FileBase DT1_rLS_20150720_432um ElecNo 8 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0-nogit Setting RAM limit to total physical memory, 15.63 GB. Expected memory usage by array (largest first): Array LogP will use between 0.21 and 0.31 GB. - 8 bytes per element (scalar), 13861050 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.04 and 0.06 GB. - 8 bytes per element (scalar), 2494989 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), 2494989 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), 2494989 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), 2494989 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 4050 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=277221, nDims=9, MaxPossibleClusters=50 Total memory usage will be between 0.26 and 0.39 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 277221 data points of dimension 9. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 277221 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 7 (1414 points): Lose 22.378877 but Gain 344.645683 Iteration 0F (2.523051 sec): 19 clusters Score: Raw -8903441.526960 + Penalty 6203.622299 = -8897237.904661 nChanged 262393 Iteration 1F (4.074559 sec): 19 clusters Score: Raw -9660776.470813 + Penalty 6203.622299 = -9654572.848514 nChanged 94676 Iteration 2F (5.601463 sec): 19 clusters Score: Raw -9814403.254547 + Penalty 6203.622299 = -9808199.632248 nChanged 53046 Iteration 3F (7.250444 sec): 19 clusters Score: Raw -9894769.038837 + Penalty 6203.622299 = -9888565.416538 nChanged 39725 Iteration 4F (8.887804 sec): 19 clusters Score: Raw -9951579.842818 + Penalty 6203.622299 = -9945376.220519 nChanged 32020 Iteration 5F (10.495662 sec): 19 clusters Score: Raw -9999962.035807 + Penalty 6203.622299 = -9993758.413508 nChanged 29412 Iteration 6F (12.084963 sec): 19 clusters Score: Raw -10056401.781062 + Penalty 6203.622299 = -10050198.158763 nChanged 25109 Iteration 7F (13.693337 sec): 19 clusters Score: Raw -10100907.677927 + Penalty 6203.622299 = -10094704.055628 nChanged 19618 Iteration 8F (15.322258 sec): 19 clusters Score: Raw -10124317.975808 + Penalty 6203.622299 = -10118114.353509 nChanged 15457 Iteration 9F (16.876965 sec): 19 clusters Score: Raw -10141870.698872 + Penalty 6203.622299 = -10135667.076573 nChanged 13407 Iteration 10Q (18.317980 sec): 19 clusters Score: Raw -10155732.425924 + Penalty 6203.622299 = -10149528.803625 nChanged 11957 Iteration 11Q (19.715213 sec): 19 clusters Score: Raw -10165732.483573 + Penalty 6203.622299 = -10159528.861274 nChanged 10224 Iteration 12Q (21.156568 sec): 19 clusters Score: Raw -10173599.545812 + Penalty 6203.622299 = -10167395.923513 nChanged 8838 Iteration 13Q (22.533182 sec): 19 clusters Score: Raw -10179817.885591 + Penalty 6203.622299 = -10173614.263292 nChanged 7475 Iteration 14Q (23.869421 sec): 19 clusters Score: Raw -10185197.244695 + Penalty 6203.622299 = -10178993.622396 nChanged 6363 Iteration 15Q (25.186996 sec): 19 clusters Score: Raw -10189392.745051 + Penalty 6203.622299 = -10183189.122752 nChanged 5224 Iteration 16Q (26.574597 sec): 19 clusters Score: Raw -10192514.476668 + Penalty 6203.622299 = -10186310.854369 nChanged 4344 Iteration 17Q (27.962524 sec): 19 clusters Score: Raw -10195064.226211 + Penalty 6203.622299 = -10188860.603912 nChanged 3679 Iteration 18Q (29.221214 sec): 19 clusters Score: Raw -10196986.549785 + Penalty 6203.622299 = -10190782.927486 nChanged 3057 Iteration 19Q (30.570617 sec): 19 clusters Score: Raw -10198137.151851 + Penalty 6203.622299 = -10191933.529552 nChanged 2494 Writing temp clu file Because OldScore, -10190782.927486, is greater than current (better) Score,-10191933.529552 Compute initial score before splitting: Score: Raw -10198137.151851 + Penalty 6203.622299 = -10191933.529552 Trying to split cluster 1 (3657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.642548 sec): 2 clusters Score: Raw -121577.447345 + Penalty 225.620956 = -121351.826388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.696253 sec): 3 clusters Score: Raw -119338.685493 + Penalty 451.241913 = -118887.443580 nChanged 1668 SP:Iteration 1F (30.733103 sec): 3 clusters Score: Raw -120383.110313 + Penalty 451.241913 = -119931.868400 nChanged 288 SP:Iteration 2F (30.769367 sec): 3 clusters Score: Raw -120605.758899 + Penalty 451.241913 = -120154.516986 nChanged 314 SP:Iteration 3F (30.802901 sec): 3 clusters Score: Raw -120898.237760 + Penalty 451.241913 = -120446.995847 nChanged 276 SP:Iteration 4F (30.837082 sec): 3 clusters Score: Raw -121169.369983 + Penalty 451.241913 = -120718.128070 nChanged 204 SP:Iteration 5F (30.869099 sec): 3 clusters Score: Raw -121355.071717 + Penalty 451.241913 = -120903.829804 nChanged 141 SP:Iteration 6Q (30.903761 sec): 3 clusters Score: Raw -121507.221016 + Penalty 451.241913 = -121055.979103 nChanged 96 SP:Iteration 7Q (30.952532 sec): 3 clusters Score: Raw -121642.235527 + Penalty 451.241913 = -121190.993614 nChanged 44 SP:Iteration 8Q (31.003244 sec): 3 clusters Score: Raw -121677.821029 + Penalty 451.241913 = -121226.579116 nChanged 24 SP:Iteration 9Q (31.049614 sec): 3 clusters Score: Raw -121689.310277 + Penalty 451.241913 = -121238.068364 nChanged 19 SP:Iteration 10Q (31.100601 sec): 3 clusters Score: Raw -121697.053876 + Penalty 451.241913 = -121245.811963 nChanged 24 SP:Iteration 11Q (31.152440 sec): 3 clusters Score: Raw -121704.770553 + Penalty 451.241913 = -121253.528640 nChanged 14 SP:Iteration 12Q (31.203430 sec): 3 clusters Score: Raw -121706.910243 + Penalty 451.241913 = -121255.668330 nChanged 7 SP:Iteration 13Q (31.250527 sec): 3 clusters Score: Raw -121708.617562 + Penalty 451.241913 = -121257.375649 nChanged 9 SP:Iteration 14Q (31.300674 sec): 3 clusters Score: Raw -121710.055189 + Penalty 451.241913 = -121258.813276 nChanged 4 SP:Iteration 15Q (31.337782 sec): 3 clusters Score: Raw -121710.625798 + Penalty 451.241913 = -121259.383885 nChanged 7 SP:Iteration 16Q (31.368717 sec): 3 clusters Score: Raw -121711.757049 + Penalty 451.241913 = -121260.515136 nChanged 9 SP:Iteration 17Q (31.406875 sec): 3 clusters Score: Raw -121713.756530 + Penalty 451.241913 = -121262.514617 nChanged 10 SP:Iteration 18Q (31.462000 sec): 3 clusters Score: Raw -121716.828530 + Penalty 451.241913 = -121265.586617 nChanged 14 SP:Iteration 19Q (31.506946 sec): 3 clusters Score: Raw -121721.669080 + Penalty 451.241913 = -121270.427167 nChanged 13 SP:Iteration 20F (31.553311 sec): 3 clusters Score: Raw -121724.590396 + Penalty 451.241913 = -121273.348483 nChanged 11 SP:Iteration 21Q (31.590778 sec): 3 clusters Score: Raw -121727.001540 + Penalty 451.241913 = -121275.759627 nChanged 8 SP:Iteration 22Q (31.626942 sec): 3 clusters Score: Raw -121729.905964 + Penalty 451.241913 = -121278.664051 nChanged 10 SP:Iteration 23Q (31.659655 sec): 3 clusters Score: Raw -121733.200990 + Penalty 451.241913 = -121281.959077 nChanged 16 SP:Iteration 24Q (31.693639 sec): 3 clusters Score: Raw -121738.515469 + Penalty 451.241913 = -121287.273556 nChanged 15 SP:Iteration 25Q (31.727870 sec): 3 clusters Score: Raw -121744.724588 + Penalty 451.241913 = -121293.482675 nChanged 15 SP:Iteration 26Q (31.761817 sec): 3 clusters Score: Raw -121754.147319 + Penalty 451.241913 = -121302.905406 nChanged 20 SP:Iteration 27Q (31.794464 sec): 3 clusters Score: Raw -121766.987832 + Penalty 451.241913 = -121315.745919 nChanged 28 SP:Iteration 28Q (31.831387 sec): 3 clusters Score: Raw -121782.273415 + Penalty 451.241913 = -121331.031502 nChanged 33 SP:Iteration 29Q (31.880439 sec): 3 clusters Score: Raw -121797.498617 + Penalty 451.241913 = -121346.256704 nChanged 30 SP:Iteration 30Q (31.932969 sec): 3 clusters Score: Raw -121815.616771 + Penalty 451.241913 = -121364.374858 nChanged 34 SP:Iteration 31Q (31.970891 sec): 3 clusters Score: Raw -121834.792122 + Penalty 451.241913 = -121383.550209 nChanged 43 SP:Iteration 32Q (32.012194 sec): 3 clusters Score: Raw -121858.150350 + Penalty 451.241913 = -121406.908437 nChanged 42 SP:Iteration 33Q (32.044971 sec): 3 clusters Score: Raw -121884.275213 + Penalty 451.241913 = -121433.033300 nChanged 44 SP:Iteration 34Q (32.077822 sec): 3 clusters Score: Raw -121917.343130 + Penalty 451.241913 = -121466.101217 nChanged 57 SP:Iteration 35Q (32.110822 sec): 3 clusters Score: Raw -121966.134118 + Penalty 451.241913 = -121514.892205 nChanged 62 SP:Iteration 36Q (32.143961 sec): 3 clusters Score: Raw -122040.027519 + Penalty 451.241913 = -121588.785606 nChanged 85 SP:Iteration 37Q (32.169815 sec): 3 clusters Score: Raw -122163.526889 + Penalty 451.241913 = -121712.284976 nChanged 75 SP:Iteration 38Q (32.202707 sec): 3 clusters Score: Raw -122265.228070 + Penalty 451.241913 = -121813.986157 nChanged 74 SP:Iteration 39Q (32.235409 sec): 3 clusters Score: Raw -122361.867508 + Penalty 451.241913 = -121910.625595 nChanged 51 SP:Iteration 40F (32.275695 sec): 3 clusters Score: Raw -122414.281045 + Penalty 451.241913 = -121963.039132 nChanged 29 SP:Iteration 41Q (32.305646 sec): 3 clusters Score: Raw -122435.612321 + Penalty 451.241913 = -121984.370408 nChanged 17 SP:Iteration 42Q (32.338826 sec): 3 clusters Score: Raw -122446.018183 + Penalty 451.241913 = -121994.776271 nChanged 10 SP:Iteration 43Q (32.371855 sec): 3 clusters Score: Raw -122450.728029 + Penalty 451.241913 = -121999.486116 nChanged 6 SP:Iteration 44Q (32.401609 sec): 3 clusters Score: Raw -122452.370674 + Penalty 451.241913 = -122001.128761 nChanged 4 SP:Iteration 45Q (32.434656 sec): 3 clusters Score: Raw -122452.749428 + Penalty 451.241913 = -122001.507515 nChanged 1 SP:Iteration 46Q (32.467551 sec): 3 clusters Score: Raw -122452.830817 + Penalty 451.241913 = -122001.588904 nChanged 0 SP:Iteration 47F (32.496420 sec): 3 clusters Score: Raw -122452.830817 + Penalty 451.241913 = -122001.588904 nChanged 0 Score: Raw -10199345.878068 + Penalty 6548.267982 = -10192797.610085 Splitting cluster 1 changes total score from -10191933.529552 to -10192797.610085 So it's getting split into cluster 7. Trying to split cluster 2 (17416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.119472 sec): 2 clusters Score: Raw -624503.701234 + Penalty 268.541477 = -624235.159757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.182622 sec): 3 clusters Score: Raw -613238.045789 + Penalty 537.082953 = -612700.962836 nChanged 8306 SP:Iteration 1F (34.244584 sec): 3 clusters Score: Raw -619028.492619 + Penalty 537.082953 = -618491.409666 nChanged 1591 SP:Iteration 2F (34.297029 sec): 3 clusters Score: Raw -620190.015531 + Penalty 537.082953 = -619652.932578 nChanged 1439 SP:Iteration 3F (34.346538 sec): 3 clusters Score: Raw -621297.206069 + Penalty 537.082953 = -620760.123115 nChanged 1199 SP:Iteration 4F (34.403322 sec): 3 clusters Score: Raw -622237.691191 + Penalty 537.082953 = -621700.608238 nChanged 896 SP:Iteration 5F (34.468548 sec): 3 clusters Score: Raw -622932.452066 + Penalty 537.082953 = -622395.369113 nChanged 656 SP:Iteration 6Q (34.511834 sec): 3 clusters Score: Raw -623335.346177 + Penalty 537.082953 = -622798.263224 nChanged 473 SP:Iteration 7Q (34.557203 sec): 3 clusters Score: Raw -623572.531519 + Penalty 537.082953 = -623035.448565 nChanged 348 SP:Iteration 8Q (34.606556 sec): 3 clusters Score: Raw -623702.369633 + Penalty 537.082953 = -623165.286680 nChanged 243 SP:Iteration 9Q (34.661913 sec): 3 clusters Score: Raw -623789.099672 + Penalty 537.082953 = -623252.016718 nChanged 227 SP:Iteration 10Q (34.718158 sec): 3 clusters Score: Raw -623874.329712 + Penalty 537.082953 = -623337.246759 nChanged 195 SP:Iteration 11Q (34.776610 sec): 3 clusters Score: Raw -623940.475515 + Penalty 537.082953 = -623403.392562 nChanged 183 SP:Iteration 12Q (34.825963 sec): 3 clusters Score: Raw -624003.897841 + Penalty 537.082953 = -623466.814888 nChanged 182 SP:Iteration 13Q (34.882584 sec): 3 clusters Score: Raw -624077.118083 + Penalty 537.082953 = -623540.035130 nChanged 199 SP:Iteration 14Q (34.936383 sec): 3 clusters Score: Raw -624171.327526 + Penalty 537.082953 = -623634.244573 nChanged 199 SP:Iteration 15Q (34.996398 sec): 3 clusters Score: Raw -624267.752662 + Penalty 537.082953 = -623730.669709 nChanged 180 SP:Iteration 16Q (35.057205 sec): 3 clusters Score: Raw -624357.032627 + Penalty 537.082953 = -623819.949674 nChanged 178 SP:Iteration 17Q (35.125700 sec): 3 clusters Score: Raw -624426.707406 + Penalty 537.082953 = -623889.624453 nChanged 144 SP:Iteration 18Q (35.175442 sec): 3 clusters Score: Raw -624480.351782 + Penalty 537.082953 = -623943.268829 nChanged 123 SP:Iteration 19Q (35.214407 sec): 3 clusters Score: Raw -624513.900099 + Penalty 537.082953 = -623976.817145 nChanged 95 SP:Iteration 20F (35.263804 sec): 3 clusters Score: Raw -624534.690648 + Penalty 537.082953 = -623997.607695 nChanged 84 SP:Iteration 21Q (35.315411 sec): 3 clusters Score: Raw -624551.150791 + Penalty 537.082953 = -624014.067838 nChanged 77 SP:Iteration 22Q (35.372245 sec): 3 clusters Score: Raw -624563.893215 + Penalty 537.082953 = -624026.810262 nChanged 62 SP:Iteration 23Q (35.416661 sec): 3 clusters Score: Raw -624573.620270 + Penalty 537.082953 = -624036.537317 nChanged 55 SP:Iteration 24Q (35.461512 sec): 3 clusters Score: Raw -624582.231265 + Penalty 537.082953 = -624045.148312 nChanged 47 SP:Iteration 25Q (35.524932 sec): 3 clusters Score: Raw -624591.403596 + Penalty 537.082953 = -624054.320643 nChanged 48 SP:Iteration 26Q (35.570499 sec): 3 clusters Score: Raw -624598.445316 + Penalty 537.082953 = -624061.362362 nChanged 50 SP:Iteration 27Q (35.634793 sec): 3 clusters Score: Raw -624604.278340 + Penalty 537.082953 = -624067.195386 nChanged 38 SP:Iteration 28Q (35.669886 sec): 3 clusters Score: Raw -624606.977723 + Penalty 537.082953 = -624069.894770 nChanged 28 SP:Iteration 29Q (35.729928 sec): 3 clusters Score: Raw -624608.659715 + Penalty 537.082953 = -624071.576762 nChanged 24 SP:Iteration 30Q (35.789322 sec): 3 clusters Score: Raw -624609.959145 + Penalty 537.082953 = -624072.876192 nChanged 15 SP:Iteration 31Q (35.848821 sec): 3 clusters Score: Raw -624610.708855 + Penalty 537.082953 = -624073.625902 nChanged 11 SP:Iteration 32Q (35.890924 sec): 3 clusters Score: Raw -624611.434643 + Penalty 537.082953 = -624074.351690 nChanged 15 SP:Iteration 33Q (35.945465 sec): 3 clusters Score: Raw -624612.316031 + Penalty 537.082953 = -624075.233078 nChanged 20 SP:Iteration 34Q (35.997008 sec): 3 clusters Score: Raw -624613.537292 + Penalty 537.082953 = -624076.454338 nChanged 14 SP:Iteration 35Q (36.051932 sec): 3 clusters Score: Raw -624614.244233 + Penalty 537.082953 = -624077.161280 nChanged 9 SP:Iteration 36Q (36.102905 sec): 3 clusters Score: Raw -624614.747035 + Penalty 537.082953 = -624077.664082 nChanged 11 SP:Iteration 37Q (36.164358 sec): 3 clusters Score: Raw -624615.276576 + Penalty 537.082953 = -624078.193622 nChanged 12 SP:Iteration 38Q (36.214390 sec): 3 clusters Score: Raw -624615.906603 + Penalty 537.082953 = -624078.823650 nChanged 4 SP:Iteration 39Q (36.261688 sec): 3 clusters Score: Raw -624616.212378 + Penalty 537.082953 = -624079.129425 nChanged 11 SP:Iteration 40F (36.305842 sec): 3 clusters Score: Raw -624617.003089 + Penalty 537.082953 = -624079.920136 nChanged 12 SP:Iteration 41Q (36.351844 sec): 3 clusters Score: Raw -624617.522717 + Penalty 537.082953 = -624080.439763 nChanged 10 SP:Iteration 42Q (36.414853 sec): 3 clusters Score: Raw -624618.092067 + Penalty 537.082953 = -624081.009114 nChanged 12 SP:Iteration 43Q (36.456438 sec): 3 clusters Score: Raw -624618.701314 + Penalty 537.082953 = -624081.618360 nChanged 11 SP:Iteration 44Q (36.509638 sec): 3 clusters Score: Raw -624619.200421 + Penalty 537.082953 = -624082.117468 nChanged 12 SP:Iteration 45Q (36.558597 sec): 3 clusters Score: Raw -624619.712759 + Penalty 537.082953 = -624082.629806 nChanged 8 SP:Iteration 46Q (36.610661 sec): 3 clusters Score: Raw -624620.203064 + Penalty 537.082953 = -624083.120111 nChanged 13 SP:Iteration 47Q (36.658625 sec): 3 clusters Score: Raw -624620.887733 + Penalty 537.082953 = -624083.804780 nChanged 9 SP:Iteration 48Q (36.702501 sec): 3 clusters Score: Raw -624621.320584 + Penalty 537.082953 = -624084.237631 nChanged 10 SP:Iteration 49Q (36.753363 sec): 3 clusters Score: Raw -624621.759634 + Penalty 537.082953 = -624084.676681 nChanged 10 SP:Iteration 50Q (36.800899 sec): 3 clusters Score: Raw -624622.065846 + Penalty 537.082953 = -624084.982893 nChanged 3 SP:Iteration 51Q (36.845938 sec): 3 clusters Score: Raw -624622.110023 + Penalty 537.082953 = -624085.027070 nChanged 4 SP:Iteration 52Q (36.893554 sec): 3 clusters Score: Raw -624622.194377 + Penalty 537.082953 = -624085.111424 nChanged 6 SP:Iteration 53Q (36.946817 sec): 3 clusters Score: Raw -624622.356120 + Penalty 537.082953 = -624085.273167 nChanged 7 SP:Iteration 54Q (36.991987 sec): 3 clusters Score: Raw -624622.596583 + Penalty 537.082953 = -624085.513630 nChanged 4 SP:Iteration 55Q (37.042527 sec): 3 clusters Score: Raw -624622.717766 + Penalty 537.082953 = -624085.634813 nChanged 6 SP:Iteration 56Q (37.088212 sec): 3 clusters Score: Raw -624622.970272 + Penalty 537.082953 = -624085.887319 nChanged 8 SP:Iteration 57Q (37.136094 sec): 3 clusters Score: Raw -624623.200319 + Penalty 537.082953 = -624086.117366 nChanged 4 SP:Iteration 58Q (37.197708 sec): 3 clusters Score: Raw -624623.325398 + Penalty 537.082953 = -624086.242445 nChanged 2 SP:Iteration 59Q (37.243914 sec): 3 clusters Score: Raw -624623.462990 + Penalty 537.082953 = -624086.380037 nChanged 2 SP:Iteration 60F (37.292845 sec): 3 clusters Score: Raw -624623.481535 + Penalty 537.082953 = -624086.398582 nChanged 2 SP:Iteration 61Q (37.344828 sec): 3 clusters Score: Raw -624623.492914 + Penalty 537.082953 = -624086.409961 nChanged 1 SP:Iteration 62Q (37.391372 sec): 3 clusters Score: Raw -624623.507124 + Penalty 537.082953 = -624086.424171 nChanged 1 SP:Iteration 63Q (37.454711 sec): 3 clusters Score: Raw -624623.528181 + Penalty 537.082953 = -624086.445228 nChanged 3 SP:Iteration 64Q (37.499811 sec): 3 clusters Score: Raw -624623.573041 + Penalty 537.082953 = -624086.490088 nChanged 3 SP:Iteration 65Q (37.543091 sec): 3 clusters Score: Raw -624623.698824 + Penalty 537.082953 = -624086.615870 nChanged 1 SP:Iteration 66Q (37.593052 sec): 3 clusters Score: Raw -624623.750234 + Penalty 537.082953 = -624086.667281 nChanged 2 SP:Iteration 67Q (37.642482 sec): 3 clusters Score: Raw -624623.829325 + Penalty 537.082953 = -624086.746372 nChanged 4 SP:Iteration 68Q (37.684853 sec): 3 clusters Score: Raw -624623.905111 + Penalty 537.082953 = -624086.822158 nChanged 2 SP:Iteration 69Q (37.736267 sec): 3 clusters Score: Raw -624623.949240 + Penalty 537.082953 = -624086.866287 nChanged 1 SP:Iteration 70Q (37.789216 sec): 3 clusters Score: Raw -624623.973269 + Penalty 537.082953 = -624086.890316 nChanged 3 SP:Iteration 71Q (37.830515 sec): 3 clusters Score: Raw -624624.102512 + Penalty 537.082953 = -624087.019559 nChanged 4 SP:Iteration 72Q (37.887067 sec): 3 clusters Score: Raw -624624.333163 + Penalty 537.082953 = -624087.250210 nChanged 3 SP:Iteration 73Q (37.950359 sec): 3 clusters Score: Raw -624624.385837 + Penalty 537.082953 = -624087.302884 nChanged 2 SP:Iteration 74Q (37.992799 sec): 3 clusters Score: Raw -624624.398982 + Penalty 537.082953 = -624087.316029 nChanged 0 SP:Iteration 75F (38.047821 sec): 3 clusters Score: Raw -624624.398982 + Penalty 537.082953 = -624087.316029 nChanged 0 Trying to split cluster 3 (14708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.079295 sec): 2 clusters Score: Raw -537296.901084 + Penalty 263.894038 = -537033.007046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.130086 sec): 3 clusters Score: Raw -527731.290752 + Penalty 527.788076 = -527203.502675 nChanged 7108 SP:Iteration 1F (38.188646 sec): 3 clusters Score: Raw -532823.821631 + Penalty 527.788076 = -532296.033555 nChanged 1450 SP:Iteration 2F (38.237982 sec): 3 clusters Score: Raw -534237.926491 + Penalty 527.788076 = -533710.138414 nChanged 1659 SP:Iteration 3F (38.285687 sec): 3 clusters Score: Raw -535841.168098 + Penalty 527.788076 = -535313.380022 nChanged 1222 SP:Iteration 4F (38.323730 sec): 3 clusters Score: Raw -536943.370599 + Penalty 527.788076 = -536415.582523 nChanged 687 SP:Iteration 5Q (38.374028 sec): 3 clusters Score: Raw -537449.930070 + Penalty 527.788076 = -536922.141994 nChanged 394 SP:Iteration 6Q (38.421472 sec): 3 clusters Score: Raw -537618.046573 + Penalty 527.788076 = -537090.258497 nChanged 214 SP:Iteration 7Q (38.471347 sec): 3 clusters Score: Raw -537700.779987 + Penalty 527.788076 = -537172.991911 nChanged 154 SP:Iteration 8Q (38.516831 sec): 3 clusters Score: Raw -537750.281807 + Penalty 527.788076 = -537222.493730 nChanged 133 SP:Iteration 9Q (38.554763 sec): 3 clusters Score: Raw -537785.646547 + Penalty 527.788076 = -537257.858471 nChanged 114 SP:Iteration 10Q (38.603827 sec): 3 clusters Score: Raw -537811.846523 + Penalty 527.788076 = -537284.058447 nChanged 117 SP:Iteration 11Q (38.648271 sec): 3 clusters Score: Raw -537839.187606 + Penalty 527.788076 = -537311.399530 nChanged 115 SP:Iteration 12Q (38.706423 sec): 3 clusters Score: Raw -537861.713310 + Penalty 527.788076 = -537333.925234 nChanged 109 SP:Iteration 13Q (38.759331 sec): 3 clusters Score: Raw -537880.456301 + Penalty 527.788076 = -537352.668225 nChanged 95 SP:Iteration 14Q (38.810343 sec): 3 clusters Score: Raw -537897.033447 + Penalty 527.788076 = -537369.245370 nChanged 102 SP:Iteration 15Q (38.857610 sec): 3 clusters Score: Raw -537915.427034 + Penalty 527.788076 = -537387.638958 nChanged 90 SP:Iteration 16Q (38.905658 sec): 3 clusters Score: Raw -537928.793419 + Penalty 527.788076 = -537401.005343 nChanged 79 SP:Iteration 17Q (38.951795 sec): 3 clusters Score: Raw -537940.166320 + Penalty 527.788076 = -537412.378244 nChanged 69 SP:Iteration 18Q (39.004975 sec): 3 clusters Score: Raw -537950.158972 + Penalty 527.788076 = -537422.370896 nChanged 63 SP:Iteration 19Q (39.048959 sec): 3 clusters Score: Raw -537957.651029 + Penalty 527.788076 = -537429.862953 nChanged 49 SP:Iteration 20F (39.100021 sec): 3 clusters Score: Raw -537962.969428 + Penalty 527.788076 = -537435.181352 nChanged 44 SP:Iteration 21Q (39.141801 sec): 3 clusters Score: Raw -537968.172604 + Penalty 527.788076 = -537440.384527 nChanged 44 SP:Iteration 22Q (39.196773 sec): 3 clusters Score: Raw -537973.300724 + Penalty 527.788076 = -537445.512648 nChanged 43 SP:Iteration 23Q (39.242438 sec): 3 clusters Score: Raw -537978.076528 + Penalty 527.788076 = -537450.288452 nChanged 36 SP:Iteration 24Q (39.293627 sec): 3 clusters Score: Raw -537981.688250 + Penalty 527.788076 = -537453.900174 nChanged 34 SP:Iteration 25Q (39.336986 sec): 3 clusters Score: Raw -537984.254898 + Penalty 527.788076 = -537456.466822 nChanged 24 SP:Iteration 26Q (39.387857 sec): 3 clusters Score: Raw -537985.987374 + Penalty 527.788076 = -537458.199297 nChanged 29 SP:Iteration 27Q (39.430112 sec): 3 clusters Score: Raw -537988.171565 + Penalty 527.788076 = -537460.383489 nChanged 30 SP:Iteration 28Q (39.474853 sec): 3 clusters Score: Raw -537990.775333 + Penalty 527.788076 = -537462.987257 nChanged 27 SP:Iteration 29Q (39.521939 sec): 3 clusters Score: Raw -537993.212276 + Penalty 527.788076 = -537465.424200 nChanged 24 SP:Iteration 30Q (39.575636 sec): 3 clusters Score: Raw -537995.505884 + Penalty 527.788076 = -537467.717808 nChanged 26 SP:Iteration 31Q (39.626055 sec): 3 clusters Score: Raw -537998.002892 + Penalty 527.788076 = -537470.214815 nChanged 32 SP:Iteration 32Q (39.669205 sec): 3 clusters Score: Raw -538000.728956 + Penalty 527.788076 = -537472.940880 nChanged 24 SP:Iteration 33Q (39.719403 sec): 3 clusters Score: Raw -538002.128603 + Penalty 527.788076 = -537474.340527 nChanged 20 SP:Iteration 34Q (39.763514 sec): 3 clusters Score: Raw -538003.106537 + Penalty 527.788076 = -537475.318461 nChanged 18 SP:Iteration 35Q (39.804686 sec): 3 clusters Score: Raw -538004.111954 + Penalty 527.788076 = -537476.323877 nChanged 18 SP:Iteration 36Q (39.853284 sec): 3 clusters Score: Raw -538005.115040 + Penalty 527.788076 = -537477.326964 nChanged 17 SP:Iteration 37Q (39.897048 sec): 3 clusters Score: Raw -538006.204730 + Penalty 527.788076 = -537478.416654 nChanged 22 SP:Iteration 38Q (39.944299 sec): 3 clusters Score: Raw -538008.212677 + Penalty 527.788076 = -537480.424601 nChanged 28 SP:Iteration 39Q (40.010953 sec): 3 clusters Score: Raw -538011.192741 + Penalty 527.788076 = -537483.404665 nChanged 26 SP:Iteration 40F (40.058307 sec): 3 clusters Score: Raw -538013.493376 + Penalty 527.788076 = -537485.705299 nChanged 19 SP:Iteration 41Q (40.117727 sec): 3 clusters Score: Raw -538014.903989 + Penalty 527.788076 = -537487.115913 nChanged 22 SP:Iteration 42Q (40.164179 sec): 3 clusters Score: Raw -538016.764862 + Penalty 527.788076 = -537488.976786 nChanged 16 SP:Iteration 43Q (40.197946 sec): 3 clusters Score: Raw -538017.782018 + Penalty 527.788076 = -537489.993942 nChanged 14 SP:Iteration 44Q (40.243651 sec): 3 clusters Score: Raw -538018.733602 + Penalty 527.788076 = -537490.945525 nChanged 18 SP:Iteration 45Q (40.300006 sec): 3 clusters Score: Raw -538019.765293 + Penalty 527.788076 = -537491.977217 nChanged 14 SP:Iteration 46Q (40.354264 sec): 3 clusters Score: Raw -538020.684760 + Penalty 527.788076 = -537492.896684 nChanged 14 SP:Iteration 47Q (40.405402 sec): 3 clusters Score: Raw -538021.652093 + Penalty 527.788076 = -537493.864016 nChanged 17 SP:Iteration 48Q (40.457503 sec): 3 clusters Score: Raw -538022.804414 + Penalty 527.788076 = -537495.016337 nChanged 11 SP:Iteration 49Q (40.518790 sec): 3 clusters Score: Raw -538023.387770 + Penalty 527.788076 = -537495.599694 nChanged 9 SP:Iteration 50Q (40.562679 sec): 3 clusters Score: Raw -538023.740288 + Penalty 527.788076 = -537495.952211 nChanged 4 SP:Iteration 51Q (40.612313 sec): 3 clusters Score: Raw -538023.834664 + Penalty 527.788076 = -537496.046588 nChanged 4 SP:Iteration 52Q (40.662705 sec): 3 clusters Score: Raw -538023.979813 + Penalty 527.788076 = -537496.191737 nChanged 7 SP:Iteration 53Q (40.720845 sec): 3 clusters Score: Raw -538024.199140 + Penalty 527.788076 = -537496.411063 nChanged 6 SP:Iteration 54Q (40.760799 sec): 3 clusters Score: Raw -538024.390927 + Penalty 527.788076 = -537496.602850 nChanged 5 SP:Iteration 55Q (40.816937 sec): 3 clusters Score: Raw -538024.638904 + Penalty 527.788076 = -537496.850828 nChanged 8 SP:Iteration 56Q (40.859821 sec): 3 clusters Score: Raw -538025.090760 + Penalty 527.788076 = -537497.302684 nChanged 10 SP:Iteration 57Q (40.900370 sec): 3 clusters Score: Raw -538025.798239 + Penalty 527.788076 = -537498.010162 nChanged 7 SP:Iteration 58Q (40.950976 sec): 3 clusters Score: Raw -538026.137437 + Penalty 527.788076 = -537498.349361 nChanged 6 SP:Iteration 59Q (41.008430 sec): 3 clusters Score: Raw -538026.470751 + Penalty 527.788076 = -537498.682674 nChanged 6 SP:Iteration 60F (41.057144 sec): 3 clusters Score: Raw -538026.720415 + Penalty 527.788076 = -537498.932338 nChanged 7 SP:Iteration 61Q (41.107116 sec): 3 clusters Score: Raw -538026.899922 + Penalty 527.788076 = -537499.111846 nChanged 3 SP:Iteration 62Q (41.147774 sec): 3 clusters Score: Raw -538026.974440 + Penalty 527.788076 = -537499.186364 nChanged 2 SP:Iteration 63Q (41.211904 sec): 3 clusters Score: Raw -538027.048518 + Penalty 527.788076 = -537499.260441 nChanged 5 SP:Iteration 64Q (41.263990 sec): 3 clusters Score: Raw -538027.250974 + Penalty 527.788076 = -537499.462897 nChanged 4 SP:Iteration 65Q (41.306058 sec): 3 clusters Score: Raw -538027.387014 + Penalty 527.788076 = -537499.598937 nChanged 2 SP:Iteration 66Q (41.363404 sec): 3 clusters Score: Raw -538027.409335 + Penalty 527.788076 = -537499.621259 nChanged 1 SP:Iteration 67Q (41.407869 sec): 3 clusters Score: Raw -538027.430678 + Penalty 527.788076 = -537499.642602 nChanged 2 SP:Iteration 68Q (41.464118 sec): 3 clusters Score: Raw -538027.571049 + Penalty 527.788076 = -537499.782972 nChanged 4 SP:Iteration 69Q (41.515753 sec): 3 clusters Score: Raw -538027.724419 + Penalty 527.788076 = -537499.936343 nChanged 4 SP:Iteration 70Q (41.560801 sec): 3 clusters Score: Raw -538027.952384 + Penalty 527.788076 = -537500.164308 nChanged 5 SP:Iteration 71Q (41.609526 sec): 3 clusters Score: Raw -538028.221684 + Penalty 527.788076 = -537500.433608 nChanged 5 SP:Iteration 72Q (41.653764 sec): 3 clusters Score: Raw -538028.411075 + Penalty 527.788076 = -537500.622999 nChanged 3 SP:Iteration 73Q (41.690320 sec): 3 clusters Score: Raw -538028.559082 + Penalty 527.788076 = -537500.771006 nChanged 4 SP:Iteration 74Q (41.748813 sec): 3 clusters Score: Raw -538028.716584 + Penalty 527.788076 = -537500.928508 nChanged 3 SP:Iteration 75Q (41.797908 sec): 3 clusters Score: Raw -538028.831241 + Penalty 527.788076 = -537501.043165 nChanged 2 SP:Iteration 76Q (41.831104 sec): 3 clusters Score: Raw -538028.849437 + Penalty 527.788076 = -537501.061361 nChanged 1 SP:Iteration 77Q (41.890840 sec): 3 clusters Score: Raw -538028.880182 + Penalty 527.788076 = -537501.092105 nChanged 1 SP:Iteration 78Q (41.937905 sec): 3 clusters Score: Raw -538028.909127 + Penalty 527.788076 = -537501.121051 nChanged 2 SP:Iteration 79Q (41.971566 sec): 3 clusters Score: Raw -538028.943875 + Penalty 527.788076 = -537501.155799 nChanged 1 SP:Iteration 80F (42.018951 sec): 3 clusters Score: Raw -538028.955861 + Penalty 527.788076 = -537501.167784 nChanged 1 SP:Iteration 81Q (42.070441 sec): 3 clusters Score: Raw -538028.960905 + Penalty 527.788076 = -537501.172829 nChanged 0 SP:Iteration 82F (42.123592 sec): 3 clusters Score: Raw -538028.960905 + Penalty 527.788076 = -537501.172829 nChanged 0 Score: Raw -10200077.937889 + Penalty 6892.913666 = -10193185.024223 Splitting cluster 3 changes total score from -10191933.529552 to -10193185.024223 So it's getting split into cluster 20. Trying to split cluster 4 (2326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.917058 sec): 2 clusters Score: Raw -90267.409608 + Penalty 213.177397 = -90054.232212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.955469 sec): 3 clusters Score: Raw -88929.570601 + Penalty 426.354793 = -88503.215807 nChanged 1028 SP:Iteration 1F (44.001980 sec): 3 clusters Score: Raw -89637.533299 + Penalty 426.354793 = -89211.178506 nChanged 217 SP:Iteration 2F (44.051159 sec): 3 clusters Score: Raw -89830.640442 + Penalty 426.354793 = -89404.285648 nChanged 197 SP:Iteration 3F (44.082276 sec): 3 clusters Score: Raw -89991.463766 + Penalty 426.354793 = -89565.108973 nChanged 150 SP:Iteration 4F (44.114924 sec): 3 clusters Score: Raw -90098.975933 + Penalty 426.354793 = -89672.621139 nChanged 90 SP:Iteration 5Q (44.147636 sec): 3 clusters Score: Raw -90157.538183 + Penalty 426.354793 = -89731.183390 nChanged 56 SP:Iteration 6Q (44.178524 sec): 3 clusters Score: Raw -90188.972101 + Penalty 426.354793 = -89762.617308 nChanged 48 SP:Iteration 7Q (44.211639 sec): 3 clusters Score: Raw -90211.599774 + Penalty 426.354793 = -89785.244981 nChanged 39 SP:Iteration 8Q (44.246049 sec): 3 clusters Score: Raw -90227.618956 + Penalty 426.354793 = -89801.264163 nChanged 31 SP:Iteration 9Q (44.279399 sec): 3 clusters Score: Raw -90239.031676 + Penalty 426.354793 = -89812.676883 nChanged 35 SP:Iteration 10Q (44.314447 sec): 3 clusters Score: Raw -90256.384921 + Penalty 426.354793 = -89830.030127 nChanged 45 SP:Iteration 11Q (44.355375 sec): 3 clusters Score: Raw -90274.649599 + Penalty 426.354793 = -89848.294805 nChanged 33 SP:Iteration 12Q (44.388111 sec): 3 clusters Score: Raw -90290.484939 + Penalty 426.354793 = -89864.130146 nChanged 33 SP:Iteration 13Q (44.419682 sec): 3 clusters Score: Raw -90311.054197 + Penalty 426.354793 = -89884.699404 nChanged 45 SP:Iteration 14Q (44.452409 sec): 3 clusters Score: Raw -90350.771400 + Penalty 426.354793 = -89924.416607 nChanged 46 SP:Iteration 15Q (44.485112 sec): 3 clusters Score: Raw -90408.607088 + Penalty 426.354793 = -89982.252295 nChanged 37 SP:Iteration 16Q (44.515769 sec): 3 clusters Score: Raw -90454.963419 + Penalty 426.354793 = -90028.608626 nChanged 32 SP:Iteration 17Q (44.567204 sec): 3 clusters Score: Raw -90478.377391 + Penalty 426.354793 = -90052.022598 nChanged 19 SP:Iteration 18Q (44.618383 sec): 3 clusters Score: Raw -90482.847187 + Penalty 426.354793 = -90056.492394 nChanged 12 SP:Iteration 19Q (44.668187 sec): 3 clusters Score: Raw -90487.069279 + Penalty 426.354793 = -90060.714486 nChanged 13 SP:Iteration 20F (44.724859 sec): 3 clusters Score: Raw -90493.402741 + Penalty 426.354793 = -90067.047948 nChanged 9 SP:Iteration 21Q (44.762390 sec): 3 clusters Score: Raw -90497.046573 + Penalty 426.354793 = -90070.691780 nChanged 12 SP:Iteration 22Q (44.810124 sec): 3 clusters Score: Raw -90501.456558 + Penalty 426.354793 = -90075.101765 nChanged 13 SP:Iteration 23Q (44.853056 sec): 3 clusters Score: Raw -90506.045737 + Penalty 426.354793 = -90079.690943 nChanged 9 SP:Iteration 24Q (44.885673 sec): 3 clusters Score: Raw -90509.043127 + Penalty 426.354793 = -90082.688334 nChanged 10 SP:Iteration 25Q (44.918241 sec): 3 clusters Score: Raw -90511.087796 + Penalty 426.354793 = -90084.733003 nChanged 6 SP:Iteration 26Q (44.948542 sec): 3 clusters Score: Raw -90512.231784 + Penalty 426.354793 = -90085.876991 nChanged 4 SP:Iteration 27Q (44.981093 sec): 3 clusters Score: Raw -90513.347251 + Penalty 426.354793 = -90086.992458 nChanged 6 SP:Iteration 28Q (45.013655 sec): 3 clusters Score: Raw -90514.445274 + Penalty 426.354793 = -90088.090481 nChanged 5 SP:Iteration 29Q (45.040472 sec): 3 clusters Score: Raw -90515.411786 + Penalty 426.354793 = -90089.056993 nChanged 4 SP:Iteration 30Q (45.080494 sec): 3 clusters Score: Raw -90516.063488 + Penalty 426.354793 = -90089.708695 nChanged 4 SP:Iteration 31Q (45.113105 sec): 3 clusters Score: Raw -90516.995614 + Penalty 426.354793 = -90090.640821 nChanged 6 SP:Iteration 32Q (45.149528 sec): 3 clusters Score: Raw -90518.970713 + Penalty 426.354793 = -90092.615920 nChanged 7 SP:Iteration 33Q (45.182060 sec): 3 clusters Score: Raw -90521.516841 + Penalty 426.354793 = -90095.162048 nChanged 6 SP:Iteration 34Q (45.215066 sec): 3 clusters Score: Raw -90522.777104 + Penalty 426.354793 = -90096.422311 nChanged 8 SP:Iteration 35Q (45.247858 sec): 3 clusters Score: Raw -90523.854325 + Penalty 426.354793 = -90097.499531 nChanged 9 SP:Iteration 36Q (45.283166 sec): 3 clusters Score: Raw -90526.356345 + Penalty 426.354793 = -90100.001552 nChanged 11 SP:Iteration 37Q (45.325506 sec): 3 clusters Score: Raw -90529.390714 + Penalty 426.354793 = -90103.035921 nChanged 10 SP:Iteration 38Q (45.366129 sec): 3 clusters Score: Raw -90531.192979 + Penalty 426.354793 = -90104.838186 nChanged 9 SP:Iteration 39Q (45.415997 sec): 3 clusters Score: Raw -90533.141768 + Penalty 426.354793 = -90106.786975 nChanged 15 SP:Iteration 40F (45.456267 sec): 3 clusters Score: Raw -90537.672589 + Penalty 426.354793 = -90111.317796 nChanged 14 SP:Iteration 41Q (45.507214 sec): 3 clusters Score: Raw -90542.319239 + Penalty 426.354793 = -90115.964446 nChanged 8 SP:Iteration 42Q (45.552547 sec): 3 clusters Score: Raw -90543.598761 + Penalty 426.354793 = -90117.243968 nChanged 10 SP:Iteration 43Q (45.603151 sec): 3 clusters Score: Raw -90545.542966 + Penalty 426.354793 = -90119.188172 nChanged 9 SP:Iteration 44Q (45.654527 sec): 3 clusters Score: Raw -90547.381883 + Penalty 426.354793 = -90121.027089 nChanged 7 SP:Iteration 45Q (45.701741 sec): 3 clusters Score: Raw -90549.124984 + Penalty 426.354793 = -90122.770191 nChanged 5 SP:Iteration 46Q (45.744773 sec): 3 clusters Score: Raw -90550.080963 + Penalty 426.354793 = -90123.726169 nChanged 7 SP:Iteration 47Q (45.798564 sec): 3 clusters Score: Raw -90552.170195 + Penalty 426.354793 = -90125.815402 nChanged 11 SP:Iteration 48Q (45.829789 sec): 3 clusters Score: Raw -90554.675720 + Penalty 426.354793 = -90128.320926 nChanged 6 SP:Iteration 49Q (45.887808 sec): 3 clusters Score: Raw -90555.498168 + Penalty 426.354793 = -90129.143375 nChanged 4 SP:Iteration 50Q (45.919179 sec): 3 clusters Score: Raw -90556.007914 + Penalty 426.354793 = -90129.653121 nChanged 4 SP:Iteration 51Q (45.965881 sec): 3 clusters Score: Raw -90556.637824 + Penalty 426.354793 = -90130.283031 nChanged 4 SP:Iteration 52Q (46.009879 sec): 3 clusters Score: Raw -90557.249028 + Penalty 426.354793 = -90130.894234 nChanged 5 SP:Iteration 53Q (46.042600 sec): 3 clusters Score: Raw -90557.857710 + Penalty 426.354793 = -90131.502916 nChanged 6 SP:Iteration 54Q (46.074056 sec): 3 clusters Score: Raw -90558.557820 + Penalty 426.354793 = -90132.203027 nChanged 4 SP:Iteration 55Q (46.106657 sec): 3 clusters Score: Raw -90559.036603 + Penalty 426.354793 = -90132.681810 nChanged 4 SP:Iteration 56Q (46.131795 sec): 3 clusters Score: Raw -90559.622466 + Penalty 426.354793 = -90133.267672 nChanged 4 SP:Iteration 57Q (46.164355 sec): 3 clusters Score: Raw -90560.695898 + Penalty 426.354793 = -90134.341105 nChanged 7 SP:Iteration 58Q (46.196871 sec): 3 clusters Score: Raw -90561.704990 + Penalty 426.354793 = -90135.350197 nChanged 6 SP:Iteration 59Q (46.233820 sec): 3 clusters Score: Raw -90562.574950 + Penalty 426.354793 = -90136.220157 nChanged 10 SP:Iteration 60F (46.278920 sec): 3 clusters Score: Raw -90564.810887 + Penalty 426.354793 = -90138.456094 nChanged 13 SP:Iteration 61Q (46.313871 sec): 3 clusters Score: Raw -90571.311871 + Penalty 426.354793 = -90144.957077 nChanged 24 SP:Iteration 62Q (46.363730 sec): 3 clusters Score: Raw -90586.250686 + Penalty 426.354793 = -90159.895893 nChanged 32 SP:Iteration 63Q (46.408457 sec): 3 clusters Score: Raw -90613.083027 + Penalty 426.354793 = -90186.728234 nChanged 50 SP:Iteration 64Q (46.458383 sec): 3 clusters Score: Raw -90679.261854 + Penalty 426.354793 = -90252.907061 nChanged 78 SP:Iteration 65Q (46.504781 sec): 3 clusters Score: Raw -90802.948509 + Penalty 426.354793 = -90376.593716 nChanged 66 SP:Iteration 66Q (46.550481 sec): 3 clusters Score: Raw -90891.292645 + Penalty 426.354793 = -90464.937852 nChanged 43 SP:Iteration 67Q (46.600753 sec): 3 clusters Score: Raw -90932.006034 + Penalty 426.354793 = -90505.651241 nChanged 25 SP:Iteration 68Q (46.646861 sec): 3 clusters Score: Raw -90944.372789 + Penalty 426.354793 = -90518.017996 nChanged 16 SP:Iteration 69Q (46.697502 sec): 3 clusters Score: Raw -90950.187255 + Penalty 426.354793 = -90523.832461 nChanged 12 SP:Iteration 70Q (46.742913 sec): 3 clusters Score: Raw -90953.629786 + Penalty 426.354793 = -90527.274992 nChanged 7 SP:Iteration 71Q (46.801106 sec): 3 clusters Score: Raw -90955.530581 + Penalty 426.354793 = -90529.175788 nChanged 5 SP:Iteration 72Q (46.850255 sec): 3 clusters Score: Raw -90956.400024 + Penalty 426.354793 = -90530.045230 nChanged 4 SP:Iteration 73Q (46.883153 sec): 3 clusters Score: Raw -90956.940912 + Penalty 426.354793 = -90530.586118 nChanged 1 SP:Iteration 74Q (46.933126 sec): 3 clusters Score: Raw -90956.977420 + Penalty 426.354793 = -90530.622627 nChanged 0 SP:Iteration 75F (46.979720 sec): 3 clusters Score: Raw -90956.977420 + Penalty 426.354793 = -90530.622627 nChanged 0 Score: Raw -10200767.505700 + Penalty 7237.559349 = -10193529.946352 Splitting cluster 4 changes total score from -10191933.529552 to -10193529.946352 So it's getting split into cluster 21. Trying to split cluster 5 (865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.805396 sec): 2 clusters Score: Raw -34471.347139 + Penalty 185.975061 = -34285.372078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.841157 sec): 3 clusters Score: Raw -34002.630460 + Penalty 371.950123 = -33630.680337 nChanged 357 SP:Iteration 1F (48.885937 sec): 3 clusters Score: Raw -34287.576629 + Penalty 371.950123 = -33915.626506 nChanged 68 SP:Iteration 2F (48.924475 sec): 3 clusters Score: Raw -34336.560944 + Penalty 371.950123 = -33964.610821 nChanged 53 SP:Iteration 3F (48.958244 sec): 3 clusters Score: Raw -34371.823255 + Penalty 371.950123 = -33999.873132 nChanged 38 SP:Iteration 4Q (49.002098 sec): 3 clusters Score: Raw -34399.023792 + Penalty 371.950123 = -34027.073669 nChanged 35 SP:Iteration 5Q (49.037102 sec): 3 clusters Score: Raw -34419.197855 + Penalty 371.950123 = -34047.247732 nChanged 25 SP:Iteration 6Q (49.071177 sec): 3 clusters Score: Raw -34439.492196 + Penalty 371.950123 = -34067.542073 nChanged 25 SP:Iteration 7Q (49.104686 sec): 3 clusters Score: Raw -34459.523909 + Penalty 371.950123 = -34087.573787 nChanged 26 SP:Iteration 8Q (49.137344 sec): 3 clusters Score: Raw -34482.972176 + Penalty 371.950123 = -34111.022053 nChanged 25 SP:Iteration 9Q (49.179386 sec): 3 clusters Score: Raw -34498.271213 + Penalty 371.950123 = -34126.321091 nChanged 23 SP:Iteration 10Q (49.210055 sec): 3 clusters Score: Raw -34515.131739 + Penalty 371.950123 = -34143.181616 nChanged 22 SP:Iteration 11Q (49.247089 sec): 3 clusters Score: Raw -34535.314505 + Penalty 371.950123 = -34163.364382 nChanged 21 SP:Iteration 12Q (49.282855 sec): 3 clusters Score: Raw -34551.461784 + Penalty 371.950123 = -34179.511661 nChanged 15 SP:Iteration 13Q (49.337233 sec): 3 clusters Score: Raw -34559.169138 + Penalty 371.950123 = -34187.219015 nChanged 4 SP:Iteration 14Q (49.369821 sec): 3 clusters Score: Raw -34560.274915 + Penalty 371.950123 = -34188.324792 nChanged 4 SP:Iteration 15Q (49.403598 sec): 3 clusters Score: Raw -34560.911527 + Penalty 371.950123 = -34188.961404 nChanged 2 SP:Iteration 16Q (49.447371 sec): 3 clusters Score: Raw -34560.989948 + Penalty 371.950123 = -34189.039825 nChanged 0 SP:Iteration 17F (49.502438 sec): 3 clusters Score: Raw -34560.989948 + Penalty 371.950123 = -34189.039825 nChanged 0 Trying to split cluster 6 (5803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.526863 sec): 2 clusters Score: Raw -201082.776422 + Penalty 238.318583 = -200844.457839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.566975 sec): 3 clusters Score: Raw -197498.105707 + Penalty 476.637167 = -197021.468540 nChanged 2723 SP:Iteration 1F (49.603594 sec): 3 clusters Score: Raw -199324.865122 + Penalty 476.637167 = -198848.227955 nChanged 442 SP:Iteration 2F (49.633473 sec): 3 clusters Score: Raw -199634.660050 + Penalty 476.637167 = -199158.022883 nChanged 463 SP:Iteration 3F (49.673445 sec): 3 clusters Score: Raw -199949.729401 + Penalty 476.637167 = -199473.092234 nChanged 410 SP:Iteration 4F (49.721026 sec): 3 clusters Score: Raw -200183.513383 + Penalty 476.637167 = -199706.876217 nChanged 295 SP:Iteration 5F (49.761570 sec): 3 clusters Score: Raw -200336.267429 + Penalty 476.637167 = -199859.630262 nChanged 243 SP:Iteration 6Q (49.799060 sec): 3 clusters Score: Raw -200473.017076 + Penalty 476.637167 = -199996.379909 nChanged 210 SP:Iteration 7Q (49.829155 sec): 3 clusters Score: Raw -200570.197883 + Penalty 476.637167 = -200093.560716 nChanged 161 SP:Iteration 8Q (49.876541 sec): 3 clusters Score: Raw -200641.432399 + Penalty 476.637167 = -200164.795232 nChanged 126 SP:Iteration 9Q (49.904384 sec): 3 clusters Score: Raw -200685.836063 + Penalty 476.637167 = -200209.198896 nChanged 93 SP:Iteration 10Q (49.958346 sec): 3 clusters Score: Raw -200715.174543 + Penalty 476.637167 = -200238.537376 nChanged 82 SP:Iteration 11Q (49.990539 sec): 3 clusters Score: Raw -200739.622937 + Penalty 476.637167 = -200262.985770 nChanged 60 SP:Iteration 12Q (50.032984 sec): 3 clusters Score: Raw -200757.544319 + Penalty 476.637167 = -200280.907152 nChanged 52 SP:Iteration 13Q (50.079205 sec): 3 clusters Score: Raw -200768.795932 + Penalty 476.637167 = -200292.158765 nChanged 46 SP:Iteration 14Q (50.130687 sec): 3 clusters Score: Raw -200780.337990 + Penalty 476.637167 = -200303.700823 nChanged 58 SP:Iteration 15Q (50.174583 sec): 3 clusters Score: Raw -200794.622660 + Penalty 476.637167 = -200317.985493 nChanged 41 SP:Iteration 16Q (50.220467 sec): 3 clusters Score: Raw -200803.118719 + Penalty 476.637167 = -200326.481552 nChanged 33 SP:Iteration 17Q (50.272242 sec): 3 clusters Score: Raw -200810.291377 + Penalty 476.637167 = -200333.654210 nChanged 34 SP:Iteration 18Q (50.329525 sec): 3 clusters Score: Raw -200818.971020 + Penalty 476.637167 = -200342.333853 nChanged 39 SP:Iteration 19Q (50.362060 sec): 3 clusters Score: Raw -200829.291395 + Penalty 476.637167 = -200352.654228 nChanged 43 SP:Iteration 20F (50.399354 sec): 3 clusters Score: Raw -200840.404818 + Penalty 476.637167 = -200363.767652 nChanged 46 SP:Iteration 21Q (50.451185 sec): 3 clusters Score: Raw -200854.808045 + Penalty 476.637167 = -200378.170878 nChanged 41 SP:Iteration 22Q (50.492137 sec): 3 clusters Score: Raw -200868.185816 + Penalty 476.637167 = -200391.548650 nChanged 51 SP:Iteration 23Q (50.528598 sec): 3 clusters Score: Raw -200888.218061 + Penalty 476.637167 = -200411.580894 nChanged 41 SP:Iteration 24Q (50.565350 sec): 3 clusters Score: Raw -200900.994798 + Penalty 476.637167 = -200424.357632 nChanged 33 SP:Iteration 25Q (50.602107 sec): 3 clusters Score: Raw -200915.942807 + Penalty 476.637167 = -200439.305640 nChanged 45 SP:Iteration 26Q (50.632216 sec): 3 clusters Score: Raw -200945.268726 + Penalty 476.637167 = -200468.631559 nChanged 58 SP:Iteration 27Q (50.671875 sec): 3 clusters Score: Raw -201017.500467 + Penalty 476.637167 = -200540.863300 nChanged 79 SP:Iteration 28Q (50.716756 sec): 3 clusters Score: Raw -201179.088390 + Penalty 476.637167 = -200702.451223 nChanged 75 SP:Iteration 29Q (50.752725 sec): 3 clusters Score: Raw -201298.107176 + Penalty 476.637167 = -200821.470009 nChanged 58 SP:Iteration 30Q (50.788595 sec): 3 clusters Score: Raw -201344.208612 + Penalty 476.637167 = -200867.571445 nChanged 44 SP:Iteration 31Q (50.844803 sec): 3 clusters Score: Raw -201367.725241 + Penalty 476.637167 = -200891.088075 nChanged 36 SP:Iteration 32Q (50.885079 sec): 3 clusters Score: Raw -201384.661183 + Penalty 476.637167 = -200908.024016 nChanged 23 SP:Iteration 33Q (50.916094 sec): 3 clusters Score: Raw -201391.653133 + Penalty 476.637167 = -200915.015966 nChanged 26 SP:Iteration 34Q (50.966281 sec): 3 clusters Score: Raw -201400.301868 + Penalty 476.637167 = -200923.664701 nChanged 16 SP:Iteration 35Q (51.028256 sec): 3 clusters Score: Raw -201403.466733 + Penalty 476.637167 = -200926.829566 nChanged 8 SP:Iteration 36Q (51.064066 sec): 3 clusters Score: Raw -201404.531383 + Penalty 476.637167 = -200927.894216 nChanged 6 SP:Iteration 37Q (51.119707 sec): 3 clusters Score: Raw -201405.229228 + Penalty 476.637167 = -200928.592061 nChanged 4 SP:Iteration 38Q (51.155818 sec): 3 clusters Score: Raw -201405.755765 + Penalty 476.637167 = -200929.118598 nChanged 3 SP:Iteration 39Q (51.201341 sec): 3 clusters Score: Raw -201406.004209 + Penalty 476.637167 = -200929.367042 nChanged 1 SP:Iteration 40F (51.240747 sec): 3 clusters Score: Raw -201406.068960 + Penalty 476.637167 = -200929.431793 nChanged 1 SP:Iteration 41Q (51.277303 sec): 3 clusters Score: Raw -201406.161660 + Penalty 476.637167 = -200929.524493 nChanged 1 SP:Iteration 42Q (51.314118 sec): 3 clusters Score: Raw -201406.296920 + Penalty 476.637167 = -200929.659753 nChanged 2 SP:Iteration 43Q (51.365023 sec): 3 clusters Score: Raw -201406.501146 + Penalty 476.637167 = -200929.863979 nChanged 4 SP:Iteration 44Q (51.407005 sec): 3 clusters Score: Raw -201406.845911 + Penalty 476.637167 = -200930.208744 nChanged 1 SP:Iteration 45Q (51.447238 sec): 3 clusters Score: Raw -201406.925712 + Penalty 476.637167 = -200930.288545 nChanged 1 SP:Iteration 46Q (51.483269 sec): 3 clusters Score: Raw -201407.171021 + Penalty 476.637167 = -200930.533854 nChanged 1 SP:Iteration 47Q (51.519314 sec): 3 clusters Score: Raw -201407.284324 + Penalty 476.637167 = -200930.647157 nChanged 1 SP:Iteration 48Q (51.560839 sec): 3 clusters Score: Raw -201407.304817 + Penalty 476.637167 = -200930.667650 nChanged 0 SP:Iteration 49F (51.604424 sec): 3 clusters Score: Raw -201407.304817 + Penalty 476.637167 = -200930.667650 nChanged 0 Score: Raw -10201092.034095 + Penalty 7582.205032 = -10193509.829063 Splitting cluster 6 changes total score from -10191933.529552 to -10193509.829063 So it's getting split into cluster 22. Trying to split cluster 8 (1664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.502005 sec): 2 clusters Score: Raw -61732.072356 + Penalty 203.966940 = -61528.105416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.543872 sec): 3 clusters Score: Raw -60812.803911 + Penalty 407.933879 = -60404.870032 nChanged 739 SP:Iteration 1F (53.593063 sec): 3 clusters Score: Raw -61594.825122 + Penalty 407.933879 = -61186.891242 nChanged 157 SP:Iteration 2F (53.638471 sec): 3 clusters Score: Raw -61769.291774 + Penalty 407.933879 = -61361.357895 nChanged 79 SP:Iteration 3Q (53.683145 sec): 3 clusters Score: Raw -61829.719266 + Penalty 407.933879 = -61421.785387 nChanged 51 SP:Iteration 4Q (53.726595 sec): 3 clusters Score: Raw -61859.436078 + Penalty 407.933879 = -61451.502199 nChanged 27 SP:Iteration 5Q (53.769356 sec): 3 clusters Score: Raw -61877.986947 + Penalty 407.933879 = -61470.053068 nChanged 23 SP:Iteration 6Q (53.812483 sec): 3 clusters Score: Raw -61892.205958 + Penalty 407.933879 = -61484.272079 nChanged 18 SP:Iteration 7Q (53.856457 sec): 3 clusters Score: Raw -61900.752554 + Penalty 407.933879 = -61492.818675 nChanged 10 SP:Iteration 8Q (53.906075 sec): 3 clusters Score: Raw -61905.763313 + Penalty 407.933879 = -61497.829434 nChanged 11 SP:Iteration 9Q (53.954117 sec): 3 clusters Score: Raw -61914.318978 + Penalty 407.933879 = -61506.385099 nChanged 8 SP:Iteration 10Q (53.989366 sec): 3 clusters Score: Raw -61920.090497 + Penalty 407.933879 = -61512.156617 nChanged 14 SP:Iteration 11Q (54.021585 sec): 3 clusters Score: Raw -61926.126855 + Penalty 407.933879 = -61518.192976 nChanged 10 SP:Iteration 12Q (54.052896 sec): 3 clusters Score: Raw -61929.921548 + Penalty 407.933879 = -61521.987669 nChanged 9 SP:Iteration 13Q (54.092545 sec): 3 clusters Score: Raw -61933.021415 + Penalty 407.933879 = -61525.087536 nChanged 4 SP:Iteration 14Q (54.130346 sec): 3 clusters Score: Raw -61933.897311 + Penalty 407.933879 = -61525.963432 nChanged 4 SP:Iteration 15Q (54.171174 sec): 3 clusters Score: Raw -61934.821138 + Penalty 407.933879 = -61526.887258 nChanged 0 SP:Iteration 16F (54.202808 sec): 3 clusters Score: Raw -61934.821138 + Penalty 407.933879 = -61526.887258 nChanged 0 Trying to split cluster 9 (2482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.222902 sec): 2 clusters Score: Raw -77182.369324 + Penalty 214.962549 = -76967.406775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.252950 sec): 3 clusters Score: Raw -75824.562375 + Penalty 429.925098 = -75394.637277 nChanged 1059 SP:Iteration 1F (54.285249 sec): 3 clusters Score: Raw -76627.128136 + Penalty 429.925098 = -76197.203038 nChanged 237 SP:Iteration 2F (54.316278 sec): 3 clusters Score: Raw -76837.523750 + Penalty 429.925098 = -76407.598651 nChanged 195 SP:Iteration 3F (54.350405 sec): 3 clusters Score: Raw -77015.547030 + Penalty 429.925098 = -76585.621932 nChanged 172 SP:Iteration 4F (54.377300 sec): 3 clusters Score: Raw -77160.009663 + Penalty 429.925098 = -76730.084565 nChanged 110 SP:Iteration 5Q (54.425371 sec): 3 clusters Score: Raw -77239.289632 + Penalty 429.925098 = -76809.364534 nChanged 87 SP:Iteration 6Q (54.468692 sec): 3 clusters Score: Raw -77286.297174 + Penalty 429.925098 = -76856.372076 nChanged 53 SP:Iteration 7Q (54.509006 sec): 3 clusters Score: Raw -77322.981976 + Penalty 429.925098 = -76893.056878 nChanged 45 SP:Iteration 8Q (54.556601 sec): 3 clusters Score: Raw -77360.719318 + Penalty 429.925098 = -76930.794220 nChanged 54 SP:Iteration 9Q (54.607146 sec): 3 clusters Score: Raw -77469.364074 + Penalty 429.925098 = -77039.438976 nChanged 72 SP:Iteration 10Q (54.654188 sec): 3 clusters Score: Raw -77711.943500 + Penalty 429.925098 = -77282.018401 nChanged 79 SP:Iteration 11Q (54.700531 sec): 3 clusters Score: Raw -77881.419990 + Penalty 429.925098 = -77451.494891 nChanged 37 SP:Iteration 12Q (54.740608 sec): 3 clusters Score: Raw -77902.384874 + Penalty 429.925098 = -77472.459775 nChanged 20 SP:Iteration 13Q (54.783086 sec): 3 clusters Score: Raw -77907.825153 + Penalty 429.925098 = -77477.900055 nChanged 12 SP:Iteration 14Q (54.827496 sec): 3 clusters Score: Raw -77910.056535 + Penalty 429.925098 = -77480.131437 nChanged 4 SP:Iteration 15Q (54.862615 sec): 3 clusters Score: Raw -77910.718697 + Penalty 429.925098 = -77480.793599 nChanged 4 SP:Iteration 16Q (54.909262 sec): 3 clusters Score: Raw -77911.442721 + Penalty 429.925098 = -77481.517623 nChanged 4 SP:Iteration 17Q (54.931740 sec): 3 clusters Score: Raw -77911.914925 + Penalty 429.925098 = -77481.989827 nChanged 1 SP:Iteration 18Q (54.978714 sec): 3 clusters Score: Raw -77912.024149 + Penalty 429.925098 = -77482.099051 nChanged 1 SP:Iteration 19Q (55.020759 sec): 3 clusters Score: Raw -77912.138509 + Penalty 429.925098 = -77482.213410 nChanged 1 SP:Iteration 20F (55.053238 sec): 3 clusters Score: Raw -77912.807475 + Penalty 429.925098 = -77482.882377 nChanged 1 SP:Iteration 21Q (55.085855 sec): 3 clusters Score: Raw -77913.236723 + Penalty 429.925098 = -77483.311625 nChanged 0 SP:Iteration 22F (55.118254 sec): 3 clusters Score: Raw -77913.236723 + Penalty 429.925098 = -77483.311625 nChanged 0 Score: Raw -10201822.901494 + Penalty 7926.850715 = -10193896.050779 Splitting cluster 9 changes total score from -10191933.529552 to -10193896.050779 So it's getting split into cluster 23. Trying to split cluster 10 (3785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.131246 sec): 2 clusters Score: Raw -113580.079908 + Penalty 226.567032 = -113353.512876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.159019 sec): 3 clusters Score: Raw -111289.175630 + Penalty 453.134064 = -110836.041566 nChanged 1767 SP:Iteration 1F (57.209589 sec): 3 clusters Score: Raw -112415.658877 + Penalty 453.134064 = -111962.524813 nChanged 385 SP:Iteration 2F (57.260812 sec): 3 clusters Score: Raw -112824.159142 + Penalty 453.134064 = -112371.025077 nChanged 391 SP:Iteration 3F (57.311292 sec): 3 clusters Score: Raw -113225.816096 + Penalty 453.134064 = -112772.682032 nChanged 344 SP:Iteration 4F (57.360504 sec): 3 clusters Score: Raw -113624.902177 + Penalty 453.134064 = -113171.768113 nChanged 282 SP:Iteration 5F (57.408707 sec): 3 clusters Score: Raw -113915.212060 + Penalty 453.134064 = -113462.077996 nChanged 215 SP:Iteration 6F (57.462074 sec): 3 clusters Score: Raw -114079.669069 + Penalty 453.134064 = -113626.535005 nChanged 156 SP:Iteration 7Q (57.496845 sec): 3 clusters Score: Raw -114169.110794 + Penalty 453.134064 = -113715.976730 nChanged 106 SP:Iteration 8Q (57.551689 sec): 3 clusters Score: Raw -114208.432464 + Penalty 453.134064 = -113755.298400 nChanged 65 SP:Iteration 9Q (57.588098 sec): 3 clusters Score: Raw -114223.518955 + Penalty 453.134064 = -113770.384891 nChanged 43 SP:Iteration 10Q (57.632758 sec): 3 clusters Score: Raw -114235.713170 + Penalty 453.134064 = -113782.579106 nChanged 40 SP:Iteration 11Q (57.676602 sec): 3 clusters Score: Raw -114247.231077 + Penalty 453.134064 = -113794.097013 nChanged 40 SP:Iteration 12Q (57.714389 sec): 3 clusters Score: Raw -114258.520190 + Penalty 453.134064 = -113805.386126 nChanged 32 SP:Iteration 13Q (57.748643 sec): 3 clusters Score: Raw -114267.769174 + Penalty 453.134064 = -113814.635110 nChanged 38 SP:Iteration 14Q (57.782699 sec): 3 clusters Score: Raw -114276.032779 + Penalty 453.134064 = -113822.898715 nChanged 31 SP:Iteration 15Q (57.816886 sec): 3 clusters Score: Raw -114281.996117 + Penalty 453.134064 = -113828.862053 nChanged 28 SP:Iteration 16Q (57.850766 sec): 3 clusters Score: Raw -114287.778396 + Penalty 453.134064 = -113834.644332 nChanged 20 SP:Iteration 17Q (57.883386 sec): 3 clusters Score: Raw -114290.497652 + Penalty 453.134064 = -113837.363587 nChanged 17 SP:Iteration 18Q (57.910385 sec): 3 clusters Score: Raw -114292.767471 + Penalty 453.134064 = -113839.633407 nChanged 13 SP:Iteration 19Q (57.946629 sec): 3 clusters Score: Raw -114294.292999 + Penalty 453.134064 = -113841.158935 nChanged 12 SP:Iteration 20F (57.991475 sec): 3 clusters Score: Raw -114295.356867 + Penalty 453.134064 = -113842.222803 nChanged 10 SP:Iteration 21Q (58.022597 sec): 3 clusters Score: Raw -114296.584482 + Penalty 453.134064 = -113843.450417 nChanged 12 SP:Iteration 22Q (58.066659 sec): 3 clusters Score: Raw -114297.965698 + Penalty 453.134064 = -113844.831634 nChanged 11 SP:Iteration 23Q (58.078166 sec): 3 clusters Score: Raw -114299.001835 + Penalty 453.134064 = -113845.867771 nChanged 11 SP:Iteration 24Q (58.086258 sec): 3 clusters Score: Raw -114299.958658 + Penalty 453.134064 = -113846.824593 nChanged 10 SP:Iteration 25Q (58.094157 sec): 3 clusters Score: Raw -114301.051906 + Penalty 453.134064 = -113847.917842 nChanged 9 SP:Iteration 26Q (58.102104 sec): 3 clusters Score: Raw -114301.690067 + Penalty 453.134064 = -113848.556003 nChanged 3 SP:Iteration 27Q (58.109997 sec): 3 clusters Score: Raw -114302.020977 + Penalty 453.134064 = -113848.886912 nChanged 3 SP:Iteration 28Q (58.117931 sec): 3 clusters Score: Raw -114302.293026 + Penalty 453.134064 = -113849.158962 nChanged 2 SP:Iteration 29Q (58.125826 sec): 3 clusters Score: Raw -114302.399934 + Penalty 453.134064 = -113849.265870 nChanged 1 SP:Iteration 30Q (58.133997 sec): 3 clusters Score: Raw -114302.438536 + Penalty 453.134064 = -113849.304472 nChanged 1 SP:Iteration 31Q (58.170664 sec): 3 clusters Score: Raw -114302.476435 + Penalty 453.134064 = -113849.342371 nChanged 1 SP:Iteration 32Q (58.213943 sec): 3 clusters Score: Raw -114302.557321 + Penalty 453.134064 = -113849.423257 nChanged 0 SP:Iteration 33F (58.262977 sec): 3 clusters Score: Raw -114302.557321 + Penalty 453.134064 = -113849.423257 nChanged 0 Score: Raw -10202545.378908 + Penalty 8271.496399 = -10194273.882509 Splitting cluster 10 changes total score from -10191933.529552 to -10194273.882509 So it's getting split into cluster 24. Trying to split cluster 11 (28326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.430134 sec): 2 clusters Score: Raw -1150062.167520 + Penalty 281.917223 = -1149780.250297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.483297 sec): 3 clusters Score: Raw -1131390.996326 + Penalty 563.834446 = -1130827.161879 nChanged 13764 SP:Iteration 1F (60.550637 sec): 3 clusters Score: Raw -1142684.125474 + Penalty 563.834446 = -1142120.291027 nChanged 2885 SP:Iteration 2F (60.611526 sec): 3 clusters Score: Raw -1145371.881139 + Penalty 563.834446 = -1144808.046693 nChanged 2641 SP:Iteration 3F (60.665273 sec): 3 clusters Score: Raw -1147432.781490 + Penalty 563.834446 = -1146868.947043 nChanged 2002 SP:Iteration 4F (60.731229 sec): 3 clusters Score: Raw -1148890.114869 + Penalty 563.834446 = -1148326.280422 nChanged 1400 SP:Iteration 5Q (60.789316 sec): 3 clusters Score: Raw -1149897.598930 + Penalty 563.834446 = -1149333.764483 nChanged 1081 SP:Iteration 6Q (60.853364 sec): 3 clusters Score: Raw -1150669.251311 + Penalty 563.834446 = -1150105.416864 nChanged 921 SP:Iteration 7Q (60.926585 sec): 3 clusters Score: Raw -1151292.302100 + Penalty 563.834446 = -1150728.467653 nChanged 810 SP:Iteration 8Q (60.980465 sec): 3 clusters Score: Raw -1151838.956907 + Penalty 563.834446 = -1151275.122460 nChanged 726 SP:Iteration 9Q (61.048910 sec): 3 clusters Score: Raw -1152276.770208 + Penalty 563.834446 = -1151712.935762 nChanged 607 SP:Iteration 10Q (61.106532 sec): 3 clusters Score: Raw -1152584.924681 + Penalty 563.834446 = -1152021.090235 nChanged 492 SP:Iteration 11Q (61.164920 sec): 3 clusters Score: Raw -1152769.916657 + Penalty 563.834446 = -1152206.082210 nChanged 344 SP:Iteration 12Q (61.230626 sec): 3 clusters Score: Raw -1152872.675053 + Penalty 563.834446 = -1152308.840606 nChanged 259 SP:Iteration 13Q (61.287074 sec): 3 clusters Score: Raw -1152941.351263 + Penalty 563.834446 = -1152377.516817 nChanged 233 SP:Iteration 14Q (61.359522 sec): 3 clusters Score: Raw -1153000.847200 + Penalty 563.834446 = -1152437.012753 nChanged 181 SP:Iteration 15Q (61.412827 sec): 3 clusters Score: Raw -1153039.981086 + Penalty 563.834446 = -1152476.146639 nChanged 167 SP:Iteration 16Q (61.471968 sec): 3 clusters Score: Raw -1153078.992035 + Penalty 563.834446 = -1152515.157589 nChanged 155 SP:Iteration 17Q (61.518719 sec): 3 clusters Score: Raw -1153117.111468 + Penalty 563.834446 = -1152553.277021 nChanged 130 SP:Iteration 18Q (61.587282 sec): 3 clusters Score: Raw -1153142.476703 + Penalty 563.834446 = -1152578.642256 nChanged 116 SP:Iteration 19Q (61.649826 sec): 3 clusters Score: Raw -1153164.702247 + Penalty 563.834446 = -1152600.867800 nChanged 108 SP:Iteration 20F (61.718058 sec): 3 clusters Score: Raw -1153190.107026 + Penalty 563.834446 = -1152626.272580 nChanged 99 SP:Iteration 21Q (61.776625 sec): 3 clusters Score: Raw -1153208.693519 + Penalty 563.834446 = -1152644.859072 nChanged 96 SP:Iteration 22Q (61.833369 sec): 3 clusters Score: Raw -1153226.083471 + Penalty 563.834446 = -1152662.249025 nChanged 83 SP:Iteration 23Q (61.887711 sec): 3 clusters Score: Raw -1153242.852088 + Penalty 563.834446 = -1152679.017642 nChanged 69 SP:Iteration 24Q (61.944605 sec): 3 clusters Score: Raw -1153254.599153 + Penalty 563.834446 = -1152690.764706 nChanged 73 SP:Iteration 25Q (61.992117 sec): 3 clusters Score: Raw -1153264.599274 + Penalty 563.834446 = -1152700.764828 nChanged 65 SP:Iteration 26Q (62.052573 sec): 3 clusters Score: Raw -1153273.121954 + Penalty 563.834446 = -1152709.287508 nChanged 68 SP:Iteration 27Q (62.096668 sec): 3 clusters Score: Raw -1153283.088926 + Penalty 563.834446 = -1152719.254479 nChanged 75 SP:Iteration 28Q (62.154461 sec): 3 clusters Score: Raw -1153292.187806 + Penalty 563.834446 = -1152728.353359 nChanged 57 SP:Iteration 29Q (62.217904 sec): 3 clusters Score: Raw -1153300.096595 + Penalty 563.834446 = -1152736.262148 nChanged 55 SP:Iteration 30Q (62.263201 sec): 3 clusters Score: Raw -1153310.691450 + Penalty 563.834446 = -1152746.857004 nChanged 69 SP:Iteration 31Q (62.323862 sec): 3 clusters Score: Raw -1153326.285804 + Penalty 563.834446 = -1152762.451357 nChanged 78 SP:Iteration 32Q (62.384110 sec): 3 clusters Score: Raw -1153346.338674 + Penalty 563.834446 = -1152782.504227 nChanged 86 SP:Iteration 33Q (62.440314 sec): 3 clusters Score: Raw -1153370.703107 + Penalty 563.834446 = -1152806.868660 nChanged 94 SP:Iteration 34Q (62.500166 sec): 3 clusters Score: Raw -1153401.474497 + Penalty 563.834446 = -1152837.640051 nChanged 99 SP:Iteration 35Q (62.545346 sec): 3 clusters Score: Raw -1153447.082238 + Penalty 563.834446 = -1152883.247792 nChanged 121 SP:Iteration 36Q (62.597564 sec): 3 clusters Score: Raw -1153500.368554 + Penalty 563.834446 = -1152936.534108 nChanged 122 SP:Iteration 37Q (62.649825 sec): 3 clusters Score: Raw -1153575.880235 + Penalty 563.834446 = -1153012.045789 nChanged 132 SP:Iteration 38Q (62.708408 sec): 3 clusters Score: Raw -1153662.304435 + Penalty 563.834446 = -1153098.469989 nChanged 139 SP:Iteration 39Q (62.760908 sec): 3 clusters Score: Raw -1153740.011091 + Penalty 563.834446 = -1153176.176644 nChanged 115 SP:Iteration 40F (62.819606 sec): 3 clusters Score: Raw -1153786.127472 + Penalty 563.834446 = -1153222.293026 nChanged 97 SP:Iteration 41Q (62.866071 sec): 3 clusters Score: Raw -1153813.410244 + Penalty 563.834446 = -1153249.575797 nChanged 85 SP:Iteration 42Q (62.926145 sec): 3 clusters Score: Raw -1153832.101649 + Penalty 563.834446 = -1153268.267202 nChanged 75 SP:Iteration 43Q (62.975772 sec): 3 clusters Score: Raw -1153845.251551 + Penalty 563.834446 = -1153281.417104 nChanged 50 SP:Iteration 44Q (63.046270 sec): 3 clusters Score: Raw -1153852.850390 + Penalty 563.834446 = -1153289.015943 nChanged 38 SP:Iteration 45Q (63.106777 sec): 3 clusters Score: Raw -1153856.111894 + Penalty 563.834446 = -1153292.277448 nChanged 36 SP:Iteration 46Q (63.167193 sec): 3 clusters Score: Raw -1153858.558305 + Penalty 563.834446 = -1153294.723859 nChanged 36 SP:Iteration 47Q (63.228316 sec): 3 clusters Score: Raw -1153861.207464 + Penalty 563.834446 = -1153297.373017 nChanged 28 SP:Iteration 48Q (63.290156 sec): 3 clusters Score: Raw -1153863.002611 + Penalty 563.834446 = -1153299.168165 nChanged 28 SP:Iteration 49Q (63.344926 sec): 3 clusters Score: Raw -1153865.690425 + Penalty 563.834446 = -1153301.855979 nChanged 29 SP:Iteration 50Q (63.411372 sec): 3 clusters Score: Raw -1153868.076268 + Penalty 563.834446 = -1153304.241821 nChanged 17 SP:Iteration 51Q (63.463046 sec): 3 clusters Score: Raw -1153868.861044 + Penalty 563.834446 = -1153305.026597 nChanged 11 SP:Iteration 52Q (63.522499 sec): 3 clusters Score: Raw -1153869.305669 + Penalty 563.834446 = -1153305.471223 nChanged 8 SP:Iteration 53Q (63.573649 sec): 3 clusters Score: Raw -1153869.848423 + Penalty 563.834446 = -1153306.013977 nChanged 10 SP:Iteration 54Q (63.632324 sec): 3 clusters Score: Raw -1153870.477810 + Penalty 563.834446 = -1153306.643363 nChanged 10 SP:Iteration 55Q (63.675658 sec): 3 clusters Score: Raw -1153870.776758 + Penalty 563.834446 = -1153306.942312 nChanged 5 SP:Iteration 56Q (63.730471 sec): 3 clusters Score: Raw -1153871.039081 + Penalty 563.834446 = -1153307.204635 nChanged 7 SP:Iteration 57Q (63.789573 sec): 3 clusters Score: Raw -1153871.233879 + Penalty 563.834446 = -1153307.399433 nChanged 5 SP:Iteration 58Q (63.844374 sec): 3 clusters Score: Raw -1153871.355357 + Penalty 563.834446 = -1153307.520910 nChanged 5 SP:Iteration 59Q (63.915176 sec): 3 clusters Score: Raw -1153871.471515 + Penalty 563.834446 = -1153307.637069 nChanged 5 SP:Iteration 60F (63.969655 sec): 3 clusters Score: Raw -1153871.644823 + Penalty 563.834446 = -1153307.810377 nChanged 7 SP:Iteration 61Q (64.038469 sec): 3 clusters Score: Raw -1153871.961894 + Penalty 563.834446 = -1153308.127447 nChanged 7 SP:Iteration 62Q (64.092274 sec): 3 clusters Score: Raw -1153872.233869 + Penalty 563.834446 = -1153308.399423 nChanged 9 SP:Iteration 63Q (64.160827 sec): 3 clusters Score: Raw -1153872.705849 + Penalty 563.834446 = -1153308.871403 nChanged 10 SP:Iteration 64Q (64.210000 sec): 3 clusters Score: Raw -1153873.114653 + Penalty 563.834446 = -1153309.280207 nChanged 8 SP:Iteration 65Q (64.273000 sec): 3 clusters Score: Raw -1153873.485216 + Penalty 563.834446 = -1153309.650769 nChanged 3 SP:Iteration 66Q (64.338436 sec): 3 clusters Score: Raw -1153873.545759 + Penalty 563.834446 = -1153309.711313 nChanged 5 SP:Iteration 67Q (64.393044 sec): 3 clusters Score: Raw -1153873.608319 + Penalty 563.834446 = -1153309.773872 nChanged 1 SP:Iteration 68Q (64.445749 sec): 3 clusters Score: Raw -1153873.615670 + Penalty 563.834446 = -1153309.781223 nChanged 0 SP:Iteration 69F (64.509853 sec): 3 clusters Score: Raw -1153873.615670 + Penalty 563.834446 = -1153309.781223 nChanged 0 Score: Raw -10206356.827057 + Penalty 8616.142082 = -10197740.684975 Splitting cluster 11 changes total score from -10191933.529552 to -10197740.684975 So it's getting split into cluster 25. Trying to split cluster 12 (32753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.667969 sec): 2 clusters Score: Raw -1319581.003348 + Penalty 285.910621 = -1319295.092728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.739710 sec): 3 clusters Score: Raw -1297838.694342 + Penalty 571.821241 = -1297266.873100 nChanged 15816 SP:Iteration 1F (66.803498 sec): 3 clusters Score: Raw -1307122.348197 + Penalty 571.821241 = -1306550.526956 nChanged 1462 SP:Iteration 2Q (66.870871 sec): 3 clusters Score: Raw -1307720.823623 + Penalty 571.821241 = -1307149.002382 nChanged 1602 SP:Iteration 3Q (66.943208 sec): 3 clusters Score: Raw -1308561.108741 + Penalty 571.821241 = -1307989.287500 nChanged 1725 SP:Iteration 4F (67.012852 sec): 3 clusters Score: Raw -1309749.999872 + Penalty 571.821241 = -1309178.178631 nChanged 1940 SP:Iteration 5F (67.083122 sec): 3 clusters Score: Raw -1311325.061297 + Penalty 571.821241 = -1310753.240056 nChanged 2059 SP:Iteration 6F (67.138185 sec): 3 clusters Score: Raw -1313062.361562 + Penalty 571.821241 = -1312490.540321 nChanged 2083 SP:Iteration 7F (67.205510 sec): 3 clusters Score: Raw -1314769.274588 + Penalty 571.821241 = -1314197.453347 nChanged 1921 SP:Iteration 8F (67.262144 sec): 3 clusters Score: Raw -1316236.220168 + Penalty 571.821241 = -1315664.398927 nChanged 1560 SP:Iteration 9Q (67.322082 sec): 3 clusters Score: Raw -1317352.256065 + Penalty 571.821241 = -1316780.434823 nChanged 1233 SP:Iteration 10Q (67.383873 sec): 3 clusters Score: Raw -1318210.457989 + Penalty 571.821241 = -1317638.636748 nChanged 878 SP:Iteration 11Q (67.452669 sec): 3 clusters Score: Raw -1318785.749192 + Penalty 571.821241 = -1318213.927951 nChanged 528 SP:Iteration 12Q (67.526363 sec): 3 clusters Score: Raw -1319100.736368 + Penalty 571.821241 = -1318528.915127 nChanged 323 SP:Iteration 13Q (67.594980 sec): 3 clusters Score: Raw -1319286.942467 + Penalty 571.821241 = -1318715.121225 nChanged 230 SP:Iteration 14Q (67.651791 sec): 3 clusters Score: Raw -1319426.520058 + Penalty 571.821241 = -1318854.698817 nChanged 135 SP:Iteration 15Q (67.715487 sec): 3 clusters Score: Raw -1319510.934668 + Penalty 571.821241 = -1318939.113427 nChanged 72 SP:Iteration 16Q (67.783514 sec): 3 clusters Score: Raw -1319557.183007 + Penalty 571.821241 = -1318985.361766 nChanged 28 SP:Iteration 17Q (67.829971 sec): 3 clusters Score: Raw -1319571.235440 + Penalty 571.821241 = -1318999.414198 nChanged 19 SP:Iteration 18Q (67.884525 sec): 3 clusters Score: Raw -1319579.508976 + Penalty 571.821241 = -1319007.687734 nChanged 15 SP:Iteration 19Q (67.938689 sec): 3 clusters Score: Raw -1319588.727122 + Penalty 571.821241 = -1319016.905881 nChanged 14 SP:Iteration 20F (68.007923 sec): 3 clusters Score: Raw -1319596.673416 + Penalty 571.821241 = -1319024.852175 nChanged 11 SP:Iteration 21Q (68.054945 sec): 3 clusters Score: Raw -1319604.542080 + Penalty 571.821241 = -1319032.720839 nChanged 14 SP:Iteration 22Q (68.116498 sec): 3 clusters Score: Raw -1319612.847029 + Penalty 571.821241 = -1319041.025788 nChanged 12 SP:Iteration 23Q (68.178617 sec): 3 clusters Score: Raw -1319620.491301 + Penalty 571.821241 = -1319048.670059 nChanged 8 SP:Iteration 24Q (68.212481 sec): 3 clusters Score: Raw -1319625.631369 + Penalty 571.821241 = -1319053.810128 nChanged 8 SP:Iteration 25Q (68.278125 sec): 3 clusters Score: Raw -1319629.565890 + Penalty 571.821241 = -1319057.744649 nChanged 1 SP:Iteration 26Q (68.336414 sec): 3 clusters Score: Raw -1319630.701865 + Penalty 571.821241 = -1319058.880624 nChanged 1 SP:Iteration 27Q (68.386485 sec): 3 clusters Score: Raw -1319630.962755 + Penalty 571.821241 = -1319059.141514 nChanged 1 SP:Iteration 28Q (68.440786 sec): 3 clusters Score: Raw -1319631.401190 + Penalty 571.821241 = -1319059.579949 nChanged 1 SP:Iteration 29Q (68.501120 sec): 3 clusters Score: Raw -1319631.760604 + Penalty 571.821241 = -1319059.939362 nChanged 0 SP:Iteration 30F (68.567203 sec): 3 clusters Score: Raw -1319631.760604 + Penalty 571.821241 = -1319059.939362 nChanged 0 Trying to split cluster 13 (2537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.580829 sec): 2 clusters Score: Raw -77925.959143 + Penalty 215.565283 = -77710.393860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.622809 sec): 3 clusters Score: Raw -76444.440660 + Penalty 431.130566 = -76013.310094 nChanged 1138 SP:Iteration 1F (68.666437 sec): 3 clusters Score: Raw -77397.391979 + Penalty 431.130566 = -76966.261414 nChanged 271 SP:Iteration 2F (68.698982 sec): 3 clusters Score: Raw -77593.449067 + Penalty 431.130566 = -77162.318501 nChanged 187 SP:Iteration 3F (68.730805 sec): 3 clusters Score: Raw -77729.616710 + Penalty 431.130566 = -77298.486144 nChanged 162 SP:Iteration 4F (68.762905 sec): 3 clusters Score: Raw -77831.053454 + Penalty 431.130566 = -77399.922889 nChanged 118 SP:Iteration 5Q (68.795480 sec): 3 clusters Score: Raw -77939.670185 + Penalty 431.130566 = -77508.539620 nChanged 115 SP:Iteration 6Q (68.828041 sec): 3 clusters Score: Raw -78002.346639 + Penalty 431.130566 = -77571.216073 nChanged 102 SP:Iteration 7Q (68.860346 sec): 3 clusters Score: Raw -78057.837547 + Penalty 431.130566 = -77626.706981 nChanged 74 SP:Iteration 8Q (68.895080 sec): 3 clusters Score: Raw -78096.033409 + Penalty 431.130566 = -77664.902844 nChanged 55 SP:Iteration 9Q (68.931795 sec): 3 clusters Score: Raw -78120.867742 + Penalty 431.130566 = -77689.737176 nChanged 45 SP:Iteration 10Q (68.974547 sec): 3 clusters Score: Raw -78140.399664 + Penalty 431.130566 = -77709.269098 nChanged 42 SP:Iteration 11Q (69.007738 sec): 3 clusters Score: Raw -78158.761908 + Penalty 431.130566 = -77727.631342 nChanged 34 SP:Iteration 12Q (69.040800 sec): 3 clusters Score: Raw -78173.319843 + Penalty 431.130566 = -77742.189277 nChanged 39 SP:Iteration 13Q (69.084603 sec): 3 clusters Score: Raw -78191.093315 + Penalty 431.130566 = -77759.962749 nChanged 39 SP:Iteration 14Q (69.133075 sec): 3 clusters Score: Raw -78209.941299 + Penalty 431.130566 = -77778.810733 nChanged 26 SP:Iteration 15Q (69.184204 sec): 3 clusters Score: Raw -78220.412496 + Penalty 431.130566 = -77789.281931 nChanged 17 SP:Iteration 16Q (69.225210 sec): 3 clusters Score: Raw -78225.923296 + Penalty 431.130566 = -77794.792730 nChanged 18 SP:Iteration 17Q (69.276122 sec): 3 clusters Score: Raw -78231.331287 + Penalty 431.130566 = -77800.200721 nChanged 12 SP:Iteration 18Q (69.325266 sec): 3 clusters Score: Raw -78235.135756 + Penalty 431.130566 = -77804.005190 nChanged 11 SP:Iteration 19Q (69.386628 sec): 3 clusters Score: Raw -78238.504263 + Penalty 431.130566 = -77807.373697 nChanged 7 SP:Iteration 20F (69.429066 sec): 3 clusters Score: Raw -78246.860440 + Penalty 431.130566 = -77815.729874 nChanged 6 SP:Iteration 21Q (69.462221 sec): 3 clusters Score: Raw -78250.355692 + Penalty 431.130566 = -77819.225126 nChanged 5 SP:Iteration 22Q (69.505017 sec): 3 clusters Score: Raw -78251.535053 + Penalty 431.130566 = -77820.404487 nChanged 5 SP:Iteration 23Q (69.557847 sec): 3 clusters Score: Raw -78253.143886 + Penalty 431.130566 = -77822.013320 nChanged 9 SP:Iteration 24Q (69.591351 sec): 3 clusters Score: Raw -78256.002953 + Penalty 431.130566 = -77824.872387 nChanged 10 SP:Iteration 25Q (69.635337 sec): 3 clusters Score: Raw -78259.549555 + Penalty 431.130566 = -77828.418989 nChanged 6 SP:Iteration 26Q (69.678151 sec): 3 clusters Score: Raw -78260.576252 + Penalty 431.130566 = -77829.445686 nChanged 1 SP:Iteration 27Q (69.730964 sec): 3 clusters Score: Raw -78260.778277 + Penalty 431.130566 = -77829.647711 nChanged 0 SP:Iteration 28F (69.764447 sec): 3 clusters Score: Raw -78260.778277 + Penalty 431.130566 = -77829.647711 nChanged 0 Score: Raw -10206691.646191 + Penalty 8960.787765 = -10197730.858426 Splitting cluster 13 changes total score from -10191933.529552 to -10197730.858426 So it's getting split into cluster 26. Trying to split cluster 14 (12186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.130049 sec): 2 clusters Score: Raw -466434.544520 + Penalty 258.721183 = -466175.823336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.173764 sec): 3 clusters Score: Raw -458708.798932 + Penalty 517.442367 = -458191.356565 nChanged 5683 SP:Iteration 1F (72.220527 sec): 3 clusters Score: Raw -462616.309810 + Penalty 517.442367 = -462098.867443 nChanged 982 SP:Iteration 2F (72.284586 sec): 3 clusters Score: Raw -463519.105732 + Penalty 517.442367 = -463001.663366 nChanged 1048 SP:Iteration 3F (72.326914 sec): 3 clusters Score: Raw -464611.284646 + Penalty 517.442367 = -464093.842279 nChanged 970 SP:Iteration 4F (72.361407 sec): 3 clusters Score: Raw -465408.068538 + Penalty 517.442367 = -464890.626171 nChanged 649 SP:Iteration 5F (72.417762 sec): 3 clusters Score: Raw -465792.008009 + Penalty 517.442367 = -465274.565643 nChanged 398 SP:Iteration 6Q (72.475017 sec): 3 clusters Score: Raw -465984.632172 + Penalty 517.442367 = -465467.189805 nChanged 262 SP:Iteration 7Q (72.531632 sec): 3 clusters Score: Raw -466097.551828 + Penalty 517.442367 = -465580.109461 nChanged 238 SP:Iteration 8Q (72.583456 sec): 3 clusters Score: Raw -466192.746366 + Penalty 517.442367 = -465675.304000 nChanged 203 SP:Iteration 9Q (72.641368 sec): 3 clusters Score: Raw -466278.025043 + Penalty 517.442367 = -465760.582676 nChanged 178 SP:Iteration 10Q (72.687036 sec): 3 clusters Score: Raw -466373.216148 + Penalty 517.442367 = -465855.773781 nChanged 150 SP:Iteration 11Q (72.743335 sec): 3 clusters Score: Raw -466455.790466 + Penalty 517.442367 = -465938.348099 nChanged 147 SP:Iteration 12Q (72.797319 sec): 3 clusters Score: Raw -466536.301243 + Penalty 517.442367 = -466018.858876 nChanged 123 SP:Iteration 13Q (72.850781 sec): 3 clusters Score: Raw -466589.771382 + Penalty 517.442367 = -466072.329016 nChanged 113 SP:Iteration 14Q (72.905182 sec): 3 clusters Score: Raw -466629.225195 + Penalty 517.442367 = -466111.782829 nChanged 105 SP:Iteration 15Q (72.951416 sec): 3 clusters Score: Raw -466662.231319 + Penalty 517.442367 = -466144.788953 nChanged 110 SP:Iteration 16Q (73.002483 sec): 3 clusters Score: Raw -466694.202514 + Penalty 517.442367 = -466176.760147 nChanged 100 SP:Iteration 17Q (73.065902 sec): 3 clusters Score: Raw -466717.602174 + Penalty 517.442367 = -466200.159807 nChanged 73 SP:Iteration 18Q (73.114361 sec): 3 clusters Score: Raw -466730.972241 + Penalty 517.442367 = -466213.529874 nChanged 66 SP:Iteration 19Q (73.156260 sec): 3 clusters Score: Raw -466742.465321 + Penalty 517.442367 = -466225.022955 nChanged 53 SP:Iteration 20F (73.204512 sec): 3 clusters Score: Raw -466750.762405 + Penalty 517.442367 = -466233.320039 nChanged 47 SP:Iteration 21Q (73.253794 sec): 3 clusters Score: Raw -466756.750623 + Penalty 517.442367 = -466239.308256 nChanged 43 SP:Iteration 22Q (73.294893 sec): 3 clusters Score: Raw -466761.573674 + Penalty 517.442367 = -466244.131307 nChanged 34 SP:Iteration 23Q (73.336553 sec): 3 clusters Score: Raw -466764.723197 + Penalty 517.442367 = -466247.280830 nChanged 30 SP:Iteration 24Q (73.387932 sec): 3 clusters Score: Raw -466767.710612 + Penalty 517.442367 = -466250.268246 nChanged 36 SP:Iteration 25Q (73.435712 sec): 3 clusters Score: Raw -466771.962110 + Penalty 517.442367 = -466254.519743 nChanged 34 SP:Iteration 26Q (73.492262 sec): 3 clusters Score: Raw -466775.632780 + Penalty 517.442367 = -466258.190414 nChanged 35 SP:Iteration 27Q (73.548726 sec): 3 clusters Score: Raw -466778.936345 + Penalty 517.442367 = -466261.493978 nChanged 24 SP:Iteration 28Q (73.603381 sec): 3 clusters Score: Raw -466781.248055 + Penalty 517.442367 = -466263.805688 nChanged 23 SP:Iteration 29Q (73.655208 sec): 3 clusters Score: Raw -466783.330751 + Penalty 517.442367 = -466265.888385 nChanged 25 SP:Iteration 30Q (73.712014 sec): 3 clusters Score: Raw -466785.741427 + Penalty 517.442367 = -466268.299061 nChanged 23 SP:Iteration 31Q (73.761622 sec): 3 clusters Score: Raw -466787.650552 + Penalty 517.442367 = -466270.208185 nChanged 19 SP:Iteration 32Q (73.806730 sec): 3 clusters Score: Raw -466789.092946 + Penalty 517.442367 = -466271.650579 nChanged 13 SP:Iteration 33Q (73.865612 sec): 3 clusters Score: Raw -466789.823680 + Penalty 517.442367 = -466272.381313 nChanged 10 SP:Iteration 34Q (73.904593 sec): 3 clusters Score: Raw -466790.225642 + Penalty 517.442367 = -466272.783275 nChanged 8 SP:Iteration 35Q (73.954740 sec): 3 clusters Score: Raw -466790.667720 + Penalty 517.442367 = -466273.225353 nChanged 8 SP:Iteration 36Q (74.013823 sec): 3 clusters Score: Raw -466791.063286 + Penalty 517.442367 = -466273.620919 nChanged 10 SP:Iteration 37Q (74.057363 sec): 3 clusters Score: Raw -466791.531397 + Penalty 517.442367 = -466274.089030 nChanged 10 SP:Iteration 38Q (74.098858 sec): 3 clusters Score: Raw -466792.281219 + Penalty 517.442367 = -466274.838852 nChanged 16 SP:Iteration 39Q (74.149088 sec): 3 clusters Score: Raw -466793.367666 + Penalty 517.442367 = -466275.925299 nChanged 16 SP:Iteration 40F (74.184854 sec): 3 clusters Score: Raw -466794.279434 + Penalty 517.442367 = -466276.837068 nChanged 21 SP:Iteration 41Q (74.227236 sec): 3 clusters Score: Raw -466795.780284 + Penalty 517.442367 = -466278.337918 nChanged 29 SP:Iteration 42Q (74.276927 sec): 3 clusters Score: Raw -466798.364080 + Penalty 517.442367 = -466280.921713 nChanged 21 SP:Iteration 43Q (74.312193 sec): 3 clusters Score: Raw -466800.229876 + Penalty 517.442367 = -466282.787510 nChanged 25 SP:Iteration 44Q (74.363137 sec): 3 clusters Score: Raw -466802.803332 + Penalty 517.442367 = -466285.360965 nChanged 30 SP:Iteration 45Q (74.418268 sec): 3 clusters Score: Raw -466805.825117 + Penalty 517.442367 = -466288.382751 nChanged 26 SP:Iteration 46Q (74.473733 sec): 3 clusters Score: Raw -466807.715254 + Penalty 517.442367 = -466290.272887 nChanged 18 SP:Iteration 47Q (74.529390 sec): 3 clusters Score: Raw -466809.050892 + Penalty 517.442367 = -466291.608525 nChanged 27 SP:Iteration 48Q (74.584929 sec): 3 clusters Score: Raw -466811.582882 + Penalty 517.442367 = -466294.140515 nChanged 28 SP:Iteration 49Q (74.636633 sec): 3 clusters Score: Raw -466813.983771 + Penalty 517.442367 = -466296.541405 nChanged 26 SP:Iteration 50Q (74.693394 sec): 3 clusters Score: Raw -466815.764988 + Penalty 517.442367 = -466298.322621 nChanged 20 SP:Iteration 51Q (74.748926 sec): 3 clusters Score: Raw -466817.099378 + Penalty 517.442367 = -466299.657012 nChanged 21 SP:Iteration 52Q (74.803277 sec): 3 clusters Score: Raw -466818.725016 + Penalty 517.442367 = -466301.282649 nChanged 27 SP:Iteration 53Q (74.858650 sec): 3 clusters Score: Raw -466820.949720 + Penalty 517.442367 = -466303.507353 nChanged 26 SP:Iteration 54Q (74.915325 sec): 3 clusters Score: Raw -466823.671915 + Penalty 517.442367 = -466306.229548 nChanged 34 SP:Iteration 55Q (74.966496 sec): 3 clusters Score: Raw -466827.812536 + Penalty 517.442367 = -466310.370169 nChanged 27 SP:Iteration 56Q (75.018958 sec): 3 clusters Score: Raw -466830.510349 + Penalty 517.442367 = -466313.067983 nChanged 29 SP:Iteration 57Q (75.078400 sec): 3 clusters Score: Raw -466833.080360 + Penalty 517.442367 = -466315.637994 nChanged 22 SP:Iteration 58Q (75.119826 sec): 3 clusters Score: Raw -466834.547895 + Penalty 517.442367 = -466317.105529 nChanged 16 SP:Iteration 59Q (75.154926 sec): 3 clusters Score: Raw -466835.518511 + Penalty 517.442367 = -466318.076144 nChanged 17 SP:Iteration 60F (75.204403 sec): 3 clusters Score: Raw -466836.424581 + Penalty 517.442367 = -466318.982214 nChanged 18 SP:Iteration 61Q (75.246550 sec): 3 clusters Score: Raw -466837.622745 + Penalty 517.442367 = -466320.180378 nChanged 18 SP:Iteration 62Q (75.281430 sec): 3 clusters Score: Raw -466839.119634 + Penalty 517.442367 = -466321.677267 nChanged 16 SP:Iteration 63Q (75.340618 sec): 3 clusters Score: Raw -466840.094379 + Penalty 517.442367 = -466322.652012 nChanged 12 SP:Iteration 64Q (75.386926 sec): 3 clusters Score: Raw -466840.592451 + Penalty 517.442367 = -466323.150084 nChanged 5 SP:Iteration 65Q (75.440703 sec): 3 clusters Score: Raw -466840.780854 + Penalty 517.442367 = -466323.338488 nChanged 4 SP:Iteration 66Q (75.492656 sec): 3 clusters Score: Raw -466840.869805 + Penalty 517.442367 = -466323.427439 nChanged 4 SP:Iteration 67Q (75.547865 sec): 3 clusters Score: Raw -466841.096528 + Penalty 517.442367 = -466323.654161 nChanged 6 SP:Iteration 68Q (75.599879 sec): 3 clusters Score: Raw -466841.310465 + Penalty 517.442367 = -466323.868098 nChanged 3 SP:Iteration 69Q (75.655743 sec): 3 clusters Score: Raw -466841.379020 + Penalty 517.442367 = -466323.936654 nChanged 4 SP:Iteration 70Q (75.711294 sec): 3 clusters Score: Raw -466841.512315 + Penalty 517.442367 = -466324.069948 nChanged 8 SP:Iteration 71Q (75.766862 sec): 3 clusters Score: Raw -466841.797044 + Penalty 517.442367 = -466324.354677 nChanged 3 SP:Iteration 72Q (75.822259 sec): 3 clusters Score: Raw -466841.915585 + Penalty 517.442367 = -466324.473218 nChanged 4 SP:Iteration 73Q (75.878653 sec): 3 clusters Score: Raw -466842.050474 + Penalty 517.442367 = -466324.608107 nChanged 3 SP:Iteration 74Q (75.930090 sec): 3 clusters Score: Raw -466842.415472 + Penalty 517.442367 = -466324.973105 nChanged 5 SP:Iteration 75Q (75.978273 sec): 3 clusters Score: Raw -466842.770781 + Penalty 517.442367 = -466325.328414 nChanged 2 SP:Iteration 76Q (76.022352 sec): 3 clusters Score: Raw -466842.853924 + Penalty 517.442367 = -466325.411557 nChanged 6 SP:Iteration 77Q (76.071415 sec): 3 clusters Score: Raw -466843.079093 + Penalty 517.442367 = -466325.636727 nChanged 4 SP:Iteration 78Q (76.115515 sec): 3 clusters Score: Raw -466843.184698 + Penalty 517.442367 = -466325.742331 nChanged 2 SP:Iteration 79Q (76.153858 sec): 3 clusters Score: Raw -466843.227122 + Penalty 517.442367 = -466325.784755 nChanged 2 SP:Iteration 80F (76.200367 sec): 3 clusters Score: Raw -466843.280023 + Penalty 517.442367 = -466325.837656 nChanged 1 SP:Iteration 81Q (76.235614 sec): 3 clusters Score: Raw -466843.285394 + Penalty 517.442367 = -466325.843027 nChanged 1 SP:Iteration 82Q (76.286871 sec): 3 clusters Score: Raw -466843.293557 + Penalty 517.442367 = -466325.851190 nChanged 2 SP:Iteration 83Q (76.322019 sec): 3 clusters Score: Raw -466843.333026 + Penalty 517.442367 = -466325.890659 nChanged 2 SP:Iteration 84Q (76.378023 sec): 3 clusters Score: Raw -466843.396649 + Penalty 517.442367 = -466325.954282 nChanged 5 SP:Iteration 85Q (76.433784 sec): 3 clusters Score: Raw -466843.554671 + Penalty 517.442367 = -466326.112304 nChanged 3 SP:Iteration 86Q (76.490413 sec): 3 clusters Score: Raw -466843.608763 + Penalty 517.442367 = -466326.166397 nChanged 3 SP:Iteration 87Q (76.547491 sec): 3 clusters Score: Raw -466843.699102 + Penalty 517.442367 = -466326.256735 nChanged 3 SP:Iteration 88Q (76.590957 sec): 3 clusters Score: Raw -466843.794397 + Penalty 517.442367 = -466326.352030 nChanged 5 SP:Iteration 89Q (76.646468 sec): 3 clusters Score: Raw -466843.954141 + Penalty 517.442367 = -466326.511775 nChanged 4 SP:Iteration 90Q (76.699611 sec): 3 clusters Score: Raw -466844.023801 + Penalty 517.442367 = -466326.581435 nChanged 3 SP:Iteration 91Q (76.754244 sec): 3 clusters Score: Raw -466844.240088 + Penalty 517.442367 = -466326.797721 nChanged 4 SP:Iteration 92Q (76.809315 sec): 3 clusters Score: Raw -466844.340780 + Penalty 517.442367 = -466326.898413 nChanged 5 SP:Iteration 93Q (76.854785 sec): 3 clusters Score: Raw -466844.479809 + Penalty 517.442367 = -466327.037442 nChanged 5 SP:Iteration 94Q (76.914361 sec): 3 clusters Score: Raw -466844.639006 + Penalty 517.442367 = -466327.196640 nChanged 5 SP:Iteration 95Q (76.957874 sec): 3 clusters Score: Raw -466844.995661 + Penalty 517.442367 = -466327.553295 nChanged 9 SP:Iteration 96Q (77.009158 sec): 3 clusters Score: Raw -466845.598583 + Penalty 517.442367 = -466328.156216 nChanged 11 SP:Iteration 97Q (77.062007 sec): 3 clusters Score: Raw -466846.099143 + Penalty 517.442367 = -466328.656776 nChanged 8 SP:Iteration 98Q (77.096473 sec): 3 clusters Score: Raw -466846.584878 + Penalty 517.442367 = -466329.142511 nChanged 11 SP:Iteration 99Q (77.138188 sec): 3 clusters Score: Raw -466847.010083 + Penalty 517.442367 = -466329.567717 nChanged 8 SP:Iteration 100F (77.180421 sec): 3 clusters Score: Raw -466847.401378 + Penalty 517.442367 = -466329.959011 nChanged 9 SP:Iteration 101Q (77.239155 sec): 3 clusters Score: Raw -466847.827612 + Penalty 517.442367 = -466330.385246 nChanged 9 SP:Iteration 102Q (77.268098 sec): 3 clusters Score: Raw -466848.181148 + Penalty 517.442367 = -466330.738782 nChanged 5 SP:Iteration 103Q (77.323969 sec): 3 clusters Score: Raw -466848.325967 + Penalty 517.442367 = -466330.883600 nChanged 3 SP:Iteration 104Q (77.378458 sec): 3 clusters Score: Raw -466848.416841 + Penalty 517.442367 = -466330.974474 nChanged 3 SP:Iteration 105Q (77.435410 sec): 3 clusters Score: Raw -466848.508581 + Penalty 517.442367 = -466331.066215 nChanged 2 SP:Iteration 106Q (77.489271 sec): 3 clusters Score: Raw -466848.547955 + Penalty 517.442367 = -466331.105588 nChanged 2 SP:Iteration 107Q (77.555762 sec): 3 clusters Score: Raw -466848.596983 + Penalty 517.442367 = -466331.154617 nChanged 0 SP:Iteration 108F (77.565256 sec): 3 clusters Score: Raw -466848.596983 + Penalty 517.442367 = -466331.154617 nChanged 0 Score: Raw -10207105.698655 + Penalty 9305.433448 = -10197800.265206 Splitting cluster 14 changes total score from -10191933.529552 to -10197800.265206 So it's getting split into cluster 27. Trying to split cluster 15 (6227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.966499 sec): 2 clusters Score: Raw -244505.790185 + Penalty 240.257874 = -244265.532311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.008049 sec): 3 clusters Score: Raw -240629.680961 + Penalty 480.515748 = -240149.165214 nChanged 2910 SP:Iteration 1F (80.054752 sec): 3 clusters Score: Raw -242506.433825 + Penalty 480.515748 = -242025.918077 nChanged 507 SP:Iteration 2F (80.089782 sec): 3 clusters Score: Raw -242881.115725 + Penalty 480.515748 = -242400.599977 nChanged 507 SP:Iteration 3F (80.128341 sec): 3 clusters Score: Raw -243308.700535 + Penalty 480.515748 = -242828.184788 nChanged 467 SP:Iteration 4F (80.170128 sec): 3 clusters Score: Raw -243778.332669 + Penalty 480.515748 = -243297.816921 nChanged 426 SP:Iteration 5F (80.216298 sec): 3 clusters Score: Raw -244264.265259 + Penalty 480.515748 = -243783.749512 nChanged 307 SP:Iteration 6Q (80.253030 sec): 3 clusters Score: Raw -244607.678279 + Penalty 480.515748 = -244127.162532 nChanged 151 SP:Iteration 7Q (80.310740 sec): 3 clusters Score: Raw -244711.531529 + Penalty 480.515748 = -244231.015782 nChanged 93 SP:Iteration 8Q (80.351632 sec): 3 clusters Score: Raw -244745.890344 + Penalty 480.515748 = -244265.374597 nChanged 46 SP:Iteration 9Q (80.390489 sec): 3 clusters Score: Raw -244754.820546 + Penalty 480.515748 = -244274.304798 nChanged 34 SP:Iteration 10Q (80.438560 sec): 3 clusters Score: Raw -244761.519623 + Penalty 480.515748 = -244281.003875 nChanged 20 SP:Iteration 11Q (80.480847 sec): 3 clusters Score: Raw -244763.831549 + Penalty 480.515748 = -244283.315801 nChanged 15 SP:Iteration 12Q (80.525387 sec): 3 clusters Score: Raw -244765.848358 + Penalty 480.515748 = -244285.332610 nChanged 16 SP:Iteration 13Q (80.569084 sec): 3 clusters Score: Raw -244767.043929 + Penalty 480.515748 = -244286.528181 nChanged 13 SP:Iteration 14Q (80.604378 sec): 3 clusters Score: Raw -244768.447687 + Penalty 480.515748 = -244287.931940 nChanged 12 SP:Iteration 15Q (80.656238 sec): 3 clusters Score: Raw -244769.357730 + Penalty 480.515748 = -244288.841982 nChanged 7 SP:Iteration 16Q (80.698772 sec): 3 clusters Score: Raw -244769.748455 + Penalty 480.515748 = -244289.232707 nChanged 3 SP:Iteration 17Q (80.741936 sec): 3 clusters Score: Raw -244769.903127 + Penalty 480.515748 = -244289.387380 nChanged 2 SP:Iteration 18Q (80.786106 sec): 3 clusters Score: Raw -244769.939616 + Penalty 480.515748 = -244289.423868 nChanged 0 SP:Iteration 19F (80.816132 sec): 3 clusters Score: Raw -244769.939616 + Penalty 480.515748 = -244289.423868 nChanged 0 Score: Raw -10207369.848086 + Penalty 9650.079132 = -10197719.768954 Splitting cluster 15 changes total score from -10191933.529552 to -10197719.768954 So it's getting split into cluster 28. Trying to split cluster 16 (5083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.333823 sec): 2 clusters Score: Raw -205361.138139 + Penalty 234.675565 = -205126.462574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.372491 sec): 3 clusters Score: Raw -202165.389611 + Penalty 469.351130 = -201696.038480 nChanged 2396 SP:Iteration 1F (83.408347 sec): 3 clusters Score: Raw -203999.603301 + Penalty 469.351130 = -203530.252171 nChanged 404 SP:Iteration 2F (83.459835 sec): 3 clusters Score: Raw -204298.518948 + Penalty 469.351130 = -203829.167817 nChanged 293 SP:Iteration 3F (83.505711 sec): 3 clusters Score: Raw -204512.862431 + Penalty 469.351130 = -204043.511301 nChanged 228 SP:Iteration 4Q (83.547366 sec): 3 clusters Score: Raw -204646.526318 + Penalty 469.351130 = -204177.175188 nChanged 145 SP:Iteration 5Q (83.585010 sec): 3 clusters Score: Raw -204719.716380 + Penalty 469.351130 = -204250.365250 nChanged 125 SP:Iteration 6Q (83.621808 sec): 3 clusters Score: Raw -204778.390792 + Penalty 469.351130 = -204309.039662 nChanged 117 SP:Iteration 7Q (83.665164 sec): 3 clusters Score: Raw -204830.309253 + Penalty 469.351130 = -204360.958123 nChanged 117 SP:Iteration 8Q (83.699959 sec): 3 clusters Score: Raw -204883.360932 + Penalty 469.351130 = -204414.009801 nChanged 102 SP:Iteration 9Q (83.736230 sec): 3 clusters Score: Raw -204930.046450 + Penalty 469.351130 = -204460.695319 nChanged 104 SP:Iteration 10Q (83.781988 sec): 3 clusters Score: Raw -204980.354668 + Penalty 469.351130 = -204511.003538 nChanged 98 SP:Iteration 11Q (83.828484 sec): 3 clusters Score: Raw -205024.977924 + Penalty 469.351130 = -204555.626793 nChanged 104 SP:Iteration 12Q (83.863351 sec): 3 clusters Score: Raw -205084.263602 + Penalty 469.351130 = -204614.912472 nChanged 97 SP:Iteration 13Q (83.906565 sec): 3 clusters Score: Raw -205144.156595 + Penalty 469.351130 = -204674.805465 nChanged 86 SP:Iteration 14Q (83.962652 sec): 3 clusters Score: Raw -205197.861829 + Penalty 469.351130 = -204728.510698 nChanged 74 SP:Iteration 15Q (84.010254 sec): 3 clusters Score: Raw -205236.304365 + Penalty 469.351130 = -204766.953235 nChanged 57 SP:Iteration 16Q (84.048405 sec): 3 clusters Score: Raw -205262.509226 + Penalty 469.351130 = -204793.158096 nChanged 50 SP:Iteration 17Q (84.099412 sec): 3 clusters Score: Raw -205287.097340 + Penalty 469.351130 = -204817.746210 nChanged 42 SP:Iteration 18Q (84.150896 sec): 3 clusters Score: Raw -205309.232357 + Penalty 469.351130 = -204839.881227 nChanged 31 SP:Iteration 19Q (84.209731 sec): 3 clusters Score: Raw -205323.509025 + Penalty 469.351130 = -204854.157894 nChanged 20 SP:Iteration 20F (84.254010 sec): 3 clusters Score: Raw -205332.676386 + Penalty 469.351130 = -204863.325255 nChanged 19 SP:Iteration 21Q (84.291778 sec): 3 clusters Score: Raw -205344.208203 + Penalty 469.351130 = -204874.857073 nChanged 18 SP:Iteration 22Q (84.342293 sec): 3 clusters Score: Raw -205354.832243 + Penalty 469.351130 = -204885.481113 nChanged 20 SP:Iteration 23Q (84.385244 sec): 3 clusters Score: Raw -205364.690890 + Penalty 469.351130 = -204895.339760 nChanged 11 SP:Iteration 24Q (84.420815 sec): 3 clusters Score: Raw -205370.594346 + Penalty 469.351130 = -204901.243215 nChanged 12 SP:Iteration 25Q (84.456060 sec): 3 clusters Score: Raw -205380.226647 + Penalty 469.351130 = -204910.875516 nChanged 10 SP:Iteration 26Q (84.492486 sec): 3 clusters Score: Raw -205385.432995 + Penalty 469.351130 = -204916.081865 nChanged 11 SP:Iteration 27Q (84.532627 sec): 3 clusters Score: Raw -205394.278854 + Penalty 469.351130 = -204924.927723 nChanged 7 SP:Iteration 28Q (84.572058 sec): 3 clusters Score: Raw -205398.924621 + Penalty 469.351130 = -204929.573491 nChanged 6 SP:Iteration 29Q (84.610520 sec): 3 clusters Score: Raw -205403.153470 + Penalty 469.351130 = -204933.802339 nChanged 10 SP:Iteration 30Q (84.665939 sec): 3 clusters Score: Raw -205408.349728 + Penalty 469.351130 = -204938.998597 nChanged 6 SP:Iteration 31Q (84.709515 sec): 3 clusters Score: Raw -205410.635741 + Penalty 469.351130 = -204941.284611 nChanged 5 SP:Iteration 32Q (84.745607 sec): 3 clusters Score: Raw -205413.032787 + Penalty 469.351130 = -204943.681657 nChanged 7 SP:Iteration 33Q (84.789525 sec): 3 clusters Score: Raw -205417.531093 + Penalty 469.351130 = -204948.179962 nChanged 4 SP:Iteration 34Q (84.841273 sec): 3 clusters Score: Raw -205419.033730 + Penalty 469.351130 = -204949.682600 nChanged 3 SP:Iteration 35Q (84.882943 sec): 3 clusters Score: Raw -205419.797504 + Penalty 469.351130 = -204950.446374 nChanged 1 SP:Iteration 36Q (84.934248 sec): 3 clusters Score: Raw -205419.985959 + Penalty 469.351130 = -204950.634829 nChanged 3 SP:Iteration 37Q (84.973088 sec): 3 clusters Score: Raw -205421.477255 + Penalty 469.351130 = -204952.126125 nChanged 3 SP:Iteration 38Q (85.006010 sec): 3 clusters Score: Raw -205423.843012 + Penalty 469.351130 = -204954.491881 nChanged 3 SP:Iteration 39Q (85.042808 sec): 3 clusters Score: Raw -205427.342437 + Penalty 469.351130 = -204957.991306 nChanged 5 SP:Iteration 40F (85.097236 sec): 3 clusters Score: Raw -205431.229370 + Penalty 469.351130 = -204961.878239 nChanged 2 SP:Iteration 41Q (85.126417 sec): 3 clusters Score: Raw -205432.374077 + Penalty 469.351130 = -204963.022946 nChanged 2 SP:Iteration 42Q (85.177168 sec): 3 clusters Score: Raw -205432.648141 + Penalty 469.351130 = -204963.297011 nChanged 0 SP:Iteration 43F (85.212589 sec): 3 clusters Score: Raw -205432.648141 + Penalty 469.351130 = -204963.297011 nChanged 0 Trying to split cluster 17 (2889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.239091 sec): 2 clusters Score: Raw -112136.390269 + Penalty 219.138307 = -111917.251963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.275103 sec): 3 clusters Score: Raw -110412.071775 + Penalty 438.276614 = -109973.795162 nChanged 1314 SP:Iteration 1F (85.314258 sec): 3 clusters Score: Raw -111165.218937 + Penalty 438.276614 = -110726.942323 nChanged 242 SP:Iteration 2F (85.367053 sec): 3 clusters Score: Raw -111353.041416 + Penalty 438.276614 = -110914.764803 nChanged 223 SP:Iteration 3F (85.399768 sec): 3 clusters Score: Raw -111561.336394 + Penalty 438.276614 = -111123.059781 nChanged 177 SP:Iteration 4F (85.432623 sec): 3 clusters Score: Raw -111718.509254 + Penalty 438.276614 = -111280.232641 nChanged 133 SP:Iteration 5Q (85.465340 sec): 3 clusters Score: Raw -111825.383366 + Penalty 438.276614 = -111387.106752 nChanged 88 SP:Iteration 6Q (85.497869 sec): 3 clusters Score: Raw -111872.972158 + Penalty 438.276614 = -111434.695545 nChanged 59 SP:Iteration 7Q (85.526996 sec): 3 clusters Score: Raw -111893.638664 + Penalty 438.276614 = -111455.362051 nChanged 38 SP:Iteration 8Q (85.567940 sec): 3 clusters Score: Raw -111906.891081 + Penalty 438.276614 = -111468.614467 nChanged 35 SP:Iteration 9Q (85.612632 sec): 3 clusters Score: Raw -111918.117334 + Penalty 438.276614 = -111479.840720 nChanged 32 SP:Iteration 10Q (85.644892 sec): 3 clusters Score: Raw -111928.875812 + Penalty 438.276614 = -111490.599199 nChanged 30 SP:Iteration 11Q (85.677113 sec): 3 clusters Score: Raw -111938.950383 + Penalty 438.276614 = -111500.673770 nChanged 36 SP:Iteration 12Q (85.710784 sec): 3 clusters Score: Raw -111952.324484 + Penalty 438.276614 = -111514.047870 nChanged 35 SP:Iteration 13Q (85.756911 sec): 3 clusters Score: Raw -111963.184148 + Penalty 438.276614 = -111524.907535 nChanged 31 SP:Iteration 14Q (85.787706 sec): 3 clusters Score: Raw -111977.097351 + Penalty 438.276614 = -111538.820738 nChanged 39 SP:Iteration 15Q (85.819729 sec): 3 clusters Score: Raw -111994.930486 + Penalty 438.276614 = -111556.653873 nChanged 30 SP:Iteration 16Q (85.852110 sec): 3 clusters Score: Raw -112005.244666 + Penalty 438.276614 = -111566.968052 nChanged 25 SP:Iteration 17Q (85.884406 sec): 3 clusters Score: Raw -112013.237153 + Penalty 438.276614 = -111574.960540 nChanged 29 SP:Iteration 18Q (85.916334 sec): 3 clusters Score: Raw -112024.581570 + Penalty 438.276614 = -111586.304956 nChanged 35 SP:Iteration 19Q (85.948864 sec): 3 clusters Score: Raw -112039.168442 + Penalty 438.276614 = -111600.891828 nChanged 25 SP:Iteration 20F (85.981594 sec): 3 clusters Score: Raw -112049.339698 + Penalty 438.276614 = -111611.063084 nChanged 24 SP:Iteration 21Q (86.013817 sec): 3 clusters Score: Raw -112057.609381 + Penalty 438.276614 = -111619.332767 nChanged 15 SP:Iteration 22Q (86.048142 sec): 3 clusters Score: Raw -112062.378394 + Penalty 438.276614 = -111624.101780 nChanged 12 SP:Iteration 23Q (86.078454 sec): 3 clusters Score: Raw -112065.126421 + Penalty 438.276614 = -111626.849808 nChanged 11 SP:Iteration 24Q (86.108508 sec): 3 clusters Score: Raw -112069.136171 + Penalty 438.276614 = -111630.859557 nChanged 9 SP:Iteration 25Q (86.140781 sec): 3 clusters Score: Raw -112072.148884 + Penalty 438.276614 = -111633.872271 nChanged 4 SP:Iteration 26Q (86.173067 sec): 3 clusters Score: Raw -112073.455757 + Penalty 438.276614 = -111635.179144 nChanged 4 SP:Iteration 27Q (86.204477 sec): 3 clusters Score: Raw -112075.077294 + Penalty 438.276614 = -111636.800681 nChanged 8 SP:Iteration 28Q (86.236471 sec): 3 clusters Score: Raw -112079.012374 + Penalty 438.276614 = -111640.735760 nChanged 7 SP:Iteration 29Q (86.268930 sec): 3 clusters Score: Raw -112081.075346 + Penalty 438.276614 = -111642.798733 nChanged 6 SP:Iteration 30Q (86.302062 sec): 3 clusters Score: Raw -112083.530952 + Penalty 438.276614 = -111645.254339 nChanged 5 SP:Iteration 31Q (86.348915 sec): 3 clusters Score: Raw -112085.201355 + Penalty 438.276614 = -111646.924742 nChanged 6 SP:Iteration 32Q (86.384788 sec): 3 clusters Score: Raw -112086.385049 + Penalty 438.276614 = -111648.108436 nChanged 1 SP:Iteration 33Q (86.422391 sec): 3 clusters Score: Raw -112086.807969 + Penalty 438.276614 = -111648.531355 nChanged 1 SP:Iteration 34Q (86.464727 sec): 3 clusters Score: Raw -112087.064176 + Penalty 438.276614 = -111648.787563 nChanged 2 SP:Iteration 35Q (86.514958 sec): 3 clusters Score: Raw -112087.726026 + Penalty 438.276614 = -111649.449412 nChanged 3 SP:Iteration 36Q (86.566004 sec): 3 clusters Score: Raw -112088.126807 + Penalty 438.276614 = -111649.850194 nChanged 2 SP:Iteration 37Q (86.615151 sec): 3 clusters Score: Raw -112088.374178 + Penalty 438.276614 = -111650.097564 nChanged 0 SP:Iteration 38F (86.665619 sec): 3 clusters Score: Raw -112088.374178 + Penalty 438.276614 = -111650.097564 nChanged 0 Trying to split cluster 18 (96611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.760353 sec): 2 clusters Score: Raw -3829532.319004 + Penalty 315.657317 = -3829216.661687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.873470 sec): 3 clusters Score: Raw -3763974.489126 + Penalty 631.314634 = -3763343.174493 nChanged 47738 SP:Iteration 1F (86.977168 sec): 3 clusters Score: Raw -3797298.473971 + Penalty 631.314634 = -3796667.159337 nChanged 7031 SP:Iteration 2F (87.072396 sec): 3 clusters Score: Raw -3800669.315105 + Penalty 631.314634 = -3800038.000471 nChanged 6317 SP:Iteration 3F (87.184871 sec): 3 clusters Score: Raw -3803995.654849 + Penalty 631.314634 = -3803364.340216 nChanged 6249 SP:Iteration 4F (87.296227 sec): 3 clusters Score: Raw -3807946.484818 + Penalty 631.314634 = -3807315.170184 nChanged 6219 SP:Iteration 5F (87.400451 sec): 3 clusters Score: Raw -3812624.290833 + Penalty 631.314634 = -3811992.976200 nChanged 6203 SP:Iteration 6F (87.502660 sec): 3 clusters Score: Raw -3817895.156335 + Penalty 631.314634 = -3817263.841702 nChanged 5236 SP:Iteration 7F (87.616797 sec): 3 clusters Score: Raw -3822603.192128 + Penalty 631.314634 = -3821971.877494 nChanged 3751 SP:Iteration 8Q (87.713192 sec): 3 clusters Score: Raw -3826070.379183 + Penalty 631.314634 = -3825439.064549 nChanged 2217 SP:Iteration 9Q (87.830262 sec): 3 clusters Score: Raw -3828090.680984 + Penalty 631.314634 = -3827459.366350 nChanged 1045 SP:Iteration 10Q (87.944863 sec): 3 clusters Score: Raw -3828998.146304 + Penalty 631.314634 = -3828366.831670 nChanged 412 SP:Iteration 11Q (88.047082 sec): 3 clusters Score: Raw -3829345.554672 + Penalty 631.314634 = -3828714.240038 nChanged 165 SP:Iteration 12Q (88.149275 sec): 3 clusters Score: Raw -3829503.997788 + Penalty 631.314634 = -3828872.683154 nChanged 60 SP:Iteration 13Q (88.259313 sec): 3 clusters Score: Raw -3829562.164868 + Penalty 631.314634 = -3828930.850235 nChanged 30 SP:Iteration 14Q (88.360343 sec): 3 clusters Score: Raw -3829587.599647 + Penalty 631.314634 = -3828956.285014 nChanged 23 SP:Iteration 15Q (88.459314 sec): 3 clusters Score: Raw -3829604.809532 + Penalty 631.314634 = -3828973.494899 nChanged 28 SP:Iteration 16Q (88.555951 sec): 3 clusters Score: Raw -3829625.617420 + Penalty 631.314634 = -3828994.302786 nChanged 21 SP:Iteration 17Q (88.660256 sec): 3 clusters Score: Raw -3829639.658775 + Penalty 631.314634 = -3829008.344142 nChanged 16 SP:Iteration 18Q (88.752809 sec): 3 clusters Score: Raw -3829653.385556 + Penalty 631.314634 = -3829022.070922 nChanged 16 SP:Iteration 19Q (88.849937 sec): 3 clusters Score: Raw -3829665.224154 + Penalty 631.314634 = -3829033.909521 nChanged 12 SP:Iteration 20F (88.950440 sec): 3 clusters Score: Raw -3829673.892469 + Penalty 631.314634 = -3829042.577835 nChanged 10 SP:Iteration 21Q (89.060801 sec): 3 clusters Score: Raw -3829677.651195 + Penalty 631.314634 = -3829046.336561 nChanged 6 SP:Iteration 22Q (89.161191 sec): 3 clusters Score: Raw -3829681.173091 + Penalty 631.314634 = -3829049.858457 nChanged 8 SP:Iteration 23Q (89.255343 sec): 3 clusters Score: Raw -3829685.074338 + Penalty 631.314634 = -3829053.759704 nChanged 7 SP:Iteration 24Q (89.358820 sec): 3 clusters Score: Raw -3829690.880880 + Penalty 631.314634 = -3829059.566247 nChanged 7 SP:Iteration 25Q (89.460666 sec): 3 clusters Score: Raw -3829694.289907 + Penalty 631.314634 = -3829062.975273 nChanged 2 SP:Iteration 26Q (89.549056 sec): 3 clusters Score: Raw -3829695.106901 + Penalty 631.314634 = -3829063.792267 nChanged 3 SP:Iteration 27Q (89.659816 sec): 3 clusters Score: Raw -3829695.854308 + Penalty 631.314634 = -3829064.539674 nChanged 1 SP:Iteration 28Q (89.755181 sec): 3 clusters Score: Raw -3829696.060026 + Penalty 631.314634 = -3829064.745392 nChanged 1 SP:Iteration 29Q (89.846266 sec): 3 clusters Score: Raw -3829696.542654 + Penalty 631.314634 = -3829065.228021 nChanged 1 SP:Iteration 30Q (89.949323 sec): 3 clusters Score: Raw -3829696.908771 + Penalty 631.314634 = -3829065.594137 nChanged 1 SP:Iteration 31Q (90.045635 sec): 3 clusters Score: Raw -3829697.477923 + Penalty 631.314634 = -3829066.163290 nChanged 2 SP:Iteration 32Q (90.146052 sec): 3 clusters Score: Raw -3829698.009841 + Penalty 631.314634 = -3829066.695207 nChanged 1 SP:Iteration 33Q (90.228278 sec): 3 clusters Score: Raw -3829698.244898 + Penalty 631.314634 = -3829066.930264 nChanged 1 SP:Iteration 34Q (90.335815 sec): 3 clusters Score: Raw -3829698.578254 + Penalty 631.314634 = -3829067.263620 nChanged 0 SP:Iteration 35F (90.411963 sec): 3 clusters Score: Raw -3829698.578254 + Penalty 631.314634 = -3829067.263620 nChanged 0 Trying to split cluster 19 (37863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.452287 sec): 2 clusters Score: Raw -1532722.487210 + Penalty 289.897566 = -1532432.589645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.521916 sec): 3 clusters Score: Raw -1507320.668617 + Penalty 579.795131 = -1506740.873486 nChanged 18490 SP:Iteration 1F (90.589056 sec): 3 clusters Score: Raw -1519259.291048 + Penalty 579.795131 = -1518679.495916 nChanged 2437 SP:Iteration 2F (90.650805 sec): 3 clusters Score: Raw -1520481.241488 + Penalty 579.795131 = -1519901.446357 nChanged 2695 SP:Iteration 3F (90.725041 sec): 3 clusters Score: Raw -1522229.692247 + Penalty 579.795131 = -1521649.897116 nChanged 2772 SP:Iteration 4F (90.796358 sec): 3 clusters Score: Raw -1524310.873344 + Penalty 579.795131 = -1523731.078213 nChanged 2698 SP:Iteration 5F (90.860005 sec): 3 clusters Score: Raw -1526607.133504 + Penalty 579.795131 = -1526027.338373 nChanged 2376 SP:Iteration 6F (90.924192 sec): 3 clusters Score: Raw -1528773.885318 + Penalty 579.795131 = -1528194.090187 nChanged 1800 SP:Iteration 7Q (90.997329 sec): 3 clusters Score: Raw -1530421.777575 + Penalty 579.795131 = -1529841.982443 nChanged 1229 SP:Iteration 8Q (91.058855 sec): 3 clusters Score: Raw -1531531.024388 + Penalty 579.795131 = -1530951.229257 nChanged 721 SP:Iteration 9Q (91.130240 sec): 3 clusters Score: Raw -1532138.522389 + Penalty 579.795131 = -1531558.727257 nChanged 385 SP:Iteration 10Q (91.186610 sec): 3 clusters Score: Raw -1532456.267503 + Penalty 579.795131 = -1531876.472372 nChanged 203 SP:Iteration 11Q (91.249933 sec): 3 clusters Score: Raw -1532630.408313 + Penalty 579.795131 = -1532050.613181 nChanged 90 SP:Iteration 12Q (91.319893 sec): 3 clusters Score: Raw -1532706.329799 + Penalty 579.795131 = -1532126.534667 nChanged 33 SP:Iteration 13Q (91.376774 sec): 3 clusters Score: Raw -1532726.212548 + Penalty 579.795131 = -1532146.417417 nChanged 13 SP:Iteration 14Q (91.438899 sec): 3 clusters Score: Raw -1532737.587467 + Penalty 579.795131 = -1532157.792336 nChanged 12 SP:Iteration 15Q (91.505694 sec): 3 clusters Score: Raw -1532745.460285 + Penalty 579.795131 = -1532165.665154 nChanged 6 SP:Iteration 16Q (91.576454 sec): 3 clusters Score: Raw -1532748.491134 + Penalty 579.795131 = -1532168.696003 nChanged 5 SP:Iteration 17Q (91.650226 sec): 3 clusters Score: Raw -1532750.941975 + Penalty 579.795131 = -1532171.146844 nChanged 4 SP:Iteration 18Q (91.723876 sec): 3 clusters Score: Raw -1532753.880159 + Penalty 579.795131 = -1532174.085028 nChanged 2 SP:Iteration 19Q (91.798100 sec): 3 clusters Score: Raw -1532754.284558 + Penalty 579.795131 = -1532174.489426 nChanged 0 SP:Iteration 20F (91.855233 sec): 3 clusters Score: Raw -1532754.284558 + Penalty 579.795131 = -1532174.489426 nChanged 0 Iteration 20F (94.344940 sec): 29 clusters Score: Raw -10211855.104456 + Penalty 9650.079132 = -10202205.025324 nChanged 7562 Iteration 21Q (96.429395 sec): 29 clusters Score: Raw -10214589.601963 + Penalty 9650.079132 = -10204939.522831 nChanged 3847 Iteration 22Q (98.493531 sec): 29 clusters Score: Raw -10215816.939950 + Penalty 9650.079132 = -10206166.860818 nChanged 2772 Iteration 23Q (100.358719 sec): 29 clusters Score: Raw -10216564.118036 + Penalty 9650.079132 = -10206914.038905 nChanged 2205 Iteration 24Q (102.393859 sec): 29 clusters Score: Raw -10217111.344136 + Penalty 9650.079132 = -10207461.265004 nChanged 1950 Iteration 25Q (104.419974 sec): 29 clusters Score: Raw -10217577.664918 + Penalty 9650.079132 = -10207927.585787 nChanged 1784 Iteration 26Q (106.465162 sec): 29 clusters Score: Raw -10218001.767408 + Penalty 9650.079132 = -10208351.688276 nChanged 1611 Iteration 27Q (108.477806 sec): 29 clusters Score: Raw -10218358.125200 + Penalty 9650.079132 = -10208708.046068 nChanged 1497 Iteration 28Q (110.556012 sec): 29 clusters Score: Raw -10218663.400365 + Penalty 9650.079132 = -10209013.321234 nChanged 1358 Iteration 29Q (112.714802 sec): 29 clusters Score: Raw -10218921.578552 + Penalty 9650.079132 = -10209271.499421 nChanged 1227 Iteration 30Q (114.770277 sec): 29 clusters Score: Raw -10219121.504691 + Penalty 9650.079132 = -10209471.425559 nChanged 1052 Iteration 31Q (116.760154 sec): 29 clusters Score: Raw -10219275.567733 + Penalty 9650.079132 = -10209625.488601 nChanged 984 Iteration 32Q (118.853320 sec): 29 clusters Score: Raw -10219425.034608 + Penalty 9650.079132 = -10209774.955476 nChanged 903 Iteration 33Q (120.957037 sec): 29 clusters Score: Raw -10219558.662314 + Penalty 9650.079132 = -10209908.583183 nChanged 817 Iteration 34Q (123.010114 sec): 29 clusters Score: Raw -10219677.464023 + Penalty 9650.079132 = -10210027.384892 nChanged 762 Iteration 35Q (125.113636 sec): 29 clusters Score: Raw -10219785.565470 + Penalty 9650.079132 = -10210135.486338 nChanged 742 Iteration 36Q (127.280483 sec): 29 clusters Score: Raw -10219878.418656 + Penalty 9650.079132 = -10210228.339524 nChanged 692 Iteration 37Q (129.408814 sec): 29 clusters Score: Raw -10219970.961730 + Penalty 9650.079132 = -10210320.882598 nChanged 661 Iteration 38Q (131.500817 sec): 29 clusters Score: Raw -10220053.091740 + Penalty 9650.079132 = -10210403.012608 nChanged 570 Iteration 39Q (133.675954 sec): 29 clusters Score: Raw -10220118.368327 + Penalty 9650.079132 = -10210468.289196 nChanged 536 Iteration 40F (136.301424 sec): 29 clusters Score: Raw -10220225.348270 + Penalty 9650.079132 = -10210575.269138 nChanged 574 Iteration 41Q (138.339284 sec): 29 clusters Score: Raw -10220308.649479 + Penalty 9650.079132 = -10210658.570347 nChanged 560 Iteration 42Q (140.375499 sec): 29 clusters Score: Raw -10220397.252715 + Penalty 9650.079132 = -10210747.173583 nChanged 567 Iteration 43Q (142.504641 sec): 29 clusters Score: Raw -10220501.182450 + Penalty 9650.079132 = -10210851.103318 nChanged 535 Iteration 44Q (144.703690 sec): 29 clusters Score: Raw -10220645.909303 + Penalty 9650.079132 = -10210995.830171 nChanged 601 Iteration 45Q (146.759112 sec): 29 clusters Score: Raw -10220800.149957 + Penalty 9650.079132 = -10211150.070826 nChanged 582 Iteration 46Q (148.772429 sec): 29 clusters Score: Raw -10220917.761231 + Penalty 9650.079132 = -10211267.682100 nChanged 565 Iteration 47Q (150.917619 sec): 29 clusters Score: Raw -10221022.522368 + Penalty 9650.079132 = -10211372.443237 nChanged 568 Iteration 48Q (152.968156 sec): 29 clusters Score: Raw -10221120.720885 + Penalty 9650.079132 = -10211470.641753 nChanged 537 Iteration 49Q (155.028115 sec): 29 clusters Score: Raw -10221186.920994 + Penalty 9650.079132 = -10211536.841862 nChanged 467 Iteration 50Q (156.977214 sec): 29 clusters Score: Raw -10221234.000585 + Penalty 9650.079132 = -10211583.921453 nChanged 402 Iteration 51Q (159.048902 sec): 29 clusters Score: Raw -10221270.894928 + Penalty 9650.079132 = -10211620.815796 nChanged 378 Iteration 52Q (161.046254 sec): 29 clusters Score: Raw -10221308.006603 + Penalty 9650.079132 = -10211657.927471 nChanged 351 Iteration 53Q (163.050474 sec): 29 clusters Score: Raw -10221341.976256 + Penalty 9650.079132 = -10211691.897125 nChanged 284 Iteration 54Q (165.132913 sec): 29 clusters Score: Raw -10221366.419173 + Penalty 9650.079132 = -10211716.340042 nChanged 257 Iteration 55Q (167.193634 sec): 29 clusters Score: Raw -10221385.567309 + Penalty 9650.079132 = -10211735.488177 nChanged 234 Iteration 56Q (169.356205 sec): 29 clusters Score: Raw -10221400.681203 + Penalty 9650.079132 = -10211750.602071 nChanged 220 Iteration 57Q (171.378317 sec): 29 clusters Score: Raw -10221413.478613 + Penalty 9650.079132 = -10211763.399481 nChanged 190 Iteration 58Q (173.382171 sec): 29 clusters Score: Raw -10221423.529903 + Penalty 9650.079132 = -10211773.450771 nChanged 203 Writing temp clu file Because OldScore, -10211763.399481, is greater than current (better) Score,-10211773.450771 Compute initial score before splitting: Score: Raw -10221423.529903 + Penalty 9650.079132 = -10211773.450771 Trying to split cluster 1 (1975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.476691 sec): 2 clusters Score: Raw -66374.550265 + Penalty 208.678901 = -66165.871364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.505365 sec): 3 clusters Score: Raw -65234.509402 + Penalty 417.357802 = -64817.151600 nChanged 856 SP:Iteration 1F (173.551156 sec): 3 clusters Score: Raw -65804.564978 + Penalty 417.357802 = -65387.207175 nChanged 186 SP:Iteration 2F (173.586037 sec): 3 clusters Score: Raw -65918.836431 + Penalty 417.357802 = -65501.478629 nChanged 139 SP:Iteration 3F (173.636230 sec): 3 clusters Score: Raw -66009.884402 + Penalty 417.357802 = -65592.526600 nChanged 113 SP:Iteration 4F (173.672498 sec): 3 clusters Score: Raw -66081.029138 + Penalty 417.357802 = -65663.671335 nChanged 99 SP:Iteration 5F (173.711795 sec): 3 clusters Score: Raw -66166.562352 + Penalty 417.357802 = -65749.204550 nChanged 113 SP:Iteration 6F (173.748723 sec): 3 clusters Score: Raw -66253.542108 + Penalty 417.357802 = -65836.184305 nChanged 94 SP:Iteration 7Q (173.783484 sec): 3 clusters Score: Raw -66304.367320 + Penalty 417.357802 = -65887.009517 nChanged 64 SP:Iteration 8Q (173.833279 sec): 3 clusters Score: Raw -66351.539098 + Penalty 417.357802 = -65934.181296 nChanged 62 SP:Iteration 9Q (173.875005 sec): 3 clusters Score: Raw -66384.679490 + Penalty 417.357802 = -65967.321687 nChanged 43 SP:Iteration 10Q (173.912789 sec): 3 clusters Score: Raw -66405.590182 + Penalty 417.357802 = -65988.232380 nChanged 36 SP:Iteration 11Q (173.947984 sec): 3 clusters Score: Raw -66422.332066 + Penalty 417.357802 = -66004.974264 nChanged 32 SP:Iteration 12Q (173.977153 sec): 3 clusters Score: Raw -66437.815815 + Penalty 417.357802 = -66020.458013 nChanged 31 SP:Iteration 13Q (174.021130 sec): 3 clusters Score: Raw -66452.121744 + Penalty 417.357802 = -66034.763942 nChanged 20 SP:Iteration 14Q (174.063788 sec): 3 clusters Score: Raw -66459.297867 + Penalty 417.357802 = -66041.940065 nChanged 17 SP:Iteration 15Q (174.096868 sec): 3 clusters Score: Raw -66467.272069 + Penalty 417.357802 = -66049.914267 nChanged 18 SP:Iteration 16Q (174.127632 sec): 3 clusters Score: Raw -66475.646744 + Penalty 417.357802 = -66058.288941 nChanged 24 SP:Iteration 17Q (174.174173 sec): 3 clusters Score: Raw -66487.074388 + Penalty 417.357802 = -66069.716586 nChanged 24 SP:Iteration 18Q (174.209934 sec): 3 clusters Score: Raw -66496.074216 + Penalty 417.357802 = -66078.716413 nChanged 19 SP:Iteration 19Q (174.245102 sec): 3 clusters Score: Raw -66500.885542 + Penalty 417.357802 = -66083.527739 nChanged 15 SP:Iteration 20F (174.277011 sec): 3 clusters Score: Raw -66504.910352 + Penalty 417.357802 = -66087.552549 nChanged 10 SP:Iteration 21Q (174.304040 sec): 3 clusters Score: Raw -66507.096661 + Penalty 417.357802 = -66089.738859 nChanged 13 SP:Iteration 22Q (174.344177 sec): 3 clusters Score: Raw -66509.499249 + Penalty 417.357802 = -66092.141447 nChanged 4 SP:Iteration 23Q (174.376386 sec): 3 clusters Score: Raw -66510.528131 + Penalty 417.357802 = -66093.170329 nChanged 5 SP:Iteration 24Q (174.408989 sec): 3 clusters Score: Raw -66511.171473 + Penalty 417.357802 = -66093.813671 nChanged 6 SP:Iteration 25Q (174.442722 sec): 3 clusters Score: Raw -66511.581344 + Penalty 417.357802 = -66094.223542 nChanged 1 SP:Iteration 26Q (174.485277 sec): 3 clusters Score: Raw -66511.636127 + Penalty 417.357802 = -66094.278324 nChanged 0 SP:Iteration 27F (174.522836 sec): 3 clusters Score: Raw -66511.636127 + Penalty 417.357802 = -66094.278324 nChanged 0 Trying to split cluster 2 (11686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.551032 sec): 2 clusters Score: Raw -436492.027189 + Penalty 257.569038 = -436234.458151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.587035 sec): 3 clusters Score: Raw -428988.831534 + Penalty 515.138075 = -428473.693459 nChanged 5535 SP:Iteration 1F (174.632430 sec): 3 clusters Score: Raw -432788.804705 + Penalty 515.138075 = -432273.666629 nChanged 1058 SP:Iteration 2F (174.676438 sec): 3 clusters Score: Raw -433437.885131 + Penalty 515.138075 = -432922.747056 nChanged 880 SP:Iteration 3F (174.722613 sec): 3 clusters Score: Raw -433968.174858 + Penalty 515.138075 = -433453.036783 nChanged 728 SP:Iteration 4F (174.770633 sec): 3 clusters Score: Raw -434474.893736 + Penalty 515.138075 = -433959.755661 nChanged 699 SP:Iteration 5F (174.811786 sec): 3 clusters Score: Raw -435044.052978 + Penalty 515.138075 = -434528.914903 nChanged 618 SP:Iteration 6F (174.859842 sec): 3 clusters Score: Raw -435596.044559 + Penalty 515.138075 = -435080.906483 nChanged 452 SP:Iteration 7Q (174.896316 sec): 3 clusters Score: Raw -436017.360697 + Penalty 515.138075 = -435502.222622 nChanged 291 SP:Iteration 8Q (174.941589 sec): 3 clusters Score: Raw -436281.461585 + Penalty 515.138075 = -435766.323510 nChanged 139 SP:Iteration 9Q (174.976291 sec): 3 clusters Score: Raw -436413.480454 + Penalty 515.138075 = -435898.342379 nChanged 69 SP:Iteration 10Q (175.025119 sec): 3 clusters Score: Raw -436480.338588 + Penalty 515.138075 = -435965.200513 nChanged 23 SP:Iteration 11Q (175.060045 sec): 3 clusters Score: Raw -436509.417726 + Penalty 515.138075 = -435994.279650 nChanged 4 SP:Iteration 12Q (175.108597 sec): 3 clusters Score: Raw -436514.350812 + Penalty 515.138075 = -435999.212736 nChanged 2 SP:Iteration 13Q (175.141177 sec): 3 clusters Score: Raw -436517.611638 + Penalty 515.138075 = -436002.473562 nChanged 1 SP:Iteration 14Q (175.198213 sec): 3 clusters Score: Raw -436518.929350 + Penalty 515.138075 = -436003.791275 nChanged 0 SP:Iteration 15F (175.232533 sec): 3 clusters Score: Raw -436518.929350 + Penalty 515.138075 = -436003.791275 nChanged 0 Trying to split cluster 3 (2850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.267994 sec): 2 clusters Score: Raw -102219.888988 + Penalty 218.764543 = -102001.124445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.301925 sec): 3 clusters Score: Raw -100508.844774 + Penalty 437.529085 = -100071.315689 nChanged 1279 SP:Iteration 1F (175.340850 sec): 3 clusters Score: Raw -101265.335993 + Penalty 437.529085 = -100827.806908 nChanged 248 SP:Iteration 2F (175.374225 sec): 3 clusters Score: Raw -101452.796196 + Penalty 437.529085 = -101015.267111 nChanged 262 SP:Iteration 3F (175.408325 sec): 3 clusters Score: Raw -101661.992035 + Penalty 437.529085 = -101224.462950 nChanged 190 SP:Iteration 4F (175.441507 sec): 3 clusters Score: Raw -101808.530500 + Penalty 437.529085 = -101371.001415 nChanged 129 SP:Iteration 5Q (175.474345 sec): 3 clusters Score: Raw -101915.444003 + Penalty 437.529085 = -101477.914918 nChanged 86 SP:Iteration 6Q (175.525730 sec): 3 clusters Score: Raw -101995.927843 + Penalty 437.529085 = -101558.398758 nChanged 62 SP:Iteration 7Q (175.567589 sec): 3 clusters Score: Raw -102097.695467 + Penalty 437.529085 = -101660.166382 nChanged 58 SP:Iteration 8Q (175.607794 sec): 3 clusters Score: Raw -102170.410731 + Penalty 437.529085 = -101732.881646 nChanged 49 SP:Iteration 9Q (175.658778 sec): 3 clusters Score: Raw -102211.036057 + Penalty 437.529085 = -101773.506972 nChanged 23 SP:Iteration 10Q (175.691314 sec): 3 clusters Score: Raw -102219.055824 + Penalty 437.529085 = -101781.526739 nChanged 13 SP:Iteration 11Q (175.741585 sec): 3 clusters Score: Raw -102223.997263 + Penalty 437.529085 = -101786.468178 nChanged 9 SP:Iteration 12Q (175.783623 sec): 3 clusters Score: Raw -102226.293561 + Penalty 437.529085 = -101788.764476 nChanged 5 SP:Iteration 13Q (175.833877 sec): 3 clusters Score: Raw -102227.755309 + Penalty 437.529085 = -101790.226224 nChanged 7 SP:Iteration 14Q (175.877154 sec): 3 clusters Score: Raw -102231.720326 + Penalty 437.529085 = -101794.191241 nChanged 6 SP:Iteration 15Q (175.930312 sec): 3 clusters Score: Raw -102233.135230 + Penalty 437.529085 = -101795.606145 nChanged 5 SP:Iteration 16Q (175.960328 sec): 3 clusters Score: Raw -102233.898349 + Penalty 437.529085 = -101796.369264 nChanged 3 SP:Iteration 17Q (175.992907 sec): 3 clusters Score: Raw -102234.231017 + Penalty 437.529085 = -101796.701932 nChanged 2 SP:Iteration 18Q (176.025413 sec): 3 clusters Score: Raw -102234.317972 + Penalty 437.529085 = -101796.788887 nChanged 0 SP:Iteration 19F (176.061794 sec): 3 clusters Score: Raw -102234.317972 + Penalty 437.529085 = -101796.788887 nChanged 0 Trying to split cluster 4 (633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (176.085301 sec): 2 clusters Score: Raw -24956.074998 + Penalty 177.387937 = -24778.687061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (176.124449 sec): 3 clusters Score: Raw -24649.358586 + Penalty 354.775873 = -24294.582713 nChanged 261 SP:Iteration 1F (176.169634 sec): 3 clusters Score: Raw -24825.804771 + Penalty 354.775873 = -24471.028898 nChanged 39 SP:Iteration 2F (176.202937 sec): 3 clusters Score: Raw -24849.507207 + Penalty 354.775873 = -24494.731333 nChanged 26 SP:Iteration 3Q (176.244680 sec): 3 clusters Score: Raw -24871.490372 + Penalty 354.775873 = -24516.714499 nChanged 21 SP:Iteration 4Q (176.279087 sec): 3 clusters Score: Raw -24886.363080 + Penalty 354.775873 = -24531.587207 nChanged 19 SP:Iteration 5Q (176.304885 sec): 3 clusters Score: Raw -24906.094671 + Penalty 354.775873 = -24551.318798 nChanged 22 SP:Iteration 6Q (176.349506 sec): 3 clusters Score: Raw -24923.339455 + Penalty 354.775873 = -24568.563582 nChanged 15 SP:Iteration 7Q (176.391481 sec): 3 clusters Score: Raw -24933.297293 + Penalty 354.775873 = -24578.521420 nChanged 13 SP:Iteration 8Q (176.436138 sec): 3 clusters Score: Raw -24944.612655 + Penalty 354.775873 = -24589.836782 nChanged 13 SP:Iteration 9Q (176.485269 sec): 3 clusters Score: Raw -24956.614549 + Penalty 354.775873 = -24601.838676 nChanged 15 SP:Iteration 10Q (176.525820 sec): 3 clusters Score: Raw -24975.276573 + Penalty 354.775873 = -24620.500699 nChanged 11 SP:Iteration 11Q (176.583991 sec): 3 clusters Score: Raw -24989.359267 + Penalty 354.775873 = -24634.583394 nChanged 8 SP:Iteration 12Q (176.606855 sec): 3 clusters Score: Raw -24997.010655 + Penalty 354.775873 = -24642.234781 nChanged 6 SP:Iteration 13Q (176.647130 sec): 3 clusters Score: Raw -25000.118544 + Penalty 354.775873 = -24645.342671 nChanged 2 SP:Iteration 14Q (176.697907 sec): 3 clusters Score: Raw -25000.917377 + Penalty 354.775873 = -24646.141503 nChanged 2 SP:Iteration 15Q (176.741316 sec): 3 clusters Score: Raw -25002.628162 + Penalty 354.775873 = -24647.852289 nChanged 1 SP:Iteration 16Q (176.775042 sec): 3 clusters Score: Raw -25002.832567 + Penalty 354.775873 = -24648.056694 nChanged 1 SP:Iteration 17Q (176.812915 sec): 3 clusters Score: Raw -25003.230025 + Penalty 354.775873 = -24648.454152 nChanged 2 SP:Iteration 18Q (176.854363 sec): 3 clusters Score: Raw -25004.289307 + Penalty 354.775873 = -24649.513434 nChanged 2 SP:Iteration 19Q (176.894641 sec): 3 clusters Score: Raw -25004.904506 + Penalty 354.775873 = -24650.128632 nChanged 1 SP:Iteration 20F (176.928321 sec): 3 clusters Score: Raw -25005.009757 + Penalty 354.775873 = -24650.233884 nChanged 1 SP:Iteration 21Q (176.969272 sec): 3 clusters Score: Raw -25005.182869 + Penalty 354.775873 = -24650.406995 nChanged 0 SP:Iteration 22F (176.998546 sec): 3 clusters Score: Raw -25005.182869 + Penalty 354.775873 = -24650.406995 nChanged 0 Trying to split cluster 5 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (177.015931 sec): 2 clusters Score: Raw -32499.487133 + Penalty 184.032303 = -32315.454830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (177.045576 sec): 3 clusters Score: Raw -32046.227356 + Penalty 368.064606 = -31678.162750 nChanged 343 SP:Iteration 1F (177.074764 sec): 3 clusters Score: Raw -32277.152091 + Penalty 368.064606 = -31909.087486 nChanged 80 SP:Iteration 2F (177.098557 sec): 3 clusters Score: Raw -32341.673206 + Penalty 368.064606 = -31973.608600 nChanged 57 SP:Iteration 3F (177.126871 sec): 3 clusters Score: Raw -32389.308017 + Penalty 368.064606 = -32021.243411 nChanged 40 SP:Iteration 4Q (177.169086 sec): 3 clusters Score: Raw -32434.330334 + Penalty 368.064606 = -32066.265728 nChanged 29 SP:Iteration 5Q (177.204496 sec): 3 clusters Score: Raw -32465.815887 + Penalty 368.064606 = -32097.751281 nChanged 19 SP:Iteration 6Q (177.257826 sec): 3 clusters Score: Raw -32479.140231 + Penalty 368.064606 = -32111.075625 nChanged 7 SP:Iteration 7Q (177.286208 sec): 3 clusters Score: Raw -32484.894878 + Penalty 368.064606 = -32116.830272 nChanged 7 SP:Iteration 8Q (177.339203 sec): 3 clusters Score: Raw -32492.156689 + Penalty 368.064606 = -32124.092083 nChanged 11 SP:Iteration 9Q (177.373945 sec): 3 clusters Score: Raw -32506.557765 + Penalty 368.064606 = -32138.493159 nChanged 19 SP:Iteration 10Q (177.417163 sec): 3 clusters Score: Raw -32521.011086 + Penalty 368.064606 = -32152.946481 nChanged 9 SP:Iteration 11Q (177.451884 sec): 3 clusters Score: Raw -32528.247226 + Penalty 368.064606 = -32160.182620 nChanged 9 SP:Iteration 12Q (177.487637 sec): 3 clusters Score: Raw -32539.093325 + Penalty 368.064606 = -32171.028719 nChanged 12 SP:Iteration 13Q (177.521469 sec): 3 clusters Score: Raw -32552.696576 + Penalty 368.064606 = -32184.631971 nChanged 10 SP:Iteration 14Q (177.550638 sec): 3 clusters Score: Raw -32561.038976 + Penalty 368.064606 = -32192.974370 nChanged 7 SP:Iteration 15Q (177.580481 sec): 3 clusters Score: Raw -32563.763450 + Penalty 368.064606 = -32195.698845 nChanged 3 SP:Iteration 16Q (177.609691 sec): 3 clusters Score: Raw -32564.445012 + Penalty 368.064606 = -32196.380406 nChanged 1 SP:Iteration 17Q (177.639241 sec): 3 clusters Score: Raw -32564.581945 + Penalty 368.064606 = -32196.517339 nChanged 0 SP:Iteration 18F (177.669457 sec): 3 clusters Score: Raw -32564.581945 + Penalty 368.064606 = -32196.517339 nChanged 0 Trying to split cluster 6 (4336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (177.689641 sec): 2 clusters Score: Raw -153033.461995 + Penalty 230.304457 = -152803.157538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (177.742472 sec): 3 clusters Score: Raw -150339.976383 + Penalty 460.608915 = -149879.367469 nChanged 2014 SP:Iteration 1F (177.779405 sec): 3 clusters Score: Raw -151469.218893 + Penalty 460.608915 = -151008.609978 nChanged 238 SP:Iteration 2F (177.821983 sec): 3 clusters Score: Raw -151569.974544 + Penalty 460.608915 = -151109.365629 nChanged 246 SP:Iteration 3F (177.850221 sec): 3 clusters Score: Raw -151673.854433 + Penalty 460.608915 = -151213.245518 nChanged 213 SP:Iteration 4Q (177.885249 sec): 3 clusters Score: Raw -151762.952472 + Penalty 460.608915 = -151302.343557 nChanged 185 SP:Iteration 5Q (177.920639 sec): 3 clusters Score: Raw -151829.436729 + Penalty 460.608915 = -151368.827814 nChanged 150 SP:Iteration 6Q (177.952136 sec): 3 clusters Score: Raw -151891.313374 + Penalty 460.608915 = -151430.704459 nChanged 138 SP:Iteration 7Q (177.996441 sec): 3 clusters Score: Raw -151941.326152 + Penalty 460.608915 = -151480.717237 nChanged 156 SP:Iteration 8Q (178.036680 sec): 3 clusters Score: Raw -151995.506617 + Penalty 460.608915 = -151534.897702 nChanged 135 SP:Iteration 9Q (178.080504 sec): 3 clusters Score: Raw -152038.205212 + Penalty 460.608915 = -151577.596298 nChanged 127 SP:Iteration 10Q (178.120488 sec): 3 clusters Score: Raw -152082.616800 + Penalty 460.608915 = -151622.007885 nChanged 127 SP:Iteration 11Q (178.169912 sec): 3 clusters Score: Raw -152131.792468 + Penalty 460.608915 = -151671.183553 nChanged 132 SP:Iteration 12Q (178.210783 sec): 3 clusters Score: Raw -152195.302428 + Penalty 460.608915 = -151734.693513 nChanged 141 SP:Iteration 13Q (178.244700 sec): 3 clusters Score: Raw -152286.090277 + Penalty 460.608915 = -151825.481362 nChanged 159 SP:Iteration 14Q (178.282448 sec): 3 clusters Score: Raw -152399.800500 + Penalty 460.608915 = -151939.191585 nChanged 146 SP:Iteration 15Q (178.322274 sec): 3 clusters Score: Raw -152483.933098 + Penalty 460.608915 = -152023.324184 nChanged 115 SP:Iteration 16Q (178.355326 sec): 3 clusters Score: Raw -152543.490527 + Penalty 460.608915 = -152082.881612 nChanged 117 SP:Iteration 17Q (178.393504 sec): 3 clusters Score: Raw -152599.745608 + Penalty 460.608915 = -152139.136693 nChanged 99 SP:Iteration 18Q (178.434276 sec): 3 clusters Score: Raw -152639.759889 + Penalty 460.608915 = -152179.150974 nChanged 87 SP:Iteration 19Q (178.464390 sec): 3 clusters Score: Raw -152669.878383 + Penalty 460.608915 = -152209.269468 nChanged 66 SP:Iteration 20F (178.499341 sec): 3 clusters Score: Raw -152688.059631 + Penalty 460.608915 = -152227.450716 nChanged 47 SP:Iteration 21Q (178.534469 sec): 3 clusters Score: Raw -152701.012816 + Penalty 460.608915 = -152240.403901 nChanged 51 SP:Iteration 22Q (178.567654 sec): 3 clusters Score: Raw -152714.295587 + Penalty 460.608915 = -152253.686673 nChanged 35 SP:Iteration 23Q (178.602512 sec): 3 clusters Score: Raw -152723.338681 + Penalty 460.608915 = -152262.729766 nChanged 43 SP:Iteration 24Q (178.641298 sec): 3 clusters Score: Raw -152739.424498 + Penalty 460.608915 = -152278.815583 nChanged 50 SP:Iteration 25Q (178.680327 sec): 3 clusters Score: Raw -152758.275227 + Penalty 460.608915 = -152297.666312 nChanged 46 SP:Iteration 26Q (178.720705 sec): 3 clusters Score: Raw -152772.376256 + Penalty 460.608915 = -152311.767341 nChanged 39 SP:Iteration 27Q (178.769205 sec): 3 clusters Score: Raw -152781.997233 + Penalty 460.608915 = -152321.388319 nChanged 32 SP:Iteration 28Q (178.804700 sec): 3 clusters Score: Raw -152792.429082 + Penalty 460.608915 = -152331.820167 nChanged 39 SP:Iteration 29Q (178.832893 sec): 3 clusters Score: Raw -152810.268366 + Penalty 460.608915 = -152349.659451 nChanged 55 SP:Iteration 30Q (178.890783 sec): 3 clusters Score: Raw -152834.448766 + Penalty 460.608915 = -152373.839851 nChanged 48 SP:Iteration 31Q (178.929831 sec): 3 clusters Score: Raw -152850.165555 + Penalty 460.608915 = -152389.556640 nChanged 46 SP:Iteration 32Q (178.984835 sec): 3 clusters Score: Raw -152863.373907 + Penalty 460.608915 = -152402.764993 nChanged 35 SP:Iteration 33Q (179.027907 sec): 3 clusters Score: Raw -152872.794184 + Penalty 460.608915 = -152412.185269 nChanged 41 SP:Iteration 34Q (179.064602 sec): 3 clusters Score: Raw -152885.835953 + Penalty 460.608915 = -152425.227038 nChanged 43 SP:Iteration 35Q (179.099370 sec): 3 clusters Score: Raw -152897.300964 + Penalty 460.608915 = -152436.692049 nChanged 35 SP:Iteration 36Q (179.134008 sec): 3 clusters Score: Raw -152906.119535 + Penalty 460.608915 = -152445.510620 nChanged 31 SP:Iteration 37Q (179.168182 sec): 3 clusters Score: Raw -152914.719471 + Penalty 460.608915 = -152454.110556 nChanged 33 SP:Iteration 38Q (179.202758 sec): 3 clusters Score: Raw -152923.412331 + Penalty 460.608915 = -152462.803416 nChanged 34 SP:Iteration 39Q (179.237264 sec): 3 clusters Score: Raw -152933.845794 + Penalty 460.608915 = -152473.236879 nChanged 32 SP:Iteration 40F (179.272006 sec): 3 clusters Score: Raw -152945.169759 + Penalty 460.608915 = -152484.560844 nChanged 28 SP:Iteration 41Q (179.311206 sec): 3 clusters Score: Raw -152955.107506 + Penalty 460.608915 = -152494.498591 nChanged 30 SP:Iteration 42Q (179.354652 sec): 3 clusters Score: Raw -152963.811113 + Penalty 460.608915 = -152503.202198 nChanged 28 SP:Iteration 43Q (179.389502 sec): 3 clusters Score: Raw -152971.969001 + Penalty 460.608915 = -152511.360087 nChanged 27 SP:Iteration 44Q (179.417117 sec): 3 clusters Score: Raw -152981.138122 + Penalty 460.608915 = -152520.529207 nChanged 29 SP:Iteration 45Q (179.451623 sec): 3 clusters Score: Raw -152989.354896 + Penalty 460.608915 = -152528.745981 nChanged 21 SP:Iteration 46Q (179.486052 sec): 3 clusters Score: Raw -152995.531215 + Penalty 460.608915 = -152534.922300 nChanged 22 SP:Iteration 47Q (179.520621 sec): 3 clusters Score: Raw -153002.124320 + Penalty 460.608915 = -152541.515405 nChanged 19 SP:Iteration 48Q (179.553032 sec): 3 clusters Score: Raw -153009.272554 + Penalty 460.608915 = -152548.663639 nChanged 28 SP:Iteration 49Q (179.587587 sec): 3 clusters Score: Raw -153020.117983 + Penalty 460.608915 = -152559.509068 nChanged 26 SP:Iteration 50Q (179.622104 sec): 3 clusters Score: Raw -153029.129805 + Penalty 460.608915 = -152568.520891 nChanged 23 SP:Iteration 51Q (179.666754 sec): 3 clusters Score: Raw -153040.072281 + Penalty 460.608915 = -152579.463366 nChanged 23 SP:Iteration 52Q (179.708095 sec): 3 clusters Score: Raw -153052.005105 + Penalty 460.608915 = -152591.396190 nChanged 21 SP:Iteration 53Q (179.753004 sec): 3 clusters Score: Raw -153058.907408 + Penalty 460.608915 = -152598.298494 nChanged 17 SP:Iteration 54Q (179.802608 sec): 3 clusters Score: Raw -153062.468504 + Penalty 460.608915 = -152601.859590 nChanged 7 SP:Iteration 55Q (179.853916 sec): 3 clusters Score: Raw -153064.310972 + Penalty 460.608915 = -152603.702058 nChanged 6 SP:Iteration 56Q (179.902965 sec): 3 clusters Score: Raw -153065.338156 + Penalty 460.608915 = -152604.729241 nChanged 8 SP:Iteration 57Q (179.946716 sec): 3 clusters Score: Raw -153067.248971 + Penalty 460.608915 = -152606.640056 nChanged 4 SP:Iteration 58Q (179.980744 sec): 3 clusters Score: Raw -153068.167557 + Penalty 460.608915 = -152607.558643 nChanged 7 SP:Iteration 59Q (180.014730 sec): 3 clusters Score: Raw -153070.086871 + Penalty 460.608915 = -152609.477957 nChanged 9 SP:Iteration 60F (180.049157 sec): 3 clusters Score: Raw -153072.858662 + Penalty 460.608915 = -152612.249748 nChanged 8 SP:Iteration 61Q (180.083170 sec): 3 clusters Score: Raw -153074.324670 + Penalty 460.608915 = -152613.715755 nChanged 3 SP:Iteration 62Q (180.117188 sec): 3 clusters Score: Raw -153075.096300 + Penalty 460.608915 = -152614.487385 nChanged 6 SP:Iteration 63Q (180.143990 sec): 3 clusters Score: Raw -153077.033194 + Penalty 460.608915 = -152616.424280 nChanged 7 SP:Iteration 64Q (180.185069 sec): 3 clusters Score: Raw -153079.383383 + Penalty 460.608915 = -152618.774468 nChanged 11 SP:Iteration 65Q (180.219471 sec): 3 clusters Score: Raw -153082.503621 + Penalty 460.608915 = -152621.894706 nChanged 11 SP:Iteration 66Q (180.253575 sec): 3 clusters Score: Raw -153085.172519 + Penalty 460.608915 = -152624.563604 nChanged 8 SP:Iteration 67Q (180.287871 sec): 3 clusters Score: Raw -153087.727341 + Penalty 460.608915 = -152627.118427 nChanged 10 SP:Iteration 68Q (180.314911 sec): 3 clusters Score: Raw -153090.336115 + Penalty 460.608915 = -152629.727201 nChanged 12 SP:Iteration 69Q (180.348857 sec): 3 clusters Score: Raw -153095.048428 + Penalty 460.608915 = -152634.439513 nChanged 9 SP:Iteration 70Q (180.393804 sec): 3 clusters Score: Raw -153097.194106 + Penalty 460.608915 = -152636.585191 nChanged 7 SP:Iteration 71Q (180.433264 sec): 3 clusters Score: Raw -153098.506123 + Penalty 460.608915 = -152637.897208 nChanged 4 SP:Iteration 72Q (180.485656 sec): 3 clusters Score: Raw -153099.285824 + Penalty 460.608915 = -152638.676909 nChanged 6 SP:Iteration 73Q (180.520140 sec): 3 clusters Score: Raw -153100.203781 + Penalty 460.608915 = -152639.594866 nChanged 4 SP:Iteration 74Q (180.577377 sec): 3 clusters Score: Raw -153100.836780 + Penalty 460.608915 = -152640.227865 nChanged 5 SP:Iteration 75Q (180.612318 sec): 3 clusters Score: Raw -153102.060848 + Penalty 460.608915 = -152641.451933 nChanged 2 SP:Iteration 76Q (180.660905 sec): 3 clusters Score: Raw -153102.794420 + Penalty 460.608915 = -152642.185505 nChanged 3 SP:Iteration 77Q (180.713808 sec): 3 clusters Score: Raw -153103.433436 + Penalty 460.608915 = -152642.824521 nChanged 3 SP:Iteration 78Q (180.751588 sec): 3 clusters Score: Raw -153103.837726 + Penalty 460.608915 = -152643.228811 nChanged 3 SP:Iteration 79Q (180.804092 sec): 3 clusters Score: Raw -153104.367558 + Penalty 460.608915 = -152643.758643 nChanged 5 SP:Iteration 80F (180.845434 sec): 3 clusters Score: Raw -153106.278806 + Penalty 460.608915 = -152645.669892 nChanged 5 SP:Iteration 81Q (180.879024 sec): 3 clusters Score: Raw -153107.693682 + Penalty 460.608915 = -152647.084768 nChanged 6 SP:Iteration 82Q (180.913648 sec): 3 clusters Score: Raw -153109.045135 + Penalty 460.608915 = -152648.436220 nChanged 7 SP:Iteration 83Q (180.948137 sec): 3 clusters Score: Raw -153110.674935 + Penalty 460.608915 = -152650.066020 nChanged 6 SP:Iteration 84Q (180.981551 sec): 3 clusters Score: Raw -153113.577008 + Penalty 460.608915 = -152652.968093 nChanged 9 SP:Iteration 85Q (181.020633 sec): 3 clusters Score: Raw -153116.675693 + Penalty 460.608915 = -152656.066778 nChanged 7 SP:Iteration 86Q (181.065241 sec): 3 clusters Score: Raw -153117.818698 + Penalty 460.608915 = -152657.209783 nChanged 3 SP:Iteration 87Q (181.098861 sec): 3 clusters Score: Raw -153118.477986 + Penalty 460.608915 = -152657.869072 nChanged 2 SP:Iteration 88Q (181.136941 sec): 3 clusters Score: Raw -153119.882232 + Penalty 460.608915 = -152659.273317 nChanged 4 SP:Iteration 89Q (181.174448 sec): 3 clusters Score: Raw -153121.570229 + Penalty 460.608915 = -152660.961314 nChanged 6 SP:Iteration 90Q (181.216870 sec): 3 clusters Score: Raw -153123.717829 + Penalty 460.608915 = -152663.108914 nChanged 8 SP:Iteration 91Q (181.258503 sec): 3 clusters Score: Raw -153126.572950 + Penalty 460.608915 = -152665.964036 nChanged 8 SP:Iteration 92Q (181.300078 sec): 3 clusters Score: Raw -153129.338403 + Penalty 460.608915 = -152668.729488 nChanged 8 SP:Iteration 93Q (181.351200 sec): 3 clusters Score: Raw -153132.000821 + Penalty 460.608915 = -152671.391906 nChanged 4 SP:Iteration 94Q (181.402348 sec): 3 clusters Score: Raw -153133.125187 + Penalty 460.608915 = -152672.516272 nChanged 5 SP:Iteration 95Q (181.453058 sec): 3 clusters Score: Raw -153135.550064 + Penalty 460.608915 = -152674.941149 nChanged 6 SP:Iteration 96Q (181.504574 sec): 3 clusters Score: Raw -153139.308416 + Penalty 460.608915 = -152678.699502 nChanged 4 SP:Iteration 97Q (181.550334 sec): 3 clusters Score: Raw -153141.416955 + Penalty 460.608915 = -152680.808040 nChanged 5 SP:Iteration 98Q (181.569696 sec): 3 clusters Score: Raw -153143.762120 + Penalty 460.608915 = -152683.153205 nChanged 5 SP:Iteration 99Q (181.578386 sec): 3 clusters Score: Raw -153145.116783 + Penalty 460.608915 = -152684.507868 nChanged 2 SP:Iteration 100F (181.587288 sec): 3 clusters Score: Raw -153145.585903 + Penalty 460.608915 = -152684.976988 nChanged 2 SP:Iteration 101Q (181.617308 sec): 3 clusters Score: Raw -153146.087709 + Penalty 460.608915 = -152685.478794 nChanged 2 SP:Iteration 102Q (181.653548 sec): 3 clusters Score: Raw -153147.891664 + Penalty 460.608915 = -152687.282750 nChanged 2 SP:Iteration 103Q (181.706845 sec): 3 clusters Score: Raw -153148.492076 + Penalty 460.608915 = -152687.883161 nChanged 2 SP:Iteration 104Q (181.744439 sec): 3 clusters Score: Raw -153148.959857 + Penalty 460.608915 = -152688.350942 nChanged 2 SP:Iteration 105Q (181.778879 sec): 3 clusters Score: Raw -153149.613924 + Penalty 460.608915 = -152689.005009 nChanged 0 SP:Iteration 106F (181.813703 sec): 3 clusters Score: Raw -153149.613924 + Penalty 460.608915 = -152689.005009 nChanged 0 Trying to split cluster 7 (6139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.844064 sec): 2 clusters Score: Raw -208354.374379 + Penalty 239.866471 = -208114.507908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.881946 sec): 3 clusters Score: Raw -204532.396523 + Penalty 479.732943 = -204052.663581 nChanged 2893 SP:Iteration 1F (181.918587 sec): 3 clusters Score: Raw -206378.620628 + Penalty 479.732943 = -205898.887686 nChanged 406 SP:Iteration 2F (181.953677 sec): 3 clusters Score: Raw -206550.871580 + Penalty 479.732943 = -206071.138638 nChanged 353 SP:Iteration 3F (181.983345 sec): 3 clusters Score: Raw -206720.901045 + Penalty 479.732943 = -206241.168102 nChanged 362 SP:Iteration 4F (182.019694 sec): 3 clusters Score: Raw -206905.577130 + Penalty 479.732943 = -206425.844187 nChanged 340 SP:Iteration 5F (182.056245 sec): 3 clusters Score: Raw -207116.307641 + Penalty 479.732943 = -206636.574698 nChanged 315 SP:Iteration 6F (182.101748 sec): 3 clusters Score: Raw -207344.071817 + Penalty 479.732943 = -206864.338874 nChanged 266 SP:Iteration 7Q (182.143718 sec): 3 clusters Score: Raw -207571.625178 + Penalty 479.732943 = -207091.892235 nChanged 239 SP:Iteration 8Q (182.191776 sec): 3 clusters Score: Raw -207802.205374 + Penalty 479.732943 = -207322.472431 nChanged 167 SP:Iteration 9Q (182.235787 sec): 3 clusters Score: Raw -207960.916631 + Penalty 479.732943 = -207481.183688 nChanged 140 SP:Iteration 10Q (182.284064 sec): 3 clusters Score: Raw -208067.603278 + Penalty 479.732943 = -207587.870335 nChanged 92 SP:Iteration 11Q (182.331351 sec): 3 clusters Score: Raw -208125.102142 + Penalty 479.732943 = -207645.369199 nChanged 68 SP:Iteration 12Q (182.379518 sec): 3 clusters Score: Raw -208155.442743 + Penalty 479.732943 = -207675.709800 nChanged 60 SP:Iteration 13Q (182.436179 sec): 3 clusters Score: Raw -208178.637958 + Penalty 479.732943 = -207698.905015 nChanged 45 SP:Iteration 14Q (182.488619 sec): 3 clusters Score: Raw -208191.840458 + Penalty 479.732943 = -207712.107516 nChanged 36 SP:Iteration 15Q (182.529200 sec): 3 clusters Score: Raw -208201.438339 + Penalty 479.732943 = -207721.705396 nChanged 33 SP:Iteration 16Q (182.581361 sec): 3 clusters Score: Raw -208217.366359 + Penalty 479.732943 = -207737.633416 nChanged 43 SP:Iteration 17Q (182.622121 sec): 3 clusters Score: Raw -208236.035834 + Penalty 479.732943 = -207756.302892 nChanged 24 SP:Iteration 18Q (182.673392 sec): 3 clusters Score: Raw -208242.898751 + Penalty 479.732943 = -207763.165808 nChanged 25 SP:Iteration 19Q (182.718739 sec): 3 clusters Score: Raw -208252.180792 + Penalty 479.732943 = -207772.447849 nChanged 23 SP:Iteration 20F (182.773281 sec): 3 clusters Score: Raw -208262.703897 + Penalty 479.732943 = -207782.970955 nChanged 26 SP:Iteration 21Q (182.817301 sec): 3 clusters Score: Raw -208271.851053 + Penalty 479.732943 = -207792.118110 nChanged 23 SP:Iteration 22Q (182.852754 sec): 3 clusters Score: Raw -208279.084996 + Penalty 479.732943 = -207799.352053 nChanged 19 SP:Iteration 23Q (182.891701 sec): 3 clusters Score: Raw -208283.843376 + Penalty 479.732943 = -207804.110433 nChanged 17 SP:Iteration 24Q (182.925589 sec): 3 clusters Score: Raw -208290.037456 + Penalty 479.732943 = -207810.304514 nChanged 16 SP:Iteration 25Q (182.968638 sec): 3 clusters Score: Raw -208296.592220 + Penalty 479.732943 = -207816.859277 nChanged 27 SP:Iteration 26Q (183.009694 sec): 3 clusters Score: Raw -208310.151608 + Penalty 479.732943 = -207830.418665 nChanged 24 SP:Iteration 27Q (183.045926 sec): 3 clusters Score: Raw -208320.714507 + Penalty 479.732943 = -207840.981564 nChanged 14 SP:Iteration 28Q (183.094555 sec): 3 clusters Score: Raw -208327.693758 + Penalty 479.732943 = -207847.960815 nChanged 9 SP:Iteration 29Q (183.132152 sec): 3 clusters Score: Raw -208331.596689 + Penalty 479.732943 = -207851.863746 nChanged 11 SP:Iteration 30Q (183.179417 sec): 3 clusters Score: Raw -208336.364300 + Penalty 479.732943 = -207856.631357 nChanged 10 SP:Iteration 31Q (183.231331 sec): 3 clusters Score: Raw -208338.654477 + Penalty 479.732943 = -207858.921534 nChanged 8 SP:Iteration 32Q (183.282672 sec): 3 clusters Score: Raw -208341.063473 + Penalty 479.732943 = -207861.330530 nChanged 8 SP:Iteration 33Q (183.339173 sec): 3 clusters Score: Raw -208343.495977 + Penalty 479.732943 = -207863.763034 nChanged 9 SP:Iteration 34Q (183.366257 sec): 3 clusters Score: Raw -208348.389368 + Penalty 479.732943 = -207868.656425 nChanged 9 SP:Iteration 35Q (183.420733 sec): 3 clusters Score: Raw -208352.489785 + Penalty 479.732943 = -207872.756842 nChanged 8 SP:Iteration 36Q (183.454816 sec): 3 clusters Score: Raw -208356.939044 + Penalty 479.732943 = -207877.206102 nChanged 14 SP:Iteration 37Q (183.504867 sec): 3 clusters Score: Raw -208365.962472 + Penalty 479.732943 = -207886.229529 nChanged 19 SP:Iteration 38Q (183.533512 sec): 3 clusters Score: Raw -208380.523889 + Penalty 479.732943 = -207900.790946 nChanged 11 SP:Iteration 39Q (183.582408 sec): 3 clusters Score: Raw -208385.758263 + Penalty 479.732943 = -207906.025320 nChanged 11 SP:Iteration 40F (183.618459 sec): 3 clusters Score: Raw -208392.989946 + Penalty 479.732943 = -207913.257003 nChanged 9 SP:Iteration 41Q (183.649496 sec): 3 clusters Score: Raw -208400.221836 + Penalty 479.732943 = -207920.488893 nChanged 6 SP:Iteration 42Q (183.685200 sec): 3 clusters Score: Raw -208403.622660 + Penalty 479.732943 = -207923.889717 nChanged 8 SP:Iteration 43Q (183.720552 sec): 3 clusters Score: Raw -208409.808979 + Penalty 479.732943 = -207930.076036 nChanged 10 SP:Iteration 44Q (183.755934 sec): 3 clusters Score: Raw -208416.215148 + Penalty 479.732943 = -207936.482205 nChanged 10 SP:Iteration 45Q (183.791058 sec): 3 clusters Score: Raw -208423.216976 + Penalty 479.732943 = -207943.484034 nChanged 9 SP:Iteration 46Q (183.832283 sec): 3 clusters Score: Raw -208428.428448 + Penalty 479.732943 = -207948.695506 nChanged 5 SP:Iteration 47Q (183.878903 sec): 3 clusters Score: Raw -208430.668200 + Penalty 479.732943 = -207950.935257 nChanged 5 SP:Iteration 48Q (183.914284 sec): 3 clusters Score: Raw -208432.486370 + Penalty 479.732943 = -207952.753427 nChanged 6 SP:Iteration 49Q (183.949760 sec): 3 clusters Score: Raw -208433.632932 + Penalty 479.732943 = -207953.899989 nChanged 1 SP:Iteration 50Q (183.980680 sec): 3 clusters Score: Raw -208433.770797 + Penalty 479.732943 = -207954.037854 nChanged 0 SP:Iteration 51F (184.034759 sec): 3 clusters Score: Raw -208433.770797 + Penalty 479.732943 = -207954.037854 nChanged 0 Trying to split cluster 8 (1459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.048420 sec): 2 clusters Score: Raw -52881.552941 + Penalty 200.351430 = -52681.201511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.098950 sec): 3 clusters Score: Raw -52064.770049 + Penalty 400.702860 = -51664.067189 nChanged 645 SP:Iteration 1F (184.149054 sec): 3 clusters Score: Raw -52434.647183 + Penalty 400.702860 = -52033.944323 nChanged 123 SP:Iteration 2F (184.186226 sec): 3 clusters Score: Raw -52556.731742 + Penalty 400.702860 = -52156.028882 nChanged 124 SP:Iteration 3F (184.228117 sec): 3 clusters Score: Raw -52704.350305 + Penalty 400.702860 = -52303.647445 nChanged 117 SP:Iteration 4F (184.270330 sec): 3 clusters Score: Raw -52837.977055 + Penalty 400.702860 = -52437.274195 nChanged 94 SP:Iteration 5F (184.322983 sec): 3 clusters Score: Raw -52936.300936 + Penalty 400.702860 = -52535.598076 nChanged 63 SP:Iteration 6Q (184.365791 sec): 3 clusters Score: Raw -52980.797481 + Penalty 400.702860 = -52580.094621 nChanged 37 SP:Iteration 7Q (184.398270 sec): 3 clusters Score: Raw -52998.261158 + Penalty 400.702860 = -52597.558298 nChanged 25 SP:Iteration 8Q (184.441400 sec): 3 clusters Score: Raw -53006.859650 + Penalty 400.702860 = -52606.156789 nChanged 12 SP:Iteration 9Q (184.493595 sec): 3 clusters Score: Raw -53009.614891 + Penalty 400.702860 = -52608.912031 nChanged 16 SP:Iteration 10Q (184.533629 sec): 3 clusters Score: Raw -53013.824045 + Penalty 400.702860 = -52613.121185 nChanged 17 SP:Iteration 11Q (184.587239 sec): 3 clusters Score: Raw -53017.670768 + Penalty 400.702860 = -52616.967908 nChanged 9 SP:Iteration 12Q (184.629402 sec): 3 clusters Score: Raw -53019.298327 + Penalty 400.702860 = -52618.595467 nChanged 12 SP:Iteration 13Q (184.660305 sec): 3 clusters Score: Raw -53021.939655 + Penalty 400.702860 = -52621.236795 nChanged 15 SP:Iteration 14Q (184.691328 sec): 3 clusters Score: Raw -53025.156915 + Penalty 400.702860 = -52624.454054 nChanged 10 SP:Iteration 15Q (184.722492 sec): 3 clusters Score: Raw -53027.115114 + Penalty 400.702860 = -52626.412253 nChanged 5 SP:Iteration 16Q (184.753771 sec): 3 clusters Score: Raw -53028.410191 + Penalty 400.702860 = -52627.707331 nChanged 6 SP:Iteration 17Q (184.785067 sec): 3 clusters Score: Raw -53029.267525 + Penalty 400.702860 = -52628.564664 nChanged 2 SP:Iteration 18Q (184.816406 sec): 3 clusters Score: Raw -53029.357551 + Penalty 400.702860 = -52628.654691 nChanged 1 SP:Iteration 19Q (184.847354 sec): 3 clusters Score: Raw -53029.499139 + Penalty 400.702860 = -52628.796279 nChanged 0 SP:Iteration 20F (184.878378 sec): 3 clusters Score: Raw -53029.499139 + Penalty 400.702860 = -52628.796279 nChanged 0 Trying to split cluster 9 (1382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.889911 sec): 2 clusters Score: Raw -46655.323823 + Penalty 198.860393 = -46456.463430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.927717 sec): 3 clusters Score: Raw -45898.492432 + Penalty 397.720785 = -45500.771647 nChanged 573 SP:Iteration 1F (184.968230 sec): 3 clusters Score: Raw -46258.921986 + Penalty 397.720785 = -45861.201200 nChanged 91 SP:Iteration 2F (185.015521 sec): 3 clusters Score: Raw -46303.665654 + Penalty 397.720785 = -45905.944869 nChanged 63 SP:Iteration 3Q (185.046109 sec): 3 clusters Score: Raw -46332.044356 + Penalty 397.720785 = -45934.323571 nChanged 39 SP:Iteration 4Q (185.077740 sec): 3 clusters Score: Raw -46349.490496 + Penalty 397.720785 = -45951.769711 nChanged 35 SP:Iteration 5Q (185.107363 sec): 3 clusters Score: Raw -46363.744436 + Penalty 397.720785 = -45966.023651 nChanged 29 SP:Iteration 6Q (185.138726 sec): 3 clusters Score: Raw -46377.734515 + Penalty 397.720785 = -45980.013729 nChanged 32 SP:Iteration 7Q (185.169819 sec): 3 clusters Score: Raw -46392.493076 + Penalty 397.720785 = -45994.772291 nChanged 32 SP:Iteration 8Q (185.200996 sec): 3 clusters Score: Raw -46408.493518 + Penalty 397.720785 = -46010.772733 nChanged 32 SP:Iteration 9Q (185.232120 sec): 3 clusters Score: Raw -46421.311407 + Penalty 397.720785 = -46023.590622 nChanged 32 SP:Iteration 10Q (185.263177 sec): 3 clusters Score: Raw -46434.138682 + Penalty 397.720785 = -46036.417897 nChanged 29 SP:Iteration 11Q (185.287239 sec): 3 clusters Score: Raw -46443.591127 + Penalty 397.720785 = -46045.870342 nChanged 22 SP:Iteration 12Q (185.318473 sec): 3 clusters Score: Raw -46452.384450 + Penalty 397.720785 = -46054.663664 nChanged 30 SP:Iteration 13Q (185.348677 sec): 3 clusters Score: Raw -46466.357462 + Penalty 397.720785 = -46068.636676 nChanged 33 SP:Iteration 14Q (185.379537 sec): 3 clusters Score: Raw -46481.709117 + Penalty 397.720785 = -46083.988332 nChanged 29 SP:Iteration 15Q (185.410456 sec): 3 clusters Score: Raw -46494.859503 + Penalty 397.720785 = -46097.138718 nChanged 35 SP:Iteration 16Q (185.441758 sec): 3 clusters Score: Raw -46510.198817 + Penalty 397.720785 = -46112.478031 nChanged 37 SP:Iteration 17Q (185.472873 sec): 3 clusters Score: Raw -46527.175113 + Penalty 397.720785 = -46129.454327 nChanged 41 SP:Iteration 18Q (185.504116 sec): 3 clusters Score: Raw -46553.929375 + Penalty 397.720785 = -46156.208590 nChanged 47 SP:Iteration 19Q (185.535589 sec): 3 clusters Score: Raw -46590.631202 + Penalty 397.720785 = -46192.910417 nChanged 34 SP:Iteration 20F (185.566787 sec): 3 clusters Score: Raw -46617.886106 + Penalty 397.720785 = -46220.165321 nChanged 29 SP:Iteration 21Q (185.598040 sec): 3 clusters Score: Raw -46651.598352 + Penalty 397.720785 = -46253.877567 nChanged 20 SP:Iteration 22Q (185.628731 sec): 3 clusters Score: Raw -46680.219953 + Penalty 397.720785 = -46282.499167 nChanged 9 SP:Iteration 23Q (185.659851 sec): 3 clusters Score: Raw -46693.042480 + Penalty 397.720785 = -46295.321695 nChanged 7 SP:Iteration 24Q (185.697775 sec): 3 clusters Score: Raw -46701.223014 + Penalty 397.720785 = -46303.502229 nChanged 2 SP:Iteration 25Q (185.728129 sec): 3 clusters Score: Raw -46705.527571 + Penalty 397.720785 = -46307.806786 nChanged 1 SP:Iteration 26Q (185.760987 sec): 3 clusters Score: Raw -46706.475747 + Penalty 397.720785 = -46308.754962 nChanged 1 SP:Iteration 27Q (185.811264 sec): 3 clusters Score: Raw -46707.386019 + Penalty 397.720785 = -46309.665234 nChanged 1 SP:Iteration 28Q (185.853814 sec): 3 clusters Score: Raw -46709.315456 + Penalty 397.720785 = -46311.594671 nChanged 1 SP:Iteration 29Q (185.904175 sec): 3 clusters Score: Raw -46710.251538 + Penalty 397.720785 = -46312.530753 nChanged 0 SP:Iteration 30F (185.949301 sec): 3 clusters Score: Raw -46710.251538 + Penalty 397.720785 = -46312.530753 nChanged 0 Trying to split cluster 10 (3708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.987323 sec): 2 clusters Score: Raw -125163.681077 + Penalty 226.001818 = -124937.679259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (186.039833 sec): 3 clusters Score: Raw -122931.215472 + Penalty 452.003636 = -122479.211836 nChanged 1656 SP:Iteration 1F (186.092300 sec): 3 clusters Score: Raw -123908.114835 + Penalty 452.003636 = -123456.111199 nChanged 246 SP:Iteration 2F (186.132502 sec): 3 clusters Score: Raw -124043.157200 + Penalty 452.003636 = -123591.153564 nChanged 243 SP:Iteration 3F (186.179999 sec): 3 clusters Score: Raw -124224.297175 + Penalty 452.003636 = -123772.293539 nChanged 231 SP:Iteration 4F (186.220462 sec): 3 clusters Score: Raw -124395.290289 + Penalty 452.003636 = -123943.286653 nChanged 208 SP:Iteration 5F (186.262224 sec): 3 clusters Score: Raw -124557.153588 + Penalty 452.003636 = -124105.149952 nChanged 182 SP:Iteration 6Q (186.302648 sec): 3 clusters Score: Raw -124700.541891 + Penalty 452.003636 = -124248.538255 nChanged 170 SP:Iteration 7Q (186.341453 sec): 3 clusters Score: Raw -124832.769362 + Penalty 452.003636 = -124380.765727 nChanged 133 SP:Iteration 8Q (186.381345 sec): 3 clusters Score: Raw -124920.864104 + Penalty 452.003636 = -124468.860468 nChanged 105 SP:Iteration 9Q (186.416375 sec): 3 clusters Score: Raw -124986.550981 + Penalty 452.003636 = -124534.547345 nChanged 81 SP:Iteration 10Q (186.456474 sec): 3 clusters Score: Raw -125043.376486 + Penalty 452.003636 = -124591.372850 nChanged 64 SP:Iteration 11Q (186.496380 sec): 3 clusters Score: Raw -125094.176330 + Penalty 452.003636 = -124642.172694 nChanged 44 SP:Iteration 12Q (186.536340 sec): 3 clusters Score: Raw -125132.041633 + Penalty 452.003636 = -124680.037997 nChanged 22 SP:Iteration 13Q (186.576306 sec): 3 clusters Score: Raw -125146.237223 + Penalty 452.003636 = -124694.233587 nChanged 16 SP:Iteration 14Q (186.616205 sec): 3 clusters Score: Raw -125158.088475 + Penalty 452.003636 = -124706.084839 nChanged 13 SP:Iteration 15Q (186.653893 sec): 3 clusters Score: Raw -125170.169533 + Penalty 452.003636 = -124718.165897 nChanged 10 SP:Iteration 16Q (186.703878 sec): 3 clusters Score: Raw -125178.613841 + Penalty 452.003636 = -124726.610205 nChanged 7 SP:Iteration 17Q (186.739727 sec): 3 clusters Score: Raw -125185.679227 + Penalty 452.003636 = -124733.675591 nChanged 6 SP:Iteration 18Q (186.784628 sec): 3 clusters Score: Raw -125190.391249 + Penalty 452.003636 = -124738.387613 nChanged 2 SP:Iteration 19Q (186.816734 sec): 3 clusters Score: Raw -125195.338468 + Penalty 452.003636 = -124743.334832 nChanged 3 SP:Iteration 20F (186.853264 sec): 3 clusters Score: Raw -125200.129971 + Penalty 452.003636 = -124748.126335 nChanged 1 SP:Iteration 21Q (186.889937 sec): 3 clusters Score: Raw -125200.522147 + Penalty 452.003636 = -124748.518511 nChanged 0 SP:Iteration 22F (186.926120 sec): 3 clusters Score: Raw -125200.522147 + Penalty 452.003636 = -124748.518511 nChanged 0 Trying to split cluster 11 (4477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (186.946597 sec): 2 clusters Score: Raw -185566.530507 + Penalty 231.184483 = -185335.346025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (186.994918 sec): 3 clusters Score: Raw -182835.858003 + Penalty 462.368965 = -182373.489037 nChanged 2046 SP:Iteration 1F (187.038225 sec): 3 clusters Score: Raw -184214.076668 + Penalty 462.368965 = -183751.707702 nChanged 400 SP:Iteration 2F (187.075859 sec): 3 clusters Score: Raw -184529.006700 + Penalty 462.368965 = -184066.637735 nChanged 325 SP:Iteration 3F (187.111227 sec): 3 clusters Score: Raw -184797.764620 + Penalty 462.368965 = -184335.395655 nChanged 283 SP:Iteration 4F (187.146536 sec): 3 clusters Score: Raw -185031.701098 + Penalty 462.368965 = -184569.332133 nChanged 233 SP:Iteration 5F (187.180296 sec): 3 clusters Score: Raw -185212.104903 + Penalty 462.368965 = -184749.735938 nChanged 159 SP:Iteration 6Q (187.215574 sec): 3 clusters Score: Raw -185291.867183 + Penalty 462.368965 = -184829.498218 nChanged 109 SP:Iteration 7Q (187.250818 sec): 3 clusters Score: Raw -185335.200087 + Penalty 462.368965 = -184872.831122 nChanged 77 SP:Iteration 8Q (187.293395 sec): 3 clusters Score: Raw -185368.281806 + Penalty 462.368965 = -184905.912841 nChanged 67 SP:Iteration 9Q (187.328600 sec): 3 clusters Score: Raw -185391.710159 + Penalty 462.368965 = -184929.341194 nChanged 46 SP:Iteration 10Q (187.363801 sec): 3 clusters Score: Raw -185403.283425 + Penalty 462.368965 = -184940.914460 nChanged 34 SP:Iteration 11Q (187.398977 sec): 3 clusters Score: Raw -185411.504612 + Penalty 462.368965 = -184949.135647 nChanged 27 SP:Iteration 12Q (187.434523 sec): 3 clusters Score: Raw -185417.182713 + Penalty 462.368965 = -184954.813748 nChanged 31 SP:Iteration 13Q (187.470298 sec): 3 clusters Score: Raw -185425.446534 + Penalty 462.368965 = -184963.077569 nChanged 31 SP:Iteration 14Q (187.498449 sec): 3 clusters Score: Raw -185433.239444 + Penalty 462.368965 = -184970.870479 nChanged 28 SP:Iteration 15Q (187.534513 sec): 3 clusters Score: Raw -185440.593409 + Penalty 462.368965 = -184978.224444 nChanged 26 SP:Iteration 16Q (187.566941 sec): 3 clusters Score: Raw -185445.622329 + Penalty 462.368965 = -184983.253364 nChanged 27 SP:Iteration 17Q (187.609559 sec): 3 clusters Score: Raw -185449.719590 + Penalty 462.368965 = -184987.350625 nChanged 21 SP:Iteration 18Q (187.656508 sec): 3 clusters Score: Raw -185452.687911 + Penalty 462.368965 = -184990.318946 nChanged 22 SP:Iteration 19Q (187.708062 sec): 3 clusters Score: Raw -185456.174001 + Penalty 462.368965 = -184993.805035 nChanged 21 SP:Iteration 20F (187.759887 sec): 3 clusters Score: Raw -185460.217395 + Penalty 462.368965 = -184997.848430 nChanged 24 SP:Iteration 21Q (187.810219 sec): 3 clusters Score: Raw -185465.651367 + Penalty 462.368965 = -185003.282402 nChanged 27 SP:Iteration 22Q (187.862492 sec): 3 clusters Score: Raw -185472.160782 + Penalty 462.368965 = -185009.791816 nChanged 29 SP:Iteration 23Q (187.912794 sec): 3 clusters Score: Raw -185477.503331 + Penalty 462.368965 = -185015.134366 nChanged 24 SP:Iteration 24Q (187.962397 sec): 3 clusters Score: Raw -185481.885046 + Penalty 462.368965 = -185019.516081 nChanged 22 SP:Iteration 25Q (188.012058 sec): 3 clusters Score: Raw -185485.734816 + Penalty 462.368965 = -185023.365851 nChanged 20 SP:Iteration 26Q (188.071980 sec): 3 clusters Score: Raw -185488.505375 + Penalty 462.368965 = -185026.136410 nChanged 14 SP:Iteration 27Q (188.107401 sec): 3 clusters Score: Raw -185492.039097 + Penalty 462.368965 = -185029.670132 nChanged 21 SP:Iteration 28Q (188.157752 sec): 3 clusters Score: Raw -185497.189724 + Penalty 462.368965 = -185034.820758 nChanged 15 SP:Iteration 29Q (188.210091 sec): 3 clusters Score: Raw -185500.423346 + Penalty 462.368965 = -185038.054381 nChanged 13 SP:Iteration 30Q (188.259480 sec): 3 clusters Score: Raw -185503.444292 + Penalty 462.368965 = -185041.075327 nChanged 11 SP:Iteration 31Q (188.309081 sec): 3 clusters Score: Raw -185504.956608 + Penalty 462.368965 = -185042.587643 nChanged 8 SP:Iteration 32Q (188.359258 sec): 3 clusters Score: Raw -185506.380054 + Penalty 462.368965 = -185044.011088 nChanged 11 SP:Iteration 33Q (188.409134 sec): 3 clusters Score: Raw -185507.605983 + Penalty 462.368965 = -185045.237017 nChanged 10 SP:Iteration 34Q (188.443672 sec): 3 clusters Score: Raw -185510.415377 + Penalty 462.368965 = -185048.046412 nChanged 16 SP:Iteration 35Q (188.494400 sec): 3 clusters Score: Raw -185514.120296 + Penalty 462.368965 = -185051.751331 nChanged 17 SP:Iteration 36Q (188.534039 sec): 3 clusters Score: Raw -185517.096695 + Penalty 462.368965 = -185054.727729 nChanged 6 SP:Iteration 37Q (188.568766 sec): 3 clusters Score: Raw -185517.881903 + Penalty 462.368965 = -185055.512938 nChanged 8 SP:Iteration 38Q (188.616650 sec): 3 clusters Score: Raw -185518.476337 + Penalty 462.368965 = -185056.107372 nChanged 4 SP:Iteration 39Q (188.668824 sec): 3 clusters Score: Raw -185518.986916 + Penalty 462.368965 = -185056.617951 nChanged 6 SP:Iteration 40F (188.720480 sec): 3 clusters Score: Raw -185519.386587 + Penalty 462.368965 = -185057.017622 nChanged 4 SP:Iteration 41Q (188.772654 sec): 3 clusters Score: Raw -185519.650190 + Penalty 462.368965 = -185057.281225 nChanged 1 SP:Iteration 42Q (188.823541 sec): 3 clusters Score: Raw -185519.685393 + Penalty 462.368965 = -185057.316428 nChanged 2 SP:Iteration 43Q (188.865848 sec): 3 clusters Score: Raw -185520.075059 + Penalty 462.368965 = -185057.706094 nChanged 3 SP:Iteration 44Q (188.917341 sec): 3 clusters Score: Raw -185520.370270 + Penalty 462.368965 = -185058.001305 nChanged 2 SP:Iteration 45Q (188.959622 sec): 3 clusters Score: Raw -185520.493282 + Penalty 462.368965 = -185058.124316 nChanged 1 SP:Iteration 46Q (189.008079 sec): 3 clusters Score: Raw -185520.662790 + Penalty 462.368965 = -185058.293825 nChanged 1 SP:Iteration 47Q (189.061129 sec): 3 clusters Score: Raw -185520.726195 + Penalty 462.368965 = -185058.357230 nChanged 0 SP:Iteration 48F (189.096017 sec): 3 clusters Score: Raw -185520.726195 + Penalty 462.368965 = -185058.357230 nChanged 0 Trying to split cluster 12 (33109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.136734 sec): 2 clusters Score: Raw -1336366.392897 + Penalty 286.207912 = -1336080.184985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.212547 sec): 3 clusters Score: Raw -1314480.171564 + Penalty 572.415824 = -1313907.755740 nChanged 16115 SP:Iteration 1F (189.282195 sec): 3 clusters Score: Raw -1324015.162147 + Penalty 572.415824 = -1323442.746323 nChanged 1851 SP:Iteration 2F (189.343028 sec): 3 clusters Score: Raw -1324915.159076 + Penalty 572.415824 = -1324342.743252 nChanged 2304 SP:Iteration 3F (189.412350 sec): 3 clusters Score: Raw -1326350.052338 + Penalty 572.415824 = -1325777.636515 nChanged 2440 SP:Iteration 4F (189.471832 sec): 3 clusters Score: Raw -1328054.877208 + Penalty 572.415824 = -1327482.461384 nChanged 2272 SP:Iteration 5F (189.542291 sec): 3 clusters Score: Raw -1329788.106725 + Penalty 572.415824 = -1329215.690902 nChanged 1908 SP:Iteration 6F (189.608058 sec): 3 clusters Score: Raw -1331061.923208 + Penalty 572.415824 = -1330489.507385 nChanged 1371 SP:Iteration 7Q (189.656943 sec): 3 clusters Score: Raw -1331719.164933 + Penalty 572.415824 = -1331146.749109 nChanged 840 SP:Iteration 8Q (189.724000 sec): 3 clusters Score: Raw -1332017.292851 + Penalty 572.415824 = -1331444.877028 nChanged 623 SP:Iteration 9Q (189.782034 sec): 3 clusters Score: Raw -1332228.849666 + Penalty 572.415824 = -1331656.433842 nChanged 593 SP:Iteration 10Q (189.850190 sec): 3 clusters Score: Raw -1332426.627408 + Penalty 572.415824 = -1331854.211584 nChanged 556 SP:Iteration 11Q (189.901210 sec): 3 clusters Score: Raw -1332613.863927 + Penalty 572.415824 = -1332041.448103 nChanged 570 SP:Iteration 12Q (189.966122 sec): 3 clusters Score: Raw -1332797.219481 + Penalty 572.415824 = -1332224.803657 nChanged 535 SP:Iteration 13Q (190.021867 sec): 3 clusters Score: Raw -1332967.570084 + Penalty 572.415824 = -1332395.154260 nChanged 538 SP:Iteration 14Q (190.070829 sec): 3 clusters Score: Raw -1333132.244680 + Penalty 572.415824 = -1332559.828856 nChanged 534 SP:Iteration 15Q (190.136024 sec): 3 clusters Score: Raw -1333300.434646 + Penalty 572.415824 = -1332728.018823 nChanged 523 SP:Iteration 16Q (190.217402 sec): 3 clusters Score: Raw -1333469.493555 + Penalty 572.415824 = -1332897.077731 nChanged 492 SP:Iteration 17Q (190.281225 sec): 3 clusters Score: Raw -1333628.044405 + Penalty 572.415824 = -1333055.628581 nChanged 487 SP:Iteration 18Q (190.348057 sec): 3 clusters Score: Raw -1333789.173025 + Penalty 572.415824 = -1333216.757202 nChanged 496 SP:Iteration 19Q (190.416197 sec): 3 clusters Score: Raw -1333968.426719 + Penalty 572.415824 = -1333396.010895 nChanged 490 SP:Iteration 20F (190.485930 sec): 3 clusters Score: Raw -1334169.230519 + Penalty 572.415824 = -1333596.814696 nChanged 477 SP:Iteration 21Q (190.550925 sec): 3 clusters Score: Raw -1334361.891145 + Penalty 572.415824 = -1333789.475321 nChanged 458 SP:Iteration 22Q (190.623059 sec): 3 clusters Score: Raw -1334545.189352 + Penalty 572.415824 = -1333972.773528 nChanged 422 SP:Iteration 23Q (190.693088 sec): 3 clusters Score: Raw -1334705.287495 + Penalty 572.415824 = -1334132.871671 nChanged 400 SP:Iteration 24Q (190.764491 sec): 3 clusters Score: Raw -1334862.523807 + Penalty 572.415824 = -1334290.107983 nChanged 373 SP:Iteration 25Q (190.835645 sec): 3 clusters Score: Raw -1335007.953348 + Penalty 572.415824 = -1334435.537524 nChanged 370 SP:Iteration 26Q (190.904331 sec): 3 clusters Score: Raw -1335154.790178 + Penalty 572.415824 = -1334582.374355 nChanged 347 SP:Iteration 27Q (190.953565 sec): 3 clusters Score: Raw -1335303.888397 + Penalty 572.415824 = -1334731.472574 nChanged 351 SP:Iteration 28Q (191.022139 sec): 3 clusters Score: Raw -1335455.083832 + Penalty 572.415824 = -1334882.668008 nChanged 309 SP:Iteration 29Q (191.076363 sec): 3 clusters Score: Raw -1335577.530196 + Penalty 572.415824 = -1335005.114373 nChanged 273 SP:Iteration 30Q (191.137001 sec): 3 clusters Score: Raw -1335690.198136 + Penalty 572.415824 = -1335117.782313 nChanged 266 SP:Iteration 31Q (191.206816 sec): 3 clusters Score: Raw -1335801.583772 + Penalty 572.415824 = -1335229.167948 nChanged 233 SP:Iteration 32Q (191.277417 sec): 3 clusters Score: Raw -1335887.893662 + Penalty 572.415824 = -1335315.477839 nChanged 179 SP:Iteration 33Q (191.341349 sec): 3 clusters Score: Raw -1335948.836909 + Penalty 572.415824 = -1335376.421085 nChanged 160 SP:Iteration 34Q (191.398758 sec): 3 clusters Score: Raw -1336004.720029 + Penalty 572.415824 = -1335432.304206 nChanged 140 SP:Iteration 35Q (191.459465 sec): 3 clusters Score: Raw -1336052.620476 + Penalty 572.415824 = -1335480.204652 nChanged 130 SP:Iteration 36Q (191.522211 sec): 3 clusters Score: Raw -1336092.073271 + Penalty 572.415824 = -1335519.657447 nChanged 108 SP:Iteration 37Q (191.581672 sec): 3 clusters Score: Raw -1336126.605176 + Penalty 572.415824 = -1335554.189352 nChanged 112 SP:Iteration 38Q (191.641498 sec): 3 clusters Score: Raw -1336166.359175 + Penalty 572.415824 = -1335593.943351 nChanged 116 SP:Iteration 39Q (191.721178 sec): 3 clusters Score: Raw -1336210.704030 + Penalty 572.415824 = -1335638.288206 nChanged 98 SP:Iteration 40F (191.781040 sec): 3 clusters Score: Raw -1336249.402944 + Penalty 572.415824 = -1335676.987120 nChanged 87 SP:Iteration 41Q (191.844402 sec): 3 clusters Score: Raw -1336278.863246 + Penalty 572.415824 = -1335706.447422 nChanged 67 SP:Iteration 42Q (191.908700 sec): 3 clusters Score: Raw -1336300.637159 + Penalty 572.415824 = -1335728.221336 nChanged 55 SP:Iteration 43Q (191.970456 sec): 3 clusters Score: Raw -1336319.624346 + Penalty 572.415824 = -1335747.208522 nChanged 38 SP:Iteration 44Q (192.031442 sec): 3 clusters Score: Raw -1336331.096029 + Penalty 572.415824 = -1335758.680205 nChanged 32 SP:Iteration 45Q (192.093586 sec): 3 clusters Score: Raw -1336342.036485 + Penalty 572.415824 = -1335769.620662 nChanged 30 SP:Iteration 46Q (192.155883 sec): 3 clusters Score: Raw -1336353.666974 + Penalty 572.415824 = -1335781.251151 nChanged 30 SP:Iteration 47Q (192.225921 sec): 3 clusters Score: Raw -1336365.560615 + Penalty 572.415824 = -1335793.144791 nChanged 23 SP:Iteration 48Q (192.281826 sec): 3 clusters Score: Raw -1336372.936782 + Penalty 572.415824 = -1335800.520958 nChanged 17 SP:Iteration 49Q (192.339249 sec): 3 clusters Score: Raw -1336378.378644 + Penalty 572.415824 = -1335805.962820 nChanged 16 SP:Iteration 50Q (192.390746 sec): 3 clusters Score: Raw -1336382.912179 + Penalty 572.415824 = -1335810.496356 nChanged 15 SP:Iteration 51Q (192.454195 sec): 3 clusters Score: Raw -1336386.569957 + Penalty 572.415824 = -1335814.154134 nChanged 14 SP:Iteration 52Q (192.515827 sec): 3 clusters Score: Raw -1336389.637684 + Penalty 572.415824 = -1335817.221860 nChanged 13 SP:Iteration 53Q (192.561510 sec): 3 clusters Score: Raw -1336391.716081 + Penalty 572.415824 = -1335819.300258 nChanged 7 SP:Iteration 54Q (192.614556 sec): 3 clusters Score: Raw -1336392.729980 + Penalty 572.415824 = -1335820.314157 nChanged 6 SP:Iteration 55Q (192.681795 sec): 3 clusters Score: Raw -1336394.180893 + Penalty 572.415824 = -1335821.765070 nChanged 6 SP:Iteration 56Q (192.746396 sec): 3 clusters Score: Raw -1336395.049716 + Penalty 572.415824 = -1335822.633892 nChanged 2 SP:Iteration 57Q (192.809783 sec): 3 clusters Score: Raw -1336395.228348 + Penalty 572.415824 = -1335822.812524 nChanged 1 SP:Iteration 58Q (192.872167 sec): 3 clusters Score: Raw -1336395.322536 + Penalty 572.415824 = -1335822.906713 nChanged 1 SP:Iteration 59Q (192.931163 sec): 3 clusters Score: Raw -1336395.396209 + Penalty 572.415824 = -1335822.980386 nChanged 0 SP:Iteration 60F (192.988319 sec): 3 clusters Score: Raw -1336395.396209 + Penalty 572.415824 = -1335822.980386 nChanged 0 Trying to split cluster 13 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.016851 sec): 2 clusters Score: Raw -9500.925534 + Penalty 158.282911 = -9342.642623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.046808 sec): 3 clusters Score: Raw -9359.503564 + Penalty 316.565822 = -9042.937742 nChanged 111 SP:Iteration 1F (193.074072 sec): 3 clusters Score: Raw -9444.088436 + Penalty 316.565822 = -9127.522614 nChanged 27 SP:Iteration 2F (193.111978 sec): 3 clusters Score: Raw -9471.252977 + Penalty 316.565822 = -9154.687155 nChanged 21 SP:Iteration 3F (193.151858 sec): 3 clusters Score: Raw -9489.987833 + Penalty 316.565822 = -9173.422012 nChanged 10 SP:Iteration 4Q (193.187384 sec): 3 clusters Score: Raw -9496.618862 + Penalty 316.565822 = -9180.053040 nChanged 5 SP:Iteration 5Q (193.224738 sec): 3 clusters Score: Raw -9499.150057 + Penalty 316.565822 = -9182.584235 nChanged 4 SP:Iteration 6Q (193.257191 sec): 3 clusters Score: Raw -9501.706529 + Penalty 316.565822 = -9185.140707 nChanged 1 SP:Iteration 7Q (193.287833 sec): 3 clusters Score: Raw -9502.205368 + Penalty 316.565822 = -9185.639546 nChanged 1 SP:Iteration 8Q (193.321498 sec): 3 clusters Score: Raw -9502.521801 + Penalty 316.565822 = -9185.955979 nChanged 0 SP:Iteration 9F (193.358980 sec): 3 clusters Score: Raw -9502.521801 + Penalty 316.565822 = -9185.955979 nChanged 0 Trying to split cluster 14 (15819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.389307 sec): 2 clusters Score: Raw -617335.545593 + Penalty 265.896593 = -617069.649000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.443622 sec): 3 clusters Score: Raw -607034.263246 + Penalty 531.793187 = -606502.470059 nChanged 7546 SP:Iteration 1F (193.485405 sec): 3 clusters Score: Raw -611796.702105 + Penalty 531.793187 = -611264.908918 nChanged 878 SP:Iteration 2F (193.545165 sec): 3 clusters Score: Raw -612156.709062 + Penalty 531.793187 = -611624.915876 nChanged 892 SP:Iteration 3F (193.593694 sec): 3 clusters Score: Raw -612610.488031 + Penalty 531.793187 = -612078.694845 nChanged 949 SP:Iteration 4F (193.652461 sec): 3 clusters Score: Raw -613233.810253 + Penalty 531.793187 = -612702.017067 nChanged 1005 SP:Iteration 5F (193.700025 sec): 3 clusters Score: Raw -614033.082137 + Penalty 531.793187 = -613501.288951 nChanged 986 SP:Iteration 6F (193.757277 sec): 3 clusters Score: Raw -614896.910045 + Penalty 531.793187 = -614365.116859 nChanged 852 SP:Iteration 7F (193.803034 sec): 3 clusters Score: Raw -615542.054784 + Penalty 531.793187 = -615010.261598 nChanged 597 SP:Iteration 8Q (193.853556 sec): 3 clusters Score: Raw -615890.826455 + Penalty 531.793187 = -615359.033268 nChanged 419 SP:Iteration 9Q (193.902225 sec): 3 clusters Score: Raw -616119.451625 + Penalty 531.793187 = -615587.658438 nChanged 369 SP:Iteration 10Q (193.950459 sec): 3 clusters Score: Raw -616377.546922 + Penalty 531.793187 = -615845.753735 nChanged 376 SP:Iteration 11Q (193.999216 sec): 3 clusters Score: Raw -616690.774507 + Penalty 531.793187 = -616158.981320 nChanged 373 SP:Iteration 12Q (194.055577 sec): 3 clusters Score: Raw -617002.105275 + Penalty 531.793187 = -616470.312088 nChanged 349 SP:Iteration 13Q (194.108296 sec): 3 clusters Score: Raw -617210.574726 + Penalty 531.793187 = -616678.781540 nChanged 230 SP:Iteration 14Q (194.155030 sec): 3 clusters Score: Raw -617305.917224 + Penalty 531.793187 = -616774.124037 nChanged 188 SP:Iteration 15Q (194.201594 sec): 3 clusters Score: Raw -617367.845879 + Penalty 531.793187 = -616836.052692 nChanged 137 SP:Iteration 16Q (194.246532 sec): 3 clusters Score: Raw -617401.541228 + Penalty 531.793187 = -616869.748041 nChanged 95 SP:Iteration 17Q (194.300085 sec): 3 clusters Score: Raw -617416.969517 + Penalty 531.793187 = -616885.176330 nChanged 58 SP:Iteration 18Q (194.351871 sec): 3 clusters Score: Raw -617423.079264 + Penalty 531.793187 = -616891.286078 nChanged 48 SP:Iteration 19Q (194.401870 sec): 3 clusters Score: Raw -617428.215603 + Penalty 531.793187 = -616896.422416 nChanged 33 SP:Iteration 20F (194.457085 sec): 3 clusters Score: Raw -617430.258658 + Penalty 531.793187 = -616898.465471 nChanged 23 SP:Iteration 21Q (194.494131 sec): 3 clusters Score: Raw -617431.791897 + Penalty 531.793187 = -616899.998710 nChanged 20 SP:Iteration 22Q (194.549749 sec): 3 clusters Score: Raw -617432.946144 + Penalty 531.793187 = -616901.152958 nChanged 30 SP:Iteration 23Q (194.595564 sec): 3 clusters Score: Raw -617435.401881 + Penalty 531.793187 = -616903.608695 nChanged 33 SP:Iteration 24Q (194.634424 sec): 3 clusters Score: Raw -617437.761554 + Penalty 531.793187 = -616905.968368 nChanged 37 SP:Iteration 25Q (194.684520 sec): 3 clusters Score: Raw -617440.489337 + Penalty 531.793187 = -616908.696150 nChanged 32 SP:Iteration 26Q (194.739422 sec): 3 clusters Score: Raw -617442.906893 + Penalty 531.793187 = -616911.113706 nChanged 30 SP:Iteration 27Q (194.790357 sec): 3 clusters Score: Raw -617444.911037 + Penalty 531.793187 = -616913.117850 nChanged 21 SP:Iteration 28Q (194.828327 sec): 3 clusters Score: Raw -617445.797128 + Penalty 531.793187 = -616914.003942 nChanged 18 SP:Iteration 29Q (194.876074 sec): 3 clusters Score: Raw -617446.586838 + Penalty 531.793187 = -616914.793652 nChanged 10 SP:Iteration 30Q (194.925093 sec): 3 clusters Score: Raw -617446.934312 + Penalty 531.793187 = -616915.141126 nChanged 7 SP:Iteration 31Q (194.976641 sec): 3 clusters Score: Raw -617447.210204 + Penalty 531.793187 = -616915.417017 nChanged 16 SP:Iteration 32Q (195.023855 sec): 3 clusters Score: Raw -617447.969472 + Penalty 531.793187 = -616916.176285 nChanged 16 SP:Iteration 33Q (195.080823 sec): 3 clusters Score: Raw -617448.923537 + Penalty 531.793187 = -616917.130350 nChanged 22 SP:Iteration 34Q (195.133220 sec): 3 clusters Score: Raw -617450.144319 + Penalty 531.793187 = -616918.351133 nChanged 26 SP:Iteration 35Q (195.182741 sec): 3 clusters Score: Raw -617451.585994 + Penalty 531.793187 = -616919.792807 nChanged 23 SP:Iteration 36Q (195.237032 sec): 3 clusters Score: Raw -617452.755219 + Penalty 531.793187 = -616920.962032 nChanged 19 SP:Iteration 37Q (195.303903 sec): 3 clusters Score: Raw -617453.877637 + Penalty 531.793187 = -616922.084450 nChanged 28 SP:Iteration 38Q (195.355701 sec): 3 clusters Score: Raw -617455.812468 + Penalty 531.793187 = -616924.019282 nChanged 34 SP:Iteration 39Q (195.410515 sec): 3 clusters Score: Raw -617458.352908 + Penalty 531.793187 = -616926.559721 nChanged 33 SP:Iteration 40F (195.473508 sec): 3 clusters Score: Raw -617461.204365 + Penalty 531.793187 = -616929.411179 nChanged 28 SP:Iteration 41Q (195.535274 sec): 3 clusters Score: Raw -617463.667621 + Penalty 531.793187 = -616931.874434 nChanged 23 SP:Iteration 42Q (195.586352 sec): 3 clusters Score: Raw -617465.208062 + Penalty 531.793187 = -616933.414876 nChanged 22 SP:Iteration 43Q (195.634113 sec): 3 clusters Score: Raw -617466.723814 + Penalty 531.793187 = -616934.930627 nChanged 30 SP:Iteration 44Q (195.681866 sec): 3 clusters Score: Raw -617468.699548 + Penalty 531.793187 = -616936.906362 nChanged 19 SP:Iteration 45Q (195.732506 sec): 3 clusters Score: Raw -617469.847481 + Penalty 531.793187 = -616938.054295 nChanged 17 SP:Iteration 46Q (195.786764 sec): 3 clusters Score: Raw -617470.787664 + Penalty 531.793187 = -616938.994478 nChanged 11 SP:Iteration 47Q (195.832910 sec): 3 clusters Score: Raw -617471.215752 + Penalty 531.793187 = -616939.422565 nChanged 9 SP:Iteration 48Q (195.885974 sec): 3 clusters Score: Raw -617471.549577 + Penalty 531.793187 = -616939.756391 nChanged 8 SP:Iteration 49Q (195.937690 sec): 3 clusters Score: Raw -617471.733850 + Penalty 531.793187 = -616939.940663 nChanged 7 SP:Iteration 50Q (195.986799 sec): 3 clusters Score: Raw -617471.945998 + Penalty 531.793187 = -616940.152812 nChanged 10 SP:Iteration 51Q (196.030359 sec): 3 clusters Score: Raw -617472.327602 + Penalty 531.793187 = -616940.534415 nChanged 13 SP:Iteration 52Q (196.069103 sec): 3 clusters Score: Raw -617472.884038 + Penalty 531.793187 = -616941.090852 nChanged 11 SP:Iteration 53Q (196.122690 sec): 3 clusters Score: Raw -617473.210923 + Penalty 531.793187 = -616941.417737 nChanged 6 SP:Iteration 54Q (196.171397 sec): 3 clusters Score: Raw -617473.379159 + Penalty 531.793187 = -616941.585972 nChanged 5 SP:Iteration 55Q (196.212196 sec): 3 clusters Score: Raw -617473.567337 + Penalty 531.793187 = -616941.774151 nChanged 10 SP:Iteration 56Q (196.256607 sec): 3 clusters Score: Raw -617473.936839 + Penalty 531.793187 = -616942.143653 nChanged 7 SP:Iteration 57Q (196.307200 sec): 3 clusters Score: Raw -617474.188482 + Penalty 531.793187 = -616942.395296 nChanged 9 SP:Iteration 58Q (196.354998 sec): 3 clusters Score: Raw -617474.481203 + Penalty 531.793187 = -616942.688016 nChanged 7 SP:Iteration 59Q (196.407262 sec): 3 clusters Score: Raw -617474.661849 + Penalty 531.793187 = -616942.868663 nChanged 4 SP:Iteration 60F (196.452790 sec): 3 clusters Score: Raw -617474.718143 + Penalty 531.793187 = -616942.924957 nChanged 4 SP:Iteration 61Q (196.496299 sec): 3 clusters Score: Raw -617474.809519 + Penalty 531.793187 = -616943.016332 nChanged 4 SP:Iteration 62Q (196.542674 sec): 3 clusters Score: Raw -617474.966569 + Penalty 531.793187 = -616943.173383 nChanged 4 SP:Iteration 63Q (196.583580 sec): 3 clusters Score: Raw -617475.043962 + Penalty 531.793187 = -616943.250775 nChanged 4 SP:Iteration 64Q (196.633337 sec): 3 clusters Score: Raw -617475.083196 + Penalty 531.793187 = -616943.290009 nChanged 1 SP:Iteration 65Q (196.693611 sec): 3 clusters Score: Raw -617475.107930 + Penalty 531.793187 = -616943.314743 nChanged 1 SP:Iteration 66Q (196.742043 sec): 3 clusters Score: Raw -617475.118817 + Penalty 531.793187 = -616943.325630 nChanged 0 SP:Iteration 67F (196.809112 sec): 3 clusters Score: Raw -617475.118817 + Penalty 531.793187 = -616943.325630 nChanged 0 Trying to split cluster 15 (2313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (196.823758 sec): 2 clusters Score: Raw -90405.832114 + Penalty 213.023268 = -90192.808846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (196.872105 sec): 3 clusters Score: Raw -89033.166326 + Penalty 426.046536 = -88607.119790 nChanged 1056 SP:Iteration 1F (196.917203 sec): 3 clusters Score: Raw -89665.254939 + Penalty 426.046536 = -89239.208402 nChanged 126 SP:Iteration 2F (196.967325 sec): 3 clusters Score: Raw -89714.004698 + Penalty 426.046536 = -89287.958162 nChanged 93 SP:Iteration 3Q (197.015159 sec): 3 clusters Score: Raw -89760.863882 + Penalty 426.046536 = -89334.817346 nChanged 86 SP:Iteration 4Q (197.059350 sec): 3 clusters Score: Raw -89806.405498 + Penalty 426.046536 = -89380.358962 nChanged 86 SP:Iteration 5Q (197.095053 sec): 3 clusters Score: Raw -89842.599229 + Penalty 426.046536 = -89416.552693 nChanged 69 SP:Iteration 6Q (197.139766 sec): 3 clusters Score: Raw -89875.590398 + Penalty 426.046536 = -89449.543862 nChanged 68 SP:Iteration 7Q (197.171884 sec): 3 clusters Score: Raw -89906.933552 + Penalty 426.046536 = -89480.887016 nChanged 75 SP:Iteration 8Q (197.203906 sec): 3 clusters Score: Raw -89948.344807 + Penalty 426.046536 = -89522.298271 nChanged 81 SP:Iteration 9Q (197.236445 sec): 3 clusters Score: Raw -90000.956078 + Penalty 426.046536 = -89574.909542 nChanged 83 SP:Iteration 10Q (197.265442 sec): 3 clusters Score: Raw -90056.505021 + Penalty 426.046536 = -89630.458485 nChanged 89 SP:Iteration 11Q (197.307784 sec): 3 clusters Score: Raw -90126.626129 + Penalty 426.046536 = -89700.579593 nChanged 93 SP:Iteration 12Q (197.340558 sec): 3 clusters Score: Raw -90202.791004 + Penalty 426.046536 = -89776.744467 nChanged 81 SP:Iteration 13Q (197.373008 sec): 3 clusters Score: Raw -90274.341520 + Penalty 426.046536 = -89848.294984 nChanged 45 SP:Iteration 14Q (197.405688 sec): 3 clusters Score: Raw -90306.419349 + Penalty 426.046536 = -89880.372813 nChanged 39 SP:Iteration 15Q (197.438166 sec): 3 clusters Score: Raw -90337.410828 + Penalty 426.046536 = -89911.364291 nChanged 29 SP:Iteration 16Q (197.470464 sec): 3 clusters Score: Raw -90357.053905 + Penalty 426.046536 = -89931.007368 nChanged 23 SP:Iteration 17Q (197.502560 sec): 3 clusters Score: Raw -90369.672120 + Penalty 426.046536 = -89943.625584 nChanged 19 SP:Iteration 18Q (197.539753 sec): 3 clusters Score: Raw -90389.287715 + Penalty 426.046536 = -89963.241179 nChanged 13 SP:Iteration 19Q (197.587645 sec): 3 clusters Score: Raw -90400.114539 + Penalty 426.046536 = -89974.068003 nChanged 14 SP:Iteration 20F (197.637767 sec): 3 clusters Score: Raw -90409.377641 + Penalty 426.046536 = -89983.331105 nChanged 10 SP:Iteration 21Q (197.688927 sec): 3 clusters Score: Raw -90419.230860 + Penalty 426.046536 = -89993.184324 nChanged 4 SP:Iteration 22Q (197.747637 sec): 3 clusters Score: Raw -90423.559259 + Penalty 426.046536 = -89997.512723 nChanged 7 SP:Iteration 23Q (197.792015 sec): 3 clusters Score: Raw -90431.326771 + Penalty 426.046536 = -90005.280235 nChanged 2 SP:Iteration 24Q (197.823824 sec): 3 clusters Score: Raw -90432.591166 + Penalty 426.046536 = -90006.544630 nChanged 3 SP:Iteration 25Q (197.860605 sec): 3 clusters Score: Raw -90433.710431 + Penalty 426.046536 = -90007.663895 nChanged 1 SP:Iteration 26Q (197.892786 sec): 3 clusters Score: Raw -90434.195135 + Penalty 426.046536 = -90008.148599 nChanged 1 SP:Iteration 27Q (197.922048 sec): 3 clusters Score: Raw -90434.768174 + Penalty 426.046536 = -90008.721638 nChanged 0 SP:Iteration 28F (197.947247 sec): 3 clusters Score: Raw -90434.768174 + Penalty 426.046536 = -90008.721638 nChanged 0 Trying to split cluster 16 (5210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (197.978307 sec): 2 clusters Score: Raw -210425.715109 + Penalty 235.354216 = -210190.360893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (198.008734 sec): 3 clusters Score: Raw -207168.121733 + Penalty 470.708432 = -206697.413300 nChanged 2406 SP:Iteration 1F (198.056945 sec): 3 clusters Score: Raw -208808.761893 + Penalty 470.708432 = -208338.053461 nChanged 477 SP:Iteration 2F (198.086295 sec): 3 clusters Score: Raw -209142.630185 + Penalty 470.708432 = -208671.921752 nChanged 417 SP:Iteration 3F (198.130281 sec): 3 clusters Score: Raw -209455.016349 + Penalty 470.708432 = -208984.307917 nChanged 337 SP:Iteration 4F (198.172861 sec): 3 clusters Score: Raw -209709.040865 + Penalty 470.708432 = -209238.332432 nChanged 263 SP:Iteration 5F (198.212303 sec): 3 clusters Score: Raw -209908.159557 + Penalty 470.708432 = -209437.451125 nChanged 203 SP:Iteration 6Q (198.248119 sec): 3 clusters Score: Raw -210052.488364 + Penalty 470.708432 = -209581.779932 nChanged 125 SP:Iteration 7Q (198.291142 sec): 3 clusters Score: Raw -210139.836737 + Penalty 470.708432 = -209669.128305 nChanged 85 SP:Iteration 8Q (198.327470 sec): 3 clusters Score: Raw -210189.207355 + Penalty 470.708432 = -209718.498922 nChanged 79 SP:Iteration 9Q (198.355249 sec): 3 clusters Score: Raw -210228.362127 + Penalty 470.708432 = -209757.653695 nChanged 76 SP:Iteration 10Q (198.394888 sec): 3 clusters Score: Raw -210266.798789 + Penalty 470.708432 = -209796.090357 nChanged 67 SP:Iteration 11Q (198.447705 sec): 3 clusters Score: Raw -210300.547223 + Penalty 470.708432 = -209829.838790 nChanged 61 SP:Iteration 12Q (198.475561 sec): 3 clusters Score: Raw -210336.502878 + Penalty 470.708432 = -209865.794446 nChanged 53 SP:Iteration 13Q (198.530015 sec): 3 clusters Score: Raw -210362.479091 + Penalty 470.708432 = -209891.770659 nChanged 46 SP:Iteration 14Q (198.564647 sec): 3 clusters Score: Raw -210381.365070 + Penalty 470.708432 = -209910.656638 nChanged 35 SP:Iteration 15Q (198.598582 sec): 3 clusters Score: Raw -210391.503271 + Penalty 470.708432 = -209920.794839 nChanged 18 SP:Iteration 16Q (198.643205 sec): 3 clusters Score: Raw -210397.692289 + Penalty 470.708432 = -209926.983857 nChanged 19 SP:Iteration 17Q (198.687994 sec): 3 clusters Score: Raw -210405.793874 + Penalty 470.708432 = -209935.085442 nChanged 18 SP:Iteration 18Q (198.735841 sec): 3 clusters Score: Raw -210414.099775 + Penalty 470.708432 = -209943.391343 nChanged 20 SP:Iteration 19Q (198.782083 sec): 3 clusters Score: Raw -210424.402143 + Penalty 470.708432 = -209953.693710 nChanged 20 SP:Iteration 20F (198.815715 sec): 3 clusters Score: Raw -210433.132072 + Penalty 470.708432 = -209962.423639 nChanged 23 SP:Iteration 21Q (198.856869 sec): 3 clusters Score: Raw -210439.006763 + Penalty 470.708432 = -209968.298331 nChanged 13 SP:Iteration 22Q (198.892190 sec): 3 clusters Score: Raw -210442.521090 + Penalty 470.708432 = -209971.812658 nChanged 9 SP:Iteration 23Q (198.927018 sec): 3 clusters Score: Raw -210444.806897 + Penalty 470.708432 = -209974.098464 nChanged 5 SP:Iteration 24Q (198.978535 sec): 3 clusters Score: Raw -210445.781628 + Penalty 470.708432 = -209975.073196 nChanged 4 SP:Iteration 25Q (199.022593 sec): 3 clusters Score: Raw -210446.084141 + Penalty 470.708432 = -209975.375709 nChanged 1 SP:Iteration 26Q (199.068127 sec): 3 clusters Score: Raw -210446.543602 + Penalty 470.708432 = -209975.835169 nChanged 1 SP:Iteration 27Q (199.100834 sec): 3 clusters Score: Raw -210446.638105 + Penalty 470.708432 = -209975.929672 nChanged 1 SP:Iteration 28Q (199.135157 sec): 3 clusters Score: Raw -210446.731927 + Penalty 470.708432 = -209976.023495 nChanged 1 SP:Iteration 29Q (199.173039 sec): 3 clusters Score: Raw -210446.740736 + Penalty 470.708432 = -209976.032304 nChanged 0 SP:Iteration 30F (199.206024 sec): 3 clusters Score: Raw -210446.740736 + Penalty 470.708432 = -209976.032304 nChanged 0 Trying to split cluster 17 (3449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (199.228146 sec): 2 clusters Score: Raw -132939.002930 + Penalty 224.010589 = -132714.992340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (199.269314 sec): 3 clusters Score: Raw -130883.202288 + Penalty 448.021179 = -130435.181109 nChanged 1522 SP:Iteration 1F (199.299662 sec): 3 clusters Score: Raw -131905.343470 + Penalty 448.021179 = -131457.322291 nChanged 253 SP:Iteration 2F (199.331032 sec): 3 clusters Score: Raw -132049.798652 + Penalty 448.021179 = -131601.777474 nChanged 209 SP:Iteration 3F (199.364109 sec): 3 clusters Score: Raw -132153.579025 + Penalty 448.021179 = -131705.557846 nChanged 151 SP:Iteration 4Q (199.407395 sec): 3 clusters Score: Raw -132231.853047 + Penalty 448.021179 = -131783.831869 nChanged 128 SP:Iteration 5Q (199.459383 sec): 3 clusters Score: Raw -132312.073213 + Penalty 448.021179 = -131864.052035 nChanged 130 SP:Iteration 6Q (199.493479 sec): 3 clusters Score: Raw -132393.693122 + Penalty 448.021179 = -131945.671943 nChanged 132 SP:Iteration 7Q (199.524511 sec): 3 clusters Score: Raw -132495.119302 + Penalty 448.021179 = -132047.098123 nChanged 123 SP:Iteration 8Q (199.556900 sec): 3 clusters Score: Raw -132583.806865 + Penalty 448.021179 = -132135.785686 nChanged 117 SP:Iteration 9Q (199.591082 sec): 3 clusters Score: Raw -132659.149060 + Penalty 448.021179 = -132211.127881 nChanged 87 SP:Iteration 10Q (199.617651 sec): 3 clusters Score: Raw -132715.050141 + Penalty 448.021179 = -132267.028963 nChanged 85 SP:Iteration 11Q (199.651855 sec): 3 clusters Score: Raw -132762.288450 + Penalty 448.021179 = -132314.267272 nChanged 63 SP:Iteration 12Q (199.685966 sec): 3 clusters Score: Raw -132790.334049 + Penalty 448.021179 = -132342.312870 nChanged 40 SP:Iteration 13Q (199.720035 sec): 3 clusters Score: Raw -132803.729789 + Penalty 448.021179 = -132355.708610 nChanged 29 SP:Iteration 14Q (199.763091 sec): 3 clusters Score: Raw -132814.553496 + Penalty 448.021179 = -132366.532317 nChanged 26 SP:Iteration 15Q (199.805953 sec): 3 clusters Score: Raw -132820.979575 + Penalty 448.021179 = -132372.958397 nChanged 16 SP:Iteration 16Q (199.838531 sec): 3 clusters Score: Raw -132823.323587 + Penalty 448.021179 = -132375.302408 nChanged 17 SP:Iteration 17Q (199.871210 sec): 3 clusters Score: Raw -132825.840439 + Penalty 448.021179 = -132377.819260 nChanged 14 SP:Iteration 18Q (199.904126 sec): 3 clusters Score: Raw -132827.556991 + Penalty 448.021179 = -132379.535812 nChanged 13 SP:Iteration 19Q (199.936472 sec): 3 clusters Score: Raw -132829.359414 + Penalty 448.021179 = -132381.338235 nChanged 8 SP:Iteration 20F (199.970743 sec): 3 clusters Score: Raw -132831.304376 + Penalty 448.021179 = -132383.283197 nChanged 8 SP:Iteration 21Q (200.008523 sec): 3 clusters Score: Raw -132832.888091 + Penalty 448.021179 = -132384.866912 nChanged 8 SP:Iteration 22Q (200.041200 sec): 3 clusters Score: Raw -132833.727584 + Penalty 448.021179 = -132385.706405 nChanged 6 SP:Iteration 23Q (200.074530 sec): 3 clusters Score: Raw -132834.172470 + Penalty 448.021179 = -132386.151291 nChanged 4 SP:Iteration 24Q (200.107641 sec): 3 clusters Score: Raw -132834.559000 + Penalty 448.021179 = -132386.537822 nChanged 3 SP:Iteration 25Q (200.145175 sec): 3 clusters Score: Raw -132834.787486 + Penalty 448.021179 = -132386.766307 nChanged 2 SP:Iteration 26Q (200.191065 sec): 3 clusters Score: Raw -132834.992476 + Penalty 448.021179 = -132386.971297 nChanged 2 SP:Iteration 27Q (200.223450 sec): 3 clusters Score: Raw -132835.156202 + Penalty 448.021179 = -132387.135023 nChanged 3 SP:Iteration 28Q (200.259527 sec): 3 clusters Score: Raw -132835.414017 + Penalty 448.021179 = -132387.392839 nChanged 2 SP:Iteration 29Q (200.292323 sec): 3 clusters Score: Raw -132835.452788 + Penalty 448.021179 = -132387.431609 nChanged 1 SP:Iteration 30Q (200.324844 sec): 3 clusters Score: Raw -132835.476616 + Penalty 448.021179 = -132387.455437 nChanged 0 SP:Iteration 31F (200.358492 sec): 3 clusters Score: Raw -132835.476616 + Penalty 448.021179 = -132387.455437 nChanged 0 Trying to split cluster 18 (90597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (200.439725 sec): 2 clusters Score: Raw -3615638.462119 + Penalty 313.889850 = -3615324.572269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (200.540923 sec): 3 clusters Score: Raw -3554662.517041 + Penalty 627.779701 = -3554034.737341 nChanged 44489 SP:Iteration 1F (200.652544 sec): 3 clusters Score: Raw -3585257.698055 + Penalty 627.779701 = -3584629.918354 nChanged 5947 SP:Iteration 2F (200.757232 sec): 3 clusters Score: Raw -3588461.614350 + Penalty 627.779701 = -3587833.834649 nChanged 6166 SP:Iteration 3F (200.850304 sec): 3 clusters Score: Raw -3592606.143501 + Penalty 627.779701 = -3591978.363800 nChanged 5860 SP:Iteration 4F (200.951432 sec): 3 clusters Score: Raw -3597605.982668 + Penalty 627.779701 = -3596978.202967 nChanged 5069 SP:Iteration 5F (201.052781 sec): 3 clusters Score: Raw -3602653.495356 + Penalty 627.779701 = -3602025.715655 nChanged 3736 SP:Iteration 6Q (201.168317 sec): 3 clusters Score: Raw -3606122.899171 + Penalty 627.779701 = -3605495.119470 nChanged 2498 SP:Iteration 7Q (201.283130 sec): 3 clusters Score: Raw -3607799.666441 + Penalty 627.779701 = -3607171.886740 nChanged 2008 SP:Iteration 8Q (201.392421 sec): 3 clusters Score: Raw -3608865.068906 + Penalty 627.779701 = -3608237.289205 nChanged 1795 SP:Iteration 9Q (201.500154 sec): 3 clusters Score: Raw -3609712.965549 + Penalty 627.779701 = -3609085.185848 nChanged 1646 SP:Iteration 10Q (201.603622 sec): 3 clusters Score: Raw -3610469.003518 + Penalty 627.779701 = -3609841.223817 nChanged 1483 SP:Iteration 11Q (201.701190 sec): 3 clusters Score: Raw -3611153.958204 + Penalty 627.779701 = -3610526.178503 nChanged 1312 SP:Iteration 12Q (201.799251 sec): 3 clusters Score: Raw -3611749.236731 + Penalty 627.779701 = -3611121.457030 nChanged 1132 SP:Iteration 13Q (201.914078 sec): 3 clusters Score: Raw -3612238.395472 + Penalty 627.779701 = -3611610.615771 nChanged 992 SP:Iteration 14Q (202.027151 sec): 3 clusters Score: Raw -3612659.766246 + Penalty 627.779701 = -3612031.986545 nChanged 892 SP:Iteration 15Q (202.140624 sec): 3 clusters Score: Raw -3613032.960577 + Penalty 627.779701 = -3612405.180876 nChanged 820 SP:Iteration 16Q (202.243586 sec): 3 clusters Score: Raw -3613397.429491 + Penalty 627.779701 = -3612769.649790 nChanged 772 SP:Iteration 17Q (202.341090 sec): 3 clusters Score: Raw -3613761.416228 + Penalty 627.779701 = -3613133.636527 nChanged 715 SP:Iteration 18Q (202.446834 sec): 3 clusters Score: Raw -3614112.634186 + Penalty 627.779701 = -3613484.854485 nChanged 609 SP:Iteration 19Q (202.547452 sec): 3 clusters Score: Raw -3614403.129185 + Penalty 627.779701 = -3613775.349484 nChanged 491 SP:Iteration 20F (202.651355 sec): 3 clusters Score: Raw -3614644.390888 + Penalty 627.779701 = -3614016.611188 nChanged 463 SP:Iteration 21Q (202.745399 sec): 3 clusters Score: Raw -3614882.177352 + Penalty 627.779701 = -3614254.397651 nChanged 386 SP:Iteration 22Q (202.849153 sec): 3 clusters Score: Raw -3615090.599271 + Penalty 627.779701 = -3614462.819570 nChanged 313 SP:Iteration 23Q (202.953008 sec): 3 clusters Score: Raw -3615250.707768 + Penalty 627.779701 = -3614622.928068 nChanged 238 SP:Iteration 24Q (203.052485 sec): 3 clusters Score: Raw -3615365.582555 + Penalty 627.779701 = -3614737.802854 nChanged 178 SP:Iteration 25Q (203.158950 sec): 3 clusters Score: Raw -3615447.561899 + Penalty 627.779701 = -3614819.782198 nChanged 163 SP:Iteration 26Q (203.266293 sec): 3 clusters Score: Raw -3615521.717277 + Penalty 627.779701 = -3614893.937576 nChanged 134 SP:Iteration 27Q (203.375962 sec): 3 clusters Score: Raw -3615577.723239 + Penalty 627.779701 = -3614949.943538 nChanged 108 SP:Iteration 28Q (203.473390 sec): 3 clusters Score: Raw -3615617.171718 + Penalty 627.779701 = -3614989.392017 nChanged 92 SP:Iteration 29Q (203.575787 sec): 3 clusters Score: Raw -3615652.548674 + Penalty 627.779701 = -3615024.768973 nChanged 89 SP:Iteration 30Q (203.673754 sec): 3 clusters Score: Raw -3615683.307114 + Penalty 627.779701 = -3615055.527413 nChanged 61 SP:Iteration 31Q (203.776037 sec): 3 clusters Score: Raw -3615698.830546 + Penalty 627.779701 = -3615071.050845 nChanged 46 SP:Iteration 32Q (203.878560 sec): 3 clusters Score: Raw -3615710.680163 + Penalty 627.779701 = -3615082.900462 nChanged 41 SP:Iteration 33Q (203.979006 sec): 3 clusters Score: Raw -3615721.448810 + Penalty 627.779701 = -3615093.669109 nChanged 30 SP:Iteration 34Q (204.084410 sec): 3 clusters Score: Raw -3615728.747791 + Penalty 627.779701 = -3615100.968090 nChanged 29 SP:Iteration 35Q (204.186618 sec): 3 clusters Score: Raw -3615738.015085 + Penalty 627.779701 = -3615110.235384 nChanged 29 SP:Iteration 36Q (204.290205 sec): 3 clusters Score: Raw -3615744.578563 + Penalty 627.779701 = -3615116.798862 nChanged 21 SP:Iteration 37Q (204.395219 sec): 3 clusters Score: Raw -3615750.645275 + Penalty 627.779701 = -3615122.865574 nChanged 25 SP:Iteration 38Q (204.502536 sec): 3 clusters Score: Raw -3615758.713397 + Penalty 627.779701 = -3615130.933696 nChanged 18 SP:Iteration 39Q (204.605295 sec): 3 clusters Score: Raw -3615762.413150 + Penalty 627.779701 = -3615134.633449 nChanged 15 SP:Iteration 40F (204.708560 sec): 3 clusters Score: Raw -3615766.663824 + Penalty 627.779701 = -3615138.884124 nChanged 17 SP:Iteration 41Q (204.812998 sec): 3 clusters Score: Raw -3615772.361135 + Penalty 627.779701 = -3615144.581434 nChanged 15 SP:Iteration 42Q (204.909593 sec): 3 clusters Score: Raw -3615778.706842 + Penalty 627.779701 = -3615150.927141 nChanged 16 SP:Iteration 43Q (205.015546 sec): 3 clusters Score: Raw -3615783.896220 + Penalty 627.779701 = -3615156.116519 nChanged 16 SP:Iteration 44Q (205.111444 sec): 3 clusters Score: Raw -3615786.676416 + Penalty 627.779701 = -3615158.896715 nChanged 11 SP:Iteration 45Q (205.203263 sec): 3 clusters Score: Raw -3615789.262822 + Penalty 627.779701 = -3615161.483121 nChanged 11 SP:Iteration 46Q (205.298637 sec): 3 clusters Score: Raw -3615791.155326 + Penalty 627.779701 = -3615163.375625 nChanged 5 SP:Iteration 47Q (205.399408 sec): 3 clusters Score: Raw -3615792.139897 + Penalty 627.779701 = -3615164.360197 nChanged 6 SP:Iteration 48Q (205.506437 sec): 3 clusters Score: Raw -3615794.309610 + Penalty 627.779701 = -3615166.529910 nChanged 11 SP:Iteration 49Q (205.604204 sec): 3 clusters Score: Raw -3615796.748684 + Penalty 627.779701 = -3615168.968984 nChanged 11 SP:Iteration 50Q (205.707447 sec): 3 clusters Score: Raw -3615799.015807 + Penalty 627.779701 = -3615171.236106 nChanged 6 SP:Iteration 51Q (205.811002 sec): 3 clusters Score: Raw -3615799.547042 + Penalty 627.779701 = -3615171.767341 nChanged 3 SP:Iteration 52Q (205.911988 sec): 3 clusters Score: Raw -3615801.168951 + Penalty 627.779701 = -3615173.389250 nChanged 7 SP:Iteration 53Q (206.019844 sec): 3 clusters Score: Raw -3615804.387724 + Penalty 627.779701 = -3615176.608024 nChanged 13 SP:Iteration 54Q (206.124283 sec): 3 clusters Score: Raw -3615810.223555 + Penalty 627.779701 = -3615182.443854 nChanged 17 SP:Iteration 55Q (206.234184 sec): 3 clusters Score: Raw -3615815.383132 + Penalty 627.779701 = -3615187.603432 nChanged 13 SP:Iteration 56Q (206.331323 sec): 3 clusters Score: Raw -3615819.423873 + Penalty 627.779701 = -3615191.644172 nChanged 11 SP:Iteration 57Q (206.433226 sec): 3 clusters Score: Raw -3615822.481777 + Penalty 627.779701 = -3615194.702076 nChanged 10 SP:Iteration 58Q (206.526820 sec): 3 clusters Score: Raw -3615824.655979 + Penalty 627.779701 = -3615196.876278 nChanged 14 SP:Iteration 59Q (206.634034 sec): 3 clusters Score: Raw -3615827.041810 + Penalty 627.779701 = -3615199.262109 nChanged 8 SP:Iteration 60F (206.744095 sec): 3 clusters Score: Raw -3615830.893176 + Penalty 627.779701 = -3615203.113475 nChanged 13 SP:Iteration 61Q (206.847572 sec): 3 clusters Score: Raw -3615833.844930 + Penalty 627.779701 = -3615206.065229 nChanged 7 SP:Iteration 62Q (206.946733 sec): 3 clusters Score: Raw -3615835.010967 + Penalty 627.779701 = -3615207.231266 nChanged 2 SP:Iteration 63Q (207.051398 sec): 3 clusters Score: Raw -3615835.131856 + Penalty 627.779701 = -3615207.352155 nChanged 1 SP:Iteration 64Q (207.158467 sec): 3 clusters Score: Raw -3615835.343958 + Penalty 627.779701 = -3615207.564257 nChanged 4 SP:Iteration 65Q (207.254699 sec): 3 clusters Score: Raw -3615835.759702 + Penalty 627.779701 = -3615207.980002 nChanged 3 SP:Iteration 66Q (207.358428 sec): 3 clusters Score: Raw -3615836.020219 + Penalty 627.779701 = -3615208.240518 nChanged 3 SP:Iteration 67Q (207.457415 sec): 3 clusters Score: Raw -3615836.610550 + Penalty 627.779701 = -3615208.830849 nChanged 1 SP:Iteration 68Q (207.556983 sec): 3 clusters Score: Raw -3615836.719159 + Penalty 627.779701 = -3615208.939459 nChanged 0 SP:Iteration 69F (207.651165 sec): 3 clusters Score: Raw -3615836.719159 + Penalty 627.779701 = -3615208.939459 nChanged 0 Trying to split cluster 19 (38188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.691683 sec): 2 clusters Score: Raw -1544472.962489 + Penalty 290.132607 = -1544182.829882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.755341 sec): 3 clusters Score: Raw -1519005.126205 + Penalty 580.265214 = -1518424.860992 nChanged 18666 SP:Iteration 1F (207.822488 sec): 3 clusters Score: Raw -1532975.926056 + Penalty 580.265214 = -1532395.660842 nChanged 3259 SP:Iteration 2F (207.881993 sec): 3 clusters Score: Raw -1535548.303330 + Penalty 580.265214 = -1534968.038116 nChanged 3051 SP:Iteration 3F (207.945670 sec): 3 clusters Score: Raw -1538259.024342 + Penalty 580.265214 = -1537678.759129 nChanged 2522 SP:Iteration 4F (208.010703 sec): 3 clusters Score: Raw -1540527.098585 + Penalty 580.265214 = -1539946.833371 nChanged 1835 SP:Iteration 5Q (208.087567 sec): 3 clusters Score: Raw -1542187.180291 + Penalty 580.265214 = -1541606.915077 nChanged 1221 SP:Iteration 6Q (208.156722 sec): 3 clusters Score: Raw -1543269.532180 + Penalty 580.265214 = -1542689.266967 nChanged 748 SP:Iteration 7Q (208.233642 sec): 3 clusters Score: Raw -1543926.702308 + Penalty 580.265214 = -1543346.437095 nChanged 361 SP:Iteration 8Q (208.303918 sec): 3 clusters Score: Raw -1544225.588271 + Penalty 580.265214 = -1543645.323057 nChanged 177 SP:Iteration 9Q (208.359719 sec): 3 clusters Score: Raw -1544370.526150 + Penalty 580.265214 = -1543790.260936 nChanged 76 SP:Iteration 10Q (208.424886 sec): 3 clusters Score: Raw -1544440.246184 + Penalty 580.265214 = -1543859.980970 nChanged 52 SP:Iteration 11Q (208.492687 sec): 3 clusters Score: Raw -1544486.751289 + Penalty 580.265214 = -1543906.486075 nChanged 24 SP:Iteration 12Q (208.550262 sec): 3 clusters Score: Raw -1544507.286082 + Penalty 580.265214 = -1543927.020868 nChanged 15 SP:Iteration 13Q (208.612981 sec): 3 clusters Score: Raw -1544514.436182 + Penalty 580.265214 = -1543934.170968 nChanged 11 SP:Iteration 14Q (208.664514 sec): 3 clusters Score: Raw -1544518.345773 + Penalty 580.265214 = -1543938.080560 nChanged 8 SP:Iteration 15Q (208.729001 sec): 3 clusters Score: Raw -1544520.361139 + Penalty 580.265214 = -1543940.095925 nChanged 5 SP:Iteration 16Q (208.795422 sec): 3 clusters Score: Raw -1544522.082391 + Penalty 580.265214 = -1543941.817178 nChanged 7 SP:Iteration 17Q (208.866277 sec): 3 clusters Score: Raw -1544523.526885 + Penalty 580.265214 = -1543943.261671 nChanged 3 SP:Iteration 18Q (208.937760 sec): 3 clusters Score: Raw -1544525.197880 + Penalty 580.265214 = -1543944.932666 nChanged 4 SP:Iteration 19Q (209.006097 sec): 3 clusters Score: Raw -1544528.806442 + Penalty 580.265214 = -1543948.541229 nChanged 8 SP:Iteration 20F (209.081023 sec): 3 clusters Score: Raw -1544532.750498 + Penalty 580.265214 = -1543952.485285 nChanged 6 SP:Iteration 21Q (209.143890 sec): 3 clusters Score: Raw -1544534.445286 + Penalty 580.265214 = -1543954.180073 nChanged 2 SP:Iteration 22Q (209.195461 sec): 3 clusters Score: Raw -1544534.808467 + Penalty 580.265214 = -1543954.543253 nChanged 0 SP:Iteration 23F (209.263981 sec): 3 clusters Score: Raw -1544534.808467 + Penalty 580.265214 = -1543954.543253 nChanged 0 Trying to split cluster 20 (11313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (209.293820 sec): 2 clusters Score: Raw -421024.446780 + Penalty 256.676964 = -420767.769815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (209.331313 sec): 3 clusters Score: Raw -413803.361956 + Penalty 513.353928 = -413290.008028 nChanged 5292 SP:Iteration 1F (209.373876 sec): 3 clusters Score: Raw -416972.073697 + Penalty 513.353928 = -416458.719769 nChanged 742 SP:Iteration 2F (209.426305 sec): 3 clusters Score: Raw -417334.957203 + Penalty 513.353928 = -416821.603275 nChanged 771 SP:Iteration 3F (209.467149 sec): 3 clusters Score: Raw -417756.785175 + Penalty 513.353928 = -417243.431247 nChanged 719 SP:Iteration 4F (209.514603 sec): 3 clusters Score: Raw -418180.618274 + Penalty 513.353928 = -417667.264346 nChanged 683 SP:Iteration 5F (209.566239 sec): 3 clusters Score: Raw -418623.075063 + Penalty 513.353928 = -418109.721135 nChanged 586 SP:Iteration 6F (209.620640 sec): 3 clusters Score: Raw -419057.759924 + Penalty 513.353928 = -418544.405996 nChanged 487 SP:Iteration 7Q (209.676478 sec): 3 clusters Score: Raw -419525.584652 + Penalty 513.353928 = -419012.230724 nChanged 425 SP:Iteration 8Q (209.731651 sec): 3 clusters Score: Raw -419981.228170 + Penalty 513.353928 = -419467.874241 nChanged 356 SP:Iteration 9Q (209.787571 sec): 3 clusters Score: Raw -420299.699496 + Penalty 513.353928 = -419786.345568 nChanged 274 SP:Iteration 10Q (209.843583 sec): 3 clusters Score: Raw -420495.964239 + Penalty 513.353928 = -419982.610311 nChanged 195 SP:Iteration 11Q (209.904350 sec): 3 clusters Score: Raw -420612.317441 + Penalty 513.353928 = -420098.963513 nChanged 165 SP:Iteration 12Q (209.969262 sec): 3 clusters Score: Raw -420713.102394 + Penalty 513.353928 = -420199.748466 nChanged 151 SP:Iteration 13Q (210.012029 sec): 3 clusters Score: Raw -420796.753347 + Penalty 513.353928 = -420283.399419 nChanged 121 SP:Iteration 14Q (210.059305 sec): 3 clusters Score: Raw -420853.221462 + Penalty 513.353928 = -420339.867534 nChanged 98 SP:Iteration 15Q (210.108074 sec): 3 clusters Score: Raw -420890.882931 + Penalty 513.353928 = -420377.529003 nChanged 84 SP:Iteration 16Q (210.156741 sec): 3 clusters Score: Raw -420921.036129 + Penalty 513.353928 = -420407.682201 nChanged 73 SP:Iteration 17Q (210.205579 sec): 3 clusters Score: Raw -420941.656544 + Penalty 513.353928 = -420428.302615 nChanged 51 SP:Iteration 18Q (210.251990 sec): 3 clusters Score: Raw -420951.627766 + Penalty 513.353928 = -420438.273838 nChanged 41 SP:Iteration 19Q (210.302248 sec): 3 clusters Score: Raw -420959.342095 + Penalty 513.353928 = -420445.988167 nChanged 37 SP:Iteration 20F (210.347270 sec): 3 clusters Score: Raw -420966.364602 + Penalty 513.353928 = -420453.010674 nChanged 33 SP:Iteration 21Q (210.391764 sec): 3 clusters Score: Raw -420970.719933 + Penalty 513.353928 = -420457.366005 nChanged 23 SP:Iteration 22Q (210.442012 sec): 3 clusters Score: Raw -420973.694983 + Penalty 513.353928 = -420460.341055 nChanged 22 SP:Iteration 23Q (210.479043 sec): 3 clusters Score: Raw -420975.903951 + Penalty 513.353928 = -420462.550023 nChanged 23 SP:Iteration 24Q (210.532065 sec): 3 clusters Score: Raw -420977.690007 + Penalty 513.353928 = -420464.336079 nChanged 15 SP:Iteration 25Q (210.583532 sec): 3 clusters Score: Raw -420979.191961 + Penalty 513.353928 = -420465.838033 nChanged 11 SP:Iteration 26Q (210.617714 sec): 3 clusters Score: Raw -420980.020270 + Penalty 513.353928 = -420466.666342 nChanged 7 SP:Iteration 27Q (210.665086 sec): 3 clusters Score: Raw -420980.333830 + Penalty 513.353928 = -420466.979901 nChanged 3 SP:Iteration 28Q (210.717267 sec): 3 clusters Score: Raw -420980.414616 + Penalty 513.353928 = -420467.060687 nChanged 4 SP:Iteration 29Q (210.757549 sec): 3 clusters Score: Raw -420980.558742 + Penalty 513.353928 = -420467.204814 nChanged 1 SP:Iteration 30Q (210.791682 sec): 3 clusters Score: Raw -420980.570500 + Penalty 513.353928 = -420467.216572 nChanged 0 SP:Iteration 31F (210.834036 sec): 3 clusters Score: Raw -420980.570500 + Penalty 513.353928 = -420467.216572 nChanged 0 Trying to split cluster 21 (1252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (210.855116 sec): 2 clusters Score: Raw -51204.553376 + Penalty 196.143683 = -51008.409693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (210.886936 sec): 3 clusters Score: Raw -50496.333322 + Penalty 392.287365 = -50104.045957 nChanged 560 SP:Iteration 1F (210.925847 sec): 3 clusters Score: Raw -50857.905704 + Penalty 392.287365 = -50465.618339 nChanged 112 SP:Iteration 2F (210.957308 sec): 3 clusters Score: Raw -50914.903677 + Penalty 392.287365 = -50522.616312 nChanged 70 SP:Iteration 3F (210.984357 sec): 3 clusters Score: Raw -50952.591939 + Penalty 392.287365 = -50560.304574 nChanged 53 SP:Iteration 4Q (211.015729 sec): 3 clusters Score: Raw -50985.210162 + Penalty 392.287365 = -50592.922797 nChanged 45 SP:Iteration 5Q (211.051887 sec): 3 clusters Score: Raw -51017.890995 + Penalty 392.287365 = -50625.603630 nChanged 49 SP:Iteration 6Q (211.089003 sec): 3 clusters Score: Raw -51064.558246 + Penalty 392.287365 = -50672.270880 nChanged 46 SP:Iteration 7Q (211.119818 sec): 3 clusters Score: Raw -51102.661308 + Penalty 392.287365 = -50710.373943 nChanged 51 SP:Iteration 8Q (211.150544 sec): 3 clusters Score: Raw -51133.607975 + Penalty 392.287365 = -50741.320609 nChanged 33 SP:Iteration 9Q (211.184132 sec): 3 clusters Score: Raw -51158.279513 + Penalty 392.287365 = -50765.992148 nChanged 32 SP:Iteration 10Q (211.229835 sec): 3 clusters Score: Raw -51188.064805 + Penalty 392.287365 = -50795.777439 nChanged 30 SP:Iteration 11Q (211.264946 sec): 3 clusters Score: Raw -51225.427338 + Penalty 392.287365 = -50833.139973 nChanged 26 SP:Iteration 12Q (211.313649 sec): 3 clusters Score: Raw -51252.851583 + Penalty 392.287365 = -50860.564218 nChanged 20 SP:Iteration 13Q (211.355558 sec): 3 clusters Score: Raw -51264.753061 + Penalty 392.287365 = -50872.465696 nChanged 11 SP:Iteration 14Q (211.402699 sec): 3 clusters Score: Raw -51269.657815 + Penalty 392.287365 = -50877.370450 nChanged 11 SP:Iteration 15Q (211.457208 sec): 3 clusters Score: Raw -51273.933856 + Penalty 392.287365 = -50881.646491 nChanged 10 SP:Iteration 16Q (211.503379 sec): 3 clusters Score: Raw -51278.547375 + Penalty 392.287365 = -50886.260009 nChanged 12 SP:Iteration 17Q (211.541739 sec): 3 clusters Score: Raw -51284.538865 + Penalty 392.287365 = -50892.251499 nChanged 9 SP:Iteration 18Q (211.583153 sec): 3 clusters Score: Raw -51287.032976 + Penalty 392.287365 = -50894.745611 nChanged 3 SP:Iteration 19Q (211.642612 sec): 3 clusters Score: Raw -51288.372877 + Penalty 392.287365 = -50896.085512 nChanged 1 SP:Iteration 20F (211.674149 sec): 3 clusters Score: Raw -51288.424382 + Penalty 392.287365 = -50896.137017 nChanged 0 Trying to split cluster 22 (1241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (211.693753 sec): 2 clusters Score: Raw -46048.589529 + Penalty 195.901002 = -45852.688527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (211.725536 sec): 3 clusters Score: Raw -45365.594655 + Penalty 391.802003 = -44973.792652 nChanged 538 SP:Iteration 1F (211.761319 sec): 3 clusters Score: Raw -45696.553763 + Penalty 391.802003 = -45304.751760 nChanged 75 SP:Iteration 2F (211.800851 sec): 3 clusters Score: Raw -45753.208642 + Penalty 391.802003 = -45361.406639 nChanged 76 SP:Iteration 3F (211.838110 sec): 3 clusters Score: Raw -45822.079561 + Penalty 391.802003 = -45430.277557 nChanged 61 SP:Iteration 4Q (211.885313 sec): 3 clusters Score: Raw -45880.530273 + Penalty 391.802003 = -45488.728270 nChanged 57 SP:Iteration 5Q (211.912697 sec): 3 clusters Score: Raw -45924.832631 + Penalty 391.802003 = -45533.030628 nChanged 44 SP:Iteration 6Q (211.947718 sec): 3 clusters Score: Raw -45958.126582 + Penalty 391.802003 = -45566.324579 nChanged 27 SP:Iteration 7Q (211.983647 sec): 3 clusters Score: Raw -45980.328586 + Penalty 391.802003 = -45588.526583 nChanged 31 SP:Iteration 8Q (212.021779 sec): 3 clusters Score: Raw -46000.957537 + Penalty 391.802003 = -45609.155534 nChanged 31 SP:Iteration 9Q (212.074616 sec): 3 clusters Score: Raw -46017.512958 + Penalty 391.802003 = -45625.710955 nChanged 26 SP:Iteration 10Q (212.118662 sec): 3 clusters Score: Raw -46027.022051 + Penalty 391.802003 = -45635.220048 nChanged 11 SP:Iteration 11Q (212.155481 sec): 3 clusters Score: Raw -46029.912207 + Penalty 391.802003 = -45638.110204 nChanged 9 SP:Iteration 12Q (212.211339 sec): 3 clusters Score: Raw -46032.464002 + Penalty 391.802003 = -45640.661999 nChanged 8 SP:Iteration 13Q (212.261212 sec): 3 clusters Score: Raw -46034.970000 + Penalty 391.802003 = -45643.167996 nChanged 8 SP:Iteration 14Q (212.298889 sec): 3 clusters Score: Raw -46038.465041 + Penalty 391.802003 = -45646.663038 nChanged 7 SP:Iteration 15Q (212.343950 sec): 3 clusters Score: Raw -46039.947066 + Penalty 391.802003 = -45648.145063 nChanged 4 SP:Iteration 16Q (212.385273 sec): 3 clusters Score: Raw -46040.449762 + Penalty 391.802003 = -45648.647759 nChanged 3 SP:Iteration 17Q (212.422457 sec): 3 clusters Score: Raw -46041.172738 + Penalty 391.802003 = -45649.370734 nChanged 4 SP:Iteration 18Q (212.462716 sec): 3 clusters Score: Raw -46042.141018 + Penalty 391.802003 = -45650.339015 nChanged 2 SP:Iteration 19Q (212.518942 sec): 3 clusters Score: Raw -46042.463144 + Penalty 391.802003 = -45650.661140 nChanged 2 SP:Iteration 20F (212.556484 sec): 3 clusters Score: Raw -46042.601997 + Penalty 391.802003 = -45650.799994 nChanged 2 SP:Iteration 21Q (212.587946 sec): 3 clusters Score: Raw -46042.725105 + Penalty 391.802003 = -45650.923102 nChanged 1 SP:Iteration 22Q (212.619385 sec): 3 clusters Score: Raw -46042.779377 + Penalty 391.802003 = -45650.977374 nChanged 1 SP:Iteration 23Q (212.650798 sec): 3 clusters Score: Raw -46042.922236 + Penalty 391.802003 = -45651.120232 nChanged 0 SP:Iteration 24F (212.682268 sec): 3 clusters Score: Raw -46042.922236 + Penalty 391.802003 = -45651.120232 nChanged 0 Trying to split cluster 23 (731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.700422 sec): 2 clusters Score: Raw -21088.273341 + Penalty 181.346370 = -20906.926971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.731407 sec): 3 clusters Score: Raw -20725.536888 + Penalty 362.692740 = -20362.844148 nChanged 296 SP:Iteration 1F (212.755823 sec): 3 clusters Score: Raw -20976.072023 + Penalty 362.692740 = -20613.379283 nChanged 80 SP:Iteration 2F (212.786698 sec): 3 clusters Score: Raw -21103.316105 + Penalty 362.692740 = -20740.623364 nChanged 62 SP:Iteration 3F (212.812422 sec): 3 clusters Score: Raw -21159.266636 + Penalty 362.692740 = -20796.573896 nChanged 32 SP:Iteration 4Q (212.849991 sec): 3 clusters Score: Raw -21181.158500 + Penalty 362.692740 = -20818.465760 nChanged 26 SP:Iteration 5Q (212.895809 sec): 3 clusters Score: Raw -21203.771927 + Penalty 362.692740 = -20841.079187 nChanged 22 SP:Iteration 6Q (212.937952 sec): 3 clusters Score: Raw -21231.205564 + Penalty 362.692740 = -20868.512823 nChanged 10 SP:Iteration 7Q (212.975038 sec): 3 clusters Score: Raw -21236.049677 + Penalty 362.692740 = -20873.356937 nChanged 2 SP:Iteration 8Q (213.013511 sec): 3 clusters Score: Raw -21236.527884 + Penalty 362.692740 = -20873.835144 nChanged 2 SP:Iteration 9Q (213.060937 sec): 3 clusters Score: Raw -21238.081429 + Penalty 362.692740 = -20875.388689 nChanged 2 SP:Iteration 10Q (213.110232 sec): 3 clusters Score: Raw -21239.194498 + Penalty 362.692740 = -20876.501757 nChanged 2 SP:Iteration 11Q (213.160035 sec): 3 clusters Score: Raw -21239.579834 + Penalty 362.692740 = -20876.887093 nChanged 2 SP:Iteration 12Q (213.209864 sec): 3 clusters Score: Raw -21241.326701 + Penalty 362.692740 = -20878.633961 nChanged 3 SP:Iteration 13Q (213.259700 sec): 3 clusters Score: Raw -21246.483191 + Penalty 362.692740 = -20883.790451 nChanged 4 SP:Iteration 14Q (213.299528 sec): 3 clusters Score: Raw -21247.860993 + Penalty 362.692740 = -20885.168252 nChanged 2 SP:Iteration 15Q (213.361345 sec): 3 clusters Score: Raw -21248.370985 + Penalty 362.692740 = -20885.678245 nChanged 1 SP:Iteration 16Q (213.399020 sec): 3 clusters Score: Raw -21249.670335 + Penalty 362.692740 = -20886.977595 nChanged 1 SP:Iteration 17Q (213.448794 sec): 3 clusters Score: Raw -21249.866043 + Penalty 362.692740 = -20887.173303 nChanged 0 SP:Iteration 18F (213.498731 sec): 3 clusters Score: Raw -21249.866043 + Penalty 362.692740 = -20887.173303 nChanged 0 Trying to split cluster 24 (989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.523263 sec): 2 clusters Score: Raw -26542.352023 + Penalty 189.659094 = -26352.692929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.568750 sec): 3 clusters Score: Raw -26024.397679 + Penalty 379.318188 = -25645.079490 nChanged 415 SP:Iteration 1F (213.617026 sec): 3 clusters Score: Raw -26309.718552 + Penalty 379.318188 = -25930.400364 nChanged 80 SP:Iteration 2F (213.665278 sec): 3 clusters Score: Raw -26372.346013 + Penalty 379.318188 = -25993.027825 nChanged 66 SP:Iteration 3F (213.707316 sec): 3 clusters Score: Raw -26417.079840 + Penalty 379.318188 = -26037.761652 nChanged 49 SP:Iteration 4Q (213.752036 sec): 3 clusters Score: Raw -26447.550890 + Penalty 379.318188 = -26068.232701 nChanged 32 SP:Iteration 5Q (213.794436 sec): 3 clusters Score: Raw -26464.945416 + Penalty 379.318188 = -26085.627228 nChanged 28 SP:Iteration 6Q (213.833930 sec): 3 clusters Score: Raw -26479.933297 + Penalty 379.318188 = -26100.615109 nChanged 28 SP:Iteration 7Q (213.870610 sec): 3 clusters Score: Raw -26494.775641 + Penalty 379.318188 = -26115.457452 nChanged 23 SP:Iteration 8Q (213.903087 sec): 3 clusters Score: Raw -26511.523082 + Penalty 379.318188 = -26132.204894 nChanged 17 SP:Iteration 9Q (213.943244 sec): 3 clusters Score: Raw -26525.307327 + Penalty 379.318188 = -26145.989139 nChanged 21 SP:Iteration 10Q (213.988050 sec): 3 clusters Score: Raw -26546.580616 + Penalty 379.318188 = -26167.262428 nChanged 13 SP:Iteration 11Q (214.014455 sec): 3 clusters Score: Raw -26559.153354 + Penalty 379.318188 = -26179.835166 nChanged 9 SP:Iteration 12Q (214.064967 sec): 3 clusters Score: Raw -26566.652501 + Penalty 379.318188 = -26187.334313 nChanged 3 SP:Iteration 13Q (214.109296 sec): 3 clusters Score: Raw -26567.965576 + Penalty 379.318188 = -26188.647388 nChanged 5 SP:Iteration 14Q (214.163291 sec): 3 clusters Score: Raw -26573.771376 + Penalty 379.318188 = -26194.453188 nChanged 8 SP:Iteration 15Q (214.199683 sec): 3 clusters Score: Raw -26581.599682 + Penalty 379.318188 = -26202.281494 nChanged 3 SP:Iteration 16Q (214.230606 sec): 3 clusters Score: Raw -26583.817221 + Penalty 379.318188 = -26204.499032 nChanged 2 SP:Iteration 17Q (214.261624 sec): 3 clusters Score: Raw -26584.850859 + Penalty 379.318188 = -26205.532671 nChanged 4 SP:Iteration 18Q (214.292570 sec): 3 clusters Score: Raw -26586.423573 + Penalty 379.318188 = -26207.105385 nChanged 2 SP:Iteration 19Q (214.323511 sec): 3 clusters Score: Raw -26587.118590 + Penalty 379.318188 = -26207.800401 nChanged 2 SP:Iteration 20F (214.354506 sec): 3 clusters Score: Raw -26588.030473 + Penalty 379.318188 = -26208.712285 nChanged 2 SP:Iteration 21Q (214.385390 sec): 3 clusters Score: Raw -26589.975241 + Penalty 379.318188 = -26210.657052 nChanged 1 SP:Iteration 22Q (214.416329 sec): 3 clusters Score: Raw -26590.316770 + Penalty 379.318188 = -26210.998582 nChanged 0 SP:Iteration 23F (214.447299 sec): 3 clusters Score: Raw -26590.316770 + Penalty 379.318188 = -26210.998582 nChanged 0 Trying to split cluster 25 (21486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.497234 sec): 2 clusters Score: Raw -889047.818499 + Penalty 274.316813 = -888773.501686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.550000 sec): 3 clusters Score: Raw -874833.493833 + Penalty 548.633626 = -874284.860207 nChanged 10437 SP:Iteration 1F (214.591521 sec): 3 clusters Score: Raw -881741.232172 + Penalty 548.633626 = -881192.598546 nChanged 1553 SP:Iteration 2F (214.644798 sec): 3 clusters Score: Raw -882660.017813 + Penalty 548.633626 = -882111.384187 nChanged 1582 SP:Iteration 3F (214.697143 sec): 3 clusters Score: Raw -883699.101166 + Penalty 548.633626 = -883150.467540 nChanged 1549 SP:Iteration 4F (214.759773 sec): 3 clusters Score: Raw -884763.655211 + Penalty 548.633626 = -884215.021585 nChanged 1395 SP:Iteration 5F (214.801989 sec): 3 clusters Score: Raw -885718.117841 + Penalty 548.633626 = -885169.484214 nChanged 1138 SP:Iteration 6F (214.865205 sec): 3 clusters Score: Raw -886547.526701 + Penalty 548.633626 = -885998.893074 nChanged 948 SP:Iteration 7Q (214.916708 sec): 3 clusters Score: Raw -887194.871631 + Penalty 548.633626 = -886646.238005 nChanged 670 SP:Iteration 8Q (214.966264 sec): 3 clusters Score: Raw -887616.931847 + Penalty 548.633626 = -887068.298221 nChanged 516 SP:Iteration 9Q (215.023693 sec): 3 clusters Score: Raw -887916.558551 + Penalty 548.633626 = -887367.924925 nChanged 404 SP:Iteration 10Q (215.081848 sec): 3 clusters Score: Raw -888098.130243 + Penalty 548.633626 = -887549.496617 nChanged 339 SP:Iteration 11Q (215.130525 sec): 3 clusters Score: Raw -888237.734119 + Penalty 548.633626 = -887689.100493 nChanged 318 SP:Iteration 12Q (215.198227 sec): 3 clusters Score: Raw -888360.696211 + Penalty 548.633626 = -887812.062584 nChanged 319 SP:Iteration 13Q (215.242907 sec): 3 clusters Score: Raw -888479.716797 + Penalty 548.633626 = -887931.083171 nChanged 308 SP:Iteration 14Q (215.291224 sec): 3 clusters Score: Raw -888587.444143 + Penalty 548.633626 = -888038.810517 nChanged 278 SP:Iteration 15Q (215.338312 sec): 3 clusters Score: Raw -888679.146620 + Penalty 548.633626 = -888130.512994 nChanged 255 SP:Iteration 16Q (215.404420 sec): 3 clusters Score: Raw -888768.827163 + Penalty 548.633626 = -888220.193537 nChanged 243 SP:Iteration 17Q (215.450738 sec): 3 clusters Score: Raw -888860.569747 + Penalty 548.633626 = -888311.936121 nChanged 228 SP:Iteration 18Q (215.511161 sec): 3 clusters Score: Raw -888953.752283 + Penalty 548.633626 = -888405.118657 nChanged 212 SP:Iteration 19Q (215.546516 sec): 3 clusters Score: Raw -889047.964176 + Penalty 548.633626 = -888499.330550 nChanged 192 SP:Iteration 20F (215.602453 sec): 3 clusters Score: Raw -889124.799720 + Penalty 548.633626 = -888576.166094 nChanged 164 SP:Iteration 21Q (215.656328 sec): 3 clusters Score: Raw -889189.285774 + Penalty 548.633626 = -888640.652148 nChanged 123 SP:Iteration 22Q (215.726539 sec): 3 clusters Score: Raw -889235.971867 + Penalty 548.633626 = -888687.338241 nChanged 102 SP:Iteration 23Q (215.776163 sec): 3 clusters Score: Raw -889278.318899 + Penalty 548.633626 = -888729.685273 nChanged 106 SP:Iteration 24Q (215.832350 sec): 3 clusters Score: Raw -889320.763775 + Penalty 548.633626 = -888772.130149 nChanged 100 SP:Iteration 25Q (215.880131 sec): 3 clusters Score: Raw -889360.812918 + Penalty 548.633626 = -888812.179292 nChanged 89 SP:Iteration 26Q (215.921596 sec): 3 clusters Score: Raw -889392.140613 + Penalty 548.633626 = -888843.506987 nChanged 73 SP:Iteration 27Q (215.978441 sec): 3 clusters Score: Raw -889413.575485 + Penalty 548.633626 = -888864.941859 nChanged 63 SP:Iteration 28Q (216.018639 sec): 3 clusters Score: Raw -889429.793850 + Penalty 548.633626 = -888881.160224 nChanged 54 SP:Iteration 29Q (216.072565 sec): 3 clusters Score: Raw -889440.450698 + Penalty 548.633626 = -888891.817072 nChanged 43 SP:Iteration 30Q (216.119796 sec): 3 clusters Score: Raw -889449.157680 + Penalty 548.633626 = -888900.524054 nChanged 34 SP:Iteration 31Q (216.172213 sec): 3 clusters Score: Raw -889453.776390 + Penalty 548.633626 = -888905.142763 nChanged 30 SP:Iteration 32Q (216.214312 sec): 3 clusters Score: Raw -889457.239231 + Penalty 548.633626 = -888908.605604 nChanged 32 SP:Iteration 33Q (216.270025 sec): 3 clusters Score: Raw -889461.642786 + Penalty 548.633626 = -888913.009159 nChanged 26 SP:Iteration 34Q (216.317330 sec): 3 clusters Score: Raw -889464.952261 + Penalty 548.633626 = -888916.318635 nChanged 22 SP:Iteration 35Q (216.378047 sec): 3 clusters Score: Raw -889466.851085 + Penalty 548.633626 = -888918.217459 nChanged 15 SP:Iteration 36Q (216.431569 sec): 3 clusters Score: Raw -889468.137113 + Penalty 548.633626 = -888919.503487 nChanged 15 SP:Iteration 37Q (216.493466 sec): 3 clusters Score: Raw -889469.220122 + Penalty 548.633626 = -888920.586496 nChanged 12 SP:Iteration 38Q (216.551431 sec): 3 clusters Score: Raw -889469.933233 + Penalty 548.633626 = -888921.299607 nChanged 10 SP:Iteration 39Q (216.616726 sec): 3 clusters Score: Raw -889470.649896 + Penalty 548.633626 = -888922.016270 nChanged 12 SP:Iteration 40F (216.679912 sec): 3 clusters Score: Raw -889471.520873 + Penalty 548.633626 = -888922.887247 nChanged 10 SP:Iteration 41Q (216.723140 sec): 3 clusters Score: Raw -889472.082624 + Penalty 548.633626 = -888923.448998 nChanged 7 SP:Iteration 42Q (216.785745 sec): 3 clusters Score: Raw -889472.455337 + Penalty 548.633626 = -888923.821711 nChanged 4 SP:Iteration 43Q (216.857803 sec): 3 clusters Score: Raw -889472.645215 + Penalty 548.633626 = -888924.011588 nChanged 3 SP:Iteration 44Q (216.897003 sec): 3 clusters Score: Raw -889472.865128 + Penalty 548.633626 = -888924.231502 nChanged 2 SP:Iteration 45Q (216.945924 sec): 3 clusters Score: Raw -889473.062420 + Penalty 548.633626 = -888924.428793 nChanged 1 SP:Iteration 46Q (217.001430 sec): 3 clusters Score: Raw -889473.093221 + Penalty 548.633626 = -888924.459594 nChanged 1 SP:Iteration 47Q (217.056421 sec): 3 clusters Score: Raw -889473.165676 + Penalty 548.633626 = -888924.532050 nChanged 3 SP:Iteration 48Q (217.092444 sec): 3 clusters Score: Raw -889473.264706 + Penalty 548.633626 = -888924.631080 nChanged 4 SP:Iteration 49Q (217.145640 sec): 3 clusters Score: Raw -889473.534600 + Penalty 548.633626 = -888924.900974 nChanged 3 SP:Iteration 50Q (217.192140 sec): 3 clusters Score: Raw -889473.687539 + Penalty 548.633626 = -888925.053913 nChanged 4 SP:Iteration 51Q (217.235905 sec): 3 clusters Score: Raw -889473.960572 + Penalty 548.633626 = -888925.326946 nChanged 5 SP:Iteration 52Q (217.297861 sec): 3 clusters Score: Raw -889474.250713 + Penalty 548.633626 = -888925.617087 nChanged 1 SP:Iteration 53Q (217.356360 sec): 3 clusters Score: Raw -889474.313240 + Penalty 548.633626 = -888925.679614 nChanged 1 SP:Iteration 54Q (217.418269 sec): 3 clusters Score: Raw -889474.338844 + Penalty 548.633626 = -888925.705218 nChanged 0 SP:Iteration 55F (217.483570 sec): 3 clusters Score: Raw -889474.338844 + Penalty 548.633626 = -888925.705218 nChanged 0 Score: Raw -10221856.179405 + Penalty 9994.724815 = -10211861.454590 Splitting cluster 25 changes total score from -10211773.450771 to -10211861.454590 So it's getting split into cluster 29. Trying to split cluster 26 (2583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.934936 sec): 2 clusters Score: Raw -84096.232862 + Penalty 216.059437 = -83880.173426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.967838 sec): 3 clusters Score: Raw -82591.139365 + Penalty 432.118874 = -82159.020491 nChanged 1131 SP:Iteration 1F (220.000365 sec): 3 clusters Score: Raw -83341.527924 + Penalty 432.118874 = -82909.409050 nChanged 219 SP:Iteration 2F (220.036349 sec): 3 clusters Score: Raw -83509.192227 + Penalty 432.118874 = -83077.073354 nChanged 183 SP:Iteration 3F (220.074268 sec): 3 clusters Score: Raw -83638.539977 + Penalty 432.118874 = -83206.421104 nChanged 128 SP:Iteration 4Q (220.112188 sec): 3 clusters Score: Raw -83709.337626 + Penalty 432.118874 = -83277.218753 nChanged 93 SP:Iteration 5Q (220.153512 sec): 3 clusters Score: Raw -83757.627934 + Penalty 432.118874 = -83325.509061 nChanged 63 SP:Iteration 6Q (220.190169 sec): 3 clusters Score: Raw -83782.871078 + Penalty 432.118874 = -83350.752204 nChanged 45 SP:Iteration 7Q (220.228876 sec): 3 clusters Score: Raw -83799.083273 + Penalty 432.118874 = -83366.964399 nChanged 36 SP:Iteration 8Q (220.262841 sec): 3 clusters Score: Raw -83813.699344 + Penalty 432.118874 = -83381.580470 nChanged 36 SP:Iteration 9Q (220.295488 sec): 3 clusters Score: Raw -83826.507415 + Penalty 432.118874 = -83394.388541 nChanged 35 SP:Iteration 10Q (220.328729 sec): 3 clusters Score: Raw -83835.469668 + Penalty 432.118874 = -83403.350794 nChanged 23 SP:Iteration 11Q (220.361794 sec): 3 clusters Score: Raw -83840.861215 + Penalty 432.118874 = -83408.742342 nChanged 21 SP:Iteration 12Q (220.394975 sec): 3 clusters Score: Raw -83847.364391 + Penalty 432.118874 = -83415.245517 nChanged 23 SP:Iteration 13Q (220.428104 sec): 3 clusters Score: Raw -83853.720560 + Penalty 432.118874 = -83421.601687 nChanged 23 SP:Iteration 14Q (220.461243 sec): 3 clusters Score: Raw -83859.364708 + Penalty 432.118874 = -83427.245834 nChanged 24 SP:Iteration 15Q (220.494337 sec): 3 clusters Score: Raw -83865.216104 + Penalty 432.118874 = -83433.097231 nChanged 17 SP:Iteration 16Q (220.527470 sec): 3 clusters Score: Raw -83868.441553 + Penalty 432.118874 = -83436.322679 nChanged 16 SP:Iteration 17Q (220.560457 sec): 3 clusters Score: Raw -83870.072269 + Penalty 432.118874 = -83437.953396 nChanged 8 SP:Iteration 18Q (220.593232 sec): 3 clusters Score: Raw -83870.839556 + Penalty 432.118874 = -83438.720682 nChanged 4 SP:Iteration 19Q (220.623658 sec): 3 clusters Score: Raw -83871.106053 + Penalty 432.118874 = -83438.987179 nChanged 5 SP:Iteration 20F (220.670533 sec): 3 clusters Score: Raw -83871.954814 + Penalty 432.118874 = -83439.835941 nChanged 8 SP:Iteration 21Q (220.703568 sec): 3 clusters Score: Raw -83873.849799 + Penalty 432.118874 = -83441.730925 nChanged 7 SP:Iteration 22Q (220.736291 sec): 3 clusters Score: Raw -83875.482991 + Penalty 432.118874 = -83443.364117 nChanged 7 SP:Iteration 23Q (220.769700 sec): 3 clusters Score: Raw -83876.659847 + Penalty 432.118874 = -83444.540974 nChanged 6 SP:Iteration 24Q (220.799457 sec): 3 clusters Score: Raw -83877.595256 + Penalty 432.118874 = -83445.476383 nChanged 6 SP:Iteration 25Q (220.832921 sec): 3 clusters Score: Raw -83878.126071 + Penalty 432.118874 = -83446.007197 nChanged 5 SP:Iteration 26Q (220.875944 sec): 3 clusters Score: Raw -83878.524337 + Penalty 432.118874 = -83446.405463 nChanged 6 SP:Iteration 27Q (220.919627 sec): 3 clusters Score: Raw -83879.125601 + Penalty 432.118874 = -83447.006727 nChanged 3 SP:Iteration 28Q (220.963605 sec): 3 clusters Score: Raw -83879.482808 + Penalty 432.118874 = -83447.363934 nChanged 7 SP:Iteration 29Q (221.007146 sec): 3 clusters Score: Raw -83880.694095 + Penalty 432.118874 = -83448.575222 nChanged 8 SP:Iteration 30Q (221.057968 sec): 3 clusters Score: Raw -83881.813233 + Penalty 432.118874 = -83449.694360 nChanged 8 SP:Iteration 31Q (221.109130 sec): 3 clusters Score: Raw -83882.703828 + Penalty 432.118874 = -83450.584955 nChanged 6 SP:Iteration 32Q (221.156320 sec): 3 clusters Score: Raw -83883.228809 + Penalty 432.118874 = -83451.109936 nChanged 7 SP:Iteration 33Q (221.206882 sec): 3 clusters Score: Raw -83884.021827 + Penalty 432.118874 = -83451.902953 nChanged 5 SP:Iteration 34Q (221.249063 sec): 3 clusters Score: Raw -83884.406195 + Penalty 432.118874 = -83452.287321 nChanged 3 SP:Iteration 35Q (221.295330 sec): 3 clusters Score: Raw -83884.528728 + Penalty 432.118874 = -83452.409854 nChanged 1 SP:Iteration 36Q (221.334637 sec): 3 clusters Score: Raw -83884.551922 + Penalty 432.118874 = -83452.433048 nChanged 0 SP:Iteration 37F (221.379819 sec): 3 clusters Score: Raw -83884.551922 + Penalty 432.118874 = -83452.433048 nChanged 0 Trying to split cluster 27 (4769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (221.397072 sec): 2 clusters Score: Raw -180817.682188 + Penalty 232.922028 = -180584.760160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (221.457549 sec): 3 clusters Score: Raw -177881.286655 + Penalty 465.844056 = -177415.442600 nChanged 2179 SP:Iteration 1F (221.490760 sec): 3 clusters Score: Raw -179080.572002 + Penalty 465.844056 = -178614.727947 nChanged 373 SP:Iteration 2F (221.525523 sec): 3 clusters Score: Raw -179326.074343 + Penalty 465.844056 = -178860.230287 nChanged 459 SP:Iteration 3F (221.554632 sec): 3 clusters Score: Raw -179705.286082 + Penalty 465.844056 = -179239.442027 nChanged 441 SP:Iteration 4F (221.601974 sec): 3 clusters Score: Raw -180107.931666 + Penalty 465.844056 = -179642.087610 nChanged 344 SP:Iteration 5F (221.637654 sec): 3 clusters Score: Raw -180476.294156 + Penalty 465.844056 = -180010.450100 nChanged 224 SP:Iteration 6Q (221.673350 sec): 3 clusters Score: Raw -180710.168865 + Penalty 465.844056 = -180244.324810 nChanged 96 SP:Iteration 7Q (221.708975 sec): 3 clusters Score: Raw -180787.075830 + Penalty 465.844056 = -180321.231775 nChanged 33 SP:Iteration 8Q (221.737079 sec): 3 clusters Score: Raw -180812.686711 + Penalty 465.844056 = -180346.842655 nChanged 13 SP:Iteration 9Q (221.776837 sec): 3 clusters Score: Raw -180824.732365 + Penalty 465.844056 = -180358.888310 nChanged 8 SP:Iteration 10Q (221.820001 sec): 3 clusters Score: Raw -180834.980868 + Penalty 465.844056 = -180369.136813 nChanged 6 SP:Iteration 11Q (221.873263 sec): 3 clusters Score: Raw -180842.612655 + Penalty 465.844056 = -180376.768600 nChanged 3 SP:Iteration 12Q (221.914713 sec): 3 clusters Score: Raw -180843.763931 + Penalty 465.844056 = -180377.919875 nChanged 1 SP:Iteration 13Q (221.965051 sec): 3 clusters Score: Raw -180844.372162 + Penalty 465.844056 = -180378.528107 nChanged 1 SP:Iteration 14Q (221.974673 sec): 3 clusters Score: Raw -180845.811565 + Penalty 465.844056 = -180379.967510 nChanged 2 SP:Iteration 15Q (221.984219 sec): 3 clusters Score: Raw -180847.025141 + Penalty 465.844056 = -180381.181085 nChanged 0 SP:Iteration 16F (222.030699 sec): 3 clusters Score: Raw -180847.025141 + Penalty 465.844056 = -180381.181085 nChanged 0 Trying to split cluster 28 (4376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (222.068590 sec): 2 clusters Score: Raw -175616.158967 + Penalty 230.556984 = -175385.601983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (222.107650 sec): 3 clusters Score: Raw -172903.270427 + Penalty 461.113969 = -172442.156459 nChanged 2048 SP:Iteration 1F (222.150283 sec): 3 clusters Score: Raw -174082.572109 + Penalty 461.113969 = -173621.458140 nChanged 258 SP:Iteration 2F (222.194657 sec): 3 clusters Score: Raw -174210.019028 + Penalty 461.113969 = -173748.905059 nChanged 258 SP:Iteration 3F (222.228105 sec): 3 clusters Score: Raw -174338.597308 + Penalty 461.113969 = -173877.483339 nChanged 243 SP:Iteration 4F (222.260061 sec): 3 clusters Score: Raw -174462.292942 + Penalty 461.113969 = -174001.178973 nChanged 207 SP:Iteration 5Q (222.295119 sec): 3 clusters Score: Raw -174585.481886 + Penalty 461.113969 = -174124.367917 nChanged 255 SP:Iteration 6F (222.329636 sec): 3 clusters Score: Raw -174764.791392 + Penalty 461.113969 = -174303.677423 nChanged 286 SP:Iteration 7F (222.364342 sec): 3 clusters Score: Raw -174996.545711 + Penalty 461.113969 = -174535.431742 nChanged 238 SP:Iteration 8F (222.399101 sec): 3 clusters Score: Raw -175183.763953 + Penalty 461.113969 = -174722.649984 nChanged 170 SP:Iteration 9Q (222.433664 sec): 3 clusters Score: Raw -175318.216001 + Penalty 461.113969 = -174857.102032 nChanged 140 SP:Iteration 10Q (222.473452 sec): 3 clusters Score: Raw -175431.575267 + Penalty 461.113969 = -174970.461298 nChanged 102 SP:Iteration 11Q (222.528641 sec): 3 clusters Score: Raw -175513.510410 + Penalty 461.113969 = -175052.396441 nChanged 61 SP:Iteration 12Q (222.563235 sec): 3 clusters Score: Raw -175566.533902 + Penalty 461.113969 = -175105.419933 nChanged 43 SP:Iteration 13Q (222.605953 sec): 3 clusters Score: Raw -175600.793287 + Penalty 461.113969 = -175139.679318 nChanged 21 SP:Iteration 14Q (222.641117 sec): 3 clusters Score: Raw -175613.181937 + Penalty 461.113969 = -175152.067968 nChanged 15 SP:Iteration 15Q (222.668856 sec): 3 clusters Score: Raw -175622.748061 + Penalty 461.113969 = -175161.634092 nChanged 12 SP:Iteration 16Q (222.721276 sec): 3 clusters Score: Raw -175628.235248 + Penalty 461.113969 = -175167.121279 nChanged 6 SP:Iteration 17Q (222.764290 sec): 3 clusters Score: Raw -175630.765777 + Penalty 461.113969 = -175169.651808 nChanged 4 SP:Iteration 18Q (222.798398 sec): 3 clusters Score: Raw -175632.321907 + Penalty 461.113969 = -175171.207938 nChanged 2 SP:Iteration 19Q (222.853706 sec): 3 clusters Score: Raw -175632.993943 + Penalty 461.113969 = -175171.879974 nChanged 4 SP:Iteration 20F (222.901889 sec): 3 clusters Score: Raw -175635.326109 + Penalty 461.113969 = -175174.212140 nChanged 4 SP:Iteration 21Q (222.939686 sec): 3 clusters Score: Raw -175638.433652 + Penalty 461.113969 = -175177.319684 nChanged 4 SP:Iteration 22Q (222.974831 sec): 3 clusters Score: Raw -175639.387060 + Penalty 461.113969 = -175178.273091 nChanged 0 SP:Iteration 23F (223.006724 sec): 3 clusters Score: Raw -175639.387060 + Penalty 461.113969 = -175178.273091 nChanged 0 Iteration 59Q (225.189922 sec): 30 clusters Score: Raw -10221920.668709 + Penalty 9994.724815 = -10211925.943893 nChanged 480 Iteration 60F (227.870018 sec): 30 clusters Score: Raw -10222124.381829 + Penalty 9994.724815 = -10212129.657014 nChanged 428 Iteration 61Q (229.988703 sec): 30 clusters Score: Raw -10222264.140110 + Penalty 9994.724815 = -10212269.415295 nChanged 312 Iteration 62Q (232.117218 sec): 30 clusters Score: Raw -10222331.876987 + Penalty 9994.724815 = -10212337.152172 nChanged 305 Iteration 63Q (234.136359 sec): 30 clusters Score: Raw -10222384.214703 + Penalty 9994.724815 = -10212389.489888 nChanged 255 Iteration 64Q (236.295926 sec): 30 clusters Score: Raw -10222426.630014 + Penalty 9994.724815 = -10212431.905199 nChanged 207 Iteration 65Q (238.389584 sec): 30 clusters Score: Raw -10222452.941742 + Penalty 9994.724815 = -10212458.216927 nChanged 197 Iteration 66Q (240.456660 sec): 30 clusters Score: Raw -10222471.130466 + Penalty 9994.724815 = -10212476.405651 nChanged 180 Iteration 67Q (242.593075 sec): 30 clusters Score: Raw -10222484.445638 + Penalty 9994.724815 = -10212489.720823 nChanged 176 Iteration 68Q (244.619150 sec): 30 clusters Score: Raw -10222492.686919 + Penalty 9994.724815 = -10212497.962104 nChanged 145 Iteration 69Q (246.762354 sec): 30 clusters Score: Raw -10222498.726288 + Penalty 9994.724815 = -10212504.001473 nChanged 133 Iteration 70Q (248.860645 sec): 30 clusters Score: Raw -10222503.319709 + Penalty 9994.724815 = -10212508.594894 nChanged 99 Iteration 71Q (251.114848 sec): 30 clusters Score: Raw -10222506.455644 + Penalty 9994.724815 = -10212511.730829 nChanged 96 Iteration 72Q (253.138517 sec): 30 clusters Score: Raw -10222509.321200 + Penalty 9994.724815 = -10212514.596385 nChanged 101 Iteration 73Q (255.174619 sec): 30 clusters Score: Raw -10222512.221267 + Penalty 9994.724815 = -10212517.496452 nChanged 86 Iteration 74Q (257.201806 sec): 30 clusters Score: Raw -10222515.299002 + Penalty 9994.724815 = -10212520.574187 nChanged 91 Iteration 75Q (259.269604 sec): 30 clusters Score: Raw -10222518.962803 + Penalty 9994.724815 = -10212524.237988 nChanged 74 Iteration 76Q (261.416083 sec): 30 clusters Score: Raw -10222521.488857 + Penalty 9994.724815 = -10212526.764042 nChanged 70 Iteration 77Q (263.443717 sec): 30 clusters Score: Raw -10222523.842791 + Penalty 9994.724815 = -10212529.117976 nChanged 62 Iteration 78Q (265.723768 sec): 30 clusters Score: Raw -10222526.162051 + Penalty 9994.724815 = -10212531.437235 nChanged 56 Iteration 79Q (267.808248 sec): 30 clusters Score: Raw -10222527.808321 + Penalty 9994.724815 = -10212533.083506 nChanged 59 Iteration 80F (270.455593 sec): 30 clusters Score: Raw -10222535.632219 + Penalty 9994.724815 = -10212540.907404 nChanged 56 Iteration 81Q (272.546046 sec): 30 clusters Score: Raw -10222538.214968 + Penalty 9994.724815 = -10212543.490153 nChanged 54 Iteration 82Q (274.626326 sec): 30 clusters Score: Raw -10222540.320950 + Penalty 9994.724815 = -10212545.596135 nChanged 69 Iteration 83Q (276.705116 sec): 30 clusters Score: Raw -10222542.462746 + Penalty 9994.724815 = -10212547.737931 nChanged 67 Iteration 84Q (278.821603 sec): 30 clusters Score: Raw -10222544.236910 + Penalty 9994.724815 = -10212549.512095 nChanged 63 Iteration 85Q (280.979256 sec): 30 clusters Score: Raw -10222545.644785 + Penalty 9994.724815 = -10212550.919970 nChanged 56 Iteration 86Q (283.124962 sec): 30 clusters Score: Raw -10222546.885567 + Penalty 9994.724815 = -10212552.160752 nChanged 60 Iteration 87Q (285.310471 