 = -234188.766544 nChanged 20 SP:Iteration 28Q (1383.708425 sec): 3 clusters Score: Raw -234984.568170 + Penalty 787.195460 = -234197.372710 nChanged 22 SP:Iteration 29Q (1383.751006 sec): 3 clusters Score: Raw -234992.703867 + Penalty 787.195460 = -234205.508407 nChanged 19 SP:Iteration 30Q (1383.806190 sec): 3 clusters Score: Raw -234999.606622 + Penalty 787.195460 = -234212.411162 nChanged 13 SP:Iteration 31Q (1383.853372 sec): 3 clusters Score: Raw -235003.356737 + Penalty 787.195460 = -234216.161277 nChanged 11 SP:Iteration 32Q (1383.900924 sec): 3 clusters Score: Raw -235005.939867 + Penalty 787.195460 = -234218.744407 nChanged 8 SP:Iteration 33Q (1383.939922 sec): 3 clusters Score: Raw -235007.589156 + Penalty 787.195460 = -234220.393696 nChanged 4 SP:Iteration 34Q (1383.989393 sec): 3 clusters Score: Raw -235008.383924 + Penalty 787.195460 = -234221.188464 nChanged 0 SP:Iteration 35F (1384.037187 sec): 3 clusters Score: Raw -235008.383924 + Penalty 787.195460 = -234221.188464 nChanged 0 Trying to split cluster 16 (23501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1384.082060 sec): 2 clusters Score: Raw -972766.491420 + Penalty 457.948320 = -972308.543099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1384.150510 sec): 3 clusters Score: Raw -957520.807537 + Penalty 915.896641 = -956604.910896 nChanged 11185 SP:Iteration 1F (1384.215076 sec): 3 clusters Score: Raw -964028.812430 + Penalty 915.896641 = -963112.915789 nChanged 1204 SP:Iteration 2F (1384.274072 sec): 3 clusters Score: Raw -964518.709381 + Penalty 915.896641 = -963602.812740 nChanged 1295 SP:Iteration 3F (1384.338266 sec): 3 clusters Score: Raw -965104.384852 + Penalty 915.896641 = -964188.488211 nChanged 1278 SP:Iteration 4F (1384.410313 sec): 3 clusters Score: Raw -965800.243267 + Penalty 915.896641 = -964884.346626 nChanged 1326 SP:Iteration 5F (1384.479193 sec): 3 clusters Score: Raw -966626.163725 + Penalty 915.896641 = -965710.267084 nChanged 1359 SP:Iteration 6F (1384.543735 sec): 3 clusters Score: Raw -967454.333244 + Penalty 915.896641 = -966538.436603 nChanged 1253 SP:Iteration 7F (1384.605006 sec): 3 clusters Score: Raw -968172.583571 + Penalty 915.896641 = -967256.686930 nChanged 1118 SP:Iteration 8Q (1384.672492 sec): 3 clusters Score: Raw -968746.124423 + Penalty 915.896641 = -967830.227782 nChanged 960 SP:Iteration 9Q (1384.735403 sec): 3 clusters Score: Raw -969159.159005 + Penalty 915.896641 = -968243.262364 nChanged 776 SP:Iteration 10Q (1384.788270 sec): 3 clusters Score: Raw -969430.003099 + Penalty 915.896641 = -968514.106458 nChanged 584 SP:Iteration 11Q (1384.854494 sec): 3 clusters Score: Raw -969594.992755 + Penalty 915.896641 = -968679.096114 nChanged 427 SP:Iteration 12Q (1384.926459 sec): 3 clusters Score: Raw -969693.380636 + Penalty 915.896641 = -968777.483995 nChanged 340 SP:Iteration 13Q (1384.987132 sec): 3 clusters Score: Raw -969759.546356 + Penalty 915.896641 = -968843.649715 nChanged 264 SP:Iteration 14Q (1385.046813 sec): 3 clusters Score: Raw -969810.517576 + Penalty 915.896641 = -968894.620935 nChanged 245 SP:Iteration 15Q (1385.111413 sec): 3 clusters Score: Raw -969860.420121 + Penalty 915.896641 = -968944.523480 nChanged 247 SP:Iteration 16Q (1385.186899 sec): 3 clusters Score: Raw -969911.682777 + Penalty 915.896641 = -968995.786136 nChanged 251 SP:Iteration 17Q (1385.250426 sec): 3 clusters Score: Raw -969964.019671 + Penalty 915.896641 = -969048.123030 nChanged 248 SP:Iteration 18Q (1385.321017 sec): 3 clusters Score: Raw -970009.776155 + Penalty 915.896641 = -969093.879514 nChanged 235 SP:Iteration 19Q (1385.376846 sec): 3 clusters Score: Raw -970052.163836 + Penalty 915.896641 = -969136.267195 nChanged 216 SP:Iteration 20F (1385.451180 sec): 3 clusters Score: Raw -970088.949363 + Penalty 915.896641 = -969173.052722 nChanged 184 SP:Iteration 21Q (1385.522909 sec): 3 clusters Score: Raw -970116.877899 + Penalty 915.896641 = -969200.981258 nChanged 177 SP:Iteration 22Q (1385.589181 sec): 3 clusters Score: Raw -970141.949709 + Penalty 915.896641 = -969226.053068 nChanged 181 SP:Iteration 23Q (1385.656824 sec): 3 clusters Score: Raw -970168.255923 + Penalty 915.896641 = -969252.359282 nChanged 164 SP:Iteration 24Q (1385.726151 sec): 3 clusters Score: Raw -970189.828625 + Penalty 915.896641 = -969273.931984 nChanged 154 SP:Iteration 25Q (1385.798120 sec): 3 clusters Score: Raw -970212.680058 + Penalty 915.896641 = -969296.783417 nChanged 160 SP:Iteration 26Q (1385.863507 sec): 3 clusters Score: Raw -970235.413148 + Penalty 915.896641 = -969319.516507 nChanged 165 SP:Iteration 27Q (1385.933034 sec): 3 clusters Score: Raw -970258.399865 + Penalty 915.896641 = -969342.503224 nChanged 173 SP:Iteration 28Q (1386.005779 sec): 3 clusters Score: Raw -970284.117336 + Penalty 915.896641 = -969368.220695 nChanged 161 SP:Iteration 29Q (1386.073013 sec): 3 clusters Score: Raw -970306.429490 + Penalty 915.896641 = -969390.532849 nChanged 148 SP:Iteration 30Q (1386.136179 sec): 3 clusters Score: Raw -970322.367544 + Penalty 915.896641 = -969406.470903 nChanged 136 SP:Iteration 31Q (1386.217708 sec): 3 clusters Score: Raw -970338.298388 + Penalty 915.896641 = -969422.401747 nChanged 138 SP:Iteration 32Q (1386.275758 sec): 3 clusters Score: Raw -970357.287309 + Penalty 915.896641 = -969441.390668 nChanged 140 SP:Iteration 33Q (1386.347088 sec): 3 clusters Score: Raw -970375.500006 + Penalty 915.896641 = -969459.603365 nChanged 140 SP:Iteration 34Q (1386.417095 sec): 3 clusters Score: Raw -970394.645957 + Penalty 915.896641 = -969478.749316 nChanged 123 SP:Iteration 35Q (1386.489848 sec): 3 clusters Score: Raw -970408.540916 + Penalty 915.896641 = -969492.644275 nChanged 114 SP:Iteration 36Q (1386.558165 sec): 3 clusters Score: Raw -970420.753559 + Penalty 915.896641 = -969504.856918 nChanged 89 SP:Iteration 37Q (1386.627716 sec): 3 clusters Score: Raw -970428.760020 + Penalty 915.896641 = -969512.863379 nChanged 96 SP:Iteration 38Q (1386.684397 sec): 3 clusters Score: Raw -970438.399214 + Penalty 915.896641 = -969522.502573 nChanged 97 SP:Iteration 39Q (1386.752893 sec): 3 clusters Score: Raw -970446.431236 + Penalty 915.896641 = -969530.534595 nChanged 71 SP:Iteration 40F (1386.819486 sec): 3 clusters Score: Raw -970450.216715 + Penalty 915.896641 = -969534.320075 nChanged 58 SP:Iteration 41Q (1386.897137 sec): 3 clusters Score: Raw -970453.477953 + Penalty 915.896641 = -969537.581312 nChanged 61 SP:Iteration 42Q (1386.958767 sec): 3 clusters Score: Raw -970457.858411 + Penalty 915.896641 = -969541.961770 nChanged 65 SP:Iteration 43Q (1387.040474 sec): 3 clusters Score: Raw -970461.359539 + Penalty 915.896641 = -969545.462898 nChanged 60 SP:Iteration 44Q (1387.110937 sec): 3 clusters Score: Raw -970464.061078 + Penalty 915.896641 = -969548.164437 nChanged 46 SP:Iteration 45Q (1387.171593 sec): 3 clusters Score: Raw -970465.906144 + Penalty 915.896641 = -969550.009503 nChanged 36 SP:Iteration 46Q (1387.249778 sec): 3 clusters Score: Raw -970467.246577 + Penalty 915.896641 = -969551.349936 nChanged 45 SP:Iteration 47Q (1387.311079 sec): 3 clusters Score: Raw -970469.501989 + Penalty 915.896641 = -969553.605348 nChanged 42 SP:Iteration 48Q (1387.377967 sec): 3 clusters Score: Raw -970471.590565 + Penalty 915.896641 = -969555.693924 nChanged 38 SP:Iteration 49Q (1387.451479 sec): 3 clusters Score: Raw -970473.670116 + Penalty 915.896641 = -969557.773475 nChanged 43 SP:Iteration 50Q (1387.506876 sec): 3 clusters Score: Raw -970475.813505 + Penalty 915.896641 = -969559.916864 nChanged 47 SP:Iteration 51Q (1387.575983 sec): 3 clusters Score: Raw -970478.573327 + Penalty 915.896641 = -969562.676686 nChanged 44 SP:Iteration 52Q (1387.651304 sec): 3 clusters Score: Raw -970481.045932 + Penalty 915.896641 = -969565.149291 nChanged 42 SP:Iteration 53Q (1387.711943 sec): 3 clusters Score: Raw -970483.708856 + Penalty 915.896641 = -969567.812215 nChanged 40 SP:Iteration 54Q (1387.775908 sec): 3 clusters Score: Raw -970485.649290 + Penalty 915.896641 = -969569.752649 nChanged 45 SP:Iteration 55Q (1387.848800 sec): 3 clusters Score: Raw -970487.598684 + Penalty 915.896641 = -969571.702043 nChanged 43 SP:Iteration 56Q (1387.909078 sec): 3 clusters Score: Raw -970489.664570 + Penalty 915.896641 = -969573.767929 nChanged 47 SP:Iteration 57Q (1387.973013 sec): 3 clusters Score: Raw -970492.062106 + Penalty 915.896641 = -969576.165465 nChanged 51 SP:Iteration 58Q (1388.047854 sec): 3 clusters Score: Raw -970494.148426 + Penalty 915.896641 = -969578.251785 nChanged 47 SP:Iteration 59Q (1388.118018 sec): 3 clusters Score: Raw -970496.708950 + Penalty 915.896641 = -969580.812309 nChanged 49 SP:Iteration 60F (1388.184858 sec): 3 clusters Score: Raw -970499.180382 + Penalty 915.896641 = -969583.283741 nChanged 58 SP:Iteration 61Q (1388.254388 sec): 3 clusters Score: Raw -970502.252585 + Penalty 915.896641 = -969586.355944 nChanged 62 SP:Iteration 62Q (1388.326199 sec): 3 clusters Score: Raw -970505.676435 + Penalty 915.896641 = -969589.779794 nChanged 62 SP:Iteration 63Q (1388.391943 sec): 3 clusters Score: Raw -970509.895945 + Penalty 915.896641 = -969593.999304 nChanged 70 SP:Iteration 64Q (1388.459932 sec): 3 clusters Score: Raw -970514.882371 + Penalty 915.896641 = -969598.985730 nChanged 81 SP:Iteration 65Q (1388.530127 sec): 3 clusters Score: Raw -970520.423762 + Penalty 915.896641 = -969604.527121 nChanged 81 SP:Iteration 66Q (1388.597921 sec): 3 clusters Score: Raw -970525.101688 + Penalty 915.896641 = -969609.205047 nChanged 83 SP:Iteration 67Q (1388.666989 sec): 3 clusters Score: Raw -970529.999933 + Penalty 915.896641 = -969614.103292 nChanged 87 SP:Iteration 68Q (1388.727380 sec): 3 clusters Score: Raw -970535.742071 + Penalty 915.896641 = -969619.845430 nChanged 93 SP:Iteration 69Q (1388.804907 sec): 3 clusters Score: Raw -970542.050296 + Penalty 915.896641 = -969626.153655 nChanged 85 SP:Iteration 70Q (1388.861616 sec): 3 clusters Score: Raw -970547.840903 + Penalty 915.896641 = -969631.944262 nChanged 86 SP:Iteration 71Q (1388.930641 sec): 3 clusters Score: Raw -970553.917129 + Penalty 915.896641 = -969638.020488 nChanged 93 SP:Iteration 72Q (1388.994754 sec): 3 clusters Score: Raw -970559.952774 + Penalty 915.896641 = -969644.056133 nChanged 87 SP:Iteration 73Q (1389.055365 sec): 3 clusters Score: Raw -970566.175433 + Penalty 915.896641 = -969650.278792 nChanged 95 SP:Iteration 74Q (1389.131014 sec): 3 clusters Score: Raw -970573.251143 + Penalty 915.896641 = -969657.354502 nChanged 106 SP:Iteration 75Q (1389.200508 sec): 3 clusters Score: Raw -970581.432076 + Penalty 915.896641 = -969665.535435 nChanged 112 SP:Iteration 76Q (1389.265898 sec): 3 clusters Score: Raw -970591.092913 + Penalty 915.896641 = -969675.196272 nChanged 116 SP:Iteration 77Q (1389.328928 sec): 3 clusters Score: Raw -970600.677300 + Penalty 915.896641 = -969684.780659 nChanged 119 SP:Iteration 78Q (1389.398182 sec): 3 clusters Score: Raw -970609.624419 + Penalty 915.896641 = -969693.727778 nChanged 108 SP:Iteration 79Q (1389.476191 sec): 3 clusters Score: Raw -970617.679628 + Penalty 915.896641 = -969701.782987 nChanged 97 SP:Iteration 80F (1389.542991 sec): 3 clusters Score: Raw -970625.343383 + Penalty 915.896641 = -969709.446742 nChanged 112 SP:Iteration 81Q (1389.612286 sec): 3 clusters Score: Raw -970634.649114 + Penalty 915.896641 = -969718.752473 nChanged 114 SP:Iteration 82Q (1389.683776 sec): 3 clusters Score: Raw -970645.040110 + Penalty 915.896641 = -969729.143469 nChanged 123 SP:Iteration 83Q (1389.749313 sec): 3 clusters Score: Raw -970657.031363 + Penalty 915.896641 = -969741.134722 nChanged 144 SP:Iteration 84Q (1389.824016 sec): 3 clusters Score: Raw -970672.538715 + Penalty 915.896641 = -969756.642075 nChanged 166 SP:Iteration 85Q (1389.881103 sec): 3 clusters Score: Raw -970692.791002 + Penalty 915.896641 = -969776.894361 nChanged 186 SP:Iteration 86Q (1389.950972 sec): 3 clusters Score: Raw -970719.199337 + Penalty 915.896641 = -969803.302696 nChanged 178 SP:Iteration 87Q (1390.011651 sec): 3 clusters Score: Raw -970743.671434 + Penalty 915.896641 = -969827.774793 nChanged 172 SP:Iteration 88Q (1390.083962 sec): 3 clusters Score: Raw -970765.787164 + Penalty 915.896641 = -969849.890523 nChanged 160 SP:Iteration 89Q (1390.155211 sec): 3 clusters Score: Raw -970786.480497 + Penalty 915.896641 = -969870.583856 nChanged 177 SP:Iteration 90Q (1390.216412 sec): 3 clusters Score: Raw -970813.711068 + Penalty 915.896641 = -969897.814427 nChanged 199 SP:Iteration 91Q (1390.293184 sec): 3 clusters Score: Raw -970845.079469 + Penalty 915.896641 = -969929.182828 nChanged 199 SP:Iteration 92Q (1390.359443 sec): 3 clusters Score: Raw -970877.629922 + Penalty 915.896641 = -969961.733281 nChanged 222 SP:Iteration 93Q (1390.430742 sec): 3 clusters Score: Raw -970912.643278 + Penalty 915.896641 = -969996.746637 nChanged 210 SP:Iteration 94Q (1390.500530 sec): 3 clusters Score: Raw -970948.096372 + Penalty 915.896641 = -970032.199731 nChanged 223 SP:Iteration 95Q (1390.569225 sec): 3 clusters Score: Raw -970985.226338 + Penalty 915.896641 = -970069.329697 nChanged 222 SP:Iteration 96Q (1390.636771 sec): 3 clusters Score: Raw -971025.792383 + Penalty 915.896641 = -970109.895742 nChanged 237 SP:Iteration 97Q (1390.695940 sec): 3 clusters Score: Raw -971073.500379 + Penalty 915.896641 = -970157.603738 nChanged 249 SP:Iteration 98Q (1390.760288 sec): 3 clusters Score: Raw -971124.171662 + Penalty 915.896641 = -970208.275021 nChanged 243 SP:Iteration 99Q (1390.831165 sec): 3 clusters Score: Raw -971175.480296 + Penalty 915.896641 = -970259.583655 nChanged 236 SP:Iteration 100F (1390.890582 sec): 3 clusters Score: Raw -971223.832510 + Penalty 915.896641 = -970307.935869 nChanged 242 SP:Iteration 101Q (1390.964321 sec): 3 clusters Score: Raw -971274.417545 + Penalty 915.896641 = -970358.520904 nChanged 263 SP:Iteration 102Q (1391.024587 sec): 3 clusters Score: Raw -971333.125009 + Penalty 915.896641 = -970417.228368 nChanged 250 SP:Iteration 103Q (1391.101019 sec): 3 clusters Score: Raw -971390.295843 + Penalty 915.896641 = -970474.399202 nChanged 226 SP:Iteration 104Q (1391.166907 sec): 3 clusters Score: Raw -971438.249625 + Penalty 915.896641 = -970522.352984 nChanged 216 SP:Iteration 105Q (1391.234604 sec): 3 clusters Score: Raw -971485.492054 + Penalty 915.896641 = -970569.595414 nChanged 201 SP:Iteration 106Q (1391.297527 sec): 3 clusters Score: Raw -971532.026378 + Penalty 915.896641 = -970616.129738 nChanged 211 SP:Iteration 107Q (1391.367714 sec): 3 clusters Score: Raw -971585.055361 + Penalty 915.896641 = -970669.158720 nChanged 211 SP:Iteration 108Q (1391.428715 sec): 3 clusters Score: Raw -971639.972797 + Penalty 915.896641 = -970724.076156 nChanged 199 SP:Iteration 109Q (1391.501742 sec): 3 clusters Score: Raw -971699.371144 + Penalty 915.896641 = -970783.474503 nChanged 214 SP:Iteration 110Q (1391.563245 sec): 3 clusters Score: Raw -971766.716958 + Penalty 915.896641 = -970850.820317 nChanged 198 SP:Iteration 111Q (1391.632817 sec): 3 clusters Score: Raw -971832.123267 + Penalty 915.896641 = -970916.226626 nChanged 186 SP:Iteration 112Q (1391.696436 sec): 3 clusters Score: Raw -971897.208268 + Penalty 915.896641 = -970981.311627 nChanged 181 SP:Iteration 113Q (1391.749526 sec): 3 clusters Score: Raw -971961.994387 + Penalty 915.896641 = -971046.097746 nChanged 192 SP:Iteration 114Q (1391.826129 sec): 3 clusters Score: Raw -972031.877399 + Penalty 915.896641 = -971115.980758 nChanged 175 SP:Iteration 115Q (1391.877694 sec): 3 clusters Score: Raw -972093.193908 + Penalty 915.896641 = -971177.297267 nChanged 168 SP:Iteration 116Q (1391.945365 sec): 3 clusters Score: Raw -972162.031911 + Penalty 915.896641 = -971246.135270 nChanged 166 SP:Iteration 117Q (1392.017345 sec): 3 clusters Score: Raw -972224.256692 + Penalty 915.896641 = -971308.360051 nChanged 154 SP:Iteration 118Q (1392.076100 sec): 3 clusters Score: Raw -972290.324144 + Penalty 915.896641 = -971374.427503 nChanged 148 SP:Iteration 119Q (1392.147627 sec): 3 clusters Score: Raw -972352.154752 + Penalty 915.896641 = -971436.258111 nChanged 149 SP:Iteration 120F (1392.210409 sec): 3 clusters Score: Raw -972412.546097 + Penalty 915.896641 = -971496.649456 nChanged 130 SP:Iteration 121Q (1392.272895 sec): 3 clusters Score: Raw -972465.775934 + Penalty 915.896641 = -971549.879293 nChanged 117 SP:Iteration 122Q (1392.336664 sec): 3 clusters Score: Raw -972508.714804 + Penalty 915.896641 = -971592.818163 nChanged 127 SP:Iteration 123Q (1392.409896 sec): 3 clusters Score: Raw -972556.438094 + Penalty 915.896641 = -971640.541453 nChanged 120 SP:Iteration 124Q (1392.468678 sec): 3 clusters Score: Raw -972608.674508 + Penalty 915.896641 = -971692.777867 nChanged 118 SP:Iteration 125Q (1392.547036 sec): 3 clusters Score: Raw -972662.999989 + Penalty 915.896641 = -971747.103348 nChanged 117 SP:Iteration 126Q (1392.605636 sec): 3 clusters Score: Raw -972724.920659 + Penalty 915.896641 = -971809.024018 nChanged 100 SP:Iteration 127Q (1392.676740 sec): 3 clusters Score: Raw -972771.381670 + Penalty 915.896641 = -971855.485029 nChanged 89 SP:Iteration 128Q (1392.733853 sec): 3 clusters Score: Raw -972803.139976 + Penalty 915.896641 = -971887.243335 nChanged 67 SP:Iteration 129Q (1392.809177 sec): 3 clusters Score: Raw -972822.603675 + Penalty 915.896641 = -971906.707034 nChanged 64 SP:Iteration 130Q (1392.869850 sec): 3 clusters Score: Raw -972842.188128 + Penalty 915.896641 = -971926.291487 nChanged 50 SP:Iteration 131Q (1392.936625 sec): 3 clusters Score: Raw -972859.361556 + Penalty 915.896641 = -971943.464915 nChanged 44 SP:Iteration 132Q (1392.998496 sec): 3 clusters Score: Raw -972872.289006 + Penalty 915.896641 = -971956.392365 nChanged 41 SP:Iteration 133Q (1393.062367 sec): 3 clusters Score: Raw -972886.300177 + Penalty 915.896641 = -971970.403536 nChanged 41 SP:Iteration 134Q (1393.131161 sec): 3 clusters Score: Raw -972896.793530 + Penalty 915.896641 = -971980.896889 nChanged 16 SP:Iteration 135Q (1393.199031 sec): 3 clusters Score: Raw -972899.974608 + Penalty 915.896641 = -971984.077967 nChanged 11 SP:Iteration 136Q (1393.260738 sec): 3 clusters Score: Raw -972901.442890 + Penalty 915.896641 = -971985.546249 nChanged 6 SP:Iteration 137Q (1393.327194 sec): 3 clusters Score: Raw -972902.667942 + Penalty 915.896641 = -971986.771301 nChanged 11 SP:Iteration 138Q (1393.392538 sec): 3 clusters Score: Raw -972904.666568 + Penalty 915.896641 = -971988.769927 nChanged 13 SP:Iteration 139Q (1393.452531 sec): 3 clusters Score: Raw -972906.316709 + Penalty 915.896641 = -971990.420068 nChanged 12 SP:Iteration 140F (1393.508283 sec): 3 clusters Score: Raw -972908.001225 + Penalty 915.896641 = -971992.104584 nChanged 12 SP:Iteration 141Q (1393.563238 sec): 3 clusters Score: Raw -972909.753427 + Penalty 915.896641 = -971993.856786 nChanged 8 SP:Iteration 142Q (1393.629128 sec): 3 clusters Score: Raw -972911.192254 + Penalty 915.896641 = -971995.295613 nChanged 9 SP:Iteration 143Q (1393.687773 sec): 3 clusters Score: Raw -972912.528991 + Penalty 915.896641 = -971996.632350 nChanged 9 SP:Iteration 144Q (1393.757338 sec): 3 clusters Score: Raw -972913.946405 + Penalty 915.896641 = -971998.049764 nChanged 13 SP:Iteration 145Q (1393.814694 sec): 3 clusters Score: Raw -972915.409372 + Penalty 915.896641 = -971999.512731 nChanged 8 SP:Iteration 146Q (1393.892619 sec): 3 clusters Score: Raw -972916.588557 + Penalty 915.896641 = -972000.691916 nChanged 7 SP:Iteration 147Q (1393.959161 sec): 3 clusters Score: Raw -972917.955843 + Penalty 915.896641 = -972002.059202 nChanged 8 SP:Iteration 148Q (1394.021279 sec): 3 clusters Score: Raw -972918.700103 + Penalty 915.896641 = -972002.803462 nChanged 1 SP:Iteration 149Q (1394.085601 sec): 3 clusters Score: Raw -972918.875492 + Penalty 915.896641 = -972002.978851 nChanged 1 SP:Iteration 150Q (1394.150841 sec): 3 clusters Score: Raw -972919.068170 + Penalty 915.896641 = -972003.171529 nChanged 3 SP:Iteration 151Q (1394.218604 sec): 3 clusters Score: Raw -972919.357180 + Penalty 915.896641 = -972003.460539 nChanged 2 SP:Iteration 152Q (1394.280437 sec): 3 clusters Score: Raw -972919.668445 + Penalty 915.896641 = -972003.771804 nChanged 4 SP:Iteration 153Q (1394.345642 sec): 3 clusters Score: Raw -972920.628729 + Penalty 915.896641 = -972004.732088 nChanged 2 SP:Iteration 154Q (1394.400826 sec): 3 clusters Score: Raw -972920.867680 + Penalty 915.896641 = -972004.971039 nChanged 1 SP:Iteration 155Q (1394.465066 sec): 3 clusters Score: Raw -972920.990865 + Penalty 915.896641 = -972005.094224 nChanged 1 SP:Iteration 156Q (1394.530940 sec): 3 clusters Score: Raw -972921.142702 + Penalty 915.896641 = -972005.246061 nChanged 2 SP:Iteration 157Q (1394.597251 sec): 3 clusters Score: Raw -972921.428377 + Penalty 915.896641 = -972005.531736 nChanged 1 SP:Iteration 158Q (1394.648972 sec): 3 clusters Score: Raw -972921.544706 + Penalty 915.896641 = -972005.648065 nChanged 1 SP:Iteration 159Q (1394.708974 sec): 3 clusters Score: Raw -972921.587365 + Penalty 915.896641 = -972005.690724 nChanged 0 SP:Iteration 160F (1394.776685 sec): 3 clusters Score: Raw -972921.587365 + Penalty 915.896641 = -972005.690724 nChanged 0 Trying to split cluster 17 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1394.813199 sec): 2 clusters Score: Raw -22757.877377 + Penalty 286.266396 = -22471.610981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1394.854669 sec): 3 clusters Score: Raw -22532.536947 + Penalty 572.532792 = -21960.004155 nChanged 186 SP:Iteration 1F (1394.891780 sec): 3 clusters Score: Raw -22673.545920 + Penalty 572.532792 = -22101.013129 nChanged 45 SP:Iteration 2F (1394.935208 sec): 3 clusters Score: Raw -22712.563507 + Penalty 572.532792 = -22140.030716 nChanged 21 SP:Iteration 3Q (1394.987492 sec): 3 clusters Score: Raw -22726.070799 + Penalty 572.532792 = -22153.538007 nChanged 14 SP:Iteration 4Q (1395.019959 sec): 3 clusters Score: Raw -22734.386715 + Penalty 572.532792 = -22161.853923 nChanged 6 SP:Iteration 5Q (1395.066556 sec): 3 clusters Score: Raw -22737.531535 + Penalty 572.532792 = -22164.998743 nChanged 5 SP:Iteration 6Q (1395.111943 sec): 3 clusters Score: Raw -22740.078994 + Penalty 572.532792 = -22167.546202 nChanged 2 SP:Iteration 7Q (1395.159648 sec): 3 clusters Score: Raw -22741.246690 + Penalty 572.532792 = -22168.713898 nChanged 1 SP:Iteration 8Q (1395.205612 sec): 3 clusters Score: Raw -22741.727990 + Penalty 572.532792 = -22169.195198 nChanged 0 SP:Iteration 9F (1395.245990 sec): 3 clusters Score: Raw -22741.727990 + Penalty 572.532792 = -22169.195198 nChanged 0 Trying to split cluster 18 (3393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1395.265219 sec): 2 clusters Score: Raw -134831.559022 + Penalty 369.890874 = -134461.668148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1395.310815 sec): 3 clusters Score: Raw -132871.096345 + Penalty 739.781749 = -132131.314597 nChanged 1507 SP:Iteration 1F (1395.354795 sec): 3 clusters Score: Raw -133859.948445 + Penalty 739.781749 = -133120.166697 nChanged 258 SP:Iteration 2F (1395.403097 sec): 3 clusters Score: Raw -134051.819580 + Penalty 739.781749 = -133312.037831 nChanged 232 SP:Iteration 3F (1395.444654 sec): 3 clusters Score: Raw -134234.187222 + Penalty 739.781749 = -133494.405474 nChanged 200 SP:Iteration 4F (1395.490233 sec): 3 clusters Score: Raw -134386.037423 + Penalty 739.781749 = -133646.255674 nChanged 154 SP:Iteration 5Q (1395.532429 sec): 3 clusters Score: Raw -134505.414500 + Penalty 739.781749 = -133765.632751 nChanged 138 SP:Iteration 6Q (1395.576324 sec): 3 clusters Score: Raw -134607.423849 + Penalty 739.781749 = -133867.642100 nChanged 122 SP:Iteration 7Q (1395.620279 sec): 3 clusters Score: Raw -134677.110735 + Penalty 739.781749 = -133937.328986 nChanged 100 SP:Iteration 8Q (1395.661080 sec): 3 clusters Score: Raw -134736.607734 + Penalty 739.781749 = -133996.825985 nChanged 84 SP:Iteration 9Q (1395.706608 sec): 3 clusters Score: Raw -134775.587588 + Penalty 739.781749 = -134035.805840 nChanged 64 SP:Iteration 10Q (1395.759124 sec): 3 clusters Score: Raw -134798.322815 + Penalty 739.781749 = -134058.541067 nChanged 38 SP:Iteration 11Q (1395.808611 sec): 3 clusters Score: Raw -134808.393030 + Penalty 739.781749 = -134068.611281 nChanged 23 SP:Iteration 12Q (1395.841584 sec): 3 clusters Score: Raw -134813.644645 + Penalty 739.781749 = -134073.862896 nChanged 18 SP:Iteration 13Q (1395.886948 sec): 3 clusters Score: Raw -134819.122500 + Penalty 739.781749 = -134079.340752 nChanged 20 SP:Iteration 14Q (1395.941563 sec): 3 clusters Score: Raw -134824.137486 + Penalty 739.781749 = -134084.355737 nChanged 17 SP:Iteration 15Q (1395.990198 sec): 3 clusters Score: Raw -134827.377758 + Penalty 739.781749 = -134087.596010 nChanged 10 SP:Iteration 16Q (1396.030007 sec): 3 clusters Score: Raw -134829.764690 + Penalty 739.781749 = -134089.982942 nChanged 11 SP:Iteration 17Q (1396.084376 sec): 3 clusters Score: Raw -134832.287692 + Penalty 739.781749 = -134092.505943 nChanged 8 SP:Iteration 18Q (1396.124345 sec): 3 clusters Score: Raw -134833.811046 + Penalty 739.781749 = -134094.029297 nChanged 7 SP:Iteration 19Q (1396.179306 sec): 3 clusters Score: Raw -134835.023534 + Penalty 739.781749 = -134095.241785 nChanged 5 SP:Iteration 20F (1396.222906 sec): 3 clusters Score: Raw -134835.599810 + Penalty 739.781749 = -134095.818062 nChanged 7 SP:Iteration 21Q (1396.263832 sec): 3 clusters Score: Raw -134836.510833 + Penalty 739.781749 = -134096.729084 nChanged 7 SP:Iteration 22Q (1396.320042 sec): 3 clusters Score: Raw -134837.526836 + Penalty 739.781749 = -134097.745087 nChanged 5 SP:Iteration 23Q (1396.366555 sec): 3 clusters Score: Raw -134838.311502 + Penalty 739.781749 = -134098.529753 nChanged 5 SP:Iteration 24Q (1396.414134 sec): 3 clusters Score: Raw -134838.886629 + Penalty 739.781749 = -134099.104880 nChanged 5 SP:Iteration 25Q (1396.454478 sec): 3 clusters Score: Raw -134839.362979 + Penalty 739.781749 = -134099.581230 nChanged 3 SP:Iteration 26Q (1396.509773 sec): 3 clusters Score: Raw -134839.643411 + Penalty 739.781749 = -134099.861662 nChanged 3 SP:Iteration 27Q (1396.555173 sec): 3 clusters Score: Raw -134840.048287 + Penalty 739.781749 = -134100.266538 nChanged 1 SP:Iteration 28Q (1396.597883 sec): 3 clusters Score: Raw -134840.210864 + Penalty 739.781749 = -134100.429116 nChanged 1 SP:Iteration 29Q (1396.646835 sec): 3 clusters Score: Raw -134840.276673 + Penalty 739.781749 = -134100.494924 nChanged 0 SP:Iteration 30F (1396.701545 sec): 3 clusters Score: Raw -134840.276673 + Penalty 739.781749 = -134100.494924 nChanged 0 Trying to split cluster 19 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1396.715062 sec): 2 clusters Score: Raw -14616.403574 + Penalty 274.066865 = -14342.336709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1396.771247 sec): 3 clusters Score: Raw -14483.871098 + Penalty 548.133731 = -13935.737367 nChanged 126 SP:Iteration 1F (1396.803822 sec): 3 clusters Score: Raw -14604.240175 + Penalty 548.133731 = -14056.106444 nChanged 37 SP:Iteration 2F (1396.848956 sec): 3 clusters Score: Raw -14642.829397 + Penalty 548.133731 = -14094.695666 nChanged 27 SP:Iteration 3F (1396.895308 sec): 3 clusters Score: Raw -14666.042228 + Penalty 548.133731 = -14117.908497 nChanged 20 SP:Iteration 4Q (1396.948020 sec): 3 clusters Score: Raw -14680.319753 + Penalty 548.133731 = -14132.186022 nChanged 11 SP:Iteration 5Q (1396.984153 sec): 3 clusters Score: Raw -14689.814931 + Penalty 548.133731 = -14141.681200 nChanged 8 SP:Iteration 6Q (1397.040557 sec): 3 clusters Score: Raw -14695.981467 + Penalty 548.133731 = -14147.847736 nChanged 7 SP:Iteration 7Q (1397.084312 sec): 3 clusters Score: Raw -14699.434611 + Penalty 548.133731 = -14151.300880 nChanged 2 SP:Iteration 8Q (1397.116471 sec): 3 clusters Score: Raw -14700.617266 + Penalty 548.133731 = -14152.483535 nChanged 1 SP:Iteration 9Q (1397.159122 sec): 3 clusters Score: Raw -14700.881442 + Penalty 548.133731 = -14152.747711 nChanged 0 SP:Iteration 10F (1397.199981 sec): 3 clusters Score: Raw -14700.881442 + Penalty 548.133731 = -14152.747711 nChanged 0 Trying to split cluster 20 (1106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1397.219842 sec): 2 clusters Score: Raw -45081.319824 + Penalty 318.886986 = -44762.432839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1397.265631 sec): 3 clusters Score: Raw -44525.666069 + Penalty 637.773972 = -43887.892097 nChanged 441 SP:Iteration 1F (1397.311407 sec): 3 clusters Score: Raw -44806.355755 + Penalty 637.773972 = -44168.581783 nChanged 87 SP:Iteration 2F (1397.363473 sec): 3 clusters Score: Raw -44872.969781 + Penalty 637.773972 = -44235.195810 nChanged 62 SP:Iteration 3F (1397.408493 sec): 3 clusters Score: Raw -44913.761296 + Penalty 637.773972 = -44275.987324 nChanged 54 SP:Iteration 4Q (1397.459712 sec): 3 clusters Score: Raw -44959.403521 + Penalty 637.773972 = -44321.629549 nChanged 54 SP:Iteration 5Q (1397.494740 sec): 3 clusters Score: Raw -45001.402180 + Penalty 637.773972 = -44363.628208 nChanged 40 SP:Iteration 6Q (1397.537264 sec): 3 clusters Score: Raw -45033.449480 + Penalty 637.773972 = -44395.675508 nChanged 36 SP:Iteration 7Q (1397.591413 sec): 3 clusters Score: Raw -45063.045620 + Penalty 637.773972 = -44425.271648 nChanged 30 SP:Iteration 8Q (1397.629269 sec): 3 clusters Score: Raw -45091.489970 + Penalty 637.773972 = -44453.715999 nChanged 26 SP:Iteration 9Q (1397.674779 sec): 3 clusters Score: Raw -45111.258512 + Penalty 637.773972 = -44473.484540 nChanged 18 SP:Iteration 10Q (1397.726107 sec): 3 clusters Score: Raw -45123.487202 + Penalty 637.773972 = -44485.713230 nChanged 17 SP:Iteration 11Q (1397.768134 sec): 3 clusters Score: Raw -45134.532474 + Penalty 637.773972 = -44496.758502 nChanged 14 SP:Iteration 12Q (1397.813376 sec): 3 clusters Score: Raw -45145.071437 + Penalty 637.773972 = -44507.297465 nChanged 8 SP:Iteration 13Q (1397.856130 sec): 3 clusters Score: Raw -45149.236942 + Penalty 637.773972 = -44511.462971 nChanged 5 SP:Iteration 14Q (1397.908405 sec): 3 clusters Score: Raw -45151.908960 + Penalty 637.773972 = -44514.134988 nChanged 3 SP:Iteration 15Q (1397.952760 sec): 3 clusters Score: Raw -45154.356756 + Penalty 637.773972 = -44516.582785 nChanged 2 SP:Iteration 16Q (1398.009578 sec): 3 clusters Score: Raw -45157.009055 + Penalty 637.773972 = -44519.235083 nChanged 5 SP:Iteration 17Q (1398.046715 sec): 3 clusters Score: Raw -45165.194262 + Penalty 637.773972 = -44527.420291 nChanged 2 SP:Iteration 18Q (1398.086686 sec): 3 clusters Score: Raw -45167.672246 + Penalty 637.773972 = -44529.898275 nChanged 1 SP:Iteration 19Q (1398.137173 sec): 3 clusters Score: Raw -45168.076227 + Penalty 637.773972 = -44530.302256 nChanged 1 SP:Iteration 20F (1398.171423 sec): 3 clusters Score: Raw -45168.755855 + Penalty 637.773972 = -44530.981883 nChanged 0 Trying to split cluster 21 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1398.200370 sec): 2 clusters Score: Raw -8589.263614 + Penalty 255.397329 = -8333.866285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1398.239061 sec): 3 clusters Score: Raw -8511.222478 + Penalty 510.794658 = -8000.427820 nChanged 90 SP:Iteration 1F (1398.287493 sec): 3 clusters Score: Raw -8589.617343 + Penalty 510.794658 = -8078.822685 nChanged 19 SP:Iteration 2F (1398.319685 sec): 3 clusters Score: Raw -8605.250221 + Penalty 510.794658 = -8094.455564 nChanged 9 SP:Iteration 3Q (1398.362167 sec): 3 clusters Score: Raw -8618.024405 + Penalty 510.794658 = -8107.229748 nChanged 4 SP:Iteration 4Q (1398.410558 sec): 3 clusters Score: Raw -8625.473744 + Penalty 510.794658 = -8114.679086 nChanged 3 SP:Iteration 5Q (1398.457974 sec): 3 clusters Score: Raw -8627.426441 + Penalty 510.794658 = -8116.631783 nChanged 0 SP:Iteration 6F (1398.493304 sec): 3 clusters Score: Raw -8627.426441 + Penalty 510.794658 = -8116.631783 nChanged 0 Trying to split cluster 22 (1151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1398.521236 sec): 2 clusters Score: Raw -41332.828644 + Penalty 320.701582 = -41012.127062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1398.559984 sec): 3 clusters Score: Raw -40731.534948 + Penalty 641.403163 = -40090.131785 nChanged 478 SP:Iteration 1F (1398.598583 sec): 3 clusters Score: Raw -41077.215862 + Penalty 641.403163 = -40435.812699 nChanged 99 SP:Iteration 2F (1398.651412 sec): 3 clusters Score: Raw -41188.143858 + Penalty 641.403163 = -40546.740695 nChanged 91 SP:Iteration 3F (1398.697050 sec): 3 clusters Score: Raw -41280.549796 + Penalty 641.403163 = -40639.146633 nChanged 72 SP:Iteration 4F (1398.744474 sec): 3 clusters Score: Raw -41344.516818 + Penalty 641.403163 = -40703.113655 nChanged 51 SP:Iteration 5Q (1398.790482 sec): 3 clusters Score: Raw -41382.342604 + Penalty 641.403163 = -40740.939441 nChanged 32 SP:Iteration 6Q (1398.835040 sec): 3 clusters Score: Raw -41404.989876 + Penalty 641.403163 = -40763.586713 nChanged 31 SP:Iteration 7Q (1398.889827 sec): 3 clusters Score: Raw -41432.262244 + Penalty 641.403163 = -40790.859081 nChanged 23 SP:Iteration 8Q (1398.939408 sec): 3 clusters Score: Raw -41445.762920 + Penalty 641.403163 = -40804.359757 nChanged 16 SP:Iteration 9Q (1398.989984 sec): 3 clusters Score: Raw -41453.396482 + Penalty 641.403163 = -40811.993318 nChanged 10 SP:Iteration 10Q (1399.028772 sec): 3 clusters Score: Raw -41458.844002 + Penalty 641.403163 = -40817.440838 nChanged 9 SP:Iteration 11Q (1399.085086 sec): 3 clusters Score: Raw -41464.458301 + Penalty 641.403163 = -40823.055138 nChanged 7 SP:Iteration 12Q (1399.132656 sec): 3 clusters Score: Raw -41467.483040 + Penalty 641.403163 = -40826.079877 nChanged 5 SP:Iteration 13Q (1399.179844 sec): 3 clusters Score: Raw -41469.641590 + Penalty 641.403163 = -40828.238427 nChanged 2 SP:Iteration 14Q (1399.218987 sec): 3 clusters Score: Raw -41470.358589 + Penalty 641.403163 = -40828.955426 nChanged 1 SP:Iteration 15Q (1399.252037 sec): 3 clusters Score: Raw -41470.728586 + Penalty 641.403163 = -40829.325423 nChanged 1 SP:Iteration 16Q (1399.311230 sec): 3 clusters Score: Raw -41470.812207 + Penalty 641.403163 = -40829.409044 nChanged 0 SP:Iteration 17F (1399.360721 sec): 3 clusters Score: Raw -41470.812207 + Penalty 641.403163 = -40829.409044 nChanged 0 Trying to split cluster 23 (2012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1399.387940 sec): 2 clusters Score: Raw -73115.184162 + Penalty 346.113246 = -72769.070916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1399.425285 sec): 3 clusters Score: Raw -72006.646681 + Penalty 692.226492 = -71314.420188 nChanged 852 SP:Iteration 1F (1399.472588 sec): 3 clusters Score: Raw -72564.351411 + Penalty 692.226492 = -71872.124919 nChanged 186 SP:Iteration 2F (1399.521811 sec): 3 clusters Score: Raw -72743.609766 + Penalty 692.226492 = -72051.383274 nChanged 161 SP:Iteration 3F (1399.562698 sec): 3 clusters Score: Raw -72884.137685 + Penalty 692.226492 = -72191.911193 nChanged 128 SP:Iteration 4F (1399.611632 sec): 3 clusters Score: Raw -72984.944057 + Penalty 692.226492 = -72292.717565 nChanged 116 SP:Iteration 5F (1399.662798 sec): 3 clusters Score: Raw -73086.693952 + Penalty 692.226492 = -72394.467459 nChanged 83 SP:Iteration 6Q (1399.707244 sec): 3 clusters Score: Raw -73159.403948 + Penalty 692.226492 = -72467.177456 nChanged 63 SP:Iteration 7Q (1399.748196 sec): 3 clusters Score: Raw -73215.534017 + Penalty 692.226492 = -72523.307524 nChanged 43 SP:Iteration 8Q (1399.796267 sec): 3 clusters Score: Raw -73257.557729 + Penalty 692.226492 = -72565.331236 nChanged 35 SP:Iteration 9Q (1399.833702 sec): 3 clusters Score: Raw -73286.866341 + Penalty 692.226492 = -72594.639849 nChanged 18 SP:Iteration 10Q (1399.877375 sec): 3 clusters Score: Raw -73295.186765 + Penalty 692.226492 = -72602.960273 nChanged 8 SP:Iteration 11Q (1399.925062 sec): 3 clusters Score: Raw -73298.182491 + Penalty 692.226492 = -72605.955999 nChanged 9 SP:Iteration 12Q (1399.974110 sec): 3 clusters Score: Raw -73302.483991 + Penalty 692.226492 = -72610.257499 nChanged 7 SP:Iteration 13Q (1400.011405 sec): 3 clusters Score: Raw -73304.385231 + Penalty 692.226492 = -72612.158739 nChanged 3 SP:Iteration 14Q (1400.059270 sec): 3 clusters Score: Raw -73305.523162 + Penalty 692.226492 = -72613.296669 nChanged 6 SP:Iteration 15Q (1400.105111 sec): 3 clusters Score: Raw -73307.524353 + Penalty 692.226492 = -72615.297861 nChanged 5 SP:Iteration 16Q (1400.149994 sec): 3 clusters Score: Raw -73308.775894 + Penalty 692.226492 = -72616.549401 nChanged 3 SP:Iteration 17Q (1400.199282 sec): 3 clusters Score: Raw -73309.187157 + Penalty 692.226492 = -72616.960665 nChanged 1 SP:Iteration 18Q (1400.240615 sec): 3 clusters Score: Raw -73309.297386 + Penalty 692.226492 = -72617.070893 nChanged 0 SP:Iteration 19F (1400.277929 sec): 3 clusters Score: Raw -73309.297386 + Penalty 692.226492 = -72617.070893 nChanged 0 Trying to split cluster 24 (2511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1400.313568 sec): 2 clusters Score: Raw -96964.392537 + Penalty 356.193854 = -96608.198683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1400.353147 sec): 3 clusters Score: Raw -95543.892062 + Penalty 712.387709 = -94831.504353 nChanged 1095 SP:Iteration 1F (1400.405590 sec): 3 clusters Score: Raw -96270.137113 + Penalty 712.387709 = -95557.749405 nChanged 206 SP:Iteration 2F (1400.452991 sec): 3 clusters Score: Raw -96408.038638 + Penalty 712.387709 = -95695.650930 nChanged 170 SP:Iteration 3F (1400.494554 sec): 3 clusters Score: Raw -96529.489154 + Penalty 712.387709 = -95817.101446 nChanged 152 SP:Iteration 4F (1400.550986 sec): 3 clusters Score: Raw -96630.689072 + Penalty 712.387709 = -95918.301363 nChanged 112 SP:Iteration 5Q (1400.602973 sec): 3 clusters Score: Raw -96699.189741 + Penalty 712.387709 = -95986.802032 nChanged 92 SP:Iteration 6Q (1400.644558 sec): 3 clusters Score: Raw -96754.427404 + Penalty 712.387709 = -96042.039696 nChanged 83 SP:Iteration 7Q (1400.687751 sec): 3 clusters Score: Raw -96815.443708 + Penalty 712.387709 = -96103.056000 nChanged 92 SP:Iteration 8Q (1400.738793 sec): 3 clusters Score: Raw -96899.183462 + Penalty 712.387709 = -96186.795753 nChanged 73 SP:Iteration 9Q (1400.784253 sec): 3 clusters Score: Raw -96969.382890 + Penalty 712.387709 = -96256.995182 nChanged 62 SP:Iteration 10Q (1400.821011 sec): 3 clusters Score: Raw -97022.297703 + Penalty 712.387709 = -96309.909994 nChanged 60 SP:Iteration 11Q (1400.864672 sec): 3 clusters Score: Raw -97072.907333 + Penalty 712.387709 = -96360.519624 nChanged 42 SP:Iteration 12Q (1400.914655 sec): 3 clusters Score: Raw -97105.119868 + Penalty 712.387709 = -96392.732159 nChanged 33 SP:Iteration 13Q (1400.962350 sec): 3 clusters Score: Raw -97129.793687 + Penalty 712.387709 = -96417.405978 nChanged 29 SP:Iteration 14Q (1401.019421 sec): 3 clusters Score: Raw -97154.909666 + Penalty 712.387709 = -96442.521958 nChanged 33 SP:Iteration 15Q (1401.064754 sec): 3 clusters Score: Raw -97187.730073 + Penalty 712.387709 = -96475.342365 nChanged 27 SP:Iteration 16Q (1401.106028 sec): 3 clusters Score: Raw -97212.658068 + Penalty 712.387709 = -96500.270359 nChanged 23 SP:Iteration 17Q (1401.151470 sec): 3 clusters Score: Raw -97230.549768 + Penalty 712.387709 = -96518.162060 nChanged 23 SP:Iteration 18Q (1401.197922 sec): 3 clusters Score: Raw -97243.197378 + Penalty 712.387709 = -96530.809670 nChanged 20 SP:Iteration 19Q (1401.238276 sec): 3 clusters Score: Raw -97253.186988 + Penalty 712.387709 = -96540.799280 nChanged 14 SP:Iteration 20F (1401.285472 sec): 3 clusters Score: Raw -97259.362679 + Penalty 712.387709 = -96546.974971 nChanged 10 SP:Iteration 21Q (1401.337960 sec): 3 clusters Score: Raw -97264.607174 + Penalty 712.387709 = -96552.219466 nChanged 6 SP:Iteration 22Q (1401.383050 sec): 3 clusters Score: Raw -97266.578916 + Penalty 712.387709 = -96554.191207 nChanged 6 SP:Iteration 23Q (1401.430643 sec): 3 clusters Score: Raw -97269.073149 + Penalty 712.387709 = -96556.685440 nChanged 5 SP:Iteration 24Q (1401.467689 sec): 3 clusters Score: Raw -97271.683201 + Penalty 712.387709 = -96559.295493 nChanged 8 SP:Iteration 25Q (1401.514539 sec): 3 clusters Score: Raw -97277.545714 + Penalty 712.387709 = -96565.158005 nChanged 7 SP:Iteration 26Q (1401.564530 sec): 3 clusters Score: Raw -97281.055633 + Penalty 712.387709 = -96568.667924 nChanged 6 SP:Iteration 27Q (1401.614932 sec): 3 clusters Score: Raw -97284.343108 + Penalty 712.387709 = -96571.955400 nChanged 4 SP:Iteration 28Q (1401.661837 sec): 3 clusters Score: Raw -97286.058641 + Penalty 712.387709 = -96573.670932 nChanged 6 SP:Iteration 29Q (1401.709890 sec): 3 clusters Score: Raw -97289.354223 + Penalty 712.387709 = -96576.966514 nChanged 1 SP:Iteration 30Q (1401.754328 sec): 3 clusters Score: Raw -97290.393582 + Penalty 712.387709 = -96578.005874 nChanged 1 SP:Iteration 31Q (1401.789570 sec): 3 clusters Score: Raw -97291.357909 + Penalty 712.387709 = -96578.970201 nChanged 1 SP:Iteration 32Q (1401.835971 sec): 3 clusters Score: Raw -97291.551308 + Penalty 712.387709 = -96579.163600 nChanged 0 SP:Iteration 33F (1401.874115 sec): 3 clusters Score: Raw -97291.551308 + Penalty 712.387709 = -96579.163600 nChanged 0 Trying to split cluster 25 (1527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1401.906486 sec): 2 clusters Score: Raw -65949.765869 + Penalty 333.563244 = -65616.202625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1401.954119 sec): 3 clusters Score: Raw -65135.703072 + Penalty 667.126488 = -64468.576584 nChanged 606 SP:Iteration 1F (1401.988003 sec): 3 clusters Score: Raw -65447.695135 + Penalty 667.126488 = -64780.568647 nChanged 115 SP:Iteration 2F (1402.029683 sec): 3 clusters Score: Raw -65501.348217 + Penalty 667.126488 = -64834.221730 nChanged 90 SP:Iteration 3F (1402.080534 sec): 3 clusters Score: Raw -65544.332494 + Penalty 667.126488 = -64877.206006 nChanged 83 SP:Iteration 4F (1402.123863 sec): 3 clusters Score: Raw -65596.251945 + Penalty 667.126488 = -64929.125457 nChanged 72 SP:Iteration 5Q (1402.171690 sec): 3 clusters Score: Raw -65646.640583 + Penalty 667.126488 = -64979.514095 nChanged 73 SP:Iteration 6Q (1402.217664 sec): 3 clusters Score: Raw -65699.712773 + Penalty 667.126488 = -65032.586286 nChanged 69 SP:Iteration 7Q (1402.252988 sec): 3 clusters Score: Raw -65759.804351 + Penalty 667.126488 = -65092.677863 nChanged 69 SP:Iteration 8Q (1402.305716 sec): 3 clusters Score: Raw -65837.632945 + Penalty 667.126488 = -65170.506457 nChanged 51 SP:Iteration 9Q (1402.355435 sec): 3 clusters Score: Raw -65893.748685 + Penalty 667.126488 = -65226.622197 nChanged 32 SP:Iteration 10Q (1402.388855 sec): 3 clusters Score: Raw -65927.698298 + Penalty 667.126488 = -65260.571810 nChanged 21 SP:Iteration 11Q (1402.436340 sec): 3 clusters Score: Raw -65955.034057 + Penalty 667.126488 = -65287.907569 nChanged 17 SP:Iteration 12Q (1402.483673 sec): 3 clusters Score: Raw -65974.066057 + Penalty 667.126488 = -65306.939569 nChanged 7 SP:Iteration 13Q (1402.527243 sec): 3 clusters Score: Raw -65980.328390 + Penalty 667.126488 = -65313.201902 nChanged 6 SP:Iteration 14Q (1402.574488 sec): 3 clusters Score: Raw -65985.792796 + Penalty 667.126488 = -65318.666308 nChanged 3 SP:Iteration 15Q (1402.623687 sec): 3 clusters Score: Raw -65987.722566 + Penalty 667.126488 = -65320.596079 nChanged 2 SP:Iteration 16Q (1402.667085 sec): 3 clusters Score: Raw -65990.878067 + Penalty 667.126488 = -65323.751579 nChanged 1 SP:Iteration 17Q (1402.698521 sec): 3 clusters Score: Raw -65993.115257 + Penalty 667.126488 = -65325.988769 nChanged 0 SP:Iteration 18F (1402.747702 sec): 3 clusters Score: Raw -65993.115257 + Penalty 667.126488 = -65325.988769 nChanged 0 Trying to split cluster 26 (2154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1402.765213 sec): 2 clusters Score: Raw -78658.806546 + Penalty 349.216225 = -78309.590322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1402.814752 sec): 3 clusters Score: Raw -77474.302903 + Penalty 698.432449 = -76775.870454 nChanged 889 SP:Iteration 1F (1402.861409 sec): 3 clusters Score: Raw -77980.818818 + Penalty 698.432449 = -77282.386369 nChanged 167 SP:Iteration 2F (1402.899173 sec): 3 clusters Score: Raw -78111.579446 + Penalty 698.432449 = -77413.146997 nChanged 145 SP:Iteration 3F (1402.947318 sec): 3 clusters Score: Raw -78241.509636 + Penalty 698.432449 = -77543.077187 nChanged 140 SP:Iteration 4F (1402.996557 sec): 3 clusters Score: Raw -78358.576399 + Penalty 698.432449 = -77660.143950 nChanged 137 SP:Iteration 5F (1403.034247 sec): 3 clusters Score: Raw -78470.521697 + Penalty 698.432449 = -77772.089248 nChanged 96 SP:Iteration 6Q (1403.086686 sec): 3 clusters Score: Raw -78520.387597 + Penalty 698.432449 = -77821.955148 nChanged 66 SP:Iteration 7Q (1403.134376 sec): 3 clusters Score: Raw -78557.187892 + Penalty 698.432449 = -77858.755443 nChanged 59 SP:Iteration 8Q (1403.190078 sec): 3 clusters Score: Raw -78590.806485 + Penalty 698.432449 = -77892.374036 nChanged 46 SP:Iteration 9Q (1403.233990 sec): 3 clusters Score: Raw -78607.632360 + Penalty 698.432449 = -77909.199911 nChanged 31 SP:Iteration 10Q (1403.280732 sec): 3 clusters Score: Raw -78618.663095 + Penalty 698.432449 = -77920.230646 nChanged 20 SP:Iteration 11Q (1403.334087 sec): 3 clusters Score: Raw -78626.324290 + Penalty 698.432449 = -77927.891841 nChanged 21 SP:Iteration 12Q (1403.377920 sec): 3 clusters Score: Raw -78635.458347 + Penalty 698.432449 = -77937.025898 nChanged 21 SP:Iteration 13Q (1403.417709 sec): 3 clusters Score: Raw -78643.535157 + Penalty 698.432449 = -77945.102708 nChanged 16 SP:Iteration 14Q (1403.452228 sec): 3 clusters Score: Raw -78648.126649 + Penalty 698.432449 = -77949.694200 nChanged 17 SP:Iteration 15Q (1403.503228 sec): 3 clusters Score: Raw -78652.307799 + Penalty 698.432449 = -77953.875350 nChanged 11 SP:Iteration 16Q (1403.549854 sec): 3 clusters Score: Raw -78655.089087 + Penalty 698.432449 = -77956.656638 nChanged 11 SP:Iteration 17Q (1403.595172 sec): 3 clusters Score: Raw -78656.986622 + Penalty 698.432449 = -77958.554173 nChanged 6 SP:Iteration 18Q (1403.645852 sec): 3 clusters Score: Raw -78657.591844 + Penalty 698.432449 = -77959.159395 nChanged 3 SP:Iteration 19Q (1403.684051 sec): 3 clusters Score: Raw -78657.882981 + Penalty 698.432449 = -77959.450531 nChanged 1 SP:Iteration 20F (1403.739511 sec): 3 clusters Score: Raw -78658.039837 + Penalty 698.432449 = -77959.607388 nChanged 3 SP:Iteration 21Q (1403.791778 sec): 3 clusters Score: Raw -78658.330856 + Penalty 698.432449 = -77959.898407 nChanged 2 SP:Iteration 22Q (1403.838617 sec): 3 clusters Score: Raw -78658.889660 + Penalty 698.432449 = -77960.457211 nChanged 5 SP:Iteration 23Q (1403.889497 sec): 3 clusters Score: Raw -78659.503002 + Penalty 698.432449 = -77961.070553 nChanged 3 SP:Iteration 24Q (1403.939517 sec): 3 clusters Score: Raw -78659.786537 + Penalty 698.432449 = -77961.354088 nChanged 2 SP:Iteration 25Q (1403.988977 sec): 3 clusters Score: Raw -78659.854427 + Penalty 698.432449 = -77961.421978 nChanged 1 SP:Iteration 26Q (1404.030645 sec): 3 clusters Score: Raw -78660.006896 + Penalty 698.432449 = -77961.574447 nChanged 1 SP:Iteration 27Q (1404.089451 sec): 3 clusters Score: Raw -78660.138186 + Penalty 698.432449 = -77961.705737 nChanged 1 SP:Iteration 28Q (1404.135329 sec): 3 clusters Score: Raw -78660.283030 + Penalty 698.432449 = -77961.850581 nChanged 0 SP:Iteration 29F (1404.183699 sec): 3 clusters Score: Raw -78660.283030 + Penalty 698.432449 = -77961.850581 nChanged 0 Trying to split cluster 27 (1733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1404.201150 sec): 2 clusters Score: Raw -67008.965214 + Penalty 339.321223 = -66669.643992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1404.242991 sec): 3 clusters Score: Raw -66047.450437 + Penalty 678.642445 = -65368.807992 nChanged 725 SP:Iteration 1F (1404.289719 sec): 3 clusters Score: Raw -66522.990576 + Penalty 678.642445 = -65844.348131 nChanged 167 SP:Iteration 2F (1404.336926 sec): 3 clusters Score: Raw -66637.886720 + Penalty 678.642445 = -65959.244274 nChanged 119 SP:Iteration 3F (1404.373404 sec): 3 clusters Score: Raw -66710.612465 + Penalty 678.642445 = -66031.970020 nChanged 83 SP:Iteration 4Q (1404.421030 sec): 3 clusters Score: Raw -66758.189773 + Penalty 678.642445 = -66079.547328 nChanged 67 SP:Iteration 5Q (1404.469002 sec): 3 clusters Score: Raw -66805.778996 + Penalty 678.642445 = -66127.136551 nChanged 48 SP:Iteration 6Q (1404.504452 sec): 3 clusters Score: Raw -66846.270181 + Penalty 678.642445 = -66167.627736 nChanged 50 SP:Iteration 7Q (1404.549107 sec): 3 clusters Score: Raw -66886.821672 + Penalty 678.642445 = -66208.179226 nChanged 42 SP:Iteration 8Q (1404.594910 sec): 3 clusters Score: Raw -66919.165879 + Penalty 678.642445 = -66240.523434 nChanged 29 SP:Iteration 9Q (1404.638170 sec): 3 clusters Score: Raw -66944.759502 + Penalty 678.642445 = -66266.117057 nChanged 21 SP:Iteration 10Q (1404.680326 sec): 3 clusters Score: Raw -66977.194012 + Penalty 678.642445 = -66298.551566 nChanged 22 SP:Iteration 11Q (1404.727277 sec): 3 clusters Score: Raw -67003.328984 + Penalty 678.642445 = -66324.686539 nChanged 16 SP:Iteration 12Q (1404.767584 sec): 3 clusters Score: Raw -67018.113172 + Penalty 678.642445 = -66339.470727 nChanged 11 SP:Iteration 13Q (1404.814181 sec): 3 clusters Score: Raw -67029.077330 + Penalty 678.642445 = -66350.434884 nChanged 11 SP:Iteration 14Q (1404.863141 sec): 3 clusters Score: Raw -67038.538943 + Penalty 678.642445 = -66359.896498 nChanged 11 SP:Iteration 15Q (1404.907843 sec): 3 clusters Score: Raw -67045.833179 + Penalty 678.642445 = -66367.190734 nChanged 5 SP:Iteration 16Q (1404.951623 sec): 3 clusters Score: Raw -67049.258121 + Penalty 678.642445 = -66370.615676 nChanged 5 SP:Iteration 17Q (1404.994030 sec): 3 clusters Score: Raw -67054.442983 + Penalty 678.642445 = -66375.800537 nChanged 4 SP:Iteration 18Q (1405.046053 sec): 3 clusters Score: Raw -67057.645246 + Penalty 678.642445 = -66379.002800 nChanged 3 SP:Iteration 19Q (1405.082751 sec): 3 clusters Score: Raw -67058.772109 + Penalty 678.642445 = -66380.129664 nChanged 1 SP:Iteration 20F (1405.135548 sec): 3 clusters Score: Raw -67059.020787 + Penalty 678.642445 = -66380.378341 nChanged 0 Trying to split cluster 28 (791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1405.161001 sec): 2 clusters Score: Raw -33621.394974 + Penalty 303.635058 = -33317.759916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1405.209820 sec): 3 clusters Score: Raw -33268.794332 + Penalty 607.270115 = -32661.524217 nChanged 286 SP:Iteration 1F (1405.260898 sec): 3 clusters Score: Raw -33449.395032 + Penalty 607.270115 = -32842.124917 nChanged 67 SP:Iteration 2F (1405.298886 sec): 3 clusters Score: Raw -33508.877544 + Penalty 607.270115 = -32901.607429 nChanged 49 SP:Iteration 3F (1405.339015 sec): 3 clusters Score: Raw -33540.686705 + Penalty 607.270115 = -32933.416590 nChanged 30 SP:Iteration 4Q (1405.388067 sec): 3 clusters Score: Raw -33556.633591 + Penalty 607.270115 = -32949.363476 nChanged 17 SP:Iteration 5Q (1405.423108 sec): 3 clusters Score: Raw -33567.551423 + Penalty 607.270115 = -32960.281308 nChanged 14 SP:Iteration 6Q (1405.476277 sec): 3 clusters Score: Raw -33575.870417 + Penalty 607.270115 = -32968.600302 nChanged 6 SP:Iteration 7Q (1405.521270 sec): 3 clusters Score: Raw -33580.290955 + Penalty 607.270115 = -32973.020840 nChanged 6 SP:Iteration 8Q (1405.551751 sec): 3 clusters Score: Raw -33582.522234 + Penalty 607.270115 = -32975.252119 nChanged 2 SP:Iteration 9Q (1405.587076 sec): 3 clusters Score: Raw -33584.135033 + Penalty 607.270115 = -32976.864918 nChanged 4 SP:Iteration 10Q (1405.609440 sec): 3 clusters Score: Raw -33585.401067 + Penalty 607.270115 = -32978.130952 nChanged 4 SP:Iteration 11Q (1405.648396 sec): 3 clusters Score: Raw -33586.615556 + Penalty 607.270115 = -32979.345441 nChanged 4 SP:Iteration 12Q (1405.685203 sec): 3 clusters Score: Raw -33587.662045 + Penalty 607.270115 = -32980.391930 nChanged 1 SP:Iteration 13Q (1405.737936 sec): 3 clusters Score: Raw -33587.891826 + Penalty 607.270115 = -32980.621711 nChanged 1 SP:Iteration 14Q (1405.777550 sec): 3 clusters Score: Raw -33588.174816 + Penalty 607.270115 = -32980.904701 nChanged 1 SP:Iteration 15Q (1405.823919 sec): 3 clusters Score: Raw -33588.654260 + Penalty 607.270115 = -32981.384145 nChanged 1 SP:Iteration 16Q (1405.872076 sec): 3 clusters Score: Raw -33589.128200 + Penalty 607.270115 = -32981.858085 nChanged 1 SP:Iteration 17Q (1405.914668 sec): 3 clusters Score: Raw -33589.211431 + Penalty 607.270115 = -32981.941316 nChanged 0 SP:Iteration 18F (1405.962473 sec): 3 clusters Score: Raw -33589.211431 + Penalty 607.270115 = -32981.941316 nChanged 0 Trying to split cluster 29 (1529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1405.978392 sec): 2 clusters Score: Raw -58678.035336 + Penalty 333.622799 = -58344.412537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1406.023063 sec): 3 clusters Score: Raw -57858.253017 + Penalty 667.245598 = -57191.007419 nChanged 618 SP:Iteration 1F (1406.079503 sec): 3 clusters Score: Raw -58152.062502 + Penalty 667.245598 = -57484.816904 nChanged 110 SP:Iteration 2F (1406.129983 sec): 3 clusters Score: Raw -58212.563618 + Penalty 667.245598 = -57545.318020 nChanged 104 SP:Iteration 3F (1406.175074 sec): 3 clusters Score: Raw -58271.678753 + Penalty 667.245598 = -57604.433155 nChanged 76 SP:Iteration 4Q (1406.209055 sec): 3 clusters Score: Raw -58321.556979 + Penalty 667.245598 = -57654.311381 nChanged 75 SP:Iteration 5Q (1406.255725 sec): 3 clusters Score: Raw -58363.529332 + Penalty 667.245598 = -57696.283734 nChanged 67 SP:Iteration 6Q (1406.308175 sec): 3 clusters Score: Raw -58399.481284 + Penalty 667.245598 = -57732.235686 nChanged 60 SP:Iteration 7Q (1406.349851 sec): 3 clusters Score: Raw -58435.900369 + Penalty 667.245598 = -57768.654771 nChanged 68 SP:Iteration 8Q (1406.393973 sec): 3 clusters Score: Raw -58477.643420 + Penalty 667.245598 = -57810.397822 nChanged 72 SP:Iteration 9Q (1406.434512 sec): 3 clusters Score: Raw -58518.043494 + Penalty 667.245598 = -57850.797896 nChanged 43 SP:Iteration 10Q (1406.473892 sec): 3 clusters Score: Raw -58540.825259 + Penalty 667.245598 = -57873.579661 nChanged 38 SP:Iteration 11Q (1406.522785 sec): 3 clusters Score: Raw -58562.114944 + Penalty 667.245598 = -57894.869347 nChanged 28 SP:Iteration 12Q (1406.569084 sec): 3 clusters Score: Raw -58576.190092 + Penalty 667.245598 = -57908.944494 nChanged 31 SP:Iteration 13Q (1406.609297 sec): 3 clusters Score: Raw -58594.345686 + Penalty 667.245598 = -57927.100088 nChanged 29 SP:Iteration 14Q (1406.657023 sec): 3 clusters Score: Raw -58618.756306 + Penalty 667.245598 = -57951.510708 nChanged 31 SP:Iteration 15Q (1406.692001 sec): 3 clusters Score: Raw -58649.229025 + Penalty 667.245598 = -57981.983427 nChanged 26 SP:Iteration 16Q (1406.739615 sec): 3 clusters Score: Raw -58674.760138 + Penalty 667.245598 = -58007.514540 nChanged 19 SP:Iteration 17Q (1406.777765 sec): 3 clusters Score: Raw -58691.775448 + Penalty 667.245598 = -58024.529850 nChanged 18 SP:Iteration 18Q (1406.825040 sec): 3 clusters Score: Raw -58709.617834 + Penalty 667.245598 = -58042.372236 nChanged 9 SP:Iteration 19Q (1406.867879 sec): 3 clusters Score: Raw -58716.839556 + Penalty 667.245598 = -58049.593958 nChanged 9 SP:Iteration 20F (1406.914997 sec): 3 clusters Score: Raw -58723.924523 + Penalty 667.245598 = -58056.678926 nChanged 5 SP:Iteration 21Q (1406.948125 sec): 3 clusters Score: Raw -58730.126942 + Penalty 667.245598 = -58062.881345 nChanged 4 SP:Iteration 22Q (1407.002623 sec): 3 clusters Score: Raw -58732.377121 + Penalty 667.245598 = -58065.131523 nChanged 5 SP:Iteration 23Q (1407.035864 sec): 3 clusters Score: Raw -58736.103142 + Penalty 667.245598 = -58068.857544 nChanged 3 SP:Iteration 24Q (1407.079571 sec): 3 clusters Score: Raw -58740.496394 + Penalty 667.245598 = -58073.250797 nChanged 2 SP:Iteration 25Q (1407.129666 sec): 3 clusters Score: Raw -58742.169336 + Penalty 667.245598 = -58074.923738 nChanged 4 SP:Iteration 26Q (1407.177168 sec): 3 clusters Score: Raw -58746.524193 + Penalty 667.245598 = -58079.278595 nChanged 6 SP:Iteration 27Q (1407.233091 sec): 3 clusters Score: Raw -58753.301690 + Penalty 667.245598 = -58086.056092 nChanged 4 SP:Iteration 28Q (1407.271139 sec): 3 clusters Score: Raw -58755.342427 + Penalty 667.245598 = -58088.096829 nChanged 3 SP:Iteration 29Q (1407.322245 sec): 3 clusters Score: Raw -58756.304873 + Penalty 667.245598 = -58089.059276 nChanged 0 SP:Iteration 30F (1407.364192 sec): 3 clusters Score: Raw -58756.304873 + Penalty 667.245598 = -58089.059276 nChanged 0 Trying to split cluster 30 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1407.385266 sec): 2 clusters Score: Raw -28797.380581 + Penalty 293.854392 = -28503.526189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1407.423119 sec): 3 clusters Score: Raw -28500.212654 + Penalty 587.708784 = -27912.503870 nChanged 216 SP:Iteration 1F (1407.469071 sec): 3 clusters Score: Raw -28643.875618 + Penalty 587.708784 = -28056.166835 nChanged 60 SP:Iteration 2F (1407.515103 sec): 3 clusters Score: Raw -28706.282567 + Penalty 587.708784 = -28118.573783 nChanged 52 SP:Iteration 3F (1407.563877 sec): 3 clusters Score: Raw -28760.257656 + Penalty 587.708784 = -28172.548872 nChanged 40 SP:Iteration 4F (1407.615634 sec): 3 clusters Score: Raw -28806.292131 + Penalty 587.708784 = -28218.583348 nChanged 21 SP:Iteration 5Q (1407.660836 sec): 3 clusters Score: Raw -28828.462079 + Penalty 587.708784 = -28240.753296 nChanged 8 SP:Iteration 6Q (1407.709674 sec): 3 clusters Score: Raw -28835.859717 + Penalty 587.708784 = -28248.150933 nChanged 6 SP:Iteration 7Q (1407.758315 sec): 3 clusters Score: Raw -28840.747374 + Penalty 587.708784 = -28253.038590 nChanged 6 SP:Iteration 8Q (1407.800123 sec): 3 clusters Score: Raw -28843.608227 + Penalty 587.708784 = -28255.899443 nChanged 1 SP:Iteration 9Q (1407.842062 sec): 3 clusters Score: Raw -28844.300681 + Penalty 587.708784 = -28256.591897 nChanged 2 SP:Iteration 10Q (1407.891947 sec): 3 clusters Score: Raw -28846.962337 + Penalty 587.708784 = -28259.253554 nChanged 4 SP:Iteration 11Q (1407.945151 sec): 3 clusters Score: Raw -28855.363669 + Penalty 587.708784 = -28267.654885 nChanged 2 SP:Iteration 12Q (1407.983089 sec): 3 clusters Score: Raw -28857.930601 + Penalty 587.708784 = -28270.221818 nChanged 4 SP:Iteration 13Q (1408.031773 sec): 3 clusters Score: Raw -28863.704350 + Penalty 587.708784 = -28275.995566 nChanged 3 SP:Iteration 14Q (1408.080265 sec): 3 clusters Score: Raw -28867.917547 + Penalty 587.708784 = -28280.208764 nChanged 1 SP:Iteration 15Q (1408.127686 sec): 3 clusters Score: Raw -28868.541347 + Penalty 587.708784 = -28280.832563 nChanged 1 SP:Iteration 16Q (1408.176227 sec): 3 clusters Score: Raw -28869.352201 + Penalty 587.708784 = -28281.643417 nChanged 0 SP:Iteration 17F (1408.215562 sec): 3 clusters Score: Raw -28869.352201 + Penalty 587.708784 = -28281.643417 nChanged 0 Trying to split cluster 31 (4527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1408.242009 sec): 2 clusters Score: Raw -190521.826467 + Penalty 383.010571 = -190138.815896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1408.286855 sec): 3 clusters Score: Raw -187828.250990 + Penalty 766.021142 = -187062.229848 nChanged 2002 SP:Iteration 1F (1408.343818 sec): 3 clusters Score: Raw -189024.488328 + Penalty 766.021142 = -188258.467186 nChanged 340 SP:Iteration 2F (1408.397699 sec): 3 clusters Score: Raw -189255.696036 + Penalty 766.021142 = -188489.674894 nChanged 330 SP:Iteration 3F (1408.451626 sec): 3 clusters Score: Raw -189549.742318 + Penalty 766.021142 = -188783.721176 nChanged 309 SP:Iteration 4F (1408.502369 sec): 3 clusters Score: Raw -189833.000167 + Penalty 766.021142 = -189066.979025 nChanged 255 SP:Iteration 5F (1408.546931 sec): 3 clusters Score: Raw -190026.574493 + Penalty 766.021142 = -189260.553351 nChanged 173 SP:Iteration 6Q (1408.604464 sec): 3 clusters Score: Raw -190121.641382 + Penalty 766.021142 = -189355.620240 nChanged 102 SP:Iteration 7Q (1408.643506 sec): 3 clusters Score: Raw -190167.378903 + Penalty 766.021142 = -189401.357761 nChanged 83 SP:Iteration 8Q (1408.697121 sec): 3 clusters Score: Raw -190195.471285 + Penalty 766.021142 = -189429.450143 nChanged 50 SP:Iteration 9Q (1408.745162 sec): 3 clusters Score: Raw -190209.201185 + Penalty 766.021142 = -189443.180043 nChanged 39 SP:Iteration 10Q (1408.790920 sec): 3 clusters Score: Raw -190220.916541 + Penalty 766.021142 = -189454.895399 nChanged 30 SP:Iteration 11Q (1408.833302 sec): 3 clusters Score: Raw -190228.529499 + Penalty 766.021142 = -189462.508357 nChanged 33 SP:Iteration 12Q (1408.882499 sec): 3 clusters Score: Raw -190235.758757 + Penalty 766.021142 = -189469.737615 nChanged 27 SP:Iteration 13Q (1408.927431 sec): 3 clusters Score: Raw -190240.473555 + Penalty 766.021142 = -189474.452413 nChanged 25 SP:Iteration 14Q (1408.976423 sec): 3 clusters Score: Raw -190245.127280 + Penalty 766.021142 = -189479.106138 nChanged 20 SP:Iteration 15Q (1409.022691 sec): 3 clusters Score: Raw -190249.437167 + Penalty 766.021142 = -189483.416025 nChanged 25 SP:Iteration 16Q (1409.070825 sec): 3 clusters Score: Raw -190257.100644 + Penalty 766.021142 = -189491.079502 nChanged 29 SP:Iteration 17Q (1409.119433 sec): 3 clusters Score: Raw -190265.701491 + Penalty 766.021142 = -189499.680349 nChanged 33 SP:Iteration 18Q (1409.169288 sec): 3 clusters Score: Raw -190275.110378 + Penalty 766.021142 = -189509.089236 nChanged 26 SP:Iteration 19Q (1409.219126 sec): 3 clusters Score: Raw -190281.192730 + Penalty 766.021142 = -189515.171588 nChanged 28 SP:Iteration 20F (1409.267171 sec): 3 clusters Score: Raw -190288.998383 + Penalty 766.021142 = -189522.977241 nChanged 26 SP:Iteration 21Q (1409.310468 sec): 3 clusters Score: Raw -190295.106471 + Penalty 766.021142 = -189529.085329 nChanged 22 SP:Iteration 22Q (1409.361368 sec): 3 clusters Score: Raw -190299.496568 + Penalty 766.021142 = -189533.475426 nChanged 21 SP:Iteration 23Q (1409.401709 sec): 3 clusters Score: Raw -190305.824142 + Penalty 766.021142 = -189539.803000 nChanged 19 SP:Iteration 24Q (1409.455312 sec): 3 clusters Score: Raw -190310.269515 + Penalty 766.021142 = -189544.248373 nChanged 20 SP:Iteration 25Q (1409.500377 sec): 3 clusters Score: Raw -190313.829618 + Penalty 766.021142 = -189547.808476 nChanged 13 SP:Iteration 26Q (1409.543310 sec): 3 clusters Score: Raw -190315.211308 + Penalty 766.021142 = -189549.190166 nChanged 14 SP:Iteration 27Q (1409.589281 sec): 3 clusters Score: Raw -190317.331969 + Penalty 766.021142 = -189551.310827 nChanged 16 SP:Iteration 28Q (1409.639119 sec): 3 clusters Score: Raw -190319.972221 + Penalty 766.021142 = -189553.951079 nChanged 13 SP:Iteration 29Q (1409.690337 sec): 3 clusters Score: Raw -190321.768646 + Penalty 766.021142 = -189555.747504 nChanged 12 SP:Iteration 30Q (1409.737412 sec): 3 clusters Score: Raw -190323.683703 + Penalty 766.021142 = -189557.662561 nChanged 12 SP:Iteration 31Q (1409.784880 sec): 3 clusters Score: Raw -190326.520226 + Penalty 766.021142 = -189560.499084 nChanged 10 SP:Iteration 32Q (1409.835848 sec): 3 clusters Score: Raw -190328.279509 + Penalty 766.021142 = -189562.258367 nChanged 11 SP:Iteration 33Q (1409.876978 sec): 3 clusters Score: Raw -190329.366925 + Penalty 766.021142 = -189563.345783 nChanged 8 SP:Iteration 34Q (1409.934167 sec): 3 clusters Score: Raw -190330.184815 + Penalty 766.021142 = -189564.163673 nChanged 9 SP:Iteration 35Q (1409.981580 sec): 3 clusters Score: Raw -190331.457080 + Penalty 766.021142 = -189565.435938 nChanged 5 SP:Iteration 36Q (1410.026865 sec): 3 clusters Score: Raw -190331.884151 + Penalty 766.021142 = -189565.863009 nChanged 5 SP:Iteration 37Q (1410.070867 sec): 3 clusters Score: Raw -190332.259732 + Penalty 766.021142 = -189566.238590 nChanged 3 SP:Iteration 38Q (1410.109326 sec): 3 clusters Score: Raw -190332.454466 + Penalty 766.021142 = -189566.433324 nChanged 4 SP:Iteration 39Q (1410.165369 sec): 3 clusters Score: Raw -190332.778450 + Penalty 766.021142 = -189566.757308 nChanged 4 SP:Iteration 40F (1410.209754 sec): 3 clusters Score: Raw -190333.178407 + Penalty 766.021142 = -189567.157265 nChanged 2 SP:Iteration 41Q (1410.257303 sec): 3 clusters Score: Raw -190333.568720 + Penalty 766.021142 = -189567.547578 nChanged 1 SP:Iteration 42Q (1410.309708 sec): 3 clusters Score: Raw -190333.615087 + Penalty 766.021142 = -189567.593945 nChanged 2 SP:Iteration 43Q (1410.364594 sec): 3 clusters Score: Raw -190333.818315 + Penalty 766.021142 = -189567.797173 nChanged 3 SP:Iteration 44Q (1410.415074 sec): 3 clusters Score: Raw -190333.996936 + Penalty 766.021142 = -189567.975794 nChanged 2 SP:Iteration 45Q (1410.464514 sec): 3 clusters Score: Raw -190334.081502 + Penalty 766.021142 = -189568.060360 nChanged 0 SP:Iteration 46F (1410.518709 sec): 3 clusters Score: Raw -190334.081502 + Penalty 766.021142 = -189568.060360 nChanged 0 Trying to split cluster 32 (36031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1410.565522 sec): 2 clusters Score: Raw -1451995.903921 + Penalty 477.392141 = -1451518.511781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1410.647298 sec): 3 clusters Score: Raw -1428209.695034 + Penalty 954.784281 = -1427254.910752 nChanged 17475 SP:Iteration 1F (1410.724545 sec): 3 clusters Score: Raw -1439513.264109 + Penalty 954.784281 = -1438558.479827 nChanged 2285 SP:Iteration 2F (1410.803150 sec): 3 clusters Score: Raw -1440646.464752 + Penalty 954.784281 = -1439691.680471 nChanged 2200 SP:Iteration 3F (1410.883689 sec): 3 clusters Score: Raw -1441906.286125 + Penalty 954.784281 = -1440951.501844 nChanged 2091 SP:Iteration 4F (1410.958910 sec): 3 clusters Score: Raw -1443416.867086 + Penalty 954.784281 = -1442462.082804 nChanged 1977 SP:Iteration 5F (1411.041144 sec): 3 clusters Score: Raw -1445124.433808 + Penalty 954.784281 = -1444169.649527 nChanged 1787 SP:Iteration 6Q (1411.121479 sec): 3 clusters Score: Raw -1446634.450287 + Penalty 954.784281 = -1445679.666006 nChanged 1439 SP:Iteration 7Q (1411.198141 sec): 3 clusters Score: Raw -1447582.520279 + Penalty 954.784281 = -1446627.735998 nChanged 995 SP:Iteration 8Q (1411.276212 sec): 3 clusters Score: Raw -1448073.089838 + Penalty 954.784281 = -1447118.305557 nChanged 808 SP:Iteration 9Q (1411.354184 sec): 3 clusters Score: Raw -1448431.572251 + Penalty 954.784281 = -1447476.787970 nChanged 794 SP:Iteration 10Q (1411.433160 sec): 3 clusters Score: Raw -1448767.304146 + Penalty 954.784281 = -1447812.519864 nChanged 799 SP:Iteration 11Q (1411.508451 sec): 3 clusters Score: Raw -1449114.130225 + Penalty 954.784281 = -1448159.345944 nChanged 766 SP:Iteration 12Q (1411.584171 sec): 3 clusters Score: Raw -1449454.963962 + Penalty 954.784281 = -1448500.179680 nChanged 695 SP:Iteration 13Q (1411.659589 sec): 3 clusters Score: Raw -1449770.529672 + Penalty 954.784281 = -1448815.745391 nChanged 658 SP:Iteration 14Q (1411.734026 sec): 3 clusters Score: Raw -1450080.006617 + Penalty 954.784281 = -1449125.222335 nChanged 629 SP:Iteration 15Q (1411.809630 sec): 3 clusters Score: Raw -1450389.246979 + Penalty 954.784281 = -1449434.462698 nChanged 578 SP:Iteration 16Q (1411.883044 sec): 3 clusters Score: Raw -1450687.759321 + Penalty 954.784281 = -1449732.975040 nChanged 498 SP:Iteration 17Q (1411.959405 sec): 3 clusters Score: Raw -1450948.747698 + Penalty 954.784281 = -1449993.963417 nChanged 427 SP:Iteration 18Q (1412.032703 sec): 3 clusters Score: Raw -1451169.728349 + Penalty 954.784281 = -1450214.944068 nChanged 352 SP:Iteration 19Q (1412.102080 sec): 3 clusters Score: Raw -1451344.917163 + Penalty 954.784281 = -1450390.132882 nChanged 304 SP:Iteration 20F (1412.175095 sec): 3 clusters Score: Raw -1451503.759107 + Penalty 954.784281 = -1450548.974826 nChanged 261 SP:Iteration 21Q (1412.252044 sec): 3 clusters Score: Raw -1451652.970861 + Penalty 954.784281 = -1450698.186580 nChanged 208 SP:Iteration 22Q (1412.323321 sec): 3 clusters Score: Raw -1451763.601262 + Penalty 954.784281 = -1450808.816981 nChanged 158 SP:Iteration 23Q (1412.393720 sec): 3 clusters Score: Raw -1451847.401052 + Penalty 954.784281 = -1450892.616771 nChanged 107 SP:Iteration 24Q (1412.463284 sec): 3 clusters Score: Raw -1451911.765664 + Penalty 954.784281 = -1450956.981383 nChanged 91 SP:Iteration 25Q (1412.538079 sec): 3 clusters Score: Raw -1451963.438638 + Penalty 954.784281 = -1451008.654357 nChanged 55 SP:Iteration 26Q (1412.610253 sec): 3 clusters Score: Raw -1451990.565350 + Penalty 954.784281 = -1451035.781069 nChanged 43 SP:Iteration 27Q (1412.682932 sec): 3 clusters Score: Raw -1452014.731248 + Penalty 954.784281 = -1451059.946967 nChanged 32 SP:Iteration 28Q (1412.755752 sec): 3 clusters Score: Raw -1452031.976633 + Penalty 954.784281 = -1451077.192352 nChanged 30 SP:Iteration 29Q (1412.826386 sec): 3 clusters Score: Raw -1452045.944748 + Penalty 954.784281 = -1451091.160467 nChanged 21 SP:Iteration 30Q (1412.899597 sec): 3 clusters Score: Raw -1452057.146209 + Penalty 954.784281 = -1451102.361928 nChanged 20 SP:Iteration 31Q (1412.974348 sec): 3 clusters Score: Raw -1452068.225896 + Penalty 954.784281 = -1451113.441615 nChanged 16 SP:Iteration 32Q (1413.050634 sec): 3 clusters Score: Raw -1452079.367426 + Penalty 954.784281 = -1451124.583145 nChanged 16 SP:Iteration 33Q (1413.127763 sec): 3 clusters Score: Raw -1452091.661174 + Penalty 954.784281 = -1451136.876892 nChanged 15 SP:Iteration 34Q (1413.195103 sec): 3 clusters Score: Raw -1452104.759305 + Penalty 954.784281 = -1451149.975024 nChanged 6 SP:Iteration 35Q (1413.269847 sec): 3 clusters Score: Raw -1452108.738098 + Penalty 954.784281 = -1451153.953816 nChanged 6 SP:Iteration 36Q (1413.342316 sec): 3 clusters Score: Raw -1452111.358102 + Penalty 954.784281 = -1451156.573821 nChanged 1 SP:Iteration 37Q (1413.415692 sec): 3 clusters Score: Raw -1452111.795996 + Penalty 954.784281 = -1451157.011715 nChanged 2 SP:Iteration 38Q (1413.492061 sec): 3 clusters Score: Raw -1452113.901143 + Penalty 954.784281 = -1451159.116862 nChanged 6 SP:Iteration 39Q (1413.559956 sec): 3 clusters Score: Raw -1452118.679970 + Penalty 954.784281 = -1451163.895689 nChanged 1 SP:Iteration 40F (1413.640832 sec): 3 clusters Score: Raw -1452119.063649 + Penalty 954.784281 = -1451164.279368 nChanged 0 Trying to split cluster 33 (5401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1413.676257 sec): 2 clusters Score: Raw -221461.772587 + Penalty 391.042443 = -221070.730145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1413.718122 sec): 3 clusters Score: Raw -218185.227245 + Penalty 782.084885 = -217403.142360 nChanged 2425 SP:Iteration 1F (1413.761692 sec): 3 clusters Score: Raw -219568.886139 + Penalty 782.084885 = -218786.801253 nChanged 348 SP:Iteration 2F (1413.803468 sec): 3 clusters Score: Raw -219722.400667 + Penalty 782.084885 = -218940.315782 nChanged 323 SP:Iteration 3F (1413.855724 sec): 3 clusters Score: Raw -219898.252204 + Penalty 782.084885 = -219116.167319 nChanged 347 SP:Iteration 4F (1413.903755 sec): 3 clusters Score: Raw -220110.101796 + Penalty 782.084885 = -219328.016910 nChanged 333 SP:Iteration 5F (1413.958122 sec): 3 clusters Score: Raw -220368.128247 + Penalty 782.084885 = -219586.043361 nChanged 329 SP:Iteration 6F (1413.999309 sec): 3 clusters Score: Raw -220636.610838 + Penalty 782.084885 = -219854.525953 nChanged 277 SP:Iteration 7F (1414.047665 sec): 3 clusters Score: Raw -220874.174181 + Penalty 782.084885 = -220092.089296 nChanged 227 SP:Iteration 8Q (1414.095920 sec): 3 clusters Score: Raw -221056.572800 + Penalty 782.084885 = -220274.487915 nChanged 163 SP:Iteration 9Q (1414.147860 sec): 3 clusters Score: Raw -221185.196312 + Penalty 782.084885 = -220403.111427 nChanged 118 SP:Iteration 10Q (1414.205640 sec): 3 clusters Score: Raw -221271.021484 + Penalty 782.084885 = -220488.936598 nChanged 89 SP:Iteration 11Q (1414.251845 sec): 3 clusters Score: Raw -221329.991466 + Penalty 782.084885 = -220547.906580 nChanged 63 SP:Iteration 12Q (1414.296752 sec): 3 clusters Score: Raw -221365.189061 + Penalty 782.084885 = -220583.104176 nChanged 53 SP:Iteration 13Q (1414.344424 sec): 3 clusters Score: Raw -221400.883715 + Penalty 782.084885 = -220618.798830 nChanged 39 SP:Iteration 14Q (1414.401641 sec): 3 clusters Score: Raw -221421.182718 + Penalty 782.084885 = -220639.097832 nChanged 39 SP:Iteration 15Q (1414.448282 sec): 3 clusters Score: Raw -221441.530408 + Penalty 782.084885 = -220659.445523 nChanged 30 SP:Iteration 16Q (1414.497178 sec): 3 clusters Score: Raw -221457.157336 + Penalty 782.084885 = -220675.072451 nChanged 21 SP:Iteration 17Q (1414.546720 sec): 3 clusters Score: Raw -221465.886662 + Penalty 782.084885 = -220683.801777 nChanged 20 SP:Iteration 18Q (1414.600907 sec): 3 clusters Score: Raw -221475.183710 + Penalty 782.084885 = -220693.098824 nChanged 18 SP:Iteration 19Q (1414.650115 sec): 3 clusters Score: Raw -221483.818906 + Penalty 782.084885 = -220701.734020 nChanged 15 SP:Iteration 20F (1414.694027 sec): 3 clusters Score: Raw -221491.909669 + Penalty 782.084885 = -220709.824784 nChanged 12 SP:Iteration 21Q (1414.745997 sec): 3 clusters Score: Raw -221497.154239 + Penalty 782.084885 = -220715.069354 nChanged 7 SP:Iteration 22Q (1414.792609 sec): 3 clusters Score: Raw -221501.316590 + Penalty 782.084885 = -220719.231705 nChanged 5 SP:Iteration 23Q (1414.837815 sec): 3 clusters Score: Raw -221502.838515 + Penalty 782.084885 = -220720.753630 nChanged 2 SP:Iteration 24Q (1414.882347 sec): 3 clusters Score: Raw -221503.628181 + Penalty 782.084885 = -220721.543296 nChanged 3 SP:Iteration 25Q (1414.934977 sec): 3 clusters Score: Raw -221504.429603 + Penalty 782.084885 = -220722.344718 nChanged 3 SP:Iteration 26Q (1414.985363 sec): 3 clusters Score: Raw -221505.923698 + Penalty 782.084885 = -220723.838813 nChanged 2 SP:Iteration 27Q (1415.030260 sec): 3 clusters Score: Raw -221507.080807 + Penalty 782.084885 = -220724.995921 nChanged 3 SP:Iteration 28Q (1415.073329 sec): 3 clusters Score: Raw -221508.005235 + Penalty 782.084885 = -220725.920349 nChanged 3 SP:Iteration 29Q (1415.117826 sec): 3 clusters Score: Raw -221510.253614 + Penalty 782.084885 = -220728.168729 nChanged 5 SP:Iteration 30Q (1415.154885 sec): 3 clusters Score: Raw -221513.044073 + Penalty 782.084885 = -220730.959187 nChanged 4 SP:Iteration 31Q (1415.195935 sec): 3 clusters Score: Raw -221515.186969 + Penalty 782.084885 = -220733.102084 nChanged 1 SP:Iteration 32Q (1415.249020 sec): 3 clusters Score: Raw -221515.607306 + Penalty 782.084885 = -220733.522420 nChanged 1 SP:Iteration 33Q (1415.293573 sec): 3 clusters Score: Raw -221515.737525 + Penalty 782.084885 = -220733.652639 nChanged 0 SP:Iteration 34F (1415.342555 sec): 3 clusters Score: Raw -221515.737525 + Penalty 782.084885 = -220733.652639 nChanged 0 Trying to split cluster 34 (701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1415.365995 sec): 2 clusters Score: Raw -30384.639403 + Penalty 298.139109 = -30086.500294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1415.398718 sec): 3 clusters Score: Raw -30066.916067 + Penalty 596.278218 = -29470.637849 nChanged 255 SP:Iteration 1F (1415.447107 sec): 3 clusters Score: Raw -30230.390166 + Penalty 596.278218 = -29634.111949 nChanged 58 SP:Iteration 2F (1415.483174 sec): 3 clusters Score: Raw -30290.214081 + Penalty 596.278218 = -29693.935863 nChanged 41 SP:Iteration 3F (1415.533172 sec): 3 clusters Score: Raw -30320.133669 + Penalty 596.278218 = -29723.855451 nChanged 21 SP:Iteration 4Q (1415.562622 sec): 3 clusters Score: Raw -30334.681956 + Penalty 596.278218 = -29738.403739 nChanged 18 SP:Iteration 5Q (1415.609767 sec): 3 clusters Score: Raw -30347.131335 + Penalty 596.278218 = -29750.853117 nChanged 15 SP:Iteration 6Q (1415.655463 sec): 3 clusters Score: Raw -30359.720053 + Penalty 596.278218 = -29763.441836 nChanged 10 SP:Iteration 7Q (1415.697901 sec): 3 clusters Score: Raw -30367.471472 + Penalty 596.278218 = -29771.193254 nChanged 10 SP:Iteration 8Q (1415.747259 sec): 3 clusters Score: Raw -30376.437773 + Penalty 596.278218 = -29780.159555 nChanged 9 SP:Iteration 9Q (1415.779900 sec): 3 clusters Score: Raw -30381.768604 + Penalty 596.278218 = -29785.490386 nChanged 7 SP:Iteration 10Q (1415.822971 sec): 3 clusters Score: Raw -30386.436646 + Penalty 596.278218 = -29790.158429 nChanged 5 SP:Iteration 11Q (1415.870962 sec): 3 clusters Score: Raw -30388.544167 + Penalty 596.278218 = -29792.265949 nChanged 3 SP:Iteration 12Q (1415.902355 sec): 3 clusters Score: Raw -30390.960179 + Penalty 596.278218 = -29794.681962 nChanged 3 SP:Iteration 13Q (1415.946408 sec): 3 clusters Score: Raw -30392.287822 + Penalty 596.278218 = -29796.009604 nChanged 3 SP:Iteration 14Q (1415.996455 sec): 3 clusters Score: Raw -30393.863261 + Penalty 596.278218 = -29797.585043 nChanged 3 SP:Iteration 15Q (1416.036375 sec): 3 clusters Score: Raw -30395.604184 + Penalty 596.278218 = -29799.325967 nChanged 3 SP:Iteration 16Q (1416.083617 sec): 3 clusters Score: Raw -30396.158855 + Penalty 596.278218 = -29799.880637 nChanged 3 SP:Iteration 17Q (1416.128087 sec): 3 clusters Score: Raw -30397.373583 + Penalty 596.278218 = -29801.095365 nChanged 2 SP:Iteration 18Q (1416.169081 sec): 3 clusters Score: Raw -30398.195130 + Penalty 596.278218 = -29801.916913 nChanged 1 SP:Iteration 19Q (1416.210075 sec): 3 clusters Score: Raw -30398.425882 + Penalty 596.278218 = -29802.147664 nChanged 0 SP:Iteration 20F (1416.251519 sec): 3 clusters Score: Raw -30398.425882 + Penalty 596.278218 = -29802.147664 nChanged 0 Trying to split cluster 35 (1365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1416.268387 sec): 2 clusters Score: Raw -57910.354365 + Penalty 328.460392 = -57581.893974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1416.315704 sec): 3 clusters Score: Raw -57202.857768 + Penalty 656.920783 = -56545.936984 nChanged 545 SP:Iteration 1F (1416.362971 sec): 3 clusters Score: Raw -57555.738153 + Penalty 656.920783 = -56898.817370 nChanged 119 SP:Iteration 2F (1416.412724 sec): 3 clusters Score: Raw -57654.439605 + Penalty 656.920783 = -56997.518821 nChanged 92 SP:Iteration 3F (1416.445924 sec): 3 clusters Score: Raw -57730.422018 + Penalty 656.920783 = -57073.501235 nChanged 72 SP:Iteration 4F (1416.480947 sec): 3 clusters Score: Raw -57781.554174 + Penalty 656.920783 = -57124.633390 nChanged 49 SP:Iteration 5Q (1416.506460 sec): 3 clusters Score: Raw -57808.832848 + Penalty 656.920783 = -57151.912064 nChanged 32 SP:Iteration 6Q (1416.536901 sec): 3 clusters Score: Raw -57829.730563 + Penalty 656.920783 = -57172.809780 nChanged 34 SP:Iteration 7Q (1416.589042 sec): 3 clusters Score: Raw -57848.191564 + Penalty 656.920783 = -57191.270781 nChanged 26 SP:Iteration 8Q (1416.639535 sec): 3 clusters Score: Raw -57866.287871 + Penalty 656.920783 = -57209.367087 nChanged 17 SP:Iteration 9Q (1416.685153 sec): 3 clusters Score: Raw -57880.584366 + Penalty 656.920783 = -57223.663582 nChanged 18 SP:Iteration 10Q (1416.728553 sec): 3 clusters Score: Raw -57890.044138 + Penalty 656.920783 = -57233.123355 nChanged 15 SP:Iteration 11Q (1416.781713 sec): 3 clusters Score: Raw -57898.237504 + Penalty 656.920783 = -57241.316721 nChanged 17 SP:Iteration 12Q (1416.826372 sec): 3 clusters Score: Raw -57911.308266 + Penalty 656.920783 = -57254.387482 nChanged 10 SP:Iteration 13Q (1416.873022 sec): 3 clusters Score: Raw -57918.531109 + Penalty 656.920783 = -57261.610326 nChanged 7 SP:Iteration 14Q (1416.910381 sec): 3 clusters Score: Raw -57925.366031 + Penalty 656.920783 = -57268.445248 nChanged 4 SP:Iteration 15Q (1416.952091 sec): 3 clusters Score: Raw -57932.135758 + Penalty 656.920783 = -57275.214975 nChanged 2 SP:Iteration 16Q (1417.006631 sec): 3 clusters Score: Raw -57935.042392 + Penalty 656.920783 = -57278.121609 nChanged 5 SP:Iteration 17Q (1417.038900 sec): 3 clusters Score: Raw -57942.458908 + Penalty 656.920783 = -57285.538124 nChanged 6 SP:Iteration 18Q (1417.090912 sec): 3 clusters Score: Raw -57946.388806 + Penalty 656.920783 = -57289.468022 nChanged 4 SP:Iteration 19Q (1417.134368 sec): 3 clusters Score: Raw -57950.095104 + Penalty 656.920783 = -57293.174320 nChanged 3 SP:Iteration 20F (1417.172239 sec): 3 clusters Score: Raw -57951.425198 + Penalty 656.920783 = -57294.504415 nChanged 1 SP:Iteration 21Q (1417.221213 sec): 3 clusters Score: Raw -57952.370700 + Penalty 656.920783 = -57295.449917 nChanged 0 SP:Iteration 22F (1417.268285 sec): 3 clusters Score: Raw -57952.370700 + Penalty 656.920783 = -57295.449917 nChanged 0 Trying to split cluster 36 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1417.289657 sec): 2 clusters Score: Raw -25563.428543 + Penalty 293.854392 = -25269.574151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1417.335883 sec): 3 clusters Score: Raw -25272.285738 + Penalty 587.708784 = -24684.576954 nChanged 226 SP:Iteration 1F (1417.381153 sec): 3 clusters Score: Raw -25443.351863 + Penalty 587.708784 = -24855.643079 nChanged 57 SP:Iteration 2F (1417.423047 sec): 3 clusters Score: Raw -25504.226155 + Penalty 587.708784 = -24916.517371 nChanged 32 SP:Iteration 3F (1417.462859 sec): 3 clusters Score: Raw -25528.576321 + Penalty 587.708784 = -24940.867537 nChanged 23 SP:Iteration 4Q (1417.505529 sec): 3 clusters Score: Raw -25546.887928 + Penalty 587.708784 = -24959.179145 nChanged 17 SP:Iteration 5Q (1417.551579 sec): 3 clusters Score: Raw -25558.277580 + Penalty 587.708784 = -24970.568797 nChanged 18 SP:Iteration 6Q (1417.598154 sec): 3 clusters Score: Raw -25569.502230 + Penalty 587.708784 = -24981.793446 nChanged 12 SP:Iteration 7Q (1417.639195 sec): 3 clusters Score: Raw -25576.853662 + Penalty 587.708784 = -24989.144878 nChanged 11 SP:Iteration 8Q (1417.670396 sec): 3 clusters Score: Raw -25591.342259 + Penalty 587.708784 = -25003.633476 nChanged 9 SP:Iteration 9Q (1417.723469 sec): 3 clusters Score: Raw -25601.003651 + Penalty 587.708784 = -25013.294867 nChanged 9 SP:Iteration 10Q (1417.765543 sec): 3 clusters Score: Raw -25608.305848 + Penalty 587.708784 = -25020.597064 nChanged 8 SP:Iteration 11Q (1417.800699 sec): 3 clusters Score: Raw -25615.921263 + Penalty 587.708784 = -25028.212479 nChanged 8 SP:Iteration 12Q (1417.852586 sec): 3 clusters Score: Raw -25621.256339 + Penalty 587.708784 = -25033.547555 nChanged 8 SP:Iteration 13Q (1417.887734 sec): 3 clusters Score: Raw -25627.519824 + Penalty 587.708784 = -25039.811040 nChanged 7 SP:Iteration 14Q (1417.931810 sec): 3 clusters Score: Raw -25636.167703 + Penalty 587.708784 = -25048.458919 nChanged 12 SP:Iteration 15Q (1417.974465 sec): 3 clusters Score: Raw -25642.947728 + Penalty 587.708784 = -25055.238944 nChanged 12 SP:Iteration 16Q (1418.016964 sec): 3 clusters Score: Raw -25650.020129 + Penalty 587.708784 = -25062.311345 nChanged 9 SP:Iteration 17Q (1418.058127 sec): 3 clusters Score: Raw -25657.628776 + Penalty 587.708784 = -25069.919993 nChanged 10 SP:Iteration 18Q (1418.104050 sec): 3 clusters Score: Raw -25664.228326 + Penalty 587.708784 = -25076.519542 nChanged 12 SP:Iteration 19Q (1418.140486 sec): 3 clusters Score: Raw -25675.309385 + Penalty 587.708784 = -25087.600601 nChanged 14 SP:Iteration 20F (1418.193689 sec): 3 clusters Score: Raw -25686.750947 + Penalty 587.708784 = -25099.042163 nChanged 9 SP:Iteration 21Q (1418.236822 sec): 3 clusters Score: Raw -25694.017327 + Penalty 587.708784 = -25106.308543 nChanged 11 SP:Iteration 22Q (1418.275828 sec): 3 clusters Score: Raw -25709.394269 + Penalty 587.708784 = -25121.685485 nChanged 14 SP:Iteration 23Q (1418.318818 sec): 3 clusters Score: Raw -25724.848100 + Penalty 587.708784 = -25137.139316 nChanged 9 SP:Iteration 24Q (1418.364690 sec): 3 clusters Score: Raw -25738.716741 + Penalty 587.708784 = -25151.007957 nChanged 11 SP:Iteration 25Q (1418.410264 sec): 3 clusters Score: Raw -25764.821734 + Penalty 587.708784 = -25177.112950 nChanged 9 SP:Iteration 26Q (1418.451548 sec): 3 clusters Score: Raw -25791.017215 + Penalty 587.708784 = -25203.308431 nChanged 9 SP:Iteration 27Q (1418.495278 sec): 3 clusters Score: Raw -25812.367428 + Penalty 587.708784 = -25224.658644 nChanged 5 SP:Iteration 28Q (1418.536564 sec): 3 clusters Score: Raw -25819.552167 + Penalty 587.708784 = -25231.843383 nChanged 3 SP:Iteration 29Q (1418.589442 sec): 3 clusters Score: Raw -25825.590917 + Penalty 587.708784 = -25237.882133 nChanged 2 SP:Iteration 30Q (1418.632442 sec): 3 clusters Score: Raw -25827.348927 + Penalty 587.708784 = -25239.640144 nChanged 2 SP:Iteration 31Q (1418.676098 sec): 3 clusters Score: Raw -25832.123076 + Penalty 587.708784 = -25244.414292 nChanged 2 SP:Iteration 32Q (1418.722644 sec): 3 clusters Score: Raw -25836.093434 + Penalty 587.708784 = -25248.384650 nChanged 1 SP:Iteration 33Q (1418.774282 sec): 3 clusters Score: Raw -25837.920272 + Penalty 587.708784 = -25250.211488 nChanged 1 SP:Iteration 34Q (1418.820133 sec): 3 clusters Score: Raw -25839.447994 + Penalty 587.708784 = -25251.739210 nChanged 0 SP:Iteration 35F (1418.856510 sec): 3 clusters Score: Raw -25839.447994 + Penalty 587.708784 = -25251.739210 nChanged 0 Trying to split cluster 37 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1418.885946 sec): 2 clusters Score: Raw -17329.576192 + Penalty 283.127220 = -17046.448972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1418.924410 sec): 3 clusters Score: Raw -17133.789782 + Penalty 566.254440 = -16567.535341 nChanged 171 SP:Iteration 1F (1418.971139 sec): 3 clusters Score: Raw -17283.640072 + Penalty 566.254440 = -16717.385632 nChanged 39 SP:Iteration 2F (1419.017961 sec): 3 clusters Score: Raw -17338.520631 + Penalty 566.254440 = -16772.266190 nChanged 25 SP:Iteration 3Q (1419.060747 sec): 3 clusters Score: Raw -17370.960110 + Penalty 566.254440 = -16804.705670 nChanged 19 SP:Iteration 4Q (1419.103019 sec): 3 clusters Score: Raw -17383.756111 + Penalty 566.254440 = -16817.501670 nChanged 5 SP:Iteration 5Q (1419.151045 sec): 3 clusters Score: Raw -17389.025723 + Penalty 566.254440 = -16822.771282 nChanged 3 SP:Iteration 6Q (1419.201641 sec): 3 clusters Score: Raw -17390.164392 + Penalty 566.254440 = -16823.909952 nChanged 2 SP:Iteration 7Q (1419.245959 sec): 3 clusters Score: Raw -17392.422933 + Penalty 566.254440 = -16826.168492 nChanged 4 SP:Iteration 8Q (1419.293639 sec): 3 clusters Score: Raw -17396.393128 + Penalty 566.254440 = -16830.138687 nChanged 5 SP:Iteration 9Q (1419.337702 sec): 3 clusters Score: Raw -17400.797529 + Penalty 566.254440 = -16834.543089 nChanged 4 SP:Iteration 10Q (1419.384651 sec): 3 clusters Score: Raw -17403.863517 + Penalty 566.254440 = -16837.609077 nChanged 2 SP:Iteration 11Q (1419.417383 sec): 3 clusters Score: Raw -17404.242285 + Penalty 566.254440 = -16837.987845 nChanged 2 SP:Iteration 12Q (1419.460141 sec): 3 clusters Score: Raw -17405.170135 + Penalty 566.254440 = -16838.915695 nChanged 3 SP:Iteration 13Q (1419.503784 sec): 3 clusters Score: Raw -17406.058266 + Penalty 566.254440 = -16839.803826 nChanged 1 SP:Iteration 14Q (1419.544706 sec): 3 clusters Score: Raw -17406.450104 + Penalty 566.254440 = -16840.195663 nChanged 1 SP:Iteration 15Q (1419.587184 sec): 3 clusters Score: Raw -17406.553521 + Penalty 566.254440 = -16840.299080 nChanged 1 SP:Iteration 16Q (1419.627353 sec): 3 clusters Score: Raw -17406.752533 + Penalty 566.254440 = -16840.498093 nChanged 0 SP:Iteration 17F (1419.671681 sec): 3 clusters Score: Raw -17406.752533 + Penalty 566.254440 = -16840.498093 nChanged 0 Trying to split cluster 38 (5731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1419.698147 sec): 2 clusters Score: Raw -235837.642507 + Penalty 393.740862 = -235443.901645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1419.740223 sec): 3 clusters Score: Raw -232358.777342 + Penalty 787.481724 = -231571.295618 nChanged 2568 SP:Iteration 1F (1419.789540 sec): 3 clusters Score: Raw -234004.087768 + Penalty 787.481724 = -233216.606044 nChanged 409 SP:Iteration 2F (1419.838672 sec): 3 clusters Score: Raw -234291.883622 + Penalty 787.481724 = -233504.401898 nChanged 367 SP:Iteration 3F (1419.895456 sec): 3 clusters Score: Raw -234516.873604 + Penalty 787.481724 = -233729.391881 nChanged 321 SP:Iteration 4F (1419.937589 sec): 3 clusters Score: Raw -234684.512405 + Penalty 787.481724 = -233897.030682 nChanged 251 SP:Iteration 5Q (1419.992367 sec): 3 clusters Score: Raw -234801.753387 + Penalty 787.481724 = -234014.271663 nChanged 210 SP:Iteration 6Q (1420.045508 sec): 3 clusters Score: Raw -234877.540211 + Penalty 787.481724 = -234090.058487 nChanged 167 SP:Iteration 7Q (1420.084396 sec): 3 clusters Score: Raw -234939.050410 + Penalty 787.481724 = -234151.568686 nChanged 140 SP:Iteration 8Q (1420.142862 sec): 3 clusters Score: Raw -234976.193599 + Penalty 787.481724 = -234188.711876 nChanged 110 SP:Iteration 9Q (1420.192826 sec): 3 clusters Score: Raw -235001.603870 + Penalty 787.481724 = -234214.122147 nChanged 81 SP:Iteration 10Q (1420.236706 sec): 3 clusters Score: Raw -235019.172162 + Penalty 787.481724 = -234231.690438 nChanged 79 SP:Iteration 11Q (1420.280389 sec): 3 clusters Score: Raw -235039.211319 + Penalty 787.481724 = -234251.729596 nChanged 78 SP:Iteration 12Q (1420.340424 sec): 3 clusters Score: Raw -235054.969206 + Penalty 787.481724 = -234267.487482 nChanged 55 SP:Iteration 13Q (1420.379807 sec): 3 clusters Score: Raw -235064.573993 + Penalty 787.481724 = -234277.092269 nChanged 44 SP:Iteration 14Q (1420.436221 sec): 3 clusters Score: Raw -235072.255402 + Penalty 787.481724 = -234284.773679 nChanged 35 SP:Iteration 15Q (1420.486201 sec): 3 clusters Score: Raw -235076.453378 + Penalty 787.481724 = -234288.971654 nChanged 26 SP:Iteration 16Q (1420.536216 sec): 3 clusters Score: Raw -235079.433127 + Penalty 787.481724 = -234291.951403 nChanged 26 SP:Iteration 17Q (1420.590399 sec): 3 clusters Score: Raw -235082.922030 + Penalty 787.481724 = -234295.440306 nChanged 27 SP:Iteration 18Q (1420.635243 sec): 3 clusters Score: Raw -235086.169215 + Penalty 787.481724 = -234298.687491 nChanged 26 SP:Iteration 19Q (1420.689496 sec): 3 clusters Score: Raw -235088.653998 + Penalty 787.481724 = -234301.172275 nChanged 25 SP:Iteration 20F (1420.745257 sec): 3 clusters Score: Raw -235091.454260 + Penalty 787.481724 = -234303.972536 nChanged 25 SP:Iteration 21Q (1420.796929 sec): 3 clusters Score: Raw -235094.446895 + Penalty 787.481724 = -234306.965172 nChanged 25 SP:Iteration 22Q (1420.836905 sec): 3 clusters Score: Raw -235098.468323 + Penalty 787.481724 = -234310.986600 nChanged 29 SP:Iteration 23Q (1420.888464 sec): 3 clusters Score: Raw -235102.561250 + Penalty 787.481724 = -234315.079526 nChanged 32 SP:Iteration 24Q (1420.949057 sec): 3 clusters Score: Raw -235107.925417 + Penalty 787.481724 = -234320.443693 nChanged 34 SP:Iteration 25Q (1420.993828 sec): 3 clusters Score: Raw -235113.156283 + Penalty 787.481724 = -234325.674559 nChanged 36 SP:Iteration 26Q (1421.041025 sec): 3 clusters Score: Raw -235119.496655 + Penalty 787.481724 = -234332.014932 nChanged 37 SP:Iteration 27Q (1421.102004 sec): 3 clusters Score: Raw -235125.756930 + Penalty 787.481724 = -234338.275207 nChanged 39 SP:Iteration 28Q (1421.146154 sec): 3 clusters Score: Raw -235132.625619 + Penalty 787.481724 = -234345.143895 nChanged 42 SP:Iteration 29Q (1421.203275 sec): 3 clusters Score: Raw -235139.201361 + Penalty 787.481724 = -234351.719637 nChanged 50 SP:Iteration 30Q (1421.253637 sec): 3 clusters Score: Raw -235148.746015 + Penalty 787.481724 = -234361.264292 nChanged 50 SP:Iteration 31Q (1421.298489 sec): 3 clusters Score: Raw -235158.441380 + Penalty 787.481724 = -234370.959657 nChanged 56 SP:Iteration 32Q (1421.347395 sec): 3 clusters Score: Raw -235170.230985 + Penalty 787.481724 = -234382.749261 nChanged 63 SP:Iteration 33Q (1421.400457 sec): 3 clusters Score: Raw -235185.178999 + Penalty 787.481724 = -234397.697275 nChanged 59 SP:Iteration 34Q (1421.441771 sec): 3 clusters Score: Raw -235200.824059 + Penalty 787.481724 = -234413.342335 nChanged 68 SP:Iteration 35Q (1421.501271 sec): 3 clusters Score: Raw -235220.806964 + Penalty 787.481724 = -234433.325240 nChanged 69 SP:Iteration 36Q (1421.542120 sec): 3 clusters Score: Raw -235244.603020 + Penalty 787.481724 = -234457.121296 nChanged 67 SP:Iteration 37Q (1421.590028 sec): 3 clusters Score: Raw -235264.399621 + Penalty 787.481724 = -234476.917897 nChanged 67 SP:Iteration 38Q (1421.636248 sec): 3 clusters Score: Raw -235285.856329 + Penalty 787.481724 = -234498.374605 nChanged 71 SP:Iteration 39Q (1421.686173 sec): 3 clusters Score: Raw -235318.966894 + Penalty 787.481724 = -234531.485170 nChanged 96 SP:Iteration 40F (1421.740044 sec): 3 clusters Score: Raw -235370.018776 + Penalty 787.481724 = -234582.537052 nChanged 94 SP:Iteration 41Q (1421.788310 sec): 3 clusters Score: Raw -235421.896737 + Penalty 787.481724 = -234634.415013 nChanged 89 SP:Iteration 42Q (1421.836264 sec): 3 clusters Score: Raw -235468.695418 + Penalty 787.481724 = -234681.213695 nChanged 87 SP:Iteration 43Q (1421.893275 sec): 3 clusters Score: Raw -235513.880038 + Penalty 787.481724 = -234726.398315 nChanged 73 SP:Iteration 44Q (1421.948667 sec): 3 clusters Score: Raw -235553.905716 + Penalty 787.481724 = -234766.423992 nChanged 81 SP:Iteration 45Q (1421.995258 sec): 3 clusters Score: Raw -235596.432320 + Penalty 787.481724 = -234808.950596 nChanged 72 SP:Iteration 46Q (1422.042098 sec): 3 clusters Score: Raw -235634.121537 + Penalty 787.481724 = -234846.639813 nChanged 70 SP:Iteration 47Q (1422.090934 sec): 3 clusters Score: Raw -235673.996465 + Penalty 787.481724 = -234886.514741 nChanged 62 SP:Iteration 48Q (1422.145753 sec): 3 clusters Score: Raw -235706.586351 + Penalty 787.481724 = -234919.104627 nChanged 66 SP:Iteration 49Q (1422.199769 sec): 3 clusters Score: Raw -235742.100555 + Penalty 787.481724 = -234954.618831 nChanged 52 SP:Iteration 50Q (1422.247758 sec): 3 clusters Score: Raw -235771.573925 + Penalty 787.481724 = -234984.092201 nChanged 50 SP:Iteration 51Q (1422.297669 sec): 3 clusters Score: Raw -235799.366867 + Penalty 787.481724 = -235011.885144 nChanged 42 SP:Iteration 52Q (1422.338845 sec): 3 clusters Score: Raw -235827.778541 + Penalty 787.481724 = -235040.296817 nChanged 33 SP:Iteration 53Q (1422.401611 sec): 3 clusters Score: Raw -235846.166888 + Penalty 787.481724 = -235058.685165 nChanged 27 SP:Iteration 54Q (1422.449661 sec): 3 clusters Score: Raw -235862.018828 + Penalty 787.481724 = -235074.537104 nChanged 25 SP:Iteration 55Q (1422.488930 sec): 3 clusters Score: Raw -235877.600081 + Penalty 787.481724 = -235090.118357 nChanged 25 SP:Iteration 56Q (1422.538836 sec): 3 clusters Score: Raw -235889.105034 + Penalty 787.481724 = -235101.623310 nChanged 19 SP:Iteration 57Q (1422.583543 sec): 3 clusters Score: Raw -235898.161347 + Penalty 787.481724 = -235110.679623 nChanged 14 SP:Iteration 58Q (1422.630383 sec): 3 clusters Score: Raw -235906.100112 + Penalty 787.481724 = -235118.618388 nChanged 20 SP:Iteration 59Q (1422.690694 sec): 3 clusters Score: Raw -235915.119770 + Penalty 787.481724 = -235127.638046 nChanged 12 SP:Iteration 60F (1422.732647 sec): 3 clusters Score: Raw -235920.224164 + Penalty 787.481724 = -235132.742441 nChanged 12 SP:Iteration 61Q (1422.780612 sec): 3 clusters Score: Raw -235926.058281 + Penalty 787.481724 = -235138.576558 nChanged 9 SP:Iteration 62Q (1422.837253 sec): 3 clusters Score: Raw -235928.643233 + Penalty 787.481724 = -235141.161509 nChanged 7 SP:Iteration 63Q (1422.888005 sec): 3 clusters Score: Raw -235931.401348 + Penalty 787.481724 = -235143.919625 nChanged 10 SP:Iteration 64Q (1422.936125 sec): 3 clusters Score: Raw -235935.381645 + Penalty 787.481724 = -235147.899922 nChanged 13 SP:Iteration 65Q (1422.983933 sec): 3 clusters Score: Raw -235940.413515 + Penalty 787.481724 = -235152.931792 nChanged 10 SP:Iteration 66Q (1423.031542 sec): 3 clusters Score: Raw -235944.001986 + Penalty 787.481724 = -235156.520263 nChanged 7 SP:Iteration 67Q (1423.070689 sec): 3 clusters Score: Raw -235945.956366 + Penalty 787.481724 = -235158.474642 nChanged 5 SP:Iteration 68Q (1423.119423 sec): 3 clusters Score: Raw -235949.263638 + Penalty 787.481724 = -235161.781914 nChanged 5 SP:Iteration 69Q (1423.173755 sec): 3 clusters Score: Raw -235951.021261 + Penalty 787.481724 = -235163.539537 nChanged 0 SP:Iteration 70F (1423.218620 sec): 3 clusters Score: Raw -235951.021261 + Penalty 787.481724 = -235163.539537 nChanged 0 Trying to split cluster 39 (5017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1423.249257 sec): 2 clusters Score: Raw -206343.473244 + Penalty 387.686728 = -205955.786517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1423.300388 sec): 3 clusters Score: Raw -203331.787177 + Penalty 775.373456 = -202556.413721 nChanged 2293 SP:Iteration 1F (1423.355597 sec): 3 clusters Score: Raw -204868.078212 + Penalty 775.373456 = -204092.704756 nChanged 434 SP:Iteration 2F (1423.405000 sec): 3 clusters Score: Raw -205164.017613 + Penalty 775.373456 = -204388.644157 nChanged 405 SP:Iteration 3F (1423.447412 sec): 3 clusters Score: Raw -205438.943802 + Penalty 775.373456 = -204663.570347 nChanged 345 SP:Iteration 4F (1423.499791 sec): 3 clusters Score: Raw -205668.328855 + Penalty 775.373456 = -204892.955399 nChanged 274 SP:Iteration 5F (1423.545674 sec): 3 clusters Score: Raw -205863.455720 + Penalty 775.373456 = -205088.082264 nChanged 218 SP:Iteration 6Q (1423.595319 sec): 3 clusters Score: Raw -206046.820165 + Penalty 775.373456 = -205271.446709 nChanged 164 SP:Iteration 7Q (1423.648273 sec): 3 clusters Score: Raw -206179.342345 + Penalty 775.373456 = -205403.968890 nChanged 116 SP:Iteration 8Q (1423.692598 sec): 3 clusters Score: Raw -206255.674169 + Penalty 775.373456 = -205480.300713 nChanged 92 SP:Iteration 9Q (1423.726568 sec): 3 clusters Score: Raw -206320.650789 + Penalty 775.373456 = -205545.277334 nChanged 79 SP:Iteration 10Q (1423.781563 sec): 3 clusters Score: Raw -206367.404838 + Penalty 775.373456 = -205592.031382 nChanged 73 SP:Iteration 11Q (1423.831312 sec): 3 clusters Score: Raw -206402.501002 + Penalty 775.373456 = -205627.127546 nChanged 61 SP:Iteration 12Q (1423.873172 sec): 3 clusters Score: Raw -206429.416160 + Penalty 775.373456 = -205654.042704 nChanged 59 SP:Iteration 13Q (1423.928439 sec): 3 clusters Score: Raw -206454.703607 + Penalty 775.373456 = -205679.330151 nChanged 54 SP:Iteration 14Q (1423.972842 sec): 3 clusters Score: Raw -206474.395676 + Penalty 775.373456 = -205699.022220 nChanged 49 SP:Iteration 15Q (1424.008706 sec): 3 clusters Score: Raw -206492.925674 + Penalty 775.373456 = -205717.552218 nChanged 46 SP:Iteration 16Q (1424.064341 sec): 3 clusters Score: Raw -206508.162514 + Penalty 775.373456 = -205732.789058 nChanged 44 SP:Iteration 17Q (1424.105728 sec): 3 clusters Score: Raw -206521.418345 + Penalty 775.373456 = -205746.044889 nChanged 29 SP:Iteration 18Q (1424.164889 sec): 3 clusters Score: Raw -206530.864433 + Penalty 775.373456 = -205755.490977 nChanged 33 SP:Iteration 19Q (1424.218590 sec): 3 clusters Score: Raw -206544.634888 + Penalty 775.373456 = -205769.261432 nChanged 47 SP:Iteration 20F (1424.261514 sec): 3 clusters Score: Raw -206562.266695 + Penalty 775.373456 = -205786.893239 nChanged 33 SP:Iteration 21Q (1424.309787 sec): 3 clusters Score: Raw -206575.049388 + Penalty 775.373456 = -205799.675933 nChanged 37 SP:Iteration 22Q (1424.367927 sec): 3 clusters Score: Raw -206590.121554 + Penalty 775.373456 = -205814.748098 nChanged 36 SP:Iteration 23Q (1424.419179 sec): 3 clusters Score: Raw -206604.789281 + Penalty 775.373456 = -205829.415825 nChanged 34 SP:Iteration 24Q (1424.469693 sec): 3 clusters Score: Raw -206620.471174 + Penalty 775.373456 = -205845.097719 nChanged 33 SP:Iteration 25Q (1424.512974 sec): 3 clusters Score: Raw -206636.574516 + Penalty 775.373456 = -205861.201061 nChanged 27 SP:Iteration 26Q (1424.554846 sec): 3 clusters Score: Raw -206652.094313 + Penalty 775.373456 = -205876.720858 nChanged 25 SP:Iteration 27Q (1424.611389 sec): 3 clusters Score: Raw -206665.821004 + Penalty 775.373456 = -205890.447548 nChanged 26 SP:Iteration 28Q (1424.658692 sec): 3 clusters Score: Raw -206674.645282 + Penalty 775.373456 = -205899.271826 nChanged 16 SP:Iteration 29Q (1424.706620 sec): 3 clusters Score: Raw -206679.440728 + Penalty 775.373456 = -205904.067272 nChanged 13 SP:Iteration 30Q (1424.746725 sec): 3 clusters Score: Raw -206683.894355 + Penalty 775.373456 = -205908.520899 nChanged 11 SP:Iteration 31Q (1424.799506 sec): 3 clusters Score: Raw -206688.061655 + Penalty 775.373456 = -205912.688199 nChanged 9 SP:Iteration 32Q (1424.847960 sec): 3 clusters Score: Raw -206692.408924 + Penalty 775.373456 = -205917.035468 nChanged 7 SP:Iteration 33Q (1424.891799 sec): 3 clusters Score: Raw -206695.386860 + Penalty 775.373456 = -205920.013405 nChanged 6 SP:Iteration 34Q (1424.932501 sec): 3 clusters Score: Raw -206698.716436 + Penalty 775.373456 = -205923.342980 nChanged 7 SP:Iteration 35Q (1424.977878 sec): 3 clusters Score: Raw -206700.744247 + Penalty 775.373456 = -205925.370792 nChanged 6 SP:Iteration 36Q (1425.037492 sec): 3 clusters Score: Raw -206702.162808 + Penalty 775.373456 = -205926.789352 nChanged 4 SP:Iteration 37Q (1425.080195 sec): 3 clusters Score: Raw -206703.182283 + Penalty 775.373456 = -205927.808828 nChanged 2 SP:Iteration 38Q (1425.120016 sec): 3 clusters Score: Raw -206703.800370 + Penalty 775.373456 = -205928.426914 nChanged 3 SP:Iteration 39Q (1425.169918 sec): 3 clusters Score: Raw -206704.115721 + Penalty 775.373456 = -205928.742265 nChanged 1 SP:Iteration 40F (1425.222683 sec): 3 clusters Score: Raw -206704.215863 + Penalty 775.373456 = -205928.842407 nChanged 3 SP:Iteration 41Q (1425.262712 sec): 3 clusters Score: Raw -206704.880351 + Penalty 775.373456 = -205929.506895 nChanged 4 SP:Iteration 42Q (1425.311542 sec): 3 clusters Score: Raw -206705.739132 + Penalty 775.373456 = -205930.365677 nChanged 5 SP:Iteration 43Q (1425.361552 sec): 3 clusters Score: Raw -206706.495613 + Penalty 775.373456 = -205931.122158 nChanged 2 SP:Iteration 44Q (1425.408270 sec): 3 clusters Score: Raw -206706.996507 + Penalty 775.373456 = -205931.623051 nChanged 5 SP:Iteration 45Q (1425.463214 sec): 3 clusters Score: Raw -206708.968449 + Penalty 775.373456 = -205933.594993 nChanged 5 SP:Iteration 46Q (1425.507373 sec): 3 clusters Score: Raw -206710.678458 + Penalty 775.373456 = -205935.305002 nChanged 7 SP:Iteration 47Q (1425.553730 sec): 3 clusters Score: Raw -206712.668164 + Penalty 775.373456 = -205937.294709 nChanged 4 SP:Iteration 48Q (1425.607551 sec): 3 clusters Score: Raw -206713.964109 + Penalty 775.373456 = -205938.590654 nChanged 5 SP:Iteration 49Q (1425.653254 sec): 3 clusters Score: Raw -206715.151864 + Penalty 775.373456 = -205939.778408 nChanged 1 SP:Iteration 50Q (1425.697290 sec): 3 clusters Score: Raw -206715.247633 + Penalty 775.373456 = -205939.874177 nChanged 0 SP:Iteration 51F (1425.738012 sec): 3 clusters Score: Raw -206715.247633 + Penalty 775.373456 = -205939.874177 nChanged 0 Iteration 99Q (1427.705697 sec): 40 clusters Score: Raw -6288899.541142 + Penalty 21364.289113 = -6267535.252029 nChanged 54 Iteration 100F (1430.616829 sec): 40 clusters Score: Raw -6288906.336359 + Penalty 21364.289113 = -6267542.047245 nChanged 55 Iteration 101Q (1432.604802 sec): 40 clusters Score: Raw -6288912.308287 + Penalty 21364.289113 = -6267548.019174 nChanged 66 Iteration 102Q (1434.423549 sec): 40 clusters Score: Raw -6288918.786736 + Penalty 21364.289113 = -6267554.497623 nChanged 59 Iteration 103Q (1436.365752 sec): 40 clusters Score: Raw -6288924.812896 + Penalty 21364.289113 = -6267560.523783 nChanged 46 Iteration 104Q (1438.438473 sec): 40 clusters Score: Raw -6288928.487908 + Penalty 21364.289113 = -6267564.198795 nChanged 59 Iteration 105Q (1440.229900 sec): 40 clusters Score: Raw -6288933.073992 + Penalty 21364.289113 = -6267568.784879 nChanged 62 Iteration 106Q (1442.131159 sec): 40 clusters Score: Raw -6288939.029164 + Penalty 21364.289113 = -6267574.740051 nChanged 53 Iteration 107Q (1444.115806 sec): 40 clusters Score: Raw -6288944.356349 + Penalty 21364.289113 = -6267580.067236 nChanged 51 Iteration 108Q (1445.838501 sec): 40 clusters Score: Raw -6288948.313819 + Penalty 21364.289113 = -6267584.024706 nChanged 45 Iteration 109Q (1447.762461 sec): 40 clusters Score: Raw -6288952.270563 + Penalty 21364.289113 = -6267587.981450 nChanged 42 Iteration 110Q (1449.652827 sec): 40 clusters Score: Raw -6288955.620107 + Penalty 21364.289113 = -6267591.330994 nChanged 36 Iteration 111Q (1451.493945 sec): 40 clusters Score: Raw -6288957.642771 + Penalty 21364.289113 = -6267593.353658 nChanged 29 Iteration 112Q (1453.297123 sec): 40 clusters Score: Raw -6288959.136877 + Penalty 21364.289113 = -6267594.847764 nChanged 28 Iteration 113Q (1455.129229 sec): 40 clusters Score: Raw -6288960.530897 + Penalty 21364.289113 = -6267596.241784 nChanged 22 Iteration 114Q (1457.035955 sec): 40 clusters Score: Raw -6288961.443337 + Penalty 21364.289113 = -6267597.154224 nChanged 17 Iteration 115Q (1459.020056 sec): 40 clusters Score: Raw -6288962.122996 + Penalty 21364.289113 = -6267597.833883 nChanged 18 Iteration 116Q (1460.902742 sec): 40 clusters Score: Raw -6288963.297560 + Penalty 21364.289113 = -6267599.008447 nChanged 13 Iteration 117Q (1462.748101 sec): 40 clusters Score: Raw -6288964.706448 + Penalty 21364.289113 = -6267600.417335 nChanged 15 Iteration 118Q (1464.568872 sec): 40 clusters Score: Raw -6288965.630075 + Penalty 21364.289113 = -6267601.340962 nChanged 10 Iteration 119Q (1466.361128 sec): 40 clusters Score: Raw -6288966.226896 + Penalty 21364.289113 = -6267601.937783 nChanged 13 Iteration 120F (1469.203356 sec): 40 clusters Score: Raw -6288967.050328 + Penalty 21364.289113 = -6267602.761215 nChanged 15 Iteration 121Q (1471.127577 sec): 40 clusters Score: Raw -6288967.941850 + Penalty 21364.289113 = -6267603.652737 nChanged 11 Iteration 122Q (1473.008314 sec): 40 clusters Score: Raw -6288968.746005 + Penalty 21364.289113 = -6267604.456892 nChanged 12 Iteration 123Q (1474.740238 sec): 40 clusters Score: Raw -6288969.855480 + Penalty 21364.289113 = -6267605.566367 nChanged 7 Iteration 124Q (1476.549160 sec): 40 clusters Score: Raw -6288970.348335 + Penalty 21364.289113 = -6267606.059222 nChanged 11 Iteration 125Q (1478.367001 sec): 40 clusters Score: Raw -6288971.189389 + Penalty 21364.289113 = -6267606.900276 nChanged 8 Iteration 126Q (1480.322332 sec): 40 clusters Score: Raw -6288971.952078 + Penalty 21364.289113 = -6267607.662965 nChanged 8 Iteration 127Q (1482.212283 sec): 40 clusters Score: Raw -6288972.806849 + Penalty 21364.289113 = -6267608.517736 nChanged 10 Iteration 128Q (1484.090251 sec): 40 clusters Score: Raw -6288973.302972 + Penalty 21364.289113 = -6267609.013859 nChanged 9 Iteration 129Q (1485.935801 sec): 40 clusters Score: Raw -6288973.722750 + Penalty 21364.289113 = -6267609.433636 nChanged 4 Iteration 130Q (1487.781194 sec): 40 clusters Score: Raw -6288973.864490 + Penalty 21364.289113 = -6267609.575377 nChanged 4 Iteration 131Q (1489.754271 sec): 40 clusters Score: Raw -6288973.999811 + Penalty 21364.289113 = -6267609.710697 nChanged 1 Iteration 132Q (1491.619768 sec): 40 clusters Score: Raw -6288974.061596 + Penalty 21364.289113 = -6267609.772483 nChanged 0 Iteration 133F (1494.456170 sec): 40 clusters Score: Raw -6288974.061596 + Penalty 21364.289113 = -6267609.772483 nChanged 0 Compute initial score before splitting: Score: Raw -6288974.061596 + Penalty 21364.289113 = -6267609.772483 Trying to split cluster 1 (19027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1494.525009 sec): 2 clusters Score: Raw -770190.790622 + Penalty 448.339451 = -769742.451172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1494.588372 sec): 3 clusters Score: Raw -758026.543590 + Penalty 896.678901 = -757129.864689 nChanged 8954 SP:Iteration 1F (1494.642684 sec): 3 clusters Score: Raw -763454.801473 + Penalty 896.678901 = -762558.122571 nChanged 1471 SP:Iteration 2F (1494.708410 sec): 3 clusters Score: Raw -764411.785565 + Penalty 896.678901 = -763515.106663 nChanged 1724 SP:Iteration 3F (1494.779207 sec): 3 clusters Score: Raw -765797.750363 + Penalty 896.678901 = -764901.071462 nChanged 1719 SP:Iteration 4F (1494.834041 sec): 3 clusters Score: Raw -767441.243780 + Penalty 896.678901 = -766544.564878 nChanged 1399 SP:Iteration 5F (1494.895238 sec): 3 clusters Score: Raw -768862.241619 + Penalty 896.678901 = -767965.562718 nChanged 827 SP:Iteration 6Q (1494.968486 sec): 3 clusters Score: Raw -769676.210988 + Penalty 896.678901 = -768779.532087 nChanged 367 SP:Iteration 7Q (1495.022405 sec): 3 clusters Score: Raw -770020.014017 + Penalty 896.678901 = -769123.335116 nChanged 131 SP:Iteration 8Q (1495.085653 sec): 3 clusters Score: Raw -770142.553625 + Penalty 896.678901 = -769245.874724 nChanged 54 SP:Iteration 9Q (1495.146961 sec): 3 clusters Score: Raw -770188.385052 + Penalty 896.678901 = -769291.706151 nChanged 22 SP:Iteration 10Q (1495.222170 sec): 3 clusters Score: Raw -770211.244163 + Penalty 896.678901 = -769314.565262 nChanged 16 SP:Iteration 11Q (1495.286459 sec): 3 clusters Score: Raw -770233.408499 + Penalty 896.678901 = -769336.729597 nChanged 11 SP:Iteration 12Q (1495.348073 sec): 3 clusters Score: Raw -770249.881809 + Penalty 896.678901 = -769353.202907 nChanged 13 SP:Iteration 13Q (1495.406446 sec): 3 clusters Score: Raw -770263.137614 + Penalty 896.678901 = -769366.458713 nChanged 7 SP:Iteration 14Q (1495.469152 sec): 3 clusters Score: Raw -770270.072288 + Penalty 896.678901 = -769373.393387 nChanged 5 SP:Iteration 15Q (1495.525755 sec): 3 clusters Score: Raw -770277.273330 + Penalty 896.678901 = -769380.594428 nChanged 4 SP:Iteration 16Q (1495.588027 sec): 3 clusters Score: Raw -770283.539180 + Penalty 896.678901 = -769386.860278 nChanged 3 SP:Iteration 17Q (1495.637763 sec): 3 clusters Score: Raw -770287.155260 + Penalty 896.678901 = -769390.476359 nChanged 2 SP:Iteration 18Q (1495.706640 sec): 3 clusters Score: Raw -770289.436087 + Penalty 896.678901 = -769392.757186 nChanged 0 SP:Iteration 19F (1495.756165 sec): 3 clusters Score: Raw -770289.436087 + Penalty 896.678901 = -769392.757186 nChanged 0 Trying to split cluster 2 (500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1495.788654 sec): 2 clusters Score: Raw -17552.974046 + Penalty 282.764668 = -17270.209377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1495.832496 sec): 3 clusters Score: Raw -17342.503562 + Penalty 565.529337 = -16776.974225 nChanged 168 SP:Iteration 1F (1495.875265 sec): 3 clusters Score: Raw -17444.316545 + Penalty 565.529337 = -16878.787208 nChanged 37 SP:Iteration 2F (1495.921657 sec): 3 clusters Score: Raw -17470.575598 + Penalty 565.529337 = -16905.046261 nChanged 24 SP:Iteration 3Q (1495.955316 sec): 3 clusters Score: Raw -17483.089589 + Penalty 565.529337 = -16917.560252 nChanged 12 SP:Iteration 4Q (1496.000174 sec): 3 clusters Score: Raw -17491.183372 + Penalty 565.529337 = -16925.654036 nChanged 10 SP:Iteration 5Q (1496.039022 sec): 3 clusters Score: Raw -17495.979217 + Penalty 565.529337 = -16930.449880 nChanged 4 SP:Iteration 6Q (1496.083639 sec): 3 clusters Score: Raw -17497.404598 + Penalty 565.529337 = -16931.875261 nChanged 3 SP:Iteration 7Q (1496.112313 sec): 3 clusters Score: Raw -17498.695165 + Penalty 565.529337 = -16933.165828 nChanged 5 SP:Iteration 8Q (1496.165364 sec): 3 clusters Score: Raw -17499.832745 + Penalty 565.529337 = -16934.303408 nChanged 4 SP:Iteration 9Q (1496.195640 sec): 3 clusters Score: Raw -17502.400984 + Penalty 565.529337 = -16936.871647 nChanged 6 SP:Iteration 10Q (1496.245295 sec): 3 clusters Score: Raw -17503.850768 + Penalty 565.529337 = -16938.321431 nChanged 3 SP:Iteration 11Q (1496.290440 sec): 3 clusters Score: Raw -17507.266862 + Penalty 565.529337 = -16941.737525 nChanged 5 SP:Iteration 12Q (1496.323358 sec): 3 clusters Score: Raw -17514.577631 + Penalty 565.529337 = -16949.048294 nChanged 6 SP:Iteration 13Q (1496.368893 sec): 3 clusters Score: Raw -17520.468516 + Penalty 565.529337 = -16954.939179 nChanged 6 SP:Iteration 14Q (1496.411855 sec): 3 clusters Score: Raw -17522.997708 + Penalty 565.529337 = -16957.468371 nChanged 5 SP:Iteration 15Q (1496.458852 sec): 3 clusters Score: Raw -17525.070979 + Penalty 565.529337 = -16959.541642 nChanged 4 SP:Iteration 16Q (1496.514194 sec): 3 clusters Score: Raw -17527.559903 + Penalty 565.529337 = -16962.030566 nChanged 2 SP:Iteration 17Q (1496.562640 sec): 3 clusters Score: Raw -17529.489175 + Penalty 565.529337 = -16963.959838 nChanged 1 SP:Iteration 18Q (1496.596582 sec): 3 clusters Score: Raw -17530.033527 + Penalty 565.529337 = -16964.504191 nChanged 1 SP:Iteration 19Q (1496.647673 sec): 3 clusters Score: Raw -17530.781523 + Penalty 565.529337 = -16965.252186 nChanged 1 SP:Iteration 20F (1496.696282 sec): 3 clusters Score: Raw -17531.415652 + Penalty 565.529337 = -16965.886315 nChanged 1 SP:Iteration 21Q (1496.739794 sec): 3 clusters Score: Raw -17531.696658 + Penalty 565.529337 = -16966.167321 nChanged 1 SP:Iteration 22Q (1496.790467 sec): 3 clusters Score: Raw -17532.134808 + Penalty 565.529337 = -16966.605471 nChanged 0 SP:Iteration 23F (1496.831951 sec): 3 clusters Score: Raw -17532.134808 + Penalty 565.529337 = -16966.605471 nChanged 0 Trying to split cluster 3 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.852721 sec): 2 clusters Score: Raw -8992.399184 + Penalty 266.012964 = -8726.386220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.897472 sec): 3 clusters Score: Raw -8886.299437 + Penalty 532.025929 = -8354.273509 nChanged 115 SP:Iteration 1F (1496.945726 sec): 3 clusters Score: Raw -9019.919160 + Penalty 532.025929 = -8487.893232 nChanged 28 SP:Iteration 2F (1496.988925 sec): 3 clusters Score: Raw -9054.018636 + Penalty 532.025929 = -8521.992707 nChanged 15 SP:Iteration 3Q (1497.033090 sec): 3 clusters Score: Raw -9069.291149 + Penalty 532.025929 = -8537.265220 nChanged 6 SP:Iteration 4Q (1497.084615 sec): 3 clusters Score: Raw -9076.676265 + Penalty 532.025929 = -8544.650336 nChanged 8 SP:Iteration 5Q (1497.132825 sec): 3 clusters Score: Raw -9085.387225 + Penalty 532.025929 = -8553.361296 nChanged 5 SP:Iteration 6Q (1497.166695 sec): 3 clusters Score: Raw -9087.812129 + Penalty 532.025929 = -8555.786200 nChanged 1 SP:Iteration 7Q (1497.212490 sec): 3 clusters Score: Raw -9088.137472 + Penalty 532.025929 = -8556.111544 nChanged 1 SP:Iteration 8Q (1497.263782 sec): 3 clusters Score: Raw -9088.380490 + Penalty 532.025929 = -8556.354562 nChanged 0 SP:Iteration 9F (1497.299793 sec): 3 clusters Score: Raw -9088.380490 + Penalty 532.025929 = -8556.354562 nChanged 0 Trying to split cluster 4 (6851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.332195 sec): 2 clusters Score: Raw -230781.199201 + Penalty 401.862821 = -230379.336381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.376670 sec): 3 clusters Score: Raw -226640.116482 + Penalty 803.725641 = -225836.390841 nChanged 3078 SP:Iteration 1F (1497.428731 sec): 3 clusters Score: Raw -228551.108379 + Penalty 803.725641 = -227747.382737 nChanged 370 SP:Iteration 2F (1497.485154 sec): 3 clusters Score: Raw -228708.271494 + Penalty 803.725641 = -227904.545852 nChanged 346 SP:Iteration 3F (1497.529964 sec): 3 clusters Score: Raw -228899.871435 + Penalty 803.725641 = -228096.145793 nChanged 381 SP:Iteration 4F (1497.575519 sec): 3 clusters Score: Raw -229141.103661 + Penalty 803.725641 = -228337.378020 nChanged 380 SP:Iteration 5F (1497.630932 sec): 3 clusters Score: Raw -229429.571220 + Penalty 803.725641 = -228625.845578 nChanged 382 SP:Iteration 6F (1497.680325 sec): 3 clusters Score: Raw -229724.050112 + Penalty 803.725641 = -228920.324471 nChanged 349 SP:Iteration 7F (1497.723286 sec): 3 clusters Score: Raw -229953.880601 + Penalty 803.725641 = -229150.154960 nChanged 252 SP:Iteration 8Q (1497.772422 sec): 3 clusters Score: Raw -230099.044442 + Penalty 803.725641 = -229295.318801 nChanged 175 SP:Iteration 9Q (1497.833188 sec): 3 clusters Score: Raw -230177.393604 + Penalty 803.725641 = -229373.667962 nChanged 125 SP:Iteration 10Q (1497.879143 sec): 3 clusters Score: Raw -230223.773334 + Penalty 803.725641 = -229420.047693 nChanged 97 SP:Iteration 11Q (1497.925760 sec): 3 clusters Score: Raw -230256.611542 + Penalty 803.725641 = -229452.885901 nChanged 98 SP:Iteration 12Q (1497.986036 sec): 3 clusters Score: Raw -230285.634428 + Penalty 803.725641 = -229481.908787 nChanged 83 SP:Iteration 13Q (1498.025353 sec): 3 clusters Score: Raw -230309.068803 + Penalty 803.725641 = -229505.343162 nChanged 76 SP:Iteration 14Q (1498.082231 sec): 3 clusters Score: Raw -230331.585093 + Penalty 803.725641 = -229527.859452 nChanged 87 SP:Iteration 15Q (1498.126727 sec): 3 clusters Score: Raw -230357.753884 + Penalty 803.725641 = -229554.028242 nChanged 68 SP:Iteration 16Q (1498.180456 sec): 3 clusters Score: Raw -230378.645073 + Penalty 803.725641 = -229574.919432 nChanged 75 SP:Iteration 17Q (1498.228913 sec): 3 clusters Score: Raw -230406.165592 + Penalty 803.725641 = -229602.439950 nChanged 71 SP:Iteration 18Q (1498.275735 sec): 3 clusters Score: Raw -230432.270958 + Penalty 803.725641 = -229628.545316 nChanged 63 SP:Iteration 19Q (1498.336789 sec): 3 clusters Score: Raw -230453.992236 + Penalty 803.725641 = -229650.266595 nChanged 72 SP:Iteration 20F (1498.387123 sec): 3 clusters Score: Raw -230479.213850 + Penalty 803.725641 = -229675.488208 nChanged 61 SP:Iteration 21Q (1498.440101 sec): 3 clusters Score: Raw -230499.983989 + Penalty 803.725641 = -229696.258347 nChanged 68 SP:Iteration 22Q (1498.481323 sec): 3 clusters Score: Raw -230522.350060 + Penalty 803.725641 = -229718.624419 nChanged 62 SP:Iteration 23Q (1498.528868 sec): 3 clusters Score: Raw -230541.586938 + Penalty 803.725641 = -229737.861297 nChanged 70 SP:Iteration 24Q (1498.587647 sec): 3 clusters Score: Raw -230563.688451 + Penalty 803.725641 = -229759.962810 nChanged 58 SP:Iteration 25Q (1498.641067 sec): 3 clusters Score: Raw -230584.413834 + Penalty 803.725641 = -229780.688193 nChanged 54 SP:Iteration 26Q (1498.690562 sec): 3 clusters Score: Raw -230601.448050 + Penalty 803.725641 = -229797.722408 nChanged 46 SP:Iteration 27Q (1498.746534 sec): 3 clusters Score: Raw -230617.413586 + Penalty 803.725641 = -229813.687944 nChanged 52 SP:Iteration 28Q (1498.798082 sec): 3 clusters Score: Raw -230634.755476 + Penalty 803.725641 = -229831.029835 nChanged 50 SP:Iteration 29Q (1498.838030 sec): 3 clusters Score: Raw -230652.630804 + Penalty 803.725641 = -229848.905162 nChanged 54 SP:Iteration 30Q (1498.884685 sec): 3 clusters Score: Raw -230668.575815 + Penalty 803.725641 = -229864.850173 nChanged 50 SP:Iteration 31Q (1498.943303 sec): 3 clusters Score: Raw -230688.848219 + Penalty 803.725641 = -229885.122577 nChanged 48 SP:Iteration 32Q (1498.985057 sec): 3 clusters Score: Raw -230708.649279 + Penalty 803.725641 = -229904.923637 nChanged 44 SP:Iteration 33Q (1499.038790 sec): 3 clusters Score: Raw -230729.406869 + Penalty 803.725641 = -229925.681227 nChanged 48 SP:Iteration 34Q (1499.101208 sec): 3 clusters Score: Raw -230753.113743 + Penalty 803.725641 = -229949.388102 nChanged 50 SP:Iteration 35Q (1499.148171 sec): 3 clusters Score: Raw -230777.836437 + Penalty 803.725641 = -229974.110795 nChanged 43 SP:Iteration 36Q (1499.198588 sec): 3 clusters Score: Raw -230791.129664 + Penalty 803.725641 = -229987.404022 nChanged 42 SP:Iteration 37Q (1499.252148 sec): 3 clusters Score: Raw -230804.210648 + Penalty 803.725641 = -230000.485007 nChanged 39 SP:Iteration 38Q (1499.305485 sec): 3 clusters Score: Raw -230820.158910 + Penalty 803.725641 = -230016.433268 nChanged 43 SP:Iteration 39Q (1499.356559 sec): 3 clusters Score: Raw -230833.604828 + Penalty 803.725641 = -230029.879187 nChanged 41 SP:Iteration 40F (1499.405757 sec): 3 clusters Score: Raw -230848.457216 + Penalty 803.725641 = -230044.731575 nChanged 34 SP:Iteration 41Q (1499.457372 sec): 3 clusters Score: Raw -230860.546086 + Penalty 803.725641 = -230056.820444 nChanged 29 SP:Iteration 42Q (1499.505853 sec): 3 clusters Score: Raw -230867.723480 + Penalty 803.725641 = -230063.997839 nChanged 25 SP:Iteration 43Q (1499.549316 sec): 3 clusters Score: Raw -230871.582093 + Penalty 803.725641 = -230067.856452 nChanged 21 SP:Iteration 44Q (1499.601678 sec): 3 clusters Score: Raw -230875.368743 + Penalty 803.725641 = -230071.643101 nChanged 17 SP:Iteration 45Q (1499.643825 sec): 3 clusters Score: Raw -230880.667465 + Penalty 803.725641 = -230076.941823 nChanged 17 SP:Iteration 46Q (1499.703508 sec): 3 clusters Score: Raw -230884.219036 + Penalty 803.725641 = -230080.493394 nChanged 12 SP:Iteration 47Q (1499.744192 sec): 3 clusters Score: Raw -230885.985175 + Penalty 803.725641 = -230082.259533 nChanged 11 SP:Iteration 48Q (1499.793579 sec): 3 clusters Score: Raw -230887.130362 + Penalty 803.725641 = -230083.404720 nChanged 6 SP:Iteration 49Q (1499.841150 sec): 3 clusters Score: Raw -230888.083258 + Penalty 803.725641 = -230084.357617 nChanged 8 SP:Iteration 50Q (1499.896669 sec): 3 clusters Score: Raw -230889.105051 + Penalty 803.725641 = -230085.379410 nChanged 10 SP:Iteration 51Q (1499.953219 sec): 3 clusters Score: Raw -230890.161868 + Penalty 803.725641 = -230086.436226 nChanged 5 SP:Iteration 52Q (1500.008803 sec): 3 clusters Score: Raw -230890.726319 + Penalty 803.725641 = -230087.000678 nChanged 3 SP:Iteration 53Q (1500.053568 sec): 3 clusters Score: Raw -230891.711817 + Penalty 803.725641 = -230087.986176 nChanged 3 SP:Iteration 54Q (1500.104555 sec): 3 clusters Score: Raw -230892.589888 + Penalty 803.725641 = -230088.864246 nChanged 5 SP:Iteration 55Q (1500.145881 sec): 3 clusters Score: Raw -230893.147169 + Penalty 803.725641 = -230089.421528 nChanged 5 SP:Iteration 56Q (1500.204161 sec): 3 clusters Score: Raw -230893.805724 + Penalty 803.725641 = -230090.080082 nChanged 4 SP:Iteration 57Q (1500.253116 sec): 3 clusters Score: Raw -230894.260055 + Penalty 803.725641 = -230090.534414 nChanged 5 SP:Iteration 58Q (1500.294747 sec): 3 clusters Score: Raw -230895.479263 + Penalty 803.725641 = -230091.753621 nChanged 8 SP:Iteration 59Q (1500.343628 sec): 3 clusters Score: Raw -230896.379532 + Penalty 803.725641 = -230092.653891 nChanged 3 SP:Iteration 60F (1500.396339 sec): 3 clusters Score: Raw -230896.562566 + Penalty 803.725641 = -230092.836925 nChanged 3 SP:Iteration 61Q (1500.438873 sec): 3 clusters Score: Raw -230896.661337 + Penalty 803.725641 = -230092.935695 nChanged 1 SP:Iteration 62Q (1500.485686 sec): 3 clusters Score: Raw -230896.788929 + Penalty 803.725641 = -230093.063288 nChanged 4 SP:Iteration 63Q (1500.534197 sec): 3 clusters Score: Raw -230897.002323 + Penalty 803.725641 = -230093.276682 nChanged 2 SP:Iteration 64Q (1500.589350 sec): 3 clusters Score: Raw -230897.068143 + Penalty 803.725641 = -230093.342501 nChanged 0 SP:Iteration 65F (1500.647505 sec): 3 clusters Score: Raw -230897.068143 + Penalty 803.725641 = -230093.342501 nChanged 0 Trying to split cluster 5 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1500.665678 sec): 2 clusters Score: Raw -20495.958084 + Penalty 290.908379 = -20205.049705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1500.711540 sec): 3 clusters Score: Raw -20237.015917 + Penalty 581.816759 = -19655.199158 nChanged 219 SP:Iteration 1F (1500.759978 sec): 3 clusters Score: Raw -20397.172904 + Penalty 581.816759 = -19815.356145 nChanged 63 SP:Iteration 2F (1500.792274 sec): 3 clusters Score: Raw -20463.048479 + Penalty 581.816759 = -19881.231721 nChanged 34 SP:Iteration 3F (1500.838485 sec): 3 clusters Score: Raw -20506.644823 + Penalty 581.816759 = -19924.828064 nChanged 32 SP:Iteration 4F (1500.883743 sec): 3 clusters Score: Raw -20534.525864 + Penalty 581.816759 = -19952.709106 nChanged 22 SP:Iteration 5Q (1500.933138 sec): 3 clusters Score: Raw -20547.116721 + Penalty 581.816759 = -19965.299963 nChanged 11 SP:Iteration 6Q (1500.967589 sec): 3 clusters Score: Raw -20552.897222 + Penalty 581.816759 = -19971.080464 nChanged 7 SP:Iteration 7Q (1501.017408 sec): 3 clusters Score: Raw -20555.367667 + Penalty 581.816759 = -19973.550908 nChanged 2 SP:Iteration 8Q (1501.059175 sec): 3 clusters Score: Raw -20555.849633 + Penalty 581.816759 = -19974.032874 nChanged 2 SP:Iteration 9Q (1501.098736 sec): 3 clusters Score: Raw -20557.628813 + Penalty 581.816759 = -19975.812055 nChanged 1 SP:Iteration 10Q (1501.140144 sec): 3 clusters Score: Raw -20558.689668 + Penalty 581.816759 = -19976.872909 nChanged 0 SP:Iteration 11F (1501.181843 sec): 3 clusters Score: Raw -20558.689668 + Penalty 581.816759 = -19976.872909 nChanged 0 Trying to split cluster 6 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1501.198820 sec): 2 clusters Score: Raw -19291.118744 + Penalty 293.783019 = -18997.335724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1501.244351 sec): 3 clusters Score: Raw -19025.468303 + Penalty 587.566039 = -18437.902264 nChanged 240 SP:Iteration 1F (1501.291895 sec): 3 clusters Score: Raw -19220.456459 + Penalty 587.566039 = -18632.890421 nChanged 52 SP:Iteration 2F (1501.342059 sec): 3 clusters Score: Raw -19275.627660 + Penalty 587.566039 = -18688.061621 nChanged 41 SP:Iteration 3F (1501.388789 sec): 3 clusters Score: Raw -19321.445509 + Penalty 587.566039 = -18733.879470 nChanged 22 SP:Iteration 4Q (1501.436368 sec): 3 clusters Score: Raw -19336.843498 + Penalty 587.566039 = -18749.277460 nChanged 16 SP:Iteration 5Q (1501.485452 sec): 3 clusters Score: Raw -19349.324190 + Penalty 587.566039 = -18761.758152 nChanged 11 SP:Iteration 6Q (1501.530607 sec): 3 clusters Score: Raw -19358.125279 + Penalty 587.566039 = -18770.559240 nChanged 10 SP:Iteration 7Q (1501.583576 sec): 3 clusters Score: Raw -19366.922973 + Penalty 587.566039 = -18779.356935 nChanged 13 SP:Iteration 8Q (1501.625415 sec): 3 clusters Score: Raw -19377.376050 + Penalty 587.566039 = -18789.810012 nChanged 10 SP:Iteration 9Q (1501.665704 sec): 3 clusters Score: Raw -19383.420869 + Penalty 587.566039 = -18795.854830 nChanged 5 SP:Iteration 10Q (1501.710571 sec): 3 clusters Score: Raw -19386.983658 + Penalty 587.566039 = -18799.417619 nChanged 5 SP:Iteration 11Q (1501.750562 sec): 3 clusters Score: Raw -19390.903482 + Penalty 587.566039 = -18803.337443 nChanged 3 SP:Iteration 12Q (1501.797581 sec): 3 clusters Score: Raw -19392.262128 + Penalty 587.566039 = -18804.696089 nChanged 0 SP:Iteration 13F (1501.841952 sec): 3 clusters Score: Raw -19392.262128 + Penalty 587.566039 = -18804.696089 nChanged 0 Trying to split cluster 7 (1830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1501.867454 sec): 2 clusters Score: Raw -73113.886102 + Penalty 341.799242 = -72772.086861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1501.906032 sec): 3 clusters Score: Raw -72119.989751 + Penalty 683.598483 = -71436.391267 nChanged 753 SP:Iteration 1F (1501.961475 sec): 3 clusters Score: Raw -72539.320998 + Penalty 683.598483 = -71855.722514 nChanged 124 SP:Iteration 2F (1502.010432 sec): 3 clusters Score: Raw -72592.811491 + Penalty 683.598483 = -71909.213008 nChanged 86 SP:Iteration 3Q (1502.045385 sec): 3 clusters Score: Raw -72634.711252 + Penalty 683.598483 = -71951.112769 nChanged 85 SP:Iteration 4Q (1502.085817 sec): 3 clusters Score: Raw -72679.115667 + Penalty 683.598483 = -71995.517184 nChanged 85 SP:Iteration 5Q (1502.130752 sec): 3 clusters Score: Raw -72722.566994 + Penalty 683.598483 = -72038.968511 nChanged 74 SP:Iteration 6Q (1502.179088 sec): 3 clusters Score: Raw -72762.203529 + Penalty 683.598483 = -72078.605046 nChanged 64 SP:Iteration 7Q (1502.230072 sec): 3 clusters Score: Raw -72799.358482 + Penalty 683.598483 = -72115.759999 nChanged 60 SP:Iteration 8Q (1502.277865 sec): 3 clusters Score: Raw -72830.761807 + Penalty 683.598483 = -72147.163324 nChanged 53 SP:Iteration 9Q (1502.317756 sec): 3 clusters Score: Raw -72860.885500 + Penalty 683.598483 = -72177.287017 nChanged 61 SP:Iteration 10Q (1502.360943 sec): 3 clusters Score: Raw -72904.665804 + Penalty 683.598483 = -72221.067321 nChanged 58 SP:Iteration 11Q (1502.398929 sec): 3 clusters Score: Raw -72937.780508 + Penalty 683.598483 = -72254.182025 nChanged 55 SP:Iteration 12Q (1502.447603 sec): 3 clusters Score: Raw -72973.094433 + Penalty 683.598483 = -72289.495950 nChanged 53 SP:Iteration 13Q (1502.484436 sec): 3 clusters Score: Raw -73007.292391 + Penalty 683.598483 = -72323.693908 nChanged 48 SP:Iteration 14Q (1502.528944 sec): 3 clusters Score: Raw -73036.180643 + Penalty 683.598483 = -72352.582160 nChanged 37 SP:Iteration 15Q (1502.581485 sec): 3 clusters Score: Raw -73064.565008 + Penalty 683.598483 = -72380.966525 nChanged 37 SP:Iteration 16Q (1502.615414 sec): 3 clusters Score: Raw -73098.118928 + Penalty 683.598483 = -72414.520445 nChanged 31 SP:Iteration 17Q (1502.666590 sec): 3 clusters Score: Raw -73123.114435 + Penalty 683.598483 = -72439.515952 nChanged 19 SP:Iteration 18Q (1502.708784 sec): 3 clusters Score: Raw -73135.028049 + Penalty 683.598483 = -72451.429566 nChanged 15 SP:Iteration 19Q (1502.745233 sec): 3 clusters Score: Raw -73140.726808 + Penalty 683.598483 = -72457.128324 nChanged 9 SP:Iteration 20F (1502.795475 sec): 3 clusters Score: Raw -73144.750757 + Penalty 683.598483 = -72461.152274 nChanged 7 SP:Iteration 21Q (1502.838904 sec): 3 clusters Score: Raw -73147.058931 + Penalty 683.598483 = -72463.460448 nChanged 3 SP:Iteration 22Q (1502.889452 sec): 3 clusters Score: Raw -73148.865181 + Penalty 683.598483 = -72465.266697 nChanged 3 SP:Iteration 23Q (1502.942151 sec): 3 clusters Score: Raw -73151.256172 + Penalty 683.598483 = -72467.657689 nChanged 2 SP:Iteration 24Q (1502.976591 sec): 3 clusters Score: Raw -73151.778061 + Penalty 683.598483 = -72468.179577 nChanged 2 SP:Iteration 25Q (1503.016978 sec): 3 clusters Score: Raw -73152.315903 + Penalty 683.598483 = -72468.717420 nChanged 2 SP:Iteration 26Q (1503.064317 sec): 3 clusters Score: Raw -73153.196941 + Penalty 683.598483 = -72469.598458 nChanged 2 SP:Iteration 27Q (1503.098387 sec): 3 clusters Score: Raw -73153.668159 + Penalty 683.598483 = -72470.069676 nChanged 1 SP:Iteration 28Q (1503.142999 sec): 3 clusters Score: Raw -73154.084239 + Penalty 683.598483 = -72470.485756 nChanged 1 SP:Iteration 29Q (1503.198915 sec): 3 clusters Score: Raw -73154.562570 + Penalty 683.598483 = -72470.964087 nChanged 2 SP:Iteration 30Q (1503.243878 sec): 3 clusters Score: Raw -73156.064333 + Penalty 683.598483 = -72472.465850 nChanged 1 SP:Iteration 31Q (1503.295193 sec): 3 clusters Score: Raw -73156.179008 + Penalty 683.598483 = -72472.580525 nChanged 0 SP:Iteration 32F (1503.329153 sec): 3 clusters Score: Raw -73156.179008 + Penalty 683.598483 = -72472.580525 nChanged 0 Trying to split cluster 8 (10777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1503.363867 sec): 2 clusters Score: Raw -446602.092790 + Penalty 422.475213 = -446179.617578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1503.420326 sec): 3 clusters Score: Raw -439890.492607 + Penalty 844.950426 = -439045.542181 nChanged 5001 SP:Iteration 1F (1503.476906 sec): 3 clusters Score: Raw -442835.013057 + Penalty 844.950426 = -441990.062631 nChanged 759 SP:Iteration 2F (1503.519696 sec): 3 clusters Score: Raw -443325.032268 + Penalty 844.950426 = -442480.081843 nChanged 877 SP:Iteration 3F (1503.573011 sec): 3 clusters Score: Raw -444021.144375 + Penalty 844.950426 = -443176.193949 nChanged 941 SP:Iteration 4F (1503.641464 sec): 3 clusters Score: Raw -444827.988900 + Penalty 844.950426 = -443983.038475 nChanged 773 SP:Iteration 5F (1503.695454 sec): 3 clusters Score: Raw -445449.838300 + Penalty 844.950426 = -444604.887875 nChanged 528 SP:Iteration 6Q (1503.745516 sec): 3 clusters Score: Raw -445847.730849 + Penalty 844.950426 = -445002.780424 nChanged 355 SP:Iteration 7Q (1503.803990 sec): 3 clusters Score: Raw -446073.709741 + Penalty 844.950426 = -445228.759316 nChanged 208 SP:Iteration 8Q (1503.841261 sec): 3 clusters Score: Raw -446210.352449 + Penalty 844.950426 = -445365.402023 nChanged 170 SP:Iteration 9Q (1503.896693 sec): 3 clusters Score: Raw -446299.919358 + Penalty 844.950426 = -445454.968932 nChanged 113 SP:Iteration 10Q (1503.950053 sec): 3 clusters Score: Raw -446350.823679 + Penalty 844.950426 = -445505.873253 nChanged 104 SP:Iteration 11Q (1504.011740 sec): 3 clusters Score: Raw -446400.113633 + Penalty 844.950426 = -445555.163207 nChanged 84 SP:Iteration 12Q (1504.057203 sec): 3 clusters Score: Raw -446445.416845 + Penalty 844.950426 = -445600.466419 nChanged 82 SP:Iteration 13Q (1504.118651 sec): 3 clusters Score: Raw -446487.156913 + Penalty 844.950426 = -445642.206487 nChanged 70 SP:Iteration 14Q (1504.171915 sec): 3 clusters Score: Raw -446524.145748 + Penalty 844.950426 = -445679.195322 nChanged 67 SP:Iteration 15Q (1504.213792 sec): 3 clusters Score: Raw -446551.567485 + Penalty 844.950426 = -445706.617060 nChanged 50 SP:Iteration 16Q (1504.263634 sec): 3 clusters Score: Raw -446574.804707 + Penalty 844.950426 = -445729.854281 nChanged 54 SP:Iteration 17Q (1504.316124 sec): 3 clusters Score: Raw -446597.852051 + Penalty 844.950426 = -445752.901625 nChanged 49 SP:Iteration 18Q (1504.370444 sec): 3 clusters Score: Raw -446633.353722 + Penalty 844.950426 = -445788.403297 nChanged 49 SP:Iteration 19Q (1504.417766 sec): 3 clusters Score: Raw -446669.151785 + Penalty 844.950426 = -445824.201360 nChanged 36 SP:Iteration 20F (1504.468078 sec): 3 clusters Score: Raw -446689.455347 + Penalty 844.950426 = -445844.504921 nChanged 32 SP:Iteration 21Q (1504.519349 sec): 3 clusters Score: Raw -446699.834090 + Penalty 844.950426 = -445854.883664 nChanged 22 SP:Iteration 22Q (1504.573678 sec): 3 clusters Score: Raw -446703.940138 + Penalty 844.950426 = -445858.989712 nChanged 17 SP:Iteration 23Q (1504.626779 sec): 3 clusters Score: Raw -446707.754218 + Penalty 844.950426 = -445862.803792 nChanged 13 SP:Iteration 24Q (1504.674035 sec): 3 clusters Score: Raw -446711.187177 + Penalty 844.950426 = -445866.236751 nChanged 9 SP:Iteration 25Q (1504.720944 sec): 3 clusters Score: Raw -446714.225314 + Penalty 844.950426 = -445869.274889 nChanged 10 SP:Iteration 26Q (1504.775499 sec): 3 clusters Score: Raw -446716.266008 + Penalty 844.950426 = -445871.315583 nChanged 8 SP:Iteration 27Q (1504.830029 sec): 3 clusters Score: Raw -446718.805016 + Penalty 844.950426 = -445873.854590 nChanged 13 SP:Iteration 28Q (1504.883315 sec): 3 clusters Score: Raw -446723.249333 + Penalty 844.950426 = -445878.298907 nChanged 9 SP:Iteration 29Q (1504.940047 sec): 3 clusters Score: Raw -446725.150983 + Penalty 844.950426 = -445880.200558 nChanged 7 SP:Iteration 30Q (1504.990798 sec): 3 clusters Score: Raw -446726.478253 + Penalty 844.950426 = -445881.527828 nChanged 6 SP:Iteration 31Q (1505.046679 sec): 3 clusters Score: Raw -446728.004076 + Penalty 844.950426 = -445883.053650 nChanged 10 SP:Iteration 32Q (1505.100852 sec): 3 clusters Score: Raw -446730.388071 + Penalty 844.950426 = -445885.437645 nChanged 8 SP:Iteration 33Q (1505.155448 sec): 3 clusters Score: Raw -446732.425361 + Penalty 844.950426 = -445887.474935 nChanged 9 SP:Iteration 34Q (1505.210285 sec): 3 clusters Score: Raw -446735.133259 + Penalty 844.950426 = -445890.182833 nChanged 2 SP:Iteration 35Q (1505.262709 sec): 3 clusters Score: Raw -446735.647407 + Penalty 844.950426 = -445890.696981 nChanged 2 SP:Iteration 36Q (1505.311030 sec): 3 clusters Score: Raw -446736.503350 + Penalty 844.950426 = -445891.552924 nChanged 1 SP:Iteration 37Q (1505.364985 sec): 3 clusters Score: Raw -446736.600858 + Penalty 844.950426 = -445891.650433 nChanged 0 SP:Iteration 38F (1505.419106 sec): 3 clusters Score: Raw -446736.600858 + Penalty 844.950426 = -445891.650433 nChanged 0 Trying to split cluster 9 (2911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1505.442845 sec): 2 clusters Score: Raw -110025.655511 + Penalty 362.919463 = -109662.736047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1505.499794 sec): 3 clusters Score: Raw -108367.511098 + Penalty 725.838927 = -107641.672171 nChanged 1260 SP:Iteration 1F (1505.550697 sec): 3 clusters Score: Raw -109257.979998 + Penalty 725.838927 = -108532.141071 nChanged 282 SP:Iteration 2F (1505.597525 sec): 3 clusters Score: Raw -109550.352015 + Penalty 725.838927 = -108824.513088 nChanged 244 SP:Iteration 3F (1505.647989 sec): 3 clusters Score: Raw -109776.622951 + Penalty 725.838927 = -109050.784024 nChanged 214 SP:Iteration 4F (1505.697841 sec): 3 clusters Score: Raw -109930.742697 + Penalty 725.838927 = -109204.903770 nChanged 163 SP:Iteration 5F (1505.745433 sec): 3 clusters Score: Raw -110061.487174 + Penalty 725.838927 = -109335.648247 nChanged 109 SP:Iteration 6Q (1505.785769 sec): 3 clusters Score: Raw -110151.263218 + Penalty 725.838927 = -109425.424291 nChanged 83 SP:Iteration 7Q (1505.823797 sec): 3 clusters Score: Raw -110206.918394 + Penalty 725.838927 = -109481.079467 nChanged 58 SP:Iteration 8Q (1505.872588 sec): 3 clusters Score: Raw -110241.414924 + Penalty 725.838927 = -109515.575997 nChanged 42 SP:Iteration 9Q (1505.915851 sec): 3 clusters Score: Raw -110266.186551 + Penalty 725.838927 = -109540.347624 nChanged 41 SP:Iteration 10Q (1505.960561 sec): 3 clusters Score: Raw -110285.015691 + Penalty 725.838927 = -109559.176764 nChanged 27 SP:Iteration 11Q (1506.008326 sec): 3 clusters Score: Raw -110295.797727 + Penalty 725.838927 = -109569.958800 nChanged 32 SP:Iteration 12Q (1506.055608 sec): 3 clusters Score: Raw -110312.237937 + Penalty 725.838927 = -109586.399010 nChanged 24 SP:Iteration 13Q (1506.102928 sec): 3 clusters Score: Raw -110319.739799 + Penalty 725.838927 = -109593.900872 nChanged 14 SP:Iteration 14Q (1506.153490 sec): 3 clusters Score: Raw -110322.690981 + Penalty 725.838927 = -109596.852054 nChanged 12 SP:Iteration 15Q (1506.202140 sec): 3 clusters Score: Raw -110325.139076 + Penalty 725.838927 = -109599.300149 nChanged 14 SP:Iteration 16Q (1506.250848 sec): 3 clusters Score: Raw -110329.012033 + Penalty 725.838927 = -109603.173106 nChanged 15 SP:Iteration 17Q (1506.300703 sec): 3 clusters Score: Raw -110333.113904 + Penalty 725.838927 = -109607.274977 nChanged 15 SP:Iteration 18Q (1506.357440 sec): 3 clusters Score: Raw -110338.955741 + Penalty 725.838927 = -109613.116814 nChanged 13 SP:Iteration 19Q (1506.393409 sec): 3 clusters Score: Raw -110344.656624 + Penalty 725.838927 = -109618.817697 nChanged 9 SP:Iteration 20F (1506.441919 sec): 3 clusters Score: Raw -110351.302836 + Penalty 725.838927 = -109625.463909 nChanged 11 SP:Iteration 21Q (1506.489984 sec): 3 clusters Score: Raw -110357.405431 + Penalty 725.838927 = -109631.566504 nChanged 9 SP:Iteration 22Q (1506.536566 sec): 3 clusters Score: Raw -110364.087113 + Penalty 725.838927 = -109638.248186 nChanged 14 SP:Iteration 23Q (1506.583773 sec): 3 clusters Score: Raw -110373.207706 + Penalty 725.838927 = -109647.368779 nChanged 12 SP:Iteration 24Q (1506.636026 sec): 3 clusters Score: Raw -110379.238099 + Penalty 725.838927 = -109653.399172 nChanged 9 SP:Iteration 25Q (1506.688622 sec): 3 clusters Score: Raw -110384.447117 + Penalty 725.838927 = -109658.608191 nChanged 9 SP:Iteration 26Q (1506.737432 sec): 3 clusters Score: Raw -110390.607151 + Penalty 725.838927 = -109664.768224 nChanged 11 SP:Iteration 27Q (1506.779811 sec): 3 clusters Score: Raw -110395.391594 + Penalty 725.838927 = -109669.552667 nChanged 12 SP:Iteration 28Q (1506.821640 sec): 3 clusters Score: Raw -110400.002558 + Penalty 725.838927 = -109674.163631 nChanged 9 SP:Iteration 29Q (1506.868356 sec): 3 clusters Score: Raw -110403.315432 + Penalty 725.838927 = -109677.476505 nChanged 3 SP:Iteration 30Q (1506.927013 sec): 3 clusters Score: Raw -110404.167173 + Penalty 725.838927 = -109678.328246 nChanged 4 SP:Iteration 31Q (1506.966943 sec): 3 clusters Score: Raw -110404.608049 + Penalty 725.838927 = -109678.769123 nChanged 2 SP:Iteration 32Q (1507.024600 sec): 3 clusters Score: Raw -110404.828442 + Penalty 725.838927 = -109678.989515 nChanged 1 SP:Iteration 33Q (1507.066178 sec): 3 clusters Score: Raw -110405.017970 + Penalty 725.838927 = -109679.179043 nChanged 2 SP:Iteration 34Q (1507.116043 sec): 3 clusters Score: Raw -110405.204041 + Penalty 725.838927 = -109679.365114 nChanged 2 SP:Iteration 35Q (1507.165210 sec): 3 clusters Score: Raw -110405.824964 + Penalty 725.838927 = -109679.986037 nChanged 3 SP:Iteration 36Q (1507.222508 sec): 3 clusters Score: Raw -110406.412771 + Penalty 725.838927 = -109680.573844 nChanged 0 SP:Iteration 37F (1507.269565 sec): 3 clusters Score: Raw -110406.412771 + Penalty 725.838927 = -109680.573844 nChanged 0 Score: Raw -6289354.818856 + Penalty 21912.091398 = -6267442.727458 Splitting cluster 9 changes total score from -6267609.772483 to -6267442.727458 So it's not getting split. Trying to split cluster 10 (1327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1510.132115 sec): 2 clusters Score: Raw -51709.880815 + Penalty 327.175760 = -51382.705055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1510.179427 sec): 3 clusters Score: Raw -51027.128315 + Penalty 654.351519 = -50372.776796 nChanged 549 SP:Iteration 1F (1510.219297 sec): 3 clusters Score: Raw -51386.639783 + Penalty 654.351519 = -50732.288264 nChanged 104 SP:Iteration 2F (1510.267603 sec): 3 clusters Score: Raw -51451.798918 + Penalty 654.351519 = -50797.447399 nChanged 69 SP:Iteration 3F (1510.313042 sec): 3 clusters Score: Raw -51507.199098 + Penalty 654.351519 = -50852.847579 nChanged 55 SP:Iteration 4Q (1510.364549 sec): 3 clusters Score: Raw -51549.538797 + Penalty 654.351519 = -50895.187277 nChanged 50 SP:Iteration 5Q (1510.417878 sec): 3 clusters Score: Raw -51588.461100 + Penalty 654.351519 = -50934.109581 nChanged 44 SP:Iteration 6Q (1510.450158 sec): 3 clusters Score: Raw -51624.199162 + Penalty 654.351519 = -50969.847643 nChanged 36 SP:Iteration 7Q (1510.508556 sec): 3 clusters Score: Raw -51648.288744 + Penalty 654.351519 = -50993.937225 nChanged 26 SP:Iteration 8Q (1510.552439 sec): 3 clusters Score: Raw -51657.167059 + Penalty 654.351519 = -51002.815540 nChanged 15 SP:Iteration 9Q (1510.590001 sec): 3 clusters Score: Raw -51661.420695 + Penalty 654.351519 = -51007.069176 nChanged 13 SP:Iteration 10Q (1510.640495 sec): 3 clusters Score: Raw -51664.681087 + Penalty 654.351519 = -51010.329568 nChanged 6 SP:Iteration 11Q (1510.684208 sec): 3 clusters Score: Raw -51666.327048 + Penalty 654.351519 = -51011.975529 nChanged 10 SP:Iteration 12Q (1510.733599 sec): 3 clusters Score: Raw -51668.930111 + Penalty 654.351519 = -51014.578592 nChanged 6 SP:Iteration 13Q (1510.785968 sec): 3 clusters Score: Raw -51670.792994 + Penalty 654.351519 = -51016.441474 nChanged 6 SP:Iteration 14Q (1510.830773 sec): 3 clusters Score: Raw -51673.054149 + Penalty 654.351519 = -51018.702630 nChanged 7 SP:Iteration 15Q (1510.878661 sec): 3 clusters Score: Raw -51674.943856 + Penalty 654.351519 = -51020.592337 nChanged 5 SP:Iteration 16Q (1510.922612 sec): 3 clusters Score: Raw -51676.279441 + Penalty 654.351519 = -51021.927921 nChanged 3 SP:Iteration 17Q (1510.970614 sec): 3 clusters Score: Raw -51678.434828 + Penalty 654.351519 = -51024.083309 nChanged 5 SP:Iteration 18Q (1511.005852 sec): 3 clusters Score: Raw -51679.953378 + Penalty 654.351519 = -51025.601859 nChanged 7 SP:Iteration 19Q (1511.057297 sec): 3 clusters Score: Raw -51681.956848 + Penalty 654.351519 = -51027.605329 nChanged 5 SP:Iteration 20F (1511.110467 sec): 3 clusters Score: Raw -51684.231224 + Penalty 654.351519 = -51029.879705 nChanged 11 SP:Iteration 21Q (1511.156655 sec): 3 clusters Score: Raw -51687.483362 + Penalty 654.351519 = -51033.131843 nChanged 8 SP:Iteration 22Q (1511.195021 sec): 3 clusters Score: Raw -51689.406418 + Penalty 654.351519 = -51035.054899 nChanged 5 SP:Iteration 23Q (1511.245674 sec): 3 clusters Score: Raw -51690.564780 + Penalty 654.351519 = -51036.213261 nChanged 5 SP:Iteration 24Q (1511.280170 sec): 3 clusters Score: Raw -51691.210889 + Penalty 654.351519 = -51036.859370 nChanged 1 SP:Iteration 25Q (1511.335390 sec): 3 clusters Score: Raw -51692.150144 + Penalty 654.351519 = -51037.798625 nChanged 3 SP:Iteration 26Q (1511.372665 sec): 3 clusters Score: Raw -51693.085626 + Penalty 654.351519 = -51038.734107 nChanged 3 SP:Iteration 27Q (1511.418719 sec): 3 clusters Score: Raw -51693.617250 + Penalty 654.351519 = -51039.265731 nChanged 3 SP:Iteration 28Q (1511.469438 sec): 3 clusters Score: Raw -51693.848731 + Penalty 654.351519 = -51039.497212 nChanged 0 SP:Iteration 29F (1511.508929 sec): 3 clusters Score: Raw -51693.848731 + Penalty 654.351519 = -51039.497212 nChanged 0 Trying to split cluster 11 (959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1511.532850 sec): 2 clusters Score: Raw -40265.380748 + Penalty 312.398044 = -39952.982704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1511.587115 sec): 3 clusters Score: Raw -39789.303438 + Penalty 624.796088 = -39164.507350 nChanged 380 SP:Iteration 1F (1511.628589 sec): 3 clusters Score: Raw -39995.632018 + Penalty 624.796088 = -39370.835931 nChanged 58 SP:Iteration 2F (1511.669149 sec): 3 clusters Score: Raw -40029.284304 + Penalty 624.796088 = -39404.488216 nChanged 52 SP:Iteration 3F (1511.723209 sec): 3 clusters Score: Raw -40052.516205 + Penalty 624.796088 = -39427.720118 nChanged 30 SP:Iteration 4Q (1511.763752 sec): 3 clusters Score: Raw -40070.429613 + Penalty 624.796088 = -39445.633525 nChanged 26 SP:Iteration 5Q (1511.800937 sec): 3 clusters Score: Raw -40083.902673 + Penalty 624.796088 = -39459.106585 nChanged 30 SP:Iteration 6Q (1511.855302 sec): 3 clusters Score: Raw -40098.217660 + Penalty 624.796088 = -39473.421572 nChanged 21 SP:Iteration 7Q (1511.890942 sec): 3 clusters Score: Raw -40105.667649 + Penalty 624.796088 = -39480.871561 nChanged 16 SP:Iteration 8Q (1511.935429 sec): 3 clusters Score: Raw -40109.432980 + Penalty 624.796088 = -39484.636892 nChanged 7 SP:Iteration 9Q (1511.984033 sec): 3 clusters Score: Raw -40111.542814 + Penalty 624.796088 = -39486.746726 nChanged 8 SP:Iteration 10Q (1512.035138 sec): 3 clusters Score: Raw -40113.432682 + Penalty 624.796088 = -39488.636594 nChanged 8 SP:Iteration 11Q (1512.079637 sec): 3 clusters Score: Raw -40116.959298 + Penalty 624.796088 = -39492.163210 nChanged 17 SP:Iteration 12Q (1512.140922 sec): 3 clusters Score: Raw -40123.842093 + Penalty 624.796088 = -39499.046005 nChanged 19 SP:Iteration 13Q (1512.176172 sec): 3 clusters Score: Raw -40130.993163 + Penalty 624.796088 = -39506.197075 nChanged 18 SP:Iteration 14Q (1512.222861 sec): 3 clusters Score: Raw -40142.895235 + Penalty 624.796088 = -39518.099147 nChanged 19 SP:Iteration 15Q (1512.265848 sec): 3 clusters Score: Raw -40151.971146 + Penalty 624.796088 = -39527.175058 nChanged 19 SP:Iteration 16Q (1512.309609 sec): 3 clusters Score: Raw -40162.778124 + Penalty 624.796088 = -39537.982036 nChanged 12 SP:Iteration 17Q (1512.363869 sec): 3 clusters Score: Raw -40167.967539 + Penalty 624.796088 = -39543.171451 nChanged 13 SP:Iteration 18Q (1512.401764 sec): 3 clusters Score: Raw -40172.190100 + Penalty 624.796088 = -39547.394012 nChanged 11 SP:Iteration 19Q (1512.457271 sec): 3 clusters Score: Raw -40174.983844 + Penalty 624.796088 = -39550.187756 nChanged 7 SP:Iteration 20F (1512.491548 sec): 3 clusters Score: Raw -40177.389170 + Penalty 624.796088 = -39552.593082 nChanged 8 SP:Iteration 21Q (1512.546089 sec): 3 clusters Score: Raw -40180.691782 + Penalty 624.796088 = -39555.895694 nChanged 14 SP:Iteration 22Q (1512.589597 sec): 3 clusters Score: Raw -40189.862149 + Penalty 624.796088 = -39565.066061 nChanged 6 SP:Iteration 23Q (1512.635503 sec): 3 clusters Score: Raw -40191.868651 + Penalty 624.796088 = -39567.072563 nChanged 6 SP:Iteration 24Q (1512.680514 sec): 3 clusters Score: Raw -40194.480498 + Penalty 624.796088 = -39569.684411 nChanged 6 SP:Iteration 25Q (1512.725307 sec): 3 clusters Score: Raw -40196.535025 + Penalty 624.796088 = -39571.738937 nChanged 7 SP:Iteration 26Q (1512.761642 sec): 3 clusters Score: Raw -40198.578207 + Penalty 624.796088 = -39573.782119 nChanged 4 SP:Iteration 27Q (1512.809932 sec): 3 clusters Score: Raw -40200.372880 + Penalty 624.796088 = -39575.576793 nChanged 6 SP:Iteration 28Q (1512.854176 sec): 3 clusters Score: Raw -40204.131934 + Penalty 624.796088 = -39579.335846 nChanged 5 SP:Iteration 29Q (1512.903121 sec): 3 clusters Score: Raw -40206.212325 + Penalty 624.796088 = -39581.416237 nChanged 7 SP:Iteration 30Q (1512.947151 sec): 3 clusters Score: Raw -40208.685515 + Penalty 624.796088 = -39583.889427 nChanged 6 SP:Iteration 31Q (1513.004215 sec): 3 clusters Score: Raw -40212.570033 + Penalty 624.796088 = -39587.773945 nChanged 4 SP:Iteration 32Q (1513.039609 sec): 3 clusters Score: Raw -40213.882209 + Penalty 624.796088 = -39589.086121 nChanged 7 SP:Iteration 33Q (1513.095812 sec): 3 clusters Score: Raw -40217.275171 + Penalty 624.796088 = -39592.479083 nChanged 5 SP:Iteration 34Q (1513.130583 sec): 3 clusters Score: Raw -40221.109751 + Penalty 624.796088 = -39596.313664 nChanged 6 SP:Iteration 35Q (1513.186319 sec): 3 clusters Score: Raw -40222.740444 + Penalty 624.796088 = -39597.944357 nChanged 4 SP:Iteration 36Q (1513.230335 sec): 3 clusters Score: Raw -40224.177408 + Penalty 624.796088 = -39599.381320 nChanged 4 SP:Iteration 37Q (1513.266618 sec): 3 clusters Score: Raw -40225.950088 + Penalty 624.796088 = -39601.154000 nChanged 3 SP:Iteration 38Q (1513.316285 sec): 3 clusters Score: Raw -40228.218179 + Penalty 624.796088 = -39603.422091 nChanged 6 SP:Iteration 39Q (1513.365139 sec): 3 clusters Score: Raw -40232.797675 + Penalty 624.796088 = -39608.001587 nChanged 5 SP:Iteration 40F (1513.405476 sec): 3 clusters Score: Raw -40235.953957 + Penalty 624.796088 = -39611.157869 nChanged 3 SP:Iteration 41Q (1513.439774 sec): 3 clusters Score: Raw -40238.517018 + Penalty 624.796088 = -39613.720931 nChanged 4 SP:Iteration 42Q (1513.489886 sec): 3 clusters Score: Raw -40240.948143 + Penalty 624.796088 = -39616.152056 nChanged 4 SP:Iteration 43Q (1513.526209 sec): 3 clusters Score: Raw -40244.933081 + Penalty 624.796088 = -39620.136993 nChanged 3 SP:Iteration 44Q (1513.567885 sec): 3 clusters Score: Raw -40246.765597 + Penalty 624.796088 = -39621.969509 nChanged 4 SP:Iteration 45Q (1513.611378 sec): 3 clusters Score: Raw -40248.955250 + Penalty 624.796088 = -39624.159162 nChanged 4 SP:Iteration 46Q (1513.660468 sec): 3 clusters Score: Raw -40252.696677 + Penalty 624.796088 = -39627.900590 nChanged 7 SP:Iteration 47Q (1513.708359 sec): 3 clusters Score: Raw -40260.206538 + Penalty 624.796088 = -39635.410450 nChanged 8 SP:Iteration 48Q (1513.746578 sec): 3 clusters Score: Raw -40265.201857 + Penalty 624.796088 = -39640.405769 nChanged 9 SP:Iteration 49Q (1513.795012 sec): 3 clusters Score: Raw -40268.876037 + Penalty 624.796088 = -39644.079950 nChanged 5 SP:Iteration 50Q (1513.837930 sec): 3 clusters Score: Raw -40270.059945 + Penalty 624.796088 = -39645.263857 nChanged 4 SP:Iteration 51Q (1513.884278 sec): 3 clusters Score: Raw -40271.944323 + Penalty 624.796088 = -39647.148236 nChanged 2 SP:Iteration 52Q (1513.931545 sec): 3 clusters Score: Raw -40273.208745 + Penalty 624.796088 = -39648.412657 nChanged 4 SP:Iteration 53Q (1513.966982 sec): 3 clusters Score: Raw -40276.276017 + Penalty 624.796088 = -39651.479930 nChanged 4 SP:Iteration 54Q (1514.010942 sec): 3 clusters Score: Raw -40278.963151 + Penalty 624.796088 = -39654.167063 nChanged 3 SP:Iteration 55Q (1514.049347 sec): 3 clusters Score: Raw -40281.481706 + Penalty 624.796088 = -39656.685619 nChanged 2 SP:Iteration 56Q (1514.099168 sec): 3 clusters Score: Raw -40282.783713 + Penalty 624.796088 = -39657.987625 nChanged 1 SP:Iteration 57Q (1514.142723 sec): 3 clusters Score: Raw -40282.866952 + Penalty 624.796088 = -39658.070864 nChanged 0 SP:Iteration 58F (1514.179119 sec): 3 clusters Score: Raw -40282.866952 + Penalty 624.796088 = -39658.070864 nChanged 0 Trying to split cluster 12 (2951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1514.216329 sec): 2 clusters Score: Raw -115779.548962 + Penalty 363.540422 = -115416.008540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1514.253374 sec): 3 clusters Score: Raw -114074.541540 + Penalty 727.080843 = -113347.460697 nChanged 1313 SP:Iteration 1F (1514.304282 sec): 3 clusters Score: Raw -114765.339930 + Penalty 727.080843 = -114038.259087 nChanged 213 SP:Iteration 2F (1514.349508 sec): 3 clusters Score: Raw -114890.323184 + Penalty 727.080843 = -114163.242341 nChanged 212 SP:Iteration 3F (1514.398178 sec): 3 clusters Score: Raw -115025.614306 + Penalty 727.080843 = -114298.533463 nChanged 191 SP:Iteration 4F (1514.441137 sec): 3 clusters Score: Raw -115139.275409 + Penalty 727.080843 = -114412.194566 nChanged 149 SP:Iteration 5F (1514.487194 sec): 3 clusters Score: Raw -115211.160797 + Penalty 727.080843 = -114484.079954 nChanged 105 SP:Iteration 6Q (1514.528888 sec): 3 clusters Score: Raw -115257.885670 + Penalty 727.080843 = -114530.804827 nChanged 83 SP:Iteration 7Q (1514.571509 sec): 3 clusters Score: Raw -115297.323945 + Penalty 727.080843 = -114570.243102 nChanged 91 SP:Iteration 8Q (1514.619367 sec): 3 clusters Score: Raw -115346.700501 + Penalty 727.080843 = -114619.619658 nChanged 92 SP:Iteration 9Q (1514.661919 sec): 3 clusters Score: Raw -115398.238476 + Penalty 727.080843 = -114671.157633 nChanged 92 SP:Iteration 10Q (1514.714781 sec): 3 clusters Score: Raw -115462.369193 + Penalty 727.080843 = -114735.288350 nChanged 109 SP:Iteration 11Q (1514.756340 sec): 3 clusters Score: Raw -115560.143908 + Penalty 727.080843 = -114833.063065 nChanged 100 SP:Iteration 12Q (1514.804323 sec): 3 clusters Score: Raw -115629.897499 + Penalty 727.080843 = -114902.816656 nChanged 79 SP:Iteration 13Q (1514.846631 sec): 3 clusters Score: Raw -115674.255964 + Penalty 727.080843 = -114947.175121 nChanged 72 SP:Iteration 14Q (1514.896162 sec): 3 clusters Score: Raw -115712.058431 + Penalty 727.080843 = -114984.977588 nChanged 56 SP:Iteration 15Q (1514.929041 sec): 3 clusters Score: Raw -115743.493354 + Penalty 727.080843 = -115016.412510 nChanged 50 SP:Iteration 16Q (1514.980994 sec): 3 clusters Score: Raw -115770.623634 + Penalty 727.080843 = -115043.542791 nChanged 55 SP:Iteration 17Q (1515.019719 sec): 3 clusters Score: Raw -115799.556390 + Penalty 727.080843 = -115072.475546 nChanged 56 SP:Iteration 18Q (1515.071832 sec): 3 clusters Score: Raw -115831.827612 + Penalty 727.080843 = -115104.746769 nChanged 47 SP:Iteration 19Q (1515.115125 sec): 3 clusters Score: Raw -115854.181404 + Penalty 727.080843 = -115127.100561 nChanged 38 SP:Iteration 20F (1515.158751 sec): 3 clusters Score: Raw -115871.963792 + Penalty 727.080843 = -115144.882949 nChanged 39 SP:Iteration 21Q (1515.205269 sec): 3 clusters Score: Raw -115886.956032 + Penalty 727.080843 = -115159.875189 nChanged 30 SP:Iteration 22Q (1515.254168 sec): 3 clusters Score: Raw -115897.107507 + Penalty 727.080843 = -115170.026664 nChanged 20 SP:Iteration 23Q (1515.304566 sec): 3 clusters Score: Raw -115901.087294 + Penalty 727.080843 = -115174.006451 nChanged 12 SP:Iteration 24Q (1515.355080 sec): 3 clusters Score: Raw -115902.984194 + Penalty 727.080843 = -115175.903350 nChanged 5 SP:Iteration 25Q (1515.402304 sec): 3 clusters Score: Raw -115903.426877 + Penalty 727.080843 = -115176.346034 nChanged 3 SP:Iteration 26Q (1515.447457 sec): 3 clusters Score: Raw -115904.021584 + Penalty 727.080843 = -115176.940741 nChanged 4 SP:Iteration 27Q (1515.498957 sec): 3 clusters Score: Raw -115905.095394 + Penalty 727.080843 = -115178.014551 nChanged 7 SP:Iteration 28Q (1515.545090 sec): 3 clusters Score: Raw -115907.135909 + Penalty 727.080843 = -115180.055065 nChanged 5 SP:Iteration 29Q (1515.603664 sec): 3 clusters Score: Raw -115907.949960 + Penalty 727.080843 = -115180.869117 nChanged 4 SP:Iteration 30Q (1515.641476 sec): 3 clusters Score: Raw -115908.581044 + Penalty 727.080843 = -115181.500201 nChanged 5 SP:Iteration 31Q (1515.692470 sec): 3 clusters Score: Raw -115909.261296 + Penalty 727.080843 = -115182.180452 nChanged 5 SP:Iteration 32Q (1515.748350 sec): 3 clusters Score: Raw -115909.878156 + Penalty 727.080843 = -115182.797313 nChanged 3 SP:Iteration 33Q (1515.788408 sec): 3 clusters Score: Raw -115910.299123 + Penalty 727.080843 = -115183.218280 nChanged 3 SP:Iteration 34Q (1515.830350 sec): 3 clusters Score: Raw -115910.944510 + Penalty 727.080843 = -115183.863667 nChanged 7 SP:Iteration 35Q (1515.882704 sec): 3 clusters Score: Raw -115911.613199 + Penalty 727.080843 = -115184.532356 nChanged 2 SP:Iteration 36Q (1515.931564 sec): 3 clusters Score: Raw -115911.723642 + Penalty 727.080843 = -115184.642799 nChanged 2 SP:Iteration 37Q (1515.980914 sec): 3 clusters Score: Raw -115911.848615 + Penalty 727.080843 = -115184.767772 nChanged 2 SP:Iteration 38Q (1516.026942 sec): 3 clusters Score: Raw -115911.960891 + Penalty 727.080843 = -115184.880048 nChanged 1 SP:Iteration 39Q (1516.068774 sec): 3 clusters Score: Raw -115911.977180 + Penalty 727.080843 = -115184.896337 nChanged 0 SP:Iteration 40F (1516.121799 sec): 3 clusters Score: Raw -115911.977180 + Penalty 727.080843 = -115184.896337 nChanged 0 Trying to split cluster 13 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1516.151192 sec): 2 clusters Score: Raw -12255.201603 + Penalty 255.397329 = -11999.804274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1516.192781 sec): 3 clusters Score: Raw -12147.533906 + Penalty 510.794658 = -11636.739248 nChanged 92 SP:Iteration 1F (1516.244675 sec): 3 clusters Score: Raw -12241.163159 + Penalty 510.794658 = -11730.368501 nChanged 17 SP:Iteration 2F (1516.282679 sec): 3 clusters Score: Raw -12254.414051 + Penalty 510.794658 = -11743.619393 nChanged 3 SP:Iteration 3Q (1516.329741 sec): 3 clusters Score: Raw -12259.602362 + Penalty 510.794658 = -11748.807704 nChanged 1 SP:Iteration 4Q (1516.380768 sec): 3 clusters Score: Raw -12266.259780 + Penalty 510.794658 = -11755.465122 nChanged 3 SP:Iteration 5Q (1516.426875 sec): 3 clusters Score: Raw -12272.590918 + Penalty 510.794658 = -11761.796261 nChanged 3 SP:Iteration 6Q (1516.469272 sec): 3 clusters Score: Raw -12275.522976 + Penalty 510.794658 = -11764.728318 nChanged 4 SP:Iteration 7Q (1516.515674 sec): 3 clusters Score: Raw -12279.353996 + Penalty 510.794658 = -11768.559338 nChanged 1 SP:Iteration 8Q (1516.568906 sec): 3 clusters Score: Raw -12280.042403 + Penalty 510.794658 = -11769.247746 nChanged 0 SP:Iteration 9F (1516.611073 sec): 3 clusters Score: Raw -12280.042403 + Penalty 510.794658 = -11769.247746 nChanged 0 Trying to split cluster 14 (11442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1516.635525 sec): 2 clusters Score: Raw -439869.865267 + Penalty 425.199596 = -439444.665671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1516.690399 sec): 3 clusters Score: Raw -432699.672950 + Penalty 850.399193 = -431849.273757 nChanged 5298 SP:Iteration 1F (1516.751052 sec): 3 clusters Score: Raw -435922.618065 + Penalty 850.399193 = -435072.218872 nChanged 653 SP:Iteration 2F (1516.800474 sec): 3 clusters Score: Raw -436226.549579 + Penalty 850.399193 = -435376.150386 nChanged 664 SP:Iteration 3F (1516.855267 sec): 3 clusters Score: Raw -436598.448544 + Penalty 850.399193 = -435748.049351 nChanged 723 SP:Iteration 4F (1516.914271 sec): 3 clusters Score: Raw -437079.525529 + Penalty 850.399193 = -436229.126336 nChanged 799 SP:Iteration 5F (1516.971980 sec): 3 clusters Score: Raw -437670.519408 + Penalty 850.399193 = -436820.120215 nChanged 766 SP:Iteration 6F (1517.026067 sec): 3 clusters Score: Raw -438260.594390 + Penalty 850.399193 = -437410.195197 nChanged 644 SP:Iteration 7F (1517.073031 sec): 3 clusters Score: Raw -438770.367930 + Penalty 850.399193 = -437919.968737 nChanged 496 SP:Iteration 8Q (1517.127076 sec): 3 clusters Score: Raw -439160.557721 + Penalty 850.399193 = -438310.158529 nChanged 350 SP:Iteration 9Q (1517.192202 sec): 3 clusters Score: Raw -439448.708296 + Penalty 850.399193 = -438598.309103 nChanged 220 SP:Iteration 10Q (1517.240034 sec): 3 clusters Score: Raw -439625.238700 + Penalty 850.399193 = -438774.839507 nChanged 177 SP:Iteration 11Q (1517.290066 sec): 3 clusters Score: Raw -439745.022526 + Penalty 850.399193 = -438894.623333 nChanged 150 SP:Iteration 12Q (1517.351433 sec): 3 clusters Score: Raw -439814.991881 + Penalty 850.399193 = -438964.592689 nChanged 109 SP:Iteration 13Q (1517.399246 sec): 3 clusters Score: Raw -439858.393315 + Penalty 850.399193 = -439007.994123 nChanged 87 SP:Iteration 14Q (1517.459381 sec): 3 clusters Score: Raw -439891.947567 + Penalty 850.399193 = -439041.548374 nChanged 82 SP:Iteration 15Q (1517.504749 sec): 3 clusters Score: Raw -439918.215006 + Penalty 850.399193 = -439067.815813 nChanged 59 SP:Iteration 16Q (1517.552178 sec): 3 clusters Score: Raw -439932.681439 + Penalty 850.399193 = -439082.282246 nChanged 47 SP:Iteration 17Q (1517.614065 sec): 3 clusters Score: Raw -439942.490803 + Penalty 850.399193 = -439092.091611 nChanged 48 SP:Iteration 18Q (1517.658274 sec): 3 clusters Score: Raw -439953.972216 + Penalty 850.399193 = -439103.573024 nChanged 43 SP:Iteration 19Q (1517.724176 sec): 3 clusters Score: Raw -439963.178815 + Penalty 850.399193 = -439112.779622 nChanged 38 SP:Iteration 20F (1517.767251 sec): 3 clusters Score: Raw -439971.232951 + Penalty 850.399193 = -439120.833758 nChanged 48 SP:Iteration 21Q (1517.821703 sec): 3 clusters Score: Raw -439981.016499 + Penalty 850.399193 = -439130.617306 nChanged 49 SP:Iteration 22Q (1517.873341 sec): 3 clusters Score: Raw -439992.780855 + Penalty 850.399193 = -439142.381662 nChanged 34 SP:Iteration 23Q (1517.932100 sec): 3 clusters Score: Raw -440001.818705 + Penalty 850.399193 = -439151.419512 nChanged 46 SP:Iteration 24Q (1517.990682 sec): 3 clusters Score: Raw -440015.286890 + Penalty 850.399193 = -439164.887697 nChanged 46 SP:Iteration 25Q (1518.046019 sec): 3 clusters Score: Raw -440028.648485 + Penalty 850.399193 = -439178.249292 nChanged 44 SP:Iteration 26Q (1518.104738 sec): 3 clusters Score: Raw -440040.821974 + Penalty 850.399193 = -439190.422781 nChanged 45 SP:Iteration 27Q (1518.157432 sec): 3 clusters Score: Raw -440050.327793 + Penalty 850.399193 = -439199.928601 nChanged 32 SP:Iteration 28Q (1518.206676 sec): 3 clusters Score: Raw -440055.999449 + Penalty 850.399193 = -439205.600256 nChanged 21 SP:Iteration 29Q (1518.274825 sec): 3 clusters Score: Raw -440058.311056 + Penalty 850.399193 = -439207.911864 nChanged 17 SP:Iteration 30Q (1518.330521 sec): 3 clusters Score: Raw -440060.507757 + Penalty 850.399193 = -439210.108565 nChanged 11 SP:Iteration 31Q (1518.373899 sec): 3 clusters Score: Raw -440061.417045 + Penalty 850.399193 = -439211.017852 nChanged 9 SP:Iteration 32Q (1518.430302 sec): 3 clusters Score: Raw -440062.045899 + Penalty 850.399193 = -439211.646706 nChanged 13 SP:Iteration 33Q (1518.488287 sec): 3 clusters Score: Raw -440063.552894 + Penalty 850.399193 = -439213.153701 nChanged 11 SP:Iteration 34Q (1518.544562 sec): 3 clusters Score: Raw -440065.065729 + Penalty 850.399193 = -439214.666536 nChanged 9 SP:Iteration 35Q (1518.594922 sec): 3 clusters Score: Raw -440066.521039 + Penalty 850.399193 = -439216.121847 nChanged 13 SP:Iteration 36Q (1518.664866 sec): 3 clusters Score: Raw -440068.167175 + Penalty 850.399193 = -439217.767982 nChanged 10 SP:Iteration 37Q (1518.707227 sec): 3 clusters Score: Raw -440069.215562 + Penalty 850.399193 = -439218.816369 nChanged 12 SP:Iteration 38Q (1518.769059 sec): 3 clusters Score: Raw -440070.430665 + Penalty 850.399193 = -439220.031472 nChanged 16 SP:Iteration 39Q (1518.824968 sec): 3 clusters Score: Raw -440072.313275 + Penalty 850.399193 = -439221.914082 nChanged 18 SP:Iteration 40F (1518.882529 sec): 3 clusters Score: Raw -440074.640035 + Penalty 850.399193 = -439224.240842 nChanged 15 SP:Iteration 41Q (1518.939120 sec): 3 clusters Score: Raw -440076.749800 + Penalty 850.399193 = -439226.350607 nChanged 12 SP:Iteration 42Q (1518.990775 sec): 3 clusters Score: Raw -440078.488131 + Penalty 850.399193 = -439228.088938 nChanged 13 SP:Iteration 43Q (1519.043556 sec): 3 clusters Score: Raw -440080.780153 + Penalty 850.399193 = -439230.380960 nChanged 16 SP:Iteration 44Q (1519.102122 sec): 3 clusters Score: Raw -440084.088651 + Penalty 850.399193 = -439233.689458 nChanged 19 SP:Iteration 45Q (1519.156633 sec): 3 clusters Score: Raw -440088.193138 + Penalty 850.399193 = -439237.793945 nChanged 19 SP:Iteration 46Q (1519.198493 sec): 3 clusters Score: Raw -440091.424565 + Penalty 850.399193 = -439241.025372 nChanged 15 SP:Iteration 47Q (1519.265700 sec): 3 clusters Score: Raw -440093.152405 + Penalty 850.399193 = -439242.753212 nChanged 9 SP:Iteration 48Q (1519.309004 sec): 3 clusters Score: Raw -440093.549271 + Penalty 850.399193 = -439243.150078 nChanged 0 SP:Iteration 49F (1519.364983 sec): 3 clusters Score: Raw -440093.549271 + Penalty 850.399193 = -439243.150078 nChanged 0 Trying to split cluster 15 (5542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1519.393426 sec): 2 clusters Score: Raw -228072.409599 + Penalty 392.215038 = -227680.194561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1519.444603 sec): 3 clusters Score: Raw -224799.795329 + Penalty 784.430076 = -224015.365253 nChanged 2481 SP:Iteration 1F (1519.493453 sec): 3 clusters Score: Raw -226551.327803 + Penalty 784.430076 = -225766.897727 nChanged 469 SP:Iteration 2F (1519.557041 sec): 3 clusters Score: Raw -226903.677746 + Penalty 784.430076 = -226119.247670 nChanged 429 SP:Iteration 3F (1519.599343 sec): 3 clusters Score: Raw -227229.930418 + Penalty 784.430076 = -226445.500342 nChanged 382 SP:Iteration 4F (1519.658884 sec): 3 clusters Score: Raw -227549.265849 + Penalty 784.430076 = -226764.835773 nChanged 291 SP:Iteration 5F (1519.704084 sec): 3 clusters Score: Raw -227796.182344 + Penalty 784.430076 = -227011.752268 nChanged 199 SP:Iteration 6Q (1519.756394 sec): 3 clusters Score: Raw -227958.579320 + Penalty 784.430076 = -227174.149244 nChanged 138 SP:Iteration 7Q (1519.801625 sec): 3 clusters Score: Raw -228082.532617 + Penalty 784.430076 = -227298.102541 nChanged 99 SP:Iteration 8Q (1519.854146 sec): 3 clusters Score: Raw -228147.064307 + Penalty 784.430076 = -227362.634231 nChanged 59 SP:Iteration 9Q (1519.898340 sec): 3 clusters Score: Raw -228187.690448 + Penalty 784.430076 = -227403.260372 nChanged 42 SP:Iteration 10Q (1519.950680 sec): 3 clusters Score: Raw -228215.958136 + Penalty 784.430076 = -227431.528060 nChanged 44 SP:Iteration 11Q (1520.007706 sec): 3 clusters Score: Raw -228239.866912 + Penalty 784.430076 = -227455.436836 nChanged 25 SP:Iteration 12Q (1520.052469 sec): 3 clusters Score: Raw -228253.878503 + Penalty 784.430076 = -227469.448427 nChanged 27 SP:Iteration 13Q (1520.094406 sec): 3 clusters Score: Raw -228271.937265 + Penalty 784.430076 = -227487.507189 nChanged 30 SP:Iteration 14Q (1520.142505 sec): 3 clusters Score: Raw -228294.844679 + Penalty 784.430076 = -227510.414603 nChanged 25 SP:Iteration 15Q (1520.193577 sec): 3 clusters Score: Raw -228311.610347 + Penalty 784.430076 = -227527.180271 nChanged 27 SP:Iteration 16Q (1520.241109 sec): 3 clusters Score: Raw -228326.363013 + Penalty 784.430076 = -227541.932937 nChanged 18 SP:Iteration 17Q (1520.292443 sec): 3 clusters Score: Raw -228334.764796 + Penalty 784.430076 = -227550.334720 nChanged 14 SP:Iteration 18Q (1520.344476 sec): 3 clusters Score: Raw -228344.754745 + Penalty 784.430076 = -227560.324668 nChanged 19 SP:Iteration 19Q (1520.394335 sec): 3 clusters Score: Raw -228360.189584 + Penalty 784.430076 = -227575.759508 nChanged 19 SP:Iteration 20F (1520.434127 sec): 3 clusters Score: Raw -228370.023657 + Penalty 784.430076 = -227585.593581 nChanged 10 SP:Iteration 21Q (1520.482269 sec): 3 clusters Score: Raw -228373.313237 + Penalty 784.430076 = -227588.883160 nChanged 4 SP:Iteration 22Q (1520.525628 sec): 3 clusters Score: Raw -228374.444434 + Penalty 784.430076 = -227590.014358 nChanged 2 SP:Iteration 23Q (1520.583800 sec): 3 clusters Score: Raw -228374.934733 + Penalty 784.430076 = -227590.504657 nChanged 2 SP:Iteration 24Q (1520.630571 sec): 3 clusters Score: Raw -228375.643872 + Penalty 784.430076 = -227591.213796 nChanged 3 SP:Iteration 25Q (1520.667915 sec): 3 clusters Score: Raw -228376.115159 + Penalty 784.430076 = -227591.685083 nChanged 2 SP:Iteration 26Q (1520.715932 sec): 3 clusters Score: Raw -228376.629392 + Penalty 784.430076 = -227592.199316 nChanged 0 SP:Iteration 27F (1520.758710 sec): 3 clusters Score: Raw -228376.629392 + Penalty 784.430076 = -227592.199316 nChanged 0 Trying to split cluster 16 (23463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1520.810615 sec): 2 clusters Score: Raw -971340.522502 + Penalty 457.874690 = -970882.647813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1520.869132 sec): 3 clusters Score: Raw -956113.162448 + Penalty 915.749379 = -955197.413069 nChanged 11179 SP:Iteration 1F (1520.938900 sec): 3 clusters Score: Raw -963201.374125 + Penalty 915.749379 = -962285.624746 nChanged 1671 SP:Iteration 2F (1521.007430 sec): 3 clusters Score: Raw -964278.617141 + Penalty 915.749379 = -963362.867762 nChanged 1910 SP:Iteration 3F (1521.077451 sec): 3 clusters Score: Raw -965703.370629 + Penalty 915.749379 = -964787.621249 nChanged 1808 SP:Iteration 4F (1521.158488 sec): 3 clusters Score: Raw -967136.286273 + Penalty 915.749379 = -966220.536893 nChanged 1526 SP:Iteration 5F (1521.215815 sec): 3 clusters Score: Raw -968371.421403 + Penalty 915.749379 = -967455.672024 nChanged 1090 SP:Iteration 6Q (1521.289173 sec): 3 clusters Score: Raw -969113.858407 + Penalty 915.749379 = -968198.109028 nChanged 731 SP:Iteration 7Q (1521.364450 sec): 3 clusters Score: Raw -969429.832220 + Penalty 915.749379 = -968514.082841 nChanged 439 SP:Iteration 8Q (1521.436722 sec): 3 clusters Score: Raw -969573.015889 + Penalty 915.749379 = -968657.266510 nChanged 327 SP:Iteration 9Q (1521.498287 sec): 3 clusters Score: Raw -969675.119429 + Penalty 915.749379 = -968759.370049 nChanged 291 SP:Iteration 10Q (1521.577902 sec): 3 clusters Score: Raw -969766.227517 + Penalty 915.749379 = -968850.478138 nChanged 269 SP:Iteration 11Q (1521.638458 sec): 3 clusters Score: Raw -969839.792143 + Penalty 915.749379 = -968924.042764 nChanged 227 SP:Iteration 12Q (1521.710896 sec): 3 clusters Score: Raw -969893.135916 + Penalty 915.749379 = -968977.386536 nChanged 196 SP:Iteration 13Q (1521.790381 sec): 3 clusters Score: Raw -969938.547027 + Penalty 915.749379 = -969022.797648 nChanged 210 SP:Iteration 14Q (1521.858193 sec): 3 clusters Score: Raw -969989.758058 + Penalty 915.749379 = -969074.008679 nChanged 210 SP:Iteration 15Q (1521.926677 sec): 3 clusters Score: Raw -970043.822571 + Penalty 915.749379 = -969128.073192 nChanged 194 SP:Iteration 16Q (1521.990780 sec): 3 clusters Score: Raw -970090.916914 + Penalty 915.749379 = -969175.167534 nChanged 196 SP:Iteration 17Q (1522.061289 sec): 3 clusters Score: Raw -970143.318889 + Penalty 915.749379 = -969227.569510 nChanged 187 SP:Iteration 18Q (1522.126855 sec): 3 clusters Score: Raw -970193.045099 + Penalty 915.749379 = -969277.295720 nChanged 194 SP:Iteration 19Q (1522.194314 sec): 3 clusters Score: Raw -970248.661690 + Penalty 915.749379 = -969332.912311 nChanged 200 SP:Iteration 20F (1522.261524 sec): 3 clusters Score: Raw -970312.914104 + Penalty 915.749379 = -969397.164725 nChanged 207 SP:Iteration 21Q (1522.323222 sec): 3 clusters Score: Raw -970391.775601 + Penalty 915.749379 = -969476.026222 nChanged 215 SP:Iteration 22Q (1522.388824 sec): 3 clusters Score: Raw -970469.966192 + Penalty 915.749379 = -969554.216813 nChanged 193 SP:Iteration 23Q (1522.462927 sec): 3 clusters Score: Raw -970540.056351 + Penalty 915.749379 = -969624.306972 nChanged 190 SP:Iteration 24Q (1522.538534 sec): 3 clusters Score: Raw -970616.867403 + Penalty 915.749379 = -969701.118023 nChanged 180 SP:Iteration 25Q (1522.592653 sec): 3 clusters Score: Raw -970683.193623 + Penalty 915.749379 = -969767.444243 nChanged 170 SP:Iteration 26Q (1522.662271 sec): 3 clusters Score: Raw -970749.823461 + Penalty 915.749379 = -969834.074082 nChanged 166 SP:Iteration 27Q (1522.721843 sec): 3 clusters Score: Raw -970824.392159 + Penalty 915.749379 = -969908.642780 nChanged 170 SP:Iteration 28Q (1522.791081 sec): 3 clusters Score: Raw -970909.044390 + Penalty 915.749379 = -969993.295011 nChanged 157 SP:Iteration 29Q (1522.856148 sec): 3 clusters Score: Raw -970975.961251 + Penalty 915.749379 = -970060.211872 nChanged 149 SP:Iteration 30Q (1522.932833 sec): 3 clusters Score: Raw -971038.164052 + Penalty 915.749379 = -970122.414672 nChanged 113 SP:Iteration 31Q (1522.996512 sec): 3 clusters Score: Raw -971082.364107 + Penalty 915.749379 = -970166.614728 nChanged 127 SP:Iteration 32Q (1523.058509 sec): 3 clusters Score: Raw -971139.507424 + Penalty 915.749379 = -970223.758045 nChanged 130 SP:Iteration 33Q (1523.122371 sec): 3 clusters Score: Raw -971196.693899 + Penalty 915.749379 = -970280.944520 nChanged 114 SP:Iteration 34Q (1523.188083 sec): 3 clusters Score: Raw -971248.149916 + Penalty 915.749379 = -970332.400537 nChanged 113 SP:Iteration 35Q (1523.255838 sec): 3 clusters Score: Raw -971305.586295 + Penalty 915.749379 = -970389.836916 nChanged 89 SP:Iteration 36Q (1523.318305 sec): 3 clusters Score: Raw -971349.751524 + Penalty 915.749379 = -970434.002145 nChanged 75 SP:Iteration 37Q (1523.388751 sec): 3 clusters Score: Raw -971379.694482 + Penalty 915.749379 = -970463.945102 nChanged 66 SP:Iteration 38Q (1523.451202 sec): 3 clusters Score: Raw -971400.395368 + Penalty 915.749379 = -970484.645989 nChanged 55 SP:Iteration 39Q (1523.508346 sec): 3 clusters Score: Raw -971418.012578 + Penalty 915.749379 = -970502.263198 nChanged 47 SP:Iteration 40F (1523.574486 sec): 3 clusters Score: Raw -971433.228810 + Penalty 915.749379 = -970517.479431 nChanged 41 SP:Iteration 41Q (1523.648670 sec): 3 clusters Score: Raw -971444.525707 + Penalty 915.749379 = -970528.776328 nChanged 37 SP:Iteration 42Q (1523.718531 sec): 3 clusters Score: Raw -971454.203476 + Penalty 915.749379 = -970538.454097 nChanged 32 SP:Iteration 43Q (1523.787007 sec): 3 clusters Score: Raw -971462.891620 + Penalty 915.749379 = -970547.142241 nChanged 29 SP:Iteration 44Q (1523.855388 sec): 3 clusters Score: Raw -971470.551605 + Penalty 915.749379 = -970554.802225 nChanged 25 SP:Iteration 45Q (1523.927883 sec): 3 clusters Score: Raw -971476.306137 + Penalty 915.749379 = -970560.556758 nChanged 20 SP:Iteration 46Q (1523.989758 sec): 3 clusters Score: Raw -971480.167568 + Penalty 915.749379 = -970564.418189 nChanged 15 SP:Iteration 47Q (1524.056469 sec): 3 clusters Score: Raw -971483.366328 + Penalty 915.749379 = -970567.616949 nChanged 14 SP:Iteration 48Q (1524.121852 sec): 3 clusters Score: Raw -971486.675654 + Penalty 915.749379 = -970570.926275 nChanged 12 SP:Iteration 49Q (1524.186665 sec): 3 clusters Score: Raw -971488.063756 + Penalty 915.749379 = -970572.314377 nChanged 6 SP:Iteration 50Q (1524.249429 sec): 3 clusters Score: Raw -971488.834469 + Penalty 915.749379 = -970573.085090 nChanged 4 SP:Iteration 51Q (1524.306613 sec): 3 clusters Score: Raw -971489.215593 + Penalty 915.749379 = -970573.466214 nChanged 4 SP:Iteration 52Q (1524.372503 sec): 3 clusters Score: Raw -971489.839313 + Penalty 915.749379 = -970574.089933 nChanged 5 SP:Iteration 53Q (1524.439985 sec): 3 clusters Score: Raw -971490.447510 + Penalty 915.749379 = -970574.698130 nChanged 5 SP:Iteration 54Q (1524.502850 sec): 3 clusters Score: Raw -971490.861950 + Penalty 915.749379 = -970575.112571 nChanged 4 SP:Iteration 55Q (1524.564307 sec): 3 clusters Score: Raw -971491.290829 + Penalty 915.749379 = -970575.541450 nChanged 3 SP:Iteration 56Q (1524.627833 sec): 3 clusters Score: Raw -971491.805123 + Penalty 915.749379 = -970576.055744 nChanged 4 SP:Iteration 57Q (1524.689601 sec): 3 clusters Score: Raw -971492.439626 + Penalty 915.749379 = -970576.690247 nChanged 4 SP:Iteration 58Q (1524.745758 sec): 3 clusters Score: Raw -971492.738841 + Penalty 915.749379 = -970576.989462 nChanged 9 SP:Iteration 59Q (1524.811560 sec): 3 clusters Score: Raw -971494.327681 + Penalty 915.749379 = -970578.578302 nChanged 9 SP:Iteration 60F (1524.879434 sec): 3 clusters Score: Raw -971495.497831 + Penalty 915.749379 = -970579.748452 nChanged 9 SP:Iteration 61Q (1524.942686 sec): 3 clusters Score: Raw -971497.042940 + Penalty 915.749379 = -970581.293561 nChanged 9 SP:Iteration 62Q (1525.017878 sec): 3 clusters Score: Raw -971497.978073 + Penalty 915.749379 = -970582.228694 nChanged 4 SP:Iteration 63Q (1525.085119 sec): 3 clusters Score: Raw -971498.408688 + Penalty 915.749379 = -970582.659309 nChanged 0 SP:Iteration 64F (1525.152472 sec): 3 clusters Score: Raw -971498.408688 + Penalty 915.749379 = -970582.659309 nChanged 0 Trying to split cluster 17 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1525.178688 sec): 2 clusters Score: Raw -22881.069008 + Penalty 286.518474 = -22594.550534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1525.209829 sec): 3 clusters Score: Raw -22663.201531 + Penalty 573.036948 = -22090.164583 nChanged 186 SP:Iteration 1F (1525.261902 sec): 3 clusters Score: Raw -22796.867352 + Penalty 573.036948 = -22223.830403 nChanged 46 SP:Iteration 2F (1525.313247 sec): 3 clusters Score: Raw -22839.529703 + Penalty 573.036948 = -22266.492755 nChanged 27 SP:Iteration 3Q (1525.359416 sec): 3 clusters Score: Raw -22861.319020 + Penalty 573.036948 = -22288.282072 nChanged 17 SP:Iteration 4Q (1525.402057 sec): 3 clusters Score: Raw -22873.952508 + Penalty 573.036948 = -22300.915560 nChanged 9 SP:Iteration 5Q (1525.443198 sec): 3 clusters Score: Raw -22880.880248 + Penalty 573.036948 = -22307.843300 nChanged 7 SP:Iteration 6Q (1525.482114 sec): 3 clusters Score: Raw -22883.422309 + Penalty 573.036948 = -22310.385361 nChanged 3 SP:Iteration 7Q (1525.526491 sec): 3 clusters Score: Raw -22884.519648 + Penalty 573.036948 = -22311.482700 nChanged 6 SP:Iteration 8Q (1525.574618 sec): 3 clusters Score: Raw -22888.212677 + Penalty 573.036948 = -22315.175729 nChanged 4 SP:Iteration 9Q (1525.619694 sec): 3 clusters Score: Raw -22890.265466 + Penalty 573.036948 = -22317.228518 nChanged 3 SP:Iteration 10Q (1525.650070 sec): 3 clusters Score: Raw -22891.783574 + Penalty 573.036948 = -22318.746626 nChanged 5 SP:Iteration 11Q (1525.694591 sec): 3 clusters Score: Raw -22893.723030 + Penalty 573.036948 = -22320.686082 nChanged 1 SP:Iteration 12Q (1525.738058 sec): 3 clusters Score: Raw -22893.976083 + Penalty 573.036948 = -22320.939135 nChanged 0 SP:Iteration 13F (1525.784205 sec): 3 clusters Score: Raw -22893.976083 + Penalty 573.036948 = -22320.939135 nChanged 0 Trying to split cluster 18 (3394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1525.802240 sec): 2 clusters Score: Raw -134865.043538 + Penalty 369.904282 = -134495.139255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1525.845780 sec): 3 clusters Score: Raw -132937.149321 + Penalty 739.808565 = -132197.340757 nChanged 1508 SP:Iteration 1F (1525.895160 sec): 3 clusters Score: Raw -133919.065744 + Penalty 739.808565 = -133179.257180 nChanged 315 SP:Iteration 2F (1525.941837 sec): 3 clusters Score: Raw -134174.621833 + Penalty 739.808565 = -133434.813268 nChanged 268 SP:Iteration 3F (1525.980877 sec): 3 clusters Score: Raw -134374.845312 + Penalty 739.808565 = -133635.036747 nChanged 209 SP:Iteration 4F (1526.033828 sec): 3 clusters Score: Raw -134523.392320 + Penalty 739.808565 = -133783.583755 nChanged 146 SP:Iteration 5Q (1526.079329 sec): 3 clusters Score: Raw -134640.401157 + Penalty 739.808565 = -133900.592593 nChanged 107 SP:Iteration 6Q (1526.120178 sec): 3 clusters Score: Raw -134712.615728 + Penalty 739.808565 = -133972.807163 nChanged 72 SP:Iteration 7Q (1526.164347 sec): 3 clusters Score: Raw -134746.575827 + Penalty 739.808565 = -134006.767262 nChanged 51 SP:Iteration 8Q (1526.213804 sec): 3 clusters Score: Raw -134779.429390 + Penalty 739.808565 = -134039.620826 nChanged 46 SP:Iteration 9Q (1526.266179 sec): 3 clusters Score: Raw -134814.541009 + Penalty 739.808565 = -134074.732444 nChanged 28 SP:Iteration 10Q (1526.312278 sec): 3 clusters Score: Raw -134830.823709 + Penalty 739.808565 = -134091.015144 nChanged 28 SP:Iteration 11Q (1526.358156 sec): 3 clusters Score: Raw -134840.916166 + Penalty 739.808565 = -134101.107601 nChanged 16 SP:Iteration 12Q (1526.401230 sec): 3 clusters Score: Raw -134846.321416 + Penalty 739.808565 = -134106.512851 nChanged 17 SP:Iteration 13Q (1526.436622 sec): 3 clusters Score: Raw -134850.907851 + Penalty 739.808565 = -134111.099286 nChanged 21 SP:Iteration 14Q (1526.484535 sec): 3 clusters Score: Raw -134862.019720 + Penalty 739.808565 = -134122.211156 nChanged 25 SP:Iteration 15Q (1526.525379 sec): 3 clusters Score: Raw -134874.543350 + Penalty 739.808565 = -134134.734785 nChanged 15 SP:Iteration 16Q (1526.581833 sec): 3 clusters Score: Raw -134880.920244 + Penalty 739.808565 = -134141.111680 nChanged 13 SP:Iteration 17Q (1526.622449 sec): 3 clusters Score: Raw -134886.589745 + Penalty 739.808565 = -134146.781181 nChanged 14 SP:Iteration 18Q (1526.661087 sec): 3 clusters Score: Raw -134890.470110 + Penalty 739.808565 = -134150.661546 nChanged 12 SP:Iteration 19Q (1526.709498 sec): 3 clusters Score: Raw -134894.063806 + Penalty 739.808565 = -134154.255241 nChanged 12 SP:Iteration 20F (1526.751792 sec): 3 clusters Score: Raw -134896.752345 + Penalty 739.808565 = -134156.943780 nChanged 4 SP:Iteration 21Q (1526.804132 sec): 3 clusters Score: Raw -134897.429738 + Penalty 739.808565 = -134157.621173 nChanged 4 SP:Iteration 22Q (1526.853217 sec): 3 clusters Score: Raw -134897.926691 + Penalty 739.808565 = -134158.118127 nChanged 4 SP:Iteration 23Q (1526.890187 sec): 3 clusters Score: Raw -134898.390254 + Penalty 739.808565 = -134158.581689 nChanged 2 SP:Iteration 24Q (1526.937317 sec): 3 clusters Score: Raw -134898.534361 + Penalty 739.808565 = -134158.725797 nChanged 3 SP:Iteration 25Q (1526.989925 sec): 3 clusters Score: Raw -134899.007758 + Penalty 739.808565 = -134159.199194 nChanged 3 SP:Iteration 26Q (1527.029145 sec): 3 clusters Score: Raw -134899.742143 + Penalty 739.808565 = -134159.933579 nChanged 3 SP:Iteration 27Q (1527.079860 sec): 3 clusters Score: Raw -134900.116658 + Penalty 739.808565 = -134160.308093 nChanged 3 SP:Iteration 28Q (1527.131190 sec): 3 clusters Score: Raw -134900.914443 + Penalty 739.808565 = -134161.105879 nChanged 7 SP:Iteration 29Q (1527.176183 sec): 3 clusters Score: Raw -134902.652930 + Penalty 739.808565 = -134162.844365 nChanged 8 SP:Iteration 30Q (1527.214279 sec): 3 clusters Score: Raw -134906.203580 + Penalty 739.808565 = -134166.395016 nChanged 9 SP:Iteration 31Q (1527.259571 sec): 3 clusters Score: Raw -134908.150489 + Penalty 739.808565 = -134168.341924 nChanged 7 SP:Iteration 32Q (1527.310130 sec): 3 clusters Score: Raw -134910.145470 + Penalty 739.808565 = -134170.336906 nChanged 5 SP:Iteration 33Q (1527.359456 sec): 3 clusters Score: Raw -134911.181264 + Penalty 739.808565 = -134171.372699 nChanged 6 SP:Iteration 34Q (1527.409181 sec): 3 clusters Score: Raw -134912.607500 + Penalty 739.808565 = -134172.798935 nChanged 10 SP:Iteration 35Q (1527.455712 sec): 3 clusters Score: Raw -134914.739867 + Penalty 739.808565 = -134174.931303 nChanged 6 SP:Iteration 36Q (1527.498481 sec): 3 clusters Score: Raw -134916.264280 + Penalty 739.808565 = -134176.455715 nChanged 6 SP:Iteration 37Q (1527.547590 sec): 3 clusters Score: Raw -134917.402454 + Penalty 739.808565 = -134177.593889 nChanged 6 SP:Iteration 38Q (1527.595412 sec): 3 clusters Score: Raw -134918.233623 + Penalty 739.808565 = -134178.425058 nChanged 6 SP:Iteration 39Q (1527.639455 sec): 3 clusters Score: Raw -134919.042531 + Penalty 739.808565 = -134179.233967 nChanged 4 SP:Iteration 40F (1527.680599 sec): 3 clusters Score: Raw -134920.196975 + Penalty 739.808565 = -134180.388410 nChanged 3 SP:Iteration 41Q (1527.730312 sec): 3 clusters Score: Raw -134921.388288 + Penalty 739.808565 = -134181.579724 nChanged 3 SP:Iteration 42Q (1527.778210 sec): 3 clusters Score: Raw -134921.703808 + Penalty 739.808565 = -134181.895244 nChanged 2 SP:Iteration 43Q (1527.827167 sec): 3 clusters Score: Raw -134921.837584 + Penalty 739.808565 = -134182.029019 nChanged 1 SP:Iteration 44Q (1527.875433 sec): 3 clusters Score: Raw -134921.858465 + Penalty 739.808565 = -134182.049900 nChanged 0 SP:Iteration 45F (1527.933369 sec): 3 clusters Score: Raw -134921.858465 + Penalty 739.808565 = -134182.049900 nChanged 0 Trying to split cluster 19 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1527.954558 sec): 2 clusters Score: Raw -14616.403574 + Penalty 274.066865 = -14342.336709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1528.000158 sec): 3 clusters Score: Raw -14453.573539 + Penalty 548.133731 = -13905.439808 nChanged 144 SP:Iteration 1F (1528.046085 sec): 3 clusters Score: Raw -14569.322858 + Penalty 548.133731 = -14021.189127 nChanged 34 SP:Iteration 2F (1528.093363 sec): 3 clusters Score: Raw -14625.683835 + Penalty 548.133731 = -14077.550104 nChanged 38 SP:Iteration 3F (1528.143393 sec): 3 clusters Score: Raw -14678.813347 + Penalty 548.133731 = -14130.679616 nChanged 21 SP:Iteration 4F (1528.192547 sec): 3 clusters Score: Raw -14707.159938 + Penalty 548.133731 = -14159.026207 nChanged 11 SP:Iteration 5Q (1528.241081 sec): 3 clusters Score: Raw -14720.211330 + Penalty 548.133731 = -14172.077599 nChanged 6 SP:Iteration 6Q (1528.286424 sec): 3 clusters Score: Raw -14730.260129 + Penalty 548.133731 = -14182.126398 nChanged 5 SP:Iteration 7Q (1528.332710 sec): 3 clusters Score: Raw -14736.320145 + Penalty 548.133731 = -14188.186414 nChanged 2 SP:Iteration 8Q (1528.385987 sec): 3 clusters Score: Raw -14738.787376 + Penalty 548.133731 = -14190.653645 nChanged 1 SP:Iteration 9Q (1528.426551 sec): 3 clusters Score: Raw -14739.018191 + Penalty 548.133731 = -14190.884460 nChanged 0 SP:Iteration 10F (1528.468912 sec): 3 clusters Score: Raw -14739.018191 + Penalty 548.133731 = -14190.884460 nChanged 0 Trying to split cluster 20 (1106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1528.498238 sec): 2 clusters Score: Raw -45081.319824 + Penalty 318.886986 = -44762.432839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1528.534766 sec): 3 clusters Score: Raw -44542.161982 + Penalty 637.773972 = -43904.388010 nChanged 457 SP:Iteration 1F (1528.577338 sec): 3 clusters Score: Raw -44824.454691 + Penalty 637.773972 = -44186.680719 nChanged 94 SP:Iteration 2F (1528.615577 sec): 3 clusters Score: Raw -44895.908881 + Penalty 637.773972 = -44258.134909 nChanged 69 SP:Iteration 3F (1528.666640 sec): 3 clusters Score: Raw -44952.708718 + Penalty 637.773972 = -44314.934746 nChanged 62 SP:Iteration 4F (1528.713564 sec): 3 clusters Score: Raw -45006.099639 + Penalty 637.773972 = -44368.325667 nChanged 59 SP:Iteration 5F (1528.757196 sec): 3 clusters Score: Raw -45059.163540 + Penalty 637.773972 = -44421.389568 nChanged 42 SP:Iteration 6Q (1528.789816 sec): 3 clusters Score: Raw -45092.534177 + Penalty 637.773972 = -44454.760205 nChanged 37 SP:Iteration 7Q (1528.834326 sec): 3 clusters Score: Raw -45125.178422 + Penalty 637.773972 = -44487.404450 nChanged 25 SP:Iteration 8Q (1528.877770 sec): 3 clusters Score: Raw -45143.813724 + Penalty 637.773972 = -44506.039752 nChanged 12 SP:Iteration 9Q (1528.919423 sec): 3 clusters Score: Raw -45153.436059 + Penalty 637.773972 = -44515.662088 nChanged 9 SP:Iteration 10Q (1528.967387 sec): 3 clusters Score: Raw -45158.996406 + Penalty 637.773972 = -44521.222434 nChanged 5 SP:Iteration 11Q (1529.005530 sec): 3 clusters Score: Raw -45161.821010 + Penalty 637.773972 = -44524.047039 nChanged 1 SP:Iteration 12Q (1529.044925 sec): 3 clusters Score: Raw -45162.123644 + Penalty 637.773972 = -44524.349673 nChanged 1 SP:Iteration 13Q (1529.097751 sec): 3 clusters Score: Raw -45163.012884 + Penalty 637.773972 = -44525.238913 nChanged 0 SP:Iteration 14F (1529.129106 sec): 3 clusters Score: Raw -45163.012884 + Penalty 637.773972 = -44525.238913 nChanged 0 Trying to split cluster 21 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1529.158227 sec): 2 clusters Score: Raw -8395.263881 + Penalty 254.389908 = -8140.873974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1529.193753 sec): 3 clusters Score: Raw -8294.060566 + Penalty 508.779815 = -7785.280751 nChanged 79 SP:Iteration 1F (1529.241578 sec): 3 clusters Score: Raw -8385.213748 + Penalty 508.779815 = -7876.433932 nChanged 20 SP:Iteration 2F (1529.285179 sec): 3 clusters Score: Raw -8408.102914 + Penalty 508.779815 = -7899.323099 nChanged 11 SP:Iteration 3Q (1529.331108 sec): 3 clusters Score: Raw -8419.630132 + Penalty 508.779815 = -7910.850317 nChanged 9 SP:Iteration 4Q (1529.363160 sec): 3 clusters Score: Raw -8429.830238 + Penalty 508.779815 = -7921.050423 nChanged 7 SP:Iteration 5Q (1529.417974 sec): 3 clusters Score: Raw -8436.790115 + Penalty 508.779815 = -7928.010300 nChanged 3 SP:Iteration 6Q (1529.462374 sec): 3 clusters Score: Raw -8440.503465 + Penalty 508.779815 = -7931.723650 nChanged 3 SP:Iteration 7Q (1529.493347 sec): 3 clusters Score: Raw -8441.774309 + Penalty 508.779815 = -7932.994493 nChanged 0 SP:Iteration 8F (1529.541405 sec): 3 clusters Score: Raw -8441.774309 + Penalty 508.779815 = -7932.994493 nChanged 0 Trying to split cluster 22 (1151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1529.573655 sec): 2 clusters Score: Raw -41332.828644 + Penalty 320.701582 = -41012.127062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1529.613933 sec): 3 clusters Score: Raw -40737.421937 + Penalty 641.403163 = -40096.018774 nChanged 481 SP:Iteration 1F (1529.656622 sec): 3 clusters Score: Raw -41082.728751 + Penalty 641.403163 = -40441.325588 nChanged 105 SP:Iteration 2F (1529.703652 sec): 3 clusters Score: Raw -41196.524561 + Penalty 641.403163 = -40555.121397 nChanged 78 SP:Iteration 3F (1529.751127 sec): 3 clusters Score: Raw -41284.843674 + Penalty 641.403163 = -40643.440511 nChanged 60 SP:Iteration 4F (1529.785006 sec): 3 clusters Score: Raw -41342.494438 + Penalty 641.403163 = -40701.091275 nChanged 36 SP:Iteration 5Q (1529.829711 sec): 3 clusters Score: Raw -41372.319501 + Penalty 641.403163 = -40730.916338 nChanged 32 SP:Iteration 6Q (1529.875966 sec): 3 clusters Score: Raw -41397.099145 + Penalty 641.403163 = -40755.695982 nChanged 28 SP:Iteration 7Q (1529.921879 sec): 3 clusters Score: Raw -41413.485596 + Penalty 641.403163 = -40772.082433 nChanged 17 SP:Iteration 8Q (1529.964296 sec): 3 clusters Score: Raw -41421.160063 + Penalty 641.403163 = -40779.756900 nChanged 14 SP:Iteration 9Q (1529.999141 sec): 3 clusters Score: Raw -41429.218936 + Penalty 641.403163 = -40787.815772 nChanged 9 SP:Iteration 10Q (1530.048447 sec): 3 clusters Score: Raw -41434.136699 + Penalty 641.403163 = -40792.733536 nChanged 11 SP:Iteration 11Q (1530.089365 sec): 3 clusters Score: Raw -41448.158483 + Penalty 641.403163 = -40806.755320 nChanged 13 SP:Iteration 12Q (1530.132981 sec): 3 clusters Score: Raw -41458.893325 + Penalty 641.403163 = -40817.490162 nChanged 12 SP:Iteration 13Q (1530.191284 sec): 3 clusters Score: Raw -41467.430253 + Penalty 641.403163 = -40826.027090 nChanged 13 SP:Iteration 14Q (1530.232988 sec): 3 clusters Score: Raw -41471.794361 + Penalty 641.403163 = -40830.391198 nChanged 5 SP:Iteration 15Q (1530.279913 sec): 3 clusters Score: Raw -41472.766696 + Penalty 641.403163 = -40831.363533 nChanged 3 SP:Iteration 16Q (1530.326203 sec): 3 clusters Score: Raw -41474.508824 + Penalty 641.403163 = -40833.105660 nChanged 1 SP:Iteration 17Q (1530.374287 sec): 3 clusters Score: Raw -41474.861312 + Penalty 641.403163 = -40833.458149 nChanged 1 SP:Iteration 18Q (1530.421263 sec): 3 clusters Score: Raw -41475.457447 + Penalty 641.403163 = -40834.054284 nChanged 1 SP:Iteration 19Q (1530.454511 sec): 3 clusters Score: Raw -41475.697654 + Penalty 641.403163 = -40834.294491 nChanged 0 SP:Iteration 20F (1530.497188 sec): 3 clusters Score: Raw -41475.697654 + Penalty 641.403163 = -40834.294491 nChanged 0 Trying to split cluster 23 (2005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1530.520512 sec): 2 clusters Score: Raw -72843.139508 + Penalty 345.954670 = -72497.184838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1530.565230 sec): 3 clusters Score: Raw -71707.907945 + Penalty 691.909340 = -71015.998605 nChanged 866 SP:Iteration 1F (1530.613744 sec): 3 clusters Score: Raw -72190.119909 + Penalty 691.909340 = -71498.210569 nChanged 132 SP:Iteration 2F (1530.663500 sec): 3 clusters Score: Raw -72265.258366 + Penalty 691.909340 = -71573.349026 nChanged 117 SP:Iteration 3F (1530.703664 sec): 3 clusters Score: Raw -72331.201749 + Penalty 691.909340 = -71639.292409 nChanged 124 SP:Iteration 4F (1530.747352 sec): 3 clusters Score: Raw -72428.103960 + Penalty 691.909340 = -71736.194620 nChanged 130 SP:Iteration 5F (1530.790751 sec): 3 clusters Score: Raw -72536.238108 + Penalty 691.909340 = -71844.328768 nChanged 116 SP:Iteration 6F (1530.844567 sec): 3 clusters Score: Raw -72648.505962 + Penalty 691.909340 = -71956.596622 nChanged 99 SP:Iteration 7Q (1530.886130 sec): 3 clusters Score: Raw -72747.066192 + Penalty 691.909340 = -72055.156852 nChanged 85 SP:Iteration 8Q (1530.946498 sec): 3 clusters Score: Raw -72833.609536 + Penalty 691.909340 = -72141.700197 nChanged 61 SP:Iteration 9Q (1530.989226 sec): 3 clusters Score: Raw -72918.544257 + Penalty 691.909340 = -72226.634917 nChanged 44 SP:Iteration 10Q (1531.035807 sec): 3 clusters Score: Raw -72993.860788 + Penalty 691.909340 = -72301.951448 nChanged 30 SP:Iteration 11Q (1531.070882 sec): 3 clusters Score: Raw -73037.189736 + Penalty 691.909340 = -72345.280396 nChanged 19 SP:Iteration 12Q (1531.124320 sec): 3 clusters Score: Raw -73070.186071 + Penalty 691.909340 = -72378.276731 nChanged 12 SP:Iteration 13Q (1531.162018 sec): 3 clusters Score: Raw -73084.746141 + Penalty 691.909340 = -72392.836801 nChanged 9 SP:Iteration 14Q (1531.213959 sec): 3 clusters Score: Raw -73098.779044 + Penalty 691.909340 = -72406.869704 nChanged 10 SP:Iteration 15Q (1531.247162 sec): 3 clusters Score: Raw -73111.161709 + Penalty 691.909340 = -72419.252369 nChanged 14 SP:Iteration 16Q (1531.293294 sec): 3 clusters Score: Raw -73133.737430 + Penalty 691.909340 = -72441.828091 nChanged 8 SP:Iteration 17Q (1531.334719 sec): 3 clusters Score: Raw -73157.728572 + Penalty 691.909340 = -72465.819232 nChanged 10 SP:Iteration 18Q (1531.388522 sec): 3 clusters Score: Raw -73177.466645 + Penalty 691.909340 = -72485.557305 nChanged 5 SP:Iteration 19Q (1531.430909 sec): 3 clusters Score: Raw -73184.579819 + Penalty 691.909340 = -72492.670479 nChanged 4 SP:Iteration 20F (1531.479936 sec): 3 clusters Score: Raw -73190.479237 + Penalty 691.909340 = -72498.569897 nChanged 2 SP:Iteration 21Q (1531.515267 sec): 3 clusters Score: Raw -73194.597680 + Penalty 691.909340 = -72502.688341 nChanged 0 SP:Iteration 22F (1531.573937 sec): 3 clusters Score: Raw -73194.597680 + Penalty 691.909340 = -72502.688341 nChanged 0 Score: Raw -6289325.519769 + Penalty 21912.091398 = -6267413.428371 Splitting cluster 23 changes total score from -6267609.772483 to -6267413.428371 So it's not getting split. Trying to split cluster 24 (2502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1534.457678 sec): 2 clusters Score: Raw -96725.526924 + Penalty 356.030479 = -96369.496445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1534.497655 sec): 3 clusters Score: Raw -95296.463722 + Penalty 712.060958 = -94584.402764 nChanged 1108 SP:Iteration 1F (1534.543779 sec): 3 clusters Score: Raw -95872.580406 + Penalty 712.060958 = -95160.519449 nChanged 182 SP:Iteration 2F (1534.601107 sec): 3 clusters Score: Raw -95991.669401 + Penalty 712.060958 = -95279.608443 nChanged 171 SP:Iteration 3F (1534.648003 sec): 3 clusters Score: Raw -96098.487770 + Penalty 712.060958 = -95386.426812 nChanged 165 SP:Iteration 4F (1534.683459 sec): 3 clusters Score: Raw -96197.537536 + Penalty 712.060958 = -95485.476578 nChanged 129 SP:Iteration 5F (1534.736956 sec): 3 clusters Score: Raw -96261.835824 + Penalty 712.060958 = -95549.774866 nChanged 111 SP:Iteration 6Q (1534.780795 sec): 3 clusters Score: Raw -96319.714657 + Penalty 712.060958 = -95607.653699 nChanged 119 SP:Iteration 7Q (1534.823238 sec): 3 clusters Score: Raw -96384.168148 + Penalty 712.060958 = -95672.107190 nChanged 97 SP:Iteration 8Q (1534.871235 sec): 3 clusters Score: Raw -96448.521643 + Penalty 712.060958 = -95736.460685 nChanged 91 SP:Iteration 9Q (1534.905674 sec): 3 clusters Score: Raw -96508.225108 + Penalty 712.060958 = -95796.164150 nChanged 74 SP:Iteration 10Q (1534.947458 sec): 3 clusters Score: Raw -96562.645862 + Penalty 712.060958 = -95850.584904 nChanged 80 SP:Iteration 11Q (1534.997449 sec): 3 clusters Score: Raw -96622.053036 + Penalty 712.060958 = -95909.992079 nChanged 61 SP:Iteration 12Q (1535.046423 sec): 3 clusters Score: Raw -96664.813565 + Penalty 712.060958 = -95952.752607 nChanged 53 SP:Iteration 13Q (1535.090912 sec): 3 clusters Score: Raw -96701.678582 + Penalty 712.060958 = -95989.617624 nChanged 44 SP:Iteration 14Q (1535.141708 sec): 3 clusters Score: Raw -96728.960077 + Penalty 712.060958 = -96016.899119 nChanged 32 SP:Iteration 15Q (1535.189274 sec): 3 clusters Score: Raw -96746.238519 + Penalty 712.060958 = -96034.177561 nChanged 36 SP:Iteration 16Q (1535.234627 sec): 3 clusters Score: Raw -96767.464058 + Penalty 712.060958 = -96055.403100 nChanged 25 SP:Iteration 17Q (1535.282263 sec): 3 clusters Score: Raw -96781.716036 + Penalty 712.060958 = -96069.655078 nChanged 27 SP:Iteration 18Q (1535.330640 sec): 3 clusters Score: Raw -96798.429558 + Penalty 712.060958 = -96086.368600 nChanged 26 SP:Iteration 19Q (1535.368385 sec): 3 clusters Score: Raw -96814.982064 + Penalty 712.060958 = -96102.921106 nChanged 21 SP:Iteration 20F (1535.415037 sec): 3 clusters Score: Raw -96828.445345 + Penalty 712.060958 = -96116.384387 nChanged 22 SP:Iteration 21Q (1535.461290 sec): 3 clusters Score: Raw -96840.607160 + Penalty 712.060958 = -96128.546202 nChanged 20 SP:Iteration 22Q (1535.494748 sec): 3 clusters Score: Raw -96848.388678 + Penalty 712.060958 = -96136.327720 nChanged 16 SP:Iteration 23Q (1535.541549 sec): 3 clusters Score: Raw -96855.128697 + Penalty 712.060958 = -96143.067739 nChanged 16 SP:Iteration 24Q (1535.585680 sec): 3 clusters Score: Raw -96862.073829 + Penalty 712.060958 = -96150.012871 nChanged 25 SP:Iteration 25Q (1535.635649 sec): 3 clusters Score: Raw -96876.396276 + Penalty 712.060958 = -96164.335318 nChanged 26 SP:Iteration 26Q (1535.676413 sec): 3 clusters Score: Raw -96892.012604 + Penalty 712.060958 = -96179.951646 nChanged 26 SP:Iteration 27Q (1535.719394 sec): 3 clusters Score: Raw -96904.840791 + Penalty 712.060958 = -96192.779834 nChanged 19 SP:Iteration 28Q (1535.765723 sec): 3 clusters Score: Raw -96914.725926 + Penalty 712.060958 = -96202.664968 nChanged 13 SP:Iteration 29Q (1535.801624 sec): 3 clusters Score: Raw -96920.200153 + Penalty 712.060958 = -96208.139195 nChanged 14 SP:Iteration 30Q (1535.846751 sec): 3 clusters Score: Raw -96927.537848 + Penalty 712.060958 = -96215.476890 nChanged 14 SP:Iteration 31Q (1535.887472 sec): 3 clusters Score: Raw -96935.922505 + Penalty 712.060958 = -96223.861547 nChanged 8 SP:Iteration 32Q (1535.934492 sec): 3 clusters Score: Raw -96940.901539 + Penalty 712.060958 = -96228.840581 nChanged 9 SP:Iteration 33Q (1535.971266 sec): 3 clusters Score: Raw -96944.687642 + Penalty 712.060958 = -96232.626684 nChanged 8 SP:Iteration 34Q (1536.005320 sec): 3 clusters Score: Raw -96946.605983 + Penalty 712.060958 = -96234.545025 nChanged 5 SP:Iteration 35Q (1536.045122 sec): 3 clusters Score: Raw -96948.279280 + Penalty 712.060958 = -96236.218322 nChanged 2 SP:Iteration 36Q (1536.082324 sec): 3 clusters Score: Raw -96950.157219 + Penalty 712.060958 = -96238.096261 nChanged 4 SP:Iteration 37Q (1536.122031 sec): 3 clusters Score: Raw -96952.095021 + Penalty 712.060958 = -96240.034064 nChanged 1 SP:Iteration 38Q (1536.156142 sec): 3 clusters Score: Raw -96952.481946 + Penalty 712.060958 = -96240.420988 nChanged 1 SP:Iteration 39Q (1536.202073 sec): 3 clusters Score: Raw -96952.856921 + Penalty 712.060958 = -96240.795963 nChanged 0 SP:Iteration 40F (1536.245564 sec): 3 clusters Score: Raw -96952.856921 + Penalty 712.060958 = -96240.795963 nChanged 0 Trying to split cluster 25 (1527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1536.280507 sec): 2 clusters Score: Raw -65949.765869 + Penalty 333.563244 = -65616.202625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1536.326659 sec): 3 clusters Score: Raw -65153.302493 + Penalty 667.126488 = -64486.176005 nChanged 601 SP:Iteration 1F (1536.366478 sec): 3 clusters Score: Raw -65475.562711 + Penalty 667.126488 = -64808.436223 nChanged 119 SP:Iteration 2F (1536.416806 sec): 3 clusters Score: Raw -65551.770315 + Penalty 667.126488 = -64884.643827 nChanged 95 SP:Iteration 3F (1536.453128 sec): 3 clusters Score: Raw -65596.366623 + Penalty 667.126488 = -64929.240135 nChanged 60 SP:Iteration 4Q (1536.501839 sec): 3 clusters Score: Raw -65629.312338 + Penalty 667.126488 = -64962.185850 nChanged 53 SP:Iteration 5Q (1536.542812 sec): 3 clusters Score: Raw -65656.601254 + Penalty 667.126488 = -64989.474766 nChanged 48 SP:Iteration 6Q (1536.588946 sec): 3 clusters Score: Raw -65680.317991 + Penalty 667.126488 = -65013.191503 nChanged 29 SP:Iteration 7Q (1536.622818 sec): 3 clusters Score: Raw -65698.011202 + Penalty 667.126488 = -65030.884714 nChanged 31 SP:Iteration 8Q (1536.676926 sec): 3 clusters Score: Raw -65712.763894 + Penalty 667.126488 = -65045.637407 nChanged 27 SP:Iteration 9Q (1536.715202 sec): 3 clusters Score: Raw -65723.157361 + Penalty 667.126488 = -65056.030873 nChanged 24 SP:Iteration 10Q (1536.759168 sec): 3 clusters Score: Raw -65732.281400 + Penalty 667.126488 = -65065.154913 nChanged 27 SP:Iteration 11Q (1536.801703 sec): 3 clusters Score: Raw -65744.098219 + Penalty 667.126488 = -65076.971731 nChanged 27 SP:Iteration 12Q (1536.845800 sec): 3 clusters Score: Raw -65756.629809 + Penalty 667.126488 = -65089.503321 nChanged 25 SP:Iteration 13Q (1536.883162 sec): 3 clusters Score: Raw -65767.897432 + Penalty 667.126488 = -65100.770944 nChanged 20 SP:Iteration 14Q (1536.926399 sec): 3 clusters Score: Raw -65775.880863 + Penalty 667.126488 = -65108.754375 nChanged 18 SP:Iteration 15Q (1536.966955 sec): 3 clusters Score: Raw -65781.519359 + Penalty 667.126488 = -65114.392872 nChanged 19 SP:Iteration 16Q (1537.006843 sec): 3 clusters Score: Raw -65790.203886 + Penalty 667.126488 = -65123.077398 nChanged 24 SP:Iteration 17Q (1537.058164 sec): 3 clusters Score: Raw -65800.318448 + Penalty 667.126488 = -65133.191960 nChanged 23 SP:Iteration 18Q (1537.093128 sec): 3 clusters Score: Raw -65810.439469 + Penalty 667.126488 = -65143.312981 nChanged 24 SP:Iteration 19Q (1537.142382 sec): 3 clusters Score: Raw -65820.463232 + Penalty 667.126488 = -65153.336745 nChanged 23 SP:Iteration 20F (1537.188878 sec): 3 clusters Score: Raw -65830.262130 + Penalty 667.126488 = -65163.135643 nChanged 19 SP:Iteration 21Q (1537.229074 sec): 3 clusters Score: Raw -65837.297324 + Penalty 667.126488 = -65170.170837 nChanged 16 SP:Iteration 22Q (1537.282960 sec): 3 clusters Score: Raw -65842.509934 + Penalty 667.126488 = -65175.383446 nChanged 15 SP:Iteration 23Q (1537.317778 sec): 3 clusters Score: Raw -65847.567018 + Penalty 667.126488 = -65180.440531 nChanged 13 SP:Iteration 24Q (1537.367772 sec): 3 clusters Score: Raw -65853.494601 + Penalty 667.126488 = -65186.368113 nChanged 16 SP:Iteration 25Q (1537.412136 sec): 3 clusters Score: Raw -65858.923784 + Penalty 667.126488 = -65191.797297 nChanged 12 SP:Iteration 26Q (1537.455430 sec): 3 clusters Score: Raw -65865.501597 + Penalty 667.126488 = -65198.375109 nChanged 12 SP:Iteration 27Q (1537.508990 sec): 3 clusters Score: Raw -65871.116920 + Penalty 667.126488 = -65203.990432 nChanged 9 SP:Iteration 28Q (1537.561680 sec): 3 clusters Score: Raw -65875.032215 + Penalty 667.126488 = -65207.905728 nChanged 9 SP:Iteration 29Q (1537.607586 sec): 3 clusters Score: Raw -65881.200323 + Penalty 667.126488 = -65214.073836 nChanged 13 SP:Iteration 30Q (1537.650693 sec): 3 clusters Score: Raw -65892.161593 + Penalty 667.126488 = -65225.035105 nChanged 16 SP:Iteration 31Q (1537.688762 sec): 3 clusters Score: Raw -65899.404909 + Penalty 667.126488 = -65232.278421 nChanged 12 SP:Iteration 32Q (1537.729937 sec): 3 clusters Score: Raw -65906.136485 + Penalty 667.126488 = -65239.009997 nChanged 6 SP:Iteration 33Q (1537.775377 sec): 3 clusters Score: Raw -65908.183580 + Penalty 667.126488 = -65241.057092 nChanged 4 SP:Iteration 34Q (1537.828221 sec): 3 clusters Score: Raw -65910.193456 + Penalty 667.126488 = -65243.066969 nChanged 4 SP:Iteration 35Q (1537.872181 sec): 3 clusters Score: Raw -65912.367497 + Penalty 667.126488 = -65245.241009 nChanged 6 SP:Iteration 36Q (1537.923787 sec): 3 clusters Score: Raw -65916.691405 + Penalty 667.126488 = -65249.564917 nChanged 6 SP:Iteration 37Q (1537.960711 sec): 3 clusters Score: Raw -65926.689865 + Penalty 667.126488 = -65259.563377 nChanged 7 SP:Iteration 38Q (1538.018087 sec): 3 clusters Score: Raw -65932.301575 + Penalty 667.126488 = -65265.175088 nChanged 10 SP:Iteration 39Q (1538.058717 sec): 3 clusters Score: Raw -65937.704391 + Penalty 667.126488 = -65270.577903 nChanged 6 SP:Iteration 40F (1538.111168 sec): 3 clusters Score: Raw -65941.414048 + Penalty 667.126488 = -65274.287561 nChanged 1 SP:Iteration 41Q (1538.153221 sec): 3 clusters Score: Raw -65941.867293 + Penalty 667.126488 = -65274.740805 nChanged 2 SP:Iteration 42Q (1538.198773 sec): 3 clusters Score: Raw -65942.591160 + Penalty 667.126488 = -65275.464672 nChanged 3 SP:Iteration 43Q (1538.260603 sec): 3 clusters Score: Raw -65944.497047 + Penalty 667.126488 = -65277.370559 nChanged 0 SP:Iteration 44F (1538.306180 sec): 3 clusters Score: Raw -65944.497047 + Penalty 667.126488 = -65277.370559 nChanged 0 Trying to split cluster 26 (2155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1538.324093 sec): 2 clusters Score: Raw -78694.209490 + Penalty 349.237343 = -78344.972147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1538.382619 sec): 3 clusters Score: Raw -77509.374920 + Penalty 698.474686 = -76810.900234 nChanged 919 SP:Iteration 1F (1538.424432 sec): 3 clusters Score: Raw -77985.436664 + Penalty 698.474686 = -77286.961978 nChanged 157 SP:Iteration 2F (1538.471534 sec): 3 clusters Score: Raw -78073.339107 + Penalty 698.474686 = -77374.864421 nChanged 131 SP:Iteration 3F (1538.508068 sec): 3 clusters Score: Raw -78148.269964 + Penalty 698.474686 = -77449.795278 nChanged 137 SP:Iteration 4F (1538.552136 sec): 3 clusters Score: Raw -78230.662034 + Penalty 698.474686 = -77532.187347 nChanged 121 SP:Iteration 5F (1538.599600 sec): 3 clusters Score: Raw -78307.401461 + Penalty 698.474686 = -77608.926775 nChanged 108 SP:Iteration 6F (1538.650880 sec): 3 clusters Score: Raw -78383.005024 + Penalty 698.474686 = -77684.530338 nChanged 97 SP:Iteration 7Q (1538.691969 sec): 3 clusters Score: Raw -78448.952987 + Penalty 698.474686 = -77750.478301 nChanged 91 SP:Iteration 8Q (1538.735101 sec): 3 clusters Score: Raw -78511.139160 + Penalty 698.474686 = -77812.664474 nChanged 79 SP:Iteration 9Q (1538.773008 sec): 3 clusters Score: Raw -78562.021127 + Penalty 698.474686 = -77863.546441 nChanged 70 SP:Iteration 10Q (1538.821589 sec): 3 clusters Score: Raw -78597.697424 + Penalty 698.474686 = -77899.222738 nChanged 61 SP:Iteration 11Q (1538.872639 sec): 3 clusters Score: Raw -78628.941539 + Penalty 698.474686 = -77930.466852 nChanged 54 SP:Iteration 12Q (1538.913816 sec): 3 clusters Score: Raw -78651.546270 + Penalty 698.474686 = -77953.071584 nChanged 45 SP:Iteration 13Q (1538.964053 sec): 3 clusters Score: Raw -78669.433186 + Penalty 698.474686 = -77970.958499 nChanged 38 SP:Iteration 14Q (1539.010470 sec): 3 clusters Score: Raw -78683.295828 + Penalty 698.474686 = -77984.821141 nChanged 39 SP:Iteration 15Q (1539.047459 sec): 3 clusters Score: Raw -78700.123411 + Penalty 698.474686 = -78001.648725 nChanged 40 SP:Iteration 16Q (1539.091773 sec): 3 clusters Score: Raw -78723.027417 + Penalty 698.474686 = -78024.552730 nChanged 30 SP:Iteration 17Q (1539.139625 sec): 3 clusters Score: Raw -78740.001616 + Penalty 698.474686 = -78041.526930 nChanged 33 SP:Iteration 18Q (1539.184547 sec): 3 clusters Score: Raw -78757.579449 + Penalty 698.474686 = -78059.104763 nChanged 37 SP:Iteration 19Q (1539.233105 sec): 3 clusters Score: Raw -78775.042192 + Penalty 698.474686 = -78076.567506 nChanged 30 SP:Iteration 20F (1539.265745 sec): 3 clusters Score: Raw -78791.005156 + Penalty 698.474686 = -78092.530470 nChanged 27 SP:Iteration 21Q (1539.313535 sec): 3 clusters Score: Raw -78807.994508 + Penalty 698.474686 = -78109.519822 nChanged 21 SP:Iteration 22Q (1539.361286 sec): 3 clusters Score: Raw -78816.704369 + Penalty 698.474686 = -78118.229682 nChanged 16 SP:Iteration 23Q (1539.400665 sec): 3 clusters Score: Raw -78823.381672 + Penalty 698.474686 = -78124.906986 nChanged 12 SP:Iteration 24Q (1539.452186 sec): 3 clusters Score: Raw -78828.869842 + Penalty 698.474686 = -78130.395155 nChanged 11 SP:Iteration 25Q (1539.497473 sec): 3 clusters Score: Raw -78831.415691 + Penalty 698.474686 = -78132.941004 nChanged 5 SP:Iteration 26Q (1539.538155 sec): 3 clusters Score: Raw -78832.303297 + Penalty 698.474686 = -78133.828610 nChanged 3 SP:Iteration 27Q (1539.586445 sec): 3 clusters Score: Raw -78832.963518 + Penalty 698.474686 = -78134.488831 nChanged 4 SP:Iteration 28Q (1539.627317 sec): 3 clusters Score: Raw -78833.958447 + Penalty 698.474686 = -78135.483761 nChanged 5 SP:Iteration 29Q (1539.668873 sec): 3 clusters Score: Raw -78834.751551 + Penalty 698.474686 = -78136.276865 nChanged 3 SP:Iteration 30Q (1539.709146 sec): 3 clusters Score: Raw -78835.299969 + Penalty 698.474686 = -78136.825283 nChanged 4 SP:Iteration 31Q (1539.749283 sec): 3 clusters Score: Raw -78836.000355 + Penalty 698.474686 = -78137.525669 nChanged 5 SP:Iteration 32Q (1539.793198 sec): 3 clusters Score: Raw -78837.182467 + Penalty 698.474686 = -78138.707780 nChanged 5 SP:Iteration 33Q (1539.825545 sec): 3 clusters Score: Raw -78838.606338 + Penalty 698.474686 = -78140.131652 nChanged 6 SP:Iteration 34Q (1539.866847 sec): 3 clusters Score: Raw -78839.904404 + Penalty 698.474686 = -78141.429717 nChanged 4 SP:Iteration 35Q (1539.904329 sec): 3 clusters Score: Raw -78840.427726 + Penalty 698.474686 = -78141.953040 nChanged 2 SP:Iteration 36Q (1539.940991 sec): 3 clusters Score: Raw -78840.797941 + Penalty 698.474686 = -78142.323255 nChanged 1 SP:Iteration 37Q (1539.981723 sec): 3 clusters Score: Raw -78840.937517 + Penalty 698.474686 = -78142.462831 nChanged 1 SP:Iteration 38Q (1540.013866 sec): 3 clusters Score: Raw -78841.435529 + Penalty 698.474686 = -78142.960843 nChanged 2 SP:Iteration 39Q (1540.054168 sec): 3 clusters Score: Raw -78841.947556 + Penalty 698.474686 = -78143.472870 nChanged 1 SP:Iteration 40F (1540.091202 sec): 3 clusters Score: Raw -78842.080638 + Penalty 698.474686 = -78143.605952 nChanged 1 SP:Iteration 41Q (1540.126821 sec): 3 clusters Score: Raw -78842.233778 + Penalty 698.474686 = -78143.759092 nChanged 0 SP:Iteration 42F (1540.175202 sec): 3 clusters Score: Raw -78842.233778 + Penalty 698.474686 = -78143.759092 nChanged 0 Trying to split cluster 27 (1740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1540.193360 sec): 2 clusters Score: Raw -67268.802412 + Penalty 339.504638 = -66929.297774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1540.231721 sec): 3 clusters Score: Raw -66340.789512 + Penalty 679.009276 = -65661.780236 nChanged 714 SP:Iteration 1F (1540.262148 sec): 3 clusters Score: Raw -66795.542484 + Penalty 679.009276 = -66116.533209 nChanged 122 SP:Iteration 2F (1540.298960 sec): 3 clusters Score: Raw -66852.439899 + Penalty 679.009276 = -66173.430623 nChanged 87 SP:Iteration 3Q (1540.339014 sec): 3 clusters Score: Raw -66893.254683 + Penalty 679.009276 = -66214.245407 nChanged 75 SP:Iteration 4Q (1540.372743 sec): 3 clusters Score: Raw -66931.234837 + Penalty 679.009276 = -66252.225561 nChanged 58 SP:Iteration 5Q (1540.412131 sec): 3 clusters Score: Raw -66953.979933 + Penalty 679.009276 = -66274.970657 nChanged 52 SP:Iteration 6Q (1540.453049 sec): 3 clusters Score: Raw -66979.425994 + Penalty 679.009276 = -66300.416718 nChanged 59 SP:Iteration 7Q (1540.492742 sec): 3 clusters Score: Raw -67010.514348 + Penalty 679.009276 = -66331.505072 nChanged 60 SP:Iteration 8Q (1540.533917 sec): 3 clusters Score: Raw -67036.065559 + Penalty 679.009276 = -66357.056283 nChanged 43 SP:Iteration 9Q (1540.570509 sec): 3 clusters Score: Raw -67053.658394 + Penalty 679.009276 = -66374.649118 nChanged 36 SP:Iteration 10Q (1540.603589 sec): 3 clusters Score: Raw -67070.573910 + Penalty 679.009276 = -66391.564634 nChanged 37 SP:Iteration 11Q (1540.646009 sec): 3 clusters Score: Raw -67089.392696 + Penalty 679.009276 = -66410.383420 nChanged 42 SP:Iteration 12Q (1540.686562 sec): 3 clusters Score: Raw -67115.384617 + Penalty 679.009276 = -66436.375342 nChanged 50 SP:Iteration 13Q (1540.728319 sec): 3 clusters Score: Raw -67141.912768 + Penalty 679.009276 = -66462.903492 nChanged 44 SP:Iteration 14Q (1540.759205 sec): 3 clusters Score: Raw -67160.844374 + Penalty 679.009276 = -66481.835099 nChanged 30 SP:Iteration 15Q (1540.807400 sec): 3 clusters Score: Raw -67179.014427 + Penalty 679.009276 = -66500.005151 nChanged 30 SP:Iteration 16Q (1540.847866 sec): 3 clusters Score: Raw -67201.676954 + Penalty 679.009276 = -66522.667678 nChanged 35 SP:Iteration 17Q (1540.890384 sec): 3 clusters Score: Raw -67227.131223 + Penalty 679.009276 = -66548.121947 nChanged 28 SP:Iteration 18Q (1540.925629 sec): 3 clusters Score: Raw -67243.710963 + Penalty 679.009276 = -66564.701687 nChanged 22 SP:Iteration 19Q (1540.962801 sec): 3 clusters Score: Raw -67253.000220 + Penalty 679.009276 = -66573.990944 nChanged 25 SP:Iteration 20F (1541.000808 sec): 3 clusters Score: Raw -67269.283042 + Penalty 679.009276 = -66590.273766 nChanged 34 SP:Iteration 21Q (1541.038027 sec): 3 clusters Score: Raw -67297.848736 + Penalty 679.009276 = -66618.839460 nChanged 35 SP:Iteration 22Q (1541.091203 sec): 3 clusters Score: Raw -67328.948762 + Penalty 679.009276 = -66649.939486 nChanged 37 SP:Iteration 23Q (1541.119701 sec): 3 clusters Score: Raw -67357.622265 + Penalty 679.009276 = -66678.612990 nChanged 27 SP:Iteration 24Q (1541.154061 sec): 3 clusters Score: Raw -67374.748529 + Penalty 679.009276 = -66695.739254 nChanged 28 SP:Iteration 25Q (1541.193975 sec): 3 clusters Score: Raw -67388.763619 + Penalty 679.009276 = -66709.754344 nChanged 22 SP:Iteration 26Q (1541.244382 sec): 3 clusters Score: Raw -67402.361377 + Penalty 679.009276 = -66723.352101 nChanged 23 SP:Iteration 27Q (1541.281008 sec): 3 clusters Score: Raw -67421.036353 + Penalty 679.009276 = -66742.027078 nChanged 21 SP:Iteration 28Q (1541.314408 sec): 3 clusters Score: Raw -67434.248448 + Penalty 679.009276 = -66755.239172 nChanged 12 SP:Iteration 29Q (1541.354877 sec): 3 clusters Score: Raw -67440.965006 + Penalty 679.009276 = -66761.955730 nChanged 17 SP:Iteration 30Q (1541.401091 sec): 3 clusters Score: Raw -67450.318502 + Penalty 679.009276 = -66771.309226 nChanged 11 SP:Iteration 31Q (1541.424104 sec): 3 clusters Score: Raw -67457.344704 + Penalty 679.009276 = -66778.335428 nChanged 16 SP:Iteration 32Q (1541.458923 sec): 3 clusters Score: Raw -67463.950097 + Penalty 679.009276 = -66784.940821 nChanged 12 SP:Iteration 33Q (1541.496166 sec): 3 clusters Score: Raw -67469.081632 + Penalty 679.009276 = -66790.072357 nChanged 3 SP:Iteration 34Q (1541.539954 sec): 3 clusters Score: Raw -67471.869694 + Penalty 679.009276 = -66792.860419 nChanged 3 SP:Iteration 35Q (1541.579012 sec): 3 clusters Score: Raw -67472.818784 + Penalty 679.009276 = -66793.809509 nChanged 1 SP:Iteration 36Q (1541.619971 sec): 3 clusters Score: Raw -67472.980262 + Penalty 679.009276 = -66793.970987 nChanged 0 SP:Iteration 37F (1541.665785 sec): 3 clusters Score: Raw -67474.175600 + Penalty 679.009276 = -66795.166325 nChanged 1 SP:Iteration 38Q (1541.716347 sec): 3 clusters Score: Raw -67474.426540 + Penalty 679.009276 = -66795.417265 nChanged 0 SP:Iteration 39F (1541.747374 sec): 3 clusters Score: Raw -67474.426540 + Penalty 679.009276 = -66795.417265 nChanged 0 Trying to split cluster 28 (789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1541.772220 sec): 2 clusters Score: Raw -33547.761679 + Penalty 303.519868 = -33244.241811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1541.813510 sec): 3 clusters Score: Raw -33177.427315 + Penalty 607.039735 = -32570.387579 nChanged 300 SP:Iteration 1F (1541.866130 sec): 3 clusters Score: Raw -33367.102538 + Penalty 607.039735 = -32760.062803 nChanged 59 SP:Iteration 2F (1541.899097 sec): 3 clusters Score: Raw -33397.950661 + Penalty 607.039735 = -32790.910925 nChanged 27 SP:Iteration 3Q (1541.942526 sec): 3 clusters Score: Raw -33407.516913 + Penalty 607.039735 = -32800.477178 nChanged 15 SP:Iteration 4Q (1541.991155 sec): 3 clusters Score: Raw -33412.676323 + Penalty 607.039735 = -32805.636588 nChanged 13 SP:Iteration 5Q (1542.028919 sec): 3 clusters Score: Raw -33416.616047 + Penalty 607.039735 = -32809.576311 nChanged 9 SP:Iteration 6Q (1542.074579 sec): 3 clusters Score: Raw -33418.967304 + Penalty 607.039735 = -32811.927568 nChanged 8 SP:Iteration 7Q (1542.121546 sec): 3 clusters Score: Raw -33421.315726 + Penalty 607.039735 = -32814.275991 nChanged 6 SP:Iteration 8Q (1542.159651 sec): 3 clusters Score: Raw -33424.067005 + Penalty 607.039735 = -32817.027270 nChanged 8 SP:Iteration 9Q (1542.206033 sec): 3 clusters Score: Raw -33426.108783 + Penalty 607.039735 = -32819.069048 nChanged 9 SP:Iteration 10Q (1542.256875 sec): 3 clusters Score: Raw -33428.400324 + Penalty 607.039735 = -32821.360588 nChanged 7 SP:Iteration 11Q (1542.296932 sec): 3 clusters Score: Raw -33430.302976 + Penalty 607.039735 = -32823.263240 nChanged 4 SP:Iteration 12Q (1542.336781 sec): 3 clusters Score: Raw -33431.242790 + Penalty 607.039735 = -32824.203055 nChanged 3 SP:Iteration 13Q (1542.383278 sec): 3 clusters Score: Raw -33431.616143 + Penalty 607.039735 = -32824.576408 nChanged 1 SP:Iteration 14Q (1542.433116 sec): 3 clusters Score: Raw -33432.136756 + Penalty 607.039735 = -32825.097021 nChanged 2 SP:Iteration 15Q (1542.475163 sec): 3 clusters Score: Raw -33432.662218 + Penalty 607.039735 = -32825.622483 nChanged 4 SP:Iteration 16Q (1542.517933 sec): 3 clusters Score: Raw -33433.367684 + Penalty 607.039735 = -32826.327948 nChanged 1 SP:Iteration 17Q (1542.566060 sec): 3 clusters Score: Raw -33433.848613 + Penalty 607.039735 = -32826.808878 nChanged 2 SP:Iteration 18Q (1542.617570 sec): 3 clusters Score: Raw -33434.605784 + Penalty 607.039735 = -32827.566048 nChanged 2 SP:Iteration 19Q (1542.659400 sec): 3 clusters Score: Raw -33435.465945 + Penalty 607.039735 = -32828.426209 nChanged 4 SP:Iteration 20F (1542.703864 sec): 3 clusters Score: Raw -33436.041507 + Penalty 607.039735 = -32829.001771 nChanged 2 SP:Iteration 21Q (1542.750363 sec): 3 clusters Score: Raw -33436.275353 + Penalty 607.039735 = -32829.235617 nChanged 3 SP:Iteration 22Q (1542.798793 sec): 3 clusters Score: Raw -33436.811645 + Penalty 607.039735 = -32829.771910 nChanged 3 SP:Iteration 23Q (1542.846762 sec): 3 clusters Score: Raw -33437.623869 + Penalty 607.039735 = -32830.584134 nChanged 7 SP:Iteration 24Q (1542.889093 sec): 3 clusters Score: Raw -33439.664074 + Penalty 607.039735 = -32832.624339 nChanged 9 SP:Iteration 25Q (1542.940751 sec): 3 clusters Score: Raw -33443.374939 + Penalty 607.039735 = -32836.335204 nChanged 14 SP:Iteration 26Q (1542.975490 sec): 3 clusters Score: Raw -33449.821331 + Penalty 607.039735 = -32842.781596 nChanged 16 SP:Iteration 27Q (1543.015710 sec): 3 clusters Score: Raw -33456.121706 + Penalty 607.039735 = -32849.081971 nChanged 17 SP:Iteration 28Q (1543.072007 sec): 3 clusters Score: Raw -33464.424437 + Penalty 607.039735 = -32857.384702 nChanged 19 SP:Iteration 29Q (1543.112415 sec): 3 clusters Score: Raw -33477.746717 + Penalty 607.039735 = -32870.706982 nChanged 17 SP:Iteration 30Q (1543.165674 sec): 3 clusters Score: Raw -33490.980941 + Penalty 607.039735 = -32883.941205 nChanged 19 SP:Iteration 31Q (1543.200239 sec): 3 clusters Score: Raw -33504.384531 + Penalty 607.039735 = -32897.344795 nChanged 17 SP:Iteration 32Q (1543.249048 sec): 3 clusters Score: Raw -33517.647288 + Penalty 607.039735 = -32910.607553 nChanged 14 SP:Iteration 33Q (1543.300988 sec): 3 clusters Score: Raw -33527.309533 + Penalty 607.039735 = -32920.269798 nChanged 14 SP:Iteration 34Q (1543.348994 sec): 3 clusters Score: Raw -33539.291418 + Penalty 607.039735 = -32932.251683 nChanged 18 SP:Iteration 35Q (1543.390401 sec): 3 clusters Score: Raw -33555.156511 + Penalty 607.039735 = -32948.116776 nChanged 15 SP:Iteration 36Q (1543.440977 sec): 3 clusters Score: Raw -33568.291889 + Penalty 607.039735 = -32961.252154 nChanged 7 SP:Iteration 37Q (1543.482073 sec): 3 clusters Score: Raw -33573.302641 + Penalty 607.039735 = -32966.262906 nChanged 3 SP:Iteration 38Q (1543.531749 sec): 3 clusters Score: Raw -33575.572299 + Penalty 607.039735 = -32968.532563 nChanged 3 SP:Iteration 39Q (1543.578708 sec): 3 clusters Score: Raw -33577.442349 + Penalty 607.039735 = -32970.402614 nChanged 3 SP:Iteration 40F (1543.627031 sec): 3 clusters Score: Raw -33579.867350 + Penalty 607.039735 = -32972.827614 nChanged 1 SP:Iteration 41Q (1543.670276 sec): 3 clusters Score: Raw -33581.079479 + Penalty 607.039735 = -32974.039744 nChanged 2 SP:Iteration 42Q (1543.712320 sec): 3 clusters Score: Raw -33582.619970 + Penalty 607.039735 = -32975.580235 nChanged 1 SP:Iteration 43Q (1543.757441 sec): 3 clusters Score: Raw -33585.287637 + Penalty 607.039735 = -32978.247902 nChanged 2 SP:Iteration 44Q (1543.811857 sec): 3 clusters Score: Raw -33586.592396 + Penalty 607.039735 = -32979.552661 nChanged 1 SP:Iteration 45Q (1543.847126 sec): 3 clusters Score: Raw -33586.880145 + Penalty 607.039735 = -32979.840410 nChanged 0 SP:Iteration 46F (1543.893790 sec): 3 clusters Score: Raw -33586.880145 + Penalty 607.039735 = -32979.840410 nChanged 0 Trying to split cluster 29 (1550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1543.922954 sec): 2 clusters Score: Raw -59431.627603 + Penalty 334.243465 = -59097.384138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1543.970699 sec): 3 clusters Score: Raw -58602.458440 + Penalty 668.486929 = -57933.971511 nChanged 634 SP:Iteration 1F (1544.008453 sec): 3 clusters Score: Raw -59009.507753 + Penalty 668.486929 = -58341.020824 nChanged 105 SP:Iteration 2F (1544.050667 sec): 3 clusters Score: Raw -59082.084993 + Penalty 668.486929 = -58413.598063 nChanged 92 SP:Iteration 3F (1544.100902 sec): 3 clusters Score: Raw -59132.648615 + Penalty 668.486929 = -58464.161686 nChanged 79 SP:Iteration 4F (1544.134090 sec): 3 clusters Score: Raw -59176.370914 + Penalty 668.486929 = -58507.883985 nChanged 78 SP:Iteration 5F (1544.178482 sec): 3 clusters Score: Raw -59216.941772 + Penalty 668.486929 = -58548.454843 nChanged 46 SP:Iteration 6Q (1544.228130 sec): 3 clusters Score: Raw -59235.232118 + Penalty 668.486929 = -58566.745188 nChanged 35 SP:Iteration 7Q (1544.271503 sec): 3 clusters Score: Raw -59247.323774 + Penalty 668.486929 = -58578.836845 nChanged 21 SP:Iteration 8Q (1544.308126 sec): 3 clusters Score: Raw -59257.005026 + Penalty 668.486929 = -58588.518097 nChanged 27 SP:Iteration 9Q (1544.351240 sec): 3 clusters Score: Raw -59266.531465 + Penalty 668.486929 = -58598.044535 nChanged 24 SP:Iteration 10Q (1544.399921 sec): 3 clusters Score: Raw -59279.902271 + Penalty 668.486929 = -58611.415342 nChanged 23 SP:Iteration 11Q (1544.434336 sec): 3 clusters Score: Raw -59287.538186 + Penalty 668.486929 = -58619.051257 nChanged 16 SP:Iteration 12Q (1544.478031 sec): 3 clusters Score: Raw -59293.359078 + Penalty 668.486929 = -58624.872149 nChanged 18 SP:Iteration 13Q (1544.516625 sec): 3 clusters Score: Raw -59300.951897 + Penalty 668.486929 = -58632.464968 nChanged 19 SP:Iteration 14Q (1544.550188 sec): 3 clusters Score: Raw -59309.846356 + Penalty 668.486929 = -58641.359427 nChanged 15 SP:Iteration 15Q (1544.592636 sec): 3 clusters Score: Raw -59314.112318 + Penalty 668.486929 = -58645.625389 nChanged 9 SP:Iteration 16Q (1544.636873 sec): 3 clusters Score: Raw -59316.186125 + Penalty 668.486929 = -58647.699195 nChanged 14 SP:Iteration 17Q (1544.681184 sec): 3 clusters Score: Raw -59320.645313 + Penalty 668.486929 = -58652.158384 nChanged 12 SP:Iteration 18Q (1544.732275 sec): 3 clusters Score: Raw -59325.366197 + Penalty 668.486929 = -58656.879268 nChanged 11 SP:Iteration 19Q (1544.777248 sec): 3 clusters Score: Raw -59327.912279 + Penalty 668.486929 = -58659.425350 nChanged 8 SP:Iteration 20F (1544.823134 sec): 3 clusters Score: Raw -59330.468777 + Penalty 668.486929 = -58661.981847 nChanged 10 SP:Iteration 21Q (1544.865915 sec): 3 clusters Score: Raw -59332.973264 + Penalty 668.486929 = -58664.486335 nChanged 7 SP:Iteration 22Q (1544.913375 sec): 3 clusters Score: Raw -59335.800584 + Penalty 668.486929 = -58667.313654 nChanged 7 SP:Iteration 23Q (1544.958195 sec): 3 clusters Score: Raw -59337.490667 + Penalty 668.486929 = -58669.003738 nChanged 3 SP:Iteration 24Q (1544.994314 sec): 3 clusters Score: Raw -59337.742809 + Penalty 668.486929 = -58669.255880 nChanged 1 SP:Iteration 25Q (1545.043327 sec): 3 clusters Score: Raw -59337.883424 + Penalty 668.486929 = -58669.396495 nChanged 1 SP:Iteration 26Q (1545.089759 sec): 3 clusters Score: Raw -59338.031308 + Penalty 668.486929 = -58669.544379 nChanged 1 SP:Iteration 27Q (1545.130908 sec): 3 clusters Score: Raw -59338.128022 + Penalty 668.486929 = -58669.641093 nChanged 0 SP:Iteration 28F (1545.174580 sec): 3 clusters Score: Raw -59338.128022 + Penalty 668.486929 = -58669.641093 nChanged 0 Trying to split cluster 30 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1545.190811 sec): 2 clusters Score: Raw -28797.380581 + Penalty 293.854392 = -28503.526189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1545.225333 sec): 3 clusters Score: Raw -28516.009473 + Penalty 587.708784 = -27928.300689 nChanged 223 SP:Iteration 1F (1545.268529 sec): 3 clusters Score: Raw -28655.316359 + Penalty 587.708784 = -28067.607575 nChanged 51 SP:Iteration 2F (1545.308381 sec): 3 clusters Score: Raw -28686.045404 + Penalty 587.708784 = -28098.336620 nChanged 21 SP:Iteration 3Q (1545.355298 sec): 3 clusters Score: Raw -28696.677911 + Penalty 587.708784 = -28108.969127 nChanged 14 SP:Iteration 4Q (1545.398612 sec): 3 clusters Score: Raw -28705.073507 + Penalty 587.708784 = -28117.364723 nChanged 6 SP:Iteration 5Q (1545.451324 sec): 3 clusters Score: Raw -28708.824972 + Penalty 587.708784 = -28121.116188 nChanged 8 SP:Iteration 6Q (1545.500908 sec): 3 clusters Score: Raw -28714.762767 + Penalty 587.708784 = -28127.053983 nChanged 5 SP:Iteration 7Q (1545.551380 sec): 3 clusters Score: Raw -28718.430057 + Penalty 587.708784 = -28130.721274 nChanged 7 SP:Iteration 8Q (1545.596969 sec): 3 clusters Score: Raw -28722.261707 + Penalty 587.708784 = -28134.552923 nChanged 7 SP:Iteration 9Q (1545.644554 sec): 3 clusters Score: Raw -28725.432026 + Penalty 587.708784 = -28137.723242 nChanged 5 SP:Iteration 10Q (1545.690731 sec): 3 clusters Score: Raw -28728.393543 + Penalty 587.708784 = -28140.684759 nChanged 3 SP:Iteration 11Q (1545.744753 sec): 3 clusters Score: Raw -28729.782079 + Penalty 587.708784 = -28142.073295 nChanged 2 SP:Iteration 12Q (1545.793946 sec): 3 clusters Score: Raw -28730.121136 + Penalty 587.708784 = -28142.412352 nChanged 1 SP:Iteration 13Q (1545.844419 sec): 3 clusters Score: Raw -28730.445558 + Penalty 587.708784 = -28142.736774 nChanged 2 SP:Iteration 14Q (1545.877316 sec): 3 clusters Score: Raw -28731.566319 + Penalty 587.708784 = -28143.857535 nChanged 1 SP:Iteration 15Q (1545.932590 sec): 3 clusters Score: Raw -28732.254906 + Penalty 587.708784 = -28144.546122 nChanged 2 SP:Iteration 16Q (1545.970925 sec): 3 clusters Score: Raw -28733.158562 + Penalty 587.708784 = -28145.449778 nChanged 1 SP:Iteration 17Q (1546.018029 sec): 3 clusters Score: Raw -28733.677655 + Penalty 587.708784 = -28145.968871 nChanged 0 SP:Iteration 18F (1546.068698 sec): 3 clusters Score: Raw -28733.677655 + Penalty 587.708784 = -28145.968871 nChanged 0 Trying to split cluster 31 (4660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1546.102228 sec): 2 clusters Score: Raw -195919.294547 + Penalty 384.328068 = -195534.966479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1546.148139 sec): 3 clusters Score: Raw -193177.897783 + Penalty 768.656136 = -192409.241646 nChanged 2128 SP:Iteration 1F (1546.202487 sec): 3 clusters Score: Raw -194270.775934 + Penalty 768.656136 = -193502.119798 nChanged 227 SP:Iteration 2Q (1546.245519 sec): 3 clusters Score: Raw -194365.447671 + Penalty 768.656136 = -193596.791535 nChanged 233 SP:Iteration 3Q (1546.295107 sec): 3 clusters Score: Raw -194466.186716 + Penalty 768.656136 = -193697.530580 nChanged 215 SP:Iteration 4Q (1546.344449 sec): 3 clusters Score: Raw -194558.595942 + Penalty 768.656136 = -193789.939805 nChanged 240 SP:Iteration 5F (1546.393056 sec): 3 clusters Score: Raw -194670.969606 + Penalty 768.656136 = -193902.313470 nChanged 222 SP:Iteration 6Q (1546.435786 sec): 3 clusters Score: Raw -194787.098496 + Penalty 768.656136 = -194018.442360 nChanged 210 SP:Iteration 7Q (1546.484153 sec): 3 clusters Score: Raw -194922.717062 + Penalty 768.656136 = -194154.060926 nChanged 244 SP:Iteration 8F (1546.531023 sec): 3 clusters Score: Raw -195087.465348 + Penalty 768.656136 = -194318.809212 nChanged 205 SP:Iteration 9Q (1546.580220 sec): 3 clusters Score: Raw -195228.515453 + Penalty 768.656136 = -194459.859317 nChanged 172 SP:Iteration 10Q (1546.638963 sec): 3 clusters Score: Raw -195313.286827 + Penalty 768.656136 = -194544.630691 nChanged 130 SP:Iteration 11Q (1546.681814 sec): 3 clusters Score: Raw -195370.707192 + Penalty 768.656136 = -194602.051055 nChanged 82 SP:Iteration 12Q (1546.724110 sec): 3 clusters Score: Raw -195397.279413 + Penalty 768.656136 = -194628.623277 nChanged 57 SP:Iteration 13Q (1546.776486 sec): 3 clusters Score: Raw -195408.262572 + Penalty 768.656136 = -194639.606436 nChanged 31 SP:Iteration 14Q (1546.821222 sec): 3 clusters Score: Raw -195414.019512 + Penalty 768.656136 = -194645.363375 nChanged 23 SP:Iteration 15Q (1546.866426 sec): 3 clusters Score: Raw -195418.388117 + Penalty 768.656136 = -194649.731981 nChanged 26 SP:Iteration 16Q (1546.914406 sec): 3 clusters Score: Raw -195422.401319 + Penalty 768.656136 = -194653.745183 nChanged 19 SP:Iteration 17Q (1546.968617 sec): 3 clusters Score: Raw -195424.159789 + Penalty 768.656136 = -194655.503653 nChanged 14 SP:Iteration 18Q (1547.014937 sec): 3 clusters Score: Raw -195425.087322 + Penalty 768.656136 = -194656.431186 nChanged 5 SP:Iteration 19Q (1547.062752 sec): 3 clusters Score: Raw -195425.447634 + Penalty 768.656136 = -194656.791498 nChanged 4 SP:Iteration 20F (1547.110412 sec): 3 clusters Score: Raw -195425.587738 + Penalty 768.656136 = -194656.931602 nChanged 3 SP:Iteration 21Q (1547.158065 sec): 3 clusters Score: Raw -195425.847527 + Penalty 768.656136 = -194657.191391 nChanged 2 SP:Iteration 22Q (1547.195702 sec): 3 clusters Score: Raw -195426.023335 + Penalty 768.656136 = -194657.367199 nChanged 0 SP:Iteration 23F (1547.245568 sec): 3 clusters Score: Raw -195426.023335 + Penalty 768.656136 = -194657.367199 nChanged 0 Trying to split cluster 32 (36025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1547.306723 sec): 2 clusters Score: Raw -1451788.917318 + Penalty 477.384563 = -1451311.532754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1547.384901 sec): 3 clusters Score: Raw -1428111.303019 + Penalty 954.769126 = -1427156.533892 nChanged 17307 SP:Iteration 1F (1547.454020 sec): 3 clusters Score: Raw -1438463.397100 + Penalty 954.769126 = -1437508.627974 nChanged 1832 SP:Iteration 2F (1547.532752 sec): 3 clusters Score: Raw -1439115.057034 + Penalty 954.769126 = -1438160.287907 nChanged 1884 SP:Iteration 3F (1547.594143 sec): 3 clusters Score: Raw -1439901.758827 + Penalty 954.769126 = -1438946.989701 nChanged 2039 SP:Iteration 4F (1547.676570 sec): 3 clusters Score: Raw -1440952.010336 + Penalty 954.769126 = -1439997.241210 nChanged 2272 SP:Iteration 5F (1547.755693 sec): 3 clusters Score: Raw -1442354.513328 + Penalty 954.769126 = -1441399.744202 nChanged 2298 SP:Iteration 6F (1547.830466 sec): 3 clusters Score: Raw -1444152.357572 + Penalty 954.769126 = -1443197.588445 nChanged 2116 SP:Iteration 7F (1547.913277 sec): 3 clusters Score: Raw -1446129.900097 + Penalty 954.769126 = -1445175.130971 nChanged 1682 SP:Iteration 8Q (1547.989200 sec): 3 clusters Score: Raw -1447673.251378 + Penalty 954.769126 = -1446718.482252 nChanged 1254 SP:Iteration 9Q (1548.082020 sec): 3 clusters Score: Raw -1448588.540745 + Penalty 954.769126 = -1447633.771619 nChanged 936 SP:Iteration 10Q (1548.158417 sec): 3 clusters Score: Raw -1449159.968009 + Penalty 954.769126 = -1448205.198883 nChanged 794 SP:Iteration 11Q (1548.226263 sec): 3 clusters Score: Raw -1449600.339479 + Penalty 954.769126 = -1448645.570353 nChanged 713 SP:Iteration 12Q (1548.309651 sec): 3 clusters Score: Raw -1449984.912984 + Penalty 954.769126 = -1449030.143858 nChanged 662 SP:Iteration 13Q (1548.376824 sec): 3 clusters Score: Raw -1450360.596366 + Penalty 954.769126 = -1449405.827239 nChanged 565 SP:Iteration 14Q (1548.450639 sec): 3 clusters Score: Raw -1450675.495420 + Penalty 954.769126 = -1449720.726294 nChanged 479 SP:Iteration 15Q (1548.528516 sec): 3 clusters Score: Raw -1450939.743282 + Penalty 954.769126 = -1449984.974155 nChanged 413 SP:Iteration 16Q (1548.603552 sec): 3 clusters Score: Raw -1451170.780870 + Penalty 954.769126 = -1450216.011744 nChanged 356 SP:Iteration 17Q (1548.682970 sec): 3 clusters Score: Raw -1451359.490609 + Penalty 954.769126 = -1450404.721483 nChanged 257 SP:Iteration 18Q (1548.759408 sec): 3 clusters Score: Raw -1451487.846986 + Penalty 954.769126 = -1450533.077860 nChanged 196 SP:Iteration 19Q (1548.833395 sec): 3 clusters Score: Raw -1451585.280241 + Penalty 954.769126 = -1450630.511115 nChanged 146 SP:Iteration 20F (1548.913318 sec): 3 clusters Score: Raw -1451652.945881 + Penalty 954.769126 = -1450698.176755 nChanged 125 SP:Iteration 21Q (1548.987556 sec): 3 clusters Score: Raw -1451711.023799 + Penalty 954.769126 = -1450756.254673 nChanged 85 SP:Iteration 22Q (1549.062547 sec): 3 clusters Score: Raw -1451743.870960 + Penalty 954.769126 = -1450789.101834 nChanged 60 SP:Iteration 23Q (1549.139753 sec): 3 clusters Score: Raw -1451765.129204 + Penalty 954.769126 = -1450810.360078 nChanged 50 SP:Iteration 24Q (1549.214951 sec): 3 clusters Score: Raw -1451781.775242 + Penalty 954.769126 = -1450827.006116 nChanged 35 SP:Iteration 25Q (1549.292529 sec): 3 clusters Score: Raw -1451792.977770 + Penalty 954.769126 = -1450838.208644 nChanged 34 SP:Iteration 26Q (1549.369509 sec): 3 clusters Score: Raw -1451804.237757 + Penalty 954.769126 = -1450849.468631 nChanged 24 SP:Iteration 27Q (1549.446275 sec): 3 clusters Score: Raw -1451811.155945 + Penalty 954.769126 = -1450856.386819 nChanged 22 SP:Iteration 28Q (1549.515002 sec): 3 clusters Score: Raw -1451819.017638 + Penalty 954.769126 = -1450864.248512 nChanged 24 SP:Iteration 29Q (1549.591362 sec): 3 clusters Score: Raw -1451829.330025 + Penalty 954.769126 = -1450874.560898 nChanged 24 SP:Iteration 30Q (1549.667623 sec): 3 clusters Score: Raw -1451838.941778 + Penalty 954.769126 = -1450884.172652 nChanged 19 SP:Iteration 31Q (1549.740719 sec): 3 clusters Score: Raw -1451845.285788 + Penalty 954.769126 = -1450890.516662 nChanged 15 SP:Iteration 32Q (1549.815049 sec): 3 clusters Score: Raw -1451850.775792 + Penalty 954.769126 = -1450896.006666 nChanged 17 SP:Iteration 33Q (1549.876966 sec): 3 clusters Score: Raw -1451856.782800 + Penalty 954.769126 = -1450902.013674 nChanged 10 SP:Iteration 34Q (1549.955940 sec): 3 clusters Score: Raw -1451859.716037 + Penalty 954.769126 = -1450904.946911 nChanged 11 SP:Iteration 35Q (1550.028385 sec): 3 clusters Score: Raw -1451862.582509 + Penalty 954.769126 = -1450907.813383 nChanged 11 SP:Iteration 36Q (1550.102668 sec): 3 clusters Score: Raw -1451867.058351 + Penalty 954.769126 = -1450912.289225 nChanged 10 SP:Iteration 37Q (1550.182019 sec): 3 clusters Score: Raw -1451872.040633 + Penalty 954.769126 = -1450917.271506 nChanged 11 SP:Iteration 38Q (1550.257342 sec): 3 clusters Score: Raw -1451880.125489 + Penalty 954.769126 = -1450925.356363 nChanged 17 SP:Iteration 39Q (1550.333340 sec): 3 clusters Score: Raw -1451891.029055 + Penalty 954.769126 = -1450936.259929 nChanged 10 SP:Iteration 40F (1550.411609 sec): 3 clusters Score: Raw -1451898.688372 + Penalty 954.769126 = -1450943.919246 nChanged 8 SP:Iteration 41Q (1550.486891 sec): 3 clusters Score: Raw -1451905.291560 + Penalty 954.769126 = -1450950.522434 nChanged 10 SP:Iteration 42Q (1550.549993 sec): 3 clusters Score: Raw -1451910.919766 + Penalty 954.769126 = -1450956.150640 nChanged 5 SP:Iteration 43Q (1550.627896 sec): 3 clusters Score: Raw -1451912.606676 + Penalty 954.769126 = -1450957.837550 nChanged 3 SP:Iteration 44Q (1550.699152 sec): 3 clusters Score: Raw -1451913.397614 + Penalty 954.769126 = -1450958.628487 nChanged 0 SP:Iteration 45F (1550.776443 sec): 3 clusters Score: Raw -1451913.397614 + Penalty 954.769126 = -1450958.628487 nChanged 0 Trying to split cluster 33 (5353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1550.804802 sec): 2 clusters Score: Raw -219620.735543 + Penalty 