sec): 30 clusters Score: Raw -10222548.256062 + Penalty 9994.724815 = -10212553.531247 nChanged 59 Iteration 88Q (287.524192 sec): 30 clusters Score: Raw -10222549.691837 + Penalty 9994.724815 = -10212554.967022 nChanged 60 Iteration 89Q (289.680627 sec): 30 clusters Score: Raw -10222551.099581 + Penalty 9994.724815 = -10212556.374766 nChanged 46 Iteration 90Q (291.815653 sec): 30 clusters Score: Raw -10222552.486320 + Penalty 9994.724815 = -10212557.761505 nChanged 48 Iteration 91Q (293.947845 sec): 30 clusters Score: Raw -10222553.676737 + Penalty 9994.724815 = -10212558.951922 nChanged 47 Iteration 92Q (296.000975 sec): 30 clusters Score: Raw -10222555.005481 + Penalty 9994.724815 = -10212560.280666 nChanged 47 Iteration 93Q (298.186534 sec): 30 clusters Score: Raw -10222556.196706 + Penalty 9994.724815 = -10212561.471891 nChanged 43 Iteration 94Q (300.472435 sec): 30 clusters Score: Raw -10222557.366575 + Penalty 9994.724815 = -10212562.641759 nChanged 45 Iteration 95Q (302.675828 sec): 30 clusters Score: Raw -10222559.071805 + Penalty 9994.724815 = -10212564.346990 nChanged 59 Iteration 96Q (304.877615 sec): 30 clusters Score: Raw -10222561.263478 + Penalty 9994.724815 = -10212566.538663 nChanged 55 Iteration 97Q (307.021558 sec): 30 clusters Score: Raw -10222563.472733 + Penalty 9994.724815 = -10212568.747918 nChanged 55 Iteration 98Q (309.108336 sec): 30 clusters Score: Raw -10222566.065103 + Penalty 9994.724815 = -10212571.340288 nChanged 55 Writing temp clu file Because OldScore, -10212568.747918, is greater than current (better) Score,-10212571.340288 Compute initial score before splitting: Score: Raw -10222566.065103 + Penalty 9994.724815 = -10212571.340288 Trying to split cluster 1 (1932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (309.175924 sec): 2 clusters Score: Raw -64926.155211 + Penalty 208.073553 = -64718.081658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (309.215296 sec): 3 clusters Score: Raw -63805.725560 + Penalty 416.147106 = -63389.578454 nChanged 845 SP:Iteration 1F (309.257157 sec): 3 clusters Score: Raw -64381.273116 + Penalty 416.147106 = -63965.126011 nChanged 160 SP:Iteration 2F (309.289344 sec): 3 clusters Score: Raw -64522.088831 + Penalty 416.147106 = -64105.941725 nChanged 153 SP:Iteration 3F (309.320751 sec): 3 clusters Score: Raw -64690.497594 + Penalty 416.147106 = -64274.350488 nChanged 159 SP:Iteration 4F (309.358944 sec): 3 clusters Score: Raw -64855.788289 + Penalty 416.147106 = -64439.641183 nChanged 139 SP:Iteration 5F (309.390841 sec): 3 clusters Score: Raw -64982.895349 + Penalty 416.147106 = -64566.748243 nChanged 98 SP:Iteration 6F (309.423634 sec): 3 clusters Score: Raw -65064.524325 + Penalty 416.147106 = -64648.377219 nChanged 56 SP:Iteration 7Q (309.454487 sec): 3 clusters Score: Raw -65114.107668 + Penalty 416.147106 = -64697.960562 nChanged 52 SP:Iteration 8Q (309.491947 sec): 3 clusters Score: Raw -65154.398296 + Penalty 416.147106 = -64738.251190 nChanged 31 SP:Iteration 9Q (309.529585 sec): 3 clusters Score: Raw -65171.001295 + Penalty 416.147106 = -64754.854189 nChanged 23 SP:Iteration 10Q (309.570419 sec): 3 clusters Score: Raw -65177.462314 + Penalty 416.147106 = -64761.315208 nChanged 13 SP:Iteration 11Q (309.603344 sec): 3 clusters Score: Raw -65180.439192 + Penalty 416.147106 = -64764.292086 nChanged 10 SP:Iteration 12Q (309.635712 sec): 3 clusters Score: Raw -65182.702936 + Penalty 416.147106 = -64766.555831 nChanged 10 SP:Iteration 13Q (309.667857 sec): 3 clusters Score: Raw -65185.496777 + Penalty 416.147106 = -64769.349671 nChanged 9 SP:Iteration 14Q (309.705146 sec): 3 clusters Score: Raw -65187.426433 + Penalty 416.147106 = -64771.279327 nChanged 12 SP:Iteration 15Q (309.751686 sec): 3 clusters Score: Raw -65189.477398 + Penalty 416.147106 = -64773.330292 nChanged 6 SP:Iteration 16Q (309.794098 sec): 3 clusters Score: Raw -65190.237492 + Penalty 416.147106 = -64774.090386 nChanged 4 SP:Iteration 17Q (309.829301 sec): 3 clusters Score: Raw -65191.014943 + Penalty 416.147106 = -64774.867837 nChanged 3 SP:Iteration 18Q (309.867178 sec): 3 clusters Score: Raw -65191.448805 + Penalty 416.147106 = -64775.301699 nChanged 3 SP:Iteration 19Q (309.905924 sec): 3 clusters Score: Raw -65191.921734 + Penalty 416.147106 = -64775.774628 nChanged 3 SP:Iteration 20F (309.953745 sec): 3 clusters Score: Raw -65192.898527 + Penalty 416.147106 = -64776.751421 nChanged 6 SP:Iteration 21Q (310.003784 sec): 3 clusters Score: Raw -65194.312618 + Penalty 416.147106 = -64778.165512 nChanged 7 SP:Iteration 22Q (310.045027 sec): 3 clusters Score: Raw -65195.223323 + Penalty 416.147106 = -64779.076217 nChanged 5 SP:Iteration 23Q (310.089647 sec): 3 clusters Score: Raw -65195.816230 + Penalty 416.147106 = -64779.669124 nChanged 4 SP:Iteration 24Q (310.132756 sec): 3 clusters Score: Raw -65196.343593 + Penalty 416.147106 = -64780.196487 nChanged 6 SP:Iteration 25Q (310.181811 sec): 3 clusters Score: Raw -65197.008285 + Penalty 416.147106 = -64780.861179 nChanged 2 SP:Iteration 26Q (310.218786 sec): 3 clusters Score: Raw -65197.179296 + Penalty 416.147106 = -64781.032191 nChanged 3 SP:Iteration 27Q (310.260413 sec): 3 clusters Score: Raw -65198.121404 + Penalty 416.147106 = -64781.974298 nChanged 4 SP:Iteration 28Q (310.302081 sec): 3 clusters Score: Raw -65198.890086 + Penalty 416.147106 = -64782.742980 nChanged 3 SP:Iteration 29Q (310.360050 sec): 3 clusters Score: Raw -65199.613621 + Penalty 416.147106 = -64783.466515 nChanged 4 SP:Iteration 30Q (310.391775 sec): 3 clusters Score: Raw -65200.353362 + Penalty 416.147106 = -64784.206256 nChanged 6 SP:Iteration 31Q (310.422820 sec): 3 clusters Score: Raw -65201.883405 + Penalty 416.147106 = -64785.736299 nChanged 12 SP:Iteration 32Q (310.454866 sec): 3 clusters Score: Raw -65205.858636 + Penalty 416.147106 = -64789.711530 nChanged 18 SP:Iteration 33Q (310.486885 sec): 3 clusters Score: Raw -65211.882070 + Penalty 416.147106 = -64795.734964 nChanged 12 SP:Iteration 34Q (310.518700 sec): 3 clusters Score: Raw -65214.932702 + Penalty 416.147106 = -64798.785596 nChanged 10 SP:Iteration 35Q (310.553295 sec): 3 clusters Score: Raw -65217.128868 + Penalty 416.147106 = -64800.981762 nChanged 6 SP:Iteration 36Q (310.592234 sec): 3 clusters Score: Raw -65218.007357 + Penalty 416.147106 = -64801.860251 nChanged 4 SP:Iteration 37Q (310.629491 sec): 3 clusters Score: Raw -65219.089894 + Penalty 416.147106 = -64802.942789 nChanged 4 SP:Iteration 38Q (310.662026 sec): 3 clusters Score: Raw -65219.654462 + Penalty 416.147106 = -64803.507356 nChanged 6 SP:Iteration 39Q (310.692488 sec): 3 clusters Score: Raw -65220.797600 + Penalty 416.147106 = -64804.650494 nChanged 4 SP:Iteration 40F (310.739513 sec): 3 clusters Score: Raw -65221.261774 + Penalty 416.147106 = -64805.114669 nChanged 3 SP:Iteration 41Q (310.782995 sec): 3 clusters Score: Raw -65221.627981 + Penalty 416.147106 = -64805.480875 nChanged 3 SP:Iteration 42Q (310.825627 sec): 3 clusters Score: Raw -65222.199227 + Penalty 416.147106 = -64806.052121 nChanged 5 SP:Iteration 43Q (310.862066 sec): 3 clusters Score: Raw -65223.197451 + Penalty 416.147106 = -64807.050345 nChanged 6 SP:Iteration 44Q (310.911055 sec): 3 clusters Score: Raw -65225.488969 + Penalty 416.147106 = -64809.341863 nChanged 5 SP:Iteration 45Q (310.957379 sec): 3 clusters Score: Raw -65226.982876 + Penalty 416.147106 = -64810.835771 nChanged 4 SP:Iteration 46Q (310.992041 sec): 3 clusters Score: Raw -65229.156116 + Penalty 416.147106 = -64813.009010 nChanged 3 SP:Iteration 47Q (311.042505 sec): 3 clusters Score: Raw -65229.985014 + Penalty 416.147106 = -64813.837908 nChanged 3 SP:Iteration 48Q (311.093933 sec): 3 clusters Score: Raw -65230.308395 + Penalty 416.147106 = -64814.161289 nChanged 1 SP:Iteration 49Q (311.124535 sec): 3 clusters Score: Raw -65230.385960 + Penalty 416.147106 = -64814.238854 nChanged 0 SP:Iteration 50F (311.166848 sec): 3 clusters Score: Raw -65230.385960 + Penalty 416.147106 = -64814.238854 nChanged 0 Score: Raw -10222872.248803 + Penalty 10339.370498 = -10212532.878305 Splitting cluster 1 changes total score from -10212571.340288 to -10212532.878305 So it's not getting split. Trying to split cluster 2 (11596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (313.857394 sec): 2 clusters Score: Raw -433476.923750 + Penalty 257.356426 = -433219.567324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (313.900088 sec): 3 clusters Score: Raw -425977.616059 + Penalty 514.712852 = -425462.903207 nChanged 5490 SP:Iteration 1F (313.942953 sec): 3 clusters Score: Raw -429361.727574 + Penalty 514.712852 = -428847.014722 nChanged 730 SP:Iteration 2F (313.977791 sec): 3 clusters Score: Raw -429727.885745 + Penalty 514.712852 = -429213.172893 nChanged 697 SP:Iteration 3F (314.022079 sec): 3 clusters Score: Raw -430038.256237 + Penalty 514.712852 = -429523.543385 nChanged 619 SP:Iteration 4F (314.074842 sec): 3 clusters Score: Raw -430319.554139 + Penalty 514.712852 = -429804.841287 nChanged 542 SP:Iteration 5Q (314.111625 sec): 3 clusters Score: Raw -430573.709836 + Penalty 514.712852 = -430058.996984 nChanged 486 SP:Iteration 6Q (314.155885 sec): 3 clusters Score: Raw -430847.385014 + Penalty 514.712852 = -430332.672162 nChanged 514 SP:Iteration 7Q (314.204481 sec): 3 clusters Score: Raw -431154.426762 + Penalty 514.712852 = -430639.713910 nChanged 454 SP:Iteration 8Q (314.246139 sec): 3 clusters Score: Raw -431376.196461 + Penalty 514.712852 = -430861.483609 nChanged 343 SP:Iteration 9Q (314.285316 sec): 3 clusters Score: Raw -431503.069325 + Penalty 514.712852 = -430988.356473 nChanged 244 SP:Iteration 10Q (314.328030 sec): 3 clusters Score: Raw -431574.445166 + Penalty 514.712852 = -431059.732315 nChanged 209 SP:Iteration 11Q (314.366263 sec): 3 clusters Score: Raw -431637.720440 + Penalty 514.712852 = -431123.007588 nChanged 188 SP:Iteration 12Q (314.403850 sec): 3 clusters Score: Raw -431690.387781 + Penalty 514.712852 = -431175.674929 nChanged 195 SP:Iteration 13Q (314.463213 sec): 3 clusters Score: Raw -431745.756857 + Penalty 514.712852 = -431231.044005 nChanged 200 SP:Iteration 14Q (314.505797 sec): 3 clusters Score: Raw -431812.859168 + Penalty 514.712852 = -431298.146316 nChanged 223 SP:Iteration 15Q (314.554637 sec): 3 clusters Score: Raw -431887.600678 + Penalty 514.712852 = -431372.887826 nChanged 234 SP:Iteration 16Q (314.612630 sec): 3 clusters Score: Raw -431973.272129 + Penalty 514.712852 = -431458.559277 nChanged 224 SP:Iteration 17Q (314.665509 sec): 3 clusters Score: Raw -432058.137327 + Penalty 514.712852 = -431543.424475 nChanged 227 SP:Iteration 18Q (314.708745 sec): 3 clusters Score: Raw -432141.785832 + Penalty 514.712852 = -431627.072980 nChanged 215 SP:Iteration 19Q (314.763329 sec): 3 clusters Score: Raw -432217.967695 + Penalty 514.712852 = -431703.254843 nChanged 204 SP:Iteration 20F (314.811801 sec): 3 clusters Score: Raw -432301.999021 + Penalty 514.712852 = -431787.286169 nChanged 225 SP:Iteration 21Q (314.852613 sec): 3 clusters Score: Raw -432407.451583 + Penalty 514.712852 = -431892.738731 nChanged 228 SP:Iteration 22Q (314.899369 sec): 3 clusters Score: Raw -432507.826973 + Penalty 514.712852 = -431993.114121 nChanged 200 SP:Iteration 23Q (314.948422 sec): 3 clusters Score: Raw -432594.833088 + Penalty 514.712852 = -432080.120236 nChanged 209 SP:Iteration 24Q (314.983555 sec): 3 clusters Score: Raw -432678.337058 + Penalty 514.712852 = -432163.624206 nChanged 157 SP:Iteration 25Q (315.025775 sec): 3 clusters Score: Raw -432736.259097 + Penalty 514.712852 = -432221.546245 nChanged 147 SP:Iteration 26Q (315.066574 sec): 3 clusters Score: Raw -432785.063843 + Penalty 514.712852 = -432270.350991 nChanged 133 SP:Iteration 27Q (315.111561 sec): 3 clusters Score: Raw -432830.674482 + Penalty 514.712852 = -432315.961630 nChanged 125 SP:Iteration 28Q (315.152962 sec): 3 clusters Score: Raw -432878.572339 + Penalty 514.712852 = -432363.859487 nChanged 114 SP:Iteration 29Q (315.205200 sec): 3 clusters Score: Raw -432918.375622 + Penalty 514.712852 = -432403.662770 nChanged 100 SP:Iteration 30Q (315.241794 sec): 3 clusters Score: Raw -432955.881979 + Penalty 514.712852 = -432441.169127 nChanged 116 SP:Iteration 31Q (315.291554 sec): 3 clusters Score: Raw -433001.581673 + Penalty 514.712852 = -432486.868821 nChanged 104 SP:Iteration 32Q (315.339349 sec): 3 clusters Score: Raw -433042.533588 + Penalty 514.712852 = -432527.820736 nChanged 93 SP:Iteration 33Q (315.391071 sec): 3 clusters Score: Raw -433080.170608 + Penalty 514.712852 = -432565.457756 nChanged 97 SP:Iteration 34Q (315.445359 sec): 3 clusters Score: Raw -433126.210527 + Penalty 514.712852 = -432611.497675 nChanged 91 SP:Iteration 35Q (315.500245 sec): 3 clusters Score: Raw -433171.735200 + Penalty 514.712852 = -432657.022348 nChanged 90 SP:Iteration 36Q (315.554985 sec): 3 clusters Score: Raw -433211.504640 + Penalty 514.712852 = -432696.791788 nChanged 67 SP:Iteration 37Q (315.609351 sec): 3 clusters Score: Raw -433239.143912 + Penalty 514.712852 = -432724.431060 nChanged 62 SP:Iteration 38Q (315.669926 sec): 3 clusters Score: Raw -433264.036719 + Penalty 514.712852 = -432749.323867 nChanged 51 SP:Iteration 39Q (315.721133 sec): 3 clusters Score: Raw -433282.950050 + Penalty 514.712852 = -432768.237198 nChanged 49 SP:Iteration 40F (315.761513 sec): 3 clusters Score: Raw -433304.493771 + Penalty 514.712852 = -432789.780919 nChanged 48 SP:Iteration 41Q (315.812668 sec): 3 clusters Score: Raw -433323.028530 + Penalty 514.712852 = -432808.315678 nChanged 45 SP:Iteration 42Q (315.856020 sec): 3 clusters Score: Raw -433348.972366 + Penalty 514.712852 = -432834.259514 nChanged 55 SP:Iteration 43Q (315.903319 sec): 3 clusters Score: Raw -433379.858411 + Penalty 514.712852 = -432865.145560 nChanged 43 SP:Iteration 44Q (315.950995 sec): 3 clusters Score: Raw -433398.160974 + Penalty 514.712852 = -432883.448122 nChanged 45 SP:Iteration 45Q (315.993946 sec): 3 clusters Score: Raw -433417.280595 + Penalty 514.712852 = -432902.567743 nChanged 48 SP:Iteration 46Q (316.038954 sec): 3 clusters Score: Raw -433447.435744 + Penalty 514.712852 = -432932.722892 nChanged 41 SP:Iteration 47Q (316.096592 sec): 3 clusters Score: Raw -433473.717638 + Penalty 514.712852 = -432959.004786 nChanged 44 SP:Iteration 48Q (316.129004 sec): 3 clusters Score: Raw -433493.839493 + Penalty 514.712852 = -432979.126641 nChanged 29 SP:Iteration 49Q (316.179498 sec): 3 clusters Score: Raw -433504.535913 + Penalty 514.712852 = -432989.823061 nChanged 27 SP:Iteration 50Q (316.230183 sec): 3 clusters Score: Raw -433512.143198 + Penalty 514.712852 = -432997.430346 nChanged 21 SP:Iteration 51Q (316.276130 sec): 3 clusters Score: Raw -433519.529391 + Penalty 514.712852 = -433004.816539 nChanged 20 SP:Iteration 52Q (316.327053 sec): 3 clusters Score: Raw -433526.131123 + Penalty 514.712852 = -433011.418271 nChanged 21 SP:Iteration 53Q (316.380268 sec): 3 clusters Score: Raw -433531.815244 + Penalty 514.712852 = -433017.102392 nChanged 14 SP:Iteration 54Q (316.435233 sec): 3 clusters Score: Raw -433534.666088 + Penalty 514.712852 = -433019.953236 nChanged 15 SP:Iteration 55Q (316.491009 sec): 3 clusters Score: Raw -433537.929173 + Penalty 514.712852 = -433023.216321 nChanged 13 SP:Iteration 56Q (316.558531 sec): 3 clusters Score: Raw -433540.107609 + Penalty 514.712852 = -433025.394757 nChanged 10 SP:Iteration 57Q (316.604094 sec): 3 clusters Score: Raw -433541.701731 + Penalty 514.712852 = -433026.988879 nChanged 9 SP:Iteration 58Q (316.658333 sec): 3 clusters Score: Raw -433543.998745 + Penalty 514.712852 = -433029.285893 nChanged 10 SP:Iteration 59Q (316.712401 sec): 3 clusters Score: Raw -433546.141790 + Penalty 514.712852 = -433031.428938 nChanged 8 SP:Iteration 60F (316.763638 sec): 3 clusters Score: Raw -433547.572238 + Penalty 514.712852 = -433032.859386 nChanged 9 SP:Iteration 61Q (316.804318 sec): 3 clusters Score: Raw -433548.886982 + Penalty 514.712852 = -433034.174130 nChanged 7 SP:Iteration 62Q (316.839241 sec): 3 clusters Score: Raw -433549.383313 + Penalty 514.712852 = -433034.670461 nChanged 2 SP:Iteration 63Q (316.883090 sec): 3 clusters Score: Raw -433549.489350 + Penalty 514.712852 = -433034.776498 nChanged 1 SP:Iteration 64Q (316.940826 sec): 3 clusters Score: Raw -433549.580767 + Penalty 514.712852 = -433034.867915 nChanged 1 SP:Iteration 65Q (316.981974 sec): 3 clusters Score: Raw -433549.625772 + Penalty 514.712852 = -433034.912920 nChanged 1 SP:Iteration 66Q (317.022886 sec): 3 clusters Score: Raw -433549.883687 + Penalty 514.712852 = -433035.170835 nChanged 0 SP:Iteration 67F (317.061913 sec): 3 clusters Score: Raw -433549.883687 + Penalty 514.712852 = -433035.170835 nChanged 0 Trying to split cluster 3 (2760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (317.076649 sec): 2 clusters Score: Raw -98973.196242 + Penalty 217.882114 = -98755.314128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (317.117646 sec): 3 clusters Score: Raw -97329.123244 + Penalty 435.764228 = -96893.359016 nChanged 1261 SP:Iteration 1F (317.156549 sec): 3 clusters Score: Raw -98168.855820 + Penalty 435.764228 = -97733.091593 nChanged 230 SP:Iteration 2F (317.207588 sec): 3 clusters Score: Raw -98341.750323 + Penalty 435.764228 = -97905.986095 nChanged 195 SP:Iteration 3F (317.256836 sec): 3 clusters Score: Raw -98507.673946 + Penalty 435.764228 = -98071.909718 nChanged 173 SP:Iteration 4F (317.301033 sec): 3 clusters Score: Raw -98655.121386 + Penalty 435.764228 = -98219.357159 nChanged 128 SP:Iteration 5Q (317.333282 sec): 3 clusters Score: Raw -98765.881676 + Penalty 435.764228 = -98330.117448 nChanged 94 SP:Iteration 6Q (317.365107 sec): 3 clusters Score: Raw -98856.476315 + Penalty 435.764228 = -98420.712087 nChanged 62 SP:Iteration 7Q (317.396756 sec): 3 clusters Score: Raw -98914.245515 + Penalty 435.764228 = -98478.481287 nChanged 34 SP:Iteration 8Q (317.428172 sec): 3 clusters Score: Raw -98947.520045 + Penalty 435.764228 = -98511.755817 nChanged 12 SP:Iteration 9Q (317.459687 sec): 3 clusters Score: Raw -98960.755980 + Penalty 435.764228 = -98524.991752 nChanged 8 SP:Iteration 10Q (317.491275 sec): 3 clusters Score: Raw -98968.925059 + Penalty 435.764228 = -98533.160832 nChanged 6 SP:Iteration 11Q (317.523151 sec): 3 clusters Score: Raw -98977.761347 + Penalty 435.764228 = -98541.997120 nChanged 2 SP:Iteration 12Q (317.555168 sec): 3 clusters Score: Raw -98979.008385 + Penalty 435.764228 = -98543.244157 nChanged 1 SP:Iteration 13Q (317.586467 sec): 3 clusters Score: Raw -98980.756132 + Penalty 435.764228 = -98544.991904 nChanged 1 SP:Iteration 14Q (317.618228 sec): 3 clusters Score: Raw -98982.154358 + Penalty 435.764228 = -98546.390130 nChanged 1 SP:Iteration 15Q (317.657079 sec): 3 clusters Score: Raw -98984.019095 + Penalty 435.764228 = -98548.254867 nChanged 1 SP:Iteration 16Q (317.688316 sec): 3 clusters Score: Raw -98985.950598 + Penalty 435.764228 = -98550.186370 nChanged 2 SP:Iteration 17Q (317.719614 sec): 3 clusters Score: Raw -98987.221442 + Penalty 435.764228 = -98551.457215 nChanged 1 SP:Iteration 18Q (317.751640 sec): 3 clusters Score: Raw -98987.962004 + Penalty 435.764228 = -98552.197776 nChanged 1 SP:Iteration 19Q (317.789797 sec): 3 clusters Score: Raw -98989.361454 + Penalty 435.764228 = -98553.597226 nChanged 1 SP:Iteration 20F (317.821601 sec): 3 clusters Score: Raw -98990.467007 + Penalty 435.764228 = -98554.702779 nChanged 0 Trying to split cluster 4 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (317.839085 sec): 2 clusters Score: Raw -24819.380239 + Penalty 177.213610 = -24642.166630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (317.866496 sec): 3 clusters Score: Raw -24495.192193 + Penalty 354.427219 = -24140.764974 nChanged 242 SP:Iteration 1F (317.895504 sec): 3 clusters Score: Raw -24640.091340 + Penalty 354.427219 = -24285.664121 nChanged 46 SP:Iteration 2F (317.924526 sec): 3 clusters Score: Raw -24673.957266 + Penalty 354.427219 = -24319.530047 nChanged 31 SP:Iteration 3Q (317.953876 sec): 3 clusters Score: Raw -24691.637974 + Penalty 354.427219 = -24337.210755 nChanged 24 SP:Iteration 4Q (317.979972 sec): 3 clusters Score: Raw -24707.107552 + Penalty 354.427219 = -24352.680333 nChanged 15 SP:Iteration 5Q (318.010128 sec): 3 clusters Score: Raw -24718.987641 + Penalty 354.427219 = -24364.560422 nChanged 19 SP:Iteration 6Q (318.046768 sec): 3 clusters Score: Raw -24725.442534 + Penalty 354.427219 = -24371.015315 nChanged 12 SP:Iteration 7Q (318.094215 sec): 3 clusters Score: Raw -24736.542029 + Penalty 354.427219 = -24382.114810 nChanged 15 SP:Iteration 8Q (318.144371 sec): 3 clusters Score: Raw -24741.069746 + Penalty 354.427219 = -24386.642527 nChanged 8 SP:Iteration 9Q (318.184326 sec): 3 clusters Score: Raw -24746.128581 + Penalty 354.427219 = -24391.701362 nChanged 10 SP:Iteration 10Q (318.234260 sec): 3 clusters Score: Raw -24758.976831 + Penalty 354.427219 = -24404.549612 nChanged 12 SP:Iteration 11Q (318.285287 sec): 3 clusters Score: Raw -24767.931228 + Penalty 354.427219 = -24413.504009 nChanged 16 SP:Iteration 12Q (318.322922 sec): 3 clusters Score: Raw -24778.800110 + Penalty 354.427219 = -24424.372890 nChanged 15 SP:Iteration 13Q (318.372888 sec): 3 clusters Score: Raw -24793.256484 + Penalty 354.427219 = -24438.829265 nChanged 20 SP:Iteration 14Q (318.423343 sec): 3 clusters Score: Raw -24803.120486 + Penalty 354.427219 = -24448.693267 nChanged 12 SP:Iteration 15Q (318.462718 sec): 3 clusters Score: Raw -24807.734169 + Penalty 354.427219 = -24453.306950 nChanged 8 SP:Iteration 16Q (318.517853 sec): 3 clusters Score: Raw -24811.619988 + Penalty 354.427219 = -24457.192769 nChanged 8 SP:Iteration 17Q (318.552536 sec): 3 clusters Score: Raw -24815.787036 + Penalty 354.427219 = -24461.359817 nChanged 10 SP:Iteration 18Q (318.590010 sec): 3 clusters Score: Raw -24819.869057 + Penalty 354.427219 = -24465.441838 nChanged 5 SP:Iteration 19Q (318.624021 sec): 3 clusters Score: Raw -24821.321169 + Penalty 354.427219 = -24466.893950 nChanged 8 SP:Iteration 20F (318.653831 sec): 3 clusters Score: Raw -24824.544369 + Penalty 354.427219 = -24470.117150 nChanged 6 SP:Iteration 21Q (318.683308 sec): 3 clusters Score: Raw -24827.320194 + Penalty 354.427219 = -24472.892975 nChanged 5 SP:Iteration 22Q (318.712637 sec): 3 clusters Score: Raw -24829.663080 + Penalty 354.427219 = -24475.235861 nChanged 5 SP:Iteration 23Q (318.741575 sec): 3 clusters Score: Raw -24833.470694 + Penalty 354.427219 = -24479.043475 nChanged 4 SP:Iteration 24Q (318.770947 sec): 3 clusters Score: Raw -24834.458441 + Penalty 354.427219 = -24480.031222 nChanged 0 SP:Iteration 25F (318.800543 sec): 3 clusters Score: Raw -24834.458441 + Penalty 354.427219 = -24480.031222 nChanged 0 Trying to split cluster 5 (805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (318.818108 sec): 2 clusters Score: Raw -32459.713856 + Penalty 183.998163 = -32275.715693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (318.848261 sec): 3 clusters Score: Raw -32015.411602 + Penalty 367.996325 = -31647.415277 nChanged 335 SP:Iteration 1F (318.877816 sec): 3 clusters Score: Raw -32232.755243 + Penalty 367.996325 = -31864.758918 nChanged 59 SP:Iteration 2F (318.913823 sec): 3 clusters Score: Raw -32274.778883 + Penalty 367.996325 = -31906.782557 nChanged 39 SP:Iteration 3Q (318.956619 sec): 3 clusters Score: Raw -32296.382697 + Penalty 367.996325 = -31928.386372 nChanged 38 SP:Iteration 4Q (318.998050 sec): 3 clusters Score: Raw -32324.819310 + Penalty 367.996325 = -31956.822985 nChanged 30 SP:Iteration 5Q (319.039636 sec): 3 clusters Score: Raw -32352.872983 + Penalty 367.996325 = -31984.876658 nChanged 25 SP:Iteration 6Q (319.087649 sec): 3 clusters Score: Raw -32377.025620 + Penalty 367.996325 = -32009.029295 nChanged 27 SP:Iteration 7Q (319.120404 sec): 3 clusters Score: Raw -32396.865303 + Penalty 367.996325 = -32028.868978 nChanged 14 SP:Iteration 8Q (319.168055 sec): 3 clusters Score: Raw -32404.356981 + Penalty 367.996325 = -32036.360656 nChanged 14 SP:Iteration 9Q (319.230194 sec): 3 clusters Score: Raw -32410.540235 + Penalty 367.996325 = -32042.543909 nChanged 9 SP:Iteration 10Q (319.270966 sec): 3 clusters Score: Raw -32413.937956 + Penalty 367.996325 = -32045.941631 nChanged 10 SP:Iteration 11Q (319.309902 sec): 3 clusters Score: Raw -32417.513057 + Penalty 367.996325 = -32049.516732 nChanged 3 SP:Iteration 12Q (319.359812 sec): 3 clusters Score: Raw -32418.094186 + Penalty 367.996325 = -32050.097860 nChanged 3 SP:Iteration 13Q (319.409234 sec): 3 clusters Score: Raw -32418.578867 + Penalty 367.996325 = -32050.582542 nChanged 0 SP:Iteration 14F (319.449460 sec): 3 clusters Score: Raw -32418.578867 + Penalty 367.996325 = -32050.582542 nChanged 0 Trying to split cluster 6 (4158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (319.475786 sec): 2 clusters Score: Raw -146770.006365 + Penalty 229.151710 = -146540.854655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (319.527082 sec): 3 clusters Score: Raw -144288.458873 + Penalty 458.303421 = -143830.155452 nChanged 1886 SP:Iteration 1F (319.578343 sec): 3 clusters Score: Raw -145394.798263 + Penalty 458.303421 = -144936.494842 nChanged 313 SP:Iteration 2F (319.616576 sec): 3 clusters Score: Raw -145574.370936 + Penalty 458.303421 = -145116.067515 nChanged 277 SP:Iteration 3F (319.667788 sec): 3 clusters Score: Raw -145739.546600 + Penalty 458.303421 = -145281.243180 nChanged 237 SP:Iteration 4F (319.691471 sec): 3 clusters Score: Raw -145897.870348 + Penalty 458.303421 = -145439.566927 nChanged 241 SP:Iteration 5F (319.700341 sec): 3 clusters Score: Raw -146053.935814 + Penalty 458.303421 = -145595.632393 nChanged 203 SP:Iteration 6Q (319.708981 sec): 3 clusters Score: Raw -146167.901798 + Penalty 458.303421 = -145709.598377 nChanged 166 SP:Iteration 7Q (319.737436 sec): 3 clusters Score: Raw -146249.294356 + Penalty 458.303421 = -145790.990935 nChanged 130 SP:Iteration 8Q (319.776334 sec): 3 clusters Score: Raw -146298.834278 + Penalty 458.303421 = -145840.530858 nChanged 102 SP:Iteration 9Q (319.823393 sec): 3 clusters Score: Raw -146331.887460 + Penalty 458.303421 = -145873.584040 nChanged 92 SP:Iteration 10Q (319.860416 sec): 3 clusters Score: Raw -146357.277218 + Penalty 458.303421 = -145898.973797 nChanged 72 SP:Iteration 11Q (319.897290 sec): 3 clusters Score: Raw -146371.478146 + Penalty 458.303421 = -145913.174725 nChanged 52 SP:Iteration 12Q (319.931790 sec): 3 clusters Score: Raw -146381.718029 + Penalty 458.303421 = -145923.414608 nChanged 39 SP:Iteration 13Q (319.970954 sec): 3 clusters Score: Raw -146390.557070 + Penalty 458.303421 = -145932.253649 nChanged 40 SP:Iteration 14Q (319.998373 sec): 3 clusters Score: Raw -146397.683328 + Penalty 458.303421 = -145939.379907 nChanged 35 SP:Iteration 15Q (320.034641 sec): 3 clusters Score: Raw -146403.843173 + Penalty 458.303421 = -145945.539753 nChanged 42 SP:Iteration 16Q (320.074809 sec): 3 clusters Score: Raw -146412.767078 + Penalty 458.303421 = -145954.463657 nChanged 40 SP:Iteration 17Q (320.118157 sec): 3 clusters Score: Raw -146420.665970 + Penalty 458.303421 = -145962.362549 nChanged 39 SP:Iteration 18Q (320.162420 sec): 3 clusters Score: Raw -146430.285358 + Penalty 458.303421 = -145971.981938 nChanged 45 SP:Iteration 19Q (320.206364 sec): 3 clusters Score: Raw -146443.376359 + Penalty 458.303421 = -145985.072939 nChanged 48 SP:Iteration 20F (320.250768 sec): 3 clusters Score: Raw -146461.920015 + Penalty 458.303421 = -146003.616595 nChanged 54 SP:Iteration 21Q (320.297690 sec): 3 clusters Score: Raw -146483.136438 + Penalty 458.303421 = -146024.833017 nChanged 61 SP:Iteration 22Q (320.342937 sec): 3 clusters Score: Raw -146501.158426 + Penalty 458.303421 = -146042.855005 nChanged 55 SP:Iteration 23Q (320.387987 sec): 3 clusters Score: Raw -146516.360487 + Penalty 458.303421 = -146058.057066 nChanged 49 SP:Iteration 24Q (320.429135 sec): 3 clusters Score: Raw -146528.442175 + Penalty 458.303421 = -146070.138754 nChanged 48 SP:Iteration 25Q (320.482200 sec): 3 clusters Score: Raw -146540.412529 + Penalty 458.303421 = -146082.109109 nChanged 38 SP:Iteration 26Q (320.523232 sec): 3 clusters Score: Raw -146549.092876 + Penalty 458.303421 = -146090.789456 nChanged 44 SP:Iteration 27Q (320.557554 sec): 3 clusters Score: Raw -146563.943799 + Penalty 458.303421 = -146105.640379 nChanged 61 SP:Iteration 28Q (320.591652 sec): 3 clusters Score: Raw -146587.736239 + Penalty 458.303421 = -146129.432819 nChanged 54 SP:Iteration 29Q (320.618857 sec): 3 clusters Score: Raw -146609.847080 + Penalty 458.303421 = -146151.543660 nChanged 61 SP:Iteration 30Q (320.653114 sec): 3 clusters Score: Raw -146637.887326 + Penalty 458.303421 = -146179.583905 nChanged 66 SP:Iteration 31Q (320.687384 sec): 3 clusters Score: Raw -146662.051583 + Penalty 458.303421 = -146203.748162 nChanged 46 SP:Iteration 32Q (320.721679 sec): 3 clusters Score: Raw -146675.653347 + Penalty 458.303421 = -146217.349927 nChanged 43 SP:Iteration 33Q (320.762948 sec): 3 clusters Score: Raw -146688.572418 + Penalty 458.303421 = -146230.268997 nChanged 50 SP:Iteration 34Q (320.796987 sec): 3 clusters Score: Raw -146705.979457 + Penalty 458.303421 = -146247.676036 nChanged 59 SP:Iteration 35Q (320.826952 sec): 3 clusters Score: Raw -146724.934477 + Penalty 458.303421 = -146266.631056 nChanged 47 SP:Iteration 36Q (320.872600 sec): 3 clusters Score: Raw -146739.288141 + Penalty 458.303421 = -146280.984721 nChanged 47 SP:Iteration 37Q (320.883673 sec): 3 clusters Score: Raw -146753.687069 + Penalty 458.303421 = -146295.383648 nChanged 57 SP:Iteration 38Q (320.892111 sec): 3 clusters Score: Raw -146771.999315 + Penalty 458.303421 = -146313.695894 nChanged 48 SP:Iteration 39Q (320.900456 sec): 3 clusters Score: Raw -146786.805766 + Penalty 458.303421 = -146328.502345 nChanged 36 SP:Iteration 40F (320.908924 sec): 3 clusters Score: Raw -146795.782719 + Penalty 458.303421 = -146337.479298 nChanged 28 SP:Iteration 41Q (320.917238 sec): 3 clusters Score: Raw -146801.175238 + Penalty 458.303421 = -146342.871817 nChanged 24 SP:Iteration 42Q (320.925643 sec): 3 clusters Score: Raw -146806.388987 + Penalty 458.303421 = -146348.085566 nChanged 29 SP:Iteration 43Q (320.934020 sec): 3 clusters Score: Raw -146812.674868 + Penalty 458.303421 = -146354.371447 nChanged 24 SP:Iteration 44Q (320.942419 sec): 3 clusters Score: Raw -146818.412479 + Penalty 458.303421 = -146360.109058 nChanged 26 SP:Iteration 45Q (320.987259 sec): 3 clusters Score: Raw -146823.814283 + Penalty 458.303421 = -146365.510862 nChanged 28 SP:Iteration 46Q (321.031901 sec): 3 clusters Score: Raw -146829.580059 + Penalty 458.303421 = -146371.276638 nChanged 25 SP:Iteration 47Q (321.074641 sec): 3 clusters Score: Raw -146835.988739 + Penalty 458.303421 = -146377.685318 nChanged 20 SP:Iteration 48Q (321.117767 sec): 3 clusters Score: Raw -146840.654533 + Penalty 458.303421 = -146382.351112 nChanged 19 SP:Iteration 49Q (321.157033 sec): 3 clusters Score: Raw -146844.927916 + Penalty 458.303421 = -146386.624496 nChanged 17 SP:Iteration 50Q (321.165521 sec): 3 clusters Score: Raw -146848.329475 + Penalty 458.303421 = -146390.026054 nChanged 12 SP:Iteration 51Q (321.173995 sec): 3 clusters Score: Raw -146849.890604 + Penalty 458.303421 = -146391.587183 nChanged 11 SP:Iteration 52Q (321.182435 sec): 3 clusters Score: Raw -146851.210844 + Penalty 458.303421 = -146392.907424 nChanged 8 SP:Iteration 53Q (321.227988 sec): 3 clusters Score: Raw -146851.845581 + Penalty 458.303421 = -146393.542160 nChanged 10 SP:Iteration 54Q (321.283836 sec): 3 clusters Score: Raw -146852.912755 + Penalty 458.303421 = -146394.609334 nChanged 9 SP:Iteration 55Q (321.327910 sec): 3 clusters Score: Raw -146854.330630 + Penalty 458.303421 = -146396.027209 nChanged 8 SP:Iteration 56Q (321.362333 sec): 3 clusters Score: Raw -146855.191373 + Penalty 458.303421 = -146396.887952 nChanged 3 SP:Iteration 57Q (321.410141 sec): 3 clusters Score: Raw -146855.376658 + Penalty 458.303421 = -146397.073238 nChanged 0 SP:Iteration 58F (321.459168 sec): 3 clusters Score: Raw -146855.376658 + Penalty 458.303421 = -146397.073238 nChanged 0 Trying to split cluster 7 (5807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (321.474889 sec): 2 clusters Score: Raw -196123.633860 + Penalty 238.337533 = -195885.296328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (321.519099 sec): 3 clusters Score: Raw -192461.886725 + Penalty 476.675065 = -191985.211660 nChanged 2705 SP:Iteration 1F (321.563389 sec): 3 clusters Score: Raw -194161.907517 + Penalty 476.675065 = -193685.232452 nChanged 372 SP:Iteration 2F (321.609194 sec): 3 clusters Score: Raw -194349.037544 + Penalty 476.675065 = -193872.362479 nChanged 326 SP:Iteration 3F (321.657990 sec): 3 clusters Score: Raw -194537.985178 + Penalty 476.675065 = -194061.310113 nChanged 318 SP:Iteration 4F (321.704271 sec): 3 clusters Score: Raw -194736.497308 + Penalty 476.675065 = -194259.822243 nChanged 307 SP:Iteration 5F (321.738896 sec): 3 clusters Score: Raw -194920.068241 + Penalty 476.675065 = -194443.393176 nChanged 278 SP:Iteration 6Q (321.785373 sec): 3 clusters Score: Raw -195068.670650 + Penalty 476.675065 = -194591.995585 nChanged 214 SP:Iteration 7Q (321.831517 sec): 3 clusters Score: Raw -195175.621027 + Penalty 476.675065 = -194698.945962 nChanged 175 SP:Iteration 8Q (321.869861 sec): 3 clusters Score: Raw -195235.403202 + Penalty 476.675065 = -194758.728137 nChanged 128 SP:Iteration 9Q (321.917692 sec): 3 clusters Score: Raw -195278.168224 + Penalty 476.675065 = -194801.493159 nChanged 97 SP:Iteration 10Q (321.965215 sec): 3 clusters Score: Raw -195301.427373 + Penalty 476.675065 = -194824.752308 nChanged 75 SP:Iteration 11Q (322.001119 sec): 3 clusters Score: Raw -195316.300486 + Penalty 476.675065 = -194839.625421 nChanged 59 SP:Iteration 12Q (322.053918 sec): 3 clusters Score: Raw -195327.647659 + Penalty 476.675065 = -194850.972594 nChanged 60 SP:Iteration 13Q (322.105389 sec): 3 clusters Score: Raw -195342.149324 + Penalty 476.675065 = -194865.474259 nChanged 56 SP:Iteration 14Q (322.155251 sec): 3 clusters Score: Raw -195351.717833 + Penalty 476.675065 = -194875.042768 nChanged 38 SP:Iteration 15Q (322.204461 sec): 3 clusters Score: Raw -195356.586889 + Penalty 476.675065 = -194879.911824 nChanged 34 SP:Iteration 16Q (322.247690 sec): 3 clusters Score: Raw -195360.886890 + Penalty 476.675065 = -194884.211825 nChanged 27 SP:Iteration 17Q (322.299335 sec): 3 clusters Score: Raw -195363.050375 + Penalty 476.675065 = -194886.375310 nChanged 27 SP:Iteration 18Q (322.345449 sec): 3 clusters Score: Raw -195365.467352 + Penalty 476.675065 = -194888.792287 nChanged 21 SP:Iteration 19Q (322.396030 sec): 3 clusters Score: Raw -195367.341589 + Penalty 476.675065 = -194890.666524 nChanged 19 SP:Iteration 20F (322.440674 sec): 3 clusters Score: Raw -195368.786053 + Penalty 476.675065 = -194892.110988 nChanged 14 SP:Iteration 21Q (322.488188 sec): 3 clusters Score: Raw -195369.860001 + Penalty 476.675065 = -194893.184936 nChanged 14 SP:Iteration 22Q (322.540399 sec): 3 clusters Score: Raw -195370.967305 + Penalty 476.675065 = -194894.292239 nChanged 17 SP:Iteration 23Q (322.576660 sec): 3 clusters Score: Raw -195372.415473 + Penalty 476.675065 = -194895.740408 nChanged 19 SP:Iteration 24Q (322.616761 sec): 3 clusters Score: Raw -195374.135509 + Penalty 476.675065 = -194897.460444 nChanged 19 SP:Iteration 25Q (322.656889 sec): 3 clusters Score: Raw -195375.685821 + Penalty 476.675065 = -194899.010756 nChanged 15 SP:Iteration 26Q (322.697237 sec): 3 clusters Score: Raw -195376.718583 + Penalty 476.675065 = -194900.043518 nChanged 20 SP:Iteration 27Q (322.731265 sec): 3 clusters Score: Raw -195378.598421 + Penalty 476.675065 = -194901.923356 nChanged 18 SP:Iteration 28Q (322.772250 sec): 3 clusters Score: Raw -195381.794876 + Penalty 476.675065 = -194905.119811 nChanged 24 SP:Iteration 29Q (322.812233 sec): 3 clusters Score: Raw -195385.277717 + Penalty 476.675065 = -194908.602652 nChanged 28 SP:Iteration 30Q (322.857633 sec): 3 clusters Score: Raw -195387.825083 + Penalty 476.675065 = -194911.150018 nChanged 20 SP:Iteration 31Q (322.893650 sec): 3 clusters Score: Raw -195389.448670 + Penalty 476.675065 = -194912.773605 nChanged 18 SP:Iteration 32Q (322.931348 sec): 3 clusters Score: Raw -195390.502609 + Penalty 476.675065 = -194913.827543 nChanged 15 SP:Iteration 33Q (322.981310 sec): 3 clusters Score: Raw -195391.755410 + Penalty 476.675065 = -194915.080345 nChanged 18 SP:Iteration 34Q (323.018543 sec): 3 clusters Score: Raw -195393.730263 + Penalty 476.675065 = -194917.055198 nChanged 19 SP:Iteration 35Q (323.054686 sec): 3 clusters Score: Raw -195395.308965 + Penalty 476.675065 = -194918.633900 nChanged 15 SP:Iteration 36Q (323.083200 sec): 3 clusters Score: Raw -195396.301747 + Penalty 476.675065 = -194919.626682 nChanged 14 SP:Iteration 37Q (323.125939 sec): 3 clusters Score: Raw -195397.361339 + Penalty 476.675065 = -194920.686273 nChanged 13 SP:Iteration 38Q (323.166756 sec): 3 clusters Score: Raw -195398.174054 + Penalty 476.675065 = -194921.498988 nChanged 13 SP:Iteration 39Q (323.206308 sec): 3 clusters Score: Raw -195399.374750 + Penalty 476.675065 = -194922.699685 nChanged 16 SP:Iteration 40F (323.251514 sec): 3 clusters Score: Raw -195400.703171 + Penalty 476.675065 = -194924.028106 nChanged 26 SP:Iteration 41Q (323.289894 sec): 3 clusters Score: Raw -195402.979741 + Penalty 476.675065 = -194926.304676 nChanged 24 SP:Iteration 42Q (323.327958 sec): 3 clusters Score: Raw -195405.495353 + Penalty 476.675065 = -194928.820288 nChanged 24 SP:Iteration 43Q (323.369206 sec): 3 clusters Score: Raw -195407.775975 + Penalty 476.675065 = -194931.100910 nChanged 29 SP:Iteration 44Q (323.414343 sec): 3 clusters Score: Raw -195409.951219 + Penalty 476.675065 = -194933.276154 nChanged 27 SP:Iteration 45Q (323.449221 sec): 3 clusters Score: Raw -195412.527567 + Penalty 476.675065 = -194935.852502 nChanged 21 SP:Iteration 46Q (323.482451 sec): 3 clusters Score: Raw -195413.946511 + Penalty 476.675065 = -194937.271446 nChanged 23 SP:Iteration 47Q (323.528698 sec): 3 clusters Score: Raw -195416.011211 + Penalty 476.675065 = -194939.336146 nChanged 22 SP:Iteration 48Q (323.568832 sec): 3 clusters Score: Raw -195418.438270 + Penalty 476.675065 = -194941.763205 nChanged 24 SP:Iteration 49Q (323.608541 sec): 3 clusters Score: Raw -195422.259446 + Penalty 476.675065 = -194945.584381 nChanged 31 SP:Iteration 50Q (323.645844 sec): 3 clusters Score: Raw -195427.810523 + Penalty 476.675065 = -194951.135458 nChanged 32 SP:Iteration 51Q (323.696030 sec): 3 clusters Score: Raw -195431.568494 + Penalty 476.675065 = -194954.893429 nChanged 32 SP:Iteration 52Q (323.733626 sec): 3 clusters Score: Raw -195435.845828 + Penalty 476.675065 = -194959.170763 nChanged 40 SP:Iteration 53Q (323.786818 sec): 3 clusters Score: Raw -195440.729306 + Penalty 476.675065 = -194964.054241 nChanged 31 SP:Iteration 54Q (323.832598 sec): 3 clusters Score: Raw -195444.857407 + Penalty 476.675065 = -194968.182342 nChanged 20 SP:Iteration 55Q (323.877518 sec): 3 clusters Score: Raw -195446.415568 + Penalty 476.675065 = -194969.740503 nChanged 24 SP:Iteration 56Q (323.926523 sec): 3 clusters Score: Raw -195448.244843 + Penalty 476.675065 = -194971.569778 nChanged 19 SP:Iteration 57Q (323.962313 sec): 3 clusters Score: Raw -195449.835376 + Penalty 476.675065 = -194973.160311 nChanged 15 SP:Iteration 58Q (324.005734 sec): 3 clusters Score: Raw -195451.294296 + Penalty 476.675065 = -194974.619230 nChanged 17 SP:Iteration 59Q (324.042719 sec): 3 clusters Score: Raw -195452.839386 + Penalty 476.675065 = -194976.164321 nChanged 15 SP:Iteration 60F (324.085334 sec): 3 clusters Score: Raw -195453.880982 + Penalty 476.675065 = -194977.205917 nChanged 16 SP:Iteration 61Q (324.132042 sec): 3 clusters Score: Raw -195455.037192 + Penalty 476.675065 = -194978.362127 nChanged 15 SP:Iteration 62Q (324.175478 sec): 3 clusters Score: Raw -195456.252942 + Penalty 476.675065 = -194979.577876 nChanged 17 SP:Iteration 63Q (324.212922 sec): 3 clusters Score: Raw -195457.826515 + Penalty 476.675065 = -194981.151450 nChanged 15 SP:Iteration 64Q (324.249590 sec): 3 clusters Score: Raw -195459.254974 + Penalty 476.675065 = -194982.579909 nChanged 15 SP:Iteration 65Q (324.286184 sec): 3 clusters Score: Raw -195460.984557 + Penalty 476.675065 = -194984.309492 nChanged 19 SP:Iteration 66Q (324.326894 sec): 3 clusters Score: Raw -195462.292545 + Penalty 476.675065 = -194985.617479 nChanged 12 SP:Iteration 67Q (324.362854 sec): 3 clusters Score: Raw -195463.662566 + Penalty 476.675065 = -194986.987501 nChanged 15 SP:Iteration 68Q (324.408246 sec): 3 clusters Score: Raw -195465.832257 + Penalty 476.675065 = -194989.157192 nChanged 20 SP:Iteration 69Q (324.443594 sec): 3 clusters Score: Raw -195468.051031 + Penalty 476.675065 = -194991.375966 nChanged 19 SP:Iteration 70Q (324.485028 sec): 3 clusters Score: Raw -195469.843256 + Penalty 476.675065 = -194993.168190 nChanged 16 SP:Iteration 71Q (324.535547 sec): 3 clusters Score: Raw -195471.890864 + Penalty 476.675065 = -194995.215799 nChanged 19 SP:Iteration 72Q (324.591017 sec): 3 clusters Score: Raw -195474.892284 + Penalty 476.675065 = -194998.217219 nChanged 24 SP:Iteration 73Q (324.635270 sec): 3 clusters Score: Raw -195478.365983 + Penalty 476.675065 = -195001.690918 nChanged 29 SP:Iteration 74Q (324.673695 sec): 3 clusters Score: Raw -195483.234744 + Penalty 476.675065 = -195006.559679 nChanged 31 SP:Iteration 75Q (324.726466 sec): 3 clusters Score: Raw -195488.522840 + Penalty 476.675065 = -195011.847775 nChanged 41 SP:Iteration 76Q (324.769748 sec): 3 clusters Score: Raw -195496.084547 + Penalty 476.675065 = -195019.409482 nChanged 34 SP:Iteration 77Q (324.825597 sec): 3 clusters Score: Raw -195501.922435 + Penalty 476.675065 = -195025.247370 nChanged 38 SP:Iteration 78Q (324.865968 sec): 3 clusters Score: Raw -195510.162757 + Penalty 476.675065 = -195033.487692 nChanged 42 SP:Iteration 79Q (324.911683 sec): 3 clusters Score: Raw -195520.553160 + Penalty 476.675065 = -195043.878095 nChanged 47 SP:Iteration 80F (324.948193 sec): 3 clusters Score: Raw -195532.004905 + Penalty 476.675065 = -195055.329840 nChanged 58 SP:Iteration 81Q (324.988556 sec): 3 clusters Score: Raw -195545.093438 + Penalty 476.675065 = -195068.418373 nChanged 68 SP:Iteration 82Q (325.026508 sec): 3 clusters Score: Raw -195562.294721 + Penalty 476.675065 = -195085.619656 nChanged 59 SP:Iteration 83Q (325.063758 sec): 3 clusters Score: Raw -195576.215229 + Penalty 476.675065 = -195099.540164 nChanged 56 SP:Iteration 84Q (325.103189 sec): 3 clusters Score: Raw -195590.648835 + Penalty 476.675065 = -195113.973770 nChanged 56 SP:Iteration 85Q (325.151315 sec): 3 clusters Score: Raw -195603.018244 + Penalty 476.675065 = -195126.343179 nChanged 53 SP:Iteration 86Q (325.187779 sec): 3 clusters Score: Raw -195613.109573 + Penalty 476.675065 = -195136.434508 nChanged 47 SP:Iteration 87Q (325.225028 sec): 3 clusters Score: Raw -195620.927330 + Penalty 476.675065 = -195144.252265 nChanged 43 SP:Iteration 88Q (325.262459 sec): 3 clusters Score: Raw -195627.131232 + Penalty 476.675065 = -195150.456167 nChanged 37 SP:Iteration 89Q (325.292514 sec): 3 clusters Score: Raw -195632.694996 + Penalty 476.675065 = -195156.019931 nChanged 31 SP:Iteration 90Q (325.322951 sec): 3 clusters Score: Raw -195637.410057 + Penalty 476.675065 = -195160.734992 nChanged 29 SP:Iteration 91Q (325.372532 sec): 3 clusters Score: Raw -195641.433442 + Penalty 476.675065 = -195164.758377 nChanged 29 SP:Iteration 92Q (325.419246 sec): 3 clusters Score: Raw -195646.343215 + Penalty 476.675065 = -195169.668149 nChanged 34 SP:Iteration 93Q (325.469656 sec): 3 clusters Score: Raw -195652.288844 + Penalty 476.675065 = -195175.613778 nChanged 38 SP:Iteration 94Q (325.522005 sec): 3 clusters Score: Raw -195659.675561 + Penalty 476.675065 = -195183.000496 nChanged 42 SP:Iteration 95Q (325.573863 sec): 3 clusters Score: Raw -195668.013133 + Penalty 476.675065 = -195191.338068 nChanged 47 SP:Iteration 96Q (325.628624 sec): 3 clusters Score: Raw -195677.428866 + Penalty 476.675065 = -195200.753801 nChanged 44 SP:Iteration 97Q (325.684489 sec): 3 clusters Score: Raw -195687.343094 + Penalty 476.675065 = -195210.668029 nChanged 45 SP:Iteration 98Q (325.722677 sec): 3 clusters Score: Raw -195696.034316 + Penalty 476.675065 = -195219.359251 nChanged 37 SP:Iteration 99Q (325.760294 sec): 3 clusters Score: Raw -195703.001747 + Penalty 476.675065 = -195226.326682 nChanged 36 SP:Iteration 100F (325.789002 sec): 3 clusters Score: Raw -195709.433413 + Penalty 476.675065 = -195232.758348 nChanged 38 SP:Iteration 101Q (325.824837 sec): 3 clusters Score: Raw -195717.525745 + Penalty 476.675065 = -195240.850679 nChanged 41 SP:Iteration 102Q (325.872342 sec): 3 clusters Score: Raw -195727.402237 + Penalty 476.675065 = -195250.727172 nChanged 40 SP:Iteration 103Q (325.910462 sec): 3 clusters Score: Raw -195737.776940 + Penalty 476.675065 = -195261.101875 nChanged 42 SP:Iteration 104Q (325.953740 sec): 3 clusters Score: Raw -195750.339357 + Penalty 476.675065 = -195273.664292 nChanged 54 SP:Iteration 105Q (325.998453 sec): 3 clusters Score: Raw -195769.454408 + Penalty 476.675065 = -195292.779343 nChanged 54 SP:Iteration 106Q (326.026771 sec): 3 clusters Score: Raw -195786.570780 + Penalty 476.675065 = -195309.895715 nChanged 53 SP:Iteration 107Q (326.062584 sec): 3 clusters Score: Raw -195804.249067 + Penalty 476.675065 = -195327.574002 nChanged 57 SP:Iteration 108Q (326.098081 sec): 3 clusters Score: Raw -195829.591087 + Penalty 476.675065 = -195352.916022 nChanged 68 SP:Iteration 109Q (326.134740 sec): 3 clusters Score: Raw -195864.084175 + Penalty 476.675065 = -195387.409110 nChanged 62 SP:Iteration 110Q (326.167144 sec): 3 clusters Score: Raw -195889.939256 + Penalty 476.675065 = -195413.264191 nChanged 53 SP:Iteration 111Q (326.213584 sec): 3 clusters Score: Raw -195910.652694 + Penalty 476.675065 = -195433.977629 nChanged 55 SP:Iteration 112Q (326.262509 sec): 3 clusters Score: Raw -195931.712545 + Penalty 476.675065 = -195455.037480 nChanged 38 SP:Iteration 113Q (326.302249 sec): 3 clusters Score: Raw -195949.301901 + Penalty 476.675065 = -195472.626836 nChanged 43 SP:Iteration 114Q (326.352983 sec): 3 clusters Score: Raw -195972.278160 + Penalty 476.675065 = -195495.603095 nChanged 43 SP:Iteration 115Q (326.414661 sec): 3 clusters Score: Raw -196001.253060 + Penalty 476.675065 = -195524.577995 nChanged 44 SP:Iteration 116Q (326.456112 sec): 3 clusters Score: Raw -196022.955784 + Penalty 476.675065 = -195546.280719 nChanged 40 SP:Iteration 117Q (326.507863 sec): 3 clusters Score: Raw -196036.198140 + Penalty 476.675065 = -195559.523075 nChanged 36 SP:Iteration 118Q (326.570400 sec): 3 clusters Score: Raw -196045.726647 + Penalty 476.675065 = -195569.051582 nChanged 33 SP:Iteration 119Q (326.609609 sec): 3 clusters Score: Raw -196055.010192 + Penalty 476.675065 = -195578.335127 nChanged 30 SP:Iteration 120F (326.666434 sec): 3 clusters Score: Raw -196063.782873 + Penalty 476.675065 = -195587.107808 nChanged 24 SP:Iteration 121Q (326.703122 sec): 3 clusters Score: Raw -196069.861949 + Penalty 476.675065 = -195593.186884 nChanged 22 SP:Iteration 122Q (326.741863 sec): 3 clusters Score: Raw -196074.268469 + Penalty 476.675065 = -195597.593404 nChanged 17 SP:Iteration 123Q (326.770831 sec): 3 clusters Score: Raw -196078.215709 + Penalty 476.675065 = -195601.540644 nChanged 19 SP:Iteration 124Q (326.806820 sec): 3 clusters Score: Raw -196081.742434 + Penalty 476.675065 = -195605.067369 nChanged 12 SP:Iteration 125Q (326.846755 sec): 3 clusters Score: Raw -196083.901153 + Penalty 476.675065 = -195607.226088 nChanged 10 SP:Iteration 126Q (326.885650 sec): 3 clusters Score: Raw -196086.086763 + Penalty 476.675065 = -195609.411698 nChanged 13 SP:Iteration 127Q (326.923151 sec): 3 clusters Score: Raw -196088.901502 + Penalty 476.675065 = -195612.226436 nChanged 16 SP:Iteration 128Q (326.955223 sec): 3 clusters Score: Raw -196093.797256 + Penalty 476.675065 = -195617.122191 nChanged 13 SP:Iteration 129Q (326.991067 sec): 3 clusters Score: Raw -196096.627966 + Penalty 476.675065 = -195619.952901 nChanged 13 SP:Iteration 130Q (327.029374 sec): 3 clusters Score: Raw -196099.081197 + Penalty 476.675065 = -195622.406132 nChanged 8 SP:Iteration 131Q (327.064525 sec): 3 clusters Score: Raw -196100.270171 + Penalty 476.675065 = -195623.595105 nChanged 9 SP:Iteration 132Q (327.110211 sec): 3 clusters Score: Raw -196103.107488 + Penalty 476.675065 = -195626.432423 nChanged 15 SP:Iteration 133Q (327.148613 sec): 3 clusters Score: Raw -196112.321690 + Penalty 476.675065 = -195635.646625 nChanged 21 SP:Iteration 134Q (327.196869 sec): 3 clusters Score: Raw -196121.508695 + Penalty 476.675065 = -195644.833630 nChanged 23 SP:Iteration 135Q (327.249108 sec): 3 clusters Score: Raw -196133.243184 + Penalty 476.675065 = -195656.568119 nChanged 21 SP:Iteration 136Q (327.301281 sec): 3 clusters Score: Raw -196140.484396 + Penalty 476.675065 = -195663.809331 nChanged 13 SP:Iteration 137Q (327.343479 sec): 3 clusters Score: Raw -196144.659408 + Penalty 476.675065 = -195667.984343 nChanged 10 SP:Iteration 138Q (327.378199 sec): 3 clusters Score: Raw -196147.439439 + Penalty 476.675065 = -195670.764374 nChanged 9 SP:Iteration 139Q (327.414985 sec): 3 clusters Score: Raw -196150.432460 + Penalty 476.675065 = -195673.757395 nChanged 8 SP:Iteration 140F (327.454407 sec): 3 clusters Score: Raw -196153.560870 + Penalty 476.675065 = -195676.885805 nChanged 10 SP:Iteration 141Q (327.492718 sec): 3 clusters Score: Raw -196161.349724 + Penalty 476.675065 = -195684.674659 nChanged 12 SP:Iteration 142Q (327.534251 sec): 3 clusters Score: Raw -196182.706660 + Penalty 476.675065 = -195706.031595 nChanged 13 SP:Iteration 143Q (327.569186 sec): 3 clusters Score: Raw -196200.322873 + Penalty 476.675065 = -195723.647808 nChanged 16 SP:Iteration 144Q (327.604796 sec): 3 clusters Score: Raw -196205.152540 + Penalty 476.675065 = -195728.477475 nChanged 9 SP:Iteration 145Q (327.656306 sec): 3 clusters Score: Raw -196208.227906 + Penalty 476.675065 = -195731.552841 nChanged 7 SP:Iteration 146Q (327.690389 sec): 3 clusters Score: Raw -196210.551451 + Penalty 476.675065 = -195733.876385 nChanged 7 SP:Iteration 147Q (327.738307 sec): 3 clusters Score: Raw -196213.569090 + Penalty 476.675065 = -195736.894025 nChanged 8 SP:Iteration 148Q (327.781660 sec): 3 clusters Score: Raw -196216.152759 + Penalty 476.675065 = -195739.477693 nChanged 5 SP:Iteration 149Q (327.814531 sec): 3 clusters Score: Raw -196217.025886 + Penalty 476.675065 = -195740.350821 nChanged 0 SP:Iteration 150F (327.851393 sec): 3 clusters Score: Raw -196217.025886 + Penalty 476.675065 = -195740.350821 nChanged 0 Trying to split cluster 8 (1422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (327.871275 sec): 2 clusters Score: Raw -51478.443432 + Penalty 199.645039 = -51278.798393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (327.901028 sec): 3 clusters Score: Raw -50683.578370 + Penalty 399.290079 = -50284.288291 nChanged 605 SP:Iteration 1F (327.932025 sec): 3 clusters Score: Raw -51124.844890 + Penalty 399.290079 = -50725.554812 nChanged 147 SP:Iteration 2F (327.963269 sec): 3 clusters Score: Raw -51265.602895 + Penalty 399.290079 = -50866.312817 nChanged 123 SP:Iteration 3F (328.017052 sec): 3 clusters Score: Raw -51400.353525 + Penalty 399.290079 = -51001.063447 nChanged 99 SP:Iteration 4F (328.053275 sec): 3 clusters Score: Raw -51516.125001 + Penalty 399.290079 = -51116.834923 nChanged 79 SP:Iteration 5F (328.107583 sec): 3 clusters Score: Raw -51572.126176 + Penalty 399.290079 = -51172.836097 nChanged 45 SP:Iteration 6Q (328.139694 sec): 3 clusters Score: Raw -51590.449027 + Penalty 399.290079 = -51191.158948 nChanged 27 SP:Iteration 7Q (328.182141 sec): 3 clusters Score: Raw -51605.393699 + Penalty 399.290079 = -51206.103621 nChanged 21 SP:Iteration 8Q (328.235350 sec): 3 clusters Score: Raw -51612.408060 + Penalty 399.290079 = -51213.117982 nChanged 9 SP:Iteration 9Q (328.261278 sec): 3 clusters Score: Raw -51614.296075 + Penalty 399.290079 = -51215.005996 nChanged 6 SP:Iteration 10Q (328.304019 sec): 3 clusters Score: Raw -51615.648975 + Penalty 399.290079 = -51216.358897 nChanged 4 SP:Iteration 11Q (328.341532 sec): 3 clusters Score: Raw -51616.202878 + Penalty 399.290079 = -51216.912799 nChanged 1 SP:Iteration 12Q (328.384383 sec): 3 clusters Score: Raw -51616.990916 + Penalty 399.290079 = -51217.700838 nChanged 2 SP:Iteration 13Q (328.426483 sec): 3 clusters Score: Raw -51617.410241 + Penalty 399.290079 = -51218.120163 nChanged 2 SP:Iteration 14Q (328.471297 sec): 3 clusters Score: Raw -51617.646708 + Penalty 399.290079 = -51218.356630 nChanged 2 SP:Iteration 15Q (328.502631 sec): 3 clusters Score: Raw -51617.777133 + Penalty 399.290079 = -51218.487054 nChanged 0 SP:Iteration 16F (328.533354 sec): 3 clusters Score: Raw -51617.777133 + Penalty 399.290079 = -51218.487054 nChanged 0 Trying to split cluster 9 (1371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (328.552141 sec): 2 clusters Score: Raw -46294.860067 + Penalty 198.640631 = -46096.219436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (328.583765 sec): 3 clusters Score: Raw -45594.099196 + Penalty 397.281262 = -45196.817934 nChanged 553 SP:Iteration 1F (328.613176 sec): 3 clusters Score: Raw -45947.401447 + Penalty 397.281262 = -45550.120185 nChanged 122 SP:Iteration 2F (328.643820 sec): 3 clusters Score: Raw -46045.317889 + Penalty 397.281262 = -45648.036627 nChanged 82 SP:Iteration 3F (328.674311 sec): 3 clusters Score: Raw -46113.959865 + Penalty 397.281262 = -45716.678602 nChanged 63 SP:Iteration 4Q (328.711697 sec): 3 clusters Score: Raw -46164.783887 + Penalty 397.281262 = -45767.502625 nChanged 46 SP:Iteration 5Q (328.742495 sec): 3 clusters Score: Raw -46197.008004 + Penalty 397.281262 = -45799.726742 nChanged 32 SP:Iteration 6Q (328.773268 sec): 3 clusters Score: Raw -46222.638817 + Penalty 397.281262 = -45825.357555 nChanged 26 SP:Iteration 7Q (328.803981 sec): 3 clusters Score: Raw -46236.622672 + Penalty 397.281262 = -45839.341410 nChanged 16 SP:Iteration 8Q (328.834504 sec): 3 clusters Score: Raw -46257.042959 + Penalty 397.281262 = -45859.761696 nChanged 16 SP:Iteration 9Q (328.865238 sec): 3 clusters Score: Raw -46283.423746 + Penalty 397.281262 = -45886.142484 nChanged 12 SP:Iteration 10Q (328.898426 sec): 3 clusters Score: Raw -46298.206479 + Penalty 397.281262 = -45900.925216 nChanged 9 SP:Iteration 11Q (328.938436 sec): 3 clusters Score: Raw -46309.115270 + Penalty 397.281262 = -45911.834007 nChanged 14 SP:Iteration 12Q (328.987264 sec): 3 clusters Score: Raw -46318.846894 + Penalty 397.281262 = -45921.565632 nChanged 10 SP:Iteration 13Q (329.025109 sec): 3 clusters Score: Raw -46328.505226 + Penalty 397.281262 = -45931.223963 nChanged 7 SP:Iteration 14Q (329.061179 sec): 3 clusters Score: Raw -46339.288791 + Penalty 397.281262 = -45942.007529 nChanged 11 SP:Iteration 15Q (329.104167 sec): 3 clusters Score: Raw -46351.906946 + Penalty 397.281262 = -45954.625684 nChanged 8 SP:Iteration 16Q (329.146608 sec): 3 clusters Score: Raw -46358.610682 + Penalty 397.281262 = -45961.329420 nChanged 4 SP:Iteration 17Q (329.188503 sec): 3 clusters Score: Raw -46360.823355 + Penalty 397.281262 = -45963.542093 nChanged 4 SP:Iteration 18Q (329.229716 sec): 3 clusters Score: Raw -46362.381991 + Penalty 397.281262 = -45965.100729 nChanged 1 SP:Iteration 19Q (329.278399 sec): 3 clusters Score: Raw -46363.168366 + Penalty 397.281262 = -45965.887104 nChanged 3 SP:Iteration 20F (329.323877 sec): 3 clusters Score: Raw -46365.565998 + Penalty 397.281262 = -45968.284736 nChanged 3 SP:Iteration 21Q (329.371243 sec): 3 clusters Score: Raw -46366.731673 + Penalty 397.281262 = -45969.450411 nChanged 1 SP:Iteration 22Q (329.407673 sec): 3 clusters Score: Raw -46366.955371 + Penalty 397.281262 = -45969.674109 nChanged 0 SP:Iteration 23F (329.439790 sec): 3 clusters Score: Raw -46366.955371 + Penalty 397.281262 = -45969.674109 nChanged 0 Trying to split cluster 10 (3694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (329.464597 sec): 2 clusters Score: Raw -124724.489591 + Penalty 225.897792 = -124498.591799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (329.498733 sec): 3 clusters Score: Raw -122467.484944 + Penalty 451.795584 = -122015.689360 nChanged 1708 SP:Iteration 1F (329.544096 sec): 3 clusters Score: Raw -123580.273871 + Penalty 451.795584 = -123128.478287 nChanged 296 SP:Iteration 2F (329.577668 sec): 3 clusters Score: Raw -123762.875808 + Penalty 451.795584 = -123311.080224 nChanged 232 SP:Iteration 3F (329.612021 sec): 3 clusters Score: Raw -123921.198865 + Penalty 451.795584 = -123469.403281 nChanged 215 SP:Iteration 4F (329.646062 sec): 3 clusters Score: Raw -124077.798991 + Penalty 451.795584 = -123626.003407 nChanged 185 SP:Iteration 5F (329.680162 sec): 3 clusters Score: Raw -124205.416748 + Penalty 451.795584 = -123753.621164 nChanged 173 SP:Iteration 6Q (329.718086 sec): 3 clusters Score: Raw -124310.317138 + Penalty 451.795584 = -123858.521554 nChanged 144 SP:Iteration 7Q (329.750067 sec): 3 clusters Score: Raw -124378.764742 + Penalty 451.795584 = -123926.969158 nChanged 127 SP:Iteration 8Q (329.779916 sec): 3 clusters Score: Raw -124428.933844 + Penalty 451.795584 = -123977.138260 nChanged 97 SP:Iteration 9Q (329.827952 sec): 3 clusters Score: Raw -124460.519484 + Penalty 451.795584 = -124008.723900 nChanged 87 SP:Iteration 10Q (329.872070 sec): 3 clusters Score: Raw -124490.492900 + Penalty 451.795584 = -124038.697316 nChanged 81 SP:Iteration 11Q (329.923285 sec): 3 clusters Score: Raw -124527.670237 + Penalty 451.795584 = -124075.874653 nChanged 75 SP:Iteration 12Q (329.973959 sec): 3 clusters Score: Raw -124577.556370 + Penalty 451.795584 = -124125.760786 nChanged 80 SP:Iteration 13Q (330.020363 sec): 3 clusters Score: Raw -124648.440190 + Penalty 451.795584 = -124196.644606 nChanged 75 SP:Iteration 14Q (330.071590 sec): 3 clusters Score: Raw -124707.996847 + Penalty 451.795584 = -124256.201263 nChanged 66 SP:Iteration 15Q (330.122239 sec): 3 clusters Score: Raw -124744.474682 + Penalty 451.795584 = -124292.679099 nChanged 51 SP:Iteration 16Q (330.181175 sec): 3 clusters Score: Raw -124770.307393 + Penalty 451.795584 = -124318.511809 nChanged 57 SP:Iteration 17Q (330.215721 sec): 3 clusters Score: Raw -124798.487224 + Penalty 451.795584 = -124346.691640 nChanged 52 SP:Iteration 18Q (330.260530 sec): 3 clusters Score: Raw -124817.129829 + Penalty 451.795584 = -124365.334246 nChanged 40 SP:Iteration 19Q (330.292461 sec): 3 clusters Score: Raw -124831.043190 + Penalty 451.795584 = -124379.247606 nChanged 28 SP:Iteration 20F (330.323549 sec): 3 clusters Score: Raw -124839.712981 + Penalty 451.795584 = -124387.917397 nChanged 21 SP:Iteration 21Q (330.363612 sec): 3 clusters Score: Raw -124844.436685 + Penalty 451.795584 = -124392.641102 nChanged 19 SP:Iteration 22Q (330.415343 sec): 3 clusters Score: Raw -124847.901905 + Penalty 451.795584 = -124396.106321 nChanged 12 SP:Iteration 23Q (330.451406 sec): 3 clusters Score: Raw -124849.459381 + Penalty 451.795584 = -124397.663797 nChanged 19 SP:Iteration 24Q (330.484858 sec): 3 clusters Score: Raw -124852.514434 + Penalty 451.795584 = -124400.718851 nChanged 15 SP:Iteration 25Q (330.517958 sec): 3 clusters Score: Raw -124855.415356 + Penalty 451.795584 = -124403.619773 nChanged 11 SP:Iteration 26Q (330.550752 sec): 3 clusters Score: Raw -124857.565773 + Penalty 451.795584 = -124405.770189 nChanged 8 SP:Iteration 27Q (330.593196 sec): 3 clusters Score: Raw -124858.838203 + Penalty 451.795584 = -124407.042619 nChanged 9 SP:Iteration 28Q (330.630647 sec): 3 clusters Score: Raw -124860.920809 + Penalty 451.795584 = -124409.125225 nChanged 6 SP:Iteration 29Q (330.668744 sec): 3 clusters Score: Raw -124861.983398 + Penalty 451.795584 = -124410.187814 nChanged 4 SP:Iteration 30Q (330.707430 sec): 3 clusters Score: Raw -124862.875939 + Penalty 451.795584 = -124411.080355 nChanged 6 SP:Iteration 31Q (330.730455 sec): 3 clusters Score: Raw -124863.603404 + Penalty 451.795584 = -124411.807821 nChanged 3 SP:Iteration 32Q (330.777497 sec): 3 clusters Score: Raw -124863.833427 + Penalty 451.795584 = -124412.037843 nChanged 6 SP:Iteration 33Q (330.817923 sec): 3 clusters Score: Raw -124864.433148 + Penalty 451.795584 = -124412.637564 nChanged 6 SP:Iteration 34Q (330.862285 sec): 3 clusters Score: Raw -124865.555602 + Penalty 451.795584 = -124413.760018 nChanged 6 SP:Iteration 35Q (330.910716 sec): 3 clusters Score: Raw -124866.818839 + Penalty 451.795584 = -124415.023255 nChanged 5 SP:Iteration 36Q (330.954096 sec): 3 clusters Score: Raw -124867.754484 + Penalty 451.795584 = -124415.958900 nChanged 7 SP:Iteration 37Q (331.006036 sec): 3 clusters Score: Raw -124868.821742 + Penalty 451.795584 = -124417.026158 nChanged 5 SP:Iteration 38Q (331.044042 sec): 3 clusters Score: Raw -124869.647023 + Penalty 451.795584 = -124417.851439 nChanged 5 SP:Iteration 39Q (331.080011 sec): 3 clusters Score: Raw -124870.100776 + Penalty 451.795584 = -124418.305193 nChanged 2 SP:Iteration 40F (331.130259 sec): 3 clusters Score: Raw -124870.535132 + Penalty 451.795584 = -124418.739549 nChanged 3 SP:Iteration 41Q (331.163536 sec): 3 clusters Score: Raw -124870.712911 + Penalty 451.795584 = -124418.917327 nChanged 1 SP:Iteration 42Q (331.190987 sec): 3 clusters Score: Raw -124870.760728 + Penalty 451.795584 = -124418.965144 nChanged 1 SP:Iteration 43Q (331.223332 sec): 3 clusters Score: Raw -124870.880151 + Penalty 451.795584 = -124419.084567 nChanged 0 SP:Iteration 44F (331.256627 sec): 3 clusters Score: Raw -124870.880151 + Penalty 451.795584 = -124419.084567 nChanged 0 Trying to split cluster 11 (4270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (331.279395 sec): 2 clusters Score: Raw -176993.643319 + Penalty 229.882650 = -176763.760668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (331.314482 sec): 3 clusters Score: Raw -174372.946786 + Penalty 459.765301 = -173913.181485 nChanged 1998 SP:Iteration 1F (331.349229 sec): 3 clusters Score: Raw -175491.956249 + Penalty 459.765301 = -175032.190948 nChanged 240 SP:Iteration 2F (331.392043 sec): 3 clusters Score: Raw -175630.099648 + Penalty 459.765301 = -175170.334347 nChanged 261 SP:Iteration 3F (331.431660 sec): 3 clusters Score: Raw -175853.413441 + Penalty 459.765301 = -175393.648141 nChanged 293 SP:Iteration 4F (331.460996 sec): 3 clusters Score: Raw -176084.400512 + Penalty 459.765301 = -175624.635211 nChanged 258 SP:Iteration 5F (331.499108 sec): 3 clusters Score: Raw -176297.666200 + Penalty 459.765301 = -175837.900900 nChanged 228 SP:Iteration 6F (331.534138 sec): 3 clusters Score: Raw -176470.806924 + Penalty 459.765301 = -176011.041623 nChanged 192 SP:Iteration 7Q (331.565713 sec): 3 clusters Score: Raw -176582.031493 + Penalty 459.765301 = -176122.266192 nChanged 166 SP:Iteration 8Q (331.603741 sec): 3 clusters Score: Raw -176666.082636 + Penalty 459.765301 = -176206.317335 nChanged 110 SP:Iteration 9Q (331.655077 sec): 3 clusters Score: Raw -176711.619504 + Penalty 459.765301 = -176251.854203 nChanged 76 SP:Iteration 10Q (331.703152 sec): 3 clusters Score: Raw -176741.048302 + Penalty 459.765301 = -176281.283001 nChanged 70 SP:Iteration 11Q (331.746587 sec): 3 clusters Score: Raw -176781.109908 + Penalty 459.765301 = -176321.344607 nChanged 80 SP:Iteration 12Q (331.789735 sec): 3 clusters Score: Raw -176826.631325 + Penalty 459.765301 = -176366.866024 nChanged 86 SP:Iteration 13Q (331.838298 sec): 3 clusters Score: Raw -176867.056243 + Penalty 459.765301 = -176407.290942 nChanged 81 SP:Iteration 14Q (331.890617 sec): 3 clusters Score: Raw -176902.166800 + Penalty 459.765301 = -176442.401499 nChanged 71 SP:Iteration 15Q (331.943224 sec): 3 clusters Score: Raw -176926.066463 + Penalty 459.765301 = -176466.301162 nChanged 57 SP:Iteration 16Q (331.999054 sec): 3 clusters Score: Raw -176944.393392 + Penalty 459.765301 = -176484.628091 nChanged 50 SP:Iteration 17Q (332.033410 sec): 3 clusters Score: Raw -176956.599367 + Penalty 459.765301 = -176496.834066 nChanged 45 SP:Iteration 18Q (332.075466 sec): 3 clusters Score: Raw -176969.944108 + Penalty 459.765301 = -176510.178807 nChanged 50 SP:Iteration 19Q (332.128111 sec): 3 clusters Score: Raw -176984.547829 + Penalty 459.765301 = -176524.782528 nChanged 34 SP:Iteration 20F (332.166484 sec): 3 clusters Score: Raw -176989.527430 + Penalty 459.765301 = -176529.762129 nChanged 21 SP:Iteration 21Q (332.205048 sec): 3 clusters Score: Raw -176991.992679 + Penalty 459.765301 = -176532.227378 nChanged 11 SP:Iteration 22Q (332.240222 sec): 3 clusters Score: Raw -176993.180153 + Penalty 459.765301 = -176533.414852 nChanged 14 SP:Iteration 23Q (332.275432 sec): 3 clusters Score: Raw -176994.294301 + Penalty 459.765301 = -176534.529000 nChanged 13 SP:Iteration 24Q (332.310334 sec): 3 clusters Score: Raw -176995.640672 + Penalty 459.765301 = -176535.875371 nChanged 10 SP:Iteration 25Q (332.342533 sec): 3 clusters Score: Raw -176996.706190 + Penalty 459.765301 = -176536.940889 nChanged 10 SP:Iteration 26Q (332.377576 sec): 3 clusters Score: Raw -176997.473992 + Penalty 459.765301 = -176537.708691 nChanged 8 SP:Iteration 27Q (332.412665 sec): 3 clusters Score: Raw -176998.043672 + Penalty 459.765301 = -176538.278371 nChanged 13 SP:Iteration 28Q (332.460778 sec): 3 clusters Score: Raw -176999.106005 + Penalty 459.765301 = -176539.340704 nChanged 11 SP:Iteration 29Q (332.509879 sec): 3 clusters Score: Raw -176999.886878 + Penalty 459.765301 = -176540.121577 nChanged 11 SP:Iteration 30Q (332.550391 sec): 3 clusters Score: Raw -177000.784352 + Penalty 459.765301 = -176541.019051 nChanged 10 SP:Iteration 31Q (332.598229 sec): 3 clusters Score: Raw -177001.975573 + Penalty 459.765301 = -176542.210272 nChanged 10 SP:Iteration 32Q (332.641699 sec): 3 clusters Score: Raw -177003.654605 + Penalty 459.765301 = -176543.889304 nChanged 14 SP:Iteration 33Q (332.685339 sec): 3 clusters Score: Raw -177005.516433 + Penalty 459.765301 = -176545.751132 nChanged 9 SP:Iteration 34Q (332.734925 sec): 3 clusters Score: Raw -177006.481483 + Penalty 459.765301 = -176546.716182 nChanged 12 SP:Iteration 35Q (332.774428 sec): 3 clusters Score: Raw -177007.643851 + Penalty 459.765301 = -176547.878550 nChanged 14 SP:Iteration 36Q (332.818729 sec): 3 clusters Score: Raw -177008.937293 + Penalty 459.765301 = -176549.171992 nChanged 8 SP:Iteration 37Q (332.870723 sec): 3 clusters Score: Raw -177009.447885 + Penalty 459.765301 = -176549.682584 nChanged 8 SP:Iteration 38Q (332.919498 sec): 3 clusters Score: Raw -177009.949827 + Penalty 459.765301 = -176550.184527 nChanged 5 SP:Iteration 39Q (332.967726 sec): 3 clusters Score: Raw -177010.176009 + Penalty 459.765301 = -176550.410708 nChanged 0 SP:Iteration 40F (333.016600 sec): 3 clusters Score: Raw -177010.176009 + Penalty 459.765301 = -176550.410708 nChanged 0 Trying to split cluster 12 (33272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (333.067479 sec): 2 clusters Score: Raw -1342677.746989 + Penalty 286.342966 = -1342391.404023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (333.125330 sec): 3 clusters Score: Raw -1320684.720472 + Penalty 572.685931 = -1320112.034541 nChanged 16167 SP:Iteration 1F (333.182840 sec): 3 clusters Score: Raw -1330611.231348 + Penalty 572.685931 = -1330038.545417 nChanged 2344 SP:Iteration 2F (333.247828 sec): 3 clusters Score: Raw -1331864.037162 + Penalty 572.685931 = -1331291.351230 nChanged 2562 SP:Iteration 3F (333.298351 sec): 3 clusters Score: Raw -1333658.879977 + Penalty 572.685931 = -1333086.194045 nChanged 2430 SP:Iteration 4F (333.358139 sec): 3 clusters Score: Raw -1335537.616402 + Penalty 572.685931 = -1334964.930470 nChanged 2126 SP:Iteration 5F (333.423694 sec): 3 clusters Score: Raw -1337118.889859 + Penalty 572.685931 = -1336546.203927 nChanged 1723 SP:Iteration 6F (333.486727 sec): 3 clusters Score: Raw -1338306.625042 + Penalty 572.685931 = -1337733.939110 nChanged 1342 SP:Iteration 7Q (333.537105 sec): 3 clusters Score: Raw -1339102.650204 + Penalty 572.685931 = -1338529.964272 nChanged 936 SP:Iteration 8Q (333.602282 sec): 3 clusters Score: Raw -1339586.590784 + Penalty 572.685931 = -1339013.904852 nChanged 711 SP:Iteration 9Q (333.660527 sec): 3 clusters Score: Raw -1339938.151206 + Penalty 572.685931 = -1339365.465274 nChanged 578 SP:Iteration 10Q (333.719001 sec): 3 clusters Score: Raw -1340217.682412 + Penalty 572.685931 = -1339644.996480 nChanged 493 SP:Iteration 11Q (333.769913 sec): 3 clusters Score: Raw -1340429.431280 + Penalty 572.685931 = -1339856.745348 nChanged 440 SP:Iteration 12Q (333.841913 sec): 3 clusters Score: Raw -1340608.627893 + Penalty 572.685931 = -1340035.941961 nChanged 395 SP:Iteration 13Q (333.894944 sec): 3 clusters Score: Raw -1340769.177587 + Penalty 572.685931 = -1340196.491656 nChanged 396 SP:Iteration 14Q (333.953991 sec): 3 clusters Score: Raw -1340939.257438 + Penalty 572.685931 = -1340366.571506 nChanged 373 SP:Iteration 15Q (334.021321 sec): 3 clusters Score: Raw -1341087.057574 + Penalty 572.685931 = -1340514.371642 nChanged 372 SP:Iteration 16Q (334.082752 sec): 3 clusters Score: Raw -1341236.868040 + Penalty 572.685931 = -1340664.182109 nChanged 358 SP:Iteration 17Q (334.143332 sec): 3 clusters Score: Raw -1341384.184615 + Penalty 572.685931 = -1340811.498683 nChanged 351 SP:Iteration 18Q (334.208422 sec): 3 clusters Score: Raw -1341518.076179 + Penalty 572.685931 = -1340945.390248 nChanged 294 SP:Iteration 19Q (334.273569 sec): 3 clusters Score: Raw -1341617.588870 + Penalty 572.685931 = -1341044.902939 nChanged 246 SP:Iteration 20F (334.343850 sec): 3 clusters Score: Raw -1341698.659139 + Penalty 572.685931 = -1341125.973207 nChanged 232 SP:Iteration 21Q (334.418929 sec): 3 clusters Score: Raw -1341767.139831 + Penalty 572.685931 = -1341194.453900 nChanged 203 SP:Iteration 22Q (334.471884 sec): 3 clusters Score: Raw -1341822.135339 + Penalty 572.685931 = -1341249.449408 nChanged 184 SP:Iteration 23Q (334.539695 sec): 3 clusters Score: Raw -1341867.923316 + Penalty 572.685931 = -1341295.237384 nChanged 182 SP:Iteration 24Q (334.593239 sec): 3 clusters Score: Raw -1341905.703571 + Penalty 572.685931 = -1341333.017639 nChanged 167 SP:Iteration 25Q (334.657454 sec): 3 clusters Score: Raw -1341938.670689 + Penalty 572.685931 = -1341365.984758 nChanged 168 SP:Iteration 26Q (334.707630 sec): 3 clusters Score: Raw -1341972.068873 + Penalty 572.685931 = -1341399.382941 nChanged 151 SP:Iteration 27Q (334.767816 sec): 3 clusters Score: Raw -1341996.864331 + Penalty 572.685931 = -1341424.178399 nChanged 134 SP:Iteration 28Q (334.824871 sec): 3 clusters Score: Raw -1342015.880479 + Penalty 572.685931 = -1341443.194547 nChanged 124 SP:Iteration 29Q (334.882627 sec): 3 clusters Score: Raw -1342034.841719 + Penalty 572.685931 = -1341462.155788 nChanged 131 SP:Iteration 30Q (334.925895 sec): 3 clusters Score: Raw -1342057.342748 + Penalty 572.685931 = -1341484.656816 nChanged 133 SP:Iteration 31Q (335.001486 sec): 3 clusters Score: Raw -1342079.488435 + Penalty 572.685931 = -1341506.802503 nChanged 132 SP:Iteration 32Q (335.059884 sec): 3 clusters Score: Raw -1342101.373927 + Penalty 572.685931 = -1341528.687996 nChanged 124 SP:Iteration 33Q (335.129311 sec): 3 clusters Score: Raw -1342120.352832 + Penalty 572.685931 = -1341547.666901 nChanged 113 SP:Iteration 34Q (335.183655 sec): 3 clusters Score: Raw -1342137.069849 + Penalty 572.685931 = -1341564.383918 nChanged 112 SP:Iteration 35Q (335.261734 sec): 3 clusters Score: Raw -1342153.826282 + Penalty 572.685931 = -1341581.140350 nChanged 102 SP:Iteration 36Q (335.319319 sec): 3 clusters Score: Raw -1342167.143301 + Penalty 572.685931 = -1341594.457370 nChanged 97 SP:Iteration 37Q (335.391564 sec): 3 clusters Score: Raw -1342180.001745 + Penalty 572.685931 = -1341607.315814 nChanged 91 SP:Iteration 38Q (335.457699 sec): 3 clusters Score: Raw -1342190.794328 + Penalty 572.685931 = -1341618.108397 nChanged 82 SP:Iteration 39Q (335.511502 sec): 3 clusters Score: Raw -1342202.089883 + Penalty 572.685931 = -1341629.403951 nChanged 87 SP:Iteration 40F (335.567367 sec): 3 clusters Score: Raw -1342213.923364 + Penalty 572.685931 = -1341641.237433 nChanged 70 SP:Iteration 41Q (335.628761 sec): 3 clusters Score: Raw -1342223.870087 + Penalty 572.685931 = -1341651.184156 nChanged 84 SP:Iteration 42Q (335.681495 sec): 3 clusters Score: Raw -1342236.319564 + Penalty 572.685931 = -1341663.633632 nChanged 98 SP:Iteration 43Q (335.744773 sec): 3 clusters Score: Raw -1342251.231587 + Penalty 572.685931 = -1341678.545655 nChanged 102 SP:Iteration 44Q (335.810353 sec): 3 clusters Score: Raw -1342267.625423 + Penalty 572.685931 = -1341694.939492 nChanged 114 SP:Iteration 45Q (335.868215 sec): 3 clusters Score: Raw -1342289.525568 + Penalty 572.685931 = -1341716.839636 nChanged 133 SP:Iteration 46Q (335.930413 sec): 3 clusters Score: Raw -1342316.165908 + Penalty 572.685931 = -1341743.479977 nChanged 125 SP:Iteration 47Q (335.987880 sec): 3 clusters Score: Raw -1342340.713953 + Penalty 572.685931 = -1341768.028022 nChanged 113 SP:Iteration 48Q (336.048527 sec): 3 clusters Score: Raw -1342361.726156 + Penalty 572.685931 = -1341789.040224 nChanged 112 SP:Iteration 49Q (336.105490 sec): 3 clusters Score: Raw -1342382.609524 + Penalty 572.685931 = -1341809.923592 nChanged 99 SP:Iteration 50Q (336.162659 sec): 3 clusters Score: Raw -1342399.901836 + Penalty 572.685931 = -1341827.215904 nChanged 89 SP:Iteration 51Q (336.216035 sec): 3 clusters Score: Raw -1342415.453613 + Penalty 572.685931 = -1341842.767681 nChanged 90 SP:Iteration 52Q (336.280483 sec): 3 clusters Score: Raw -1342431.552432 + Penalty 572.685931 = -1341858.866500 nChanged 95 SP:Iteration 53Q (336.341750 sec): 3 clusters Score: Raw -1342451.267965 + Penalty 572.685931 = -1341878.582033 nChanged 99 SP:Iteration 54Q (336.393277 sec): 3 clusters Score: Raw -1342472.284056 + Penalty 572.685931 = -1341899.598125 nChanged 91 SP:Iteration 55Q (336.460264 sec): 3 clusters Score: Raw -1342490.939436 + Penalty 572.685931 = -1341918.253504 nChanged 87 SP:Iteration 56Q (336.524736 sec): 3 clusters Score: Raw -1342508.756481 + Penalty 572.685931 = -1341936.070550 nChanged 66 SP:Iteration 57Q (336.594115 sec): 3 clusters Score: Raw -1342520.221113 + Penalty 572.685931 = -1341947.535181 nChanged 63 SP:Iteration 58Q (336.649221 sec): 3 clusters Score: Raw -1342532.027099 + Penalty 572.685931 = -1341959.341168 nChanged 57 SP:Iteration 59Q (336.711698 sec): 3 clusters Score: Raw -1342542.579693 + Penalty 572.685931 = -1341969.893761 nChanged 51 SP:Iteration 60F (336.777392 sec): 3 clusters Score: Raw -1342551.304070 + Penalty 572.685931 = -1341978.618138 nChanged 45 SP:Iteration 61Q (336.838424 sec): 3 clusters Score: Raw -1342560.552962 + Penalty 572.685931 = -1341987.867031 nChanged 49 SP:Iteration 62Q (336.899493 sec): 3 clusters Score: Raw -1342571.750792 + Penalty 572.685931 = -1341999.064860 nChanged 50 SP:Iteration 63Q (336.957931 sec): 3 clusters Score: Raw -1342583.614809 + Penalty 572.685931 = -1342010.928877 nChanged 43 SP:Iteration 64Q (337.021773 sec): 3 clusters Score: Raw -1342594.154577 + Penalty 572.685931 = -1342021.468646 nChanged 54 SP:Iteration 65Q (337.070079 sec): 3 clusters Score: Raw -1342607.537518 + Penalty 572.685931 = -1342034.851587 nChanged 54 SP:Iteration 66Q (337.139611 sec): 3 clusters Score: Raw -1342623.677893 + Penalty 572.685931 = -1342050.991962 nChanged 64 SP:Iteration 67Q (337.195083 sec): 3 clusters Score: Raw -1342641.540521 + Penalty 572.685931 = -1342068.854590 nChanged 39 SP:Iteration 68Q (337.237214 sec): 3 clusters Score: Raw -1342651.271147 + Penalty 572.685931 = -1342078.585216 nChanged 36 SP:Iteration 69Q (337.300985 sec): 3 clusters Score: Raw -1342660.907423 + Penalty 572.685931 = -1342088.221492 nChanged 41 SP:Iteration 70Q (337.361838 sec): 3 clusters Score: Raw -1342674.401126 + Penalty 572.685931 = -1342101.715195 nChanged 32 SP:Iteration 71Q (337.419010 sec): 3 clusters Score: Raw -1342687.602111 + Penalty 572.685931 = -1342114.916180 nChanged 40 SP:Iteration 72Q (337.480482 sec): 3 clusters Score: Raw -1342703.323672 + Penalty 572.685931 = -1342130.637741 nChanged 31 SP:Iteration 73Q (337.543317 sec): 3 clusters Score: Raw -1342710.383269 + Penalty 572.685931 = -1342137.697338 nChanged 27 SP:Iteration 74Q (337.592034 sec): 3 clusters Score: Raw -1342716.667875 + Penalty 572.685931 = -1342143.981944 nChanged 18 SP:Iteration 75Q (337.654727 sec): 3 clusters Score: Raw -1342720.914658 + Penalty 572.685931 = -1342148.228727 nChanged 20 SP:Iteration 76Q (337.705706 sec): 3 clusters Score: Raw -1342725.584589 + Penalty 572.685931 = -1342152.898658 nChanged 22 SP:Iteration 77Q (337.768816 sec): 3 clusters Score: Raw -1342728.742233 + Penalty 572.685931 = -1342156.056301 nChanged 15 SP:Iteration 78Q (337.833213 sec): 3 clusters Score: Raw -1342730.964105 + Penalty 572.685931 = -1342158.278174 nChanged 7 SP:Iteration 79Q (337.892533 sec): 3 clusters Score: Raw -1342731.943695 + Penalty 572.685931 = -1342159.257763 nChanged 4 SP:Iteration 80F (337.952582 sec): 3 clusters Score: Raw -1342732.177887 + Penalty 572.685931 = -1342159.491955 nChanged 2 SP:Iteration 81Q (338.018507 sec): 3 clusters Score: Raw -1342732.446710 + Penalty 572.685931 = -1342159.760778 nChanged 5 SP:Iteration 82Q (338.078688 sec): 3 clusters Score: Raw -1342733.016581 + Penalty 572.685931 = -1342160.330650 nChanged 5 SP:Iteration 83Q (338.147667 sec): 3 clusters Score: Raw -1342733.667144 + Penalty 572.685931 = -1342160.981213 nChanged 3 SP:Iteration 84Q (338.211234 sec): 3 clusters Score: Raw -1342733.943210 + Penalty 572.685931 = -1342161.257279 nChanged 5 SP:Iteration 85Q (338.274872 sec): 3 clusters Score: Raw -1342734.831881 + Penalty 572.685931 = -1342162.145949 nChanged 8 SP:Iteration 86Q (338.332665 sec): 3 clusters Score: Raw -1342735.873340 + Penalty 572.685931 = -1342163.187409 nChanged 4 SP:Iteration 87Q (338.401344 sec): 3 clusters Score: Raw -1342736.315261 + Penalty 572.685931 = -1342163.629329 nChanged 3 SP:Iteration 88Q (338.449671 sec): 3 clusters Score: Raw -1342736.571087 + Penalty 572.685931 = -1342163.885156 nChanged 4 SP:Iteration 89Q (338.517286 sec): 3 clusters Score: Raw -1342737.157363 + Penalty 572.685931 = -1342164.471432 nChanged 5 SP:Iteration 90Q (338.566973 sec): 3 clusters Score: Raw -1342738.373533 + Penalty 572.685931 = -1342165.687601 nChanged 9 SP:Iteration 91Q (338.634236 sec): 3 clusters Score: Raw -1342740.795502 + Penalty 572.685931 = -1342168.109571 nChanged 11 SP:Iteration 92Q (338.683367 sec): 3 clusters Score: Raw -1342743.427966 + Penalty 572.685931 = -1342170.742034 nChanged 12 SP:Iteration 93Q (338.749496 sec): 3 clusters Score: Raw -1342746.015700 + Penalty 572.685931 = -1342173.329768 nChanged 11 SP:Iteration 94Q (338.814346 sec): 3 clusters Score: Raw -1342747.883217 + Penalty 572.685931 = -1342175.197286 nChanged 7 SP:Iteration 95Q (338.866542 sec): 3 clusters Score: Raw -1342749.573966 + Penalty 572.685931 = -1342176.888034 nChanged 10 SP:Iteration 96Q (338.932941 sec): 3 clusters Score: Raw -1342751.341938 + Penalty 572.685931 = -1342178.656006 nChanged 7 SP:Iteration 97Q (338.986053 sec): 3 clusters Score: Raw -1342752.250805 + Penalty 572.685931 = -1342179.564873 nChanged 2 SP:Iteration 98Q (339.031612 sec): 3 clusters Score: Raw -1342752.454196 + Penalty 572.685931 = -1342179.768264 nChanged 2 SP:Iteration 99Q (339.093360 sec): 3 clusters Score: Raw -1342752.765809 + Penalty 572.685931 = -1342180.079877 nChanged 2 SP:Iteration 100F (339.148703 sec): 3 clusters Score: Raw -1342753.008083 + Penalty 572.685931 = -1342180.322152 nChanged 3 SP:Iteration 101Q (339.194792 sec): 3 clusters Score: Raw -1342753.160943 + Penalty 572.685931 = -1342180.475012 nChanged 2 SP:Iteration 102Q (339.263701 sec): 3 clusters Score: Raw -1342753.270910 + Penalty 572.685931 = -1342180.584978 nChanged 0 SP:Iteration 103F (339.315238 sec): 3 clusters Score: Raw -1342753.270910 + Penalty 572.685931 = -1342180.584978 nChanged 0 Trying to split cluster 13 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (339.332601 sec): 2 clusters Score: Raw -9555.684364 + Penalty 158.456413 = -9397.227951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (339.365570 sec): 3 clusters Score: Raw -9421.867377 + Penalty 316.912826 = -9104.954551 nChanged 116 SP:Iteration 1F (339.402552 sec): 3 clusters Score: Raw -9509.126551 + Penalty 316.912826 = -9192.213725 nChanged 31 SP:Iteration 2F (339.443023 sec): 3 clusters Score: Raw -9541.050889 + Penalty 316.912826 = -9224.138063 nChanged 16 SP:Iteration 3F (339.477940 sec): 3 clusters Score: Raw -9558.159030 + Penalty 316.912826 = -9241.246204 nChanged 18 SP:Iteration 4F (339.526347 sec): 3 clusters Score: Raw -9586.369600 + Penalty 316.912826 = -9269.456773 nChanged 9 SP:Iteration 5Q (339.571967 sec): 3 clusters Score: Raw -9599.393596 + Penalty 316.912826 = -9282.480769 nChanged 7 SP:Iteration 6Q (339.622453 sec): 3 clusters Score: Raw -9604.359710 + Penalty 316.912826 = -9287.446884 nChanged 5 SP:Iteration 7Q (339.667323 sec): 3 clusters Score: Raw -9609.868406 + Penalty 316.912826 = -9292.955580 nChanged 7 SP:Iteration 8Q (339.716377 sec): 3 clusters Score: Raw -9612.778015 + Penalty 316.912826 = -9295.865189 nChanged 4 SP:Iteration 9Q (339.754601 sec): 3 clusters Score: Raw -9614.375947 + Penalty 316.912826 = -9297.463121 nChanged 3 SP:Iteration 10Q (339.798856 sec): 3 clusters Score: Raw -9621.076508 + Penalty 316.912826 = -9304.163682 nChanged 4 SP:Iteration 11Q (339.844802 sec): 3 clusters Score: Raw -9624.262653 + Penalty 316.912826 = -9307.349827 nChanged 2 SP:Iteration 12Q (339.886808 sec): 3 clusters Score: Raw -9625.231514 + Penalty 316.912826 = -9308.318688 nChanged 2 SP:Iteration 13Q (339.928529 sec): 3 clusters Score: Raw -9626.201735 + Penalty 316.912826 = -9309.288909 nChanged 2 SP:Iteration 14Q (339.963214 sec): 3 clusters Score: Raw -9626.754908 + Penalty 316.912826 = -9309.842081 nChanged 0 SP:Iteration 15F (340.004608 sec): 3 clusters Score: Raw -9626.754908 + Penalty 316.912826 = -9309.842081 nChanged 0 Trying to split cluster 14 (16278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.038310 sec): 2 clusters Score: Raw -635522.037978 + Penalty 266.683169 = -635255.354809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.089079 sec): 3 clusters Score: Raw -624872.213833 + Penalty 533.366338 = -624338.847495 nChanged 7926 SP:Iteration 1F (340.146257 sec): 3 clusters Score: Raw -630098.764296 + Penalty 533.366338 = -629565.397958 nChanged 1295 SP:Iteration 2F (340.190956 sec): 3 clusters Score: Raw -630865.325467 + Penalty 533.366338 = -630331.959129 nChanged 1218 SP:Iteration 3F (340.240892 sec): 3 clusters Score: Raw -631646.022848 + Penalty 533.366338 = -631112.656510 nChanged 1069 SP:Iteration 4F (340.281113 sec): 3 clusters Score: Raw -632400.952478 + Penalty 533.366338 = -631867.586140 nChanged 893 SP:Iteration 5F (340.335436 sec): 3 clusters Score: Raw -633075.407856 + Penalty 533.366338 = -632542.041518 nChanged 732 SP:Iteration 6Q (340.380679 sec): 3 clusters Score: Raw -633682.645455 + Penalty 533.366338 = -633149.279117 nChanged 595 SP:Iteration 7Q (340.425799 sec): 3 clusters Score: Raw -634218.194465 + Penalty 533.366338 = -633684.828127 nChanged 475 SP:Iteration 8Q (340.473318 sec): 3 clusters Score: Raw -634594.949721 + Penalty 533.366338 = -634061.583383 nChanged 315 SP:Iteration 9Q (340.530925 sec): 3 clusters Score: Raw -634830.709430 + Penalty 533.366338 = -634297.343092 nChanged 268 SP:Iteration 10Q (340.598669 sec): 3 clusters Score: Raw -635005.945479 + Penalty 533.366338 = -634472.579141 nChanged 216 SP:Iteration 11Q (340.643367 sec): 3 clusters Score: Raw -635145.851152 + Penalty 533.366338 = -634612.484814 nChanged 161 SP:Iteration 12Q (340.697151 sec): 3 clusters Score: Raw -635250.741018 + Penalty 533.366338 = -634717.374680 nChanged 144 SP:Iteration 13Q (340.743592 sec): 3 clusters Score: Raw -635338.214502 + Penalty 533.366338 = -634804.848164 nChanged 100 SP:Iteration 14Q (340.795063 sec): 3 clusters Score: Raw -635385.579056 + Penalty 533.366338 = -634852.212718 nChanged 73 SP:Iteration 15Q (340.850147 sec): 3 clusters Score: Raw -635417.684020 + Penalty 533.366338 = -634884.317682 nChanged 62 SP:Iteration 16Q (340.908666 sec): 3 clusters Score: Raw -635445.623451 + Penalty 533.366338 = -634912.257113 nChanged 49 SP:Iteration 17Q (340.955804 sec): 3 clusters Score: Raw -635474.005379 + Penalty 533.366338 = -634940.639041 nChanged 51 SP:Iteration 18Q (341.013078 sec): 3 clusters Score: Raw -635507.500130 + Penalty 533.366338 = -634974.133792 nChanged 36 SP:Iteration 19Q (341.050853 sec): 3 clusters Score: Raw -635528.584071 + Penalty 533.366338 = -634995.217733 nChanged 30 SP:Iteration 20F (341.101889 sec): 3 clusters Score: Raw -635546.121038 + Penalty 533.366338 = -635012.754700 nChanged 21 SP:Iteration 21Q (341.142278 sec): 3 clusters Score: Raw -635557.965144 + Penalty 533.366338 = -635024.598806 nChanged 18 SP:Iteration 22Q (341.192137 sec): 3 clusters Score: Raw -635568.354547 + Penalty 533.366338 = -635034.988209 nChanged 9 SP:Iteration 23Q (341.239789 sec): 3 clusters Score: Raw -635570.901016 + Penalty 533.366338 = -635037.534678 nChanged 7 SP:Iteration 24Q (341.279169 sec): 3 clusters Score: Raw -635574.915146 + Penalty 533.366338 = -635041.548808 nChanged 8 SP:Iteration 25Q (341.332360 sec): 3 clusters Score: Raw -635579.518975 + Penalty 533.366338 = -635046.152637 nChanged 5 SP:Iteration 26Q (341.384596 sec): 3 clusters Score: Raw -635581.749053 + Penalty 533.366338 = -635048.382715 nChanged 4 SP:Iteration 27Q (341.416729 sec): 3 clusters Score: Raw -635585.917705 + Penalty 533.366338 = -635052.551367 nChanged 5 SP:Iteration 28Q (341.471080 sec): 3 clusters Score: Raw -635590.566849 + Penalty 533.366338 = -635057.200511 nChanged 5 SP:Iteration 29Q (341.518734 sec): 3 clusters Score: Raw -635592.408057 + Penalty 533.366338 = -635059.041719 nChanged 3 SP:Iteration 30Q (341.566655 sec): 3 clusters Score: Raw -635592.934711 + Penalty 533.366338 = -635059.568373 nChanged 0 SP:Iteration 31F (341.615829 sec): 3 clusters Score: Raw -635592.934711 + Penalty 533.366338 = -635059.568373 nChanged 0 Trying to split cluster 15 (2313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (341.649854 sec): 2 clusters Score: Raw -90289.382234 + Penalty 213.023268 = -90076.358966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (341.682794 sec): 3 clusters Score: Raw -88919.525622 + Penalty 426.046536 = -88493.479086 nChanged 1034 SP:Iteration 1F (341.714621 sec): 3 clusters Score: Raw -89581.738928 + Penalty 426.046536 = -89155.692392 nChanged 166 SP:Iteration 2F (341.746798 sec): 3 clusters Score: Raw -89684.810324 + Penalty 426.046536 = -89258.763788 nChanged 142 SP:Iteration 3F (341.778760 sec): 3 clusters Score: Raw -89773.160646 + Penalty 426.046536 = -89347.114110 nChanged 123 SP:Iteration 4F (341.810958 sec): 3 clusters Score: Raw -89844.213816 + Penalty 426.046536 = -89418.167279 nChanged 91 SP:Iteration 5Q (341.843120 sec): 3 clusters Score: Raw -89907.122658 + Penalty 426.046536 = -89481.076122 nChanged 84 SP:Iteration 6Q (341.869269 sec): 3 clusters Score: Raw -89958.658770 + Penalty 426.046536 = -89532.612233 nChanged 95 SP:Iteration 7Q (341.901084 sec): 3 clusters Score: Raw -90021.304227 + Penalty 426.046536 = -89595.257690 nChanged 75 SP:Iteration 8Q (341.931638 sec): 3 clusters Score: Raw -90079.971579 + Penalty 426.046536 = -89653.925042 nChanged 68 SP:Iteration 9Q (341.963558 sec): 3 clusters Score: Raw -90132.487281 + Penalty 426.046536 = -89706.440744 nChanged 70 SP:Iteration 10Q (341.995821 sec): 3 clusters Score: Raw -90191.782258 + Penalty 426.046536 = -89765.735722 nChanged 59 SP:Iteration 11Q (342.027790 sec): 3 clusters Score: Raw -90236.071337 + Penalty 426.046536 = -89810.024800 nChanged 29 SP:Iteration 12Q (342.077449 sec): 3 clusters Score: Raw -90258.152599 + Penalty 426.046536 = -89832.106062 nChanged 23 SP:Iteration 13Q (342.107804 sec): 3 clusters Score: Raw -90281.013459 + Penalty 426.046536 = -89854.966923 nChanged 13 SP:Iteration 14Q (342.139923 sec): 3 clusters Score: Raw -90295.534901 + Penalty 426.046536 = -89869.488365 nChanged 7 SP:Iteration 15Q (342.176322 sec): 3 clusters Score: Raw -90304.968650 + Penalty 426.046536 = -89878.922114 nChanged 3 SP:Iteration 16Q (342.219317 sec): 3 clusters Score: Raw -90310.045194 + Penalty 426.046536 = -89883.998657 nChanged 4 SP:Iteration 17Q (342.252646 sec): 3 clusters Score: Raw -90315.518716 + Penalty 426.046536 = -89889.472180 nChanged 3 SP:Iteration 18Q (342.305991 sec): 3 clusters Score: Raw -90327.376723 + Penalty 426.046536 = -89901.330186 nChanged 3 SP:Iteration 19Q (342.338909 sec): 3 clusters Score: Raw -90332.192007 + Penalty 426.046536 = -89906.145470 nChanged 2 SP:Iteration 20F (342.382454 sec): 3 clusters Score: Raw -90334.045013 + Penalty 426.046536 = -89907.998476 nChanged 0 Trying to split cluster 16 (5203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (342.416398 sec): 2 clusters Score: Raw -210190.288081 + Penalty 235.317243 = -209954.970838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (342.462347 sec): 3 clusters Score: Raw -206980.304431 + Penalty 470.634486 = -206509.669944 nChanged 2391 SP:Iteration 1F (342.507465 sec): 3 clusters Score: Raw -208541.366053 + Penalty 470.634486 = -208070.731566 nChanged 519 SP:Iteration 2F (342.552684 sec): 3 clusters Score: Raw -209012.845437 + Penalty 470.634486 = -208542.210951 nChanged 509 SP:Iteration 3F (342.598368 sec): 3 clusters Score: Raw -209598.913493 + Penalty 470.634486 = -209128.279007 nChanged 397 SP:Iteration 4F (342.634019 sec): 3 clusters Score: Raw -209975.555545 + Penalty 470.634486 = -209504.921058 nChanged 259 SP:Iteration 5Q (342.679891 sec): 3 clusters Score: Raw -210143.700778 + Penalty 470.634486 = -209673.066291 nChanged 169 SP:Iteration 6Q (342.724435 sec): 3 clusters Score: Raw -210218.572200 + Penalty 470.634486 = -209747.937714 nChanged 94 SP:Iteration 7Q (342.783071 sec): 3 clusters Score: Raw -210265.989829 + Penalty 470.634486 = -209795.355343 nChanged 80 SP:Iteration 8Q (342.824325 sec): 3 clusters Score: Raw -210299.048497 + Penalty 470.634486 = -209828.414011 nChanged 61 SP:Iteration 9Q (342.870907 sec): 3 clusters Score: Raw -210319.638392 + Penalty 470.634486 = -209849.003905 nChanged 41 SP:Iteration 10Q (342.922490 sec): 3 clusters Score: Raw -210329.971693 + Penalty 470.634486 = -209859.337206 nChanged 32 SP:Iteration 11Q (342.970386 sec): 3 clusters Score: Raw -210336.753699 + Penalty 470.634486 = -209866.119212 nChanged 29 SP:Iteration 12Q (343.007164 sec): 3 clusters Score: Raw -210343.251470 + Penalty 470.634486 = -209872.616984 nChanged 25 SP:Iteration 13Q (343.048574 sec): 3 clusters Score: Raw -210347.996805 + Penalty 470.634486 = -209877.362319 nChanged 21 SP:Iteration 14Q (343.092908 sec): 3 clusters Score: Raw -210350.812467 + Penalty 470.634486 = -209880.177981 nChanged 16 SP:Iteration 15Q (343.131701 sec): 3 clusters Score: Raw -210352.589548 + Penalty 470.634486 = -209881.955061 nChanged 8 SP:Iteration 16Q (343.181026 sec): 3 clusters Score: Raw -210353.292509 + Penalty 470.634486 = -209882.658022 nChanged 7 SP:Iteration 17Q (343.225955 sec): 3 clusters Score: Raw -210354.498941 + Penalty 470.634486 = -209883.864454 nChanged 8 SP:Iteration 18Q (343.278168 sec): 3 clusters Score: Raw -210356.035825 + Penalty 470.634486 = -209885.401339 nChanged 11 SP:Iteration 19Q (343.331073 sec): 3 clusters Score: Raw -210357.393000 + Penalty 470.634486 = -209886.758514 nChanged 12 SP:Iteration 20F (343.384375 sec): 3 clusters Score: Raw -210358.489021 + Penalty 470.634486 = -209887.854535 nChanged 6 SP:Iteration 21Q (343.436683 sec): 3 clusters Score: Raw -210359.027791 + Penalty 470.634486 = -209888.393304 nChanged 7 SP:Iteration 22Q (343.490083 sec): 3 clusters Score: Raw -210360.146297 + Penalty 470.634486 = -209889.511811 nChanged 17 SP:Iteration 23Q (343.541848 sec): 3 clusters Score: Raw -210363.355148 + Penalty 470.634486 = -209892.720661 nChanged 25 SP:Iteration 24Q (343.587922 sec): 3 clusters Score: Raw -210366.965177 + Penalty 470.634486 = -209896.330690 nChanged 14 SP:Iteration 25Q (343.627831 sec): 3 clusters Score: Raw -210368.953597 + Penalty 470.634486 = -209898.319111 nChanged 11 SP:Iteration 26Q (343.680350 sec): 3 clusters Score: Raw -210370.154599 + Penalty 470.634486 = -209899.520113 nChanged 6 SP:Iteration 27Q (343.724377 sec): 3 clusters Score: Raw -210370.862791 + Penalty 470.634486 = -209900.228304 nChanged 8 SP:Iteration 28Q (343.767665 sec): 3 clusters Score: Raw -210371.806907 + Penalty 470.634486 = -209901.172421 nChanged 12 SP:Iteration 29Q (343.826525 sec): 3 clusters Score: Raw -210373.084710 + Penalty 470.634486 = -209902.450223 nChanged 10 SP:Iteration 30Q (343.869808 sec): 3 clusters Score: Raw -210373.877394 + Penalty 470.634486 = -209903.242908 nChanged 8 SP:Iteration 31Q (343.920328 sec): 3 clusters Score: Raw -210374.396386 + Penalty 470.634486 = -209903.761900 nChanged 5 SP:Iteration 32Q (343.960901 sec): 3 clusters Score: Raw -210374.817836 + Penalty 470.634486 = -209904.183349 nChanged 3 SP:Iteration 33Q (344.003742 sec): 3 clusters Score: Raw -210374.975531 + Penalty 470.634486 = -209904.341044 nChanged 2 SP:Iteration 34Q (344.039121 sec): 3 clusters Score: Raw -210375.098259 + Penalty 470.634486 = -209904.463773 nChanged 1 SP:Iteration 35Q (344.077914 sec): 3 clusters Score: Raw -210375.206150 + Penalty 470.634486 = -209904.571663 nChanged 1 SP:Iteration 36Q (344.116177 sec): 3 clusters Score: Raw -210375.261627 + Penalty 470.634486 = -209904.627141 nChanged 1 SP:Iteration 37Q (344.158810 sec): 3 clusters Score: Raw -210375.293384 + Penalty 470.634486 = -209904.658897 nChanged 0 SP:Iteration 38F (344.207948 sec): 3 clusters Score: Raw -210375.293384 + Penalty 470.634486 = -209904.658897 nChanged 0 Trying to split cluster 17 (3477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (344.245475 sec): 2 clusters Score: Raw -133828.515824 + Penalty 224.232941 = -133604.282883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (344.286228 sec): 3 clusters Score: Raw -131741.913030 + Penalty 448.465882 = -131293.447148 nChanged 1593 SP:Iteration 1F (344.337403 sec): 3 clusters Score: Raw -132654.441414 + Penalty 448.465882 = -132205.975532 nChanged 207 SP:Iteration 2F (344.388095 sec): 3 clusters Score: Raw -132729.434204 + Penalty 448.465882 = -132280.968322 nChanged 158 SP:Iteration 3Q (344.433165 sec): 3 clusters Score: Raw -132781.064144 + Penalty 448.465882 = -132332.598262 nChanged 131 SP:Iteration 4Q (344.471604 sec): 3 clusters Score: Raw -132831.027606 + Penalty 448.465882 = -132382.561724 nChanged 129 SP:Iteration 5Q (344.515795 sec): 3 clusters Score: Raw -132885.700773 + Penalty 448.465882 = -132437.234891 nChanged 134 SP:Iteration 6Q (344.570057 sec): 3 clusters Score: Raw -132948.254722 + Penalty 448.465882 = -132499.788839 nChanged 132 SP:Iteration 7Q (344.606308 sec): 3 clusters Score: Raw -133016.562561 + Penalty 448.465882 = -132568.096679 nChanged 126 SP:Iteration 8Q (344.653260 sec): 3 clusters Score: Raw -133087.319577 + Penalty 448.465882 = -132638.853695 nChanged 130 SP:Iteration 9Q (344.689747 sec): 3 clusters Score: Raw -133171.680111 + Penalty 448.465882 = -132723.214229 nChanged 146 SP:Iteration 10Q (344.731571 sec): 3 clusters Score: Raw -133267.814394 + Penalty 448.465882 = -132819.348511 nChanged 155 SP:Iteration 11Q (344.785436 sec): 3 clusters Score: Raw -133377.598574 + Penalty 448.465882 = -132929.132691 nChanged 130 SP:Iteration 12Q (344.818822 sec): 3 clusters Score: Raw -133470.599543 + Penalty 448.465882 = -133022.133661 nChanged 118 SP:Iteration 13Q (344.851935 sec): 3 clusters Score: Raw -133549.161936 + Penalty 448.465882 = -133100.696053 nChanged 86 SP:Iteration 14Q (344.885344 sec): 3 clusters Score: Raw -133602.388777 + Penalty 448.465882 = -133153.922895 nChanged 82 SP:Iteration 15Q (344.918730 sec): 3 clusters Score: Raw -133661.014530 + Penalty 448.465882 = -133212.548647 nChanged 78 SP:Iteration 16Q (344.944565 sec): 3 clusters Score: Raw -133716.665205 + Penalty 448.465882 = -133268.199323 nChanged 57 SP:Iteration 17Q (344.977192 sec): 3 clusters Score: Raw -133758.942761 + Penalty 448.465882 = -133310.476879 nChanged 38 SP:Iteration 18Q (345.010295 sec): 3 clusters Score: Raw -133787.488888 + Penalty 448.465882 = -133339.023006 nChanged 29 SP:Iteration 19Q (345.049209 sec): 3 clusters Score: Raw -133809.114158 + Penalty 448.465882 = -133360.648275 nChanged 21 SP:Iteration 20F (345.097937 sec): 3 clusters Score: Raw -133826.103265 + Penalty 448.465882 = -133377.637382 nChanged 21 SP:Iteration 21Q (345.146376 sec): 3 clusters Score: Raw -133836.852426 + Penalty 448.465882 = -133388.386544 nChanged 13 SP:Iteration 22Q (345.192495 sec): 3 clusters Score: Raw -133845.231065 + Penalty 448.465882 = -133396.765183 nChanged 12 SP:Iteration 23Q (345.244148 sec): 3 clusters Score: Raw -133849.876787 + Penalty 448.465882 = -133401.410905 nChanged 3 SP:Iteration 24Q (345.281414 sec): 3 clusters Score: Raw -133851.176172 + Penalty 448.465882 = -133402.710290 nChanged 3 SP:Iteration 25Q (345.311697 sec): 3 clusters Score: Raw -133852.952308 + Penalty 448.465882 = -133404.486426 nChanged 4 SP:Iteration 26Q (345.344525 sec): 3 clusters Score: Raw -133855.218540 + Penalty 448.465882 = -133406.752658 nChanged 1 SP:Iteration 27Q (345.377424 sec): 3 clusters Score: Raw -133855.787001 + Penalty 448.465882 = -133407.321119 nChanged 1 SP:Iteration 28Q (345.409964 sec): 3 clusters Score: Raw -133855.912335 + Penalty 448.465882 = -133407.446453 nChanged 2 SP:Iteration 29Q (345.442845 sec): 3 clusters Score: Raw -133856.365773 + Penalty 448.465882 = -133407.899891 nChanged 1 SP:Iteration 30Q (345.473051 sec): 3 clusters Score: Raw -133856.557817 + Penalty 448.465882 = -133408.091935 nChanged 1 SP:Iteration 31Q (345.503632 sec): 3 clusters Score: Raw -133856.749461 + Penalty 448.465882 = -133408.283578 nChanged 0 SP:Iteration 32F (345.536830 sec): 3 clusters Score: Raw -133856.749461 + Penalty 448.465882 = -133408.283578 nChanged 0 Trying to split cluster 18 (90357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (345.606638 sec): 2 clusters Score: Raw -3606268.484549 + Penalty 313.816904 = -3605954.667645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (345.706045 sec): 3 clusters Score: Raw -3545197.336020 + Penalty 627.633807 = -3544569.702213 nChanged 44315 SP:Iteration 1F (345.791474 sec): 3 clusters Score: Raw -3573954.413549 + Penalty 627.633807 = -3573326.779742 nChanged 6460 SP:Iteration 2F (345.893963 sec): 3 clusters Score: Raw -3577430.831987 + Penalty 627.633807 = -3576803.198179 nChanged 7201 SP:Iteration 3F (345.990572 sec): 3 clusters Score: Raw -3582039.028025 + Penalty 627.633807 = -3581411.394217 nChanged 7006 SP:Iteration 4F (346.090241 sec): 3 clusters Score: Raw -3587261.731653 + Penalty 627.633807 = -3586634.097846 nChanged 6374 SP:Iteration 5F (346.193784 sec): 3 clusters Score: Raw -3592883.650345 + Penalty 627.633807 = -3592256.016538 nChanged 5291 SP:Iteration 6F (346.302891 sec): 3 clusters Score: Raw -3598113.890284 + Penalty 627.633807 = -3597486.256476 nChanged 3663 SP:Iteration 7Q (346.415112 sec): 3 clusters Score: Raw -3601835.019605 + Penalty 627.633807 = -3601207.385797 nChanged 2071 SP:Iteration 8Q (346.524113 sec): 3 clusters Score: Raw -3603707.626428 + Penalty 627.633807 = -3603079.992620 nChanged 1224 SP:Iteration 9Q (346.638209 sec): 3 clusters Score: Raw -3604624.227567 + Penalty 627.633807 = -3603996.593760 nChanged 886 SP:Iteration 10Q (346.748411 sec): 3 clusters Score: Raw -3605182.577840 + Penalty 627.633807 = -3604554.944033 nChanged 656 SP:Iteration 11Q (346.859074 sec): 3 clusters Score: Raw -3605550.628439 + Penalty 627.633807 = -3604922.994632 nChanged 467 SP:Iteration 12Q (346.968033 sec): 3 clusters Score: Raw -3605797.250035 + Penalty 627.633807 = -3605169.616228 nChanged 372 SP:Iteration 13Q (347.075586 sec): 3 clusters Score: Raw -3605994.723310 + Penalty 627.633807 = -3605367.089503 nChanged 272 SP:Iteration 14Q (347.178718 sec): 3 clusters Score: Raw -3606124.385008 + Penalty 627.633807 = -3605496.751201 nChanged 192 SP:Iteration 15Q (347.292015 sec): 3 clusters Score: Raw -3606208.299706 + Penalty 627.633807 = -3605580.665899 nChanged 125 SP:Iteration 16Q (347.401672 sec): 3 clusters Score: Raw -3606255.965000 + Penalty 627.633807 = -3605628.331193 nChanged 94 SP:Iteration 17Q (347.511400 sec): 3 clusters Score: Raw -3606287.944884 + Penalty 627.633807 = -3605660.311077 nChanged 76 SP:Iteration 18Q (347.609559 sec): 3 clusters Score: Raw -3606314.662118 + Penalty 627.633807 = -3605687.028310 nChanged 57 SP:Iteration 19Q (347.711684 sec): 3 clusters Score: Raw -3606332.973626 + Penalty 627.633807 = -3605705.339819 nChanged 53 SP:Iteration 20F (347.816987 sec): 3 clusters Score: Raw -3606349.318262 + Penalty 627.633807 = -3605721.684455 nChanged 39 SP:Iteration 21Q (347.919362 sec): 3 clusters Score: Raw -3606361.772665 + Penalty 627.633807 = -3605734.138858 nChanged 36 SP:Iteration 22Q (348.028755 sec): 3 clusters Score: Raw -3606373.256499 + Penalty 627.633807 = -3605745.622692 nChanged 24 SP:Iteration 23Q (348.135725 sec): 3 clusters Score: Raw -3606379.275554 + Penalty 627.633807 = -3605751.641747 nChanged 21 SP:Iteration 24Q (348.220073 sec): 3 clusters Score: Raw -3606383.446787 + Penalty 627.633807 = -3605755.812980 nChanged 15 SP:Iteration 25Q (348.306080 sec): 3 clusters Score: Raw -3606386.708566 + Penalty 627.633807 = -3605759.074758 nChanged 12 SP:Iteration 26Q (348.408004 sec): 3 clusters Score: Raw -3606389.525419 + Penalty 627.633807 = -3605761.891612 nChanged 16 SP:Iteration 27Q (348.501841 sec): 3 clusters Score: Raw -3606395.462590 + Penalty 627.633807 = -3605767.828783 nChanged 17 SP:Iteration 28Q (348.606521 sec): 3 clusters Score: Raw -3606400.668527 + Penalty 627.633807 = -3605773.034719 nChanged 17 SP:Iteration 29Q (348.714892 sec): 3 clusters Score: Raw -3606404.439896 + Penalty 627.633807 = -3605776.806089 nChanged 14 SP:Iteration 30Q (348.796256 sec): 3 clusters Score: Raw -3606407.675429 + Penalty 627.633807 = -3605780.041621 nChanged 19 SP:Iteration 31Q (348.899530 sec): 3 clusters Score: Raw -3606413.335102 + Penalty 627.633807 = -3605785.701295 nChanged 9 SP:Iteration 32Q (349.003497 sec): 3 clusters Score: Raw -3606415.927481 + Penalty 627.633807 = -3605788.293674 nChanged 10 SP:Iteration 33Q (349.102451 sec): 3 clusters Score: Raw -3606418.339508 + Penalty 627.633807 = -3605790.705701 nChanged 8 SP:Iteration 34Q (349.206913 sec): 3 clusters Score: Raw -3606420.353327 + Penalty 627.633807 = -3605792.719519 nChanged 12 SP:Iteration 35Q (349.312731 sec): 3 clusters Score: Raw -3606422.764478 + Penalty 627.633807 = -3605795.130670 nChanged 6 SP:Iteration 36Q (349.412124 sec): 3 clusters Score: Raw -3606423.841474 + Penalty 627.633807 = -3605796.207667 nChanged 7 SP:Iteration 37Q (349.515805 sec): 3 clusters Score: Raw -3606425.075822 + Penalty 627.633807 = -3605797.442014 nChanged 6 SP:Iteration 38Q (349.608774 sec): 3 clusters Score: Raw -3606425.475119 + Penalty 627.633807 = -3605797.841311 nChanged 0 SP:Iteration 39F (349.708493 sec): 3 clusters Score: Raw -3606425.475119 + Penalty 627.633807 = -3605797.841311 nChanged 0 Trying to split cluster 19 (38211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (349.750444 sec): 2 clusters Score: Raw -1545338.381594 + Penalty 290.149165 = -1545048.232429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (349.809743 sec): 3 clusters Score: Raw -1519986.806994 + Penalty 580.298329 = -1519406.508664 nChanged 18592 SP:Iteration 1F (349.883292 sec): 3 clusters Score: Raw -1532758.817477 + Penalty 580.298329 = -1532178.519148 nChanged 3025 SP:Iteration 2F (349.956245 sec): 3 clusters Score: Raw -1534731.120117 + Penalty 580.298329 = -1534150.821788 nChanged 3172 SP:Iteration 3F (350.021602 sec): 3 clusters Score: Raw -1537268.799151 + Penalty 580.298329 = -1536688.500821 nChanged 3051 SP:Iteration 4F (350.090194 sec): 3 clusters Score: Raw -1540128.493060 + Penalty 580.298329 = -1539548.194731 nChanged 2464 SP:Iteration 5F (350.143317 sec): 3 clusters Score: Raw -1542682.763063 + Penalty 580.298329 = -1542102.464734 nChanged 1610 SP:Iteration 6Q (350.214176 sec): 3 clusters Score: Raw -1544311.264075 + Penalty 580.298329 = -1543730.965746 nChanged 738 SP:Iteration 7Q (350.288812 sec): 3 clusters Score: Raw -1544992.356419 + Penalty 580.298329 = -1544412.058090 nChanged 273 SP:Iteration 8Q (350.350032 sec): 3 clusters Score: Raw -1545231.857880 + Penalty 580.298329 = -1544651.559551 nChanged 92 SP:Iteration 9Q (350.403101 sec): 3 clusters Score: Raw -1545316.918387 + Penalty 580.298329 = -1544736.620058 nChanged 28 SP:Iteration 10Q (350.470634 sec): 3 clusters Score: Raw -1545346.390614 + Penalty 580.298329 = -1544766.092284 nChanged 6 SP:Iteration 11Q (350.532992 sec): 3 clusters Score: Raw -1545356.678484 + Penalty 580.298329 = -1544776.380154 nChanged 3 SP:Iteration 12Q (350.606494 sec): 3 clusters Score: Raw -1545361.879805 + Penalty 580.298329 = -1544781.581476 nChanged 3 SP:Iteration 13Q (350.671918 sec): 3 clusters Score: Raw -1545363.189719 + Penalty 580.298329 = -1544782.891390 nChanged 2 SP:Iteration 14Q (350.736955 sec): 3 clusters Score: Raw -1545370.082961 + Penalty 580.298329 = -1544789.784632 nChanged 4 SP:Iteration 15Q (350.790076 sec): 3 clusters Score: Raw -1545373.571729 + Penalty 580.298329 = -1544793.273400 nChanged 2 SP:Iteration 16Q (350.865768 sec): 3 clusters Score: Raw -1545374.885165 + Penalty 580.298329 = -1544794.586836 nChanged 1 SP:Iteration 17Q (350.916772 sec): 3 clusters Score: Raw -1545379.926303 + Penalty 580.298329 = -1544799.627974 nChanged 3 SP:Iteration 18Q (350.987187 sec): 3 clusters Score: Raw -1545383.217647 + Penalty 580.298329 = -1544802.919318 nChanged 1 SP:Iteration 19Q (351.047342 sec): 3 clusters Score: Raw -1545383.444796 + Penalty 580.298329 = -1544803.146467 nChanged 0 SP:Iteration 20F (351.111041 sec): 3 clusters Score: Raw -1545383.444796 + Penalty 580.298329 = -1544803.146467 nChanged 0 Trying to split cluster 20 (10588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (351.142467 sec): 2 clusters Score: Raw -394041.382490 + Penalty 254.855605 = -393786.526884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (351.182558 sec): 3 clusters Score: Raw -387235.470415 + Penalty 509.711211 = -386725.759204 nChanged 5010 SP:Iteration 1F (351.230586 sec): 3 clusters Score: Raw -390516.720543 + Penalty 509.711211 = -390007.009332 nChanged 810 SP:Iteration 2F (351.280320 sec): 3 clusters Score: Raw -391095.105201 + Penalty 509.711211 = -390585.393990 nChanged 909 SP:Iteration 3F (351.330687 sec): 3 clusters Score: Raw -391884.447219 + Penalty 509.711211 = -391374.736008 nChanged 854 SP:Iteration 4F (351.385931 sec): 3 clusters Score: Raw -392721.137090 + Penalty 509.711211 = -392211.425879 nChanged 681 SP:Iteration 5F (351.419371 sec): 3 clusters Score: Raw -393419.105940 + Penalty 509.711211 = -392909.394729 nChanged 400 SP:Iteration 6Q (351.473057 sec): 3 clusters Score: Raw -393804.122134 + Penalty 509.711211 = -393294.410923 nChanged 179 SP:Iteration 7Q (351.514845 sec): 3 clusters Score: Raw -393963.027876 + Penalty 509.711211 = -393453.316665 nChanged 56 SP:Iteration 8Q (351.564980 sec): 3 clusters Score: Raw -394015.237808 + Penalty 509.711211 = -393505.526597 nChanged 31 SP:Iteration 9Q (351.606426 sec): 3 clusters Score: Raw -394046.227780 + Penalty 509.711211 = -393536.516569 nChanged 9 SP:Iteration 10Q (351.659892 sec): 3 clusters Score: Raw -394058.522038 + Penalty 509.711211 = -393548.810827 nChanged 6 SP:Iteration 11Q (351.695632 sec): 3 clusters Score: Raw -394063.380830 + Penalty 509.711211 = -393553.669619 nChanged 4 SP:Iteration 12Q (351.735840 sec): 3 clusters Score: Raw -394068.313824 + Penalty 509.711211 = -393558.602613 nChanged 2 SP:Iteration 13Q (351.768581 sec): 3 clusters Score: Raw -394070.466365 + Penalty 509.711211 = -393560.755154 nChanged 0 SP:Iteration 14F (351.823665 sec): 3 clusters Score: Raw -394070.466365 + Penalty 509.711211 = -393560.755154 nChanged 0 Trying to split cluster 21 (1254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (351.844965 sec): 2 clusters Score: Raw -51283.232621 + Penalty 196.187577 = -51087.045044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (351.888730 sec): 3 clusters Score: Raw -50638.895037 + Penalty 392.375155 = -50246.519882 nChanged 517 SP:Iteration 1F (351.925973 sec): 3 clusters Score: Raw -51030.823091 + Penalty 392.375155 = -50638.447936 nChanged 98 SP:Iteration 2F (351.954880 sec): 3 clusters Score: Raw -51095.704114 + Penalty 392.375155 = -50703.328960 nChanged 76 SP:Iteration 3F (352.004848 sec): 3 clusters Score: Raw -51143.297754 + Penalty 392.375155 = -50750.922599 nChanged 58 SP:Iteration 4Q (352.042170 sec): 3 clusters Score: Raw -51178.150055 + Penalty 392.375155 = -50785.774900 nChanged 40 SP:Iteration 5Q (352.085275 sec): 3 clusters Score: Raw -51209.901414 + Penalty 392.375155 = -50817.526259 nChanged 30 SP:Iteration 6Q (352.130013 sec): 3 clusters Score: Raw -51244.052003 + Penalty 392.375155 = -50851.676848 nChanged 27 SP:Iteration 7Q (352.181154 sec): 3 clusters Score: Raw -51281.257736 + Penalty 392.375155 = -50888.882581 nChanged 21 SP:Iteration 8Q (352.208615 sec): 3 clusters Score: Raw -51305.265613 + Penalty 392.375155 = -50912.890458 nChanged 15 SP:Iteration 9Q (352.248172 sec): 3 clusters Score: Raw -51340.592083 + Penalty 392.375155 = -50948.216928 nChanged 24 SP:Iteration 10Q (352.280628 sec): 3 clusters Score: Raw -51366.667923 + Penalty 392.375155 = -50974.292769 nChanged 20 SP:Iteration 11Q (352.316074 sec): 3 clusters Score: Raw -51379.205821 + Penalty 392.375155 = -50986.830667 nChanged 9 SP:Iteration 12Q (352.361585 sec): 3 clusters Score: Raw -51382.508181 + Penalty 392.375155 = -50990.133027 nChanged 6 SP:Iteration 13Q (352.384007 sec): 3 clusters Score: Raw -51384.321056 + Penalty 392.375155 = -50991.945901 nChanged 4 SP:Iteration 14Q (352.421099 sec): 3 clusters Score: Raw -51384.699129 + Penalty 392.375155 = -50992.323974 nChanged 2 SP:Iteration 15Q (352.457991 sec): 3 clusters Score: Raw -51384.921037 + Penalty 392.375155 = -50992.545882 nChanged 1 SP:Iteration 16Q (352.514629 sec): 3 clusters Score: Raw -51385.089522 + Penalty 392.375155 = -50992.714368 nChanged 0 SP:Iteration 17F (352.545684 sec): 3 clusters Score: Raw -51385.089522 + Penalty 392.375155 = -50992.714368 nChanged 0 Trying to split cluster 22 (1198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (352.565734 sec): 2 clusters Score: Raw -44542.301436 + Penalty 194.931241 = -44347.370194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (352.611422 sec): 3 clusters Score: Raw -43875.948653 + Penalty 389.862483 = -43486.086171 nChanged 494 SP:Iteration 1F (352.651415 sec): 3 clusters Score: Raw -44176.903013 + Penalty 389.862483 = -43787.040530 nChanged 123 SP:Iteration 2F (352.689192 sec): 3 clusters Score: Raw -44259.237914 + Penalty 389.862483 = -43869.375431 nChanged 86 SP:Iteration 3F (352.727024 sec): 3 clusters Score: Raw -44320.102949 + Penalty 389.862483 = -43930.240466 nChanged 61 SP:Iteration 4F (352.762609 sec): 3 clusters Score: Raw -44357.757416 + Penalty 389.862483 = -43967.894933 nChanged 54 SP:Iteration 5Q (352.805697 sec): 3 clusters Score: Raw -44402.923582 + Penalty 389.862483 = -44013.061099 nChanged 51 SP:Iteration 6Q (352.836864 sec): 3 clusters Score: Raw -44441.095284 + Penalty 389.862483 = -44051.232801 nChanged 36 SP:Iteration 7Q (352.870406 sec): 3 clusters Score: Raw -44467.024635 + Penalty 389.862483 = -44077.162152 nChanged 25 SP:Iteration 8Q (352.914104 sec): 3 clusters Score: Raw -44476.744361 + Penalty 389.862483 = -44086.881878 nChanged 16 SP:Iteration 9Q (352.960396 sec): 3 clusters Score: Raw -44481.015409 + Penalty 389.862483 = -44091.152926 nChanged 15 SP:Iteration 10Q (353.004076 sec): 3 clusters Score: Raw -44485.818179 + Penalty 389.862483 = -44095.955696 nChanged 13 SP:Iteration 11Q (353.048241 sec): 3 clusters Score: Raw -44489.519438 + Penalty 389.862483 = -44099.656956 nChanged 11 SP:Iteration 12Q (353.092509 sec): 3 clusters Score: Raw -44495.135683 + Penalty 389.862483 = -44105.273200 nChanged 13 SP:Iteration 13Q (353.119365 sec): 3 clusters Score: Raw -44499.398012 + Penalty 389.862483 = -44109.535529 nChanged 10 SP:Iteration 14Q (353.158306 sec): 3 clusters Score: Raw -44502.041014 + Penalty 389.862483 = -44112.178531 nChanged 10 SP:Iteration 15Q (353.189331 sec): 3 clusters Score: Raw -44506.490266 + Penalty 389.862483 = -44116.627783 nChanged 8 SP:Iteration 16Q (353.220239 sec): 3 clusters Score: Raw -44508.572149 + Penalty 389.862483 = -44118.709666 nChanged 7 SP:Iteration 17Q (353.250493 sec): 3 clusters Score: Raw -44511.100114 + Penalty 389.862483 = -44121.237631 nChanged 9 SP:Iteration 18Q (353.285196 sec): 3 clusters Score: Raw -44513.326022 + Penalty 389.862483 = -44123.463539 nChanged 7 SP:Iteration 19Q (353.316849 sec): 3 clusters Score: Raw -44514.791014 + Penalty 389.862483 = -44124.928531 nChanged 9 SP:Iteration 20F (353.364007 sec): 3 clusters Score: Raw -44515.932352 + Penalty 389.862483 = -44126.069869 nChanged 1 SP:Iteration 21Q (353.396960 sec): 3 clusters Score: Raw -44515.960138 + Penalty 389.862483 = -44126.097655 nChanged 0 SP:Iteration 22F (353.429029 sec): 3 clusters Score: Raw -44515.960138 + Penalty 389.862483 = -44126.097655 nChanged 0 Trying to split cluster 23 (709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (353.446959 sec): 2 clusters Score: Raw -20435.351024 + Penalty 180.506027 = -20254.844997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (353.477584 sec): 3 clusters Score: Raw -20076.332575 + Penalty 361.012054 = -19715.320521 nChanged 300 SP:Iteration 1F (353.507992 sec): 3 clusters Score: Raw -20295.740282 + Penalty 361.012054 = -19934.728228 nChanged 71 SP:Iteration 2F (353.548674 sec): 3 clusters Score: Raw -20359.915331 + Penalty 361.012054 = -19998.903277 nChanged 52 SP:Iteration 3F (353.578752 sec): 3 clusters Score: Raw -20394.090373 + Penalty 361.012054 = -20033.078319 nChanged 36 SP:Iteration 4F (353.609669 sec): 3 clusters Score: Raw -20422.392814 + Penalty 361.012054 = -20061.380760 nChanged 37 SP:Iteration 5F (353.639778 sec): 3 clusters Score: Raw -20451.419763 + Penalty 361.012054 = -20090.407709 nChanged 27 SP:Iteration 6Q (353.671876 sec): 3 clusters Score: Raw -20476.892493 + Penalty 361.012054 = -20115.880439 nChanged 25 SP:Iteration 7Q (353.703966 sec): 3 clusters Score: Raw -20498.892697 + Penalty 361.012054 = -20137.880643 nChanged 18 SP:Iteration 8Q (353.743882 sec): 3 clusters Score: Raw -20516.087684 + Penalty 361.012054 = -20155.075630 nChanged 26 SP:Iteration 9Q (353.786619 sec): 3 clusters Score: Raw -20549.812399 + Penalty 361.012054 = -20188.800345 nChanged 27 SP:Iteration 10Q (353.818036 sec): 3 clusters Score: Raw -20579.803611 + Penalty 361.012054 = -20218.791557 nChanged 13 SP:Iteration 11Q (353.858231 sec): 3 clusters Score: Raw -20590.642634 + Penalty 361.012054 = -20229.630580 nChanged 8 SP:Iteration 12Q (353.910855 sec): 3 clusters Score: Raw -20595.647956 + Penalty 361.012054 = -20234.635903 nChanged 4 SP:Iteration 13Q (353.953751 sec): 3 clusters Score: Raw -20598.125720 + Penalty 361.012054 = -20237.113666 nChanged 4 SP:Iteration 14Q (353.991666 sec): 3 clusters Score: Raw -20600.566454 + Penalty 361.012054 = -20239.554400 nChanged 2 SP:Iteration 15Q (354.042017 sec): 3 clusters Score: Raw -20601.857641 + Penalty 361.012054 = -20240.845587 nChanged 2 SP:Iteration 16Q (354.072357 sec): 3 clusters Score: Raw -20602.541864 + Penalty 361.012054 = -20241.529810 nChanged 1 SP:Iteration 17Q (354.108828 sec): 3 clusters Score: Raw -20602.784278 + Penalty 361.012054 = -20241.772224 nChanged 1 SP:Iteration 18Q (354.152400 sec): 3 clusters Score: Raw -20603.411317 + Penalty 361.012054 = -20242.399263 nChanged 1 SP:Iteration 19Q (354.185879 sec): 3 clusters Score: Raw -20604.128022 + Penalty 361.012054 = -20243.115968 nChanged 1 SP:Iteration 20F (354.214619 sec): 3 clusters Score: Raw -20604.561370 + Penalty 361.012054 = -20243.549316 nChanged 0 Trying to split cluster 24 (975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (354.239940 sec): 2 clusters Score: Raw -26154.574934 + Penalty 189.267030 = -25965.307903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (354.270022 sec): 3 clusters Score: Raw -25622.546826 + Penalty 378.534061 = -25244.012765 nChanged 421 SP:Iteration 1F (354.300073 sec): 3 clusters Score: Raw -25887.624994 + Penalty 378.534061 = -25509.090934 nChanged 57 SP:Iteration 2F (354.330140 sec): 3 clusters Score: Raw -25934.995443 + Penalty 378.534061 = -25556.461382 nChanged 60 SP:Iteration 3F (354.361819 sec): 3 clusters Score: Raw -25977.994275 + Penalty 378.534061 = -25599.460215 nChanged 51 SP:Iteration 4F (354.394668 sec): 3 clusters Score: Raw -26021.118179 + Penalty 378.534061 = -25642.584118 nChanged 50 SP:Iteration 5F (354.423397 sec): 3 clusters Score: Raw -26062.270773 + Penalty 378.534061 = -25683.736712 nChanged 53 SP:Iteration 6F (354.453319 sec): 3 clusters Score: Raw -26103.167459 + Penalty 378.534061 = -25724.633398 nChanged 31 SP:Iteration 7Q (354.484301 sec): 3 clusters Score: Raw -26124.337608 + Penalty 378.534061 = -25745.803548 nChanged 26 SP:Iteration 8Q (354.533126 sec): 3 clusters Score: Raw -26137.509422 + Penalty 378.534061 = -25758.975361 nChanged 21 SP:Iteration 9Q (354.588205 sec): 3 clusters Score: Raw -26152.637429 + Penalty 378.534061 = -25774.103368 nChanged 16 SP:Iteration 10Q (354.625924 sec): 3 clusters Score: Raw -26162.842455 + Penalty 378.534061 = -25784.308394 nChanged 6 SP:Iteration 11Q (354.666646 sec): 3 clusters Score: Raw -26164.972441 + Penalty 378.534061 = -25786.438380 nChanged 7 SP:Iteration 12Q (354.716744 sec): 3 clusters Score: Raw -26169.602374 + Penalty 378.534061 = -25791.068313 nChanged 9 SP:Iteration 13Q (354.766005 sec): 3 clusters Score: Raw -26176.949807 + Penalty 378.534061 = -25798.415746 nChanged 9 SP:Iteration 14Q (354.814876 sec): 3 clusters Score: Raw -26186.096504 + Penalty 378.534061 = -25807.562444 nChanged 4 SP:Iteration 15Q (354.848810 sec): 3 clusters Score: Raw -26188.397167 + Penalty 378.534061 = -25809.863106 nChanged 3 SP:Iteration 16Q (354.887556 sec): 3 clusters Score: Raw -26189.589998 + Penalty 378.534061 = -25811.055937 nChanged 0 SP:Iteration 17F (354.920875 sec): 3 clusters Score: Raw -26189.589998 + Penalty 378.534061 = -25811.055937 nChanged 0 Trying to split cluster 25 (20243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (354.944996 sec): 2 clusters Score: Raw -842862.036097 + Penalty 272.678019 = -842589.358077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (354.993136 sec): 3 clusters Score: Raw -829534.475019 + Penalty 545.356038 = -828989.118980 nChanged 9843 SP:Iteration 1F (355.052082 sec): 3 clusters Score: Raw -835763.847103 + Penalty 545.356038 = -835218.491064 nChanged 1483 SP:Iteration 2F (355.101448 sec): 3 clusters Score: Raw -836696.770338 + Penalty 545.356038 = -836151.414299 nChanged 1595 SP:Iteration 3F (355.151997 sec): 3 clusters Score: Raw -837989.401599 + Penalty 545.356038 = -837444.045560 nChanged 1545 SP:Iteration 4F (355.193406 sec): 3 clusters Score: Raw -839210.714415 + Penalty 545.356038 = -838665.358376 nChanged 1169 SP:Iteration 5F (355.248767 sec): 3 clusters Score: Raw -839967.680457 + Penalty 545.356038 = -839422.324418 nChanged 743 SP:Iteration 6Q (355.302679 sec): 3 clusters Score: Raw -840289.454797 + Penalty 545.356038 = -839744.098759 nChanged 463 SP:Iteration 7Q (355.368998 sec): 3 clusters Score: Raw -840448.977089 + Penalty 545.356038 = -839903.621050 nChanged 362 SP:Iteration 8Q (355.433258 sec): 3 clusters Score: Raw -840572.849525 + Penalty 545.356038 = -840027.493486 nChanged 328 SP:Iteration 9Q (355.492635 sec): 3 clusters Score: Raw -840683.814265 + Penalty 545.356038 = -840138.458227 nChanged 324 SP:Iteration 10Q (355.539772 sec): 3 clusters Score: Raw -840797.687373 + Penalty 545.356038 = -840252.331335 nChanged 323 SP:Iteration 11Q (355.599784 sec): 3 clusters Score: Raw -840917.911991 + Penalty 545.356038 = -840372.555953 nChanged 296 SP:Iteration 12Q (355.648988 sec): 3 clusters Score: Raw -841038.383123 + Penalty 545.356038 = -840493.027084 nChanged 299 SP:Iteration 13Q (355.718834 sec): 3 clusters Score: Raw -841142.854308 + Penalty 545.356038 = -840597.498269 nChanged 288 SP:Iteration 14Q (355.781387 sec): 3 clusters Score: Raw -841245.548617 + Penalty 545.356038 = -840700.192579 nChanged 262 SP:Iteration 15Q (355.826038 sec): 3 clusters Score: Raw -841343.650927 + Penalty 545.356038 = -840798.294889 nChanged 259 SP:Iteration 16Q (355.880673 sec): 3 clusters Score: Raw -841440.859046 + Penalty 545.356038 = -840895.503008 nChanged 281 SP:Iteration 17Q (355.935078 sec): 3 clusters Score: Raw -841550.815242 + Penalty 545.356038 = -841005.459204 nChanged 276 SP:Iteration 18Q (355.991738 sec): 3 clusters Score: Raw -841655.968284 + Penalty 545.356038 = -841110.612246 nChanged 231 SP:Iteration 19Q (356.023478 sec): 3 clusters Score: Raw -841740.222741 + Penalty 545.356038 = -841194.866703 nChanged 238 SP:Iteration 20F (356.085342 sec): 3 clusters Score: Raw -841833.293439 + Penalty 545.356038 = -841287.937401 nChanged 231 SP:Iteration 21Q (356.146583 sec): 3 clusters Score: Raw -841921.004258 + Penalty 545.356038 = -841375.648219 nChanged 200 SP:Iteration 22Q (356.208016 sec): 3 clusters Score: Raw -841988.046395 + Penalty 545.356038 = -841442.690357 nChanged 157 SP:Iteration 23Q (356.279889 sec): 3 clusters Score: Raw -842035.113210 + Penalty 545.356038 = -841489.757171 nChanged 146 SP:Iteration 24Q (356.332815 sec): 3 clusters Score: Raw -842082.072414 + Penalty 545.356038 = -841536.716376 nChanged 151 SP:Iteration 25Q (356.391774 sec): 3 clusters Score: Raw -842129.089497 + Penalty 545.356038 = -841583.733458 nChanged 169 SP:Iteration 26Q (356.445393 sec): 3 clusters Score: Raw -842181.744228 + Penalty 545.356038 = -841636.388189 nChanged 135 SP:Iteration 27Q (356.485117 sec): 3 clusters Score: Raw -842215.715000 + Penalty 545.356038 = -841670.358962 nChanged 121 SP:Iteration 28Q (356.544250 sec): 3 clusters Score: Raw -842245.430008 + Penalty 545.356038 = -841700.073970 nChanged 115 SP:Iteration 29Q (356.591452 sec): 3 clusters Score: Raw -842274.283656 + Penalty 545.356038 = -841728.927618 nChanged 114 SP:Iteration 30Q (356.642002 sec): 3 clusters Score: Raw -842304.806419 + Penalty 545.356038 = -841759.450381 nChanged 122 SP:Iteration 31Q (356.689235 sec): 3 clusters Score: Raw -842338.183245 + Penalty 545.356038 = -841792.827206 nChanged 115 SP:Iteration 32Q (356.739501 sec): 3 clusters Score: Raw -842371.625774 + Penalty 545.356038 = -841826.269735 nChanged 115 SP:Iteration 33Q (356.801070 sec): 3 clusters Score: Raw -842406.759824 + Penalty 545.356038 = -841861.403785 nChanged 101 SP:Iteration 34Q (356.867931 sec): 3 clusters Score: Raw -842433.361759 + Penalty 545.356038 = -841888.005720 nChanged 85 SP:Iteration 35Q (356.918499 sec): 3 clusters Score: Raw -842457.103096 + Penalty 545.356038 = -841911.747057 nChanged 70 SP:Iteration 36Q (356.972236 sec): 3 clusters Score: Raw -842475.692793 + Penalty 545.356038 = -841930.336754 nChanged 74 SP:Iteration 37Q (357.031917 sec): 3 clusters Score: Raw -842493.497648 + Penalty 545.356038 = -841948.141610 nChanged 70 SP:Iteration 38Q (357.092988 sec): 3 clusters Score: Raw -842510.296695 + Penalty 545.356038 = -841964.940657 nChanged 66 SP:Iteration 39Q (357.144327 sec): 3 clusters Score: Raw -842527.346923 + Penalty 545.356038 = -841981.990885 nChanged 64 SP:Iteration 40F (357.200736 sec): 3 clusters Score: Raw -842543.380421 + Penalty 545.356038 = -841998.024382 nChanged 54 SP:Iteration 41Q (357.252570 sec): 3 clusters Score: Raw -842556.715816 + Penalty 545.356038 = -842011.359777 nChanged 57 SP:Iteration 42Q (357.311575 sec): 3 clusters Score: Raw -842570.557572 + Penalty 545.356038 = -842025.201534 nChanged 57 SP:Iteration 43Q (357.349208 sec): 3 clusters Score: Raw -842584.077346 + Penalty 545.356038 = -842038.721308 nChanged 49 SP:Iteration 44Q (357.396119 sec): 3 clusters Score: Raw -842595.057692 + Penalty 545.356038 = -842049.701653 nChanged 36 SP:Iteration 45Q (357.442506 sec): 3 clusters Score: Raw -842602.378649 + Penalty 545.356038 = -842057.022611 nChanged 41 SP:Iteration 46Q (357.496425 sec): 3 clusters Score: Raw -842611.670329 + Penalty 545.356038 = -842066.314291 nChanged 36 SP:Iteration 47Q (357.544450 sec): 3 clusters Score: Raw -842620.806527 + Penalty 545.356038 = -842075.450488 nChanged 40 SP:Iteration 48Q (357.593291 sec): 3 clusters Score: Raw -842632.175242 + Penalty 545.356038 = -842086.819204 nChanged 42 SP:Iteration 49Q (357.639771 sec): 3 clusters Score: Raw -842646.402177 + Penalty 545.356038 = -842101.046138 nChanged 42 SP:Iteration 50Q (357.685378 sec): 3 clusters Score: Raw -842657.603762 + Penalty 545.356038 = -842112.247724 nChanged 40 SP:Iteration 51Q (357.739651 sec): 3 clusters Score: Raw -842667.755786 + Penalty 545.356038 = -842122.399748 nChanged 42 SP:Iteration 52Q (357.785461 sec): 3 clusters Score: Raw -842680.039838 + Penalty 545.356038 = -842134.683800 nChanged 44 SP:Iteration 53Q (357.842009 sec): 3 clusters Score: Raw -842692.467602 + Penalty 545.356038 = -842147.111564 nChanged 37 SP:Iteration 54Q (357.897774 sec): 3 clusters Score: Raw -842703.357714 + Penalty 545.356038 = -842158.001675 nChanged 45 SP:Iteration 55Q (357.951869 sec): 3 clusters Score: Raw -842716.503274 + Penalty 545.356038 = -842171.147235 nChanged 34 SP:Iteration 56Q (358.003297 sec): 3 clusters Score: Raw -842729.148397 + Penalty 545.356038 = -842183.792359 nChanged 35 SP:Iteration 57Q (358.051776 sec): 3 clusters Score: Raw -842738.499187 + Penalty 545.356038 = -842193.143149 nChanged 27 SP:Iteration 58Q (358.104809 sec): 3 clusters Score: Raw -842744.217893 + Penalty 545.356038 = -842198.861855 nChanged 27 SP:Iteration 59Q (358.144358 sec): 3 clusters Score: Raw -842750.956125 + Penalty 545.356038 = -842205.600087 nChanged 22 SP:Iteration 60F (358.200616 sec): 3 clusters Score: Raw -842756.317308 + Penalty 545.356038 = -842210.961270 nChanged 20 SP:Iteration 61Q (358.261810 sec): 3 clusters Score: Raw -842760.201873 + Penalty 545.356038 = -842214.845834 nChanged 21 SP:Iteration 62Q (358.299615 sec): 3 clusters Score: Raw -842766.975413 + Penalty 545.356038 = -842221.619374 nChanged 28 SP:Iteration 63Q (358.348803 sec): 3 clusters Score: Raw -842780.031551 + Penalty 545.356038 = -842234.675512 nChanged 35 SP:Iteration 64Q (358.398838 sec): 3 clusters Score: Raw -842793.185192 + Penalty 545.356038 = -842247.829153 nChanged 25 SP:Iteration 65Q (358.452391 sec): 3 clusters Score: Raw -842801.269391 + Penalty 545.356038 = -842255.913352 nChanged 30 SP:Iteration 66Q (358.507352 sec): 3 clusters Score: Raw -842814.441524 + Penalty 545.356038 = -842269.085485 nChanged 31 SP:Iteration 67Q (358.563099 sec): 3 clusters Score: Raw -842829.954601 + Penalty 545.356038 = -842284.598563 nChanged 19 SP:Iteration 68Q (358.617261 sec): 3 clusters Score: Raw -842837.092357 + Penalty 545.356038 = -842291.736319 nChanged 18 SP:Iteration 69Q (358.678367 sec): 3 clusters Score: Raw -842842.373762 + Penalty 545.356038 = -842297.017724 nChanged 16 SP:Iteration 70Q (358.740418 sec): 3 clusters Score: Raw -842850.158503 + Penalty 545.356038 = -842304.802465 nChanged 20 SP:Iteration 71Q (358.801931 sec): 3 clusters Score: Raw -842859.339345 + Penalty 545.356038 = -842313.983307 nChanged 18 SP:Iteration 72Q (358.858164 sec): 3 clusters Score: Raw -842867.157188 + Penalty 545.356038 = -842321.801150 nChanged 22 SP:Iteration 73Q (358.915833 sec): 3 clusters Score: Raw -842877.682712 + Penalty 545.356038 = -842332.326673 nChanged 18 SP:Iteration 74Q (358.970652 sec): 3 clusters Score: Raw -842886.411788 + Penalty 545.356038 = -842341.055749 nChanged 16 SP:Iteration 75Q (359.025334 sec): 3 clusters Score: Raw -842893.660941 + Penalty 545.356038 = -842348.304902 nChanged 14 SP:Iteration 76Q (359.064817 sec): 3 clusters Score: Raw -842899.397031 + Penalty 545.356038 = -842354.040993 nChanged 11 SP:Iteration 77Q (359.110522 sec): 3 clusters Score: Raw -842904.342144 + Penalty 545.356038 = -842358.986105 nChanged 6 SP:Iteration 78Q (359.163284 sec): 3 clusters Score: Raw -842906.298954 + Penalty 545.356038 = -842360.942916 nChanged 5 SP:Iteration 79Q (359.210052 sec): 3 clusters Score: Raw -842907.732466 + Penalty 545.356038 = -842362.376428 nChanged 2 SP:Iteration 80F (359.259240 sec): 3 clusters Score: Raw -842908.022518 + Penalty 545.356038 = -842362.666480 nChanged 2 SP:Iteration 81Q (359.315196 sec): 3 clusters Score: Raw -842908.348643 + Penalty 545.356038 = -842362.992604 nChanged 0 SP:Iteration 82F (359.366422 sec): 3 clusters Score: Raw -842908.348643 + Penalty 545.356038 = -842362.992604 nChanged 0 Trying to split cluster 26 (2604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (359.386844 sec): 2 clusters Score: Raw -84812.970255 + Penalty 216.282110 = -84596.688145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (359.420164 sec): 3 clusters Score: Raw -83254.428647 + Penalty 432.564220 = -82821.864427 nChanged 1182 SP:Iteration 1F (359.461519 sec): 3 clusters Score: Raw -83923.290247 + Penalty 432.564220 = -83490.726026 nChanged 189 SP:Iteration 2F (359.510199 sec): 3 clusters Score: Raw -84021.620794 + Penalty 432.564220 = -83589.056574 nChanged 178 SP:Iteration 3F (359.553091 sec): 3 clusters Score: Raw -84104.981197 + Penalty 432.564220 = -83672.416977 nChanged 142 SP:Iteration 4F (359.589708 sec): 3 clusters Score: Raw -84160.290345 + Penalty 432.564220 = -83727.726125 nChanged 100 SP:Iteration 5Q (359.633568 sec): 3 clusters Score: Raw -84194.497649 + Penalty 432.564220 = -83761.933428 nChanged 84 SP:Iteration 6Q (359.677509 sec): 3 clusters Score: Raw -84222.423864 + Penalty 432.564220 = -83789.859643 nChanged 67 SP:Iteration 7Q (359.728871 sec): 3 clusters Score: Raw -84239.560215 + Penalty 432.564220 = -83806.995995 nChanged 52 SP:Iteration 8Q (359.782000 sec): 3 clusters Score: Raw -84252.457963 + Penalty 432.564220 = -83819.893743 nChanged 55 SP:Iteration 9Q (359.815452 sec): 3 clusters Score: Raw -84269.698669 + Penalty 432.564220 = -83837.134449 nChanged 57 SP:Iteration 10Q (359.858518 sec): 3 clusters Score: Raw -84290.198646 + Penalty 432.564220 = -83857.634426 nChanged 66 SP:Iteration 11Q (359.892310 sec): 3 clusters Score: Raw -84314.083238 + Penalty 432.564220 = -83881.519018 nChanged 58 SP:Iteration 12Q (359.944234 sec): 3 clusters Score: Raw -84330.903696 + Penalty 432.564220 = -83898.339476 nChanged 56 SP:Iteration 13Q (359.987395 sec): 3 clusters Score: Raw -84350.100951 + Penalty 432.564220 = -83917.536731 nChanged 66 SP:Iteration 14Q (360.017193 sec): 3 clusters Score: Raw -84374.365942 + Penalty 432.564220 = -83941.801722 nChanged 65 SP:Iteration 15Q (360.060997 sec): 3 clusters Score: Raw -84403.978186 + Penalty 432.564220 = -83971.413966 nChanged 87 SP:Iteration 16Q (360.094330 sec): 3 clusters Score: Raw -84447.260683 + Penalty 432.564220 = -84014.696463 nChanged 82 SP:Iteration 17Q (360.130555 sec): 3 clusters Score: Raw -84494.103256 + Penalty 432.564220 = -84061.539036 nChanged 96 SP:Iteration 18Q (360.162932 sec): 3 clusters Score: Raw -84567.804172 + Penalty 432.564220 = -84135.239952 nChanged 91 SP:Iteration 19Q (360.195275 sec): 3 clusters Score: Raw -84643.621786 + Penalty 432.564220 = -84211.057566 nChanged 73 SP:Iteration 20F (360.233098 sec): 3 clusters Score: Raw -84706.411229 + Penalty 432.564220 = -84273.847009 nChanged 46 SP:Iteration 21Q (360.279281 sec): 3 clusters Score: Raw -84746.146197 + Penalty 432.564220 = -84313.581976 nChanged 41 SP:Iteration 22Q (360.321156 sec): 3 clusters Score: Raw -84788.209057 + Penalty 432.564220 = -84355.644837 nChanged 28 SP:Iteration 23Q (360.365462 sec): 3 clusters Score: Raw -84819.382983 + Penalty 432.564220 = -84386.818763 nChanged 15 SP:Iteration 24Q (360.397334 sec): 3 clusters Score: Raw -84841.476316 + Penalty 432.564220 = -84408.912096 nChanged 5 SP:Iteration 25Q (360.425349 sec): 3 clusters Score: Raw -84860.574461 + Penalty 432.564220 = -84428.010240 nChanged 9 SP:Iteration 26Q (360.461703 sec): 3 clusters Score: Raw -84871.482319 + Penalty 432.564220 = -84438.918099 nChanged 3 SP:Iteration 27Q (360.497303 sec): 3 clusters Score: Raw -84873.483639 + Penalty 432.564220 = -84440.919419 nChanged 1 SP:Iteration 28Q (360.538136 sec): 3 clusters Score: Raw -84874.681447 + Penalty 432.564220 = -84442.117227 nChanged 1 SP:Iteration 29Q (360.580976 sec): 3 clusters Score: Raw -84877.086994 + Penalty 432.564220 = -84444.522774 nChanged 2 SP:Iteration 30Q (360.624634 sec): 3 clusters Score: Raw -84880.693350 + Penalty 432.564220 = -84448.129129 nChanged 4 SP:Iteration 31Q (360.673470 sec): 3 clusters Score: Raw -84883.336117 + Penalty 432.564220 = -84450.771897 nChanged 1 SP:Iteration 32Q (360.709078 sec): 3 clusters Score: Raw -84883.631388 + Penalty 432.564220 = -84451.067168 nChanged 0 SP:Iteration 33F (360.744715 sec): 3 clusters Score: Raw -84883.631388 + Penalty 432.564220 = -84451.067168 nChanged 0 Trying to split cluster 27 (5492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.768919 sec): 2 clusters Score: Raw -207485.498611 + Penalty 236.803814 = -207248.694797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.799504 sec): 3 clusters Score: Raw -204024.669638 + Penalty 473.607627 = -203551.062010 nChanged 2558 SP:Iteration 1F (360.833947 sec): 3 clusters Score: Raw -205613.958878 + Penalty 473.607627 = -205140.351251 nChanged 411 SP:Iteration 2F (360.880770 sec): 3 clusters Score: Raw -205911.145697 + Penalty 473.607627 = -205437.538070 nChanged 367 SP:Iteration 3F (360.931690 sec): 3 clusters Score: Raw -206224.364952 + Penalty 473.607627 = -205750.757324 nChanged 352 SP:Iteration 4F (360.972282 sec): 3 clusters Score: Raw -206566.051942 + Penalty 473.607627 = -206092.444315 nChanged 320 SP:Iteration 5F (361.024726 sec): 3 clusters Score: Raw -206853.354943 + Penalty 473.607627 = -206379.747316 nChanged 264 SP:Iteration 6Q (361.066874 sec): 3 clusters Score: Raw -207029.211118 + Penalty 473.607627 = -206555.603491 nChanged 171 SP:Iteration 7Q (361.117598 sec): 3 clusters Score: Raw -207136.374166 + Penalty 473.607627 = -206662.766539 nChanged 145 SP:Iteration 8Q (361.164805 sec): 3 clusters Score: Raw -207224.757071 + Penalty 473.607627 = -206751.149444 nChanged 129 SP:Iteration 9Q (361.217776 sec): 3 clusters Score: Raw -207300.205933 + Penalty 473.607627 = -206826.598306 nChanged 94 SP:Iteration 10Q (361.262343 sec): 3 clusters Score: Raw -207358.229989 + Penalty 473.607627 = -206884.622362 nChanged 86 SP:Iteration 11Q (361.306941 sec): 3 clusters Score: Raw -207402.025944 + Penalty 473.607627 = -206928.418317 nChanged 73 SP:Iteration 12Q (361.353804 sec): 3 clusters Score: Raw -207429.892176 + Penalty 473.607627 = -206956.284549 nChanged 61 SP:Iteration 13Q (361.396890 sec): 3 clusters Score: Raw -207446.928588 + Penalty 473.607627 = -206973.320961 nChanged 39 SP:Iteration 14Q (361.448196 sec): 3 clusters Score: Raw -207456.804423 + Penalty 473.607627 = -206983.196796 nChanged 40 SP:Iteration 15Q (361.500567 sec): 3 clusters Score: Raw -207466.880669 + Penalty 473.607627 = -206993.273041 nChanged 30 SP:Iteration 16Q (361.536107 sec): 3 clusters Score: Raw -207472.070278 + Penalty 473.607627 = -206998.462651 nChanged 24 SP:Iteration 17Q (361.571991 sec): 3 clusters Score: Raw -207477.400090 + Penalty 473.607627 = -207003.792463 nChanged 18 SP:Iteration 18Q (361.607935 sec): 3 clusters Score: Raw -207485.210268 + Penalty 473.607627 = -207011.602640 nChanged 16 SP:Iteration 19Q (361.636665 sec): 3 clusters Score: Raw -207487.753581 + Penalty 473.607627 = -207014.145954 nChanged 16 SP:Iteration 20F (361.672948 sec): 3 clusters Score: Raw -207489.271141 + Penalty 473.607627 = -207015.663514 nChanged 5 SP:Iteration 21Q (361.708977 sec): 3 clusters Score: Raw -207489.713931 + Penalty 473.607627 = -207016.106303 nChanged 1 SP:Iteration 22Q (361.752882 sec): 3 clusters Score: Raw -207489.757887 + Penalty 473.607627 = -207016.150260 nChanged 2 SP:Iteration 23Q (361.782553 sec): 3 clusters Score: Raw -207489.862603 + Penalty 473.607627 = -207016.254976 nChanged 1 SP:Iteration 24Q (361.819027 sec): 3 clusters Score: Raw -207489.936060 + Penalty 473.607627 = -207016.328433 nChanged 0 SP:Iteration 25F (361.855393 sec): 3 clusters Score: Raw -207489.936060 + Penalty 473.607627 = -207016.328433 nChanged 0 Trying to split cluster 28 (4409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (361.881162 sec): 2 clusters Score: Raw -176858.346735 + Penalty 230.763588 = -176627.583147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (361.916948 sec): 3 clusters Score: Raw -174121.770124 + Penalty 461.527175 = -173660.242949 nChanged 1989 SP:Iteration 1F (361.958813 sec): 3 clusters Score: Raw -175408.229753 + Penalty 461.527175 = -174946.702578 nChanged 298 SP:Iteration 2F (362.007730 sec): 3 clusters Score: Raw -175614.145900 + Penalty 461.527175 = -175152.618724 nChanged 283 SP:Iteration 3F (362.047256 sec): 3 clusters Score: Raw -175821.124273 + Penalty 461.527175 = -175359.597098 nChanged 288 SP:Iteration 4F (362.092501 sec): 3 clusters Score: Raw -176018.832278 + Penalty 461.527175 = -175557.305103 nChanged 220 SP:Iteration 5Q (362.141912 sec): 3 clusters Score: Raw -176127.718491 + Penalty 461.527175 = -175666.191316 nChanged 132 SP:Iteration 6Q (362.177497 sec): 3 clusters Score: Raw -176196.574875 + Penalty 461.527175 = -175735.047700 nChanged 140 SP:Iteration 7Q (362.221081 sec): 3 clusters Score: Raw -176275.407400 + Penalty 461.527175 = -175813.880225 nChanged 114 SP:Iteration 8Q (362.275338 sec): 3 clusters Score: Raw -176345.621599 + Penalty 461.527175 = -175884.094424 nChanged 110 SP:Iteration 9Q (362.320113 sec): 3 clusters Score: Raw -176421.661390 + Penalty 461.527175 = -175960.134215 nChanged 123 SP:Iteration 10Q (362.355448 sec): 3 clusters Score: Raw -176520.265224 + Penalty 461.527175 = -176058.738049 nChanged 126 SP:Iteration 11Q (362.396350 sec): 3 clusters Score: Raw -176626.922602 + Penalty 461.527175 = -176165.395427 nChanged 138 SP:Iteration 12Q (362.434225 sec): 3 clusters Score: Raw -176731.678320 + Penalty 461.527175 = -176270.151144 nChanged 107 SP:Iteration 13Q (362.471525 sec): 3 clusters Score: Raw -176801.258423 + Penalty 461.527175 = -176339.731248 nChanged 87 SP:Iteration 14Q (362.500775 sec): 3 clusters Score: Raw -176838.503747 + Penalty 461.527175 = -176376.976572 nChanged 61 SP:Iteration 15Q (362.537431 sec): 3 clusters Score: Raw -176859.423111 + Penalty 461.527175 = -176397.895935 nChanged 42 SP:Iteration 16Q (362.580023 sec): 3 clusters Score: Raw -176870.938452 + Penalty 461.527175 = -176409.411276 nChanged 30 SP:Iteration 17Q (362.617945 sec): 3 clusters Score: Raw -176878.468224 + Penalty 461.527175 = -176416.941048 nChanged 23 SP:Iteration 18Q (362.655954 sec): 3 clusters Score: Raw -176882.897613 + Penalty 461.527175 = -176421.370437 nChanged 18 SP:Iteration 19Q (362.696800 sec): 3 clusters Score: Raw -176885.841149 + Penalty 461.527175 = -176424.313974 nChanged 17 SP:Iteration 20F (362.737816 sec): 3 clusters Score: Raw -176889.486652 + Penalty 461.527175 = -176427.959477 nChanged 15 SP:Iteration 21Q (362.781163 sec): 3 clusters Score: Raw -176891.338687 + Penalty 461.527175 = -176429.811512 nChanged 8 SP:Iteration 22Q (362.823332 sec): 3 clusters Score: Raw -176891.764134 + Penalty 461.527175 = -176430.236958 nChanged 7 SP:Iteration 23Q (362.871422 sec): 3 clusters Score: Raw -176892.331989 + Penalty 461.527175 = -176430.804814 nChanged 6 SP:Iteration 24Q (362.912977 sec): 3 clusters Score: Raw -176892.733272 + Penalty 461.527175 = -176431.206097 nChanged 9 SP:Iteration 25Q (362.962622 sec): 3 clusters Score: Raw -176893.429765 + Penalty 461.527175 = -176431.902589 nChanged 7 SP:Iteration 26Q (363.000170 sec): 3 clusters Score: Raw -176894.265995 + Penalty 461.527175 = -176432.738820 nChanged 6 SP:Iteration 27Q (363.050578 sec): 3 clusters Score: Raw -176894.678068 + Penalty 461.527175 = -176433.150893 nChanged 4 SP:Iteration 28Q (363.104555 sec): 3 clusters Score: Raw -176895.264186 + Penalty 461.527175 = -176433.737011 nChanged 4 SP:Iteration 29Q (363.133938 sec): 3 clusters Score: Raw -176895.708289 + Penalty 461.527175 = -176434.181113 nChanged 1 SP:Iteration 30Q (363.169940 sec): 3 clusters Score: Raw -176895.757839 + Penalty 461.527175 = -176434.230664 nChanged 3 SP:Iteration 31Q (363.209578 sec): 3 clusters Score: Raw -176895.866039 + Penalty 461.527175 = -176434.338863 nChanged 1 SP:Iteration 32Q (363.245212 sec): 3 clusters Score: Raw -176895.944195 + Penalty 461.527175 = -176434.417020 nChanged 2 SP:Iteration 33Q (363.279764 sec): 3 clusters Score: Raw -176896.029378 + Penalty 461.527175 = -176434.502203 nChanged 0 SP:Iteration 34F (363.314270 sec): 3 clusters Score: Raw -176896.029378 + Penalty 461.527175 = -176434.502203 nChanged 0 Trying to split cluster 29 (1847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (363.334346 sec): 2 clusters Score: Raw -74357.232761 + Penalty 206.836244 = -74150.396516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (363.366383 sec): 3 clusters Score: Raw -73262.543209 + Penalty 413.672489 = -72848.870720 nChanged 808 SP:Iteration 1F (363.398053 sec): 3 clusters Score: Raw -73708.963382 + Penalty 413.672489 = -73295.290893 nChanged 119 SP:Iteration 2F (363.429572 sec): 3 clusters Score: Raw -73760.865341 + Penalty 413.672489 = -73347.192852 nChanged 107 SP:Iteration 3F (363.466317 sec): 3 clusters Score: Raw -73809.124560 + Penalty 413.672489 = -73395.452071 nChanged 89 SP:Iteration 4Q (363.503647 sec): 3 clusters Score: Raw -73862.480760 + Penalty 413.672489 = -73448.808272 nChanged 97 SP:Iteration 5F (363.533716 sec): 3 clusters Score: Raw -73943.701076 + Penalty 413.672489 = -73530.028587 nChanged 103 SP:Iteration 6F (363.565355 sec): 3 clusters Score: Raw -74048.347346 + Penalty 413.672489 = -73634.674857 nChanged 92 SP:Iteration 7Q (363.601013 sec): 3 clusters Score: Raw -74111.201135 + Penalty 413.672489 = -73697.528646 nChanged 61 SP:Iteration 8Q (363.636622 sec): 3 clusters Score: Raw -74147.798797 + Penalty 413.672489 = -73734.126308 nChanged 52 SP:Iteration 9Q (363.673022 sec): 3 clusters Score: Raw -74176.673728 + Penalty 413.672489 = -73763.001239 nChanged 30 SP:Iteration 10Q (363.704218 sec): 3 clusters Score: Raw -74188.584106 + Penalty 413.672489 = -73774.911617 nChanged 22 SP:Iteration 11Q (363.743893 sec): 3 clusters Score: Raw -74195.665588 + Penalty 413.672489 = -73781.993099 nChanged 15 SP:Iteration 12Q (363.782608 sec): 3 clusters Score: Raw -74198.900287 + Penalty 413.672489 = -73785.227798 nChanged 10 SP:Iteration 13Q (363.832778 sec): 3 clusters Score: Raw -74201.431623 + Penalty 413.672489 = -73787.759134 nChanged 14 SP:Iteration 14Q (363.895305 sec): 3 clusters Score: Raw -74207.203837 + Penalty 413.672489 = -73793.531348 nChanged 18 SP:Iteration 15Q (363.933246 sec): 3 clusters Score: Raw -74214.484187 + Penalty 413.672489 = -73800.811698 nChanged 17 SP:Iteration 16Q (363.983411 sec): 3 clusters Score: Raw -74219.348515 + Penalty 413.672489 = -73805.676026 nChanged 12 SP:Iteration 17Q (364.027551 sec): 3 clusters Score: Raw -74223.138370 + Penalty 413.672489 = -73809.465882 nChanged 12 SP:Iteration 18Q (364.076303 sec): 3 clusters Score: Raw -74226.329340 + Penalty 413.672489 = -73812.656851 nChanged 11 SP:Iteration 19Q (364.120678 sec): 3 clusters Score: Raw -74228.941075 + Penalty 413.672489 = -73815.268587 nChanged 10 SP:Iteration 20F (364.169334 sec): 3 clusters Score: Raw -74232.388360 + Penalty 413.672489 = -73818.715871 nChanged 7 SP:Iteration 21Q (364.220889 sec): 3 clusters Score: Raw -74234.884171 + Penalty 413.672489 = -73821.211682 nChanged 8 SP:Iteration 22Q (364.252226 sec): 3 clusters Score: Raw -74237.545031 + Penalty 413.672489 = -73823.872542 nChanged 10 SP:Iteration 23Q (364.291551 sec): 3 clusters Score: Raw -74239.963145 + Penalty 413.672489 = -73826.290656 nChanged 8 SP:Iteration 24Q (364.330359 sec): 3 clusters Score: Raw -74242.508681 + Penalty 413.672489 = -73828.836193 nChanged 7 SP:Iteration 25Q (364.361443 sec): 3 clusters Score: Raw -74244.872556 + Penalty 413.672489 = -73831.200067 nChanged 9 SP:Iteration 26Q (364.399250 sec): 3 clusters Score: Raw -74248.409008 + Penalty 413.672489 = -73834.736519 nChanged 13 SP:Iteration 27Q (364.440042 sec): 3 clusters Score: Raw -74251.974495 + Penalty 413.672489 = -73838.302006 nChanged 12 SP:Iteration 28Q (364.470617 sec): 3 clusters Score: Raw -74256.960490 + Penalty 413.672489 = -73843.288001 nChanged 11 SP:Iteration 29Q (364.524723 sec): 3 clusters Score: Raw -74261.308202 + Penalty 413.672489 = -73847.635713 nChanged 8 SP:Iteration 30Q (364.551016 sec): 3 clusters Score: Raw -74264.204688 + Penalty 413.672489 = -73850.532200 nChanged 12 SP:Iteration 31Q (364.581476 sec): 3 clusters Score: Raw -74270.446377 + Penalty 413.672489 = -73856.773888 nChanged 11 SP:Iteration 32Q (364.612441 sec): 3 clusters Score: Raw -74273.851644 + Penalty 413.672489 = -73860.179155 nChanged 9 SP:Iteration 33Q (364.642876 sec): 3 clusters Score: Raw -74276.996503 + Penalty 413.672489 = -73863.324014 nChanged 3 SP:Iteration 34Q (364.673349 sec): 3 clusters Score: Raw -74277.832438 + Penalty 413.672489 = -73864.159950 nChanged 1 SP:Iteration 35Q (364.715756 sec): 3 clusters Score: Raw -74277.991213 + Penalty 413.672489 = -73864.318724 nChanged 1 SP:Iteration 36Q (364.769185 sec): 3 clusters Score: Raw -74278.226184 + Penalty 413.672489 = -73864.553695 nChanged 1 SP:Iteration 37Q (364.799351 sec): 3 clusters Score: Raw -74278.547716 + Penalty 413.672489 = -73864.875227 nChanged 2 SP:Iteration 38Q (364.834975 sec): 3 clusters Score: Raw -74278.884103 + Penalty 413.672489 = -73865.211614 nChanged 2 SP:Iteration 39Q (364.866801 sec): 3 clusters Score: Raw -74279.123329 + Penalty 413.672489 = -73865.450840 nChanged 1 SP:Iteration 40F (364.915969 sec): 3 clusters Score: Raw -74279.369265 + Penalty 413.672489 = -73865.696776 nChanged 3 SP:Iteration 41Q (364.948178 sec): 3 clusters Score: Raw -74280.315993 + Penalty 413.672489 = -73866.643504 nChanged 3 SP:Iteration 42Q (364.980220 sec): 3 clusters Score: Raw -74281.113974 + Penalty 413.672489 = -73867.441485 nChanged 2 SP:Iteration 43Q (365.011832 sec): 3 clusters Score: Raw -74281.555074 + Penalty 413.672489 = -73867.882585 nChanged 1 SP:Iteration 44Q (365.050453 sec): 3 clusters Score: Raw -74281.829039 + Penalty 413.672489 = -73868.156550 nChanged 3 SP:Iteration 45Q (365.087843 sec): 3 clusters Score: Raw -74282.741121 + Penalty 413.672489 = -73869.068632 nChanged 4 SP:Iteration 46Q (365.119820 sec): 3 clusters Score: Raw -74283.687539 + Penalty 413.672489 = -73870.015050 nChanged 1 SP:Iteration 47Q (365.151839 sec): 3 clusters Score: Raw -74283.778728 + Penalty 413.672489 = -73870.106239 nChanged 3 SP:Iteration 48Q (365.183808 sec): 3 clusters Score: Raw -74284.661205 + Penalty 413.672489 = -73870.988716 nChanged 4 SP:Iteration 49Q (365.215775 sec): 3 clusters Score: Raw -74285.557720 + Penalty 413.672489 = -73871.885231 nChanged 6 SP:Iteration 50Q (365.251066 sec): 3 clusters Score: Raw -74287.301617 + Penalty 413.672489 = -73873.629129 nChanged 6 SP:Iteration 51Q (365.276224 sec): 3 clusters Score: Raw -74289.863524 + Penalty 413.672489 = -73876.191035 nChanged 6 SP:Iteration 52Q (365.313177 sec): 3 clusters Score: Raw -74292.597127 + Penalty 413.672489 = -73878.924638 nChanged 6 SP:Iteration 53Q (365.353036 sec): 3 clusters Score: Raw -74296.298710 + Penalty 413.672489 = -73882.626221 nChanged 12 SP:Iteration 54Q (365.390624 sec): 3 clusters Score: Raw -74303.250211 + Penalty 413.672489 = -73889.577723 nChanged 18 SP:Iteration 55Q (365.429129 sec): 3 clusters Score: Raw -74315.047156 + Penalty 413.672489 = -73901.374667 nChanged 17 SP:Iteration 56Q (365.463370 sec): 3 clusters Score: Raw -74324.726679 + Penalty 413.672489 = -73911.054190 nChanged 12 SP:Iteration 57Q (365.523492 sec): 3 clusters Score: Raw -74330.722735 + Penalty 413.672489 = -73917.050246 nChanged 11 SP:Iteration 58Q (365.558266 sec): 3 clusters Score: Raw -74334.826055 + Penalty 413.672489 = -73921.153566 nChanged 6 SP:Iteration 59Q (365.608516 sec): 3 clusters Score: Raw -74335.831348 + Penalty 413.672489 = -73922.158859 nChanged 2 SP:Iteration 60F (365.641537 sec): 3 clusters Score: Raw -74336.299315 + Penalty 413.672489 = -73922.626826 nChanged 2 SP:Iteration 61Q (365.680022 sec): 3 clusters Score: Raw -74336.731684 + Penalty 413.672489 = -73923.059195 nChanged 3 SP:Iteration 62Q (365.728665 sec): 3 clusters Score: Raw -74337.314735 + Penalty 413.672489 = -73923.642246 nChanged 6 SP:Iteration 63Q (365.774992 sec): 3 clusters Score: Raw -74339.081761 + Penalty 413.672489 = -73925.409272 nChanged 6 SP:Iteration 64Q (365.821308 sec): 3 clusters Score: Raw -74340.667158 + Penalty 413.672489 = -73926.994669 nChanged 3 SP:Iteration 65Q (365.862486 sec): 3 clusters Score: Raw -74343.152836 + Penalty 413.672489 = -73929.480347 nChanged 7 SP:Iteration 66Q (365.902030 sec): 3 clusters Score: Raw -74347.591697 + Penalty 413.672489 = -73933.919208 nChanged 7 SP:Iteration 67Q (365.952379 sec): 3 clusters Score: Raw -74350.994986 + Penalty 413.672489 = -73937.322497 nChanged 2 SP:Iteration 68Q (365.996873 sec): 3 clusters Score: Raw -74351.314979 + Penalty 413.672489 = -73937.642490 nChanged 0 SP:Iteration 69F (366.036168 sec): 3 clusters Score: Raw -74351.314979 + Penalty 413.672489 = -73937.642490 nChanged 0 Iteration 99Q (368.065154 sec): 30 clusters Score: Raw -10222568.715095 + Penalty 9994.724815 = -10212573.990280 nChanged 60 Iteration 100F (370.689481 sec): 30 clusters Score: Raw -10222570.617355 + Penalty 9994.724815 = -10212575.892540 nChanged 61 Iteration 101Q (372.644756 sec): 30 clusters Score: Raw -10222572.596025 + Penalty 9994.724815 = -10212577.871210 nChanged 55 Iteration 102Q (374.645940 sec): 30 clusters Score: Raw -10222574.151529 + Penalty 9994.724815 = -10212579.426714 nChanged 48 Iteration 103Q (376.921031 sec): 30 clusters Score: Raw -10222575.808485 + Penalty 9994.724815 = -10212581.083670 nChanged 50 Iteration 104Q (379.078623 sec): 30 clusters Score: Raw -10222577.408727 + Penalty 9994.724815 = -10212582.683912 nChanged 40 Iteration 105Q (381.119728 sec): 30 clusters Score: Raw -10222578.729109 + Penalty 9994.724815 = -10212584.004294 nChanged 31 Iteration 106Q (383.218818 sec): 30 clusters Score: Raw -10222579.960294 + Penalty 9994.724815 = -10212585.235479 nChanged 33 Iteration 107Q (385.454304 sec): 30 clusters Score: Raw -10222581.138841 + Penalty 9994.724815 = -10212586.414026 nChanged 31 Iteration 108Q (387.778661 sec): 30 clusters Score: Raw -10222582.568175 + Penalty 9994.724815 = -10212587.843360 nChanged 27 Iteration 109Q (390.116351 sec): 30 clusters Score: Raw -10222584.130193 + Penalty 9994.724815 = -10212589.405378 nChanged 37 Iteration 110Q (392.181636 sec): 30 clusters Score: Raw -10222586.166964 + Penalty 9994.724815 = -10212591.442149 nChanged 43 Iteration 111Q (394.350863 sec): 30 clusters Score: Raw -10222587.688699 + Penalty 9994.724815 = -10212592.963884 nChanged 39 Iteration 112Q (396.431050 sec): 30 clusters Score: Raw -10222588.507884 + Penalty 9994.724815 = -10212593.783069 nChanged 32 Iteration 113Q (398.569916 sec): 30 clusters Score: Raw -10222589.204428 + Penalty 9994.724815 = -10212594.479613 nChanged 33 Iteration 114Q (400.672836 sec): 30 clusters Score: Raw -10222589.825021 + Penalty 9994.724815 = -10212595.100206 nChanged 20 Iteration 115Q (402.882338 sec): 30 clusters Score: Raw -10222590.127174 + Penalty 9994.724815 = -10212595.402359 nChanged 17 Iteration 116Q (405.023323 sec): 30 clusters Score: Raw -10222590.404839 + Penalty 9994.724815 = -10212595.680024 nChanged 22 Iteration 117Q (407.302936 sec): 30 clusters Score: Raw -10222590.747887 + Penalty 9994.724815 = -10212596.023072 nChanged 19 Iteration 118Q (409.471684 sec): 30 clusters Score: Raw -10222591.133033 + Penalty 9994.724815 = -10212596.408218 nChanged 18 Iteration 119Q (411.566969 sec): 30 clusters Score: Raw -10222591.777044 + Penalty 9994.724815 = -10212597.052229 nChanged 21 Iteration 120F (414.200811 sec): 30 clusters Score: Raw -10222592.433722 + Penalty 9994.724815 = -10212597.708907 nChanged 15 Iteration 121Q (416.455915 sec): 30 clusters Score: Raw -10222593.021321 + Penalty 9994.724815 = -10212598.296506 nChanged 20 Iteration 122Q (418.670771 sec): 30 clusters Score: Raw -10222593.771267 + Penalty 9994.724815 = -10212599.046452 nChanged 27 Iteration 123Q (420.904264 sec): 30 clusters Score: Raw -10222594.655621 + Penalty 9994.724815 = -10212599.930806 nChanged 25 Iteration 124Q (422.980389 sec): 30 clusters Score: Raw -10222595.485570 + Penalty 9994.724815 = -10212600.760755 nChanged 26 Iteration 125Q (425.087878 sec): 30 clusters Score: Raw -10222596.163336 + Penalty 9994.724815 = -10212601.438521 nChanged 18 Iteration 126Q (427.225057 sec): 30 clusters Score: Raw -10222596.641652 + Penalty 9994.724815 = -10212601.916837 nChanged 19 Iteration 127Q (429.291418 sec): 30 clusters Score: Raw -10222597.116806 + Penalty 9994.724815 = -10212602.391991 nChanged 15 Iteration 128Q (431.302508 sec): 30 clusters Score: Raw -10222597.517918 + Penalty 9994.724815 = -10212602.793103 nChanged 16 Iteration 129Q (433.447418 sec): 30 clusters Score: Raw -10222597.784795 + Penalty 9994.724815 = -10212603.059980 nChanged 14 Iteration 130Q (435.558797 sec): 30 clusters Score: Raw -10222598.224021 + Penalty 9994.724815 = -10212603.499205 nChanged 12 Iteration 131Q (437.706361 sec): 30 clusters Score: Raw -10222598.581706 + Penalty 9994.724815 = -10212603.856891 nChanged 15 Iteration 132Q (439.954018 sec): 30 clusters Score: Raw -10222598.880160 + Penalty 9994.724815 = -10212604.155345 nChanged 10 Iteration 133Q (442.134175 sec): 30 clusters Score: Raw -10222599.167973 + Penalty 9994.724815 = -10212604.443158 nChanged 13 Iteration 134Q (444.125924 sec): 30 clusters Score: Raw -10222599.361697 + Penalty 9994.724815 = -10212604.636882 nChanged 6 Iteration 135Q (446.320397 sec): 30 clusters Score: Raw -10222599.394130 + Penalty 9994.724815 = -10212604.669315 nChanged 6 Iteration 136Q (448.427390 sec): 30 clusters Score: Raw -10222599.540880 + Penalty 9994.724815 = -10212604.816065 nChanged 11 Iteration 137Q (450.486162 sec): 30 clusters Score: Raw -10222599.775878 + Penalty 9994.724815 = -10212605.051063 nChanged 9 Iteration 138Q (452.519487 sec): 30 clusters Score: Raw -10222599.929227 + Penalty 9994.724815 = -10212605.204412 nChanged 5 Writing temp clu file Because OldScore, -10212605.051063, is greater than current (better) Score,-10212605.204412 Compute initial score before splitting: Score: Raw -10222599.929227 + Penalty 9994.724815 = -10212605.204412 Trying to split cluster 1 (1934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (452.584669 sec): 2 clusters Score: Raw -64982.113497 + Penalty 208.102006 = -64774.011490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (452.631088 sec): 3 clusters Score: Raw -63921.548355 + Penalty 416.204012 = -63505.344343 nChanged 829 SP:Iteration 1F (452.668922 sec): 3 clusters Score: Raw -64570.932772 + Penalty 416.204012 = -64154.728760 nChanged 147 SP:Iteration 2F (452.710675 sec): 3 clusters Score: Raw -64697.125142 + Penalty 416.204012 = -64280.921129 nChanged 117 SP:Iteration 3F (452.748095 sec): 3 clusters Score: Raw -64783.990172 + Penalty 416.204012 = -64367.786160 nChanged 96 SP:Iteration 4Q (452.789959 sec): 3 clusters Score: Raw -64870.105412 + Penalty 416.204012 = -64453.901400 nChanged 57 SP:Iteration 5Q (452.829786 sec): 3 clusters Score: Raw -64923.258262 + Penalty 416.204012 = -64507.054250 nChanged 72 SP:Iteration 6Q (452.873018 sec): 3 clusters Score: Raw -65013.125900 + Penalty 416.204012 = -64596.921888 nChanged 63 SP:Iteration 7Q (452.913055 sec): 3 clusters Score: Raw -65099.043414 + Penalty 416.204012 = -64682.839401 nChanged 47 SP:Iteration 8Q (452.956311 sec): 3 clusters Score: Raw -65172.361830 + Penalty 416.204012 = -64756.157818 nChanged 48 SP:Iteration 9Q (453.002889 sec): 3 clusters Score: Raw -65212.515161 + Penalty 416.204012 = -64796.311149 nChanged 24 SP:Iteration 10Q (453.037967 sec): 3 clusters Score: Raw -65224.613720 + Penalty 416.204012 = -64808.409708 nChanged 19 SP:Iteration 11Q (453.070101 sec): 3 clusters Score: Raw -65234.537876 + Penalty 416.204012 = -64818.333864 nChanged 18 SP:Iteration 12Q (453.102139 sec): 3 clusters Score: Raw -65243.192550 + Penalty 416.204012 = -64826.988537 nChanged 10 SP:Iteration 13Q (453.134210 sec): 3 clusters Score: Raw -65246.321360 + Penalty 416.204012 = -64830.117348 nChanged 10 SP:Iteration 14Q (453.166237 sec): 3 clusters Score: Raw -65254.245361 + Penalty 416.204012 = -64838.041349 nChanged 5 SP:Iteration 15Q (453.198260 sec): 3 clusters Score: Raw -65255.734839 + Penalty 416.204012 = -64839.530827 nChanged 3 SP:Iteration 16Q (453.230269 sec): 3 clusters Score: Raw -65256.714462 + Penalty 416.204012 = -64840.510450 nChanged 5 SP:Iteration 17Q (453.262309 sec): 3 clusters Score: Raw -65257.881489 + Penalty 416.204012 = -64841.677477 nChanged 3 SP:Iteration 18Q (453.294297 sec): 3 clusters Score: Raw -65258.084049 + Penalty 416.204012 = -64841.880037 nChanged 0 SP:Iteration 19F (453.326526 sec): 3 clusters Score: Raw -65258.084049 + Penalty 416.204012 = -64841.880037 nChanged 0 Score: Raw -10222875.968814 + Penalty 10339.370498 = -10212536.598316 Splitting cluster 1 changes total score from -10212605.204412 to -10212536.598316 So it's not getting split. Trying to split cluster 2 (11599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (456.020294 sec): 2 clusters Score: Raw -433612.867252 + Penalty 257.363540 = -433355.503713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (456.056106 sec): 3 clusters Score: Raw -426142.578891 + Penalty 514.727079 = -425627.851812 nChanged 5404 SP:Iteration 1F (456.105097 sec): 3 clusters Score: Raw -429429.912422 + Penalty 514.727079 = -428915.185343 nChanged 974 SP:Iteration 2F (456.158444 sec): 3 clusters Score: Raw -430156.518497 + Penalty 514.727079 = -429641.791418 nChanged 1118 SP:Iteration 3F (456.201303 sec): 3 clusters Score: Raw -431156.483322 + Penalty 514.727079 = -430641.756243 nChanged 977 SP:Iteration 4F (456.236682 sec): 3 clusters Score: Raw -432215.169596 + Penalty 514.727079 = -431700.442517 nChanged 707 SP:Iteration 5F (456.278679 sec): 3 clusters Score: Raw -432976.264397 + Penalty 514.727079 = -432461.537318 nChanged 338 SP:Iteration 6Q (456.325043 sec): 3 clusters Score: Raw -433338.028107 + Penalty 514.727079 = -432823.301027 nChanged 185 SP:Iteration 7Q (456.368441 sec): 3 clusters Score: Raw -433526.581100 + Penalty 514.727079 = -433011.854021 nChanged 98 SP:Iteration 8Q (456.417120 sec): 3 clusters Score: Raw -433594.991400 + Penalty 514.727079 = -433080.264321 nChanged 61 SP:Iteration 9Q (456.456501 sec): 3 clusters Score: Raw -433628.325490 + Penalty 514.727079 = -433113.598411 nChanged 35 SP:Iteration 10Q (456.502855 sec): 3 clusters Score: Raw -433644.418050 + Penalty 514.727079 = -433129.690971 nChanged 28 SP:Iteration 11Q (456.552043 sec): 3 clusters Score: Raw -433659.654884 + Penalty 514.727079 = -433144.927805 nChanged 27 SP:Iteration 12Q (456.600493 sec): 3 clusters Score: Raw -433670.293847 + Penalty 514.727079 = -433155.566768 nChanged 18 SP:Iteration 13Q (456.654010 sec): 3 clusters Score: Raw -433679.802250 + Penalty 514.727079 = -433165.075171 nChanged 18 SP:Iteration 14Q (456.705823 sec): 3 clusters Score: Raw -433688.631119 + Penalty 514.727079 = -433173.904039 nChanged 11 SP:Iteration 15Q (456.760891 sec): 3 clusters Score: Raw -433692.672887 + Penalty 514.727079 = -433177.945808 nChanged 3 SP:Iteration 16Q (456.811930 sec): 3 clusters Score: Raw -433693.222468 + Penalty 514.727079 = -433178.495388 nChanged 4 SP:Iteration 17Q (456.863513 sec): 3 clusters Score: Raw -433694.919515 + Penalty 514.727079 = -433180.192436 nChanged 2 SP:Iteration 18Q (456.926251 sec): 3 clusters Score: Raw -433695.246052 + Penalty 514.727079 = -433180.518972 nChanged 1 SP:Iteration 19Q (456.965752 sec): 3 clusters Score: Raw -433695.542284 + Penalty 514.727079 = -433180.815205 nChanged 2 SP:Iteration 20F (457.015574 sec): 3 clusters Score: Raw -433695.735390 + Penalty 514.727079 = -433181.008311 nChanged 1 SP:Iteration 21Q (457.073981 sec): 3 clusters Score: Raw -433695.801497 + Penalty 514.727079 = -433181.074418 nChanged 0 SP:Iteration 22F (457.123992 sec): 3 clusters Score: Raw -433695.801497 + Penalty 514.727079 = -433181.074418 nChanged 0 Trying to split cluster 3 (2688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (457.145703 sec): 2 clusters Score: Raw -96250.417910 + Penalty 217.155199 = -96033.262711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (457.197782 sec): 3 clusters Score: Raw -94689.521487 + Penalty 434.310399 = -94255.211089 nChanged 1227 SP:Iteration 1F (457.231455 sec): 3 clusters Score: Raw -95422.040502 + Penalty 434.310399 = -94987.730103 nChanged 183 SP:Iteration 2F (457.279688 sec): 3 clusters Score: Raw -95530.070873 + Penalty 434.310399 = -95095.760474 nChanged 158 SP:Iteration 3F (457.333809 sec): 3 clusters Score: Raw -95634.967678 + Penalty 434.310399 = -95200.657280 nChanged 141 SP:Iteration 4F (457.373456 sec): 3 clusters Score: Raw -95730.312946 + Penalty 434.310399 = -95296.002547 nChanged 133 SP:Iteration 5Q (457.402502 sec): 3 clusters Score: Raw -95805.456436 + Penalty 434.310399 = -95371.146038 nChanged 105 SP:Iteration 6Q (457.436719 sec): 3 clusters Score: Raw -95869.719990 + Penalty 434.310399 = -95435.409591 nChanged 88 SP:Iteration 7Q (457.487511 sec): 3 clusters Score: Raw -95911.806344 + Penalty 434.310399 = -95477.495946 nChanged 82 SP:Iteration 8Q (457.537800 sec): 3 clusters Score: Raw -95959.218041 + Penalty 434.310399 = -95524.907642 nChanged 78 SP:Iteration 9Q (457.581040 sec): 3 clusters Score: Raw -96006.829836 + Penalty 434.310399 = -95572.519438 nChanged 78 SP:Iteration 10Q (457.631799 sec): 3 clusters Score: Raw -96049.237498 + Penalty 434.310399 = -95614.927099 nChanged 68 SP:Iteration 11Q (457.680479 sec): 3 clusters Score: Raw -96079.711898 + Penalty 434.310399 = -95645.401499 nChanged 67 SP:Iteration 12Q (457.736413 sec): 3 clusters Score: Raw -96112.914913 + Penalty 434.310399 = -95678.604515 nChanged 47 SP:Iteration 13Q (457.767785 sec): 3 clusters Score: Raw -96132.677420 + Penalty 434.310399 = -95698.367021 nChanged 46 SP:Iteration 14Q (457.818016 sec): 3 clusters Score: Raw -96146.757858 + Penalty 434.310399 = -95712.447460 nChanged 35 SP:Iteration 15Q (457.850877 sec): 3 clusters Score: Raw -96159.090874 + Penalty 434.310399 = -95724.780475 nChanged 33 SP:Iteration 16Q (457.894719 sec): 3 clusters Score: Raw -96171.556796 + Penalty 434.310399 = -95737.246398 nChanged 25 SP:Iteration 17Q (457.925985 sec): 3 clusters Score: Raw -96180.878611 + Penalty 434.310399 = -95746.568212 nChanged 21 SP:Iteration 18Q (457.959075 sec): 3 clusters Score: Raw -96189.677717 + Penalty 434.310399 = -95755.367318 nChanged 21 SP:Iteration 19Q (457.991788 sec): 3 clusters Score: Raw -96199.684573 + Penalty 434.310399 = -95765.374174 nChanged 17 SP:Iteration 20F (458.024858 sec): 3 clusters Score: Raw -96210.670710 + Penalty 434.310399 = -95776.360311 nChanged 12 SP:Iteration 21Q (458.057807 sec): 3 clusters Score: Raw -96215.597635 + Penalty 434.310399 = -95781.287236 nChanged 11 SP:Iteration 22Q (458.090842 sec): 3 clusters Score: Raw -96219.235915 + Penalty 434.310399 = -95784.925517 nChanged 12 SP:Iteration 23Q (458.124963 sec): 3 clusters Score: Raw -96221.005664 + Penalty 434.310399 = -95786.695265 nChanged 6 SP:Iteration 24Q (458.172812 sec): 3 clusters Score: Raw -96221.447985 + Penalty 434.310399 = -95787.137586 nChanged 3 SP:Iteration 25Q (458.212039 sec): 3 clusters Score: Raw -96221.732026 + Penalty 434.310399 = -95787.421627 nChanged 3 SP:Iteration 26Q (458.248116 sec): 3 clusters Score: Raw -96221.953097 + Penalty 434.310399 = -95787.642699 nChanged 1 SP:Iteration 27Q (458.286091 sec): 3 clusters Score: Raw -96222.488789 + Penalty 434.310399 = -95788.178391 nChanged 1 SP:Iteration 28Q (458.292051 sec): 3 clusters Score: Raw -96222.567775 + Penalty 434.310399 = -95788.257377 nChanged 3 SP:Iteration 29Q (458.297809 sec): 3 clusters Score: Raw -96222.895985 + Penalty 434.310399 = -95788.585586 nChanged 3 SP:Iteration 30Q (458.303555 sec): 3 clusters Score: Raw -96223.360153 + Penalty 434.310399 = -95789.049754 nChanged 3 SP:Iteration 31Q (458.309281 sec): 3 clusters Score: Raw -96223.675418 + Penalty 434.310399 = -95789.365020 nChanged 3 SP:Iteration 32Q (458.314993 sec): 3 clusters Score: Raw -96223.988650 + Penalty 434.310399 = -95789.678251 nChanged 1 SP:Iteration 33Q (458.333374 sec): 3 clusters Score: Raw -96224.012765 + Penalty 434.310399 = -95789.702367 nChanged 0 SP:Iteration 34F (458.339240 sec): 3 clusters Score: Raw -96224.012765 + Penalty 434.310399 = -95789.702367 nChanged 0 Trying to split cluster 4 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (458.345706 sec): 2 clusters Score: Raw -24819.380239 + Penalty 177.213610 = -24642.166630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (458.347749 sec): 3 clusters Score: Raw -24517.135449 + Penalty 354.427219 = -24162.708230 nChanged 238 SP:Iteration 1F (458.349511 sec): 3 clusters Score: Raw -24669.445335 + Penalty 354.427219 = -24315.018116 nChanged 46 SP:Iteration 2F (458.351262 sec): 3 clusters Score: Raw -24719.374584 + Penalty 354.427219 = -24364.947365 nChanged 29 SP:Iteration 3Q (458.353022 sec): 3 clusters Score: Raw -24746.827479 + Penalty 354.427219 = -24392.400260 nChanged 20 SP:Iteration 4Q (458.354774 sec): 3 clusters Score: Raw -24761.319092 + Penalty 354.427219 = -24406.891873 nChanged 23 SP:Iteration 5Q (458.356515 sec): 3 clusters Score: Raw -24775.795054 + Penalty 354.427219 = -24421.367835 nChanged 22 SP:Iteration 6Q (458.358261 sec): 3 clusters Score: Raw -24790.893702 + Penalty 354.427219 = -24436.466483 nChanged 16 SP:Iteration 7Q (458.360005 sec): 3 clusters Score: Raw -24799.705678 + Penalty 354.427219 = -24445.278459 nChanged 11 SP:Iteration 8Q (458.361739 sec): 3 clusters Score: Raw -24814.483524 + Penalty 354.427219 = -24460.056304 nChanged 13 SP:Iteration 9Q (458.363478 sec): 3 clusters Score: Raw -24822.210554 + Penalty 354.427219 = -24467.783335 nChanged 12 SP:Iteration 10Q (458.402800 sec): 3 clusters Score: Raw -24827.028001 + Penalty 354.427219 = -24472.600781 nChanged 5 SP:Iteration 11Q (458.452892 sec): 3 clusters Score: Raw -24831.582757 + Penalty 354.427219 = -24477.155538 nChanged 6 SP:Iteration 12Q (458.494823 sec): 3 clusters Score: Raw -24832.767270 + Penalty 354.427219 = -24478.340051 nChanged 1 SP:Iteration 13Q (458.540979 sec): 3 clusters Score: Raw -24833.837533 + Penalty 354.427219 = -24479.410314 nChanged 3 SP:Iteration 14Q (458.576510 sec): 3 clusters Score: Raw -24834.940527 + Penalty 354.427219 = -24480.513308 nChanged 3 SP:Iteration 15Q (458.620993 sec): 3 clusters Score: Raw -24838.206050 + Penalty 354.427219 = -24483.778831 nChanged 5 SP:Iteration 16Q (458.662894 sec): 3 clusters Score: Raw -24840.686304 + Penalty 354.427219 = -24486.259085 nChanged 1 SP:Iteration 17Q (458.704818 sec): 3 clusters Score: Raw -24840.748154 + Penalty 354.427219 = -24486.320934 nChanged 0 SP:Iteration 18F (458.747151 sec): 3 clusters Score: Raw -24840.748154 + Penalty 354.427219 = -24486.320934 nChanged 0 Trying to split cluster 5 (805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (458.767723 sec): 2 clusters Score: Raw -32459.713856 + Penalty 183.998163 = -32275.715693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (458.810214 sec): 3 clusters Score: Raw -32031.335847 + Penalty 367.996325 = -31663.339521 nChanged 331 SP:Iteration 1F (458.865227 sec): 3 clusters Score: Raw -32230.945978 + Penalty 367.996325 = -31862.949653 nChanged 70 SP:Iteration 2F (458.906328 sec): 3 clusters Score: Raw -32276.420549 + Penalty 367.996325 = -31908.424223 nChanged 53 SP:Iteration 3F (458.943135 sec): 3 clusters Score: Raw -32301.632094 + Penalty 367.996325 = -31933.635769 nChanged 36 SP:Iteration 4Q (458.988434 sec): 3 clusters Score: Raw -32321.025119 + Penalty 367.996325 = -31953.028794 nChanged 30 SP:Iteration 5Q (459.020907 sec): 3 clusters Score: Raw -32336.719105 + Penalty 367.996325 = -31968.722779 nChanged 23 SP:Iteration 6Q (459.052391 sec): 3 clusters Score: Raw -32346.336502 + Penalty 367.996325 = -31978.340177 nChanged 17 SP:Iteration 7Q (459.083316 sec): 3 clusters Score: Raw -32353.480969 + Penalty 367.996325 = -31985.484643 nChanged 10 SP:Iteration 8Q (459.114164 sec): 3 clusters Score: Raw -32359.109043 + Penalty 367.996325 = -31991.112718 nChanged 19 SP:Iteration 9Q (459.152444 sec): 3 clusters Score: Raw -32377.083458 + Penalty 367.996325 = -32009.087133 nChanged 24 SP:Iteration 10Q (459.183376 sec): 3 clusters Score: Raw -32402.345664 + Penalty 367.996325 = -32034.349338 nChanged 20 SP:Iteration 11Q (459.214300 sec): 3 clusters Score: Raw -32422.103522 + Penalty 367.996325 = -32054.107197 nChanged 22 SP:Iteration 12Q (459.245226 sec): 3 clusters Score: Raw -32442.692489 + Penalty 367.996325 = -32074.696164 nChanged 17 SP:Iteration 13Q (459.283739 sec): 3 clusters Score: Raw -32451.599035 + Penalty 367.996325 = -32083.602710 nChanged 10 SP:Iteration 14Q (459.334202 sec): 3 clusters Score: Raw -32457.754229 + Penalty 367.996325 = -32089.757904 nChanged 7 SP:Iteration 15Q (459.383235 sec): 3 clusters Score: Raw -32462.474335 + Penalty 367.996325 = -32094.478010 nChanged 7 SP:Iteration 16Q (459.431411 sec): 3 clusters Score: Raw -32467.593660 + Penalty 367.996325 = -32099.597335 nChanged 3 SP:Iteration 17Q (459.483487 sec): 3 clusters Score: Raw -32468.423672 + Penalty 367.996325 = -32100.427346 nChanged 1 SP:Iteration 18Q (459.523170 sec): 3 clusters Score: Raw -32468.750405 + Penalty 367.996325 = -32100.754080 nChanged 1 SP:Iteration 19Q (459.557572 sec): 3 clusters Score: Raw -32468.782707 + Penalty 367.996325 = -32100.786381 nChanged 0 SP:Iteration 20F (459.604053 sec): 3 clusters Score: Raw -32468.782707 + Penalty 367.996325 = -32100.786381 nChanged 0 Trying to split cluster 6 (4216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (459.634147 sec): 2 clusters Score: Raw -148760.445930 + Penalty 229.532657 = -148530.913272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (459.669264 sec): 3 clusters Score: Raw -146197.514314 + Penalty 459.065315 = -145738.448999 nChanged 1915 SP:Iteration 1F (459.714528 sec): 3 clusters Score: Raw -147444.046526 + Penalty 459.065315 = -146984.981211 nChanged 342 SP:Iteration 2F (459.747932 sec): 3 clusters Score: Raw -147671.081159 + Penalty 459.065315 = -147212.015844 nChanged 287 SP:Iteration 3F (459.775723 sec): 3 clusters Score: Raw -147833.874839 + Penalty 459.065315 = -147374.809524 nChanged 224 SP:Iteration 4F (459.810850 sec): 3 clusters Score: Raw -147960.147674 + Penalty 459.065315 = -147501.082359 nChanged 212 SP:Iteration 5F (459.843369 sec): 3 clusters Score: Raw -148068.100998 + Penalty 459.065315 = -147609.035683 nChanged 175 SP:Iteration 6Q (459.878549 sec): 3 clusters Score: Raw -148145.682939 + Penalty 459.065315 = -147686.617624 nChanged 152 SP:Iteration 7Q (459.914276 sec): 3 clusters Score: Raw -148218.120312 + Penalty 459.065315 = -147759.054997 nChanged 142 SP:Iteration 8Q (459.961641 sec): 3 clusters Score: Raw -148283.326546 + Penalty 459.065315 = -147824.261231 nChanged 139 SP:Iteration 9Q (460.001367 sec): 3 clusters Score: Raw -148349.143019 + Penalty 459.065315 = -147890.077704 nChanged 121 SP:Iteration 10Q (460.038764 sec): 3 clusters Score: Raw -148412.853661 + Penalty 459.065315 = -147953.788346 nChanged 115 SP:Iteration 11Q (460.081128 sec): 3 clusters Score: Raw -148476.882318 + Penalty 459.065315 = -148017.817003 nChanged 93 SP:Iteration 12Q (460.124619 sec): 3 clusters Score: Raw -148530.506454 + Penalty 459.065315 = -148071.441139 nChanged 92 SP:Iteration 13Q (460.175177 sec): 3 clusters Score: Raw -148588.073292 + Penalty 459.065315 = -148129.007977 nChanged 72 SP:Iteration 14Q (460.222662 sec): 3 clusters Score: Raw -148630.571392 + Penalty 459.065315 = -148171.506077 nChanged 60 SP:Iteration 15Q (460.268609 sec): 3 clusters Score: Raw -148662.432258 + Penalty 459.065315 = -148203.366943 nChanged 58 SP:Iteration 16Q (460.310147 sec): 3 clusters Score: Raw -148689.753980 + Penalty 459.065315 = -148230.688665 nChanged 60 SP:Iteration 17Q (460.361409 sec): 3 clusters Score: Raw -148715.264693 + Penalty 459.065315 = -148256.199378 nChanged 66 SP:Iteration 18Q (460.412289 sec): 3 clusters Score: Raw -148740.631284 + Penalty 459.065315 = -148281.565969 nChanged 60 SP:Iteration 19Q (460.461533 sec): 3 clusters Score: Raw -148764.870593 + Penalty 459.065315 = -148305.805278 nChanged 48 SP:Iteration 20F (460.511069 sec): 3 clusters Score: Raw -148779.809136 + Penalty 459.065315 = -148320.743821 nChanged 44 SP:Iteration 21Q (460.561427 sec): 3 clusters Score: Raw -148791.326546 + Penalty 459.065315 = -148332.261231 nChanged 43 SP:Iteration 22Q (460.611332 sec): 3 clusters Score: Raw -148801.589923 + Penalty 459.065315 = -148342.524608 nChanged 34 SP:Iteration 23Q (460.662694 sec): 3 clusters Score: Raw -148808.424657 + Penalty 459.065315 = -148349.359342 nChanged 30 SP:Iteration 24Q (460.711734 sec): 3 clusters Score: Raw -148813.795638 + Penalty 459.065315 = -148354.730323 nChanged 27 SP:Iteration 25Q (460.761466 sec): 3 clusters Score: Raw -148819.412317 + Penalty 459.065315 = -148360.347002 nChanged 22 SP:Iteration 26Q (460.809043 sec): 3 clusters Score: Raw -148824.351376 + Penalty 459.065315 = -148365.286061 nChanged 19 SP:Iteration 27Q (460.841751 sec): 3 clusters Score: Raw -148828.801729 + Penalty 459.065315 = -148369.736414 nChanged 19 SP:Iteration 28Q (460.884595 sec): 3 clusters Score: Raw -148832.746522 + Penalty 459.065315 = -148373.681207 nChanged 14 SP:Iteration 29Q (460.917884 sec): 3 clusters Score: Raw -148835.921925 + Penalty 459.065315 = -148376.856610 nChanged 15 SP:Iteration 30Q (460.950522 sec): 3 clusters Score: Raw -148839.041162 + Penalty 459.065315 = -148379.975847 nChanged 12 SP:Iteration 31Q (460.984613 sec): 3 clusters Score: Raw -148841.416176 + Penalty 459.065315 = -148382.350861 nChanged 12 SP:Iteration 32Q (461.018639 sec): 3 clusters Score: Raw -148843.488060 + Penalty 459.065315 = -148384.422745 nChanged 11 SP:Iteration 33Q (461.052674 sec): 3 clusters Score: Raw -148845.351859 + Penalty 459.065315 = -148386.286544 nChanged 8 SP:Iteration 34Q (461.086763 sec): 3 clusters Score: Raw -148846.217890 + Penalty 459.065315 = -148387.152575 nChanged 5 SP:Iteration 35Q (461.124700 sec): 3 clusters Score: Raw -148846.804314 + Penalty 459.065315 = -148387.739000 nChanged 8 SP:Iteration 36Q (461.165740 sec): 3 clusters Score: Raw -148847.309206 + Penalty 459.065315 = -148388.243891 nChanged 4 SP:Iteration 37Q (461.227133 sec): 3 clusters Score: Raw -148847.623707 + Penalty 459.065315 = -148388.558392 nChanged 5 SP:Iteration 38Q (461.266623 sec): 3 clusters Score: Raw -148847.964506 + Penalty 459.065315 = -148388.899191 nChanged 4 SP:Iteration 39Q (461.317814 sec): 3 clusters Score: Raw -148848.352379 + Penalty 459.065315 = -148389.287064 nChanged 7 SP:Iteration 40F (461.362490 sec): 3 clusters Score: Raw -148849.222052 + Penalty 459.065315 = -148390.156737 nChanged 6 SP:Iteration 41Q (461.409665 sec): 3 clusters Score: Raw -148849.635249 + Penalty 459.065315 = -148390.569934 nChanged 3 SP:Iteration 42Q (461.452791 sec): 3 clusters Score: Raw -148849.728674 + Penalty 459.065315 = -148390.663359 nChanged 2 SP:Iteration 43Q (461.491273 sec): 3 clusters Score: Raw -148849.827312 + Penalty 459.065315 = -148390.761997 nChanged 1 SP:Iteration 44Q (461.522604 sec): 3 clusters Score: Raw -148849.867904 + Penalty 459.065315 = -148390.802589 nChanged 1 SP:Iteration 45Q (461.557439 sec): 3 clusters Score: Raw -148849.897414 + Penalty 459.065315 = -148390.832099 nChanged 2 SP:Iteration 46Q (461.588230 sec): 3 clusters Score: Raw -148850.000320 + Penalty 459.065315 = -148390.935005 nChanged 2 SP:Iteration 47Q (461.622927 sec): 3 clusters Score: Raw -148850.180588 + Penalty 459.065315 = -148391.115273 nChanged 2 SP:Iteration 48Q (461.657606 sec): 3 clusters Score: Raw -148850.331644 + Penalty 459.065315 = -148391.266329 nChanged 1 SP:Iteration 49Q (461.692284 sec): 3 clusters Score: Raw -148850.421463 + Penalty 459.065315 = -148391.356148 nChanged 1 SP:Iteration 50Q (461.723055 sec): 3 clusters Score: Raw -148850.620923 + Penalty 459.065315 = -148391.555608 nChanged 2 SP:Iteration 51Q (461.757577 sec): 3 clusters Score: Raw -148851.540783 + Penalty 459.065315 = -148392.475468 nChanged 4 SP:Iteration 52Q (461.788607 sec): 3 clusters Score: Raw -148852.178822 + Penalty 459.065315 = -148393.113507 nChanged 5 SP:Iteration 53Q (461.823241 sec): 3 clusters Score: Raw -148852.874242 + Penalty 459.065315 = -148393.808927 nChanged 4 SP:Iteration 54Q (461.854032 sec): 3 clusters Score: Raw -148853.664841 + Penalty 459.065315 = -148394.599526 nChanged 3 SP:Iteration 55Q (461.894697 sec): 3 clusters Score: Raw -148853.928178 + Penalty 459.065315 = -148394.862863 nChanged 1 SP:Iteration 56Q (461.930852 sec): 3 clusters Score: Raw -148853.980051 + Penalty 459.065315 = -148394.914736 nChanged 1 SP:Iteration 57Q (461.966592 sec): 3 clusters Score: Raw -148853.995100 + Penalty 459.065315 = -148394.929785 nChanged 0 SP:Iteration 58F (461.995442 sec): 3 clusters Score: Raw -148853.995100 + Penalty 459.065315 = -148394.929785 nChanged 0 Trying to split cluster 7 (5758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (462.030954 sec): 2 clusters Score: Raw -194326.771632 + Penalty 238.104500 = -194088.667131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (462.071771 sec): 3 clusters Score: Raw -190714.480202 + Penalty 476.209001 = -190238.271201 nChanged 2638 SP:Iteration 1F (462.125348 sec): 3 clusters Score: Raw -192322.050198 + Penalty 476.209001 = -191845.841197 nChanged 414 SP:Iteration 2F (462.169881 sec): 3 clusters Score: Raw -192554.481260 + Penalty 476.209001 = -192078.272259 nChanged 384 SP:Iteration 3F (462.214159 sec): 3 clusters Score: Raw -192795.955847 + Penalty 476.209001 = -192319.746846 nChanged 350 SP:Iteration 4F (462.259610 sec): 3 clusters Score: Raw -193034.222888 + Penalty 476.209001 = -192558.013887 nChanged 301 SP:Iteration 5F (462.305573 sec): 3 clusters Score: Raw -193243.455515 + Penalty 476.209001 = -192767.246514 nChanged 266 SP:Iteration 6Q (462.357453 sec): 3 clusters Score: Raw -193412.151974 + Penalty 476.209001 = -192935.942973 nChanged 215 SP:Iteration 7Q (462.408837 sec): 3 clusters Score: Raw -193560.793890 + Penalty 476.209001 = -193084.584889 nChanged 180 SP:Iteration 8Q (462.454642 sec): 3 clusters Score: Raw -193658.018884 + Penalty 476.209001 = -193181.809883 nChanged 124 SP:Iteration 9Q (462.506807 sec): 3 clusters Score: Raw -193707.286834 + Penalty 476.209001 = -193231.077833 nChanged 83 SP:Iteration 10Q (462.554365 sec): 3 clusters Score: Raw -193734.299176 + Penalty 476.209001 = -193258.090176 nChanged 67 SP:Iteration 11Q (462.594658 sec): 3 clusters Score: Raw -193756.605048 + Penalty 476.209001 = -193280.396047 nChanged 72 SP:Iteration 12Q (462.647085 sec): 3 clusters Score: Raw -193778.010345 + Penalty 476.209001 = -193301.801345 nChanged 55 SP:Iteration 13Q (462.699267 sec): 3 clusters Score: Raw -193793.761418 + Penalty 476.209001 = -193317.552417 nChanged 61 SP:Iteration 14Q (462.746589 sec): 3 clusters Score: Raw -193814.740447 + Penalty 476.209001 = -193338.531446 nChanged 71 SP:Iteration 15Q (462.787174 sec): 3 clusters Score: Raw -193843.104300 + Penalty 476.209001 = -193366.895299 nChanged 70 SP:Iteration 16Q (462.837673 sec): 3 clusters Score: Raw -193870.972813 + Penalty 476.209001 = -193394.763812 nChanged 72 SP:Iteration 17Q (462.899107 sec): 3 clusters Score: Raw -193897.456254 + Penalty 476.209001 = -193421.247253 nChanged 74 SP:Iteration 18Q (462.951281 sec): 3 clusters Score: Raw -193924.053006 + Penalty 476.209001 = -193447.844005 nChanged 68 SP:Iteration 19Q (462.981610 sec): 3 clusters Score: Raw -193947.542632 + Penalty 476.209001 = -193471.333631 nChanged 67 SP:Iteration 20F (463.025339 sec): 3 clusters Score: Raw -193970.399012 + Penalty 476.209001 = -193494.190011 nChanged 73 SP:Iteration 21Q (463.068715 sec): 3 clusters Score: Raw -194001.543344 + Penalty 476.209001 = -193525.334343 nChanged 73 SP:Iteration 22Q (463.120777 sec): 3 clusters Score: Raw -194032.075439 + Penalty 476.209001 = -193555.866438 nChanged 74 SP:Iteration 23Q (463.161974 sec): 3 clusters Score: Raw -194063.746792 + Penalty 476.209001 = -193587.537791 nChanged 59 SP:Iteration 24Q (463.213443 sec): 3 clusters Score: Raw -194082.547996 + Penalty 476.209001 = -193606.338996 nChanged 60 SP:Iteration 25Q (463.265205 sec): 3 clusters Score: Raw -194105.769472 + Penalty 476.209001 = -193629.560471 nChanged 65 SP:Iteration 26Q (463.285182 sec): 3 clusters Score: Raw -194128.565490 + Penalty 476.209001 = -193652.356489 nChanged 56 SP:Iteration 27Q (463.296600 sec): 3 clusters Score: Raw -194147.694714 + Penalty 476.209001 = -193671.485713 nChanged 48 SP:Iteration 28Q (463.340924 sec): 3 clusters Score: Raw -194167.647916 + Penalty 476.209001 = -193691.438915 nChanged 35 SP:Iteration 29Q (463.392647 sec): 3 clusters Score: Raw -194179.304012 + Penalty 476.209001 = -193703.095011 nChanged 32 SP:Iteration 30Q (463.440367 sec): 3 clusters Score: Raw -194191.444620 + Penalty 476.209001 = -193715.235619 nChanged 32 SP:Iteration 31Q (463.486732 sec): 3 clusters Score: Raw -194201.811064 + Penalty 476.209001 = -193725.602063 nChanged 26 SP:Iteration 32Q (463.533311 sec): 3 clusters Score: Raw -194208.506585 + Penalty 476.209001 = -193732.297584 nChanged 22 SP:Iteration 33Q (463.575906 sec): 3 clusters Score: Raw -194215.384528 + Penalty 476.209001 = -193739.175527 nChanged 21 SP:Iteration 34Q (463.614709 sec): 3 clusters Score: Raw -194222.844588 + Penalty 476.209001 = -193746.635587 nChanged 21 SP:Iteration 35Q (463.626130 sec): 3 clusters Score: Raw -194232.809924 + Penalty 476.209001 = -193756.600923 nChanged 22 SP:Iteration 36Q (463.637447 sec): 3 clusters Score: Raw -194243.606768 + Penalty 476.209001 = -193767.397767 nChanged 22 SP:Iteration 37Q (463.679982 sec): 3 clusters Score: Raw -194250.941589 + Penalty 476.209001 = -193774.732588 nChanged 21 SP:Iteration 38Q (463.724386 sec): 3 clusters Score: Raw -194258.980576 + Penalty 476.209001 = -193782.771575 nChanged 18 SP:Iteration 39Q (463.759981 sec): 3 clusters Score: Raw -194267.637601 + Penalty 476.209001 = -193791.428600 nChanged 27 SP:Iteration 40F (463.805714 sec): 3 clusters Score: Raw -194278.358383 + Penalty 476.209001 = -193802.149382 nChanged 18 SP:Iteration 41Q (463.846758 sec): 3 clusters Score: Raw -194289.095355 + Penalty 476.209001 = -193812.886354 nChanged 22 SP:Iteration 42Q (463.882882 sec): 3 clusters Score: Raw -194304.667033 + Penalty 476.209001 = -193828.458032 nChanged 17 SP:Iteration 43Q (463.919234 sec): 3 clusters Score: Raw -194320.941999 + Penalty 476.209001 = -193844.732998 nChanged 25 SP:Iteration 44Q (463.955548 sec): 3 clusters Score: Raw -194345.629094 + Penalty 476.209001 = -193869.420093 nChanged 18 SP:Iteration 45Q (463.999277 sec): 3 clusters Score: Raw -194357.968333 + Penalty 476.209001 = -193881.759332 nChanged 15 SP:Iteration 46Q (464.035527 sec): 3 clusters Score: Raw -194364.970856 + Penalty 476.209001 = -193888.761855 nChanged 9 SP:Iteration 47Q (464.069529 sec): 3 clusters Score: Raw -194367.670269 + Penalty 476.209001 = -193891.461268 nChanged 8 SP:Iteration 48Q (464.111113 sec): 3 clusters Score: Raw -194369.877575 + Penalty 476.209001 = -193893.668574 nChanged 4 SP:Iteration 49Q (464.162116 sec): 3 clusters Score: Raw -194370.465872 + Penalty 476.209001 = -193894.256871 nChanged 3 SP:Iteration 50Q (464.212870 sec): 3 clusters Score: Raw -194370.974267 + Penalty 476.209001 = -193894.765267 nChanged 4 SP:Iteration 51Q (464.259130 sec): 3 clusters Score: Raw -194372.141067 + Penalty 476.209001 = -193895.932066 nChanged 7 SP:Iteration 52Q (464.310840 sec): 3 clusters Score: Raw -194374.342071 + Penalty 476.209001 = -193898.133070 nChanged 5 SP:Iteration 53Q (464.362863 sec): 3 clusters Score: Raw -194375.432528 + Penalty 476.209001 = -193899.223527 nChanged 2 SP:Iteration 54Q (464.417414 sec): 3 clusters Score: Raw -194376.104971 + Penalty 476.209001 = -193899.895970 nChanged 3 SP:Iteration 55Q (464.452694 sec): 3 clusters Score: Raw -194378.021183 + Penalty 476.209001 = -193901.812182 nChanged 2 SP:Iteration 56Q (464.490737 sec): 3 clusters Score: Raw -194378.652529 + Penalty 476.209001 = -193902.443528 nChanged 0 SP:Iteration 57F (464.519469 sec): 3 clusters Score: Raw -194378.652529 + Penalty 476.209001 = -193902.443528 nChanged 0 Trying to split cluster 8 (1424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (464.543935 sec): 2 clusters Score: Raw -51552.179342 + Penalty 199.683690 = -51352.495652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (464.597750 sec): 3 clusters Score: Raw -50749.833999 + Penalty 399.367380 = -50350.466619 nChanged 622 SP:Iteration 1F (464.630210 sec): 3 clusters Score: Raw -51166.488380 + Penalty 399.367380 = -50767.121000 nChanged 137 SP:Iteration 2F (464.665709 sec): 3 clusters Score: Raw -51276.469665 + Penalty 399.367380 = -50877.102285 nChanged 98 SP:Iteration 3F (464.694174 sec): 3 clusters Score: Raw -51341.528705 + Penalty 399.367380 = -50942.161325 nChanged 92 SP:Iteration 4F (464.727189 sec): 3 clusters Score: Raw -51407.877310 + Penalty 399.367380 = -51008.509930 nChanged 66 SP:Iteration 5Q (464.758485 sec): 3 clusters Score: Raw -51455.491776 + Penalty 399.367380 = -51056.124396 nChanged 37 SP:Iteration 6Q (464.789759 sec): 3 clusters Score: Raw -51471.622719 + Penalty 399.367380 = -51072.255339 nChanged 40 SP:Iteration 7Q (464.821102 sec): 3 clusters Score: Raw -51485.906499 + Penalty 399.367380 = -51086.539119 nChanged 28 SP:Iteration 8Q (464.850107 sec): 3 clusters Score: Raw -51495.539746 + Penalty 399.367380 = -51096.172365 nChanged 16 SP:Iteration 9Q (464.888009 sec): 3 clusters Score: Raw -51501.872147 + Penalty 399.367380 = -51102.504767 nChanged 19 SP:Iteration 10Q (464.926249 sec): 3 clusters Score: Raw -51510.599885 + Penalty 399.367380 = -51111.232505 nChanged 18 SP:Iteration 11Q (464.950406 sec): 3 clusters Score: Raw -51515.022238 + Penalty 399.367380 = -51115.654858 nChanged 7 SP:Iteration 12Q (464.991847 sec): 3 clusters Score: Raw -51516.505468 + Penalty 399.367380 = -51117.138088 nChanged 6 SP:Iteration 13Q (465.046116 sec): 3 clusters Score: Raw -51517.731260 + Penalty 399.367380 = -51118.363880 nChanged 6 SP:Iteration 14Q (465.086039 sec): 3 clusters Score: Raw -51520.226276 + Penalty 399.367380 = -51120.858896 nChanged 6 SP:Iteration 15Q (465.124545 sec): 3 clusters Score: Raw -51523.143086 + Penalty 399.367380 = -51123.775706 nChanged 4 SP:Iteration 16Q (465.158720 sec): 3 clusters Score: Raw -51525.105167 + Penalty 399.367380 = -51125.737787 nChanged 4 SP:Iteration 17Q (465.190401 sec): 3 clusters Score: Raw -51526.228035 + Penalty 399.367380 = -51126.860655 nChanged 3 SP:Iteration 18Q (465.228884 sec): 3 clusters Score: Raw -51526.581301 + Penalty 399.367380 = -51127.213921 nChanged 1 SP:Iteration 19Q (465.264391 sec): 3 clusters Score: Raw -51527.174644 + Penalty 399.367380 = -51127.807264 nChanged 3 SP:Iteration 20F (465.295874 sec): 3 clusters Score: Raw -51527.504435 + Penalty 399.367380 = -51128.137055 nChanged 1 SP:Iteration 21Q (465.334317 sec): 3 clusters Score: Raw -51527.523450 + Penalty 399.367380 = -51128.156070 nChanged 0 SP:Iteration 22F (465.377818 sec): 3 clusters Score: Raw -51527.523450 + Penalty 399.367380 = -51128.156070 nChanged 0 Trying to split cluster 9 (1301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (465.397810 sec): 2 clusters Score: Raw -43958.164910 + Penalty 197.199433 = -43760.965477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (465.431224 sec): 3 clusters Score: Raw -43215.063724 + Penalty 394.398866 = -42820.664857 nChanged 559 SP:Iteration 1F (465.458747 sec): 3 clusters Score: Raw -43604.139318 + Penalty 394.398866 = -43209.740452 nChanged 106 SP:Iteration 2F (465.507637 sec): 3 clusters Score: Raw -43692.427969 + Penalty 394.398866 = -43298.029103 nChanged 88 SP:Iteration 3F (465.541801 sec): 3 clusters Score: Raw -43758.619245 + Penalty 394.398866 = -43364.220378 nChanged 69 SP:Iteration 4F (465.581924 sec): 3 clusters Score: Raw -43810.259415 + Penalty 394.398866 = -43415.860549 nChanged 56 SP:Iteration 5Q (465.625160 sec): 3 clusters Score: Raw -43857.496668 + Penalty 394.398866 = -43463.097802 nChanged 53 SP:Iteration 6Q (465.669172 sec): 3 clusters Score: Raw -43899.539970 + Penalty 394.398866 = -43505.141103 nChanged 35 SP:Iteration 7Q (465.697848 sec): 3 clusters Score: Raw -43928.988028 + Penalty 394.398866 = -43534.589162 nChanged 33 SP:Iteration 8Q (465.730912 sec): 3 clusters Score: Raw -43956.498510 + Penalty 394.398866 = -43562.099644 nChanged 21 SP:Iteration 9Q (465.760999 sec): 3 clusters Score: Raw -43970.748069 + Penalty 394.398866 = -43576.349202 nChanged 14 SP:Iteration 10Q (465.804423 sec): 3 clusters Score: Raw -43979.527818 + Penalty 394.398866 = -43585.128952 nChanged 12 SP:Iteration 11Q (465.852618 sec): 3 clusters Score: Raw -43984.635122 + Penalty 394.398866 = -43590.236256 nChanged 5 SP:Iteration 12Q (465.902572 sec): 3 clusters Score: Raw -43986.899297 + Penalty 394.398866 = -43592.500430 nChanged 5 SP:Iteration 13Q (465.950953 sec): 3 clusters Score: Raw -43988.098893 + Penalty 394.398866 = -43593.700026 nChanged 4 SP:Iteration 14Q (465.995032 sec): 3 clusters Score: Raw -43989.018988 + Penalty 394.398866 = -43594.620122 nChanged 3 SP:Iteration 15Q (466.043263 sec): 3 clusters Score: Raw -43989.943159 + Penalty 394.398866 = -43595.544293 nChanged 1 SP:Iteration 16Q (466.091389 sec): 3 clusters Score: Raw -43990.074948 + Penalty 394.398866 = -43595.676082 nChanged 1 SP:Iteration 17Q (466.123975 sec): 3 clusters Score: Raw -43990.150212 + Penalty 394.398866 = -43595.751346 nChanged 0 SP:Iteration 18F (466.158213 sec): 3 clusters Score: Raw -43990.150212 + Penalty 394.398866 = -43595.751346 nChanged 0 Trying to split cluster 10 (3693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (466.188767 sec): 2 clusters Score: Raw -124683.811109 + Penalty 225.890346 = -124457.920762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (466.231173 sec): 3 clusters Score: Raw -122402.609174 + Penalty 451.780693 = -121950.828481 nChanged 1730 SP:Iteration 1F (466.261873 sec): 3 clusters Score: Raw -123550.577981 + Penalty 451.780693 = -123098.797288 nChanged 327 SP:Iteration 2F (466.301203 sec): 3 clusters Score: Raw -123834.558439 + Penalty 451.780693 = -123382.777746 nChanged 296 SP:Iteration 3F (466.333861 sec): 3 clusters Score: Raw -124069.407126 + Penalty 451.780693 = -123617.626433 nChanged 225 SP:Iteration 4F (466.370100 sec): 3 clusters Score: Raw -124234.956167 + Penalty 451.780693 = -123783.175474 nChanged 188 SP:Iteration 5F (466.403039 sec): 3 clusters Score: Raw -124341.506578 + Penalty 451.780693 = -123889.725885 nChanged 134 SP:Iteration 6Q (466.443696 sec): 3 clusters Score: Raw -124400.954518 + Penalty 451.780693 = -123949.173825 nChanged 97 SP:Iteration 7Q (466.483739 sec): 3 clusters Score: Raw -124435.788381 + Penalty 451.780693 = -123984.007688 nChanged 65 SP:Iteration 8Q (466.513701 sec): 3 clusters Score: Raw -124450.947367 + Penalty 451.780693 = -123999.166674 nChanged 40 SP:Iteration 9Q (466.561163 sec): 3 clusters Score: Raw -124458.510399 + Penalty 451.780693 = -124006.729706 nChanged 37 SP:Iteration 10Q (466.605503 sec): 3 clusters Score: Raw -124465.851325 + Penalty 451.780693 = -124014.070632 nChanged 30 SP:Iteration 11Q (466.638764 sec): 3 clusters Score: Raw -124472.420014 + Penalty 451.780693 = -124020.639321 nChanged 26 SP:Iteration 12Q (466.680220 sec): 3 clusters Score: Raw -124478.851927 + Penalty 451.780693 = -124027.071235 nChanged 24 SP:Iteration 13Q (466.729127 sec): 3 clusters Score: Raw -124484.228954 + Penalty 451.780693 = -124032.448261 nChanged 21 SP:Iteration 14Q (466.785048 sec): 3 clusters Score: Raw -124489.867177 + Penalty 451.780693 = -124038.086484 nChanged 19 SP:Iteration 15Q (466.810384 sec): 3 clusters Score: Raw -124493.289365 + Penalty 451.780693 = -124041.508673 nChanged 19 SP:Iteration 16Q (466.851024 sec): 3 clusters Score: Raw -124497.690709 + Penalty 451.780693 = -124045.910017 nChanged 27 SP:Iteration 17Q (466.905350 sec): 3 clusters Score: Raw -124506.461089 + Penalty 451.780693 = -124054.680396 nChanged 32 SP:Iteration 18Q (466.940570 sec): 3 clusters Score: Raw -124516.412692 + Penalty 451.780693 = -124064.631999 nChanged 27 SP:Iteration 19Q (466.974488 sec): 3 clusters Score: Raw -124524.258161 + Penalty 451.780693 = -124072.477468 nChanged 28 SP:Iteration 20F (467.009204 sec): 3 clusters Score: Raw -124531.221427 + Penalty 451.780693 = -124079.440734 nChanged 32 SP:Iteration 21Q (467.043109 sec): 3 clusters Score: Raw -124537.826928 + Penalty 451.780693 = -124086.046235 nChanged 20 SP:Iteration 22Q (467.080034 sec): 3 clusters Score: Raw -124543.705205 + Penalty 451.780693 = -124091.924512 nChanged 27 SP:Iteration 23Q (467.116944 sec): 3 clusters Score: Raw -124552.491685 + Penalty 451.780693 = -124100.710992 nChanged 26 SP:Iteration 24Q (467.152546 sec): 3 clusters Score: Raw -124560.416860 + Penalty 451.780693 = -124108.636167 nChanged 29 SP:Iteration 25Q (467.184494 sec): 3 clusters Score: Raw -124568.308765 + Penalty 451.780693 = -124116.528072 nChanged 36 SP:Iteration 26Q (467.218865 sec): 3 clusters Score: Raw -124579.363299 + Penalty 451.780693 = -124127.582606 nChanged 36 SP:Iteration 27Q (467.253768 sec): 3 clusters Score: Raw -124591.138177 + Penalty 451.780693 = -124139.357484 nChanged 47 SP:Iteration 28Q (467.291353 sec): 3 clusters Score: Raw -124604.642255 + Penalty 451.780693 = -124152.861562 nChanged 42 SP:Iteration 29Q (467.339266 sec): 3 clusters Score: Raw -124615.378721 + Penalty 451.780693 = -124163.598028 nChanged 38 SP:Iteration 30Q (467.384027 sec): 3 clusters Score: Raw -124625.036374 + Penalty 451.780693 = -124173.255681 nChanged 42 SP:Iteration 31Q (467.425823 sec): 3 clusters Score: Raw -124635.014484 + Penalty 451.780693 = -124183.233791 nChanged 29 SP:Iteration 32Q (467.473270 sec): 3 clusters Score: Raw -124640.946895 + Penalty 451.780693 = -124189.166202 nChanged 32 SP:Iteration 33Q (467.535325 sec): 3 clusters Score: Raw -124647.948249 + Penalty 451.780693 = -124196.167557 nChanged 26 SP:Iteration 34Q (467.560508 sec): 3 clusters Score: Raw -124653.382191 + Penalty 451.780693 = -124201.601498 nChanged 20 SP:Iteration 35Q (467.576230 sec): 3 clusters Score: Raw -124656.964669 + Penalty 451.780693 = -124205.183976 nChanged 21 SP:Iteration 36Q (467.583988 sec): 3 clusters Score: Raw -124661.723210 + Penalty 451.780693 = -124209.942518 nChanged 24 SP:Iteration 37Q (467.591709 sec): 3 clusters Score: Raw -124667.302477 + Penalty 451.780693 = -124215.521784 nChanged 27 SP:Iteration 38Q (467.600282 sec): 3 clusters Score: Raw -124673.138259 + Penalty 451.780693 = -124221.357566 nChanged 25 SP:Iteration 39Q (467.608042 sec): 3 clusters Score: Raw -124678.232084 + Penalty 451.780693 = -124226.451391 nChanged 24 SP:Iteration 40F (467.615661 sec): 3 clusters Score: Raw -124683.023201 + Penalty 451.780693 = -124231.242508 nChanged 26 SP:Iteration 41Q (467.623169 sec): 3 clusters Score: Raw -124688.063380 + Penalty 451.780693 = -124236.282687 nChanged 23 SP:Iteration 42Q (467.630733 sec): 3 clusters Score: Raw -124692.968712 + Penalty 451.780693 = -124241.188019 nChanged 25 SP:Iteration 43Q (467.638279 sec): 3 clusters Score: Raw -124699.706798 + Penalty 451.780693 = -124247.926106 nChanged 31 SP:Iteration 44Q (467.645789 sec): 3 clusters Score: Raw -124709.314518 + Penalty 451.780693 = -124257.533825 nChanged 22 SP:Iteration 45Q (467.686250 sec): 3 clusters Score: Raw -124713.910860 + Penalty 451.780693 = -124262.130167 nChanged 23 SP:Iteration 46Q (467.730111 sec): 3 clusters Score: Raw -124718.305735 + Penalty 451.780693 = -124266.525042 nChanged 20 SP:Iteration 47Q (467.786092 sec): 3 clusters Score: Raw -124722.255179 + Penalty 451.780693 = -124270.474487 nChanged 18 SP:Iteration 48Q (467.830267 sec): 3 clusters Score: Raw -124724.872600 + Penalty 451.780693 = -124273.091907 nChanged 13 SP:Iteration 49Q (467.874657 sec): 3 clusters Score: Raw -124727.141774 + Penalty 451.780693 = -124275.361082 nChanged 13 SP:Iteration 50Q (467.909270 sec): 3 clusters Score: Raw -124730.043538 + Penalty 451.780693 = -124278.262845 nChanged 11 SP:Iteration 51Q (467.960711 sec): 3 clusters Score: Raw -124732.701708 + Penalty 451.780693 = -124280.921016 nChanged 12 SP:Iteration 52Q (468.009862 sec): 3 clusters Score: Raw -124735.262119 + Penalty 451.780693 = -124283.481426 nChanged 19 SP:Iteration 53Q (468.045105 sec): 3 clusters Score: Raw -124738.350839 + Penalty 451.780693 = -124286.570146 nChanged 9 SP:Iteration 54Q (468.082284 sec): 3 clusters Score: Raw -124740.436313 + Penalty 451.780693 = -124288.655621 nChanged 13 SP:Iteration 55Q (468.114970 sec): 3 clusters Score: Raw -124743.282501 + Penalty 451.780693 = -124291.501808 nChanged 10 SP:Iteration 56Q (468.147615 sec): 3 clusters Score: Raw -124745.045856 + Penalty 451.780693 = -124293.265163 nChanged 7 SP:Iteration 57Q (468.182223 sec): 3 clusters Score: Raw -124746.335115 + Penalty 451.780693 = -124294.554422 nChanged 5 SP:Iteration 58Q (468.224444 sec): 3 clusters Score: Raw -124747.260536 + Penalty 451.780693 = -124295.479843 nChanged 6 SP:Iteration 59Q (468.258540 sec): 3 clusters Score: Raw -124748.178806 + Penalty 451.780693 = -124296.398113 nChanged 4 SP:Iteration 60F (468.294980 sec): 3 clusters Score: Raw -124748.843171 + Penalty 451.780693 = -124297.062478 nChanged 5 SP:Iteration 61Q (468.331539 sec): 3 clusters Score: Raw -124750.037751 + Penalty 451.780693 = -124298.257058 nChanged 7 SP:Iteration 62Q (468.370207 sec): 3 clusters Score: Raw -124750.856732 + Penalty 451.780693 = -124299.076040 nChanged 3 SP:Iteration 63Q (468.420285 sec): 3 clusters Score: Raw -124751.028448 + Penalty 451.780693 = -124299.247755 nChanged 2 SP:Iteration 64Q (468.463480 sec): 3 clusters Score: Raw -124751.245961 + Penalty 451.780693 = -124299.465268 nChanged 1 SP:Iteration 65Q (468.522649 sec): 3 clusters Score: Raw -124751.375776 + Penalty 451.780693 = -124299.595083 nChanged 3 SP:Iteration 66Q (468.558676 sec): 3 clusters Score: Raw -124751.723996 + Penalty 451.780693 = -124299.943303 nChanged 1 SP:Iteration 67Q (468.602207 sec): 3 clusters Score: Raw -124751.832769 + Penalty 451.780693 = -124300.052076 nChanged 0 SP:Iteration 68F (468.638079 sec): 3 clusters Score: Raw -124751.832769 + Penalty 451.780693 = -124300.052076 nChanged 0 Trying to split cluster 11 (4251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (468.660176 sec): 2 clusters Score: Raw -176211.536231 + Penalty 229.760012 = -175981.776219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (468.706219 sec): 3 clusters Score: Raw -173567.513884 + Penalty 459.520024 = -173107.993860 nChanged 1997 SP:Iteration 1F (468.743857 sec): 3 clusters Score: Raw -174868.762760 + Penalty 459.520024 = -174409.242735 nChanged 320 SP:Iteration 2F (468.789710 sec): 3 clusters Score: Raw -175133.022956 + Penalty 459.520024 = -174673.502932 nChanged 334 SP:Iteration 3F (468.824186 sec): 3 clusters Score: Raw -175456.132143 + Penalty 459.520024 = -174996.612118 nChanged 311 SP:Iteration 4F (468.855784 sec): 3 clusters Score: Raw -175729.573310 + Penalty 459.520024 = -175270.053286 nChanged 237 SP:Iteration 5F (468.906727 sec): 3 clusters Score: Raw -175883.567643 + Penalty 459.520024 = -175424.047619 nChanged 173 SP:Iteration 6Q (468.943434 sec): 3 clusters Score: Raw -175982.904623 + Penalty 459.520024 = -175523.384599 nChanged 131 SP:Iteration 7Q (468.974931 sec): 3 clusters Score: Raw -176049.436660 + Penalty 459.520024 = -175589.916636 nChanged 117 SP:Iteration 8Q (469.026073 sec): 3 clusters Score: Raw -176116.940517 + Penalty 459.520024 = -175657.420493 nChanged 110 SP:Iteration 9Q (469.061194 sec): 3 clusters Score: Raw -176166.249603 + Penalty 459.520024 = -175706.729579 nChanged 66 SP:Iteration 10Q (469.096168 sec): 3 clusters Score: Raw -176191.689891 + Penalty 459.520024 = -175732.169867 nChanged 63 SP:Iteration 11Q (469.131805 sec): 3 clusters Score: Raw -176214.137487 + Penalty 459.520024 = -175754.617463 nChanged 62 SP:Iteration 12Q (469.175860 sec): 3 clusters Score: Raw -176229.409222 + Penalty 459.520024 = -175769.889198 nChanged 41 SP:Iteration 13Q (469.219543 sec): 3 clusters Score: Raw -176239.904689 + Penalty 459.520024 = -175780.384665 nChanged 34 SP:Iteration 14Q (469.269906 sec): 3 clusters Score: Raw -176247.354519 + Penalty 459.520024 = -175787.834495 nChanged 24 SP:Iteration 15Q (469.315903 sec): 3 clusters Score: Raw -176252.838640 + Penalty 459.520024 = -175793.318616 nChanged 23 SP:Iteration 16Q (469.351827 sec): 3 clusters Score: Raw -176258.531260 + Penalty 459.520024 = -175799.011236 nChanged 34 SP:Iteration 17Q (469.398203 sec): 3 clusters Score: Raw -176266.605774 + Penalty 459.520024 = -175807.085750 nChanged 27 SP:Iteration 18Q (469.450112 sec): 3 clusters Score: Raw -176273.050294 + Penalty 459.520024 = -175813.530270 nChanged 28 SP:Iteration 19Q (469.502965 sec): 3 clusters Score: Raw -176278.609187 + Penalty 459.520024 = -175819.089163 nChanged 25 SP:Iteration 20F (469.553200 sec): 3 clusters Score: Raw -176282.693244 + Penalty 459.520024 = -175823.173220 nChanged 19 SP:Iteration 21Q (469.598191 sec): 3 clusters Score: Raw -176284.924184 + Penalty 459.520024 = -175825.404160 nChanged 14 SP:Iteration 22Q (469.652607 sec): 3 clusters Score: Raw -176286.349589 + Penalty 459.520024 = -175826.829565 nChanged 17 SP:Iteration 23Q (469.685536 sec): 3 clusters Score: Raw -176288.469529 + Penalty 459.520024 = -175828.949505 nChanged 16 SP:Iteration 24Q (469.731475 sec): 3 clusters Score: Raw -176290.765692 + Penalty 459.520024 = -175831.245668 nChanged 16 SP:Iteration 25Q (469.770119 sec): 3 clusters Score: Raw -176292.771595 + Penalty 459.520024 = -175833.251571 nChanged 14 SP:Iteration 26Q (469.801182 sec): 3 clusters Score: Raw -176295.488279 + Penalty 459.520024 = -175835.968255 nChanged 18 SP:Iteration 27Q (469.835646 sec): 3 clusters Score: Raw -176299.050883 + Penalty 459.520024 = -175839.530859 nChanged 13 SP:Iteration 28Q (469.872066 sec): 3 clusters Score: Raw -176300.863557 + Penalty 459.520024 = -175841.343533 nChanged 10 SP:Iteration 29Q (469.926259 sec): 3 clusters Score: Raw -176302.128842 + Penalty 459.520024 = -175842.608818 nChanged 7 SP:Iteration 30Q (469.960822 sec): 3 clusters Score: Raw -176303.025927 + Penalty 459.520024 = -175843.505903 nChanged 14 SP:Iteration 31Q (470.000013 sec): 3 clusters Score: Raw -176306.520343 + Penalty 459.520024 = -175847.000319 nChanged 18 SP:Iteration 32Q (470.040864 sec): 3 clusters Score: Raw -176309.892476 + Penalty 459.520024 = -175850.372452 nChanged 18 SP:Iteration 33Q (470.073347 sec): 3 clusters Score: Raw -176313.789643 + Penalty 459.520024 = -175854.269619 nChanged 14 SP:Iteration 34Q (470.125891 sec): 3 clusters Score: Raw -176317.104099 + Penalty 459.520024 = -175857.584075 nChanged 16 SP:Iteration 35Q (470.165466 sec): 3 clusters Score: Raw -176320.895887 + Penalty 459.520024 = -175861.375863 nChanged 17 SP:Iteration 36Q (470.216034 sec): 3 clusters Score: Raw -176323.147475 + Penalty 459.520024 = -175863.627451 nChanged 11 SP:Iteration 37Q (470.276713 sec): 3 clusters Score: Raw -176324.657474 + Penalty 459.520024 = -175865.137450 nChanged 11 SP:Iteration 38Q (470.317474 sec): 3 clusters Score: Raw -176326.150709 + Penalty 459.520024 = -175866.630685 nChanged 11 SP:Iteration 39Q (470.349173 sec): 3 clusters Score: Raw -176328.025636 + Penalty 459.520024 = -175868.505612 nChanged 8 SP:Iteration 40F (470.380610 sec): 3 clusters Score: Raw -176328.990741 + Penalty 459.520024 = -175869.470717 nChanged 3 SP:Iteration 41Q (470.429070 sec): 3 clusters Score: Raw -176329.310559 + Penalty 459.520024 = -175869.790535 nChanged 3 SP:Iteration 42Q (470.463805 sec): 3 clusters Score: Raw -176329.612694 + Penalty 459.520024 = -175870.092670 nChanged 3 SP:Iteration 43Q (470.498157 sec): 3 clusters Score: Raw -176329.804537 + Penalty 459.520024 = -175870.284513 nChanged 5 SP:Iteration 44Q (470.532703 sec): 3 clusters Score: Raw -176330.535345 + Penalty 459.520024 = -175871.015321 nChanged 8 SP:Iteration 45Q (470.559977 sec): 3 clusters Score: Raw -176331.273075 + Penalty 459.520024 = -175871.753051 nChanged 5 SP:Iteration 46Q (470.594522 sec): 3 clusters Score: Raw -176331.676610 + Penalty 459.520024 = -175872.156586 nChanged 4 SP:Iteration 47Q (470.630822 sec): 3 clusters Score: Raw -176331.858696 + Penalty 459.520024 = -175872.338672 nChanged 3 SP:Iteration 48Q (470.676882 sec): 3 clusters Score: Raw -176331.993290 + Penalty 459.520024 = -175872.473266 nChanged 1 SP:Iteration 49Q (470.711558 sec): 3 clusters Score: Raw -176332.040798 + Penalty 459.520024 = -175872.520774 nChanged 1 SP:Iteration 50Q (470.747580 sec): 3 clusters Score: Raw -176332.121699 + Penalty 459.520024 = -175872.601675 nChanged 1 SP:Iteration 51Q (470.782060 sec): 3 clusters Score: Raw -176332.140231 + Penalty 459.520024 = -175872.620207 nChanged 3 SP:Iteration 52Q (470.830735 sec): 3 clusters Score: Raw -176332.237549 + Penalty 459.520024 = -175872.717525 nChanged 5 SP:Iteration 53Q (470.865617 sec): 3 clusters Score: Raw -176332.504039 + Penalty 459.520024 = -175872.984014 nChanged 5 SP:Iteration 54Q (470.900809 sec): 3 clusters Score: Raw -176332.772095 + Penalty 459.520024 = -175873.252071 nChanged 3 SP:Iteration 55Q (470.936970 sec): 3 clusters Score: Raw -176332.955566 + Penalty 459.520024 = -175873.435542 nChanged 2 SP:Iteration 56Q (470.982321 sec): 3 clusters Score: Raw -176333.011694 + Penalty 459.520024 = -175873.491670 nChanged 2 SP:Iteration 57Q (471.028351 sec): 3 clusters Score: Raw -176333.040199 + Penalty 459.520024 = -175873.520175 nChanged 2 SP:Iteration 58Q (471.063649 sec): 3 clusters Score: Raw -176333.250011 + Penalty 459.520024 = -175873.729986 nChanged 3 SP:Iteration 59Q (471.104827 sec): 3 clusters Score: Raw -176333.424537 + Penalty 459.520024 = -175873.904513 nChanged 2 SP:Iteration 60F (471.139983 sec): 3 clusters Score: Raw -176333.504030 + Penalty 459.520024 = -175873.984006 nChanged 4 SP:Iteration 61Q (471.176147 sec): 3 clusters Score: Raw -176333.925649 + Penalty 459.520024 = -175874.405624 nChanged 6 SP:Iteration 62Q (471.224956 sec): 3 clusters Score: Raw -176334.649656 + Penalty 459.520024 = -175875.129632 nChanged 8 SP:Iteration 63Q (471.258932 sec): 3 clusters Score: Raw -176335.739174 + Penalty 459.520024 = -175876.219150 nChanged 6 SP:Iteration 64Q (471.293323 sec): 3 clusters Score: Raw -176336.301224 + Penalty 459.520024 = -175876.781200 nChanged 4 SP:Iteration 65Q (471.327715 sec): 3 clusters Score: Raw -176336.722226 + Penalty 459.520024 = -175877.202202 nChanged 5 SP:Iteration 66Q (471.362045 sec): 3 clusters Score: Raw -176337.571115 + Penalty 459.520024 = -175878.051091 nChanged 8 SP:Iteration 67Q (471.396771 sec): 3 clusters Score: Raw -176338.404061 + Penalty 459.520024 = -175878.884037 nChanged 8 SP:Iteration 68Q (471.428433 sec): 3 clusters Score: Raw -176339.149260 + Penalty 459.520024 = -175879.629236 nChanged 7 SP:Iteration 69Q (471.474310 sec): 3 clusters Score: Raw -176339.566778 + Penalty 459.520024 = -175880.046754 nChanged 2 SP:Iteration 70Q (471.516381 sec): 3 clusters Score: Raw -176339.677670 + Penalty 459.520024 = -175880.157646 nChanged 3 SP:Iteration 71Q (471.553859 sec): 3 clusters Score: Raw -176339.842314 + Penalty 459.520024 = -175880.322290 nChanged 2 SP:Iteration 72Q (471.588105 sec): 3 clusters Score: Raw -176340.096575 + Penalty 459.520024 = -175880.576551 nChanged 3 SP:Iteration 73Q (471.622442 sec): 3 clusters Score: Raw -176340.481392 + Penalty 459.520024 = -175880.961367 nChanged 3 SP:Iteration 74Q (471.654451 sec): 3 clusters Score: Raw -176340.726495 + Penalty 459.520024 = -175881.206471 nChanged 2 SP:Iteration 75Q (471.689358 sec): 3 clusters Score: Raw -176340.794651 + Penalty 459.520024 = -175881.274627 nChanged 1 SP:Iteration 76Q (471.732600 sec): 3 clusters Score: Raw -176340.829154 + Penalty 459.520024 = -175881.309130 nChanged 2 SP:Iteration 77Q (471.772889 sec): 3 clusters Score: Raw -176340.922409 + Penalty 459.520024 = -175881.402385 nChanged 1 SP:Iteration 78Q (471.813331 sec): 3 clusters Score: Raw -176340.973575 + Penalty 459.520024 = -175881.453551 nChanged 0 SP:Iteration 79F (471.846888 sec): 3 clusters Score: Raw -176340.973575 + Penalty 459.520024 = -175881.453551 nChanged 0 Trying to split cluster 12 (33301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (471.888781 sec): 2 clusters Score: Raw -1343795.072164 + Penalty 286.366924 = -1343508.705240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (471.957259 sec): 3 clusters Score: Raw -1321792.510990 + Penalty 572.733849 = -1321219.777141 nChanged 16078 SP:Iteration 1F (472.022184 sec): 3 clusters Score: Raw -1331941.052484 + Penalty 572.733849 = -1331368.318635 nChanged 1955 SP:Iteration 2F (472.082971 sec): 3 clusters Score: Raw -1333003.344034 + Penalty 572.733849 = -1332430.610185 nChanged 2110 SP:Iteration 3F (472.155431 sec): 3 clusters Score: Raw -1334444.215608 + Penalty 572.733849 = -1333871.481759 nChanged 2147 SP:Iteration 4F (472.208768 sec): 3 clusters Score: Raw -1336161.665369 + Penalty 572.733849 = -1335588.931520 nChanged 1931 SP:Iteration 5F (472.280690 sec): 3 clusters Score: Raw -1337602.593069 + Penalty 572.733849 = -1337029.859221 nChanged 1485 SP:Iteration 6Q (472.336082 sec): 3 clusters Score: Raw -1338416.906698 + Penalty 572.733849 = -1337844.172849 nChanged 1034 SP:Iteration 7Q (472.409157 sec): 3 clusters Score: Raw -1338781.856101 + Penalty 572.733849 = -1338209.122253 nChanged 664 SP:Iteration 8Q (472.482001 sec): 3 clusters Score: Raw -1338974.440617 + Penalty 572.733849 = -1338401.706768 nChanged 547 SP:Iteration 9Q (472.547160 sec): 3 clusters Score: Raw -1339140.202075 + Penalty 572.733849 = -1338567.468227 nChanged 558 SP:Iteration 10Q (472.613846 sec): 3 clusters Score: Raw -1339318.054294 + Penalty 572.733849 = -1338745.320445 nChanged 569 SP:Iteration 11Q (472.674058 sec): 3 clusters Score: Raw -1339510.858572 + Penalty 572.733849 = -1338938.124723 nChanged 590 SP:Iteration 12Q (472.735192 sec): 3 clusters Score: Raw -1339723.141872 + Penalty 572.733849 = -1339150.408023 nChanged 592 SP:Iteration 13Q (472.797739 sec): 3 clusters Score: Raw -1339937.751000 + Penalty 572.733849 = -1339365.017152 nChanged 598 SP:Iteration 14Q (472.855130 sec): 3 clusters Score: Raw -1340160.878407 + Penalty 572.733849 = -1339588.144558 nChanged 602 SP:Iteration 15Q (472.912779 sec): 3 clusters Score: Raw -1340383.678017 + Penalty 572.733849 = -1339810.944168 nChanged 623 SP:Iteration 16Q (472.975422 sec): 3 clusters Score: Raw -1340617.776247 + Penalty 572.733849 = -1340045.042399 nChanged 617 SP:Iteration 17Q (473.036071 sec): 3 clusters Score: Raw -1340859.066557 + Penalty 572.733849 = -1340286.332708 nChanged 640 SP:Iteration 18Q (473.099848 sec): 3 clusters Score: Raw -1341123.534589 + Penalty 572.733849 = -1340550.800740 nChanged 609 SP:Iteration 19Q (473.167836 sec): 3 clusters Score: Raw -1341389.788922 + Penalty 572.733849 = -1340817.055073 nChanged 627 SP:Iteration 20F (473.238105 sec): 3 clusters Score: Raw -1341679.503282 + Penalty 572.733849 = -1341106.769433 nChanged 617 SP:Iteration 21Q (473.308768 sec): 3 clusters Score: Raw -1341987.615839 + Penalty 572.733849 = -1341414.881990 nChanged 597 SP:Iteration 22Q (473.380734 sec): 3 clusters Score: Raw -1342314.850806 + Penalty 572.733849 = -1341742.116957 nChanged 548 SP:Iteration 23Q (473.451772 sec): 3 clusters Score: Raw -1342619.221778 + Penalty 572.733849 = -1342046.487929 nChanged 491 SP:Iteration 24Q (473.485540 sec): 3 clusters Score: Raw -1342908.186493 + Penalty 572.733849 = -1342335.452644 nChanged 415 SP:Iteration 25Q (473.546780 sec): 3 clusters Score: Raw -1343154.843544 + Penalty 572.733849 = -1342582.109696 nChanged 330 SP:Iteration 26Q (473.615919 sec): 3 clusters Score: Raw -1343351.559041 + Penalty 572.733849 = -1342778.825192 nChanged 246 SP:Iteration 27Q (473.670572 sec): 3 clusters Score: Raw -1343494.652219 + Penalty 572.733849 = -1342921.918370 nChanged 194 SP:Iteration 28Q (473.732891 sec): 3 clusters Score: Raw -1343609.035872 + Penalty 572.733849 = -1343036.302023 nChanged 143 SP:Iteration 29Q (473.780855 sec): 3 clusters Score: Raw -1343688.885373 + Penalty 572.733849 = -1343116.151524 nChanged 89 SP:Iteration 30Q (473.844569 sec): 3 clusters Score: Raw -1343730.417743 + Penalty 572.733849 = -1343157.683894 nChanged 59 SP:Iteration 31Q (473.900614 sec): 3 clusters Score: Raw -1343758.397303 + Penalty 572.733849 = -1343185.663454 nChanged 50 SP:Iteration 32Q (473.949829 sec): 3 clusters Score: Raw -1343788.771462 + Penalty 572.733849 = -1343216.037613 nChanged 29 SP:Iteration 33Q (474.016111 sec): 3 clusters Score: Raw -1343801.263588 + Penalty 572.733849 = -1343228.529739 nChanged 23 SP:Iteration 34Q (474.092867 sec): 3 clusters Score: Raw -1343811.052263 + Penalty 572.733849 = -1343238.318414 nChanged 23 SP:Iteration 35Q (474.155166 sec): 3 clusters Score: Raw -1343821.620698 + Penalty 572.733849 = -1343248.886849 nChanged 20 SP:Iteration 36Q (474.223939 sec): 3 clusters Score: Raw -1343830.989524 + Penalty 572.733849 = -1343258.255675 nChanged 15 SP:Iteration 37Q (474.284349 sec): 3 clusters Score: Raw -1343837.620097 + Penalty 572.733849 = -1343264.886248 nChanged 15 SP:Iteration 38Q (474.347997 sec): 3 clusters Score: Raw -1343846.622713 + Penalty 572.733849 = -1343273.888865 nChanged 12 SP:Iteration 39Q (474.405330 sec): 3 clusters Score: Raw -1343858.203894 + Penalty 572.733849 = -1343285.470045 nChanged 7 SP:Iteration 40F (474.477037 sec): 3 clusters Score: Raw -1343861.944770 + Penalty 572.733849 = -1343289.210921 nChanged 5 SP:Iteration 41Q (474.526568 sec): 3 clusters Score: Raw -1343862.998262 + Penalty 572.733849 = -1343290.264413 nChanged 1 SP:Iteration 42Q (474.586801 sec): 3 clusters Score: Raw -1343864.018297 + Penalty 572.733849 = -1343291.284448 nChanged 1 SP:Iteration 43Q (474.650439 sec): 3 clusters Score: Raw -1343865.167369 + Penalty 572.733849 = -1343292.433520 nChanged 2 SP:Iteration 44Q (474.705326 sec): 3 clusters Score: Raw -1343865.714002 + Penalty 572.733849 = -1343292.980154 nChanged 1 SP:Iteration 45Q (474.757125 sec): 3 clusters Score: Raw -1343866.569060 + Penalty 572.733849 = -1343293.835211 nChanged 0 SP:Iteration 46F (474.828942 sec): 3 clusters Score: Raw -1343866.569060 + Penalty 572.733849 = -1343293.835211 nChanged 0 Trying to split cluster 13 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (474.860542 sec): 2 clusters Score: Raw -9664.255607 + Penalty 158.800168 = -9505.455440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (474.898009 sec): 3 clusters Score: Raw -9545.423403 + Penalty 317.600335 = -9227.823068 nChanged 112 SP:Iteration 1F (474.945012 sec): 3 clusters Score: Raw -9609.445832 + Penalty 317.600335 = -9291.845497 nChanged 21 SP:Iteration 2F (474.991946 sec): 3 clusters Score: Raw -9623.524289 + Penalty 317.600335 = -9305.923954 nChanged 17 SP:Iteration 3F (475.025136 sec): 3 clusters Score: Raw -9638.042254 + Penalty 317.600335 = -9320.441919 nChanged 11 SP:Iteration 4Q (475.060288 sec): 3 clusters Score: Raw -9646.573522 + Penalty 317.600335 = -9328.973187 nChanged 10 SP:Iteration 5Q (475.101623 sec): 3 clusters Score: Raw -9656.510575 + Penalty 317.600335 = -9338.910240 nChanged 8 SP:Iteration 6Q (475.144895 sec): 3 clusters Score: Raw -9663.115085 + Penalty 317.600335 = -9345.514750 nChanged 6 SP:Iteration 7Q (475.194168 sec): 3 clusters Score: Raw -9670.034256 + Penalty 317.600335 = -9352.433921 nChanged 6 SP:Iteration 8Q (475.240516 sec): 3 clusters Score: Raw -9675.275614 + Penalty 317.600335 = -9357.675279 nChanged 5 SP:Iteration 9Q (475.290830 sec): 3 clusters Score: Raw -9678.713263 + Penalty 317.600335 = -9361.112928 nChanged 4 SP:Iteration 10Q (475.340547 sec): 3 clusters Score: Raw -9682.993387 + Penalty 317.600335 = -9365.393052 nChanged 1 SP:Iteration 11Q (475.380299 sec): 3 clusters Score: Raw -9683.519253 + Penalty 317.600335 = -9365.918918 nChanged 1 SP:Iteration 12Q (475.430020 sec): 3 clusters Score: Raw -9684.655975 + Penalty 317.600335 = -9367.055640 nChanged 1 SP:Iteration 13Q (475.478291 sec): 3 clusters Score: Raw -9690.116240 + Penalty 317.600335 = -9372.515905 nChanged 1 SP:Iteration 14Q (475.522790 sec): 3 clusters Score: Raw -9694.761510 + Penalty 317.600335 = -9377.161175 nChanged 2 SP:Iteration 15Q (475.556370 sec): 3 clusters Score: Raw -9703.752366 + Penalty 317.600335 = -9386.152031 nChanged 4 SP:Iteration 16Q (475.583630 sec): 3 clusters Score: Raw -9706.842749 + Penalty 317.600335 = -9389.242414 nChanged 2 SP:Iteration 17Q (475.613079 sec): 3 clusters Score: Raw -9708.213134 + Penalty 317.600335 = -9390.612799 nChanged 1 SP:Iteration 18Q (475.662630 sec): 3 clusters Score: Raw -9711.657434 + Penalty 317.600335 = -9394.057099 nChanged 2 SP:Iteration 19Q (475.703853 sec): 3 clusters Score: Raw -9713.067968 + Penalty 317.600335 = -9395.467633 nChanged 2 SP:Iteration 20F (475.738289 sec): 3 clusters Score: Raw -9716.864185 + Penalty 317.600335 = -9399.263850 nChanged 3 SP:Iteration 21Q (475.768410 sec): 3 clusters Score: Raw -9719.052246 + Penalty 317.600335 = -9401.451911 nChanged 3 SP:Iteration 22Q (475.798227 sec): 3 clusters Score: Raw -9721.040355 + Penalty 317.600335 = -9403.440020 nChanged 3 SP:Iteration 23Q (475.834287 sec): 3 clusters Score: Raw -9723.411085 + Penalty 317.600335 = -9405.810750 nChanged 3 SP:Iteration 24Q (475.884128 sec): 3 clusters Score: Raw -9728.583764 + Penalty 317.600335 = -9410.983429 nChanged 4 SP:Iteration 25Q (475.917364 sec): 3 clusters Score: Raw -9731.997009 + Penalty 317.600335 = -9414.396674 nChanged 3 SP:Iteration 26Q (475.957430 sec): 3 clusters Score: Raw -9736.245333 + Penalty 317.600335 = -9418.644998 nChanged 3 SP:Iteration 27Q (476.005555 sec): 3 clusters Score: Raw -9738.932189 + Penalty 317.600335 = -9421.331854 nChanged 1 SP:Iteration 28Q (476.042055 sec): 3 clusters Score: Raw -9743.806964 + Penalty 317.600335 = -9426.206629 nChanged 1 SP:Iteration 29Q (476.097315 sec): 3 clusters Score: Raw -9744.312341 + Penalty 317.600335 = -9426.712006 nChanged 1 SP:Iteration 30Q (476.136171 sec): 3 clusters Score: Raw -9744.855534 + Penalty 317.600335 = -9427.255199 nChanged 1 SP:Iteration 31Q (476.166044 sec): 3 clusters Score: Raw -9745.066169 + Penalty 317.600335 = -9427.465834 nChanged 0 SP:Iteration 32F (476.195766 sec): 3 clusters Score: Raw -9745.066169 + Penalty 317.600335 = -9427.465834 nChanged 0 Trying to split cluster 14 (16493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (476.220034 sec): 2 clusters Score: Raw -643625.793242 + Penalty 267.044012 = -643358.749231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (476.273015 sec): 3 clusters Score: Raw -632902.210167 + Penalty 534.088023 = -632368.122144 nChanged 7875 SP:Iteration 1F (476.311152 sec): 3 clusters Score: Raw -638242.734608 + Penalty 534.088023 = -637708.646585 nChanged 1204 SP:Iteration 2F (476.362145 sec): 3 clusters Score: Raw -638938.587878 + Penalty 534.088023 = -638404.499855 nChanged 1109 SP:Iteration 3F (476.407592 sec): 3 clusters Score: Raw -639750.127493 + Penalty 534.088023 = -639216.039470 nChanged 1096 SP:Iteration 4F (476.454412 sec): 3 clusters Score: Raw -640758.021770 + Penalty 534.088023 = -640223.933747 nChanged 1013 SP:Iteration 5F (476.500738 sec): 3 clusters Score: Raw -642025.187816 + Penalty 534.088023 = -641491.099793 nChanged 870 SP:Iteration 6F (476.546324 sec): 3 clusters Score: Raw -643131.130863 + Penalty 534.088023 = -642597.042840 nChanged 545 SP:Iteration 7Q (476.594367 sec): 3 clusters Score: Raw -643511.851762 + Penalty 534.088023 = -642977.763739 nChanged 231 SP:Iteration 8Q (476.634176 sec): 3 clusters Score: Raw -643598.092835 + Penalty 534.088023 = -643064.004812 nChanged 136 SP:Iteration 9Q (476.675144 sec): 3 clusters Score: Raw -643630.429650 + Penalty 534.088023 = -643096.341627 nChanged 103 SP:Iteration 10Q (476.728221 sec): 3 clusters Score: Raw -643649.530728 + Penalty 534.088023 = -643115.442705 nChanged 65 SP:Iteration 11Q (476.793094 sec): 3 clusters Score: Raw -643660.046676 + Penalty 534.088023 = -643125.958653 nChanged 62 SP:Iteration 12Q (476.841666 sec): 3 clusters Score: Raw -643670.881175 + Penalty 534.088023 = -643136.793152 nChanged 60 SP:Iteration 13Q (476.900377 sec): 3 clusters Score: Raw -643679.751850 + Penalty 534.088023 = -643145.663827 nChanged 46 SP:Iteration 14Q (476.955548 sec): 3 clusters Score: Raw -643684.770609 + Penalty 534.088023 = -643150.682586 nChanged 42 SP:Iteration 15Q (477.017067 sec): 3 clusters Score: Raw -643689.539990 + Penalty 534.088023 = -643155.451967 nChanged 36 SP:Iteration 16Q (477.053516 sec): 3 clusters Score: Raw -643692.036538 + Penalty 534.088023 = -643157.948515 nChanged 23 SP:Iteration 17Q (477.111957 sec): 3 clusters Score: Raw -643693.640181 + Penalty 534.088023 = -643159.552158 nChanged 22 SP:Iteration 18Q (477.165303 sec): 3 clusters Score: Raw -643695.331312 + Penalty 534.088023 = -643161.243289 nChanged 21 SP:Iteration 19Q (477.222742 sec): 3 clusters Score: Raw -643696.640872 + Penalty 534.088023 = -643162.552849 nChanged 21 SP:Iteration 20F (477.276660 sec): 3 clusters Score: Raw -643697.733747 + Penalty 534.088023 = -643163.645724 nChanged 12 SP:Iteration 21Q (477.336454 sec): 3 clusters Score: Raw -643698.152554 + Penalty 534.088023 = -643164.064531 nChanged 8 SP:Iteration 22Q (477.391009 sec): 3 clusters Score: Raw -643698.434028 + Penalty 534.088023 = -643164.346005 nChanged 7 SP:Iteration 23Q (477.450609 sec): 3 clusters Score: Raw -643698.599872 + Penalty 534.088023 = -643164.511849 nChanged 5 SP:Iteration 24Q (477.495084 sec): 3 clusters Score: Raw -643698.685457 + Penalty 534.088023 = -643164.597434 nChanged 2 SP:Iteration 25Q (477.544955 sec): 3 clusters Score: Raw -643698.714895 + Penalty 534.088023 = -643164.626872 nChanged 3 SP:Iteration 26Q (477.582649 sec): 3 clusters Score: Raw -643698.745920 + Penalty 534.088023 = -643164.657897 nChanged 2 SP:Iteration 27Q (477.631087 sec): 3 clusters Score: Raw -643698.778959 + Penalty 534.088023 = -643164.690936 nChanged 1 SP:Iteration 28Q (477.688904 sec): 3 clusters Score: Raw -643698.786765 + Penalty 534.088023 = -643164.698742 nChanged 1 SP:Iteration 29Q (477.745685 sec): 3 clusters Score: Raw -643698.797917 + Penalty 534.088023 = -643164.709894 nChanged 0 SP:Iteration 30F (477.797936 sec): 3 clusters Score: Raw -643698.797917 + Penalty 534.088023 = -643164.709894 nChanged 0 Trying to split cluster 15 (2312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (477.819333 sec): 2 clusters Score: Raw -90248.478944 + Penalty 213.011376 = -90035.467568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (477.860983 sec): 3 clusters Score: Raw -88912.568648 + Penalty 426.022753 = -88486.545895 nChanged 1047 SP:Iteration 1F (477.896096 sec): 3 clusters Score: Raw -89489.413005 + Penalty 426.022753 = -89063.390253 nChanged 173 SP:Iteration 2F (477.926739 sec): 3 clusters Score: Raw -89585.056292 + Penalty 426.022753 = -89159.033540 nChanged 158 SP:Iteration 3F (477.975468 sec): 3 clusters Score: Raw -89678.563604 + Penalty 426.022753 = -89252.540851 nChanged 141 SP:Iteration 4F (478.018604 sec): 3 clusters Score: Raw -89772.658447 + Penalty 426.022753 = -89346.635694 nChanged 125 SP:Iteration 5F (478.053098 sec): 3 clusters Score: Raw -89861.921631 + Penalty 426.022753 = -89435.898879 nChanged 118 SP:Iteration 6F (478.091672 sec): 3 clusters Score: Raw -89948.446839 + Penalty 426.022753 = -89522.424086 nChanged 108 SP:Iteration 7Q (478.131257 sec): 3 clusters Score: Raw -90038.616526 + Penalty 426.022753 = -89612.593773 nChanged 98 SP:Iteration 8Q (478.173644 sec): 3 clusters Score: Raw -90120.093641 + Penalty 426.022753 = -89694.070889 nChanged 65 SP:Iteration 9Q (478.206405 sec): 3 clusters Score: Raw -90171.668760 + Penalty 426.022753 = -89745.646007 nChanged 40 SP:Iteration 10Q (478.238700 sec): 3 clusters Score: Raw -90205.801177 + Penalty 426.022753 = -89779.778425 nChanged 26 SP:Iteration 11Q (478.271336 sec): 3 clusters Score: Raw -90226.857037 + Penalty 426.022753 = -89800.834284 nChanged 17 SP:Iteration 12Q (478.303939 sec): 3 clusters Score: Raw -90238.710804 + Penalty 426.022753 = -89812.688052 nChanged 6 SP:Iteration 13Q (478.339058 sec): 3 clusters Score: Raw -90244.472730 + Penalty 426.022753 = -89818.449977 nChanged 6 SP:Iteration 14Q (478.376001 sec): 3 clusters Score: Raw -90249.793806 + Penalty 426.022753 = -89823.771053 nChanged 4 SP:Iteration 15Q (478.425526 sec): 3 clusters Score: Raw -90255.652309 + Penalty 426.022753 = -89829.629556 nChanged 2 SP:Iteration 16Q (478.458089 sec): 3 clusters Score: Raw -90258.064691 + Penalty 426.022753 = -89832.041938 nChanged 3 SP:Iteration 17Q (478.512327 sec): 3 clusters Score: Raw -90265.576217 + Penalty 426.022753 = -89839.553464 nChanged 2 SP:Iteration 18Q (478.548655 sec): 3 clusters Score: Raw -90268.017614 + Penalty 426.022753 = -89841.994862 nChanged 1 SP:Iteration 19Q (478.597276 sec): 3 clusters Score: Raw -90268.896756 + Penalty 426.022753 = -89842.874004 nChanged 0 SP:Iteration 20F (478.644832 sec): 3 clusters Score: Raw -90268.896756 + Penalty 426.022753 = -89842.874004 nChanged 0 Trying to split cluster 16 (5198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (478.684204 sec): 2 clusters Score: Raw -209996.644272 + Penalty 235.290803 = -209761.353468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (478.725140 sec): 3 clusters Score: Raw -206727.276218 + Penalty 470.581607 = -206256.694611 nChanged 2418 SP:Iteration 1F (478.777269 sec): 3 clusters Score: Raw -208066.786676 + Penalty 470.581607 = -207596.205069 nChanged 421 SP:Iteration 2F (478.823993 sec): 3 clusters Score: Raw -208321.695449 + Penalty 470.581607 = -207851.113842 nChanged 464 SP:Iteration 3F (478.870170 sec): 3 clusters Score: Raw -208699.843707 + Penalty 470.581607 = -208229.262100 nChanged 443 SP:Iteration 4F (478.922841 sec): 3 clusters Score: Raw -209062.419189 + Penalty 470.581607 = -208591.837583 nChanged 353 SP:Iteration 5F (478.976357 sec): 3 clusters Score: Raw -209378.353262 + Penalty 470.581607 = -208907.771655 nChanged 249 SP:Iteration 6Q (479.026752 sec): 3 clusters Score: Raw -209644.333358 + Penalty 470.581607 = -209173.751751 nChanged 171 SP:Iteration 7Q (479.079189 sec): 3 clusters Score: Raw -209829.301833 + Penalty 470.581607 = -209358.720226 nChanged 122 SP:Iteration 8Q (479.124614 sec): 3 clusters Score: Raw -209940.396033 + Penalty 470.581607 = -209469.814426 nChanged 92 SP:Iteration 9Q (479.165869 sec): 3 clusters Score: Raw -209994.204669 + Penalty 470.581607 = -209523.623062 nChanged 54 SP:Iteration 10Q (479.207049 sec): 3 clusters Score: Raw -210016.425228 + Penalty 470.581607 = -209545.843621 nChanged 32 SP:Iteration 11Q (479.240838 sec): 3 clusters Score: Raw -210027.939285 + Penalty 470.581607 = -209557.357678 nChanged 25 SP:Iteration 12Q (479.287534 sec): 3 clusters Score: Raw -210033.440218 + Penalty 470.581607 = -209562.858611 nChanged 13 SP:Iteration 13Q (479.329638 sec): 3 clusters Score: Raw -210035.249032 + Penalty 470.581607 = -209564.667426 nChanged 12 SP:Iteration 14Q (479.375703 sec): 3 clusters Score: Raw -210037.474441 + Penalty 470.581607 = -209566.892834 nChanged 9 SP:Iteration 15Q (479.412771 sec): 3 clusters Score: Raw -210039.544958 + Penalty 470.581607 = -209568.963351 nChanged 6 SP:Iteration 16Q (479.447963 sec): 3 clusters Score: Raw -210040.218620 + Penalty 470.581607 = -209569.637013 nChanged 8 SP:Iteration 17Q (479.501593 sec): 3 clusters Score: Raw -210041.204115 + Penalty 470.581607 = -209570.622508 nChanged 7 SP:Iteration 18Q (479.541549 sec): 3 clusters Score: Raw -210042.154911 + Penalty 470.581607 = -209571.573304 nChanged 9 SP:Iteration 19Q (479.605002 sec): 3 clusters Score: Raw -210043.972187 + Penalty 470.581607 = -209573.390580 nChanged 9 SP:Iteration 20F (479.657850 sec): 3 clusters Score: Raw -210045.604201 + Penalty 470.581607 = -209575.022594 nChanged 11 SP:Iteration 21Q (479.710172 sec): 3 clusters Score: Raw -210047.241906 + Penalty 470.581607 = -209576.660300 nChanged 9 SP:Iteration 22Q (479.751875 sec): 3 clusters Score: Raw -210048.709120 + Penalty 470.581607 = -209578.127513 nChanged 9 SP:Iteration 23Q (479.798606 sec): 3 clusters Score: Raw -210050.331326 + Penalty 470.581607 = -209579.749719 nChanged 11 SP:Iteration 24Q (479.844662 sec): 3 clusters Score: Raw -210051.531509 + Penalty 470.581607 = -209580.949902 nChanged 4 SP:Iteration 25Q (479.879282 sec): 3 clusters Score: Raw -210051.713247 + Penalty 470.581607 = -209581.131641 nChanged 2 SP:Iteration 26Q (479.927538 sec): 3 clusters Score: Raw -210051.813734 + Penalty 470.581607 = -209581.232127 nChanged 1 SP:Iteration 27Q (479.971239 sec): 3 clusters Score: Raw -210051.854383 + Penalty 470.581607 = -209581.272777 nChanged 1 SP:Iteration 28Q (480.010711 sec): 3 clusters Score: Raw -210051.872498 + Penalty 470.581607 = -209581.290891 nChanged 0 SP:Iteration 29F (480.053248 sec): 3 clusters Score: Raw -210051.872498 + Penalty 470.581607 = -209581.290891 nChanged 0 Trying to split cluster 17 (3477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (480.069841 sec): 2 clusters Score: Raw -133828.515824 + Penalty 224.232941 = -133604.282883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (480.110548 sec): 3 clusters Score: Raw -131689.546345 + Penalty 448.465882 = -131241.080463 nChanged 1600 SP:Iteration 1F (480.152921 sec): 3 clusters Score: Raw -132621.363527 + Penalty 448.465882 = -132172.897644 nChanged 241 SP:Iteration 2F (480.199209 sec): 3 clusters Score: Raw -132754.066358 + Penalty 448.465882 = -132305.600476 nChanged 203 SP:Iteration 3F (480.234944 sec): 3 clusters Score: Raw -132869.768597 + Penalty 448.465882 = -132421.302715 nChanged 186 SP:Iteration 4F (480.274732 sec): 3 clusters Score: Raw -132949.243901 + Penalty 448.465882 = -132500.778019 nChanged 141 SP:Iteration 5Q (480.316139 sec): 3 clusters Score: Raw -133014.589682 + Penalty 448.465882 = -132566.123800 nChanged 129 SP:Iteration 6Q (480.359875 sec): 3 clusters Score: Raw -133072.094635 + Penalty 448.465882 = -132623.628753 nChanged 133 SP:Iteration 7Q (480.389382 sec): 3 clusters Score: Raw -133133.877640 + Penalty 448.465882 = -132685.411757 nChanged 133 SP:Iteration 8Q (480.431661 sec): 3 clusters Score: Raw -133198.009456 + Penalty 448.465882 = -132749.543574 nChanged 142 SP:Iteration 9Q (480.481246 sec): 3 clusters Score: Raw -133265.868376 + Penalty 448.465882 = -132817.402494 nChanged 156 SP:Iteration 10Q (480.524781 sec): 3 clusters Score: Raw -133340.600509 + Penalty 448.465882 = -132892.134627 nChanged 145 SP:Iteration 11Q (480.568246 sec): 3 clusters Score: Raw -133422.455641 + Penalty 448.465882 = -132973.989758 nChanged 157 SP:Iteration 12Q (480.606737 sec): 3 clusters Score: Raw -133523.897043 + Penalty 448.465882 = -133075.431161 nChanged 144 SP:Iteration 13Q (480.647625 sec): 3 clusters Score: Raw -133616.281978 + Penalty 448.465882 = -133167.816096 nChanged 112 SP:Iteration 14Q (480.699495 sec): 3 clusters Score: Raw -133691.593811 + Penalty 448.465882 = -133243.127929 nChanged 90 SP:Iteration 15Q (480.741125 sec): 3 clusters Score: Raw -133751.579309 + Penalty 448.465882 = -133303.113427 nChanged 54 SP:Iteration 16Q (480.788604 sec): 3 clusters Score: Raw -133791.568636 + Penalty 448.465882 = -133343.102754 nChanged 39 SP:Iteration 17Q (480.831081 sec): 3 clusters Score: Raw -133825.250788 + Penalty 448.465882 = -133376.784906 nChanged 20 SP:Iteration 18Q (480.876373 sec): 3 clusters Score: Raw -133854.637743 + Penalty 448.465882 = -133406.171861 nChanged 11 SP:Iteration 19Q (480.929834 sec): 3 clusters Score: Raw -133866.255613 + Penalty 448.465882 = -133417.789730 nChanged 5 SP:Iteration 20F (480.964795 sec): 3 clusters Score: Raw -133869.580939 + Penalty 448.465882 = -133421.115057 nChanged 6 SP:Iteration 21Q (481.009011 sec): 3 clusters Score: Raw -133871.582590 + Penalty 448.465882 = -133423.116707 nChanged 3 SP:Iteration 22Q (481.052904 sec): 3 clusters Score: Raw -133873.617172 + Penalty 448.465882 = -133425.151290 nChanged 4 SP:Iteration 23Q (481.094768 sec): 3 clusters Score: Raw -133875.203979 + Penalty 448.465882 = -133426.738097 nChanged 3 SP:Iteration 24Q (481.148263 sec): 3 clusters Score: Raw -133877.185120 + Penalty 448.465882 = -133428.719238 nChanged 4 SP:Iteration 25Q (481.182088 sec): 3 clusters Score: Raw -133879.297299 + Penalty 448.465882 = -133430.831417 nChanged 2 SP:Iteration 26Q (481.217756 sec): 3 clusters Score: Raw -133880.602843 + Penalty 448.465882 = -133432.136960 nChanged 3 SP:Iteration 27Q (481.265823 sec): 3 clusters Score: Raw -133882.229614 + Penalty 448.465882 = -133433.763732 nChanged 1 SP:Iteration 28Q (481.299614 sec): 3 clusters Score: Raw -133882.936641 + Penalty 448.465882 = -133434.470758 nChanged 0 SP:Iteration 29F (481.334475 sec): 3 clusters Score: Raw -133882.936641 + Penalty 448.465882 = -133434.470758 nChanged 0 Trying to split cluster 18 (90298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (481.418087 sec): 2 clusters Score: Raw -3604010.751687 + Penalty 313.798941 = -3603696.952746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (481.501612 sec): 3 clusters Score: Raw -3542888.375919 + Penalty 627.597882 = -3542260.778036 nChanged 44607 SP:Iteration 1F (481.605843 sec): 3 clusters Score: Raw -3573252.682051 + Penalty 627.597882 = -3572625.084169 nChanged 6813 SP:Iteration 2F (481.708299 sec): 3 clusters Score: Raw -3577032.940970 + Penalty 627.597882 = -3576405.343088 nChanged 6515 SP:Iteration 3F (481.813164 sec): 3 clusters Score: Raw -3580300.145240 + Penalty 627.597882 = -3579672.547358 nChanged 5443 SP:Iteration 4F (481.913493 sec): 3 clusters Score: Raw -3583054.001790 + Penalty 627.597882 = -3582426.403908 nChanged 4595 SP:Iteration 5F (482.020295 sec): 3 clusters Score: Raw -3585852.390808 + Penalty 627.597882 = -3585224.792925 nChanged 4236 SP:Iteration 6Q (482.128533 sec): 3 clusters Score: Raw -3589103.892637 + Penalty 627.597882 = -3588476.294755 nChanged 3801 SP:Iteration 7Q (482.240234 sec): 3 clusters Score: Raw -3592423.611466 + Penalty 627.597882 = -3591796.013583 nChanged 3124 SP:Iteration 8Q (482.345102 sec): 3 clusters Score: Raw -3595040.233469 + Penalty 627.597882 = -3594412.635586 nChanged 2379 SP:Iteration 9Q (482.451880 sec): 3 clusters Score: Raw -3596797.078821 + Penalty 627.597882 = -3596169.480938 nChanged 2078 SP:Iteration 10Q (482.533964 sec): 3 clusters Score: Raw -3598171.755333 + Penalty 627.597882 = -3597544.157450 nChanged 1791 SP:Iteration 11Q (482.648310 sec): 3 clusters Score: Raw -3599258.539689 + Penalty 627.597882 = -3598630.941806 nChanged 1553 SP:Iteration 12Q (482.739648 sec): 3 clusters Score: Raw -3600180.668351 + Penalty 627.597882 = -3599553.070468 nChanged 1393 SP:Iteration 13Q (482.859015 sec): 3 clusters Score: Raw -3601016.828896 + Penalty 627.597882 = -3600389.231014 nChanged 1178 SP:Iteration 14Q (482.977374 sec): 3 clusters Score: Raw -3601743.397420 + Penalty 627.597882 = -3601115.799537 nChanged 971 SP:Iteration 15Q (483.087924 sec): 3 clusters Score: Raw -3602352.950608 + Penalty 627.597882 = -3601725.352726 nChanged 797 SP:Iteration 16Q (483.193260 sec): 3 clusters Score: Raw -3602824.806199 + Penalty 627.597882 = -3602197.208317 nChanged 587 SP:Iteration 17Q (483.298503 sec): 3 clusters Score: Raw -3603162.566987 + Penalty 627.597882 = -3602534.969105 nChanged 452 SP:Iteration 18Q (483.414244 sec): 3 clusters Score: Raw -3603427.854599 + Penalty 627.597882 = -3602800.256716 nChanged 365 SP:Iteration 19Q (483.529941 sec): 3 clusters Score: Raw -3603639.701442 + Penalty 627.597882 = -3603012.103559 nChanged 250 SP:Iteration 20F (483.634415 sec): 3 clusters Score: Raw -3603776.870966 + Penalty 627.597882 = -3603149.273083 nChanged 178 SP:Iteration 21Q (483.732838 sec): 3 clusters Score: Raw -3603863.402705 + Penalty 627.597882 = -3603235.804823 nChanged 133 SP:Iteration 22Q (483.825767 sec): 3 clusters Score: Raw -3603927.260831 + Penalty 627.597882 = -3603299.662948 nChanged 102 SP:Iteration 23Q (483.932472 sec): 3 clusters Score: Raw -3603977.199079 + Penalty 627.597882 = -3603349.601196 nChanged 90 SP:Iteration 24Q (484.037356 sec): 3 clusters Score: Raw -3604027.173832 + Penalty 627.597882 = -3603399.575949 nChanged 69 SP:Iteration 25Q (484.129599 sec): 3 clusters Score: Raw -3604062.865579 + Penalty 627.597882 = -3603435.267697 nChanged 61 SP:Iteration 26Q (484.240264 sec): 3 clusters Score: Raw -3604088.778189 + Penalty 627.597882 = -3603461.180307 nChanged 41 SP:Iteration 27Q (484.336259 sec): 3 clusters Score: Raw -3604105.568493 + Penalty 627.597882 = -3603477.970610 nChanged 25 SP:Iteration 28Q (484.437477 sec): 3 clusters Score: Raw -3604118.049634 + Penalty 627.597882 = -3603490.451751 nChanged 28 SP:Iteration 29Q (484.546641 sec): 3 clusters Score: Raw -3604129.383374 + Penalty 627.597882 = -3603501.785492 nChanged 24 SP:Iteration 30Q (484.642926 sec): 3 clusters Score: Raw -3604135.164000 + Penalty 627.597882 = -3603507.566117 nChanged 17 SP:Iteration 31Q (484.743383 sec): 3 clusters Score: Raw -3604139.920925 + Penalty 627.597882 = -3603512.323042 nChanged 13 SP:Iteration 32Q (484.851088 sec): 3 clusters Score: Raw -3604142.833581 + Penalty 627.597882 = -3603515.235699 nChanged 8 SP:Iteration 33Q (484.946724 sec): 3 clusters Score: Raw -3604144.785017 + Penalty 627.597882 = -3603517.187135 nChanged 7 SP:Iteration 34Q (485.049802 sec): 3 clusters Score: Raw -3604146.870692 + Penalty 627.597882 = -3603519.272810 nChanged 8 SP:Iteration 35Q (485.154232 sec): 3 clusters Score: Raw -3604148.070163 + Penalty 627.597882 = -3603520.472280 nChanged 6 SP:Iteration 36Q (485.255106 sec): 3 clusters Score: Raw -3604148.937427 + Penalty 627.597882 = -3603521.339544 nChanged 5 SP:Iteration 37Q (485.360026 sec): 3 clusters Score: Raw -3604151.388284 + Penalty 627.597882 = -3603523.790402 nChanged 5 SP:Iteration 38Q (485.458546 sec): 3 clusters Score: Raw -3604153.365188 + Penalty 627.597882 = -3603525.767306 nChanged 9 SP:Iteration 39Q (485.562791 sec): 3 clusters Score: Raw -3604155.060877 + Penalty 627.597882 = -3603527.462995 nChanged 4 SP:Iteration 40F (485.671974 sec): 3 clusters Score: Raw -3604155.862450 + Penalty 627.597882 = -3603528.264567 nChanged 3 SP:Iteration 41Q (485.773049 sec): 3 clusters Score: Raw -3604156.353273 + Penalty 627.597882 = -3603528.755391 nChanged 0 SP:Iteration 42F (485.873828 sec): 3 clusters Score: Raw -3604156.353273 + Penalty 627.597882 = -3603528.755391 nChanged 0 Trying to split cluster 19 (38216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (485.921435 sec): 2 clusters Score: Raw -1545523.349777 + Penalty 290.152763 = -1545233.197014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (485.979422 sec): 3 clusters Score: Raw -1520111.352875 + Penalty 580.305526 = -1519531.047349 nChanged 18497 SP:Iteration 1F (486.050915 sec): 3 clusters Score: Raw -1531682.344395 + Penalty 580.305526 = -1531102.038869 nChanged 2558 SP:Iteration 2F (486.112209 sec): 3 clusters Score: Raw -1532996.771249 + Penalty 580.305526 = -1532416.465724 nChanged 2897 SP:Iteration 3F (486.174201 sec): 3 clusters Score: Raw -1534765.224988 + Penalty 580.305526 = -1534184.919463 nChanged 3002 SP:Iteration 4F (486.213231 sec): 3 clusters Score: Raw -1536856.996872 + Penalty 580.305526 = -1536276.691346 nChanged 2768 SP:Iteration 5F (486.291184 sec): 3 clusters Score: Raw -1538951.967518 + Penalty 580.305526 = -1538371.661992 nChanged 2371 SP:Iteration 6F (486.368090 sec): 3 clusters Score: Raw -1540862.682044 + Penalty 580.305526 = -1540282.376519 nChanged 1961 SP:Iteration 7F (486.419408 sec): 3 clusters Score: Raw -1542529.226199 + Penalty 580.305526 = -1541948.920674 nChanged 1455 SP:Iteration 8Q (486.484788 sec): 3 clusters Score: Raw -1543803.349196 + Penalty 580.305526 = -1543223.043671 nChanged 964 SP:Iteration 9Q (486.549993 sec): 3 clusters Score: Raw -1544661.590748 + Penalty 580.305526 = -1544081.285222 nChanged 554 SP:Iteration 10Q (486.610906 sec): 3 clusters Score: Raw -1545158.777634 + Penalty 580.305526 = -1544578.472109 nChanged 256 SP:Iteration 11Q (486.677762 sec): 3 clusters Score: Raw -1545387.414601 + Penalty 580.305526 = -1544807.109075 nChanged 120 SP:Iteration 12Q (486.731970 sec): 3 clusters Score: Raw -1545490.491308 + Penalty 580.305526 = -1544910.185783 nChanged 64 SP:Iteration 13Q (486.807354 sec): 3 clusters Score: Raw -1545536.579507 + Penalty 580.305526 = -1544956.273982 nChanged 46 SP:Iteration 14Q (486.856196 sec): 3 clusters Score: Raw -1545564.052172 + Penalty 580.305526 = -1544983.746646 nChanged 26 SP:Iteration 15Q (486.933036 sec): 3 clusters Score: Raw -1545584.659023 + Penalty 580.305526 = -1545004.353497 nChanged 19 SP:Iteration 16Q (486.987300 sec): 3 clusters Score: Raw -1545597.961943 + Penalty 580.305526 = -1545017.656417 nChanged 10 SP:Iteration 17Q (487.058793 sec): 3 clusters Score: Raw -1545601.033133 + Penalty 580.305526 = -1545020.727608 nChanged 11 SP:Iteration 18Q (487.128566 sec): 3 clusters Score: Raw -1545604.113413 + Penalty 580.305526 = -1545023.807888 nChanged 4 SP:Iteration 19Q (487.182146 sec): 3 clusters Score: Raw -1545604.542264 + Penalty 580.305526 = -1545024.236739 nChanged 0 SP:Iteration 20F (487.251845 sec): 3 clusters Score: Raw -1545604.542264 + Penalty 580.305526 = -1545024.236739 nChanged 0 Trying to split cluster 20 (10338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (487.274740 sec): 2 clusters Score: Raw -384586.839288 + Penalty 254.198497 = -384332.640792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (487.319481 sec): 3 clusters Score: Raw -377957.972655 + Penalty 508.396994 = -377449.575661 nChanged 4867 SP:Iteration 1F (487.363301 sec): 3 clusters Score: Raw -380715.350543 + Penalty 508.396994 = -380206.953550 nChanged 544 SP:Iteration 2F (487.397756 sec): 3 clusters Score: Raw -380919.824980 + Penalty 508.396994 = -380411.427987 nChanged 534 SP:Iteration 3F (487.449407 sec): 3 clusters Score: Raw -381116.519421 + Penalty 508.396994 = -380608.122428 nChanged 488 SP:Iteration 4Q (487.491560 sec): 3 clusters Score: Raw -381311.858847 + Penalty 508.396994 = -380803.461853 nChanged 484 SP:Iteration 5Q (487.531481 sec): 3 clusters Score: Raw -381521.643157 + Penalty 508.396994 = -381013.246164 nChanged 490 SP:Iteration 6Q (487.566654 sec): 3 clusters Score: Raw -381742.840025 + Penalty 508.396994 = -381234.443032 nChanged 459 SP:Iteration 7Q (487.616140 sec): 3 clusters Score: Raw -381957.041832 + Penalty 508.396994 = -381448.644838 nChanged 470 SP:Iteration 8Q (487.657874 sec): 3 clusters Score: Raw -382177.020515 + Penalty 508.396994 = -381668.623521 nChanged 456 SP:Iteration 9Q (487.704243 sec): 3 clusters Score: Raw -382425.678599 + Penalty 508.396994 = -381917.281605 nChanged 436 SP:Iteration 10Q (487.757964 sec): 3 clusters Score: Raw -382716.284072 + Penalty 508.396994 = -382207.887078 nChanged 427 SP:Iteration 11Q (487.814578 sec): 3 clusters Score: Raw -383071.656359 + Penalty 508.396994 = -382563.259365 nChanged 435 SP:Iteration 12Q (487.869618 sec): 3 clusters Score: Raw -383494.123029 + Penalty 508.396994 = -382985.726035 nChanged 377 SP:Iteration 13Q (487.926907 sec): 3 clusters Score: Raw -383797.106659 + Penalty 508.396994 = -383288.709665 nChanged 261 SP:Iteration 14Q (487.968608 sec): 3 clusters Score: Raw -383924.791251 + Penalty 508.396994 = -383416.394257 nChanged 126 SP:Iteration 15Q (488.015889 sec): 3 clusters Score: Raw -383978.505990 + Penalty 508.396994 = -383470.108996 nChanged 102 SP:Iteration 16Q (488.081161 sec): 3 clusters Score: Raw -384013.919624 + Penalty 508.396994 = -383505.522630 nChanged 104 SP:Iteration 17Q (488.116134 sec): 3 clusters Score: Raw -384044.270133 + Penalty 508.396994 = -383535.873139 nChanged 95 SP:Iteration 18Q (488.156863 sec): 3 clusters Score: Raw -384069.826491 + Penalty 508.396994 = -383561.429497 nChanged 84 SP:Iteration 19Q (488.201930 sec): 3 clusters Score: Raw -384091.456999 + Penalty 508.396994 = -383583.060006 nChanged 72 SP:Iteration 20F (488.244073 sec): 3 clusters Score: Raw -384106.848810 + Penalty 508.396994 = -383598.451817 nChanged 64 SP:Iteration 21Q (488.288675 sec): 3 clusters Score: Raw -384120.368618 + Penalty 508.396994 = -383611.971624 nChanged 68 SP:Iteration 22Q (488.338776 sec): 3 clusters Score: Raw -384136.728766 + Penalty 508.396994 = -383628.331772 nChanged 69 SP:Iteration 23Q (488.390338 sec): 3 clusters Score: Raw -384154.343477 + Penalty 508.396994 = -383645.946483 nChanged 64 SP:Iteration 24Q (488.432483 sec): 3 clusters Score: Raw -384171.705265 + Penalty 508.396994 = -383663.308271 nChanged 76 SP:Iteration 25Q (488.479855 sec): 3 clusters Score: Raw -384196.837180 + Penalty 508.396994 = -383688.440186 nChanged 82 SP:Iteration 26Q (488.527162 sec): 3 clusters Score: Raw -384221.388551 + Penalty 508.396994 = -383712.991557 nChanged 74 SP:Iteration 27Q (488.584395 sec): 3 clusters Score: Raw -384245.151525 + Penalty 508.396994 = -383736.754531 nChanged 69 SP:Iteration 28Q (488.626630 sec): 3 clusters Score: Raw -384269.273892 + Penalty 508.396994 = -383760.876898 nChanged 80 SP:Iteration 29Q (488.681199 sec): 3 clusters Score: Raw -384296.118200 + Penalty 508.396994 = -383787.721206 nChanged 66 SP:Iteration 30Q (488.730610 sec): 3 clusters Score: Raw -384316.444237 + Penalty 508.396994 = -383808.047243 nChanged 59 SP:Iteration 31Q (488.784371 sec): 3 clusters Score: Raw -384334.270747 + Penalty 508.396994 = -383825.873754 nChanged 47 SP:Iteration 32Q (488.826944 sec): 3 clusters Score: Raw -384347.165388 + Penalty 508.396994 = -383838.768394 nChanged 51 SP:Iteration 33Q (488.869412 sec): 3 clusters Score: Raw -384360.373556 + Penalty 508.396994 = -383851.976562 nChanged 46 SP:Iteration 34Q (488.903053 sec): 3 clusters Score: Raw -384371.960777 + Penalty 508.396994 = -383863.563783 nChanged 47 SP:Iteration 35Q (488.952889 sec): 3 clusters Score: Raw -384382.087551 + Penalty 508.396994 = -383873.690557 nChanged 36 SP:Iteration 36Q (488.994179 sec): 3 clusters Score: Raw -384389.118815 + Penalty 508.396994 = -383880.721822 nChanged 33 SP:Iteration 37Q (489.034840 sec): 3 clusters Score: Raw -384396.390032 + Penalty 508.396994 = -383887.993038 nChanged 31 SP:Iteration 38Q (489.078187 sec): 3 clusters Score: Raw -384403.805831 + Penalty 508.396994 = -383895.408837 nChanged 32 SP:Iteration 39Q (489.130690 sec): 3 clusters Score: Raw -384409.869207 + Penalty 508.396994 = -383901.472213 nChanged 31 SP:Iteration 40F (489.173292 sec): 3 clusters Score: Raw -384418.065569 + Penalty 508.396994 = -383909.668575 nChanged 40 SP:Iteration 41Q (489.227843 sec): 3 clusters Score: Raw -384431.662191 + Penalty 508.396994 = -383923.265197 nChanged 40 SP:Iteration 42Q (489.276228 sec): 3 clusters Score: Raw -384443.208642 + Penalty 508.396994 = -383934.811648 nChanged 44 SP:Iteration 43Q (489.328070 sec): 3 clusters Score: Raw -384454.776344 + Penalty 508.396994 = -383946.379350 nChanged 40 SP:Iteration 44Q (489.377317 sec): 3 clusters Score: Raw -384463.967654 + Penalty 508.396994 = -383955.570660 nChanged 26 SP:Iteration 45Q (489.431710 sec): 3 clusters Score: Raw -384468.867795 + Penalty 508.396994 = -383960.470801 nChanged 26 SP:Iteration 46Q (489.484483 sec): 3 clusters Score: Raw -384473.107741 + Penalty 508.396994 = -383964.710748 nChanged 16 SP:Iteration 47Q (489.522388 sec): 3 clusters Score: Raw -384476.671587 + Penalty 508.396994 = -383968.274594 nChanged 18 SP:Iteration 48Q (489.576770 sec): 3 clusters Score: Raw -384479.722703 + Penalty 508.396994 = -383971.325709 nChanged 18 SP:Iteration 49Q (489.616255 sec): 3 clusters Score: Raw -384482.877662 + Penalty 508.396994 = -383974.480669 nChanged 13 SP:Iteration 50Q (489.669967 sec): 3 clusters Score: Raw -384485.245169 + Penalty 508.396994 = -383976.848175 nChanged 13 SP:Iteration 51Q (489.718392 sec): 3 clusters Score: Raw -384487.040570 + Penalty 508.396994 = -383978.643577 nChanged 12 SP:Iteration 52Q (489.761741 sec): 3 clusters Score: Raw -384488.785142 + Penalty 508.396994 = -383980.388148 nChanged 15 SP:Iteration 53Q (489.805360 sec): 3 clusters Score: Raw -384491.237141 + Penalty 508.396994 = -383982.840147 nChanged 10 SP:Iteration 54Q (489.844677 sec): 3 clusters Score: Raw -384492.781407 + Penalty 508.396994 = -383984.384413 nChanged 12 SP:Iteration 55Q (489.887718 sec): 3 clusters Score: Raw -384495.711888 + Penalty 508.396994 = -383987.314894 nChanged 15 SP:Iteration 56Q (489.929553 sec): 3 clusters Score: Raw -384498.809679 + Penalty 508.396994 = -383990.412685 nChanged 13 SP:Iteration 57Q (489.971034 sec): 3 clusters Score: Raw -384501.346562 + Penalty 508.396994 = -383992.949568 nChanged 15 SP:Iteration 58Q (490.007431 sec): 3 clusters Score: Raw -384505.153153 + Penalty 508.396994 = -383996.756159 nChanged 14 SP:Iteration 59Q (490.061949 sec): 3 clusters Score: Raw -384509.453271 + Penalty 508.396994 = -384001.056277 nChanged 13 SP:Iteration 60F (490.109850 sec): 3 clusters Score: Raw -384512.384264 + Penalty 508.396994 = -384003.987270 nChanged 11 SP:Iteration 61Q (490.164288 sec): 3 clusters Score: Raw -384514.188784 + Penalty 508.396994 = -384005.791790 nChanged 12 SP:Iteration 62Q (490.218697 sec): 3 clusters Score: Raw -384515.831938 + Penalty 508.396994 = -384007.434944 nChanged 9 SP:Iteration 63Q (490.273642 sec): 3 clusters Score: Raw -384517.256365 + Penalty 508.396994 = -384008.859371 nChanged 11 SP:Iteration 64Q (490.332001 sec): 3 clusters Score: Raw -384519.025096 + Penalty 508.396994 = -384010.628102 nChanged 8 SP:Iteration 65Q (490.382980 sec): 3 clusters Score: Raw -384520.336241 + Penalty 508.396994 = -384011.939247 nChanged 13 SP:Iteration 66Q (490.438977 sec): 3 clusters Score: Raw -384521.832606 + Penalty 508.396994 = -384013.435612 nChanged 12 SP:Iteration 67Q (490.489400 sec): 3 clusters Score: Raw -384523.563999 + Penalty 508.396994 = -384015.167006 nChanged 13 SP:Iteration 68Q (490.538222 sec): 3 clusters Score: Raw -384526.734994 + Penalty 508.396994 = -384018.338000 nChanged 14 SP:Iteration 69Q (490.581840 sec): 3 clusters Score: Raw -384530.678756 + Penalty 508.396994 = -384022.281763 nChanged 19 SP:Iteration 70Q (490.624980 sec): 3 clusters Score: Raw -384536.281967 + Penalty 508.396994 = -384027.884974 nChanged 18 SP:Iteration 71Q (490.653040 sec): 3 clusters Score: Raw -384541.346554 + Penalty 508.396994 = -384032.949560 nChanged 15 SP:Iteration 72Q (490.688665 sec): 3 clusters Score: Raw -384546.668761 + Penalty 508.396994 = -384038.271767 nChanged 19 SP:Iteration 73Q (490.731124 sec): 3 clusters Score: Raw -384551.598978 + Penalty 508.396994 = -384043.201984 nChanged 20 SP:Iteration 74Q (490.773690 sec): 3 clusters Score: Raw -384556.146013 + Penalty 508.396994 = -384047.749019 nChanged 9 SP:Iteration 75Q (490.820819 sec): 3 clusters Score: Raw -384558.210424 + Penalty 508.396994 = -384049.813430 nChanged 11 SP:Iteration 76Q (490.859551 sec): 3 clusters Score: Raw -384560.052226 + Penalty 508.396994 = -384051.655232 nChanged 10 SP:Iteration 77Q (490.915465 sec): 3 clusters Score: Raw -384562.259128 + Penalty 508.396994 = -384053.862135 nChanged 7 SP:Iteration 78Q (490.952429 sec): 3 clusters Score: Raw -384563.934751 + Penalty 508.396994 = -384055.537758 nChanged 8 SP:Iteration 79Q (490.999492 sec): 3 clusters Score: Raw -384565.462669 + Penalty 508.396994 = -384057.065675 nChanged 11 SP:Iteration 80F (491.055695 sec): 3 clusters Score: Raw -384568.049356 + Penalty 508.396994 = -384059.652363 nChanged 12 SP:Iteration 81Q (491.098998 sec): 3 clusters Score: Raw -384570.914049 + Penalty 508.396994 = -384062.517055 nChanged 12 SP:Iteration 82Q (491.145534 sec): 3 clusters Score: Raw -384573.558823 + Penalty 508.396994 = -384065.161829 nChanged 14 SP:Iteration 83Q (491.196895 sec): 3 clusters Score: Raw -384577.320608 + Penalty 508.396994 = -384068.923614 nChanged 12 SP:Iteration 84Q (491.248932 sec): 3 clusters Score: Raw -384579.239344 + Penalty 508.396994 = -384070.842350 nChanged 10 SP:Iteration 85Q (491.303290 sec): 3 clusters Score: Raw -384580.513497 + Penalty 508.396994 = -384072.116503 nChanged 5 SP:Iteration 86Q (491.336812 sec): 3 clusters Score: Raw -384581.037379 + Penalty 508.396994 = -384072.640386 nChanged 3 SP:Iteration 87Q (491.377625 sec): 3 clusters Score: Raw -384581.375158 + Penalty 508.396994 = -384072.978164 nChanged 2 SP:Iteration 88Q (491.418343 sec): 3 clusters Score: Raw -384581.621978 + Penalty 508.396994 = -384073.224984 nChanged 2 SP:Iteration 89Q (491.459102 sec): 3 clusters Score: Raw -384581.837007 + Penalty 508.396994 = -384073.440013 nChanged 2 SP:Iteration 90Q (491.499757 sec): 3 clusters Score: Raw -384582.058857 + Penalty 508.396994 = -384073.661863 nChanged 2 SP:Iteration 91Q (491.540094 sec): 3 clusters Score: Raw -384582.166733 + Penalty 508.396994 = -384073.769739 nChanged 1 SP:Iteration 92Q (491.588765 sec): 3 clusters Score: Raw -384582.286548 + Penalty 508.396994 = -384073.889554 nChanged 1 SP:Iteration 93Q (491.621989 sec): 3 clusters Score: Raw -384582.336727 + Penalty 508.396994 = -384073.939734 nChanged 0 SP:Iteration 94F (491.671605 sec): 3 clusters Score: Raw -384582.336727 + Penalty 508.396994 = -384073.939734 nChanged 0 Trying to split cluster 21 (1254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (491.699938 sec): 2 clusters Score: Raw -51283.232621 + Penalty 196.187577 = -51087.045044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (491.731713 sec): 3 clusters Score: Raw -50600.733715 + Penalty 392.375155 = -50208.358561 nChanged 552 SP:Iteration 1F (491.763082 sec): 3 clusters Score: Raw -50942.215420 + Penalty 392.375155 = -50549.840265 nChanged 77 SP:Iteration 2F (491.794136 sec): 3 clusters Score: Raw -50978.490686 + Penalty 392.375155 = -50586.115532 nChanged 55 SP:Iteration 3Q (491.832630 sec): 3 clusters Score: Raw -50998.496360 + Penalty 392.375155 = -50606.121205 nChanged 50 SP:Iteration 4Q (491.883113 sec): 3 clusters Score: Raw -51020.595329 + Penalty 392.375155 = -50628.220175 nChanged 59 SP:Iteration 5Q (491.911317 sec): 3 clusters Score: Raw -51054.627490 + Penalty 392.375155 = -50662.252336 nChanged 63 SP:Iteration 6F (491.960573 sec): 3 clusters Score: Raw -51091.417415 + Penalty 392.375155 = -50699.042261 nChanged 53 SP:Iteration 7Q (492.007251 sec): 3 clusters Score: Raw -51127.672911 + Penalty 392.375155 = -50735.297757 nChanged 58 SP:Iteration 8Q (492.057564 sec): 3 clusters Score: Raw -51173.276132 + Penalty 392.375155 = -50780.900977 nChanged 42 SP:Iteration 9Q (492.102893 sec): 3 clusters Score: Raw -51211.752344 + Penalty 392.375155 = -50819.377189 nChanged 42 SP:Iteration 10Q (492.152906 sec): 3 clusters Score: Raw -51245.615266 + Penalty 392.375155 = -50853.240111 nChanged 28 SP:Iteration 11Q (492.199625 sec): 3 clusters Score: Raw -51267.305605 + Penalty 392.375155 = -50874.930451 nChanged 25 SP:Iteration 12Q (492.235354 sec): 3 clusters Score: Raw -51283.868391 + Penalty 392.375155 = -50891.493236 nChanged 15 SP:Iteration 13Q (492.238379 sec): 3 clusters Score: Raw -51294.825600 + Penalty 392.375155 = -50902.450445 nChanged 8 SP:Iteration 14Q (492.241359 sec): 3 clusters Score: Raw -51301.237889 + Penalty 392.375155 = -50908.862734 nChanged 11 SP:Iteration 15Q (492.244339 sec): 3 clusters Score: Raw -51310.253613 + Penalty 392.375155 = -50917.878458 nChanged 5 SP:Iteration 16Q (492.284279 sec): 3 clusters Score: Raw -51312.571822 + Penalty 392.375155 = -50920.196668 nChanged 3 SP:Iteration 17Q (492.334394 sec): 3 clusters Score: Raw -51313.430858 + Penalty 392.375155 = -50921.055703 nChanged 3 SP:Iteration 18Q (492.385449 sec): 3 clusters Score: Raw -51314.253337 + Penalty 392.375155 = -50921.878182 nChanged 3 SP:Iteration 19Q (492.420337 sec): 3 clusters Score: Raw -51317.987574 + Penalty 392.375155 = -50925.612419 nChanged 3 SP:Iteration 20F (492.451619 sec): 3 clusters Score: Raw -51319.210550 + Penalty 392.375155 = -50926.835395 nChanged 1 SP:Iteration 21Q (492.482751 sec): 3 clusters Score: Raw -51319.412190 + Penalty 392.375155 = -50927.037035 nChanged 1 SP:Iteration 22Q (492.515456 sec): 3 clusters Score: Raw -51319.997635 + Penalty 392.375155 = -50927.622481 nChanged 0 SP:Iteration 23F (492.546433 sec): 3 clusters Score: Raw -51319.997635 + Penalty 392.375155 = -50927.622481 nChanged 0 Trying to split cluster 22 (1201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (492.565295 sec): 2 clusters Score: Raw -44642.064749 + Penalty 195.000020 = -44447.064728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (492.596466 sec): 3 clusters Score: Raw -43963.585928 + Penalty 390.000040 = -43573.585888 nChanged 512 SP:Iteration 1F (492.627457 sec): 3 clusters Score: Raw -44347.178993 + Penalty 390.000040 = -43957.178953 nChanged 103 SP:Iteration 2F (492.651283 sec): 3 clusters Score: Raw -44416.819194 + Penalty 390.000040 = -44026.819154 nChanged 70 SP:Iteration 3F (492.681314 sec): 3 clusters Score: Raw -44483.508983 + Penalty 390.000040 = -44093.508943 nChanged 66 SP:Iteration 4F (492.726226 sec): 3 clusters Score: Raw -44522.205016 + Penalty 390.000040 = -44132.204976 nChanged 39 SP:Iteration 5Q (492.757537 sec): 3 clusters Score: Raw -44548.643285 + Penalty 390.000040 = -44158.643245 nChanged 32 SP:Iteration 6Q (492.788624 sec): 3 clusters Score: Raw -44569.533163 + Penalty 390.000040 = -44179.533123 nChanged 24 SP:Iteration 7Q (492.822034 sec): 3 clusters Score: Raw -44586.889690 + Penalty 390.000040 = -44196.889649 nChanged 24 SP:Iteration 8Q (492.869676 sec): 3 clusters Score: Raw -44604.381788 + Penalty 390.000040 = -44214.381748 nChanged 17 SP:Iteration 9Q (492.918374 sec): 3 clusters Score: Raw -44615.677149 + Penalty 390.000040 = -44225.677108 nChanged 17 SP:Iteration 10Q (492.964385 sec): 3 clusters Score: Raw -44626.105646 + Penalty 390.000040 = -44236.105606 nChanged 14 SP:Iteration 11Q (493.013193 sec): 3 clusters Score: Raw -44630.394493 + Penalty 390.000040 = -44240.394453 nChanged 10 SP:Iteration 12Q (493.055398 sec): 3 clusters Score: Raw -44632.921418 + Penalty 390.000040 = -44242.921377 nChanged 8 SP:Iteration 13Q (493.097760 sec): 3 clusters Score: Raw -44634.625880 + Penalty 390.000040 = -44244.625839 nChanged 3 SP:Iteration 14Q (493.136369 sec): 3 clusters Score: Raw -44635.361013 + Penalty 390.000040 = -44245.360972 nChanged 3 SP:Iteration 15Q (493.177288 sec): 3 clusters Score: Raw -44635.882072 + Penalty 390.000040 = -44245.882032 nChanged 1 SP:Iteration 16Q (493.213573 sec): 3 clusters Score: Raw -44635.985238 + Penalty 390.000040 = -44245.985198 nChanged 1 SP:Iteration 17Q (493.254486 sec): 3 clusters Score: Raw -44636.273456 + Penalty 390.000040 = -44246.273416 nChanged 1 SP:Iteration 18Q (493.294441 sec): 3 clusters Score: Raw -44636.648561 + Penalty 390.000040 = -44246.648521 nChanged 2 SP:Iteration 19Q (493.351675 sec): 3 clusters Score: Raw -44636.923046 + Penalty 390.000040 = -44246.923005 nChanged 2 SP:Iteration 20F (493.390576 sec): 3 clusters Score: Raw -44637.251292 + Penalty 390.000040 = -44247.251251 nChanged 2 SP:Iteration 21Q (493.436350 sec): 3 clusters Score: Raw -44637.634896 + Penalty 390.000040 = -44247.634856 nChanged 2 SP:Iteration 22Q (493.487375 sec): 3 clusters Score: Raw -44637.846195 + Penalty 390.000040 = -44247.846155 nChanged 1 SP:Iteration 23Q (493.516355 sec): 3 clusters Score: Raw -44637.913313 + Penalty 390.000040 = -44247.913273 nChanged 0 SP:Iteration 24F (493.549539 sec): 3 clusters Score: Raw -44637.913313 + Penalty 390.000040 = -44247.913273 nChanged 0 Trying to split cluster 23 (704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (493.569644 sec): 2 clusters Score: Raw -20290.001565 + Penalty 180.311405 = -20109.690160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (493.598886 sec): 3 clusters Score: Raw -19986.049707 + Penalty 360.622810 = -19625.426898 nChanged 282 SP:Iteration 1F (493.635632 sec): 3 clusters Score: Raw -20191.994655 + Penalty 360.622810 = -19831.371845 nChanged 79 SP:Iteration 2F (493.683119 sec): 3 clusters Score: Raw -20261.781966 + Penalty 360.622810 = -19901.159156 nChanged 49 SP:Iteration 3F (493.726966 sec): 3 clusters Score: Raw -20298.673190 + Penalty 360.622810 = -19938.050380 nChanged 34 SP:Iteration 4Q (493.759314 sec): 3 clusters Score: Raw -20332.011284 + Penalty 360.622810 = -19971.388474 nChanged 37 SP:Iteration 5F (493.789699 sec): 3 clusters Score: Raw -20360.213505 + Penalty 360.622810 = -19999.590695 nChanged 35 SP:Iteration 6Q (493.824800 sec): 3 clusters Score: Raw -20388.009863 + Penalty 360.622810 = -20027.387054 nChanged 34 SP:Iteration 7Q (493.866602 sec): 3 clusters Score: Raw -20420.270250 + Penalty 360.622810 = -20059.647441 nChanged 29 SP:Iteration 8Q (493.916932 sec): 3 clusters Score: Raw -20446.843403 + Penalty 360.622810 = -20086.220593 nChanged 15 SP:Iteration 9Q (493.957785 sec): 3 clusters Score: Raw -20465.628285 + Penalty 360.622810 = -20105.005475 nChanged 12 SP:Iteration 10Q (493.998093 sec): 3 clusters Score: Raw -20476.078633 + Penalty 360.622810 = -20115.455823 nChanged 10 SP:Iteration 11Q (494.033529 sec): 3 clusters Score: Raw -20481.863366 + Penalty 360.622810 = -20121.240556 nChanged 3 SP:Iteration 12Q (494.069092 sec): 3 clusters Score: Raw -20484.082047 + Penalty 360.622810 = -20123.459237 nChanged 3 SP:Iteration 13Q (494.105703 sec): 3 clusters Score: Raw -20484.879347 + Penalty 360.622810 = -20124.256537 nChanged 3 SP:Iteration 14Q (494.136456 sec): 3 clusters Score: Raw -20485.441745 + Penalty 360.622810 = -20124.818935 nChanged 0 SP:Iteration 15F (494.167229 sec): 3 clusters Score: Raw -20485.441745 + Penalty 360.622810 = -20124.818935 nChanged 0 Score: Raw -10222795.438442 + Penalty 10339.370498 = -10212456.067943 Splitting cluster 23 changes total score from -10212605.204412 to -10212456.067943 So it's not getting split. Trying to split cluster 24 (958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (496.802244 sec): 2 clusters Score: Raw -25693.321505 + Penalty 188.783314 = -25504.538191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (496.840680 sec): 3 clusters Score: Raw -25182.256194 + Penalty 377.566628 = -24804.689566 nChanged 388 SP:Iteration 1F (496.895351 sec): 3 clusters Score: Raw -25436.442066 + Penalty 377.566628 = -25058.875438 nChanged 69 SP:Iteration 2F (496.927729 sec): 3 clusters Score: Raw -25481.019822 + Penalty 377.566628 = -25103.453194 nChanged 50 SP:Iteration 3F (496.970558 sec): 3 clusters Score: Raw -25511.118106 + Penalty 377.566628 = -25133.551479 nChanged 31 SP:Iteration 4Q (497.012738 sec): 3 clusters Score: Raw -25532.756625 + Penalty 377.566628 = -25155.189998 nChanged 33 SP:Iteration 5Q (497.054559 sec): 3 clusters Score: Raw -25551.560742 + Penalty 377.566628 = -25173.994115 nChanged 26 SP:Iteration 6Q (497.106472 sec): 3 clusters Score: Raw -25565.850005 + Penalty 377.566628 = -25188.283377 nChanged 30 SP:Iteration 7Q (497.138566 sec): 3 clusters Score: Raw -25579.325381 + Penalty 377.566628 = -25201.758753 nChanged 24 SP:Iteration 8Q (497.181056 sec): 3 clusters Score: Raw -25590.286509 + Penalty 377.566628 = -25212.719881 nChanged 17 SP:Iteration 9Q (497.222963 sec): 3 clusters Score: Raw -25603.534706 + Penalty 377.566628 = -25225.968078 nChanged 13 SP:Iteration 10Q (497.262547 sec): 3 clusters Score: Raw -25610.974497 + Penalty 377.566628 = -25233.407869 nChanged 14 SP:Iteration 11Q (497.302603 sec): 3 clusters Score: Raw -25616.422254 + Penalty 377.566628 = -25238.855627 nChanged 12 SP:Iteration 12Q (497.339102 sec): 3 clusters Score: Raw -25619.237265 + Penalty 377.566628 = -25241.670637 nChanged 4 SP:Iteration 13Q (497.376179 sec): 3 clusters Score: Raw -25621.501308 + Penalty 377.566628 = -25243.934680 nChanged 11 SP:Iteration 14Q (497.413440 sec): 3 clusters Score: Raw -25626.172827 + Penalty 377.566628 = -25248.606199 nChanged 8 SP:Iteration 15Q (497.450725 sec): 3 clusters Score: Raw -25629.959437 + Penalty 377.566628 = -25252.392810 nChanged 2 SP:Iteration 16Q (497.490764 sec): 3 clusters Score: Raw -25630.466623 + Penalty 377.566628 = -25252.899995 nChanged 2 SP:Iteration 17Q (497.535957 sec): 3 clusters Score: Raw -25630.694806 + Penalty 377.566628 = -25253.128178 nChanged 1 SP:Iteration 18Q (497.564159 sec): 3 clusters Score: Raw -25630.746892 + Penalty 377.566628 = -25253.180265 nChanged 1 SP:Iteration 19Q (497.600219 sec): 3 clusters Score: Raw -25630.785903 + Penalty 377.566628 = -25253.219275 nChanged 1 SP:Iteration 20F (497.641747 sec): 3 clusters Score: Raw -25630.912128 + Penalty 377.566628 = -25253.345501 nChanged 1 SP:Iteration 21Q (497.681226 sec): 3 clusters Score: Raw -25631.163613 + Penalty 377.566628 = -25253.596985 nChanged 1 SP:Iteration 22Q (497.723969 sec): 3 clusters Score: Raw -25631.242409 + Penalty 377.566628 = -25253.675781 nChanged 0 SP:Iteration 23F (497.766190 sec): 3 clusters Score: Raw -25631.242409 + Penalty 377.566628 = -25253.675781 nChanged 0 Trying to split cluster 25 (20250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (497.807324 sec): 2 clusters Score: Raw -843143.390707 + Penalty 272.687527 = -842870.703180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (497.859188 sec): 3 clusters Score: Raw -829824.256897 + Penalty 545.375054 = -829278.881843 nChanged 9776 SP:Iteration 1F (497.930319 sec): 3 clusters Score: Raw -835362.784443 + Penalty 545.375054 = -834817.409389 nChanged 906 SP:Iteration 2Q (497.978608 sec): 3 clusters Score: Raw -835647.777949 + Penalty 545.375054 = -835102.402895 nChanged 933 SP:Iteration 3Q (498.030070 sec): 3 clusters Score: Raw -835934.563499 + Penalty 545.375054 = -835389.188445 nChanged 914 SP:Iteration 4Q (498.091269 sec): 3 clusters Score: Raw -836228.287800 + Penalty 545.375054 = -835682.912746 nChanged 942 SP:Iteration 5Q (498.142501 sec): 3 clusters Score: Raw -836581.505325 + Penalty 545.375054 = -836036.130271 nChanged 1025 SP:Iteration 6F (498.194334 sec): 3 clusters Score: Raw -837024.327838 + Penalty 545.375054 = -836478.952784 nChanged 1021 SP:Iteration 7F (498.246722 sec): 3 clusters Score: Raw -837534.978164 + Penalty 545.375054 = -836989.603110 nChanged 1023 SP:Iteration 8F (498.285596 sec): 3 clusters Score: Raw -838106.807934 + Penalty 545.375054 = -837561.432880 nChanged 1055 SP:Iteration 9F (498.332987 sec): 3 clusters Score: Raw -838722.755547 + Penalty 545.375054 = -838177.380493 nChanged 1031 SP:Iteration 10F (498.388990 sec): 3 clusters Score: Raw -839297.283578 + Penalty 545.375054 = -838751.908524 nChanged 866 SP:Iteration 11Q (498.433853 sec): 3 clusters Score: Raw -839697.746349 + Penalty 545.375054 = -839152.371295 nChanged 674 SP:Iteration 12Q (498.490990 sec): 3 clusters Score: Raw -839931.689788 + Penalty 545.375054 = -839386.314734 nChanged 454 SP:Iteration 13Q (498.529727 sec): 3 clusters Score: Raw -840041.871241 + Penalty 545.375054 = -839496.496187 nChanged 274 SP:Iteration 14Q (498.579337 sec): 3 clusters Score: Raw -840087.397976 + Penalty 545.375054 = -839542.022922 nChanged 195 SP:Iteration 15Q (498.630982 sec): 3 clusters Score: Raw -840116.703610 + Penalty 545.375054 = -839571.328556 nChanged 162 SP:Iteration 16Q (498.683727 sec): 3 clusters Score: Raw -840137.402661 + Penalty 545.375054 = -839592.027607 nChanged 156 SP:Iteration 17Q (498.729760 sec): 3 clusters Score: Raw -840157.851453 + Penalty 545.375054 = -839612.476399 nChanged 146 SP:Iteration 18Q (498.775316 sec): 3 clusters Score: Raw -840179.467247 + Penalty 545.375054 = -839634.092193 nChanged 152 SP:Iteration 19Q (498.830162 sec): 3 clusters Score: Raw -840202.308000 + Penalty 545.375054 = -839656.932946 nChanged 126 SP:Iteration 20F (498.873419 sec): 3 clusters Score: Raw -840219.564542 + Penalty 545.375054 = -839674.189488 nChanged 132 SP:Iteration 21Q (498.928471 sec): 3 clusters Score: Raw -840234.754716 + Penalty 545.375054 = -839689.379662 nChanged 125 SP:Iteration 22Q (498.975692 sec): 3 clusters Score: Raw -840249.436673 + Penalty 545.375054 = -839704.061619 nChanged 119 SP:Iteration 23Q (499.017982 sec): 3 clusters Score: Raw -840265.123426 + Penalty 545.375054 = -839719.748372 nChanged 123 SP:Iteration 24Q (499.066702 sec): 3 clusters Score: Raw -840281.038604 + Penalty 545.375054 = -839735.663550 nChanged 121 SP:Iteration 25Q (499.128546 sec): 3 clusters Score: Raw -840298.509001 + Penalty 545.375054 = -839753.133947 nChanged 123 SP:Iteration 26Q (499.192977 sec): 3 clusters Score: Raw -840314.209783 + Penalty 545.375054 = -839768.834729 nChanged 117 SP:Iteration 27Q (499.240816 sec): 3 clusters Score: Raw -840328.081936 + Penalty 545.375054 = -839782.706882 nChanged 113 SP:Iteration 28Q (499.304003 sec): 3 clusters Score: Raw -840339.832924 + Penalty 545.375054 = -839794.457870 nChanged 115 SP:Iteration 29Q (499.373843 sec): 3 clusters Score: Raw -840354.420746 + Penalty 545.375054 = -839809.045692 nChanged 115 SP:Iteration 30Q (499.431678 sec): 3 clusters Score: Raw -840369.200428 + Penalty 545.375054 = -839823.825374 nChanged 112 SP:Iteration 31Q (499.478005 sec): 3 clusters Score: Raw -840383.004041 + Penalty 545.375054 = -839837.628987 nChanged 110 SP:Iteration 32Q (499.542953 sec): 3 clusters Score: Raw -840395.679854 + Penalty 545.375054 = -839850.304800 nChanged 113 SP:Iteration 33Q (499.596914 sec): 3 clusters Score: Raw -840407.740682 + Penalty 545.375054 = -839862.365628 nChanged 106 SP:Iteration 34Q (499.658919 sec): 3 clusters Score: Raw -840418.450218 + Penalty 545.375054 = -839873.075164 nChanged 118 SP:Iteration 35Q (499.698511 sec): 3 clusters Score: Raw -840430.254883 + Penalty 545.375054 = -839884.879829 nChanged 115 SP:Iteration 36Q (499.746684 sec): 3 clusters Score: Raw -840442.249649 + Penalty 545.375054 = -839896.874595 nChanged 123 SP:Iteration 37Q (499.795365 sec): 3 clusters Score: Raw -840455.505083 + Penalty 545.375054 = -839910.130029 nChanged 121 SP:Iteration 38Q (499.845026 sec): 3 clusters Score: Raw -840469.408423 + Penalty 545.375054 = -839924.033369 nChanged 134 SP:Iteration 39Q (499.892563 sec): 3 clusters Score: Raw -840486.700182 + Penalty 545.375054 = -839941.325128 nChanged 130 SP:Iteration 40F (499.939673 sec): 3 clusters Score: Raw -840504.830115 + Penalty 545.375054 = -839959.455061 nChanged 148 SP:Iteration 41Q (499.993962 sec): 3 clusters Score: Raw -840526.342042 + Penalty 545.375054 = -839980.966988 nChanged 167 SP:Iteration 42Q (500.041989 sec): 3 clusters Score: Raw -840551.055527 + Penalty 545.375054 = -840005.680473 nChanged 171 SP:Iteration 43Q (500.095416 sec): 3 clusters Score: Raw -840577.663011 + Penalty 545.375054 = -840032.287957 nChanged 200 SP:Iteration 44Q (500.158038 sec): 3 clusters Score: Raw -840611.942660 + Penalty 545.375054 = -840066.567606 nChanged 209 SP:Iteration 45Q (500.207054 sec): 3 clusters Score: Raw -840648.016091 + Penalty 545.375054 = -840102.641037 nChanged 211 SP:Iteration 46Q (500.261110 sec): 3 clusters Score: Raw -840680.831119 + Penalty 545.375054 = -840135.456065 nChanged 203 SP:Iteration 47Q (500.301382 sec): 3 clusters Score: Raw -840714.375189 + Penalty 545.375054 = -840169.000135 nChanged 213 SP:Iteration 48Q (500.357440 sec): 3 clusters Score: Raw -840753.234937 + Penalty 545.375054 = -840207.859883 nChanged 218 SP:Iteration 49Q (500.404563 sec): 3 clusters Score: Raw -840794.621239 + Penalty 545.375054 = -840249.246185 nChanged 238 SP:Iteration 50Q (500.452534 sec): 3 clusters Score: Raw -840840.925381 + Penalty 545.375054 = -840295.550327 nChanged 241 SP:Iteration 51Q (500.499272 sec): 3 clusters Score: Raw -840889.407124 + Penalty 545.375054 = -840344.032070 nChanged 247 SP:Iteration 52Q (500.545466 sec): 3 clusters Score: Raw -840939.607527 + Penalty 545.375054 = -840394.232473 nChanged 270 SP:Iteration 53Q (500.594452 sec): 3 clusters Score: Raw -841001.772921 + Penalty 545.375054 = -840456.397867 nChanged 296 SP:Iteration 54Q (500.639155 sec): 3 clusters Score: Raw -841078.700250 + Penalty 545.375054 = -840533.325196 nChanged 335 SP:Iteration 55Q (500.694945 sec): 3 clusters Score: Raw -841175.957540 + Penalty 545.375054 = -840630.582486 nChanged 353 SP:Iteration 56Q (500.734447 sec): 3 clusters Score: Raw -841290.044111 + Penalty 545.375054 = -840744.669057 nChanged 388 SP:Iteration 57Q (500.794437 sec): 3 clusters Score: Raw -841440.171327 + Penalty 545.375054 = -840894.796273 nChanged 411 SP:Iteration 58Q (500.842672 sec): 3 clusters Score: Raw -841611.113360 + Penalty 545.375054 = -841065.738306 nChanged 406 SP:Iteration 59Q (500.894233 sec): 3 clusters Score: Raw -841798.428235 + Penalty 545.375054 = -841253.053181 nChanged 426 SP:Iteration 60F (500.951996 sec): 3 clusters Score: Raw -842027.059302 + Penalty 545.375054 = -841481.684248 nChanged 424 SP:Iteration 61Q (501.014169 sec): 3 clusters Score: Raw -842253.950711 + Penalty 545.375054 = -841708.575657 nChanged 368 SP:Iteration 62Q (501.080056 sec): 3 clusters Score: Raw -842460.185049 + Penalty 545.375054 = -841914.809995 nChanged 315 SP:Iteration 63Q (501.136545 sec): 3 clusters Score: Raw -842676.155149 + Penalty 545.375054 = -842130.780095 nChanged 279 SP:Iteration 64Q (501.185964 sec): 3 clusters Score: Raw -842930.313337 + Penalty 545.375054 = -842384.938283 nChanged 197 SP:Iteration 65Q (501.240733 sec): 3 clusters Score: Raw -843102.031020 + Penalty 545.375054 = -842556.655966 nChanged 128 SP:Iteration 66Q (501.303706 sec): 3 clusters Score: Raw -843190.631917 + Penalty 545.375054 = -842645.256863 nChanged 101 SP:Iteration 67Q (501.346587 sec): 3 clusters Score: Raw -843243.813992 + Penalty 545.375054 = -842698.438938 nChanged 79 SP:Iteration 68Q (501.405281 sec): 3 clusters Score: Raw -843276.595825 + Penalty 545.375054 = -842731.220771 nChanged 48 SP:Iteration 69Q (501.469165 sec): 3 clusters Score: Raw -843295.053225 + Penalty 545.375054 = -842749.678171 nChanged 44 SP:Iteration 70Q (501.515607 sec): 3 clusters Score: Raw -843307.094605 + Penalty 545.375054 = -842761.719551 nChanged 39 SP:Iteration 71Q (501.569501 sec): 3 clusters Score: Raw -843316.511680 + Penalty 545.375054 = -842771.136626 nChanged 26 SP:Iteration 72Q (501.616305 sec): 3 clusters Score: Raw -843320.026374 + Penalty 545.375054 = -842774.651320 nChanged 16 SP:Iteration 73Q (501.655197 sec): 3 clusters Score: Raw -843322.355439 + Penalty 545.375054 = -842776.980385 nChanged 17 SP:Iteration 74Q (501.705876 sec): 3 clusters Score: Raw -843324.748163 + Penalty 545.375054 = -842779.373109 nChanged 18 SP:Iteration 75Q (501.776674 sec): 3 clusters Score: Raw -843328.366783 + Penalty 545.375054 = -842782.991729 nChanged 15 SP:Iteration 76Q (501.824867 sec): 3 clusters Score: Raw -843332.622175 + Penalty 545.375054 = -842787.247121 nChanged 18 SP:Iteration 77Q (501.880574 sec): 3 clusters Score: Raw -843336.250614 + Penalty 545.375054 = -842790.875560 nChanged 10 SP:Iteration 78Q (501.939262 sec): 3 clusters Score: Raw -843338.296443 + Penalty 545.375054 = -842792.921389 nChanged 9 SP:Iteration 79Q (501.995208 sec): 3 clusters Score: Raw -843339.526718 + Penalty 545.375054 = -842794.151664 nChanged 6 SP:Iteration 80F (502.051976 sec): 3 clusters Score: Raw -843341.928684 + Penalty 545.375054 = -842796.553630 nChanged 6 SP:Iteration 81Q (502.109198 sec): 3 clusters Score: Raw -843342.869732 + Penalty 545.375054 = -842797.494678 nChanged 5 SP:Iteration 82Q (502.161523 sec): 3 clusters Score: Raw -843344.024644 + Penalty 545.375054 = -842798.649590 nChanged 6 SP:Iteration 83Q (502.200682 sec): 3 clusters Score: Raw -843345.338202 + Penalty 545.375054 = -842799.963148 nChanged 9 SP:Iteration 84Q (502.256070 sec): 3 clusters Score: Raw -843346.606945 + Penalty 545.375054 = -842801.231891 nChanged 10 SP:Iteration 85Q (502.307118 sec): 3 clusters Score: Raw -843348.568463 + Penalty 545.375054 = -842803.193409 nChanged 6 SP:Iteration 86Q (502.344094 sec): 3 clusters Score: Raw -843349.430254 + Penalty 545.375054 = -842804.055200 nChanged 3 SP:Iteration 87Q (502.397502 sec): 3 clusters Score: Raw -843349.709231 + Penalty 545.375054 = -842804.334177 nChanged 2 SP:Iteration 88Q (502.443901 sec): 3 clusters Score: Raw -843349.827785 + Penalty 545.375054 = -842804.452731 nChanged 0 SP:Iteration 89F (502.486529 sec): 3 clusters Score: Raw -843349.827785 + Penalty 545.375054 = -842804.452731 nChanged 0 Trying to split cluster 26 (2613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.500884 sec): 2 clusters Score: Raw -85067.335939 + Penalty 216.376992 = -84850.958947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.541741 sec): 3 clusters Score: Raw -83538.628136 + Penalty 432.753985 = -83105.874151 nChanged 1120 SP:Iteration 1F (502.571196 sec): 3 clusters Score: Raw -84216.008464 + Penalty 432.753985 = -83783.254480 nChanged 184 SP:Iteration 2F (502.610658 sec): 3 clusters Score: Raw -84324.402955 + Penalty 432.753985 = -83891.648970 nChanged 148 SP:Iteration 3F (502.656763 sec): 3 clusters Score: Raw -84405.331519 + Penalty 432.753985 = -83972.577534 nChanged 121 SP:Iteration 4Q (502.709982 sec): 3 clusters Score: Raw -84489.567781 + Penalty 432.753985 = -84056.813796 nChanged 135 SP:Iteration 5F (502.750386 sec): 3 clusters Score: Raw -84579.609549 + Penalty 432.753985 = -84146.855565 nChanged 108 SP:Iteration 6Q (502.797572 sec): 3 clusters Score: Raw -84642.090584 + Penalty 432.753985 = -84209.336600 nChanged 89 SP:Iteration 7Q (502.831025 sec): 3 clusters Score: Raw -84686.966594 + Penalty 432.753985 = -84254.212609 nChanged 77 SP:Iteration 8Q (502.858694 sec): 3 clusters Score: Raw -84729.006478 + Penalty 432.753985 = -84296.252494 nChanged 64 SP:Iteration 9Q (502.906580 sec): 3 clusters Score: Raw -84756.597878 + Penalty 432.753985 = -84323.843894 nChanged 49 SP:Iteration 10Q (502.947499 sec): 3 clusters Score: Raw -84775.339472 + Penalty 432.753985 = -84342.585487 nChanged 32 SP:Iteration 11Q (502.991181 sec): 3 clusters Score: Raw -84781.154161 + Penalty 432.753985 = -84348.400176 nChanged 18 SP:Iteration 12Q (503.027481 sec): 3 clusters Score: Raw -84783.445125 + Penalty 432.753985 = -84350.691141 nChanged 13 SP:Iteration 13Q (503.060551 sec): 3 clusters Score: Raw -84785.865140 + Penalty 432.753985 = -84353.111155 nChanged 15 SP:Iteration 14Q (503.092081 sec): 3 clusters Score: Raw -84788.315855 + Penalty 432.753985 = -84355.561870 nChanged 14 SP:Iteration 15Q (503.125206 sec): 3 clusters Score: Raw -84790.735462 + Penalty 432.753985 = -84357.981478 nChanged 13 SP:Iteration 16Q (503.150915 sec): 3 clusters Score: Raw -84792.641327 + Penalty 432.753985 = -84359.887342 nChanged 7 SP:Iteration 17Q (503.184009 sec): 3 clusters Score: Raw -84793.431115 + Penalty 432.753985 = -84360.677130 nChanged 7 SP:Iteration 18Q (503.217132 sec): 3 clusters Score: Raw -84794.284635 + Penalty 432.753985 = -84361.530651 nChanged 7 SP:Iteration 19Q (503.250245 sec): 3 clusters Score: Raw -84795.398371 + Penalty 432.753985 = -84362.644386 nChanged 5 SP:Iteration 20F (503.283370 sec): 3 clusters Score: Raw -84795.884577 + Penalty 432.753985 = -84363.130593 nChanged 2 SP:Iteration 21Q (503.316475 sec): 3 clusters Score: Raw -84796.061908 + Penalty 432.753985 = -84363.307923 nChanged 2 SP:Iteration 22Q (503.348197 sec): 3 clusters Score: Raw -84796.295864 + Penalty 432.753985 = -84363.541880 nChanged 4 SP:Iteration 23Q (503.381754 sec): 3 clusters Score: Raw -84797.081228 + Penalty 432.753985 = -84364.327244 nChanged 7 SP:Iteration 24Q (503.420833 sec): 3 clusters Score: Raw -84797.994727 + Penalty 432.753985 = -84365.240743 nChanged 4 SP:Iteration 25Q (503.469336 sec): 3 clusters Score: Raw -84798.253414 + Penalty 432.753985 = -84365.499430 nChanged 1 SP:Iteration 26Q (503.515471 sec): 3 clusters Score: Raw -84798.435019 + Penalty 432.753985 = -84365.681034 nChanged 2 SP:Iteration 27Q (503.566312 sec): 3 clusters Score: Raw -84799.052985 + Penalty 432.753985 = -84366.299001 nChanged 2 SP:Iteration 28Q (503.610069 sec): 3 clusters Score: Raw -84799.370342 + Penalty 432.753985 = -84366.616358 nChanged 5 SP:Iteration 29Q (503.657805 sec): 3 clusters Score: Raw -84800.845142 + Penalty 432.753985 = -84368.091157 nChanged 7 SP:Iteration 30Q (503.708443 sec): 3 clusters Score: Raw -84801.986405 + Penalty 432.753985 = -84369.232420 nChanged 8 SP:Iteration 31Q (503.758609 sec): 3 clusters Score: Raw -84803.242760 + Penalty 432.753985 = -84370.488776 nChanged 9 SP:Iteration 32Q (503.807265 sec): 3 clusters Score: Raw -84804.762233 + Penalty 432.753985 = -84372.008248 nChanged 9 SP:Iteration 33Q (503.850873 sec): 3 clusters Score: Raw -84805.787474 + Penalty 432.753985 = -84373.033490 nChanged 7 SP:Iteration 34Q (503.894307 sec): 3 clusters Score: Raw -84806.557686 + Penalty 432.753985 = -84373.803702 nChanged 8 SP:Iteration 35Q (503.936501 sec): 3 clusters Score: Raw -84807.711761 + Penalty 432.753985 = -84374.957777 nChanged 12 SP:Iteration 36Q (503.979919 sec): 3 clusters Score: Raw -84810.216970 + Penalty 432.753985 = -84377.462985 nChanged 11 SP:Iteration 37Q (504.024176 sec): 3 clusters Score: Raw -84812.289678 + Penalty 432.753985 = -84379.535693 nChanged 12 SP:Iteration 38Q (504.068958 sec): 3 clusters Score: Raw -84814.704973 + Penalty 432.753985 = -84381.950989 nChanged 11 SP:Iteration 39Q (504.113888 sec): 3 clusters Score: Raw -84816.568517 + Penalty 432.753985 = -84383.814532 nChanged 8 SP:Iteration 40F (504.158313 sec): 3 clusters Score: Raw -84817.465455 + Penalty 432.753985 = -84384.711471 nChanged 5 SP:Iteration 41Q (504.202411 sec): 3 clusters Score: Raw -84817.797969 + Penalty 432.753985 = -84385.043985 nChanged 4 SP:Iteration 42Q (504.255629 sec): 3 clusters Score: Raw -84818.052846 + Penalty 432.753985 = -84385.298862 nChanged 3 SP:Iteration 43Q (504.290282 sec): 3 clusters Score: Raw -84818.276943 + Penalty 432.753985 = -84385.522959 nChanged 3 SP:Iteration 44Q (504.347682 sec): 3 clusters Score: Raw -84818.559887 + Penalty 432.753985 = -84385.805903 nChanged 4 SP:Iteration 45Q (504.388272 sec): 3 clusters Score: Raw -84818.963010 + Penalty 432.753985 = -84386.209025 nChanged 1 SP:Iteration 46Q (504.421012 sec): 3 clusters Score: Raw -84818.973692 + Penalty 432.753985 = -84386.219707 nChanged 0 SP:Iteration 47F (504.461037 sec): 3 clusters Score: Raw -84818.973692 + Penalty 432.753985 = -84386.219707 nChanged 0 Trying to split cluster 27 (5686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (504.486366 sec): 2 clusters Score: Raw -214650.996477 + Penalty 237.758463 = -214413.238014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (504.525724 sec): 3 clusters Score: Raw -211093.112673 + Penalty 475.516926 = -210617.595746 nChanged 2658 SP:Iteration 1F (504.570897 sec): 3 clusters Score: Raw -212648.880319 + Penalty 475.516926 = -212173.363393 nChanged 387 SP:Iteration 2F (504.624192 sec): 3 clusters Score: Raw -212852.558802 + Penalty 475.516926 = -212377.041876 nChanged 363 SP:Iteration 3F (504.652919 sec): 3 clusters Score: Raw -213021.066444 + Penalty 475.516926 = -212545.549518 nChanged 311 SP:Iteration 4F (504.689675 sec): 3 clusters Score: Raw -213166.284242 + Penalty 475.516926 = -212690.767316 nChanged 278 SP:Iteration 5Q (504.723393 sec): 3 clusters Score: Raw -213294.543829 + Penalty 475.516926 = -212819.026903 nChanged 240 SP:Iteration 6Q (504.759935 sec): 3 clusters Score: Raw -213396.674502 + Penalty 475.516926 = -212921.157576 nChanged 213 SP:Iteration 7Q (504.796535 sec): 3 clusters Score: Raw -213489.738989 + Penalty 475.516926 = -213014.222063 nChanged 209 SP:Iteration 8Q (504.833457 sec): 3 clusters Score: Raw -213586.965362 + Penalty 475.516926 = -213111.448436 nChanged 194 SP:Iteration 9Q (504.869777 sec): 3 clusters Score: Raw -213676.885888 + Penalty 475.516926 = -213201.368962 nChanged 190 SP:Iteration 10Q (504.924849 sec): 3 clusters Score: Raw -213753.911568 + Penalty 475.516926 = -213278.394642 nChanged 191 SP:Iteration 11Q (504.958268 sec): 3 clusters Score: Raw -213835.417895 + Penalty 475.516926 = -213359.900969 nChanged 178 SP:Iteration 12Q (504.994720 sec): 3 clusters Score: Raw -213907.418529 + Penalty 475.516926 = -213431.901603 nChanged 179 SP:Iteration 13Q (505.030627 sec): 3 clusters Score: Raw -213982.703276 + Penalty 475.516926 = -213507.186349 nChanged 192 SP:Iteration 14Q (505.059523 sec): 3 clusters Score: Raw -214065.724426 + Penalty 475.516926 = -213590.207500 nChanged 172 SP:Iteration 15Q (505.097388 sec): 3 clusters Score: Raw -214146.901008 + Penalty 475.516926 = -213671.384082 nChanged 162 SP:Iteration 16Q (505.129575 sec): 3 clusters Score: Raw -214231.260742 + Penalty 475.516926 = -213755.743816 nChanged 158 SP:Iteration 17Q (505.169711 sec): 3 clusters Score: Raw -214310.833059 + Penalty 475.516926 = -213835.316133 nChanged 146 SP:Iteration 18Q (505.209633 sec): 3 clusters Score: Raw -214395.507322 + Penalty 475.516926 = -213919.990396 nChanged 132 SP:Iteration 19Q (505.253658 sec): 3 clusters Score: Raw -214475.706584 + Penalty 475.516926 = -214000.189658 nChanged 103 SP:Iteration 20F (505.306263 sec): 3 clusters Score: Raw -214534.700260 + Penalty 475.516926 = -214059.183334 nChanged 77 SP:Iteration 21Q (505.342928 sec): 3 clusters Score: Raw -214578.344658 + Penalty 475.516926 = -214102.827732 nChanged 42 SP:Iteration 22Q (505.388603 sec): 3 clusters Score: Raw -214606.335183 + Penalty 475.516926 = -214130.818257 nChanged 33 SP:Iteration 23Q (505.447416 sec): 3 clusters Score: Raw -214628.867212 + Penalty 475.516926 = -214153.350286 nChanged 24 SP:Iteration 24Q (505.494750 sec): 3 clusters Score: Raw -214639.827547 + Penalty 475.516926 = -214164.310621 nChanged 12 SP:Iteration 25Q (505.521682 sec): 3 clusters Score: Raw -214644.766834 + Penalty 475.516926 = -214169.249908 nChanged 13 SP:Iteration 26Q (505.557094 sec): 3 clusters Score: Raw -214652.374501 + Penalty 475.516926 = -214176.857575 nChanged 9 SP:Iteration 27Q (505.593128 sec): 3 clusters Score: Raw -214655.805724 + Penalty 475.516926 = -214180.288798 nChanged 8 SP:Iteration 28Q (505.629018 sec): 3 clusters Score: Raw -214658.529259 + Penalty 475.516926 = -214183.012333 nChanged 3 SP:Iteration 29Q (505.673416 sec): 3 clusters Score: Raw -214659.664492 + Penalty 475.516926 = -214184.147566 nChanged 2 SP:Iteration 30Q (505.713751 sec): 3 clusters Score: Raw -214661.641458 + Penalty 475.516926 = -214186.124532 nChanged 4 SP:Iteration 31Q (505.748890 sec): 3 clusters Score: Raw -214663.987124 + Penalty 475.516926 = -214188.470197 nChanged 2 SP:Iteration 32Q (505.792493 sec): 3 clusters Score: Raw -214665.216005 + Penalty 475.516926 = -214189.699079 nChanged 3 SP:Iteration 33Q (505.845500 sec): 3 clusters Score: Raw -214666.033032 + Penalty 475.516926 = -214190.516106 nChanged 2 SP:Iteration 34Q (505.881798 sec): 3 clusters Score: Raw -214667.172949 + Penalty 475.516926 = -214191.656023 nChanged 1 SP:Iteration 35Q (505.921108 sec): 3 clusters Score: Raw -214667.708644 + Penalty 475.516926 = -214192.191718 nChanged 1 SP:Iteration 36Q (505.956879 sec): 3 clusters Score: Raw -214667.927108 + Penalty 475.516926 = -214192.410182 nChanged 0 SP:Iteration 37F (505.989898 sec): 3 clusters Score: Raw -214667.927108 + Penalty 475.516926 = -214192.410182 nChanged 0 Trying to split cluster 28 (4403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (506.005930 sec): 2 clusters Score: Raw -176631.642697 + Penalty 230.726139 = -176400.916558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (506.042696 sec): 3 clusters Score: Raw -173932.098536 + Penalty 461.452277 = -173470.646259 nChanged 2043 SP:Iteration 1F (506.078152 sec): 3 clusters Score: Raw -175197.807894 + Penalty 461.452277 = -174736.355617 nChanged 316 SP:Iteration 2F (506.113320 sec): 3 clusters Score: Raw -175426.944674 + Penalty 461.452277 = -174965.492396 nChanged 317 SP:Iteration 3F (506.163193 sec): 3 clusters Score: Raw -175687.605857 + Penalty 461.452277 = -175226.153579 nChanged 294 SP:Iteration 4F (506.196367 sec): 3 clusters Score: Raw -175928.329742 + Penalty 461.452277 = -175466.877465 nChanged 201 SP:Iteration 5Q (506.240539 sec): 3 clusters Score: Raw -176091.856154 + Penalty 461.452277 = -175630.403877 nChanged 132 SP:Iteration 6Q (506.278814 sec): 3 clusters Score: Raw -176176.327043 + Penalty 461.452277 = -175714.874766 nChanged 94 SP:Iteration 7Q (506.324584 sec): 3 clusters Score: Raw -176223.264683 + Penalty 461.452277 = -175761.812405 nChanged 65 SP:Iteration 8Q (506.359715 sec): 3 clusters Score: Raw -176249.922710 + Penalty 461.452277 = -175788.470433 nChanged 61 SP:Iteration 9Q (506.390910 sec): 3 clusters Score: Raw -176271.452506 + Penalty 461.452277 = -175810.000228 nChanged 55 SP:Iteration 10Q (506.425967 sec): 3 clusters Score: Raw -176291.757686 + Penalty 461.452277 = -175830.305408 nChanged 57 SP:Iteration 11Q (506.463725 sec): 3 clusters Score: Raw -176314.458551 + Penalty 461.452277 = -175853.006274 nChanged 61 SP:Iteration 12Q (506.517927 sec): 3 clusters Score: Raw -176339.378376 + Penalty 461.452277 = -175877.926099 nChanged 61 SP:Iteration 13Q (506.549935 sec): 3 clusters Score: Raw -176363.816689 + Penalty 461.452277 = -175902.364412 nChanged 57 SP:Iteration 14Q (506.584377 sec): 3 clusters Score: Raw -176388.993952 + Penalty 461.452277 = -175927.541674 nChanged 52 SP:Iteration 15Q (506.626715 sec): 3 clusters Score: Raw -176407.632665 + Penalty 461.452277 = -175946.180388 nChanged 42 SP:Iteration 16Q (506.667819 sec): 3 clusters Score: Raw -176420.882031 + Penalty 461.452277 = -175959.429754 nChanged 32 SP:Iteration 17Q (506.702801 sec): 3 clusters Score: Raw -176431.057892 + Penalty 461.452277 = -175969.605615 nChanged 36 SP:Iteration 18Q (506.736737 sec): 3 clusters Score: Raw -176443.732604 + Penalty 461.452277 = -175982.280326 nChanged 41 SP:Iteration 19Q (506.764799 sec): 3 clusters Score: Raw -176457.932416 + Penalty 461.452277 = -175996.480139 nChanged 40 SP:Iteration 20F (506.800218 sec): 3 clusters Score: Raw -176474.548941 + Penalty 461.452277 = -176013.096664 nChanged 40 SP:Iteration 21Q (506.835851 sec): 3 clusters Score: Raw -176493.114338 + Penalty 461.452277 = -176031.662061 nChanged 44 SP:Iteration 22Q (506.880246 sec): 3 clusters Score: Raw -176511.252483 + Penalty 461.452277 = -176049.800206 nChanged 33 SP:Iteration 23Q (506.920111 sec): 3 clusters Score: Raw -176524.054556 + Penalty 461.452277 = -176062.602279 nChanged 28 SP:Iteration 24Q (506.965075 sec): 3 clusters Score: Raw -176533.451488 + Penalty 461.452277 = -176071.999210 nChanged 24 SP:Iteration 25Q (507.019866 sec): 3 clusters Score: Raw -176541.186415 + Penalty 461.452277 = -176079.734138 nChanged 32 SP:Iteration 26Q (507.056850 sec): 3 clusters Score: Raw -176551.433926 + Penalty 461.452277 = -176089.981648 nChanged 25 SP:Iteration 27Q (507.089102 sec): 3 clusters Score: Raw -176558.959968 + Penalty 461.452277 = -176097.507691 nChanged 24 SP:Iteration 28Q (507.124361 sec): 3 clusters Score: Raw -176567.521484 + Penalty 461.452277 = -176106.069207 nChanged 25 SP:Iteration 29Q (507.162905 sec): 3 clusters Score: Raw -176576.556982 + Penalty 461.452277 = -176115.104705 nChanged 21 SP:Iteration 30Q (507.197908 sec): 3 clusters Score: Raw -176584.456630 + Penalty 461.452277 = -176123.004352 nChanged 21 SP:Iteration 31Q (507.245253 sec): 3 clusters Score: Raw -176593.035937 + Penalty 461.452277 = -176131.583660 nChanged 22 SP:Iteration 32Q (507.288843 sec): 3 clusters Score: Raw -176602.557164 + Penalty 461.452277 = -176141.104887 nChanged 17 SP:Iteration 33Q (507.327868 sec): 3 clusters Score: Raw -176610.330181 + Penalty 461.452277 = -176148.877903 nChanged 19 SP:Iteration 34Q (507.365426 sec): 3 clusters Score: Raw -176618.310907 + Penalty 461.452277 = -176156.858629 nChanged 13 SP:Iteration 35Q (507.397707 sec): 3 clusters Score: Raw -176623.219327 + Penalty 461.452277 = -176161.767050 nChanged 10 SP:Iteration 36Q (507.440103 sec): 3 clusters Score: Raw -176626.902752 + Penalty 461.452277 = -176165.450474 nChanged 10 SP:Iteration 37Q (507.467194 sec): 3 clusters Score: Raw -176630.259135 + Penalty 461.452277 = -176168.806857 nChanged 4 SP:Iteration 38Q (507.505498 sec): 3 clusters Score: Raw -176632.603858 + Penalty 461.452277 = -176171.151581 nChanged 7 SP:Iteration 39Q (507.538540 sec): 3 clusters Score: Raw -176635.244886 + Penalty 461.452277 = -176173.792609 nChanged 6 SP:Iteration 40F (507.562666 sec): 3 clusters Score: Raw -176637.401706 + Penalty 461.452277 = -176175.949429 nChanged 5 SP:Iteration 41Q (507.599451 sec): 3 clusters Score: Raw -176639.709851 + Penalty 461.452277 = -176178.257574 nChanged 5 SP:Iteration 42Q (507.627437 sec): 3 clusters Score: Raw -176641.302304 + Penalty 461.452277 = -176179.850027 nChanged 3 SP:Iteration 43Q (507.668401 sec): 3 clusters Score: Raw -176642.311930 + Penalty 461.452277 = -176180.859653 nChanged 5 SP:Iteration 44Q (507.706862 sec): 3 clusters Score: Raw -176644.934046 + Penalty 461.452277 = -176183.481768 nChanged 6 SP:Iteration 45Q (507.743846 sec): 3 clusters Score: Raw -176646.452557 + Penalty 461.452277 = -176185.000280 nChanged 3 SP:Iteration 46Q (507.792432 sec): 3 clusters Score: Raw -176647.148833 + Penalty 461.452277 = -176185.696556 nChanged 1 SP:Iteration 47Q (507.842541 sec): 3 clusters Score: Raw -176647.548463 + Penalty 461.452277 = -176186.096186 nChanged 1 SP:Iteration 48Q (507.885821 sec): 3 clusters Score: Raw -176648.346777 + Penalty 461.452277 = -176186.894499 nChanged 2 SP:Iteration 49Q (507.936622 sec): 3 clusters Score: Raw -176649.182996 + Penalty 461.452277 = -176187.730718 nChanged 1 SP:Iteration 50Q (507.984311 sec): 3 clusters Score: Raw -176649.394856 + Penalty 461.452277 = -176187.942578 nChanged 1 SP:Iteration 51Q (508.026399 sec): 3 clusters Score: Raw -176649.663919 + Penalty 461.452277 = -176188.211642 nChanged 1 SP:Iteration 52Q (508.069159 sec): 3 clusters Score: Raw -176650.779088 + Penalty 461.452277 = -176189.326810 nChanged 2 SP:Iteration 53Q (508.112244 sec): 3 clusters Score: Raw -176652.040932 + Penalty 461.452277 = -176190.588654 nChanged 1 SP:Iteration 54Q (508.149353 sec): 3 clusters Score: Raw -176652.339431 + Penalty 461.452277 = -176190.887153 nChanged 2 SP:Iteration 55Q (508.184365 sec): 3 clusters Score: Raw -176652.883432 + Penalty 461.452277 = -176191.431155 nChanged 2 SP:Iteration 56Q (508.225688 sec): 3 clusters Score: Raw -176653.382680 + Penalty 461.452277 = -176191.930402 nChanged 2 SP:Iteration 57Q (508.266578 sec): 3 clusters Score: Raw -176653.918710 + Penalty 461.452277 = -176192.466433 nChanged 2 SP:Iteration 58Q (508.304752 sec): 3 clusters Score: Raw -176655.602583 + Penalty 461.452277 = -176194.150305 nChanged 2 SP:Iteration 59Q (508.336944 sec): 3 clusters Score: Raw -176656.345972 + Penalty 461.452277 = -176194.893695 nChanged 1 SP:Iteration 60F (508.369166 sec): 3 clusters Score: Raw -176656.581846 + Penalty 461.452277 = -176195.129569 nChanged 1 SP:Iteration 61Q (508.404499 sec): 3 clusters Score: Raw -176656.713188 + Penalty 461.452277 = -176195.260911 nChanged 0 SP:Iteration 62F (508.440377 sec): 3 clusters Score: Raw -176656.713188 + Penalty 461.452277 = -176195.260911 nChanged 0 Trying to split cluster 29 (1870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (508.462495 sec): 2 clusters Score: Raw -75165.085279 + Penalty 207.176577 = -74957.908702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (508.515445 sec): 3 clusters Score: Raw -74072.599995 + Penalty 414.353154 = -73658.246841 nChanged 823 SP:Iteration 1F (508.559230 sec): 3 clusters Score: Raw -74594.412112 + Penalty 414.353154 = -74180.058958 nChanged 159 SP:Iteration 2F (508.597288 sec): 3 clusters Score: Raw -74731.317256 + Penalty 414.353154 = -74316.964101 nChanged 134 SP:Iteration 3F (508.632117 sec): 3 clusters Score: Raw -74830.894625 + Penalty 414.353154 = -74416.541471 nChanged 107 SP:Iteration 4F (508.675773 sec): 3 clusters Score: Raw -74901.381193 + Penalty 414.353154 = -74487.028039 nChanged 65 SP:Iteration 5Q (508.715647 sec): 3 clusters Score: Raw -74940.243931 + Penalty 414.353154 = -74525.890777 nChanged 50 SP:Iteration 6Q (508.775560 sec): 3 clusters Score: Raw -74977.811930 + Penalty 414.353154 = -74563.458776 nChanged 33 SP:Iteration 7Q (508.810946 sec): 3 clusters Score: Raw -74997.197415 + Penalty 414.353154 = -74582.844261 nChanged 31 SP:Iteration 8Q (508.865065 sec): 3 clusters Score: Raw -75008.125453 + Penalty 414.353154 = -74593.772299 nChanged 29 SP:Iteration 9Q (508.897168 sec): 3 clusters Score: Raw -75017.650570 + Penalty 414.353154 = -74603.297416 nChanged 21 SP:Iteration 10Q (508.929208 sec): 3 clusters Score: Raw -75024.782723 + Penalty 414.353154 = -74610.429569 nChanged 19 SP:Iteration 11Q (508.968317 sec): 3 clusters Score: Raw -75033.861953 + Penalty 414.353154 = -74619.508799 nChanged 19 SP:Iteration 12Q (508.997943 sec): 3 clusters Score: Raw -75041.830808 + Penalty 414.353154 = -74627.477654 nChanged 20 SP:Iteration 13Q (509.030470 sec): 3 clusters Score: Raw -75050.475192 + Penalty 414.353154 = -74636.122038 nChanged 26 SP:Iteration 14Q (509.056907 sec): 3 clusters Score: Raw -75062.263531 + Penalty 414.353154 = -74647.910377 nChanged 15 SP:Iteration 15Q (509.093968 sec): 3 clusters Score: Raw -75068.616060 + Penalty 414.353154 = -74654.262906 nChanged 19 SP:Iteration 16Q (509.143491 sec): 3 clusters Score: Raw -75075.685341 + Penalty 414.353154 = -74661.332187 nChanged 16 SP:Iteration 17Q (509.186529 sec): 3 clusters Score: Raw -75080.709229 + Penalty 414.353154 = -74666.356075 nChanged 13 SP:Iteration 18Q (509.222203 sec): 3 clusters Score: Raw -75084.125230 + Penalty 414.353154 = -74669.772076 nChanged 7 SP:Iteration 19Q (509.255381 sec): 3 clusters Score: Raw -75085.333760 + Penalty 414.353154 = -74670.980606 nChanged 8 SP:Iteration 20F (509.288026 sec): 3 clusters Score: Raw -75087.969316 + Penalty 414.353154 = -74673.616161 nChanged 12 SP:Iteration 21Q (509.319977 sec): 3 clusters Score: Raw -75092.686253 + Penalty 414.353154 = -74678.333099 nChanged 14 SP:Iteration 22Q (509.351262 sec): 3 clusters Score: Raw -75099.450358 + Penalty 414.353154 = -74685.097204 nChanged 12 SP:Iteration 23Q (509.383214 sec): 3 clusters Score: Raw -75103.278068 + Penalty 414.353154 = -74688.924914 nChanged 4 SP:Iteration 24Q (509.415162 sec): 3 clusters Score: Raw -75104.343013 + Penalty 414.353154 = -74689.989859 nChanged 8 SP:Iteration 25Q (509.455310 sec): 3 clusters Score: Raw -75108.964944 + Penalty 414.353154 = -74694.611790 nChanged 13 SP:Iteration 26Q (509.459627 sec): 3 clusters Score: Raw -75117.474976 + Penalty 414.353154 = -74703.121822 nChanged 6 SP:Iteration 27Q (509.463702 sec): 3 clusters Score: Raw -75120.242632 + Penalty 414.353154 = -74705.889478 nChanged 3 SP:Iteration 28Q (509.467793 sec): 3 clusters Score: Raw -75120.780618 + Penalty 414.353154 = -74706.427464 nChanged 0 SP:Iteration 29F (509.471941 sec): 3 clusters Score: Raw -75120.780618 + Penalty 414.353154 = -74706.427464 nChanged 0 Iteration 139Q (511.607291 sec): 30 clusters Score: Raw -10222600.026814 + Penalty 9994.724815 = -10212605.301999 nChanged 9 Iteration 140F (514.261789 sec): 30 clusters Score: Raw -10222600.373630 + Penalty 9994.724815 = -10212605.648815 nChanged 11 Iteration 141Q (516.419064 sec): 30 clusters Score: Raw -10222600.719779 + Penalty 9994.724815 = -10212605.994964 nChanged 8 Iteration 142Q (518.620690 sec): 30 clusters Score: Raw -10222600.936484 + Penalty 9994.724815 = -10212606.211669 nChanged 18 Iteration 143Q (520.692906 sec): 30 clusters Score: Raw -10222601.506963 + Penalty 9994.724815 = -10212606.782148 nChanged 26 Iteration 144Q (522.828001 sec): 30 clusters Score: Raw -10222602.374090 + Penalty 9994.724815 = -10212607.649275 nChanged 23 Iteration 145Q (524.957658 sec): 30 clusters Score: Raw -10222603.060062 + Penalty 9994.724815 = -10212608.335247 nChanged 21 Iteration 146Q (526.969125 sec): 30 clusters Score: Raw -10222603.552269 + Penalty 9994.724815 = -10212608.827454 nChanged 31 Iteration 147Q (529.048075 sec): 30 clusters Score: Raw -10222604.595772 + Penalty 9994.724815 = -10212609.870957 nChanged 43 Iteration 148Q (531.098630 sec): 30 clusters Score: Raw -10222606.551973 + Penalty 9994.724815 = -10212611.827158 nChanged 44 Iteration 149Q (533.203286 sec): 30 clusters Score: Raw -10222608.037977 + Penalty 9994.724815 = -10212613.313162 nChanged 35 Iteration 150Q (535.417661 sec): 30 clusters Score: Raw -10222609.331003 + Penalty 9994.724815 = -10212614.606187 nChanged 33 Iteration 151Q (537.590285 sec): 30 clusters Score: Raw -10222610.479472 + Penalty 9994.724815 = -10212615.754657 nChanged 29 Iteration 152Q (539.817544 sec): 30 clusters Score: Raw -10222611.697132 + Penalty 9994.724815 = -10212616.972317 nChanged 33 Iteration 153Q (541.965294 sec): 30 clusters Score: Raw -10222612.720185 + Penalty 9994.724815 = -10212617.995370 nChanged 27 Iteration 154Q (544.037788 sec): 30 clusters Score: Raw -10222613.434325 + Penalty 9994.724815 = -10212618.709510 nChanged 23 Iteration 155Q (546.142294 sec): 30 clusters Score: Raw -10222613.986004 + Penalty 9994.724815 = -10212619.261189 nChanged 20 Iteration 156Q (548.191677 sec): 30 clusters Score: Raw -10222614.443057 + Penalty 9994.724815 = -10212619.718242 nChanged 14 Iteration 157Q (550.351691 sec): 30 clusters Score: Raw -10222614.862424 + Penalty 9994.724815 = -10212620.137609 nChanged 14 Iteration 158Q (552.446814 sec): 30 clusters Score: Raw -10222615.186520 + Penalty 9994.724815 = -10212620.461705 nChanged 13 Iteration 159Q (554.489248 sec): 30 clusters Score: Raw -10222615.538328 + Penalty 9994.724815 = -10212620.813513 nChanged 11 Iteration 160F (557.061693 sec): 30 clusters Score: Raw -10222615.732561 + Penalty 9994.724815 = -10212621.007746 nChanged 11 Iteration 161Q (559.338484 sec): 30 clusters Score: Raw -10222616.054363 + Penalty 9994.724815 = -10212621.329548 nChanged 12 Iteration 162Q (561.427198 sec): 30 clusters Score: Raw -10222616.394282 + Penalty 9994.724815 = -10212621.669467 nChanged 14 Iteration 163Q (563.554908 sec): 30 clusters Score: Raw -10222616.631509 + Penalty 9994.724815 = -10212621.906694 nChanged 10 Iteration 164Q (565.723613 sec): 30 clusters Score: Raw -10222616.859094 + Penalty 9994.724815 = -10212622.134279 nChanged 14 Iteration 165Q (567.841771 sec): 30 clusters Score: Raw -10222617.252546 + Penalty 9994.724815 = -10212622.527731 nChanged 19 Iteration 166Q (569.887990 sec): 30 clusters Score: Raw -10222617.930636 + Penalty 9994.724815 = -10212623.205821 nChanged 25 Iteration 167Q (571.997337 sec): 30 clusters Score: Raw -10222618.725252 + Penalty 9994.724815 = -10212624.000437 nChanged 27 Iteration 168Q (574.166976 sec): 30 clusters Score: Raw -10222619.740272 + Penalty 9994.724815 = -10212625.015457 nChanged 20 Iteration 169Q (576.199895 sec): 30 clusters Score: Raw -10222620.340524 + Penalty 9994.724815 = -10212625.615709 nChanged 18 Iteration 170Q (578.403328 sec): 30 clusters Score: Raw -10222621.010498 + Penalty 9994.724815 = -10212626.285683 nChanged 25 Iteration 171Q (580.458812 sec): 30 clusters Score: Raw -10222622.144412 + Penalty 9994.724815 = -10212627.419597 nChanged 23 Iteration 172Q (582.643581 sec): 30 clusters Score: Raw -10222622.872084 + Penalty 9994.724815 = -10212628.147269 nChanged 16 Iteration 173Q (584.705765 sec): 30 clusters Score: Raw -10222623.228749 + Penalty 9994.724815 = -10212628.503934 nChanged 19 Iteration 174Q (586.753502 sec): 30 clusters Score: Raw -10222624.192332 + Penalty 9994.724815 = -10212629.467517 nChanged 19 Iteration 175Q (588.929650 sec): 30 clusters Score: Raw -10222624.641186 + Penalty 9994.724815 = -10212629.916371 nChanged 15 Iteration 176Q (591.046858 sec): 30 clusters Score: Raw -10222625.048406 + Penalty 9994.724815 = -10212630.323591 nChanged 13 Iteration 177Q (593.202555 sec): 30 clusters Score: Raw -10222625.372422 + Penalty 9994.724815 = -10212630.647607 nChanged 12 Iteration 178Q (595.443969 sec): 30 clusters Score: Raw -10222625.534267 + Penalty 9994.724815 = -10212630.809452 nChanged 11 Writing temp clu file Because OldScore, -10212630.647607, is greater than current (better) Score,-10212630.809452 Compute initial score before splitting: Score: Raw -10222625.534267 + Penalty 9994.724815 = -10212630.809452 Trying to split cluster 1 (1934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (595.508614 sec): 2 clusters Score: Raw -64982.113497 + Penalty 208.102006 = -64774.011490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (595.553322 sec): 3 clusters Score: Raw -63858.731265 + Penalty 416.204012 = -63442.527253 nChanged 846 SP:Iteration 1F (595.586333 sec): 3 clusters Score: Raw -64510.864067 + Penalty 416.204012 = -64094.660054 nChanged 161 SP:Iteration 2F (595.618258 sec): 3 clusters Score: Raw -64652.778141 + Penalty 416.204012 = -64236.574129 nChanged 146 SP:Iteration 3F (595.651844 sec): 3 clusters Score: Raw -64804.110085 + Penalty 416.204012 = -64387.906072 nChanged 112 SP:Iteration 4F (595.695843 sec): 3 clusters Score: Raw -64913.452336 + Penalty 416.204012 = -64497.248324 nChanged 78 SP:Iteration 5Q (595.743709 sec): 3 clusters Score: Raw -64994.795920 + Penalty 416.204012 = -64578.591908 nChanged 73 SP:Iteration 6Q (595.793074 sec): 3 clusters Score: Raw -65069.382058 + Penalty 416.204012 = -64653.178046 nChanged 45 SP:Iteration 7Q (595.834398 sec): 3 clusters Score: Raw -65097.049759 + Penalty 416.204012 = -64680.845746 nChanged 25 SP:Iteration 8Q (595.878647 sec): 3 clusters Score: Raw -65104.023071 + Penalty 416.204012 = -64687.819059 nChanged 17 SP:Iteration 9Q (595.930939 sec): 3 clusters Score: Raw -65110.554359 + Penalty 416.204012 = -64694.350347 nChanged 12 SP:Iteration 10Q (595.969614 sec): 3 clusters Score: Raw -65112.977090 + Penalty 416.204012 = -64696.773077 nChanged 7 SP:Iteration 11Q (596.010859 sec): 3 clusters Score: Raw -65114.243441 + Penalty 416.204012 = -64698.039428 nChanged 5 SP:Iteration 12Q (596.054695 sec): 3 clusters Score: Raw -65115.098799 + Penalty 416.204012 = -64698.894787 nChanged 5 SP:Iteration 13Q (596.090586 sec): 3 clusters Score: Raw -65117.194639 + Penalty 416.204012 = -64700.990627 nChanged 8 SP:Iteration 14Q (596.125907 sec): 3 clusters Score: Raw -65119.054459 + Penalty 416.204012 = -64702.850447 nChanged 2 SP:Iteration 15Q (596.157376 sec): 3 clusters Score: Raw -65119.258080 + Penalty 416.204012 = -64703.054068 nChanged 1 SP:Iteration 16Q (596.189069 sec): 3 clusters Score: Raw -65119.292223 + Penalty 416.204012 = -64703.088211 nChanged 0 SP:Iteration 17F (596.220761 sec): 3 clusters Score: Raw -65119.292223 + Penalty 416.204012 = -64703.088211 nChanged 0 Trying to split cluster 2 (11599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (596.247156 sec): 2 clusters Score: Raw -433612.867252 + Penalty 257.363540 = -433355.503713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (596.289543 sec): 3 clusters Score: Raw -426196.517021 + Penalty 514.727079 = -425681.789942 nChanged 5465 SP:Iteration 1F (596.326446 sec): 3 clusters Score: Raw -430139.033699 + Penalty 514.727079 = -429624.306620 nChanged 809 SP:Iteration 2F (596.375935 sec): 3 clusters Score: Raw -430783.963283 + Penalty 514.727079 = -430269.236204 nChanged 727 SP:Iteration 3F (596.424107 sec): 3 clusters Score: Raw -431261.260777 + Penalty 514.727079 = -430746.533698 nChanged 583 SP:Iteration 4F (596.483603 sec): 3 clusters Score: Raw -431575.119317 + Penalty 514.727079 = -431060.392238 nChanged 449 SP:Iteration 5Q (596.525733 sec): 3 clusters Score: Raw -431771.157667 + Penalty 514.727079 = -431256.430588 nChanged 336 SP:Iteration 6Q (596.574960 sec): 3 clusters Score: Raw -431911.298134 + Penalty 514.727079 = -431396.571055 nChanged 295 SP:Iteration 7Q (596.623473 sec): 3 clusters Score: Raw -432019.854171 + Penalty 514.727079 = -431505.127092 nChanged 294 SP:Iteration 8Q (596.671709 sec): 3 clusters Score: Raw -432136.379557 + Penalty 514.727079 = -431621.652478 nChanged 292 SP:Iteration 9Q (596.722320 sec): 3 clusters Score: Raw -432276.496398 + Penalty 514.727079 = -431761.769318 nChanged 324 SP:Iteration 10Q (596.781517 sec): 3 clusters Score: Raw -432447.196765 + Penalty 514.727079 = -431932.469686 nChanged 328 SP:Iteration 11Q (596.822311 sec): 3 clusters Score: Raw -432639.538876 + Penalty 514.727079 = -432124.811797 nChanged 343 SP:Iteration 12Q (596.870753 sec): 3 clusters Score: Raw -432857.826312 + Penalty 514.727079 = -432343.099233 nChanged 300 SP:Iteration 13Q (596.922834 sec): 3 clusters Score: Raw -433051.991820 + Penalty 514.727079 = -432537.264741 nChanged 272 SP:Iteration 14Q (596.968342 sec): 3 clusters Score: Raw -433236.835836 + Penalty 514.727079 = -432722.108757 nChanged 209 SP:Iteration 15Q (597.012092 sec): 3 clusters Score: Raw -433372.355994 + Penalty 514.727079 = -432857.628915 nChanged 142 SP:Iteration 16Q (597.075344 sec): 3 clusters Score: Raw -433450.358319 + Penalty 514.727079 = -432935.631240 nChanged 114 SP:Iteration 17Q (597.117138 sec): 3 clusters Score: Raw -433506.944414 + Penalty 514.727079 = -432992.217335 nChanged 90 SP:Iteration 18Q (597.159053 sec): 3 clusters Score: Raw -433551.851750 + Penalty 514.727079 = -433037.124671 nChanged 71 SP:Iteration 19Q (597.193733 sec): 3 clusters Score: Raw -433584.715659 + Penalty 514.727079 = -433069.988580 nChanged 51 SP:Iteration 20F (597.235742 sec): 3 clusters Score: Raw -433606.724224 + Penalty 514.727079 = -433091.997145 nChanged 41 SP:Iteration 21Q (597.284779 sec): 3 clusters Score: Raw -433623.216808 + Penalty 514.727079 = -433108.489729 nChanged 31 SP:Iteration 22Q (597.319281 sec): 3 clusters Score: Raw -433635.566396 + Penalty 514.727079 = -433120.839317 nChanged 30 SP:Iteration 23Q (597.368411 sec): 3 clusters Score: Raw -433647.369953 + Penalty 514.727079 = -433132.642874 nChanged 27 SP:Iteration 24Q (597.424308 sec): 3 clusters Score: Raw -433659.587564 + Penalty 514.727079 = -433144.860485 nChanged 30 SP:Iteration 25Q (597.477236 sec): 3 clusters Score: Raw -433671.775907 + Penalty 514.727079 = -433157.048828 nChanged 30 SP:Iteration 26Q (597.514013 sec): 3 clusters Score: Raw -433683.711409 + Penalty 514.727079 = -433168.984329 nChanged 25 SP:Iteration 27Q (597.566005 sec): 3 clusters Score: Raw -433693.031320 + Penalty 514.727079 = -433178.304241 nChanged 22 SP:Iteration 28Q (597.607830 sec): 3 clusters Score: Raw -433702.072223 + Penalty 514.727079 = -433187.345144 nChanged 15 SP:Iteration 29Q (597.649487 sec): 3 clusters Score: Raw -433707.934476 + Penalty 514.727079 = -433193.207396 nChanged 15 SP:Iteration 30Q (597.683646 sec): 3 clusters Score: Raw -433714.705798 + Penalty 514.727079 = -433199.978719 nChanged 11 SP:Iteration 31Q (597.732361 sec): 3 clusters Score: Raw -433719.473747 + Penalty 514.727079 = -433204.746668 nChanged 9 SP:Iteration 32Q (597.773961 sec): 3 clusters Score: Raw -433722.117092 + Penalty 514.727079 = -433207.390013 nChanged 4 SP:Iteration 33Q (597.808289 sec): 3 clusters Score: Raw -433722.819995 + Penalty 514.727079 = -433208.092916 nChanged 1 SP:Iteration 34Q (597.857331 sec): 3 clusters Score: Raw -433722.999494 + Penalty 514.727079 = -433208.272414 nChanged 0 SP:Iteration 35F (597.893258 sec): 3 clusters Score: Raw -433722.999494 + Penalty 514.727079 = -433208.272414 nChanged 0 Trying to split cluster 3 (2539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (597.914246 sec): 2 clusters Score: Raw -90761.769196 + Penalty 215.586953 = -90546.182242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (597.954891 sec): 3 clusters Score: Raw -89251.420921 + Penalty 431.173907 = -88820.247014 nChanged 1130 SP:Iteration 1F (597.988182 sec): 3 clusters Score: Raw -89953.017233 + Penalty 431.173907 = -89521.843326 nChanged 174 SP:Iteration 2F (598.013867 sec): 3 clusters Score: Raw -90044.020044 + Penalty 431.173907 = -89612.846137 nChanged 167 SP:Iteration 3F (598.047728 sec): 3 clusters Score: Raw -90136.959079 + Penalty 431.173907 = -89705.785172 nChanged 148 SP:Iteration 4F (598.096903 sec): 3 clusters Score: Raw -90218.916931 + Penalty 431.173907 = -89787.743024 nChanged 133 SP:Iteration 5F (598.141463 sec): 3 clusters Score: Raw -90296.148397 + Penalty 431.173907 = -89864.974490 nChanged 131 SP:Iteration 6F (598.181048 sec): 3 clusters Score: Raw -90370.328362 + Penalty 431.173907 = -89939.154455 nChanged 107 SP:Iteration 7Q (598.224062 sec): 3 clusters Score: Raw -90433.881598 + Penalty 431.173907 = -90002.707691 nChanged 112 SP:Iteration 8Q (598.266735 sec): 3 clusters Score: Raw -90509.363192 + Penalty 431.173907 = -90078.189285 nChanged 98 SP:Iteration 9Q (598.309799 sec): 3 clusters Score: Raw -90569.380097 + Penalty 431.173907 = -90138.206190 nChanged 68 SP:Iteration 10Q (598.352574 sec): 3 clusters Score: Raw -90614.555485 + Penalty 431.173907 = -90183.381578 nChanged 55 SP:Iteration 11Q (598.398708 sec): 3 clusters Score: Raw -90653.308605 + Penalty 431.173907 = -90222.134698 nChanged 49 SP:Iteration 12Q (598.449764 sec): 3 clusters Score: Raw -90683.450731 + Penalty 431.173907 = -90252.276824 nChanged 37 SP:Iteration 13Q (598.500811 sec): 3 clusters Score: Raw -90715.019618 + Penalty 431.173907 = -90283.845711 nChanged 30 SP:Iteration 14Q (598.551483 sec): 3 clusters Score: Raw -90741.338134 + Penalty 431.173907 = -90310.164227 nChanged 17 SP:Iteration 15Q (598.605206 sec): 3 clusters Score: Raw -90760.697951 + Penalty 431.173907 = -90329.524044 nChanged 12 SP:Iteration 16Q (598.637583 sec): 3 clusters Score: Raw -90770.550492 + Penalty 431.173907 = -90339.376585 nChanged 6 SP:Iteration 17Q (598.678719 sec): 3 clusters Score: Raw -90776.826046 + Penalty 431.173907 = -90345.652139 nChanged 4 SP:Iteration 18Q (598.729814 sec): 3 clusters Score: Raw -90781.599318 + Penalty 431.173907 = -90350.425411 nChanged 3 SP:Iteration 19Q (598.762416 sec): 3 clusters Score: Raw -90784.729372 + Penalty 431.173907 = -90353.555465 nChanged 2 SP:Iteration 20F (598.794950 sec): 3 clusters Score: Raw -90787.445256 + Penalty 431.173907 = -90356.271349 nChanged 5 SP:Iteration 21Q (598.827484 sec): 3 clusters Score: Raw -90792.884752 + Penalty 431.173907 = -90361.710845 nChanged 3 SP:Iteration 22Q (598.859859 sec): 3 clusters Score: Raw -90795.154942 + Penalty 431.173907 = -90363.981035 nChanged 4 SP:Iteration 23Q (598.892348 sec): 3 clusters Score: Raw -90798.009930 + Penalty 431.173907 = -90366.836023 nChanged 0 SP:Iteration 24F (598.924906 sec): 3 clusters Score: Raw -90798.009930 + Penalty 431.173907 = -90366.836023 nChanged 0 Trying to split cluster 4 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (598.943058 sec): 2 clusters Score: Raw -24819.380239 + Penalty 177.213610 = -24642.166630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (598.973545 sec): 3 clusters Score: Raw -24506.565562 + Penalty 354.427219 = -24152.138343 nChanged 248 SP:Iteration 1F (599.003949 sec): 3 clusters Score: Raw -24684.972904 + Penalty 354.427219 = -24330.545684 nChanged 72 SP:Iteration 2F (599.034307 sec): 3 clusters Score: Raw -24752.000187 + Penalty 354.427219 = -24397.572968 nChanged 47 SP:Iteration 3F (599.057636 sec): 3 clusters Score: Raw -24784.609279 + Penalty 354.427219 = -24430.182060 nChanged 28 SP:Iteration 4Q (599.085219 sec): 3 clusters Score: Raw -24803.329863 + Penalty 354.427219 = -24448.902643 nChanged 20 SP:Iteration 5Q (599.096311 sec): 3 clusters Score: Raw -24819.349866 + Penalty 354.427219 = -24464.922647 nChanged 18 SP:Iteration 6Q (599.098091 sec): 3 clusters Score: Raw -24830.210191 + Penalty 354.427219 = -24475.782972 nChanged 12 SP:Iteration 7Q (599.099851 sec): 3 clusters Score: Raw -24837.955967 + Penalty 354.427219 = -24483.528748 nChanged 11 SP:Iteration 8Q (599.101604 sec): 3 clusters Score: Raw -24846.286587 + Penalty 354.427219 = -24491.859368 nChanged 13 SP:Iteration 9Q (599.103357 sec): 3 clusters Score: Raw -24857.768234 + Penalty 354.427219 = -24503.341014 nChanged 8 SP:Iteration 10Q (599.105115 sec): 3 clusters Score: Raw -24861.791680 + Penalty 354.427219 = -24507.364461 nChanged 7 SP:Iteration 11Q (599.106866 sec): 3 clusters Score: Raw -24867.149815 + Penalty 354.427219 = -24512.722596 nChanged 6 SP:Iteration 12Q (599.108617 sec): 3 clusters Score: Raw -24871.200334 + Penalty 354.427219 = -24516.773115 nChanged 4 SP:Iteration 13Q (599.110369 sec): 3 clusters Score: Raw -24873.187175 + Penalty 354.427219 = -24518.759956 nChanged 2 SP:Iteration 14Q (599.112104 sec): 3 clusters Score: Raw -24873.761443 + Penalty 354.427219 = -24519.334224 nChanged 2 SP:Iteration 15Q (599.113851 sec): 3 clusters Score: Raw -24874.209142 + Penalty 354.427219 = -24519.781922 nChanged 1 SP:Iteration 16Q (599.115633 sec): 3 clusters Score: Raw -24874.760142 + Penalty 354.427219 = -24520.332923 nChanged 1 SP:Iteration 17Q (599.158962 sec): 3 clusters Score: Raw -24875.531486 + Penalty 354.427219 = -24521.104267 nChanged 3 SP:Iteration 18Q (599.192132 sec): 3 clusters Score: Raw -24878.015997 + Penalty 354.427219 = -24523.588778 nChanged 3 SP:Iteration 19Q (599.230850 sec): 3 clusters Score: Raw -24879.562064 + Penalty 354.427219 = -24525.134845 nChanged 3 SP:Iteration 20F (599.261335 sec): 3 clusters Score: Raw -24881.595621 + Penalty 354.427219 = -24527.168401 nChanged 4 SP:Iteration 21Q (599.308428 sec): 3 clusters Score: Raw -24883.873035 + Penalty 354.427219 = -24529.445816 nChanged 2 SP:Iteration 22Q (599.338748 sec): 3 clusters Score: Raw -24884.480049 + Penalty 354.427219 = -24530.052830 nChanged 0 SP:Iteration 23F (599.369429 sec): 3 clusters Score: Raw -24884.480049 + Penalty 354.427219 = -24530.052830 nChanged 0 Trying to split cluster 5 (805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (599.388218 sec): 2 clusters Score: Raw -32459.713856 + Penalty 183.998163 = -32275.715693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (599.419300 sec): 3 clusters Score: Raw -32052.245174 + Penalty 367.996325 = -31684.248849 nChanged 316 SP:Iteration 1F (599.450980 sec): 3 clusters Score: Raw -32256.393311 + Penalty 367.996325 = -31888.396985 nChanged 73 SP:Iteration 2F (599.481857 sec): 3 clusters Score: Raw -32307.903161 + Penalty 367.996325 = -31939.906836 nChanged 51 SP:Iteration 3F (599.512735 sec): 3 clusters Score: Raw -32351.524711 + Penalty 367.996325 = -31983.528385 nChanged 45 SP:Iteration 4F (599.536195 sec): 3 clusters Score: Raw -32382.784159 + Penalty 367.996325 = -32014.787834 nChanged 39 SP:Iteration 5Q (599.567089 sec): 3 clusters Score: Raw -32407.244170 + Penalty 367.996325 = -32039.247845 nChanged 30 SP:Iteration 6Q (599.598005 sec): 3 clusters Score: Raw -32428.093787 + Penalty 367.996325 = -32060.097461 nChanged 22 SP:Iteration 7Q (599.628978 sec): 3 clusters Score: Raw -32444.153169 + Penalty 367.996325 = -32076.156843 nChanged 16 SP:Iteration 8Q (599.659971 sec): 3 clusters Score: Raw -32454.904842 + Penalty 367.996325 = -32086.908517 nChanged 15 SP:Iteration 9Q (599.690970 sec): 3 clusters Score: Raw -32469.310063 + Penalty 367.996325 = -32101.313737 nChanged 19 SP:Iteration 10Q (599.721836 sec): 3 clusters Score: Raw -32482.874716 + Penalty 367.996325 = -32114.878390 nChanged 11 SP:Iteration 11Q (599.756726 sec): 3 clusters Score: Raw -32493.659945 + Penalty 367.996325 = -32125.663620 nChanged 14 SP:Iteration 12Q (599.790196 sec): 3 clusters Score: Raw -32509.550156 + Penalty 367.996325 = -32141.553831 nChanged 12 SP:Iteration 13Q (599.819915 sec): 3 clusters Score: Raw -32516.760154 + Penalty 367.996325 = -32148.763829 nChanged 6 SP:Iteration 14Q (599.865936 sec): 3 clusters Score: Raw -32519.267439 + Penalty 367.996325 = -32151.271114 nChanged 4 SP:Iteration 15Q (599.911590 sec): 3 clusters Score: Raw -32520.722185 + Penalty 367.996325 = -32152.725859 nChanged 2 SP:Iteration 16Q (599.961273 sec): 3 clusters Score: Raw -32521.190896 + Penalty 367.996325 = -32153.194570 nChanged 0 SP:Iteration 17F (600.007677 sec): 3 clusters Score: Raw -32521.190896 + Penalty 367.996325 = -32153.194570 nChanged 0 Trying to split cluster 6 (4357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (600.033859 sec): 2 clusters Score: Raw -153641.837298 + Penalty 230.437323 = -153411.399974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (600.078291 sec): 3 clusters Score: Raw -150973.192931 + Penalty 460.874646 = -150512.318284 nChanged 1991 SP:Iteration 1F (600.130305 sec): 3 clusters Score: Raw -152389.134673 + Penalty 460.874646 = -151928.260026 nChanged 266 SP:Iteration 2F (600.182263 sec): 3 clusters Score: Raw -152510.856074 + Penalty 460.874646 = -152049.981428 nChanged 225 SP:Iteration 3F (600.230389 sec): 3 clusters Score: Raw -152626.647098 + Penalty 460.874646 = -152165.772452 nChanged 207 SP:Iteration 4Q (600.279069 sec): 3 clusters Score: Raw -152757.503404 + Penalty 460.874646 = -152296.628757 nChanged 205 SP:Iteration 5Q (600.327930 sec): 3 clusters Score: Raw -152907.395330 + Penalty 460.874646 = -152446.520684 nChanged 167 SP:Iteration 6Q (600.373311 sec): 3 clusters Score: Raw -152982.666353 + Penalty 460.874646 = -152521.791707 nChanged 111 SP:Iteration 7Q (600.432503 sec): 3 clusters Score: Raw -153017.933143 + Penalty 460.874646 = -152557.058496 nChanged 69 SP:Iteration 8Q (600.474412 sec): 3 clusters Score: Raw -153037.743596 + Penalty 460.874646 = -152576.868949 nChanged 56 SP:Iteration 9Q (600.517996 sec): 3 clusters Score: Raw -153050.132819 + Penalty 460.874646 = -152589.258173 nChanged 47 SP:Iteration 10Q (600.561582 sec): 3 clusters Score: Raw -153057.785563 + Penalty 460.874646 = -152596.910917 nChanged 31 SP:Iteration 11Q (600.597470 sec): 3 clusters Score: Raw -153062.845996 + Penalty 460.874646 = -152601.971349 nChanged 39 SP:Iteration 12Q (600.630243 sec): 3 clusters Score: Raw -153069.800861 + Penalty 460.874646 = -152608.926215 nChanged 32 SP:Iteration 13Q (600.670925 sec): 3 clusters Score: Raw -153075.069940 + Penalty 460.874646 = -152614.195293 nChanged 30 SP:Iteration 14Q (600.706277 sec): 3 clusters Score: Raw -153078.919293 + Penalty 460.874646 = -152618.044646 nChanged 25 SP:Iteration 15Q (600.739856 sec): 3 clusters Score: Raw -153082.555333 + Penalty 460.874646 = -152621.680687 nChanged 20 SP:Iteration 16Q (600.774504 sec): 3 clusters Score: Raw -153085.674828 + Penalty 460.874646 = -152624.800182 nChanged 18 SP:Iteration 17Q (600.809285 sec): 3 clusters Score: Raw -153088.083221 + Penalty 460.874646 = -152627.208574 nChanged 22 SP:Iteration 18Q (600.850940 sec): 3 clusters Score: Raw -153091.446935 + Penalty 460.874646 = -152630.572288 nChanged 24 SP:Iteration 19Q (600.898587 sec): 3 clusters Score: Raw -153096.223526 + Penalty 460.874646 = -152635.348879 nChanged 21 SP:Iteration 20F (600.949698 sec): 3 clusters Score: Raw -153100.160605 + Penalty 460.874646 = -152639.285959 nChanged 33 SP:Iteration 21Q (600.994130 sec): 3 clusters Score: Raw -153106.640173 + Penalty 460.874646 = -152645.765526 nChanged 33 SP:Iteration 22Q (601.045209 sec): 3 clusters Score: Raw -153112.313702 + Penalty 460.874646 = -152651.439055 nChanged 28 SP:Iteration 23Q (601.083748 sec): 3 clusters Score: Raw -153118.131758 + Penalty 460.874646 = -152657.257112 nChanged 28 SP:Iteration 24Q (601.092829 sec): 3 clusters Score: Raw -153124.836039 + Penalty 460.874646 = -152663.961393 nChanged 29 SP:Iteration 25Q (601.101783 sec): 3 clusters Score: Raw -153131.697274 + Penalty 460.874646 = -152670.822628 nChanged 43 SP:Iteration 26Q (601.110674 sec): 3 clusters Score: Raw -153143.678990 + Penalty 460.874646 = -152682.804344 nChanged 47 SP:Iteration 27Q (601.153481 sec): 3 clusters Score: Raw -153156.274854 + Penalty 460.874646 = -152695.400208 nChanged 45 SP:Iteration 28Q (601.204820 sec): 3 clusters Score: Raw -153168.134701 + Penalty 460.874646 = -152707.260054 nChanged 48 SP:Iteration 29Q (601.253200 sec): 3 clusters Score: Raw -153179.241576 + Penalty 460.874646 = -152718.366930 nChanged 43 SP:Iteration 30Q (601.285250 sec): 3 clusters Score: Raw -153188.238334 + Penalty 460.874646 = -152727.363688 nChanged 45 SP:Iteration 31Q (601.333878 sec): 3 clusters Score: Raw -153197.803596 + Penalty 460.874646 = -152736.928950 nChanged 37 SP:Iteration 32Q (601.383072 sec): 3 clusters Score: Raw -153204.291864 + Penalty 460.874646 = -152743.417218 nChanged 29 SP:Iteration 33Q (601.423018 sec): 3 clusters Score: Raw -153209.956092 + Penalty 460.874646 = -152749.081445 nChanged 24 SP:Iteration 34Q (601.466791 sec): 3 clusters Score: Raw -153215.417108 + Penalty 460.874646 = -152754.542461 nChanged 26 SP:Iteration 35Q (601.515154 sec): 3 clusters Score: Raw -153221.174256 + Penalty 460.874646 = -152760.299610 nChanged 33 SP:Iteration 36Q (601.547257 sec): 3 clusters Score: Raw -153231.545211 + Penalty 460.874646 = -152770.670565 nChanged 40 SP:Iteration 37Q (601.582104 sec): 3 clusters Score: Raw -153243.732977 + Penalty 460.874646 = -152782.858331 nChanged 37 SP:Iteration 38Q (601.617002 sec): 3 clusters Score: Raw -153255.210615 + Penalty 460.874646 = -152794.335968 nChanged 38 SP:Iteration 39Q (601.651828 sec): 3 clusters Score: Raw -153268.495088 + Penalty 460.874646 = -152807.620441 nChanged 51 SP:Iteration 40F (601.686856 sec): 3 clusters Score: Raw -153288.745409 + Penalty 460.874646 = -152827.870763 nChanged 49 SP:Iteration 41Q (601.714724 sec): 3 clusters Score: Raw -153306.770030 + Penalty 460.874646 = -152845.895384 nChanged 48 SP:Iteration 42Q (601.744031 sec): 3 clusters Score: Raw -153324.306581 + Penalty 460.874646 = -152863.431935 nChanged 48 SP:Iteration 43Q (601.796789 sec): 3 clusters Score: Raw -153342.770616 + Penalty 460.874646 = -152881.895970 nChanged 41 SP:Iteration 44Q (601.835786 sec): 3 clusters Score: Raw -153356.648467 + Penalty 460.874646 = -152895.773820 nChanged 55 SP:Iteration 45Q (601.844688 sec): 3 clusters Score: Raw -153378.784577 + Penalty 460.874646 = -152917.909931 nChanged 59 SP:Iteration 46Q (601.853383 sec): 3 clusters Score: Raw -153402.954900 + Penalty 460.874646 = -152942.080254 nChanged 57 SP:Iteration 47Q (601.898933 sec): 3 clusters Score: Raw -153425.435185 + Penalty 460.874646 = -152964.560538 nChanged 48 SP:Iteration 48Q (601.934786 sec): 3 clusters Score: Raw -153445.180589 + Penalty 460.874646 = -152984.305943 nChanged 45 SP:Iteration 49Q (601.966847 sec): 3 clusters Score: Raw -153465.605483 + Penalty 460.874646 = -153004.730837 nChanged 41 SP:Iteration 50Q (602.012504 sec): 3 clusters Score: Raw -153484.478092 + Penalty 460.874646 = -153023.603446 nChanged 41 SP:Iteration 51Q (602.063552 sec): 3 clusters Score: Raw -153503.544809 + Penalty 460.874646 = -153042.670162 nChanged 30 SP:Iteration 52Q (602.097800 sec): 3 clusters Score: Raw -153518.365703 + Penalty 460.874646 = -153057.491057 nChanged 30 SP:Iteration 53Q (602.145526 sec): 3 clusters Score: Raw -153534.268172 + Penalty 460.874646 = -153073.393526 nChanged 25 SP:Iteration 54Q (602.179334 sec): 3 clusters Score: Raw -153548.900391 + Penalty 460.874646 = -153088.025745 nChanged 37 SP:Iteration 55Q (602.229189 sec): 3 clusters Score: Raw -153565.003954 + Penalty 460.874646 = -153104.129308 nChanged 29 SP:Iteration 56Q (602.263822 sec): 3 clusters Score: Raw -153581.843867 + Penalty 460.874646 = -153120.969221 nChanged 32 SP:Iteration 57Q (602.298451 sec): 3 clusters Score: Raw -153596.430073 + Penalty 460.874646 = -153135.555427 nChanged 20 SP:Iteration 58Q (602.333132 sec): 3 clusters Score: Raw -153602.599967 + Penalty 460.874646 = -153141.725320 nChanged 18 SP:Iteration 59Q (602.360352 sec): 3 clusters Score: Raw -153608.915295 + Penalty 460.874646 = -153148.040649 nChanged 16 SP:Iteration 60F (602.395240 sec): 3 clusters Score: Raw -153613.134305 + Penalty 460.874646 = -153152.259658 nChanged 13 SP:Iteration 61Q (602.430072 sec): 3 clusters Score: Raw -153616.475786 + Penalty 460.874646 = -153155.601140 nChanged 11 SP:Iteration 62Q (602.461284 sec): 3 clusters Score: Raw -153619.496670 + Penalty 460.874646 = -153158.622023 nChanged 9 SP:Iteration 63Q (602.496475 sec): 3 clusters Score: Raw -153622.103886 + Penalty 460.874646 = -153161.229239 nChanged 8 SP:Iteration 64Q (602.531334 sec): 3 clusters Score: Raw -153626.461836 + Penalty 460.874646 = -153165.587190 nChanged 7 SP:Iteration 65Q (602.574971 sec): 3 clusters Score: Raw -153630.543702 + Penalty 460.874646 = -153169.669056 nChanged 7 SP:Iteration 66Q (602.628505 sec): 3 clusters Score: Raw -153634.098539 + Penalty 460.874646 = -153173.223893 nChanged 15 SP:Iteration 67Q (602.662847 sec): 3 clusters Score: Raw -153639.187842 + Penalty 460.874646 = -153178.313196 nChanged 12 SP:Iteration 68Q (602.694997 sec): 3 clusters Score: Raw -153644.843814 + Penalty 460.874646 = -153183.969167 nChanged 12 SP:Iteration 69Q (602.729265 sec): 3 clusters Score: Raw -153649.719601 + Penalty 460.874646 = -153188.844954 nChanged 7 SP:Iteration 70Q (602.763141 sec): 3 clusters Score: Raw -153652.460890 + Penalty 460.874646 = -153191.586244 nChanged 5 SP:Iteration 71Q (602.808995 sec): 3 clusters Score: Raw -153655.016866 + Penalty 460.874646 = -153194.142220 nChanged 7 SP:Iteration 72Q (602.839198 sec): 3 clusters Score: Raw -153657.035878 + Penalty 460.874646 = -153196.161231 nChanged 3 SP:Iteration 73Q (602.873338 sec): 3 clusters Score: Raw -153658.509124 + Penalty 460.874646 = -153197.634477 nChanged 4 SP:Iteration 74Q (602.902564 sec): 3 clusters Score: Raw -153660.325391 + Penalty 460.874646 = -153199.450745 nChanged 5 SP:Iteration 75Q (602.941877 sec): 3 clusters Score: Raw -153661.695613 + Penalty 460.874646 = -153200.820967 nChanged 4 SP:Iteration 76Q (602.978596 sec): 3 clusters Score: Raw -153664.014050 + Penalty 460.874646 = -153203.139404 nChanged 8 SP:Iteration 77Q (603.013701 sec): 3 clusters Score: Raw -153666.580881 + Penalty 460.874646 = -153205.706235 nChanged 5 SP:Iteration 78Q (603.044672 sec): 3 clusters Score: Raw -153668.581044 + Penalty 460.874646 = -153207.706398 nChanged 7 SP:Iteration 79Q (603.082282 sec): 3 clusters Score: Raw -153671.653627 + Penalty 460.874646 = -153210.778981 nChanged 10 SP:Iteration 80F (603.129259 sec): 3 clusters Score: Raw -153677.986941 + Penalty 460.874646 = -153217.112294 nChanged 12 SP:Iteration 81Q (603.169841 sec): 3 clusters Score: Raw -153686.698983 + Penalty 460.874646 = -153225.824336 nChanged 9 SP:Iteration 82Q (603.209584 sec): 3 clusters Score: Raw -153692.928896 + Penalty 460.874646 = -153232.054249 nChanged 9 SP:Iteration 83Q (603.260762 sec): 3 clusters Score: Raw -153696.914234 + Penalty 460.874646 = -153236.039588 nChanged 8 SP:Iteration 84Q (603.297183 sec): 3 clusters Score: Raw -153702.123376 + Penalty 460.874646 = -153241.248729 nChanged 8 SP:Iteration 85Q (603.331631 sec): 3 clusters Score: Raw -153706.173153 + Penalty 460.874646 = -153245.298507 nChanged 7 SP:Iteration 86Q (603.368805 sec): 3 clusters Score: Raw -153710.616538 + Penalty 460.874646 = -153249.741891 nChanged 9 SP:Iteration 87Q (603.417128 sec): 3 clusters Score: Raw -153715.534068 + Penalty 460.874646 = -153254.659422 nChanged 11 SP:Iteration 88Q (603.461893 sec): 3 clusters Score: Raw -153720.699223 + Penalty 460.874646 = -153259.824577 nChanged 6 SP:Iteration 89Q (603.500378 sec): 3 clusters Score: Raw -153726.651161 + Penalty 460.874646 = -153265.776515 nChanged 3 SP:Iteration 90Q (603.543798 sec): 3 clusters Score: Raw -153730.016345 + Penalty 460.874646 = -153269.141699 nChanged 5 SP:Iteration 91Q (603.577397 sec): 3 clusters Score: Raw -153732.848845 + Penalty 460.874646 = -153271.974198 nChanged 4 SP:Iteration 92Q (603.611548 sec): 3 clusters Score: Raw -153734.477179 + Penalty 460.874646 = -153273.602533 nChanged 0 SP:Iteration 93F (603.646260 sec): 3 clusters Score: Raw -153734.477179 + Penalty 460.874646 = -153273.602533 nChanged 0 Trying to split cluster 7 (5764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (603.669323 sec): 2 clusters Score: Raw -194499.107628 + Penalty 238.133141 = -194260.974487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (603.698876 sec): 3 clusters Score: Raw -190905.793275 + Penalty 476.266283 = -190429.526992 nChanged 2734 SP:Iteration 1F (603.734698 sec): 3 clusters Score: Raw -192616.253276 + Penalty 476.266283 = -192139.986993 nChanged 316 SP:Iteration 2F (603.770185 sec): 3 clusters Score: Raw -192729.170605 + Penalty 476.266283 = -192252.904322 nChanged 270 SP:Iteration 3Q (603.806016 sec): 3 clusters Score: Raw -192820.013685 + Penalty 476.266283 = -192343.747402 nChanged 215 SP:Iteration 4Q (603.841736 sec): 3 clusters Score: Raw -192894.144256 + Penalty 476.266283 = -192417.877973 nChanged 190 SP:Iteration 5Q (603.878399 sec): 3 clusters Score: Raw -192962.547165 + Penalty 476.266283 = -192486.280883 nChanged 195 SP:Iteration 6Q (603.914162 sec): 3 clusters Score: Raw -193042.567118 + Penalty 476.266283 = -192566.300835 nChanged 188 SP:Iteration 7Q (603.950902 sec): 3 clusters Score: Raw -193119.919285 + Penalty 476.266283 = -192643.653002 nChanged 198 SP:Iteration 8Q (603.985144 sec): 3 clusters Score: Raw -193205.900257 + Penalty 476.266283 = -192729.633974 nChanged 200 SP:Iteration 9Q (604.035184 sec): 3 clusters Score: Raw -193312.972458 + Penalty 476.266283 = -192836.706175 nChanged 239 SP:Iteration 10Q (604.073659 sec): 3 clusters Score: Raw -193445.105830 + Penalty 476.266283 = -192968.839547 nChanged 247 SP:Iteration 11Q (604.117768 sec): 3 clusters Score: Raw -193587.832574 + Penalty 476.266283 = -193111.566292 nChanged 222 SP:Iteration 12Q (604.148755 sec): 3 clusters Score: Raw -193714.466875 + Penalty 476.266283 = -193238.200593 nChanged 236 SP:Iteration 13Q (604.185102 sec): 3 clusters Score: Raw -193847.991520 + Penalty 476.266283 = -193371.725238 nChanged 223 SP:Iteration 14Q (604.229397 sec): 3 clusters Score: Raw -193966.842351 + Penalty 476.266283 = -193490.576068 nChanged 174 SP:Iteration 15Q (604.275436 sec): 3 clusters Score: Raw -194051.772090 + Penalty 476.266283 = -193575.505807 nChanged 158 SP:Iteration 16Q (604.326325 sec): 3 clusters Score: Raw -194123.455573 + Penalty 476.266283 = -193647.189290 nChanged 129 SP:Iteration 17Q (604.370292 sec): 3 clusters Score: Raw -194180.131441 + Penalty 476.266283 = -193703.865159 nChanged 117 SP:Iteration 18Q (604.420796 sec): 3 clusters Score: Raw -194233.389027 + Penalty 476.266283 = -193757.122744 nChanged 89 SP:Iteration 19Q (604.464422 sec): 3 clusters Score: Raw -194270.258691 + Penalty 476.266283 = -193793.992409 nChanged 80 SP:Iteration 20F (604.518811 sec): 3 clusters Score: Raw -194310.489085 + Penalty 476.266283 = -193834.222802 nChanged 72 SP:Iteration 21Q (604.555234 sec): 3 clusters Score: Raw -194348.852293 + Penalty 476.266283 = -193872.586010 nChanged 78 SP:Iteration 22Q (604.611971 sec): 3 clusters Score: Raw -194390.317320 + Penalty 476.266283 = -193914.051037 nChanged 65 SP:Iteration 23Q (604.647807 sec): 3 clusters Score: Raw -194424.921252 + Penalty 476.266283 = -193948.654970 nChanged 48 SP:Iteration 24Q (604.683659 sec): 3 clusters Score: Raw -194448.089342 + Penalty 476.266283 = -193971.823060 nChanged 41 SP:Iteration 25Q (604.712489 sec): 3 clusters Score: Raw -194463.204844 + Penalty 476.266283 = -193986.938562 nChanged 36 SP:Iteration 26Q (604.749141 sec): 3 clusters Score: Raw -194479.187226 + Penalty 476.266283 = -194002.920943 nChanged 32 SP:Iteration 27Q (604.792330 sec): 3 clusters Score: Raw -194493.829733 + Penalty 476.266283 = -194017.563450 nChanged 29 SP:Iteration 28Q (604.828063 sec): 3 clusters Score: Raw -194506.880388 + Penalty 476.266283 = -194030.614105 nChanged 31 SP:Iteration 29Q (604.856920 sec): 3 clusters Score: Raw -194527.313049 + Penalty 476.266283 = -194051.046766 nChanged 23 SP:Iteration 30Q (604.892736 sec): 3 clusters Score: Raw -194547.000501 + Penalty 476.266283 = -194070.734218 nChanged 23 SP:Iteration 31Q (604.934328 sec): 3 clusters Score: Raw -194562.352646 + Penalty 476.266283 = -194086.086363 nChanged 11 SP:Iteration 32Q (604.981360 sec): 3 clusters Score: Raw -194568.238479 + Penalty 476.266283 = -194091.972196 nChanged 13 SP:Iteration 33Q (605.016633 sec): 3 clusters Score: Raw -194571.994384 + Penalty 476.266283 = -194095.728101 nChanged 10 SP:Iteration 34Q (605.057173 sec): 3 clusters Score: Raw -194574.818132 + Penalty 476.266283 = -194098.551850 nChanged 10 SP:Iteration 35Q (605.089063 sec): 3 clusters Score: Raw -194577.563792 + Penalty 476.266283 = -194101.297509 nChanged 10 SP:Iteration 36Q (605.143225 sec): 3 clusters Score: Raw -194580.594627 + Penalty 476.266283 = -194104.328344 nChanged 10 SP:Iteration 37Q (605.188637 sec): 3 clusters Score: Raw -194584.107816 + Penalty 476.266283 = -194107.841533 nChanged 10 SP:Iteration 38Q (605.234678 sec): 3 clusters Score: Raw -194586.787657 + Penalty 476.266283 = -194110.521374 nChanged 8 SP:Iteration 39Q (605.269612 sec): 3 clusters Score: Raw -194591.439301 + Penalty 476.266283 = -194115.173018 nChanged 17 SP:Iteration 40F (605.313771 sec): 3 clusters Score: Raw -194597.848088 + Penalty 476.266283 = -194121.581806 nChanged 20 SP:Iteration 41Q (605.372679 sec): 3 clusters Score: Raw -194605.902867 + Penalty 476.266283 = -194129.636585 nChanged 15 SP:Iteration 42Q (605.415163 sec): 3 clusters Score: Raw -194612.154792 + Penalty 476.266283 = -194135.888509 nChanged 9 SP:Iteration 43Q (605.451929 sec): 3 clusters Score: Raw -194616.241422 + Penalty 476.266283 = -194139.975139 nChanged 8 SP:Iteration 44Q (605.493267 sec): 3 clusters Score: Raw -194619.405985 + Penalty 476.266283 = -194143.139702 nChanged 5 SP:Iteration 45Q (605.535425 sec): 3 clusters Score: Raw -194621.528406 + Penalty 476.266283 = -194145.262124 nChanged 3 SP:Iteration 46Q (605.585921 sec): 3 clusters Score: Raw -194623.662978 + Penalty 476.266283 = -194147.396696 nChanged 7 SP:Iteration 47Q (605.627688 sec): 3 clusters Score: Raw -194625.898617 + Penalty 476.266283 = -194149.632335 nChanged 5 SP:Iteration 48Q (605.665270 sec): 3 clusters Score: Raw -194627.366140 + Penalty 476.266283 = -194151.099857 nChanged 3 SP:Iteration 49Q (605.695242 sec): 3 clusters Score: Raw -194628.914492 + Penalty 476.266283 = -194152.648210 nChanged 4 SP:Iteration 50Q (605.732033 sec): 3 clusters Score: Raw -194629.919462 + Penalty 476.266283 = -194153.653179 nChanged 2 SP:Iteration 51Q (605.778841 sec): 3 clusters Score: Raw -194630.391756 + Penalty 476.266283 = -194154.125473 nChanged 1 SP:Iteration 52Q (605.824203 sec): 3 clusters Score: Raw -194630.506544 + Penalty 476.266283 = -194154.240262 nChanged 0 SP:Iteration 53F (605.861340 sec): 3 clusters Score: Raw -194630.506544 + Penalty 476.266283 = -194154.240262 nChanged 0 Trying to split cluster 8 (1424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (605.882118 sec): 2 clusters Score: Raw -51552.179342 + Penalty 199.683690 = -51352.495652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (605.921536 sec): 3 clusters Score: Raw -50752.865091 + Penalty 399.367380 = -50353.497711 nChanged 615 SP:Iteration 1F (605.959015 sec): 3 clusters Score: Raw -51173.876378 + Penalty 399.367380 = -50774.508998 nChanged 123 SP:Iteration 2F (606.000835 sec): 3 clusters Score: Raw -51277.060353 + Penalty 399.367380 = -50877.692973 nChanged 108 SP:Iteration 3F (606.040696 sec): 3 clusters Score: Raw -51371.714003 + Penalty 399.367380 = -50972.346623 nChanged 86 SP:Iteration 4F (606.088983 sec): 3 clusters Score: Raw -51424.083928 + Penalty 399.367380 = -51024.716548 nChanged 73 SP:Iteration 5F (606.124714 sec): 3 clusters Score: Raw -51461.591883 + Penalty 399.367380 = -51062.224503 nChanged 38 SP:Iteration 6Q (606.173845 sec): 3 clusters Score: Raw -51478.350043 + Penalty 399.367380 = -51078.982663 nChanged 31 SP:Iteration 7Q (606.207383 sec): 3 clusters Score: Raw -51489.777574 + Penalty 399.367380 = -51090.410194 nChanged 18 SP:Iteration 8Q (606.243540 sec): 3 clusters Score: Raw -51495.647231 + Penalty 399.367380 = -51096.279851 nChanged 19 SP:Iteration 9Q (606.274497 sec): 3 clusters Score: Raw -51502.704706 + Penalty 399.367380 = -51103.337326 nChanged 17 SP:Iteration 10Q (606.307468 sec): 3 clusters Score: Raw -51509.238039 + Penalty 399.367380 = -51109.870659 nChanged 17 SP:Iteration 11Q (606.339540 sec): 3 clusters Score: Raw -51513.886039 + Penalty 399.367380 = -51114.518659 nChanged 9 SP:Iteration 12Q (606.370663 sec): 3 clusters Score: Raw -51515.689132 + Penalty 399.367380 = -51116.321752 nChanged 6 SP:Iteration 13Q (606.402012 sec): 3 clusters Score: Raw -51517.210129 + Penalty 399.367380 = -51117.842749 nChanged 7 SP:Iteration 14Q (606.450490 sec): 3 clusters Score: Raw -51518.794114 + Penalty 399.367380 = -51119.426734 nChanged 9 SP:Iteration 15Q (606.481898 sec): 3 clusters Score: Raw -51521.594102 + Penalty 399.367380 = -51122.226722 nChanged 10 SP:Iteration 16Q (606.512708 sec): 3 clusters Score: Raw -51524.196164 + Penalty 399.367380 = -51124.828784 nChanged 14 SP:Iteration 17Q (606.543687 sec): 3 clusters Score: Raw -51531.480822 + Penalty 399.367380 = -51132.113442 nChanged 19 SP:Iteration 18Q (606.574567 sec): 3 clusters Score: Raw -51540.816736 + Penalty 399.367380 = -51141.449356 nChanged 19 SP:Iteration 19Q (606.605513 sec): 3 clusters Score: Raw -51547.265860 + Penalty 399.367380 = -51147.898480 nChanged 15 SP:Iteration 20F (606.630362 sec): 3 clusters Score: Raw -51551.931674 + Penalty 399.367380 = -51152.564294 nChanged 15 SP:Iteration 21Q (606.670725 sec): 3 clusters Score: Raw -51557.475600 + Penalty 399.367380 = -51158.108220 nChanged 16 SP:Iteration 22Q (606.709291 sec): 3 clusters Score: Raw -51563.383072 + Penalty 399.367380 = -51164.015692 nChanged 16 SP:Iteration 23Q (606.740776 sec): 3 clusters Score: Raw -51568.422155 + Penalty 399.367380 = -51169.054775 nChanged 20 SP:Iteration 24Q (606.772219 sec): 3 clusters Score: Raw -51575.755833 + Penalty 399.367380 = -51176.388453 nChanged 13 SP:Iteration 25Q (606.827154 sec): 3 clusters Score: Raw -51579.367997 + Penalty 399.367380 = -51180.000617 nChanged 16 SP:Iteration 26Q (606.859574 sec): 3 clusters Score: Raw -51583.221344 + Penalty 399.367380 = -51183.853964 nChanged 14 SP:Iteration 27Q (606.901875 sec): 3 clusters Score: Raw -51586.053540 + Penalty 399.367380 = -51186.686160 nChanged 12 SP:Iteration 28Q (606.939720 sec): 3 clusters Score: Raw -51589.332560 + Penalty 399.367380 = -51189.965180 nChanged 16 SP:Iteration 29Q (606.992404 sec): 3 clusters Score: Raw -51594.952961 + Penalty 399.367380 = -51195.585581 nChanged 17 SP:Iteration 30Q (607.025084 sec): 3 clusters Score: Raw -51600.343223 + Penalty 399.367380 = -51200.975843 nChanged 14 SP:Iteration 31Q (607.069303 sec): 3 clusters Score: Raw -51604.732543 + Penalty 399.367380 = -51205.365163 nChanged 22 SP:Iteration 32Q (607.118633 sec): 3 clusters Score: Raw -51616.881334 + Penalty 399.367380 = -51217.513954 nChanged 19 SP:Iteration 33Q (607.155464 sec): 3 clusters Score: Raw -51624.969994 + Penalty 399.367380 = -51225.602614 nChanged 13 SP:Iteration 34Q (607.204552 sec): 3 clusters Score: Raw -51628.691828 + Penalty 399.367380 = -51229.324448 nChanged 12 SP:Iteration 35Q (607.241192 sec): 3 clusters Score: Raw -51632.188213 + Penalty 399.367380 = -51232.820833 nChanged 8 SP:Iteration 36Q (607.287435 sec): 3 clusters Score: Raw -51635.157363 + Penalty 399.367380 = -51235.789983 nChanged 12 SP:Iteration 37Q (607.319052 sec): 3 clusters Score: Raw -51641.578347 + Penalty 399.367380 = -51242.210966 nChanged 12 SP:Iteration 38Q (607.350477 sec): 3 clusters Score: Raw -51648.269190 + Penalty 399.367380 = -51248.901810 nChanged 12 SP:Iteration 39Q (607.382024 sec): 3 clusters Score: Raw -51656.746794 + Penalty 399.367380 = -51257.379414 nChanged 15 SP:Iteration 40F (607.413495 sec): 3 clusters Score: Raw -51670.453435 + Penalty 399.367380 = -51271.086055 nChanged 12 SP:Iteration 41Q (607.446329 sec): 3 clusters Score: Raw -51682.172036 + Penalty 399.367380 = -51282.804656 nChanged 15 SP:Iteration 42Q (607.482719 sec): 3 clusters Score: Raw -51705.411791 + Penalty 399.367380 = -51306.044411 nChanged 8 SP:Iteration 43Q (607.522868 sec): 3 clusters Score: Raw -51715.307975 + Penalty 399.367380 = -51315.940595 nChanged 4 SP:Iteration 44Q (607.554622 sec): 3 clusters Score: Raw -51718.583742 + Penalty 399.367380 = -51319.216362 nChanged 5 SP:Iteration 45Q (607.584698 sec): 3 clusters Score: Raw -51721.626648 + Penalty 399.367380 = -51322.259268 nChanged 2 SP:Iteration 46Q (607.620972 sec): 3 clusters Score: Raw -51722.730854 + Penalty 399.367380 = -51323.363474 nChanged 3 SP:Iteration 47Q (607.658945 sec): 3 clusters Score: Raw -51724.311145 + Penalty 399.367380 = -51324.943765 nChanged 1 SP:Iteration 48Q (607.693033 sec): 3 clusters Score: Raw -51725.192192 + Penalty 399.367380 = -51325.824812 nChanged 0 SP:Iteration 49F (607.737288 sec): 3 clusters Score: Raw -51725.192192 + Penalty 399.367380 = -51325.824812 nChanged 0 Trying to split cluster 9 (1267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (607.762355 sec): 2 clusters Score: Raw -42864.732765 + Penalty 196.471197 = -42668.261568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (607.814797 sec): 3 clusters Score: Raw -42177.102497 + Penalty 392.942395 = -41784.160102 nChanged 528 SP:Iteration 1F (607.846250 sec): 3 clusters Score: Raw -42492.033923 + Penalty 392.942395 = -42099.091528 nChanged 114 SP:Iteration 2F (607.896536 sec): 3 clusters Score: Raw -42564.921130 + Penalty 392.942395 = -42171.978736 nChanged 106 SP:Iteration 3F (607.908720 sec): 3 clusters Score: Raw -42645.496959 + Penalty 392.942395 = -42252.554565 nChanged 80 SP:Iteration 4F (607.911730 sec): 3 clusters Score: Raw -42715.592569 + Penalty 392.942395 = -42322.650174 nChanged 58 SP:Iteration 5Q (607.914744 sec): 3 clusters Score: Raw -42762.220960 + Penalty 392.942395 = -42369.278565 nChanged 45 SP:Iteration 6Q (607.917751 sec): 3 clusters Score: Raw -42809.243484 + Penalty 392.942395 = -42416.301089 nChanged 37 SP:Iteration 7Q (607.920733 sec): 3 clusters Score: Raw -42841.217682 + Penalty 392.942395 = -42448.275287 nChanged 30 SP:Iteration 8Q (607.923696 sec): 3 clusters Score: Raw -42865.924839 + Penalty 392.942395 = -42472.982445 nChanged 20 SP:Iteration 9Q (607.926681 sec): 3 clusters Score: Raw -42881.917949 + Penalty 392.942395 = -42488.975554 nChanged 20 SP:Iteration 10Q (607.929622 sec): 3 clusters Score: Raw -42894.477141 + Penalty 392.942395 = -42501.534746 nChanged 12 SP:Iteration 11Q (607.944817 sec): 3 clusters Score: Raw -42900.287232 + Penalty 392.942395 = -42507.344837 nChanged 7 SP:Iteration 12Q (607.996809 sec): 3 clusters Score: Raw -42902.676549 + Penalty 392.942395 = -42509.734154 nChanged 2 SP:Iteration 13Q (608.030220 sec): 3 clusters Score: Raw -42903.657764 + Penalty 392.942395 = -42510.715369 nChanged 5 SP:Iteration 14Q (608.061407 sec): 3 clusters Score: Raw -42905.450282 + Penalty 392.942395 = -42512.507887 nChanged 5 SP:Iteration 15Q (608.093779 sec): 3 clusters Score: Raw -42907.557743 + Penalty 392.942395 = -42514.615348 nChanged 2 SP:Iteration 16Q (608.124838 sec): 3 clusters Score: Raw -42908.835442 + Penalty 392.942395 = -42515.893047 nChanged 7 SP:Iteration 17Q (608.155857 sec): 3 clusters Score: Raw -42912.606649 + Penalty 392.942395 = -42519.664254 nChanged 8 SP:Iteration 18Q (608.187344 sec): 3 clusters Score: Raw -42918.816304 + Penalty 392.942395 = -42525.873909 nChanged 14 SP:Iteration 19Q (608.219791 sec): 3 clusters Score: Raw -42929.429586 + Penalty 392.942395 = -42536.487191 nChanged 6 SP:Iteration 20F (608.251023 sec): 3 clusters Score: Raw -42932.776484 + Penalty 392.942395 = -42539.834089 nChanged 4 SP:Iteration 21Q (608.282513 sec): 3 clusters Score: Raw -42933.558165 + Penalty 392.942395 = -42540.615771 nChanged 4 SP:Iteration 22Q (608.314606 sec): 3 clusters Score: Raw -42934.977996 + Penalty 392.942395 = -42542.035601 nChanged 2 SP:Iteration 23Q (608.346277 sec): 3 clusters Score: Raw -42935.267413 + Penalty 392.942395 = -42542.325018 nChanged 2 SP:Iteration 24Q (608.377694 sec): 3 clusters Score: Raw -42936.260189 + Penalty 392.942395 = -42543.317795 nChanged 4 SP:Iteration 25Q (608.409599 sec): 3 clusters Score: Raw -42937.135974 + Penalty 392.942395 = -42544.193579 nChanged 1 SP:Iteration 26Q (608.445372 sec): 3 clusters Score: Raw -42937.258888 + Penalty 392.942395 = -42544.316493 nChanged 1 SP:Iteration 27Q (608.478925 sec): 3 clusters Score: Raw -42937.620124 + Penalty 392.942395 = -42544.677729 nChanged 2 SP:Iteration 28Q (608.529669 sec): 3 clusters Score: Raw -42938.090378 + Penalty 392.942395 = -42545.147983 nChanged 1 SP:Iteration 29Q (608.565811 sec): 3 clusters Score: Raw -42938.314777 + Penalty 392.942395 = -42545.372382 nChanged 1 SP:Iteration 30Q (608.599391 sec): 3 clusters Score: Raw -42938.520876 + Penalty 392.942395 = -42545.578481 nChanged 0 SP:Iteration 31F (608.642515 sec): 3 clusters Score: Raw -42938.520876 + Penalty 392.942395 = -42545.578481 nChanged 0 Trying to split cluster 10 (3693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (608.668230 sec): 2 clusters Score: Raw -124684.123412 + Penalty 225.890346 = -124458.233066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (608.707039 sec): 3 clusters Score: Raw -122443.866778 + Penalty 451.780693 = -121992.086085 nChanged 1693 SP:Iteration 1F (608.753407 sec): 3 clusters Score: Raw -123559.237428 + Penalty 451.780693 = -123107.456735 nChanged 349 SP:Iteration 2F (608.797911 sec): 3 clusters Score: Raw -123891.106573 + Penalty 451.780693 = -123439.325881 nChanged 341 SP:Iteration 3F (608.839958 sec): 3 clusters Score: Raw -124199.488604 + Penalty 451.780693 = -123747.707912 nChanged 247 SP:Iteration 4F (608.873020 sec): 3 clusters Score: Raw -124344.962006 + Penalty 451.780693 = -123893.181313 nChanged 157 SP:Iteration 5Q (608.906056 sec): 3 clusters Score: Raw -124414.858222 + Penalty 451.780693 = -123963.077529 nChanged 105 SP:Iteration 6Q (608.939895 sec): 3 clusters Score: Raw -124456.863170 + Penalty 451.780693 = -124005.082478 nChanged 86 SP:Iteration 7Q (608.974569 sec): 3 clusters Score: Raw -124488.237592 + Penalty 451.780693 = -124036.456899 nChanged 69 SP:Iteration 8Q (609.010818 sec): 3 clusters Score: Raw -124522.794319 + Penalty 451.780693 = -124071.013626 nChanged 55 SP:Iteration 9Q (609.054306 sec): 3 clusters Score: Raw -124562.410667 + Penalty 451.780693 = -124110.629974 nChanged 62 SP:Iteration 10Q (609.093938 sec): 3 clusters Score: Raw -124609.212733 + Penalty 451.780693 = -124157.432040 nChanged 59 SP:Iteration 11Q (609.128117 sec): 3 clusters Score: Raw -124643.590035 + Penalty 451.780693 = -124191.809342 nChanged 60 SP:Iteration 12Q (609.162645 sec): 3 clusters Score: Raw -124669.582613 + Penalty 451.780693 = -124217.801920 nChanged 45 SP:Iteration 13Q (609.197687 sec): 3 clusters Score: Raw -124686.103091 + Penalty 451.780693 = -124234.322398 nChanged 36 SP:Iteration 14Q (609.232135 sec): 3 clusters Score: Raw -124694.976916 + Penalty 451.780693 = -124243.196223 nChanged 27 SP:Iteration 15Q (609.274059 sec): 3 clusters Score: Raw -124703.313585 + Penalty 451.780693 = -124251.532892 nChanged 25 SP:Iteration 16Q (609.308500 sec): 3 clusters Score: Raw -124709.598888 + Penalty 451.780693 = -124257.818195 nChanged 25 SP:Iteration 17Q (609.342892 sec): 3 clusters Score: Raw -124715.232570 + Penalty 451.780693 = -124263.451877 nChanged 16 SP:Iteration 18Q (609.371603 sec): 3 clusters Score: Raw -124717.911012 + Penalty 451.780693 = -124266.130320 nChanged 15 SP:Iteration 19Q (609.413216 sec): 3 clusters Score: Raw -124720.075305 + Penalty 451.780693 = -124268.294612 nChanged 14 SP:Iteration 20F (609.456913 sec): 3 clusters Score: Raw -124723.624443 + Penalty 451.780693 = -124271.843750 nChanged 20 SP:Iteration 21Q (609.502711 sec): 3 clusters Score: Raw -124729.565334 + Penalty 451.780693 = -124277.784641 nChanged 26 SP:Iteration 22Q (609.562083 sec): 3 clusters Score: Raw -124738.418715 + Penalty 451.780693 = -124286.638022 nChanged 28 SP:Iteration 23Q (609.596706 sec): 3 clusters Score: Raw -124751.839796 + Penalty 451.780693 = -124300.059103 nChanged 37 SP:Iteration 24Q (609.630776 sec): 3 clusters Score: Raw -124778.078299 + Penalty 451.780693 = -124326.297606 nChanged 38 SP:Iteration 25Q (609.664572 sec): 3 clusters Score: Raw -124800.695929 + Penalty 451.780693 = -124348.915236 nChanged 33 SP:Iteration 26Q (609.698171 sec): 3 clusters Score: Raw -124811.990994 + Penalty 451.780693 = -124360.210301 nChanged 26 SP:Iteration 27Q (609.731632 sec): 3 clusters Score: Raw -124817.386718 + Penalty 451.780693 = -124365.606026 nChanged 20 SP:Iteration 28Q (609.765211 sec): 3 clusters Score: Raw -124821.695324 + Penalty 451.780693 = -124369.914631 nChanged 15 SP:Iteration 29Q (609.798844 sec): 3 clusters Score: Raw -124824.447148 + Penalty 451.780693 = -124372.666456 nChanged 9 SP:Iteration 30Q (609.832285 sec): 3 clusters Score: Raw -124826.080807 + Penalty 451.780693 = -124374.300115 nChanged 7 SP:Iteration 31Q (609.885629 sec): 3 clusters Score: Raw -124826.740549 + Penalty 451.780693 = -124374.959856 nChanged 8 SP:Iteration 32Q (609.918017 sec): 3 clusters Score: Raw -124827.732819 + Penalty 451.780693 = -124375.952126 nChanged 5 SP:Iteration 33Q (609.944940 sec): 3 clusters Score: Raw -124828.129529 + Penalty 451.780693 = -124376.348836 nChanged 4 SP:Iteration 34Q (609.979162 sec): 3 clusters Score: Raw -124828.450751 + Penalty 451.780693 = -124376.670059 nChanged 5 SP:Iteration 35Q (610.012851 sec): 3 clusters Score: Raw -124829.167022 + Penalty 451.780693 = -124377.386329 nChanged 5 SP:Iteration 36Q (610.047802 sec): 3 clusters Score: Raw -124830.081442 + Penalty 451.780693 = -124378.300749 nChanged 8 SP:Iteration 37Q (610.087696 sec): 3 clusters Score: Raw -124831.318415 + Penalty 451.780693 = -124379.537722 nChanged 9 SP:Iteration 38Q (610.121722 sec): 3 clusters Score: Raw -124833.041745 + Penalty 451.780693 = -124381.261052 nChanged 5 SP:Iteration 39Q (610.155599 sec): 3 clusters Score: Raw -124834.014509 + Penalty 451.780693 = -124382.233816 nChanged 5 SP:Iteration 40F (610.191350 sec): 3 clusters Score: Raw -124834.756755 + Penalty 451.780693 = -124382.976062 nChanged 6 SP:Iteration 41Q (610.231398 sec): 3 clusters Score: Raw -124835.697947 + Penalty 451.780693 = -124383.917254 nChanged 3 SP:Iteration 42Q (610.276116 sec): 3 clusters Score: Raw -124836.085691 + Penalty 451.780693 = -124384.304998 nChanged 4 SP:Iteration 43Q (610.318820 sec): 3 clusters Score: Raw -124836.633711 + Penalty 451.780693 = -124384.853018 nChanged 2 SP:Iteration 44Q (610.359879 sec): 3 clusters Score: Raw -124836.742115 + Penalty 451.780693 = -124384.961422 nChanged 1 SP:Iteration 45Q (610.405256 sec): 3 clusters Score: Raw -124836.787461 + Penalty 451.780693 = -124385.006768 nChanged 0 SP:Iteration 46F (610.448142 sec): 3 clusters Score: Raw -124836.787461 + Penalty 451.780693 = -124385.006768 nChanged 0 Trying to split cluster 11 (4251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (610.476238 sec): 2 clusters Score: Raw -176211.536231 + Penalty 229.760012 = -175981.776219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (610.515535 sec): 3 clusters Score: Raw -173575.360643 + Penalty 459.520024 = -173115.840619 nChanged 1986 SP:Iteration 1F (610.554782 sec): 3 clusters Score: Raw -174855.241432 + Penalty 459.520024 = -174395.721408 nChanged 335 SP:Iteration 2F (610.587886 sec): 3 clusters Score: Raw -175130.670462 + Penalty 459.520024 = -174671.150438 nChanged 344 SP:Iteration 3F (610.645467 sec): 3 clusters Score: Raw -175388.841704 + Penalty 459.520024 = -174929.321680 nChanged 274 SP:Iteration 4F (610.675924 sec): 3 clusters Score: Raw -175578.433801 + Penalty 459.520024 = -175118.913777 nChanged 229 SP:Iteration 5F (610.712715 sec): 3 clusters Score: Raw -175718.066449 + Penalty 459.520024 = -175258.546425 nChanged 162 SP:Iteration 6Q (610.747301 sec): 3 clusters Score: Raw -175807.046792 + Penalty 459.520024 = -175347.526767 nChanged 145 SP:Iteration 7Q (610.784328 sec): 3 clusters Score: Raw -175879.861616 + Penalty 459.520024 = -175420.341592 nChanged 113 SP:Iteration 8Q (610.820922 sec): 3 clusters Score: Raw -175930.120881 + Penalty 459.520024 = -175470.600857 nChanged 89 SP:Iteration 9Q (610.856317 sec): 3 clusters Score: Raw -175968.179641 + Penalty 459.520024 = -175508.659616 nChanged 73 SP:Iteration 10Q (610.884105 sec): 3 clusters Score: Raw -176009.766732 + Penalty 459.520024 = -175550.246708 nChanged 85 SP:Iteration 11Q (610.916566 sec): 3 clusters Score: Raw -176048.509440 + Penalty 459.520024 = -175588.989416 nChanged 89 SP:Iteration 12Q (610.959338 sec): 3 clusters Score: Raw -176090.921280 + Penalty 459.520024 = -175631.401256 nChanged 87 SP:Iteration 13Q (611.003535 sec): 3 clusters Score: Raw -176132.211609 + Penalty 459.520024 = -175672.691585 nChanged 78 SP:Iteration 14Q (611.047636 sec): 3 clusters Score: Raw -176162.644660 + Penalty 459.520024 = -175703.124636 nChanged 57 SP:Iteration 15Q (611.093606 sec): 3 clusters Score: Raw -176183.053379 + Penalty 459.520024 = -175723.533355 nChanged 48 SP:Iteration 16Q (611.137786 sec): 3 clusters Score: Raw -176197.133621 + Penalty 459.520024 = -175737.613597 nChanged 45 SP:Iteration 17Q (611.183528 sec): 3 clusters Score: Raw -176216.873839 + Penalty 459.520024 = -175757.353815 nChanged 51 SP:Iteration 18Q (611.228291 sec): 3 clusters Score: Raw -176238.616127 + Penalty 459.520024 = -175779.096103 nChanged 49 SP:Iteration 19Q (611.272249 sec): 3 clusters Score: Raw -176254.521492 + Penalty 459.520024 = -175795.001468 nChanged 47 SP:Iteration 20F (611.314451 sec): 3 clusters Score: Raw -176267.171277 + Penalty 459.520024 = -175807.651253 nChanged 31 SP:Iteration 21Q (611.366040 sec): 3 clusters Score: Raw -176275.132562 + Penalty 459.520024 = -175815.612538 nChanged 31 SP:Iteration 22Q (611.400911 sec): 3 clusters Score: Raw -176281.492852 + Penalty 459.520024 = -175821.972828 nChanged 25 SP:Iteration 23Q (611.435994 sec): 3 clusters Score: Raw -176287.349045 + Penalty 459.520024 = -175827.829021 nChanged 26 SP:Iteration 24Q (611.471253 sec): 3 clusters Score: Raw -176292.314446 + Penalty 459.520024 = -175832.794422 nChanged 20 SP:Iteration 25Q (611.502573 sec): 3 clusters Score: Raw -176296.372139 + Penalty 459.520024 = -175836.852115 nChanged 24 SP:Iteration 26Q (611.537677 sec): 3 clusters Score: Raw -176302.669575 + Penalty 459.520024 = -175843.149551 nChanged 24 SP:Iteration 27Q (611.572681 sec): 3 clusters Score: Raw -176308.223977 + Penalty 459.520024 = -175848.703953 nChanged 25 SP:Iteration 28Q (611.607842 sec): 3 clusters Score: Raw -176312.643088 + Penalty 459.520024 = -175853.123064 nChanged 18 SP:Iteration 29Q (611.642922 sec): 3 clusters Score: Raw -176315.909609 + Penalty 459.520024 = -175856.389585 nChanged 16 SP:Iteration 30Q (611.678018 sec): 3 clusters Score: Raw -176318.607687 + Penalty 459.520024 = -175859.087662 nChanged 16 SP:Iteration 31Q (611.711890 sec): 3 clusters Score: Raw -176320.628156 + Penalty 459.520024 = -175861.108132 nChanged 9 SP:Iteration 32Q (611.750994 sec): 3 clusters Score: Raw -176321.356654 + Penalty 459.520024 = -175861.836630 nChanged 11 SP:Iteration 33Q (611.792019 sec): 3 clusters Score: Raw -176322.594126 + Penalty 459.520024 = -175863.074102 nChanged 12 SP:Iteration 34Q (611.828243 sec): 3 clusters Score: Raw -176324.482678 + Penalty 459.520024 = -175864.962654 nChanged 12 SP:Iteration 35Q (611.858730 sec): 3 clusters Score: Raw -176325.992153 + Penalty 459.520024 = -175866.472128 nChanged 7 SP:Iteration 36Q (611.900685 sec): 3 clusters Score: Raw -176326.524118 + Penalty 459.520024 = -175867.004094 nChanged 2 SP:Iteration 37Q (611.941921 sec): 3 clusters Score: Raw -176326.579377 + Penalty 459.520024 = -175867.059353 nChanged 1 SP:Iteration 38Q (611.990147 sec): 3 clusters Score: Raw -176326.649349 + Penalty 459.520024 = -175867.129325 nChanged 0 SP:Iteration 39F (612.053143 sec): 3 clusters Score: Raw -176326.649349 + Penalty 459.520024 = -175867.129325 nChanged 0 Trying to split cluster 12 (33301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (612.087085 sec): 2 clusters Score: Raw -1343799.855548 + Penalty 286.366924 = -1343513.488623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (612.159667 sec): 3 clusters Score: Raw -1321678.684947 + Penalty 572.733849 = -1321105.951098 nChanged 16200 SP:Iteration 1F (612.224189 sec): 3 clusters Score: Raw -1331160.181824 + Penalty 572.733849 = -1330587.447975 nChanged 1713 SP:Iteration 2F (612.287997 sec): 3 clusters Score: Raw -1331992.502213 + Penalty 572.733849 = -1331419.768364 nChanged 1898 SP:Iteration 3F (612.354374 sec): 3 clusters Score: Raw -1333122.389744 + Penalty 572.733849 = -1332549.655895 nChanged 2161 SP:Iteration 4F (612.427977 sec): 3 clusters Score: Raw -1334715.495403 + Penalty 572.733849 = -1334142.761554 nChanged 2325 SP:Iteration 5F (612.479809 sec): 3 clusters Score: Raw -1336541.694719 + Penalty 572.733849 = -1335968.960870 nChanged 2105 SP:Iteration 6F (612.537159 sec): 3 clusters Score: Raw -1337898.970938 + Penalty 572.733849 = -1337326.237089 nChanged 1535 SP:Iteration 7Q (612.606624 sec): 3 clusters Score: Raw -1338558.239079 + Penalty 572.733849 = -1337985.505231 nChanged 899 SP:Iteration 8Q (612.669758 sec): 3 clusters Score: Raw -1338766.888577 + Penalty 572.733849 = -1338194.154728 nChanged 519 SP:Iteration 9Q (612.749519 sec): 3 clusters Score: Raw -1338853.824703 + Penalty 572.733849 = -1338281.090854 nChanged 347 SP:Iteration 10Q (612.816064 sec): 3 clusters Score: Raw -1338906.396405 + Penalty 572.733849 = -1338333.662557 nChanged 302 SP:Iteration 11Q (612.879835 sec): 3 clusters Score: Raw -1338951.247367 + Penalty 572.733849 = -1338378.513519 nChanged 265 SP:Iteration 12Q (612.936879 sec): 3 clusters Score: Raw -1338987.435818 + Penalty 572.733849 = -1338414.701969 nChanged 251 SP:Iteration 13Q (612.997643 sec): 3 clusters Score: Raw -1339019.668399 + Penalty 572.733849 = -1338446.934550 nChanged 233 SP:Iteration 14Q (613.053798 sec): 3 clusters Score: Raw -1339050.136542 + Penalty 572.733849 = -1338477.402694 nChanged 229 SP:Iteration 15Q (613.119047 sec): 3 clusters Score: Raw -1339082.695827 + Penalty 572.733849 = -1338509.961978 nChanged 243 SP:Iteration 16Q (613.175133 sec): 3 clusters Score: Raw -1339118.191020 + Penalty 572.733849 = -1338545.457171 nChanged 245 SP:Iteration 17Q (613.233383 sec): 3 clusters Score: Raw -1339152.016904 + Penalty 572.733849 = -1338579.283055 nChanged 234 SP:Iteration 18Q (613.288595 sec): 3 clusters Score: Raw -1339185.159054 + Penalty 572.733849 = -1338612.425205 nChanged 254 SP:Iteration 19Q (613.360583 sec): 3 clusters Score: Raw -1339225.959991 + Penalty 572.733849 = -1338653.226142 nChanged 286 SP:Iteration 20F (613.423546 sec): 3 clusters Score: Raw -1339269.022456 + Penalty 572.733849 = -1338696.288607 nChanged 279 SP:Iteration 21Q (613.492165 sec): 3 clusters Score: Raw -1339311.404189 + Penalty 572.733849 = -1338738.670340 nChanged 257 SP:Iteration 22Q (613.561241 sec): 3 clusters Score: Raw -1339348.087049 + Penalty 572.733849 = -1338775.353201 nChanged 260 SP:Iteration 23Q (613.616276 sec): 3 clusters Score: Raw -1339391.162186 + Penalty 572.733849 = -1338818.428337 nChanged 287 SP:Iteration 24Q (613.685225 sec): 3 clusters Score: Raw -1339439.958418 + Penalty 572.733849 = -1338867.224569 nChanged 302 SP:Iteration 25Q (613.746783 sec): 3 clusters Score: Raw -1339501.168208 + Penalty 572.733849 = -1338928.434359 nChanged 331 SP:Iteration 26Q (613.816336 sec): 3 clusters Score: Raw -1339572.521355 + Penalty 572.733849 = -1338999.787506 nChanged 348 SP:Iteration 27Q (613.879587 sec): 3 clusters Score: Raw -1339645.899090 + Penalty 572.733849 = -1339073.165241 nChanged 336 SP:Iteration 28Q (613.938770 sec): 3 clusters Score: Raw -1339719.163877 + Penalty 572.733849 = -1339146.430028 nChanged 356 SP:Iteration 29Q (613.998018 sec): 3 clusters Score: Raw -1339794.152014 + Penalty 572.733849 = -1339221.418166 nChanged 375 SP:Iteration 30Q (614.069492 sec): 3 clusters Score: Raw -1339878.122965 + Penalty 572.733849 = -1339305.389116 nChanged 373 SP:Iteration 31Q (614.132667 sec): 3 clusters Score: Raw -1339966.552053 + Penalty 572.733849 = -1339393.818204 nChanged 389 SP:Iteration 32Q (614.195699 sec): 3 clusters Score: Raw -1340070.780974 + Penalty 572.733849 = -1339498.047125 nChanged 391 SP:Iteration 33Q (614.266369 sec): 3 clusters Score: Raw -1340176.185165 + Penalty 572.733849 = -1339603.451316 nChanged 397 SP:Iteration 34Q (614.335812 sec): 3 clusters Score: Raw -1340274.843941 + Penalty 572.733849 = -1339702.110093 nChanged 372 SP:Iteration 35Q (614.407898 sec): 3 clusters Score: Raw -1340362.952268 + Penalty 572.733849 = -1339790.218420 nChanged 351 SP:Iteration 36Q (614.479904 sec): 3 clusters Score: Raw -1340446.011059 + Penalty 572.733849 = -1339873.277211 nChanged 329 SP:Iteration 37Q (614.539557 sec): 3 clusters Score: Raw -1340530.924331 + Penalty 572.733849 = -1339958.190482 nChanged 321 SP:Iteration 38Q (614.601316 sec): 3 clusters Score: Raw -1340611.514168 + Penalty 572.733849 = -1340038.780319 nChanged 319 SP:Iteration 39Q (614.666075 sec): 3 clusters Score: Raw -1340679.931374 + Penalty 572.733849 = -1340107.197525 nChanged 273 SP:Iteration 40F (614.736204 sec): 3 clusters Score: Raw -1340741.352871 + Penalty 572.733849 = -1340168.619022 nChanged 259 SP:Iteration 41Q (614.798941 sec): 3 clusters Score: Raw -1340804.139162 + Penalty 572.733849 = -1340231.405313 nChanged 275 SP:Iteration 42Q (614.872804 sec): 3 clusters Score: Raw -1340874.697801 + Penalty 572.733849 = -1340301.963952 nChanged 286 SP:Iteration 43Q (614.925638 sec): 3 clusters Score: Raw -1340934.148326 + Penalty 572.733849 = -1340361.414477 nChanged 280 SP:Iteration 44Q (614.989516 sec): 3 clusters Score: Raw -1340997.286342 + Penalty 572.733849 = -1340424.552494 nChanged 249 SP:Iteration 45Q (615.041931 sec): 3 clusters Score: Raw -1341049.070589 + Penalty 572.733849 = -1340476.336740 nChanged 233 SP:Iteration 46Q (615.108990 sec): 3 clusters Score: Raw -1341092.684931 + Penalty 572.733849 = -1340519.951082 nChanged 238 SP:Iteration 47Q (615.173167 sec): 3 clusters Score: Raw -1341137.715015 + Penalty 572.733849 = -1340564.981166 nChanged 242 SP:Iteration 48Q (615.236820 sec): 3 clusters Score: Raw -1341179.071828 + Penalty 572.733849 = -1340606.337979 nChanged 229 SP:Iteration 49Q (615.303503 sec): 3 clusters Score: Raw -1341218.466089 + Penalty 572.733849 = -1340645.732240 nChanged 223 SP:Iteration 50Q (615.364995 sec): 3 clusters Score: Raw -1341253.168455 + Penalty 572.733849 = -1340680.434607 nChanged 211 SP:Iteration 51Q (615.429079 sec): 3 clusters Score: Raw -1341282.952854 + Penalty 572.733849 = -1340710.219006 nChanged 225 SP:Iteration 52Q (615.491705 sec): 3 clusters Score: Raw -1341312.467505 + Penalty 572.733849 = -1340739.733656 nChanged 208 SP:Iteration 53Q (615.549913 sec): 3 clusters Score: Raw -1341342.651479 + Penalty 572.733849 = -1340769.917630 nChanged 220 SP:Iteration 54Q (615.611911 sec): 3 clusters Score: Raw -1341377.785882 + Penalty 572.733849 = -1340805.052033 nChanged 242 SP:Iteration 55Q (615.692833 sec): 3 clusters Score: Raw -1341418.313615 + Penalty 572.733849 = -1340845.579766 nChanged 265 SP:Iteration 56Q (615.748464 sec): 3 clusters Score: Raw -1341466.006569 + Penalty 572.733849 = -1340893.272720 nChanged 287 SP:Iteration 57Q (615.810259 sec): 3 clusters Score: Raw -1341521.527560 + Penalty 572.733849 = -1340948.793711 nChanged 311 SP:Iteration 58Q (615.882733 sec): 3 clusters Score: Raw -1341587.894176 + Penalty 572.733849 = -1341015.160327 nChanged 341 SP:Iteration 59Q (615.944338 sec): 3 clusters Score: Raw -1341663.560578 + Penalty 572.733849 = -1341090.826729 nChanged 342 SP:Iteration 60F (616.007687 sec): 3 clusters Score: Raw -1341748.051378 + Penalty 572.733849 = -1341175.317529 nChanged 379 SP:Iteration 61Q (616.078066 sec): 3 clusters Score: Raw -1341845.886208 + Penalty 572.733849 = -1341273.152360 nChanged 352 SP:Iteration 62Q (616.155065 sec): 3 clusters Score: Raw -1341935.008893 + Penalty 572.733849 = -1341362.275044 nChanged 356 SP:Iteration 63Q (616.217491 sec): 3 clusters Score: Raw -1342027.937770 + Penalty 572.733849 = -1341455.203921 nChanged 337 SP:Iteration 64Q (616.274141 sec): 3 clusters Score: Raw -1342121.157828 + Penalty 572.733849 = -1341548.423979 nChanged 335 SP:Iteration 65Q (616.344809 sec): 3 clusters Score: Raw -1342216.258801 + Penalty 572.733849 = -1341643.524952 nChanged 350 SP:Iteration 66Q (616.416753 sec): 3 clusters Score: Raw -1342320.697229 + Penalty 572.733849 = -1341747.963380 nChanged 326 SP:Iteration 67Q (616.475807 sec): 3 clusters Score: Raw -1342414.613090 + Penalty 572.733849 = -1341841.879242 nChanged 313 SP:Iteration 68Q (616.540357 sec): 3 clusters Score: Raw -1342513.174735 + Penalty 572.733849 = -1341940.440886 nChanged 317 SP:Iteration 69Q (616.600670 sec): 3 clusters Score: Raw -1342621.070538 + Penalty 572.733849 = -1342048.336689 nChanged 326 SP:Iteration 70Q (616.650688 sec): 3 clusters Score: Raw -1342740.770949 + Penalty 572.733849 = -1342168.037101 nChanged 321 SP:Iteration 71Q (616.713373 sec): 3 clusters Score: Raw -1342860.160586 + Penalty 572.733849 = -1342287.426737 nChanged 309 SP:Iteration 72Q (616.772049 sec): 3 clusters Score: Raw -1342980.495538 + Penalty 572.733849 = -1342407.761689 nChanged 295 SP:Iteration 73Q (616.840409 sec): 3 clusters Score: Raw -1343104.388086 + Penalty 572.733849 = -1342531.654237 nChanged 266 SP:Iteration 74Q (616.907247 sec): 3 clusters Score: Raw -1343217.060976 + Penalty 572.733849 = -1342644.327127 nChanged 257 SP:Iteration 75Q (616.972748 sec): 3 clusters Score: Raw -1343349.323016 + Penalty 572.733849 = -1342776.589168 nChanged 248 SP:Iteration 76Q (617.038552 sec): 3 clusters Score: Raw -1343488.622784 + Penalty 572.733849 = -1342915.888935 nChanged 202 SP:Iteration 77Q (617.108656 sec): 3 clusters Score: Raw -1343600.189829 + Penalty 572.733849 = -1343027.455981 nChanged 174 SP:Iteration 78Q (617.167728 sec): 3 clusters Score: Raw -1343695.892491 + Penalty 572.733849 = -1343123.158643 nChanged 122 SP:Iteration 79Q (617.230138 sec): 3 clusters Score: Raw -1343760.540463 + Penalty 572.733849 = -1343187.806614 nChanged 94 SP:Iteration 80F (617.284940 sec): 3 clusters Score: Raw -1343809.867239 + Penalty 572.733849 = -1343237.133390 nChanged 82 SP:Iteration 81Q (617.330924 sec): 3 clusters Score: Raw -1343852.027863 + Penalty 572.733849 = -1343279.294014 nChanged 53 SP:Iteration 82Q (617.382889 sec): 3 clusters Score: Raw -1343872.225321 + Penalty 572.733849 = -1343299.491472 nChanged 37 SP:Iteration 83Q (617.435939 sec): 3 clusters Score: Raw -1343887.885244 + Penalty 572.733849 = -1343315.151396 nChanged 26 SP:Iteration 84Q (617.489033 sec): 3 clusters Score: Raw -1343897.006328 + Penalty 572.733849 = -1343324.272479 nChanged 15 SP:Iteration 85Q (617.564410 sec): 3 clusters Score: Raw -1343901.008874 + Penalty 572.733849 = -1343328.275025 nChanged 15 SP:Iteration 86Q (617.617442 sec): 3 clusters Score: Raw -1343905.715005 + Penalty 572.733849 = -1343332.981156 nChanged 8 SP:Iteration 87Q (617.679388 sec): 3 clusters Score: Raw -1343908.810371 + Penalty 572.733849 = -1343336.076522 nChanged 5 SP:Iteration 88Q (617.737017 sec): 3 clusters Score: Raw -1343910.753936 + Penalty 572.733849 = -1343338.020087 nChanged 9 SP:Iteration 89Q (617.791021 sec): 3 clusters Score: Raw -1343913.086479 + Penalty 572.733849 = -1343340.352630 nChanged 7 SP:Iteration 90Q (617.847274 sec): 3 clusters Score: Raw -1343915.487942 + Penalty 572.733849 = -1343342.754093 nChanged 9 SP:Iteration 91Q (617.912827 sec): 3 clusters Score: Raw -1343919.138287 + Penalty 572.733849 = -1343346.404438 nChanged 13 SP:Iteration 92Q (617.971696 sec): 3 clusters Score: Raw -1343924.049223 + Penalty 572.733849 = -1343351.315374 nChanged 14 SP:Iteration 93Q (618.024033 sec): 3 clusters Score: Raw -1343931.193366 + Penalty 572.733849 = -1343358.459517 nChanged 13 SP:Iteration 94Q (618.079566 sec): 3 clusters Score: Raw -1343935.444038 + Penalty 572.733849 = -1343362.710189 nChanged 17 SP:Iteration 95Q (618.151807 sec): 3 clusters Score: Raw -1343942.471689 + Penalty 572.733849 = -1343369.737840 nChanged 13 SP:Iteration 96Q (618.209698 sec): 3 clusters Score: Raw -1343948.449429 + Penalty 572.733849 = -1343375.715580 nChanged 14 SP:Iteration 97Q (618.267330 sec): 3 clusters Score: Raw -1343953.850866 + Penalty 572.733849 = -1343381.117017 nChanged 16 SP:Iteration 98Q (618.319803 sec): 3 clusters Score: Raw -1343964.973239 + Penalty 572.733849 = -1343392.239390 nChanged 18 SP:Iteration 99Q (618.375227 sec): 3 clusters Score: Raw -1343977.740834 + Penalty 572.733849 = -1343405.006986 nChanged 18 SP:Iteration 100F (618.436297 sec): 3 clusters Score: Raw -1343985.763710 + Penalty 572.733849 = -1343413.029861 nChanged 18 SP:Iteration 101Q (618.482716 sec): 3 clusters Score: Raw -1343991.375622 + Penalty 572.733849 = -1343418.641773 nChanged 9 SP:Iteration 102Q (618.547369 sec): 3 clusters Score: Raw -1343993.243508 + Penalty 572.733849 = -1343420.509659 nChanged 8 SP:Iteration 103Q (618.598182 sec): 3 clusters Score: Raw -1343996.328728 + Penalty 572.733849 = -1343423.594880 nChanged 11 SP:Iteration 104Q (618.653728 sec): 3 clusters Score: Raw -1344000.294451 + Penalty 572.733849 = -1343427.560602 nChanged 10 SP:Iteration 105Q (618.724036 sec): 3 clusters Score: Raw -1344002.398339 + Penalty 572.733849 = -1343429.664491 nChanged 0 SP:Iteration 106F (618.791180 sec): 3 clusters Score: Raw -1344002.398339 + Penalty 572.733849 = -1343429.664491 nChanged 0 Trying to split cluster 13 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (618.801575 sec): 2 clusters Score: Raw -9664.255607 + Penalty 158.800168 = -9505.455440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (618.836839 sec): 3 clusters Score: Raw -9534.752869 + Penalty 317.600335 = -9217.152534 nChanged 110 SP:Iteration 1F (618.875672 sec): 3 clusters Score: Raw -9626.646252 + Penalty 317.600335 = -9309.045917 nChanged 25 SP:Iteration 2F (618.905992 sec): 3 clusters Score: Raw -9644.644608 + Penalty 317.600335 = -9327.044273 nChanged 13 SP:Iteration 3Q (618.907307 sec): 3 clusters Score: Raw -9650.798131 + Penalty 317.600335 = -9333.197796 nChanged 5 SP:Iteration 4Q (618.908466 sec): 3 clusters Score: Raw -9652.548280 + Penalty 317.600335 = -9334.947945 nChanged 1 SP:Iteration 5Q (618.909612 sec): 3 clusters Score: Raw -9652.762444 + Penalty 317.600335 = -9335.162109 nChanged 2 SP:Iteration 6Q (618.910752 sec): 3 clusters Score: Raw -9653.488584 + Penalty 317.600335 = -9335.888249 nChanged 3 SP:Iteration 7Q (618.911900 sec): 3 clusters Score: Raw -9656.004627 + Penalty 317.600335 = -9338.404292 nChanged 4 SP:Iteration 8Q (618.913045 sec): 3 clusters Score: Raw -9660.309641 + Penalty 317.600335 = -9342.709306 nChanged 5 SP:Iteration 9Q (618.914181 sec): 3 clusters Score: Raw -9661.852502 + Penalty 317.600335 = -9344.252167 nChanged 2 SP:Iteration 10Q (618.915323 sec): 3 clusters Score: Raw -9665.627362 + Penalty 317.600335 = -9348.027027 nChanged 5 SP:Iteration 11Q (618.916461 sec): 3 clusters Score: Raw -9669.178663 + Penalty 317.600335 = -9351.578328 nChanged 2 SP:Iteration 12Q (618.917603 sec): 3 clusters Score: Raw -9669.493997 + Penalty 317.600335 = -9351.893662 nChanged 1 SP:Iteration 13Q (618.918742 sec): 3 clusters Score: Raw -9670.245664 + Penalty 317.600335 = -9352.645329 nChanged 0 SP:Iteration 14F (618.919853 sec): 3 clusters Score: Raw -9670.245664 + Penalty 317.600335 = -9352.645329 nChanged 0 Trying to split cluster 14 (16571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (618.954554 sec): 2 clusters Score: Raw -646521.215271 + Penalty 267.173760 = -646254.041511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (619.006272 sec): 3 clusters Score: Raw -635800.283157 + Penalty 534.347520 = -635265.935637 nChanged 7929 SP:Iteration 1F (619.061954 sec): 3 clusters Score: Raw -641392.425766 + Penalty 534.347520 = -640858.078246 nChanged 1353 SP:Iteration 2F (619.130289 sec): 3 clusters Score: Raw -642342.139267 + Penalty 534.347520 = -641807.791747 nChanged 1253 SP:Iteration 3F (619.183254 sec): 3 clusters Score: Raw -643387.181031 + Penalty 534.347520 = -642852.833511 nChanged 1038 SP:Iteration 4F (619.238392 sec): 3 clusters Score: Raw -644402.646725 + Penalty 534.347520 = -643868.299205 nChanged 766 SP:Iteration 5Q (619.282677 sec): 3 clusters Score: Raw -645210.718448 + Penalty 534.347520 = -644676.370928 nChanged 506 SP:Iteration 6Q (619.321133 sec): 3 clusters Score: Raw -645724.306206 + Penalty 534.347520 = -645189.958686 nChanged 304 SP:Iteration 7Q (619.372978 sec): 3 clusters Score: Raw -645963.409081 + Penalty 534.347520 = -645429.061561 nChanged 227 SP:Iteration 8Q (619.426169 sec): 3 clusters Score: Raw -646100.505598 + Penalty 534.347520 = -645566.158078 nChanged 162 SP:Iteration 9Q (619.482340 sec): 3 clusters Score: Raw -646188.476854 + Penalty 534.347520 = -645654.129334 nChanged 133 SP:Iteration 10Q (619.538966 sec): 3 clusters Score: Raw -646256.358703 + Penalty 534.347520 = -645722.011183 nChanged 113 SP:Iteration 11Q (619.580493 sec): 3 clusters Score: Raw -646315.066831 + Penalty 534.347520 = -645780.719311 nChanged 112 SP:Iteration 12Q (619.637842 sec): 3 clusters Score: Raw -646374.189654 + Penalty 534.347520 = -645839.842134 nChanged 81 SP:Iteration 13Q (619.688621 sec): 3 clusters Score: Raw -646413.905107 + Penalty 534.347520 = -645879.557586 nChanged 61 SP:Iteration 14Q (619.727216 sec): 3 clusters Score: Raw -646447.491008 + Penalty 534.347520 = -645913.143487 nChanged 48 SP:Iteration 15Q (619.785087 sec): 3 clusters Score: Raw -646473.662940 + Penalty 534.347520 = -645939.315420 nChanged 41 SP:Iteration 16Q (619.842770 sec): 3 clusters Score: Raw -646497.876840 + Penalty 534.347520 = -645963.529319 nChanged 35 SP:Iteration 17Q (619.902954 sec): 3 clusters Score: Raw -646516.113351 + Penalty 534.347520 = -645981.765831 nChanged 16 SP:Iteration 18Q (619.973971 sec): 3 clusters Score: Raw -646525.004637 + Penalty 534.347520 = -645990.657117 nChanged 12 SP:Iteration 19Q (620.017897 sec): 3 clusters Score: Raw -646530.042246 + Penalty 534.347520 = -645995.694726 nChanged 9 SP:Iteration 20F (620.070192 sec): 3 clusters Score: Raw -646535.228648 + Penalty 534.347520 = -646000.881128 nChanged 8 SP:Iteration 21Q (620.123936 sec): 3 clusters Score: Raw -646540.291943 + Penalty 534.347520 = -646005.944422 nChanged 8 SP:Iteration 22Q (620.173344 sec): 3 clusters Score: Raw -646544.834761 + Penalty 534.347520 = -646010.487241 nChanged 5 SP:Iteration 23Q (620.221272 sec): 3 clusters Score: Raw -646548.720401 + Penalty 534.347520 = -646014.372881 nChanged 5 SP:Iteration 24Q (620.260827 sec): 3 clusters Score: Raw -646554.260395 + Penalty 534.347520 = -646019.912875 nChanged 8 SP:Iteration 25Q (620.306576 sec): 3 clusters Score: Raw -646559.451311 + Penalty 534.347520 = -646025.103791 nChanged 4 SP:Iteration 26Q (620.342677 sec): 3 clusters Score: Raw -646563.217729 + Penalty 534.347520 = -646028.870209 nChanged 6 SP:Iteration 27Q (620.402510 sec): 3 clusters Score: Raw -646566.982472 + Penalty 534.347520 = -646032.634952 nChanged 2 SP:Iteration 28Q (620.452074 sec): 3 clusters Score: Raw -646568.000949 + Penalty 534.347520 = -646033.653429 nChanged 1 SP:Iteration 29Q (620.495956 sec): 3 clusters Score: Raw -646568.283639 + Penalty 534.347520 = -646033.936118 nChanged 0 SP:Iteration 30F (620.548774 sec): 3 clusters Score: Raw -646568.283639 + Penalty 534.347520 = -646033.936118 nChanged 0 Trying to split cluster 15 (2312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (620.565060 sec): 2 clusters Score: Raw -90248.478944 + Penalty 213.011376 = -90035.467568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (620.610027 sec): 3 clusters Score: Raw -88871.386438 + Penalty 426.022753 = -88445.363685 nChanged 1022 SP:Iteration 1F (620.649529 sec): 3 clusters Score: Raw -89477.752610 + Penalty 426.022753 = -89051.729857 nChanged 183 SP:Iteration 2F (620.692442 sec): 3 clusters Score: Raw -89634.368115 + Penalty 426.022753 = -89208.345363 nChanged 180 SP:Iteration 3F (620.736019 sec): 3 clusters Score: Raw -89828.602530 + Penalty 426.022753 = -89402.579777 nChanged 137 SP:Iteration 4F (620.779144 sec): 3 clusters Score: Raw -89970.831745 + Penalty 426.022753 = -89544.808993 nChanged 88 SP:Iteration 5Q (620.809323 sec): 3 clusters Score: Raw -90048.159103 + Penalty 426.022753 = -89622.136350 nChanged 54 SP:Iteration 6Q (620.841000 sec): 3 clusters Score: Raw -90082.800903 + Penalty 426.022753 = -89656.778151 nChanged 40 SP:Iteration 7Q (620.873299 sec): 3 clusters Score: Raw -90106.106602 + Penalty 426.022753 = -89680.083849 nChanged 36 SP:Iteration 8Q (620.913833 sec): 3 clusters Score: Raw -90129.824269 + Penalty 426.022753 = -89703.801516 nChanged 38 SP:Iteration 9Q (620.967014 sec): 3 clusters Score: Raw -90152.469054 + Penalty 426.022753 = -89726.446301 nChanged 37 SP:Iteration 10Q (620.998086 sec): 3 clusters Score: Raw -90178.868032 + Penalty 426.022753 = -89752.845279 nChanged 31 SP:Iteration 11Q (621.033337 sec): 3 clusters Score: Raw -90205.708913 + Penalty 426.022753 = -89779.686160 nChanged 28 SP:Iteration 12Q (621.062715 sec): 3 clusters Score: Raw -90225.250349 + Penalty 426.022753 = -89799.227596 nChanged 14 SP:Iteration 13Q (621.110610 sec): 3 clusters Score: Raw -90239.606672 + Penalty 426.022753 = -89813.583920 nChanged 10 SP:Iteration 14Q (621.142801 sec): 3 clusters Score: Raw -90246.920231 + Penalty 426.022753 = -89820.897478 nChanged 7 SP:Iteration 15Q (621.174144 sec): 3 clusters Score: Raw -90255.009730 + Penalty 426.022753 = -89828.986978 nChanged 5 SP:Iteration 16Q (621.209981 sec): 3 clusters Score: Raw -90259.155349 + Penalty 426.022753 = -89833.132596 nChanged 2 SP:Iteration 17Q (621.241259 sec): 3 clusters Score: Raw -90259.941668 + Penalty 426.022753 = -89833.918915 nChanged 1 SP:Iteration 18Q (621.272822 sec): 3 clusters Score: Raw -90260.471019 + Penalty 426.022753 = -89834.448267 nChanged 2 SP:Iteration 19Q (621.313244 sec): 3 clusters Score: Raw -90263.374588 + Penalty 426.022753 = -89837.351836 nChanged 1 SP:Iteration 20F (621.356942 sec): 3 clusters Score: Raw -90263.796360 + Penalty 426.022753 = -89837.773608 nChanged 0 Trying to split cluster 16 (5197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (621.383800 sec): 2 clusters Score: Raw -209954.973918 + Penalty 235.285512 = -209719.688406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (621.429064 sec): 3 clusters Score: Raw -206758.543381 + Penalty 470.571025 = -206287.972356 nChanged 2407 SP:Iteration 1F (621.463688 sec): 3 clusters Score: Raw -208555.196314 + Penalty 470.571025 = -208084.625289 nChanged 448 SP:Iteration 2F (621.508442 sec): 3 clusters Score: Raw -208881.053543 + Penalty 470.571025 = -208410.482518 nChanged 380 SP:Iteration 3F (621.559015 sec): 3 clusters Score: Raw -209172.726609 + Penalty 470.571025 = -208702.155584 nChanged 317 SP:Iteration 4F (621.599947 sec): 3 clusters Score: Raw -209413.750174 + Penalty 470.571025 = -208943.179149 nChanged 210 SP:Iteration 5Q (621.658171 sec): 3 clusters Score: Raw -209565.188729 + Penalty 470.571025 = -209094.617704 nChanged 143 SP:Iteration 6Q (621.696979 sec): 3 clusters Score: Raw -209661.006453 + Penalty 470.571025 = -209190.435428 nChanged 115 SP:Iteration 7Q (621.733313 sec): 3 clusters Score: Raw -209728.516607 + Penalty 470.571025 = -209257.945582 nChanged 88 SP:Iteration 8Q (621.768699 sec): 3 clusters Score: Raw -209778.446637 + Penalty 470.571025 = -209307.875612 nChanged 82 SP:Iteration 9Q (621.804147 sec): 3 clusters Score: Raw -209827.225775 + Penalty 470.571025 = -209356.654750 nChanged 76 SP:Iteration 10Q (621.839331 sec): 3 clusters Score: Raw -209871.548609 + Penalty 470.571025 = -209400.977584 nChanged 68 SP:Iteration 11Q (621.875133 sec): 3 clusters Score: Raw -209909.995741 + Penalty 470.571025 = -209439.424716 nChanged 59 SP:Iteration 12Q (621.910875 sec): 3 clusters Score: Raw -209944.710087 + Penalty 470.571025 = -209474.139062 nChanged 42 SP:Iteration 13Q (621.939365 sec): 3 clusters Score: Raw -209968.482941 + Penalty 470.571025 = -209497.911916 nChanged 39 SP:Iteration 14Q (621.979066 sec): 3 clusters Score: Raw -209991.265406 + Penalty 470.571025 = -209520.694381 nChanged 30 SP:Iteration 15Q (622.009750 sec): 3 clusters Score: Raw -210006.574815 + Penalty 470.571025 = -209536.003790 nChanged 24 SP:Iteration 16Q (622.055769 sec): 3 clusters Score: Raw -210015.373214 + Penalty 470.571025 = -209544.802189 nChanged 21 SP:Iteration 17Q (622.089725 sec): 3 clusters Score: Raw -210023.004996 + Penalty 470.571025 = -209552.433971 nChanged 23 SP:Iteration 18Q (622.126149 sec): 3 clusters Score: Raw -210030.885196 + Penalty 470.571025 = -209560.314171 nChanged 11 SP:Iteration 19Q (622.170520 sec): 3 clusters Score: Raw -210032.870433 + Penalty 470.571025 = -209562.299408 nChanged 5 SP:Iteration 20F (622.222581 sec): 3 clusters Score: Raw -210033.859568 + Penalty 470.571025 = -209563.288543 nChanged 4 SP:Iteration 21Q (622.261237 sec): 3 clusters Score: Raw -210034.169342 + Penalty 470.571025 = -209563.598317 nChanged 2 SP:Iteration 22Q (622.293056 sec): 3 clusters Score: Raw -210034.377921 + Penalty 470.571025 = -209563.806896 nChanged 0 SP:Iteration 23F (622.341035 sec): 3 clusters Score: Raw -210034.377921 + Penalty 470.571025 = -209563.806896 nChanged 0 Trying to split cluster 17 (3477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (622.360026 sec): 2 clusters Score: Raw -133828.515824 + Penalty 224.232941 = -133604.282883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (622.402333 sec): 3 clusters Score: Raw -131733.798076 + Penalty 448.465882 = -131285.332193 nChanged 1589 SP:Iteration 1F (622.447413 sec): 3 clusters Score: Raw -132778.632566 + Penalty 448.465882 = -132330.166683 nChanged 280 SP:Iteration 2F (622.479124 sec): 3 clusters Score: Raw -132988.640176 + Penalty 448.465882 = -132540.174293 nChanged 253 SP:Iteration 3F (622.511587 sec): 3 clusters Score: Raw -133181.286000 + Penalty 448.465882 = -132732.820118 nChanged 197 SP:Iteration 4F (622.545230 sec): 3 clusters Score: Raw -133366.121091 + Penalty 448.465882 = -132917.655209 nChanged 192 SP:Iteration 5F (622.575133 sec): 3 clusters Score: Raw -133547.672338 + Penalty 448.465882 = -133099.206456 nChanged 116 SP:Iteration 6Q (622.608624 sec): 3 clusters Score: Raw -133644.458736 + Penalty 448.465882 = -133195.992854 nChanged 77 SP:Iteration 7Q (622.642313 sec): 3 clusters Score: Raw -133711.053123 + Penalty 448.465882 = -133262.587241 nChanged 54 SP:Iteration 8Q (622.679204 sec): 3 clusters Score: Raw -133745.505389 + Penalty 448.465882 = -133297.039507 nChanged 36 SP:Iteration 9Q (622.712085 sec): 3 clusters Score: Raw -133770.132121 + Penalty 448.465882 = -133321.666238 nChanged 33 SP:Iteration 10Q (622.751872 sec): 3 clusters Score: Raw -133796.954586 + Penalty 448.465882 = -133348.488704 nChanged 31 SP:Iteration 11Q (622.799578 sec): 3 clusters Score: Raw -133817.261328 + Penalty 448.465882 = -133368.795446 nChanged 17 SP:Iteration 12Q (622.832214 sec): 3 clusters Score: Raw -133824.842774 + Penalty 448.465882 = -133376.376892 nChanged 10 SP:Iteration 13Q (622.865429 sec): 3 clusters Score: Raw -133829.472364 + Penalty 448.465882 = -133381.006481 nChanged 7 SP:Iteration 14Q (622.898444 sec): 3 clusters Score: Raw -133831.780497 + Penalty 448.465882 = -133383.314615 nChanged 9 SP:Iteration 15Q (622.937411 sec): 3 clusters Score: Raw -133837.536123 + Penalty 448.465882 = -133389.070241 nChanged 10 SP:Iteration 16Q (622.982150 sec): 3 clusters Score: Raw -133840.843502 + Penalty 448.465882 = -133392.377620 nChanged 7 SP:Iteration 17Q (623.028973 sec): 3 clusters Score: Raw -133844.926790 + Penalty 448.465882 = -133396.460908 nChanged 9 SP:Iteration 18Q (623.059808 sec): 3 clusters Score: Raw -133854.514430 + Penalty 448.465882 = -133406.048548 nChanged 9 SP:Iteration 19Q (623.110913 sec): 3 clusters Score: Raw -133862.332361 + Penalty 448.465882 = -133413.866479 nChanged 9 SP:Iteration 20F (623.161958 sec): 3 clusters Score: Raw -133868.434521 + Penalty 448.465882 = -133419.968639 nChanged 7 SP:Iteration 21Q (623.213568 sec): 3 clusters Score: Raw -133874.931470 + Penalty 448.465882 = -133426.465588 nChanged 8 SP:Iteration 22Q (623.263414 sec): 3 clusters Score: Raw -133879.897918 + Penalty 448.465882 = -133431.432035 nChanged 3 SP:Iteration 23Q (623.310076 sec): 3 clusters Score: Raw -133882.409171 + Penalty 448.465882 = -133433.943288 nChanged 3 SP:Iteration 24Q (623.353276 sec): 3 clusters Score: Raw -133884.429777 + Penalty 448.465882 = -133435.963895 nChanged 0 SP:Iteration 25F (623.395680 sec): 3 clusters Score: Raw -133884.429777 + Penalty 448.465882 = -133435.963895 nChanged 0 Trying to split cluster 18 (90302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (623.480834 sec): 2 clusters Score: Raw -3604183.757408 + Penalty 313.800159 = -3603869.957248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (623.583127 sec): 3 clusters Score: Raw -3543318.526770 + Penalty 627.600319 = -3542690.926452 nChanged 44231 SP:Iteration 1F (623.680663 sec): 3 clusters Score: Raw -3571247.274501 + Penalty 627.600319 = -3570619.674183 nChanged 4854 SP:Iteration 2F (623.764455 sec): 3 clusters Score: Raw -3573126.977553 + Penalty 627.600319 = -3572499.377234 nChanged 5164 SP:Iteration 3F (623.837285 sec): 3 clusters Score: Raw -3575367.886913 + Penalty 627.600319 = -3574740.286594 nChanged 5289 SP:Iteration 4F (623.950693 sec): 3 clusters Score: Raw -3578093.012153 + Penalty 627.600319 = -3577465.411835 nChanged 5539 SP:Iteration 5F (624.062343 sec): 3 clusters Score: Raw -3581534.446214 + Penalty 627.600319 = -3580906.845895 nChanged 5369 SP:Iteration 6F (624.167323 sec): 3 clusters Score: Raw -3585709.141812 + Penalty 627.600319 = -3585081.541493 nChanged 5009 SP:Iteration 7F (624.265365 sec): 3 clusters Score: Raw -3590183.914166 + Penalty 627.600319 = -3589556.313847 nChanged 4027 SP:Iteration 8Q (624.376152 sec): 3 clusters Score: Raw -3593571.526063 + Penalty 627.600319 = -3592943.925744 nChanged 2903 SP:Iteration 9Q (624.492111 sec): 3 clusters Score: Raw -3595464.250175 + Penalty 627.600319 = -3594836.649857 nChanged 2327 SP:Iteration 10Q (624.605930 sec): 3 clusters Score: Raw -3596786.264918 + Penalty 627.600319 = -3596158.664599 nChanged 2083 SP:Iteration 11Q (624.713331 sec): 3 clusters Score: Raw -3597865.378931 + Penalty 627.600319 = -3597237.778612 nChanged 1947 SP:Iteration 12Q (624.814713 sec): 3 clusters Score: Raw -3598907.618215 + Penalty 627.600319 = -3598280.017896 nChanged 1739 SP:Iteration 13Q (624.915977 sec): 3 clusters Score: Raw -3599886.097758 + Penalty 627.600319 = -3599258.497439 nChanged 1521 SP:Iteration 14Q (625.015500 sec): 3 clusters Score: Raw -3600777.306515 + Penalty 627.600319 = -3600149.706196 nChanged 1354 SP:Iteration 15Q (625.133656 sec): 3 clusters Score: Raw -3601594.130174 + Penalty 627.600319 = -3600966.529855 nChanged 1105 SP:Iteration 16Q (625.244883 sec): 3 clusters Score: Raw -3602253.649200 + Penalty 627.600319 = -3601626.048881 nChanged 893 SP:Iteration 17Q (625.351237 sec): 3 clusters Score: Raw -3602767.197552 + Penalty 627.600319 = -3602139.597233 nChanged 721 SP:Iteration 18Q (625.457085 sec): 3 clusters Score: Raw -3603170.467617 + Penalty 627.600319 = -3602542.867299 nChanged 544 SP:Iteration 19Q (625.563474 sec): 3 clusters Score: Raw -3603471.694142 + Penalty 627.600319 = -3602844.093823 nChanged 449 SP:Iteration 20F (625.667360 sec): 3 clusters Score: Raw -3603705.504784 + Penalty 627.600319 = -3603077.904465 nChanged 284 SP:Iteration 21Q (625.777996 sec): 3 clusters Score: Raw -3603826.367160 + Penalty 627.600319 = -3603198.766841 nChanged 209 SP:Iteration 22Q (625.857576 sec): 3 clusters Score: Raw -3603915.149734 + Penalty 627.600319 = -3603287.549415 nChanged 188 SP:Iteration 23Q (625.957181 sec): 3 clusters Score: Raw -3603996.934480 + Penalty 627.600319 = -3603369.334161 nChanged 157 SP:Iteration 24Q (626.063538 sec): 3 clusters Score: Raw -3604058.512284 + Penalty 627.600319 = -3603430.911965 nChanged 115 SP:Iteration 25Q (626.161507 sec): 3 clusters Score: Raw -3604105.724206 + Penalty 627.600319 = -3603478.123887 nChanged 92 SP:Iteration 26Q (626.264541 sec): 3 clusters Score: Raw -3604142.914166 + Penalty 627.600319 = -3603515.313847 nChanged 60 SP:Iteration 27Q (626.373019 sec): 3 clusters Score: Raw -3604161.712165 + Penalty 627.600319 = -3603534.111846 nChanged 43 SP:Iteration 28Q (626.483306 sec): 3 clusters Score: Raw -3604172.317059 + Penalty 627.600319 = -3603544.716741 nChanged 38 SP:Iteration 29Q (626.585302 sec): 3 clusters Score: Raw -3604182.497479 + Penalty 627.600319 = -3603554.897161 nChanged 39 SP:Iteration 30Q (626.689257 sec): 3 clusters Score: Raw -3604196.079553 + Penalty 627.600319 = -3603568.479234 nChanged 39 SP:Iteration 31Q (626.788343 sec): 3 clusters Score: Raw -3604210.560613 + Penalty 627.600319 = -3603582.960295 nChanged 39 SP:Iteration 32Q (626.874664 sec): 3 clusters Score: Raw -3604223.624457 + Penalty 627.600319 = -3603596.024138 nChanged 32 SP:Iteration 33Q (626.962566 sec): 3 clusters Score: Raw -3604235.599463 + Penalty 627.600319 = -3603607.999144 nChanged 30 SP:Iteration 34Q (627.066338 sec): 3 clusters Score: Raw -3604244.605362 + Penalty 627.600319 = -3603617.005043 nChanged 26 SP:Iteration 35Q (627.160596 sec): 3 clusters Score: Raw -3604251.596805 + Penalty 627.600319 = -3603623.996486 nChanged 28 SP:Iteration 36Q (627.258873 sec): 3 clusters Score: Raw -3604260.508479 + Penalty 627.600319 = -3603632.908160 nChanged 21 SP:Iteration 37Q (627.355378 sec): 3 clusters Score: Raw -3604266.015804 + Penalty 627.600319 = -3603638.415485 nChanged 17 SP:Iteration 38Q (627.453534 sec): 3 clusters Score: Raw -3604271.241213 + Penalty 627.600319 = -3603643.640894 nChanged 20 SP:Iteration 39Q (627.555971 sec): 3 clusters Score: Raw -3604279.615113 + Penalty 627.600319 = -3603652.014794 nChanged 19 SP:Iteration 40F (627.666612 sec): 3 clusters Score: Raw -3604287.614481 + Penalty 627.600319 = -3603660.014162 nChanged 23 SP:Iteration 41Q (627.769206 sec): 3 clusters Score: Raw -3604294.524092 + Penalty 627.600319 = -3603666.923774 nChanged 16 SP:Iteration 42Q (627.867593 sec): 3 clusters Score: Raw -3604301.250426 + Penalty 627.600319 = -3603673.650107 nChanged 18 SP:Iteration 43Q (627.968686 sec): 3 clusters Score: Raw -3604308.777412 + Penalty 627.600319 = -3603681.177093 nChanged 10 SP:Iteration 44Q (628.073308 sec): 3 clusters Score: Raw -3604315.294143 + Penalty 627.600319 = -3603687.693824 nChanged 11 SP:Iteration 45Q (628.169531 sec): 3 clusters Score: Raw -3604320.178746 + Penalty 627.600319 = -3603692.578427 nChanged 13 SP:Iteration 46Q (628.279125 sec): 3 clusters Score: Raw -3604323.871613 + Penalty 627.600319 = -3603696.271294 nChanged 9 SP:Iteration 47Q (628.375638 sec): 3 clusters Score: Raw -3604326.014606 + Penalty 627.600319 = -3603698.414287 nChanged 5 SP:Iteration 48Q (628.487164 sec): 3 clusters Score: Raw -3604327.634078 + Penalty 627.600319 = -3603700.033759 nChanged 6 SP:Iteration 49Q (628.585505 sec): 3 clusters Score: Raw -3604328.806448 + Penalty 627.600319 = -3603701.206130 nChanged 4 SP:Iteration 50Q (628.685843 sec): 3 clusters Score: Raw -3604330.421991 + Penalty 627.600319 = -3603702.821672 nChanged 4 SP:Iteration 51Q (628.796151 sec): 3 clusters Score: Raw -3604331.386817 + Penalty 627.600319 = -3603703.786498 nChanged 6 SP:Iteration 52Q (628.878626 sec): 3 clusters Score: Raw -3604333.047576 + Penalty 627.600319 = -3603705.447257 nChanged 6 SP:Iteration 53Q (628.984962 sec): 3 clusters Score: Raw -3604334.759713 + Penalty 627.600319 = -3603707.159395 nChanged 5 SP:Iteration 54Q (629.092343 sec): 3 clusters Score: Raw -3604335.953274 + Penalty 627.600319 = -3603708.352955 nChanged 4 SP:Iteration 55Q (629.177001 sec): 3 clusters Score: Raw -3604337.139532 + Penalty 627.600319 = -3603709.539213 nChanged 2 SP:Iteration 56Q (629.276327 sec): 3 clusters Score: Raw -3604337.340054 + Penalty 627.600319 = -3603709.739735 nChanged 0 SP:Iteration 57F (629.379034 sec): 3 clusters Score: Raw -3604337.340054 + Penalty 627.600319 = -3603709.739735 nChanged 0 Trying to split cluster 19 (38216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (629.423188 sec): 2 clusters Score: Raw -1545523.349777 + Penalty 290.152763 = -1545233.197014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (629.481269 sec): 3 clusters Score: Raw -1520015.845181 + Penalty 580.305526 = -1519435.539655 nChanged 18532 SP:Iteration 1F (629.556181 sec): 3 clusters Score: Raw -1531992.194339 + Penalty 580.305526 = -1531411.888813 nChanged 3061 SP:Iteration 2F (629.625773 sec): 3 clusters Score: Raw -1533999.508375 + Penalty 580.305526 = -1533419.202849 nChanged 3507 SP:Iteration 3F (629.688815 sec): 3 clusters Score: Raw -1537010.677862 + Penalty 580.305526 = -1536430.372337 nChanged 3432 SP:Iteration 4F (629.761194 sec): 3 clusters Score: Raw -1540440.942933 + Penalty 580.305526 = -1539860.637408 nChanged 2572 SP:Iteration 5F (629.832335 sec): 3 clusters Score: Raw -1543088.682538 + Penalty 580.305526 = -1542508.377012 nChanged 1471 SP:Iteration 6Q (629.899265 sec): 3 clusters Score: Raw -1544546.744165 + Penalty 580.305526 = -1543966.438639 nChanged 681 SP:Iteration 7Q (629.962079 sec): 3 clusters Score: Raw -1545204.490872 + Penalty 580.305526 = -1544624.185347 nChanged 241 SP:Iteration 8Q (630.023261 sec): 3 clusters Score: Raw -1545425.233055 + Penalty 580.305526 = -1544844.927529 nChanged 76 SP:Iteration 9Q (630.090455 sec): 3 clusters Score: Raw -1545494.064418 + Penalty 580.305526 = -1544913.758892 nChanged 28 SP:Iteration 10Q (630.143398 sec): 3 clusters Score: Raw -1545525.518254 + Penalty 580.305526 = -1544945.212728 nChanged 15 SP:Iteration 11Q (630.213512 sec): 3 clusters Score: Raw -1545543.263893 + Penalty 580.305526 = -1544962.958367 nChanged 5 SP:Iteration 12Q (630.288939 sec): 3 clusters Score: Raw -1545550.682593 + Penalty 580.305526 = -1544970.377067 nChanged 4 SP:Iteration 13Q (630.360038 sec): 3 clusters Score: Raw -1545555.438721 + Penalty 580.305526 = -1544975.133195 nChanged 3 SP:Iteration 14Q (630.428067 sec): 3 clusters Score: Raw -1545557.826281 + Penalty 580.305526 = -1544977.520755 nChanged 4 SP:Iteration 15Q (630.495641 sec): 3 clusters Score: Raw -1545561.586432 + Penalty 580.305526 = -1544981.280907 nChanged 1 SP:Iteration 16Q (630.558035 sec): 3 clusters Score: Raw -1545564.792181 + Penalty 580.305526 = -1544984.486655 nChanged 3 SP:Iteration 17Q (630.632777 sec): 3 clusters Score: Raw -1545568.091636 + Penalty 580.305526 = -1544987.786111 nChanged 2 SP:Iteration 18Q (630.707419 sec): 3 clusters Score: Raw -1545568.992679 + Penalty 580.305526 = -1544988.687154 nChanged 0 SP:Iteration 19F (630.782104 sec): 3 clusters Score: Raw -1545568.992679 + Penalty 580.305526 = -1544988.687154 nChanged 0 Trying to split cluster 20 (10096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (630.808007 sec): 2 clusters Score: Raw -375764.085774 + Penalty 253.547101 = -375510.538673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (630.874337 sec): 3 clusters Score: Raw -369343.416367 + Penalty 507.094202 = -368836.322165 nChanged 4757 SP:Iteration 1F (630.919247 sec): 3 clusters Score: Raw -372294.397064 + Penalty 507.094202 = -371787.302862 nChanged 733 SP:Iteration 2F (630.955804 sec): 3 clusters Score: Raw -372697.234412 + Penalty 507.094202 = -372190.140209 nChanged 726 SP:Iteration 3F (631.003606 sec): 3 clusters Score: Raw -373173.882811 + Penalty 507.094202 = -372666.788609 nChanged 739 SP:Iteration 4F (631.050527 sec): 3 clusters Score: Raw -373759.569082 + Penalty 507.094202 = -373252.474880 nChanged 715 SP:Iteration 5F (631.095874 sec): 3 clusters Score: Raw -374385.955698 + Penalty 507.094202 = -373878.861496 nChanged 591 SP:Iteration 6F (631.146559 sec): 3 clusters Score: Raw -374929.244751 + Penalty 507.094202 = -374422.150549 nChanged 419 SP:Iteration 7Q (631.197478 sec): 3 clusters Score: Raw -375305.531924 + Penalty 507.094202 = -374798.437721 nChanged 268 SP:Iteration 8Q (631.248429 sec): 3 clusters Score: Raw -375535.096077 + Penalty 507.094202 = -375028.001875 nChanged 148 SP:Iteration 9Q (631.291757 sec): 3 clusters Score: Raw -375656.849267 + Penalty 507.094202 = -375149.755065 nChanged 72 SP:Iteration 10Q (631.346469 sec): 3 clusters Score: Raw -375722.029689 + Penalty 507.094202 = -375214.935487 nChanged 33 SP:Iteration 11Q (631.398028 sec): 3 clusters Score: Raw -375754.856304 + Penalty 507.094202 = -375247.762101 nChanged 12 SP:Iteration 12Q (631.444793 sec): 3 clusters Score: Raw -375770.327367 + Penalty 507.094202 = -375263.233165 nChanged 14 SP:Iteration 13Q (631.491136 sec): 3 clusters Score: Raw -375788.365556 + Penalty 507.094202 = -375281.271353 nChanged 3 SP:Iteration 14Q (631.540249 sec): 3 clusters Score: Raw -375791.217761 + Penalty 507.094202 = -375284.123559 nChanged 4 SP:Iteration 15Q (631.588612 sec): 3 clusters Score: Raw -375796.303196 + Penalty 507.094202 = -375289.208994 nChanged 2 SP:Iteration 16Q (631.637440 sec): 3 clusters Score: Raw -375800.478947 + Penalty 507.094202 = -375293.384745 nChanged 1 SP:Iteration 17Q (631.687184 sec): 3 clusters Score: Raw -375801.900476 + Penalty 507.094202 = -375294.806274 nChanged 2 SP:Iteration 18Q (631.732618 sec): 3 clusters Score: Raw -375803.348997 + Penalty 507.094202 = -375296.254795 nChanged 1 SP:Iteration 19Q (631.792955 sec): 3 clusters Score: Raw -375804.267507 + Penalty 507.094202 = -375297.173305 nChanged 1 SP:Iteration 20F (631.840372 sec): 3 clusters Score: Raw -375804.820636 + Penalty 507.094202 = -375297.726434 nChanged 1 SP:Iteration 21Q (631.887602 sec): 3 clusters Score: Raw -375805.001165 + Penalty 507.094202 = -375297.906963 nChanged 0 SP:Iteration 22F (631.927692 sec): 3 clusters Score: Raw -375805.001165 + Penalty 507.094202 = -375297.906963 nChanged 0 Trying to split cluster 21 (1254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (631.947982 sec): 2 clusters Score: Raw -51283.232621 + Penalty 196.187577 = -51087.045044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (631.971664 sec): 3 clusters Score: Raw -50594.673460 + Penalty 392.375155 = -50202.298305 nChanged 540 SP:Iteration 1F (632.002387 sec): 3 clusters Score: Raw -50904.443540 + Penalty 392.375155 = -50512.068385 nChanged 97 SP:Iteration 2F (632.032789 sec): 3 clusters Score: Raw -50968.315644 + Penalty 392.375155 = -50575.940489 nChanged 87 SP:Iteration 3F (632.063475 sec): 3 clusters Score: Raw -51032.955971 + Penalty 392.375155 = -50640.580816 nChanged 78 SP:Iteration 4F (632.118034 sec): 3 clusters Score: Raw -51085.858048 + Penalty 392.375155 = -50693.482893 nChanged 60 SP:