390.636266 = -219230.099277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1550.849986 sec): 3 clusters Score: Raw -216403.845196 + Penalty 781.272531 = -215622.572665 nChanged 2462 SP:Iteration 1F (1550.901082 sec): 3 clusters Score: Raw -218101.071356 + Penalty 781.272531 = -217319.798825 nChanged 501 SP:Iteration 2F (1550.949235 sec): 3 clusters Score: Raw -218507.230044 + Penalty 781.272531 = -217725.957513 nChanged 396 SP:Iteration 3F (1550.997212 sec): 3 clusters Score: Raw -218793.402073 + Penalty 781.272531 = -218012.129542 nChanged 288 SP:Iteration 4F (1551.045295 sec): 3 clusters Score: Raw -218974.911412 + Penalty 781.272531 = -218193.638881 nChanged 229 SP:Iteration 5Q (1551.093430 sec): 3 clusters Score: Raw -219099.074394 + Penalty 781.272531 = -218317.801863 nChanged 171 SP:Iteration 6Q (1551.141674 sec): 3 clusters Score: Raw -219173.634340 + Penalty 781.272531 = -218392.361808 nChanged 134 SP:Iteration 7Q (1551.178369 sec): 3 clusters Score: Raw -219216.264478 + Penalty 781.272531 = -218434.991947 nChanged 89 SP:Iteration 8Q (1551.233396 sec): 3 clusters Score: Raw -219242.638918 + Penalty 781.272531 = -218461.366387 nChanged 77 SP:Iteration 9Q (1551.281367 sec): 3 clusters Score: Raw -219265.257413 + Penalty 781.272531 = -218483.984881 nChanged 68 SP:Iteration 10Q (1551.329341 sec): 3 clusters Score: Raw -219281.915648 + Penalty 781.272531 = -218500.643117 nChanged 65 SP:Iteration 11Q (1551.377405 sec): 3 clusters Score: Raw -219300.833386 + Penalty 781.272531 = -218519.560854 nChanged 64 SP:Iteration 12Q (1551.425747 sec): 3 clusters Score: Raw -219320.340697 + Penalty 781.272531 = -218539.068166 nChanged 72 SP:Iteration 13Q (1551.463278 sec): 3 clusters Score: Raw -219343.794028 + Penalty 781.272531 = -218562.521497 nChanged 74 SP:Iteration 14Q (1551.523404 sec): 3 clusters Score: Raw -219374.095420 + Penalty 781.272531 = -218592.822889 nChanged 80 SP:Iteration 15Q (1551.574219 sec): 3 clusters Score: Raw -219404.916632 + Penalty 781.272531 = -218623.644101 nChanged 81 SP:Iteration 16Q (1551.622501 sec): 3 clusters Score: Raw -219440.855305 + Penalty 781.272531 = -218659.582774 nChanged 108 SP:Iteration 17Q (1551.660617 sec): 3 clusters Score: Raw -219500.750795 + Penalty 781.272531 = -218719.478263 nChanged 114 SP:Iteration 18Q (1551.717164 sec): 3 clusters Score: Raw -219579.696829 + Penalty 781.272531 = -218798.424298 nChanged 132 SP:Iteration 19Q (1551.764591 sec): 3 clusters Score: Raw -219672.863146 + Penalty 781.272531 = -218891.590615 nChanged 121 SP:Iteration 20F (1551.818915 sec): 3 clusters Score: Raw -219752.243403 + Penalty 781.272531 = -218970.970872 nChanged 99 SP:Iteration 21Q (1551.861008 sec): 3 clusters Score: Raw -219808.631670 + Penalty 781.272531 = -219027.359138 nChanged 77 SP:Iteration 22Q (1551.901864 sec): 3 clusters Score: Raw -219846.119282 + Penalty 781.272531 = -219064.846751 nChanged 64 SP:Iteration 23Q (1551.948013 sec): 3 clusters Score: Raw -219879.935010 + Penalty 781.272531 = -219098.662479 nChanged 55 SP:Iteration 24Q (1552.002784 sec): 3 clusters Score: Raw -219909.085552 + Penalty 781.272531 = -219127.813021 nChanged 49 SP:Iteration 25Q (1552.043656 sec): 3 clusters Score: Raw -219932.393742 + Penalty 781.272531 = -219151.121211 nChanged 40 SP:Iteration 26Q (1552.101941 sec): 3 clusters Score: Raw -219951.117393 + Penalty 781.272531 = -219169.844862 nChanged 32 SP:Iteration 27Q (1552.149919 sec): 3 clusters Score: Raw -219961.970167 + Penalty 781.272531 = -219180.697636 nChanged 21 SP:Iteration 28Q (1552.198182 sec): 3 clusters Score: Raw -219966.754748 + Penalty 781.272531 = -219185.482217 nChanged 18 SP:Iteration 29Q (1552.245885 sec): 3 clusters Score: Raw -219970.609742 + Penalty 781.272531 = -219189.337210 nChanged 16 SP:Iteration 30Q (1552.284811 sec): 3 clusters Score: Raw -219973.760733 + Penalty 781.272531 = -219192.488202 nChanged 12 SP:Iteration 31Q (1552.339384 sec): 3 clusters Score: Raw -219975.813077 + Penalty 781.272531 = -219194.540545 nChanged 9 SP:Iteration 32Q (1552.384889 sec): 3 clusters Score: Raw -219976.979311 + Penalty 781.272531 = -219195.706780 nChanged 6 SP:Iteration 33Q (1552.438772 sec): 3 clusters Score: Raw -219977.706386 + Penalty 781.272531 = -219196.433855 nChanged 3 SP:Iteration 34Q (1552.494745 sec): 3 clusters Score: Raw -219978.158630 + Penalty 781.272531 = -219196.886099 nChanged 2 SP:Iteration 35Q (1552.544883 sec): 3 clusters Score: Raw -219978.299759 + Penalty 781.272531 = -219197.027228 nChanged 0 SP:Iteration 36F (1552.584056 sec): 3 clusters Score: Raw -219978.299759 + Penalty 781.272531 = -219197.027228 nChanged 0 Trying to split cluster 34 (701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1552.607324 sec): 2 clusters Score: Raw -30384.639403 + Penalty 298.139109 = -30086.500294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1552.652503 sec): 3 clusters Score: Raw -30037.448482 + Penalty 596.278218 = -29441.170264 nChanged 282 SP:Iteration 1F (1552.699346 sec): 3 clusters Score: Raw -30225.501184 + Penalty 596.278218 = -29629.222967 nChanged 66 SP:Iteration 2F (1552.742726 sec): 3 clusters Score: Raw -30274.881956 + Penalty 596.278218 = -29678.603738 nChanged 26 SP:Iteration 3Q (1552.789778 sec): 3 clusters Score: Raw -30297.334665 + Penalty 596.278218 = -29701.056447 nChanged 17 SP:Iteration 4Q (1552.835051 sec): 3 clusters Score: Raw -30307.213174 + Penalty 596.278218 = -29710.934956 nChanged 9 SP:Iteration 5Q (1552.868724 sec): 3 clusters Score: Raw -30310.024251 + Penalty 596.278218 = -29713.746034 nChanged 1 SP:Iteration 6Q (1552.907797 sec): 3 clusters Score: Raw -30310.204505 + Penalty 596.278218 = -29713.926288 nChanged 0 SP:Iteration 7F (1552.955033 sec): 3 clusters Score: Raw -30310.204505 + Penalty 596.278218 = -29713.926288 nChanged 0 Trying to split cluster 35 (1365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1552.971660 sec): 2 clusters Score: Raw -57897.144734 + Penalty 328.460392 = -57568.684342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1553.022985 sec): 3 clusters Score: Raw -57169.976758 + Penalty 656.920783 = -56513.055975 nChanged 570 SP:Iteration 1F (1553.060322 sec): 3 clusters Score: Raw -57510.986763 + Penalty 656.920783 = -56854.065980 nChanged 104 SP:Iteration 2F (1553.101453 sec): 3 clusters Score: Raw -57576.568952 + Penalty 656.920783 = -56919.648169 nChanged 81 SP:Iteration 3F (1553.148297 sec): 3 clusters Score: Raw -57628.612301 + Penalty 656.920783 = -56971.691518 nChanged 77 SP:Iteration 4F (1553.202659 sec): 3 clusters Score: Raw -57695.034265 + Penalty 656.920783 = -57038.113482 nChanged 80 SP:Iteration 5F (1553.250794 sec): 3 clusters Score: Raw -57754.483609 + Penalty 656.920783 = -57097.562825 nChanged 48 SP:Iteration 6Q (1553.292003 sec): 3 clusters Score: Raw -57791.899135 + Penalty 656.920783 = -57134.978352 nChanged 52 SP:Iteration 7Q (1553.340869 sec): 3 clusters Score: Raw -57834.306451 + Penalty 656.920783 = -57177.385667 nChanged 38 SP:Iteration 8Q (1553.377185 sec): 3 clusters Score: Raw -57864.763612 + Penalty 656.920783 = -57207.842829 nChanged 26 SP:Iteration 9Q (1553.422671 sec): 3 clusters Score: Raw -57879.559982 + Penalty 656.920783 = -57222.639198 nChanged 19 SP:Iteration 10Q (1553.466399 sec): 3 clusters Score: Raw -57891.310000 + Penalty 656.920783 = -57234.389217 nChanged 18 SP:Iteration 11Q (1553.510165 sec): 3 clusters Score: Raw -57900.916798 + Penalty 656.920783 = -57243.996015 nChanged 14 SP:Iteration 12Q (1553.553946 sec): 3 clusters Score: Raw -57907.386676 + Penalty 656.920783 = -57250.465892 nChanged 13 SP:Iteration 13Q (1553.601122 sec): 3 clusters Score: Raw -57917.590974 + Penalty 656.920783 = -57260.670191 nChanged 13 SP:Iteration 14Q (1553.641456 sec): 3 clusters Score: Raw -57931.123114 + Penalty 656.920783 = -57274.202331 nChanged 14 SP:Iteration 15Q (1553.689027 sec): 3 clusters Score: Raw -57944.082985 + Penalty 656.920783 = -57287.162201 nChanged 13 SP:Iteration 16Q (1553.738114 sec): 3 clusters Score: Raw -57954.365231 + Penalty 656.920783 = -57297.444448 nChanged 10 SP:Iteration 17Q (1553.781491 sec): 3 clusters Score: Raw -57958.796537 + Penalty 656.920783 = -57301.875753 nChanged 6 SP:Iteration 18Q (1553.812911 sec): 3 clusters Score: Raw -57960.806303 + Penalty 656.920783 = -57303.885519 nChanged 3 SP:Iteration 19Q (1553.861587 sec): 3 clusters Score: Raw -57962.500689 + Penalty 656.920783 = -57305.579905 nChanged 6 SP:Iteration 20F (1553.905046 sec): 3 clusters Score: Raw -57964.178860 + Penalty 656.920783 = -57307.258077 nChanged 1 SP:Iteration 21Q (1553.951919 sec): 3 clusters Score: Raw -57964.536494 + Penalty 656.920783 = -57307.615711 nChanged 0 SP:Iteration 22F (1553.985319 sec): 3 clusters Score: Raw -57964.536494 + Penalty 656.920783 = -57307.615711 nChanged 0 Trying to split cluster 36 (703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1554.007432 sec): 2 clusters Score: Raw -28012.411971 + Penalty 298.268739 = -27714.143233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1554.056454 sec): 3 clusters Score: Raw -27677.553784 + Penalty 596.537477 = -27081.016307 nChanged 261 SP:Iteration 1F (1554.092848 sec): 3 clusters Score: Raw -27857.160651 + Penalty 596.537477 = -27260.623174 nChanged 61 SP:Iteration 2F (1554.137988 sec): 3 clusters Score: Raw -27907.671141 + Penalty 596.537477 = -27311.133664 nChanged 38 SP:Iteration 3F (1554.180944 sec): 3 clusters Score: Raw -27935.933334 + Penalty 596.537477 = -27339.395857 nChanged 24 SP:Iteration 4Q (1554.223628 sec): 3 clusters Score: Raw -27952.170181 + Penalty 596.537477 = -27355.632704 nChanged 19 SP:Iteration 5Q (1554.272208 sec): 3 clusters Score: Raw -27963.479727 + Penalty 596.537477 = -27366.942250 nChanged 16 SP:Iteration 6Q (1554.304730 sec): 3 clusters Score: Raw -27972.350197 + Penalty 596.537477 = -27375.812720 nChanged 17 SP:Iteration 7Q (1554.346445 sec): 3 clusters Score: Raw -27983.896462 + Penalty 596.537477 = -27387.358985 nChanged 15 SP:Iteration 8Q (1554.387212 sec): 3 clusters Score: Raw -28001.453268 + Penalty 596.537477 = -27404.915791 nChanged 19 SP:Iteration 9Q (1554.435759 sec): 3 clusters Score: Raw -28021.746449 + Penalty 596.537477 = -27425.208971 nChanged 12 SP:Iteration 10Q (1554.475996 sec): 3 clusters Score: Raw -28041.387244 + Penalty 596.537477 = -27444.849766 nChanged 16 SP:Iteration 11Q (1554.520403 sec): 3 clusters Score: Raw -28062.153996 + Penalty 596.537477 = -27465.616519 nChanged 12 SP:Iteration 12Q (1554.557679 sec): 3 clusters Score: Raw -28071.944467 + Penalty 596.537477 = -27475.406990 nChanged 10 SP:Iteration 13Q (1554.596705 sec): 3 clusters Score: Raw -28078.700507 + Penalty 596.537477 = -27482.163029 nChanged 9 SP:Iteration 14Q (1554.642369 sec): 3 clusters Score: Raw -28085.313426 + Penalty 596.537477 = -27488.775949 nChanged 5 SP:Iteration 15Q (1554.688353 sec): 3 clusters Score: Raw -28087.460562 + Penalty 596.537477 = -27490.923085 nChanged 2 SP:Iteration 16Q (1554.732864 sec): 3 clusters Score: Raw -28088.193178 + Penalty 596.537477 = -27491.655700 nChanged 0 SP:Iteration 17F (1554.775616 sec): 3 clusters Score: Raw -28088.193178 + Penalty 596.537477 = -27491.655700 nChanged 0 Trying to split cluster 37 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1554.798055 sec): 2 clusters Score: Raw -17329.576192 + Penalty 283.127220 = -17046.448972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1554.828861 sec): 3 clusters Score: Raw -17106.337842 + Penalty 566.254440 = -16540.083402 nChanged 164 SP:Iteration 1F (1554.871454 sec): 3 clusters Score: Raw -17231.267818 + Penalty 566.254440 = -16665.013377 nChanged 41 SP:Iteration 2F (1554.914950 sec): 3 clusters Score: Raw -17265.716021 + Penalty 566.254440 = -16699.461580 nChanged 27 SP:Iteration 3F (1554.955807 sec): 3 clusters Score: Raw -17287.194548 + Penalty 566.254440 = -16720.940107 nChanged 23 SP:Iteration 4Q (1555.004295 sec): 3 clusters Score: Raw -17309.103297 + Penalty 566.254440 = -16742.848857 nChanged 17 SP:Iteration 5Q (1555.034826 sec): 3 clusters Score: Raw -17323.157788 + Penalty 566.254440 = -16756.903348 nChanged 13 SP:Iteration 6Q (1555.086502 sec): 3 clusters Score: Raw -17334.765505 + Penalty 566.254440 = -16768.511065 nChanged 6 SP:Iteration 7Q (1555.119691 sec): 3 clusters Score: Raw -17340.237446 + Penalty 566.254440 = -16773.983006 nChanged 5 SP:Iteration 8Q (1555.173033 sec): 3 clusters Score: Raw -17345.209396 + Penalty 566.254440 = -16778.954956 nChanged 5 SP:Iteration 9Q (1555.215727 sec): 3 clusters Score: Raw -17349.222269 + Penalty 566.254440 = -16782.967828 nChanged 1 SP:Iteration 10Q (1555.271697 sec): 3 clusters Score: Raw -17350.288975 + Penalty 566.254440 = -16784.034534 nChanged 2 SP:Iteration 11Q (1555.322981 sec): 3 clusters Score: Raw -17351.752657 + Penalty 566.254440 = -16785.498217 nChanged 2 SP:Iteration 12Q (1555.363018 sec): 3 clusters Score: Raw -17354.276334 + Penalty 566.254440 = -16788.021893 nChanged 5 SP:Iteration 13Q (1555.407227 sec): 3 clusters Score: Raw -17357.813165 + Penalty 566.254440 = -16791.558725 nChanged 1 SP:Iteration 14Q (1555.456631 sec): 3 clusters Score: Raw -17358.200726 + Penalty 566.254440 = -16791.946286 nChanged 0 SP:Iteration 15F (1555.494096 sec): 3 clusters Score: Raw -17358.200726 + Penalty 566.254440 = -16791.946286 nChanged 0 Trying to split cluster 38 (5732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1555.531443 sec): 2 clusters Score: Raw -235931.439442 + Penalty 393.748800 = -235537.690642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1555.574007 sec): 3 clusters Score: Raw -232500.451161 + Penalty 787.497601 = -231712.953560 nChanged 2663 SP:Iteration 1F (1555.629610 sec): 3 clusters Score: Raw -233924.831899 + Penalty 787.497601 = -233137.334298 nChanged 336 SP:Iteration 2F (1555.680795 sec): 3 clusters Score: Raw -234066.464036 + Penalty 787.497601 = -233278.966435 nChanged 309 SP:Iteration 3F (1555.732472 sec): 3 clusters Score: Raw -234241.111351 + Penalty 787.497601 = -233453.613750 nChanged 413 SP:Iteration 4F (1555.782945 sec): 3 clusters Score: Raw -234520.443446 + Penalty 787.497601 = -233732.945845 nChanged 438 SP:Iteration 5F (1555.842759 sec): 3 clusters Score: Raw -234832.611399 + Penalty 787.497601 = -234045.113798 nChanged 393 SP:Iteration 6F (1555.892536 sec): 3 clusters Score: Raw -235147.461751 + Penalty 787.497601 = -234359.964150 nChanged 302 SP:Iteration 7F (1555.934925 sec): 3 clusters Score: Raw -235386.365527 + Penalty 787.497601 = -234598.867926 nChanged 219 SP:Iteration 8Q (1555.988123 sec): 3 clusters Score: Raw -235557.041182 + Penalty 787.497601 = -234769.543581 nChanged 152 SP:Iteration 9Q (1556.045584 sec): 3 clusters Score: Raw -235679.607991 + Penalty 787.497601 = -234892.110390 nChanged 119 SP:Iteration 10Q (1556.099383 sec): 3 clusters Score: Raw -235783.742879 + Penalty 787.497601 = -234996.245278 nChanged 85 SP:Iteration 11Q (1556.154118 sec): 3 clusters Score: Raw -235847.675675 + Penalty 787.497601 = -235060.178074 nChanged 56 SP:Iteration 12Q (1556.194199 sec): 3 clusters Score: Raw -235884.265743 + Penalty 787.497601 = -235096.768142 nChanged 62 SP:Iteration 13Q (1556.246674 sec): 3 clusters Score: Raw -235922.690784 + Penalty 787.497601 = -235135.193183 nChanged 52 SP:Iteration 14Q (1556.305551 sec): 3 clusters Score: Raw -235952.727417 + Penalty 787.497601 = -235165.229816 nChanged 39 SP:Iteration 15Q (1556.353076 sec): 3 clusters Score: Raw -235970.910511 + Penalty 787.497601 = -235183.412911 nChanged 34 SP:Iteration 16Q (1556.400506 sec): 3 clusters Score: Raw -235989.197015 + Penalty 787.497601 = -235201.699414 nChanged 24 SP:Iteration 17Q (1556.447998 sec): 3 clusters Score: Raw -236000.993934 + Penalty 787.497601 = -235213.496333 nChanged 23 SP:Iteration 18Q (1556.495585 sec): 3 clusters Score: Raw -236010.110591 + Penalty 787.497601 = -235222.612990 nChanged 13 SP:Iteration 19Q (1556.543228 sec): 3 clusters Score: Raw -236015.403286 + Penalty 787.497601 = -235227.905685 nChanged 7 SP:Iteration 20F (1556.579894 sec): 3 clusters Score: Raw -236017.500969 + Penalty 787.497601 = -235230.003368 nChanged 7 SP:Iteration 21Q (1556.632903 sec): 3 clusters Score: Raw -236019.425159 + Penalty 787.497601 = -235231.927558 nChanged 4 SP:Iteration 22Q (1556.680273 sec): 3 clusters Score: Raw -236022.044632 + Penalty 787.497601 = -235234.547031 nChanged 4 SP:Iteration 23Q (1556.727765 sec): 3 clusters Score: Raw -236022.918227 + Penalty 787.497601 = -235235.420627 nChanged 3 SP:Iteration 24Q (1556.778703 sec): 3 clusters Score: Raw -236023.653139 + Penalty 787.497601 = -235236.155538 nChanged 4 SP:Iteration 25Q (1556.819216 sec): 3 clusters Score: Raw -236024.297589 + Penalty 787.497601 = -235236.799989 nChanged 1 SP:Iteration 26Q (1556.863138 sec): 3 clusters Score: Raw -236024.453902 + Penalty 787.497601 = -235236.956301 nChanged 1 SP:Iteration 27Q (1556.921243 sec): 3 clusters Score: Raw -236024.886407 + Penalty 787.497601 = -235237.388806 nChanged 2 SP:Iteration 28Q (1556.966388 sec): 3 clusters Score: Raw -236025.381765 + Penalty 787.497601 = -235237.884164 nChanged 2 SP:Iteration 29Q (1557.011239 sec): 3 clusters Score: Raw -236025.911080 + Penalty 787.497601 = -235238.413480 nChanged 1 SP:Iteration 30Q (1557.060864 sec): 3 clusters Score: Raw -236026.167007 + Penalty 787.497601 = -235238.669406 nChanged 0 SP:Iteration 31F (1557.113318 sec): 3 clusters Score: Raw -236026.167007 + Penalty 787.497601 = -235238.669406 nChanged 0 Trying to split cluster 39 (5069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1557.142129 sec): 2 clusters Score: Raw -208307.451762 + Penalty 388.155897 = -207919.295865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1557.188102 sec): 3 clusters Score: Raw -205264.452546 + Penalty 776.311794 = -204488.140751 nChanged 2322 SP:Iteration 1F (1557.234622 sec): 3 clusters Score: Raw -206851.989299 + Penalty 776.311794 = -206075.677504 nChanged 374 SP:Iteration 2F (1557.281511 sec): 3 clusters Score: Raw -207074.534479 + Penalty 776.311794 = -206298.222685 nChanged 296 SP:Iteration 3F (1557.328928 sec): 3 clusters Score: Raw -207243.436630 + Penalty 776.311794 = -206467.124835 nChanged 243 SP:Iteration 4Q (1557.377337 sec): 3 clusters Score: Raw -207380.397131 + Penalty 776.311794 = -206604.085337 nChanged 203 SP:Iteration 5Q (1557.415064 sec): 3 clusters Score: Raw -207477.593181 + Penalty 776.311794 = -206701.281386 nChanged 187 SP:Iteration 6Q (1557.465290 sec): 3 clusters Score: Raw -207561.481204 + Penalty 776.311794 = -206785.169410 nChanged 149 SP:Iteration 7Q (1557.518099 sec): 3 clusters Score: Raw -207619.687519 + Penalty 776.311794 = -206843.375724 nChanged 131 SP:Iteration 8Q (1557.566672 sec): 3 clusters Score: Raw -207674.410529 + Penalty 776.311794 = -206898.098734 nChanged 117 SP:Iteration 9Q (1557.614663 sec): 3 clusters Score: Raw -207720.566465 + Penalty 776.311794 = -206944.254671 nChanged 96 SP:Iteration 10Q (1557.652055 sec): 3 clusters Score: Raw -207755.850944 + Penalty 776.311794 = -206979.539149 nChanged 74 SP:Iteration 11Q (1557.709579 sec): 3 clusters Score: Raw -207779.980274 + Penalty 776.311794 = -207003.668480 nChanged 71 SP:Iteration 12Q (1557.753302 sec): 3 clusters Score: Raw -207796.135373 + Penalty 776.311794 = -207019.823579 nChanged 53 SP:Iteration 13Q (1557.801932 sec): 3 clusters Score: Raw -207804.957778 + Penalty 776.311794 = -207028.645984 nChanged 31 SP:Iteration 14Q (1557.855779 sec): 3 clusters Score: Raw -207809.790918 + Penalty 776.311794 = -207033.479124 nChanged 24 SP:Iteration 15Q (1557.907815 sec): 3 clusters Score: Raw -207814.731247 + Penalty 776.311794 = -207038.419452 nChanged 35 SP:Iteration 16Q (1557.958986 sec): 3 clusters Score: Raw -207825.358060 + Penalty 776.311794 = -207049.046266 nChanged 43 SP:Iteration 17Q (1558.005304 sec): 3 clusters Score: Raw -207838.816745 + Penalty 776.311794 = -207062.504950 nChanged 42 SP:Iteration 18Q (1558.049804 sec): 3 clusters Score: Raw -207847.735216 + Penalty 776.311794 = -207071.423422 nChanged 30 SP:Iteration 19Q (1558.095573 sec): 3 clusters Score: Raw -207852.789429 + Penalty 776.311794 = -207076.477635 nChanged 26 SP:Iteration 20F (1558.153861 sec): 3 clusters Score: Raw -207857.716753 + Penalty 776.311794 = -207081.404958 nChanged 28 SP:Iteration 21Q (1558.202554 sec): 3 clusters Score: Raw -207862.777178 + Penalty 776.311794 = -207086.465384 nChanged 29 SP:Iteration 22Q (1558.248987 sec): 3 clusters Score: Raw -207867.920697 + Penalty 776.311794 = -207091.608903 nChanged 28 SP:Iteration 23Q (1558.300577 sec): 3 clusters Score: Raw -207873.788500 + Penalty 776.311794 = -207097.476705 nChanged 35 SP:Iteration 24Q (1558.348190 sec): 3 clusters Score: Raw -207882.058642 + Penalty 776.311794 = -207105.746848 nChanged 37 SP:Iteration 25Q (1558.389257 sec): 3 clusters Score: Raw -207891.232357 + Penalty 776.311794 = -207114.920563 nChanged 38 SP:Iteration 26Q (1558.448814 sec): 3 clusters Score: Raw -207900.487662 + Penalty 776.311794 = -207124.175867 nChanged 41 SP:Iteration 27Q (1558.498900 sec): 3 clusters Score: Raw -207910.056921 + Penalty 776.311794 = -207133.745127 nChanged 42 SP:Iteration 28Q (1558.540662 sec): 3 clusters Score: Raw -207918.708620 + Penalty 776.311794 = -207142.396826 nChanged 40 SP:Iteration 29Q (1558.598455 sec): 3 clusters Score: Raw -207927.365116 + Penalty 776.311794 = -207151.053322 nChanged 42 SP:Iteration 30Q (1558.644729 sec): 3 clusters Score: Raw -207936.572272 + Penalty 776.311794 = -207160.260478 nChanged 31 SP:Iteration 31Q (1558.699010 sec): 3 clusters Score: Raw -207941.102977 + Penalty 776.311794 = -207164.791182 nChanged 27 SP:Iteration 32Q (1558.751346 sec): 3 clusters Score: Raw -207945.480449 + Penalty 776.311794 = -207169.168655 nChanged 27 SP:Iteration 33Q (1558.801273 sec): 3 clusters Score: Raw -207949.583716 + Penalty 776.311794 = -207173.271922 nChanged 17 SP:Iteration 34Q (1558.838712 sec): 3 clusters Score: Raw -207952.934812 + Penalty 776.311794 = -207176.623018 nChanged 25 SP:Iteration 35Q (1558.883585 sec): 3 clusters Score: Raw -207958.081785 + Penalty 776.311794 = -207181.769990 nChanged 21 SP:Iteration 36Q (1558.931458 sec): 3 clusters Score: Raw -207961.235919 + Penalty 776.311794 = -207184.924125 nChanged 25 SP:Iteration 37Q (1558.956825 sec): 3 clusters Score: Raw -207966.499439 + Penalty 776.311794 = -207190.187644 nChanged 32 SP:Iteration 38Q (1558.996404 sec): 3 clusters Score: Raw -207973.984818 + Penalty 776.311794 = -207197.673024 nChanged 43 SP:Iteration 39Q (1559.048359 sec): 3 clusters Score: Raw -207983.411028 + Penalty 776.311794 = -207207.099234 nChanged 42 SP:Iteration 40F (1559.093556 sec): 3 clusters Score: Raw -207993.154489 + Penalty 776.311794 = -207216.842695 nChanged 36 SP:Iteration 41Q (1559.141081 sec): 3 clusters Score: Raw -208001.293565 + Penalty 776.311794 = -207224.981770 nChanged 36 SP:Iteration 42Q (1559.198588 sec): 3 clusters Score: Raw -208010.758437 + Penalty 776.311794 = -207234.446642 nChanged 37 SP:Iteration 43Q (1559.238627 sec): 3 clusters Score: Raw -208019.010366 + Penalty 776.311794 = -207242.698572 nChanged 29 SP:Iteration 44Q (1559.292065 sec): 3 clusters Score: Raw -208023.779353 + Penalty 776.311794 = -207247.467559 nChanged 27 SP:Iteration 45Q (1559.342271 sec): 3 clusters Score: Raw -208031.380908 + Penalty 776.311794 = -207255.069114 nChanged 23 SP:Iteration 46Q (1559.388050 sec): 3 clusters Score: Raw -208036.521245 + Penalty 776.311794 = -207260.209450 nChanged 24 SP:Iteration 47Q (1559.441807 sec): 3 clusters Score: Raw -208042.528389 + Penalty 776.311794 = -207266.216595 nChanged 24 SP:Iteration 48Q (1559.485054 sec): 3 clusters Score: Raw -208046.371654 + Penalty 776.311794 = -207270.059860 nChanged 17 SP:Iteration 49Q (1559.539954 sec): 3 clusters Score: Raw -208048.894748 + Penalty 776.311794 = -207272.582954 nChanged 20 SP:Iteration 50Q (1559.585402 sec): 3 clusters Score: Raw -208051.579030 + Penalty 776.311794 = -207275.267235 nChanged 21 SP:Iteration 51Q (1559.629985 sec): 3 clusters Score: Raw -208054.545650 + Penalty 776.311794 = -207278.233856 nChanged 18 SP:Iteration 52Q (1559.676501 sec): 3 clusters Score: Raw -208057.794017 + Penalty 776.311794 = -207281.482223 nChanged 23 SP:Iteration 53Q (1559.726916 sec): 3 clusters Score: Raw -208061.602954 + Penalty 776.311794 = -207285.291159 nChanged 22 SP:Iteration 54Q (1559.774340 sec): 3 clusters Score: Raw -208064.652939 + Penalty 776.311794 = -207288.341145 nChanged 13 SP:Iteration 55Q (1559.821664 sec): 3 clusters Score: Raw -208066.343901 + Penalty 776.311794 = -207290.032106 nChanged 5 SP:Iteration 56Q (1559.869018 sec): 3 clusters Score: Raw -208066.775408 + Penalty 776.311794 = -207290.463614 nChanged 8 SP:Iteration 57Q (1559.906091 sec): 3 clusters Score: Raw -208067.386835 + Penalty 776.311794 = -207291.075040 nChanged 5 SP:Iteration 58Q (1559.961002 sec): 3 clusters Score: Raw -208067.681364 + Penalty 776.311794 = -207291.369570 nChanged 5 SP:Iteration 59Q (1560.015539 sec): 3 clusters Score: Raw -208068.158952 + Penalty 776.311794 = -207291.847158 nChanged 9 SP:Iteration 60F (1560.052926 sec): 3 clusters Score: Raw -208069.379872 + Penalty 776.311794 = -207293.068077 nChanged 11 SP:Iteration 61Q (1560.109351 sec): 3 clusters Score: Raw -208070.890503 + Penalty 776.311794 = -207294.578709 nChanged 12 SP:Iteration 62Q (1560.158840 sec): 3 clusters Score: Raw -208072.661483 + Penalty 776.311794 = -207296.349689 nChanged 8 SP:Iteration 63Q (1560.203353 sec): 3 clusters Score: Raw -208073.546686 + Penalty 776.311794 = -207297.234891 nChanged 7 SP:Iteration 64Q (1560.258480 sec): 3 clusters Score: Raw -208074.612921 + Penalty 776.311794 = -207298.301126 nChanged 4 SP:Iteration 65Q (1560.298568 sec): 3 clusters Score: Raw -208074.982753 + Penalty 776.311794 = -207298.670959 nChanged 4 SP:Iteration 66Q (1560.348924 sec): 3 clusters Score: Raw -208075.240127 + Penalty 776.311794 = -207298.928332 nChanged 7 SP:Iteration 67Q (1560.395854 sec): 3 clusters Score: Raw -208076.405750 + Penalty 776.311794 = -207300.093956 nChanged 5 SP:Iteration 68Q (1560.439450 sec): 3 clusters Score: Raw -208076.951077 + Penalty 776.311794 = -207300.639282 nChanged 3 SP:Iteration 69Q (1560.501306 sec): 3 clusters Score: Raw -208077.163547 + Penalty 776.311794 = -207300.851752 nChanged 4 SP:Iteration 70Q (1560.553224 sec): 3 clusters Score: Raw -208077.592070 + Penalty 776.311794 = -207301.280276 nChanged 9 SP:Iteration 71Q (1560.596079 sec): 3 clusters Score: Raw -208078.821653 + Penalty 776.311794 = -207302.509858 nChanged 11 SP:Iteration 72Q (1560.642610 sec): 3 clusters Score: Raw -208080.261506 + Penalty 776.311794 = -207303.949712 nChanged 11 SP:Iteration 73Q (1560.706027 sec): 3 clusters Score: Raw -208081.968939 + Penalty 776.311794 = -207305.657145 nChanged 8 SP:Iteration 74Q (1560.745459 sec): 3 clusters Score: Raw -208082.830292 + Penalty 776.311794 = -207306.518498 nChanged 8 SP:Iteration 75Q (1560.797329 sec): 3 clusters Score: Raw -208083.728264 + Penalty 776.311794 = -207307.416470 nChanged 6 SP:Iteration 76Q (1560.849314 sec): 3 clusters Score: Raw -208084.364258 + Penalty 776.311794 = -207308.052464 nChanged 3 SP:Iteration 77Q (1560.907549 sec): 3 clusters Score: Raw -208084.523555 + Penalty 776.311794 = -207308.211761 nChanged 3 SP:Iteration 78Q (1560.951794 sec): 3 clusters Score: Raw -208084.719918 + Penalty 776.311794 = -207308.408123 nChanged 5 SP:Iteration 79Q (1560.996028 sec): 3 clusters Score: Raw -208085.329970 + Penalty 776.311794 = -207309.018175 nChanged 10 SP:Iteration 80F (1561.043492 sec): 3 clusters Score: Raw -208086.488155 + Penalty 776.311794 = -207310.176361 nChanged 9 SP:Iteration 81Q (1561.084675 sec): 3 clusters Score: Raw -208087.500698 + Penalty 776.311794 = -207311.188904 nChanged 8 SP:Iteration 82Q (1561.136530 sec): 3 clusters Score: Raw -208089.234158 + Penalty 776.311794 = -207312.922364 nChanged 12 SP:Iteration 83Q (1561.183847 sec): 3 clusters Score: Raw -208092.222223 + Penalty 776.311794 = -207315.910429 nChanged 12 SP:Iteration 84Q (1561.225327 sec): 3 clusters Score: Raw -208093.706052 + Penalty 776.311794 = -207317.394258 nChanged 13 SP:Iteration 85Q (1561.276123 sec): 3 clusters Score: Raw -208096.217740 + Penalty 776.311794 = -207319.905946 nChanged 18 SP:Iteration 86Q (1561.323637 sec): 3 clusters Score: Raw -208101.109906 + Penalty 776.311794 = -207324.798111 nChanged 22 SP:Iteration 87Q (1561.368152 sec): 3 clusters Score: Raw -208109.799544 + Penalty 776.311794 = -207333.487750 nChanged 22 SP:Iteration 88Q (1561.410212 sec): 3 clusters Score: Raw -208116.996497 + Penalty 776.311794 = -207340.684703 nChanged 28 SP:Iteration 89Q (1561.453480 sec): 3 clusters Score: Raw -208127.999303 + Penalty 776.311794 = -207351.687508 nChanged 24 SP:Iteration 90Q (1561.508588 sec): 3 clusters Score: Raw -208135.356113 + Penalty 776.311794 = -207359.044318 nChanged 26 SP:Iteration 91Q (1561.546994 sec): 3 clusters Score: Raw -208142.940094 + Penalty 776.311794 = -207366.628299 nChanged 24 SP:Iteration 92Q (1561.611006 sec): 3 clusters Score: Raw -208150.171730 + Penalty 776.311794 = -207373.859936 nChanged 29 SP:Iteration 93Q (1561.649155 sec): 3 clusters Score: Raw -208159.964484 + Penalty 776.311794 = -207383.652690 nChanged 32 SP:Iteration 94Q (1561.688658 sec): 3 clusters Score: Raw -208172.903378 + Penalty 776.311794 = -207396.591584 nChanged 33 SP:Iteration 95Q (1561.736430 sec): 3 clusters Score: Raw -208187.484575 + Penalty 776.311794 = -207411.172780 nChanged 29 SP:Iteration 96Q (1561.780276 sec): 3 clusters Score: Raw -208198.555862 + Penalty 776.311794 = -207422.244068 nChanged 24 SP:Iteration 97Q (1561.831219 sec): 3 clusters Score: Raw -208205.714457 + Penalty 776.311794 = -207429.402663 nChanged 23 SP:Iteration 98Q (1561.881987 sec): 3 clusters Score: Raw -208214.770340 + Penalty 776.311794 = -207438.458546 nChanged 23 SP:Iteration 99Q (1561.928608 sec): 3 clusters Score: Raw -208225.162944 + Penalty 776.311794 = -207448.851149 nChanged 20 SP:Iteration 100F (1561.967156 sec): 3 clusters Score: Raw -208231.263242 + Penalty 776.311794 = -207454.951448 nChanged 17 SP:Iteration 101Q (1562.017692 sec): 3 clusters Score: Raw -208236.789224 + Penalty 776.311794 = -207460.477430 nChanged 16 SP:Iteration 102Q (1562.060828 sec): 3 clusters Score: Raw -208243.988003 + Penalty 776.311794 = -207467.676208 nChanged 17 SP:Iteration 103Q (1562.100933 sec): 3 clusters Score: Raw -208253.545849 + Penalty 776.311794 = -207477.234054 nChanged 21 SP:Iteration 104Q (1562.151465 sec): 3 clusters Score: Raw -208262.635704 + Penalty 776.311794 = -207486.323910 nChanged 16 SP:Iteration 105Q (1562.196050 sec): 3 clusters Score: Raw -208268.932769 + Penalty 776.311794 = -207492.620975 nChanged 19 SP:Iteration 106Q (1562.248323 sec): 3 clusters Score: Raw -208278.278824 + Penalty 776.311794 = -207501.967030 nChanged 12 SP:Iteration 107Q (1562.300483 sec): 3 clusters Score: Raw -208285.198359 + Penalty 776.311794 = -207508.886564 nChanged 16 SP:Iteration 108Q (1562.349678 sec): 3 clusters Score: Raw -208293.397151 + Penalty 776.311794 = -207517.085356 nChanged 15 SP:Iteration 109Q (1562.408492 sec): 3 clusters Score: Raw -208300.415155 + Penalty 776.311794 = -207524.103361 nChanged 14 SP:Iteration 110Q (1562.452316 sec): 3 clusters Score: Raw -208306.307788 + Penalty 776.311794 = -207529.995994 nChanged 12 SP:Iteration 111Q (1562.507436 sec): 3 clusters Score: Raw -208310.762184 + Penalty 776.311794 = -207534.450390 nChanged 11 SP:Iteration 112Q (1562.559429 sec): 3 clusters Score: Raw -208317.292531 + Penalty 776.311794 = -207540.980736 nChanged 13 SP:Iteration 113Q (1562.612738 sec): 3 clusters Score: Raw -208324.975367 + Penalty 776.311794 = -207548.663572 nChanged 9 SP:Iteration 114Q (1562.665257 sec): 3 clusters Score: Raw -208328.959748 + Penalty 776.311794 = -207552.647954 nChanged 8 SP:Iteration 115Q (1562.711963 sec): 3 clusters Score: Raw -208334.986429 + Penalty 776.311794 = -207558.674634 nChanged 15 SP:Iteration 116Q (1562.748203 sec): 3 clusters Score: Raw -208346.041221 + Penalty 776.311794 = -207569.729427 nChanged 12 SP:Iteration 117Q (1562.793246 sec): 3 clusters Score: Raw -208353.879751 + Penalty 776.311794 = -207577.567957 nChanged 10 SP:Iteration 118Q (1562.850206 sec): 3 clusters Score: Raw -208360.029784 + Penalty 776.311794 = -207583.717990 nChanged 8 SP:Iteration 119Q (1562.892799 sec): 3 clusters Score: Raw -208362.285590 + Penalty 776.311794 = -207585.973796 nChanged 3 SP:Iteration 120F (1562.933313 sec): 3 clusters Score: Raw -208362.843647 + Penalty 776.311794 = -207586.531853 nChanged 1 SP:Iteration 121Q (1562.976641 sec): 3 clusters Score: Raw -208363.046737 + Penalty 776.311794 = -207586.734943 nChanged 2 SP:Iteration 122Q (1563.024594 sec): 3 clusters Score: Raw -208363.569479 + Penalty 776.311794 = -207587.257685 nChanged 2 SP:Iteration 123Q (1563.066889 sec): 3 clusters Score: Raw -208364.184679 + Penalty 776.311794 = -207587.872885 nChanged 1 SP:Iteration 124Q (1563.115094 sec): 3 clusters Score: Raw -208364.825480 + Penalty 776.311794 = -207588.513686 nChanged 2 SP:Iteration 125Q (1563.168915 sec): 3 clusters Score: Raw -208365.300403 + Penalty 776.311794 = -207588.988608 nChanged 2 SP:Iteration 126Q (1563.215448 sec): 3 clusters Score: Raw -208366.669874 + Penalty 776.311794 = -207590.358079 nChanged 2 SP:Iteration 127Q (1563.261431 sec): 3 clusters Score: Raw -208367.224142 + Penalty 776.311794 = -207590.912348 nChanged 0 SP:Iteration 128F (1563.312631 sec): 3 clusters Score: Raw -208367.224142 + Penalty 776.311794 = -207590.912348 nChanged 0 Time taken for this iteration:509.760065 seconds. 21->40 Clusters: Score -6267609.772483, best is -6268997.542829 Main iterations: 430 (time per iteration =2226.702303 ms) Total iterations: 14483 (time per iteration =66.110750 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 24343539984.000000 (time per metric unit =39.332077ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 292122479808.000000 (time per metric unit=3277.673087ps) That took 957.481990 seconds.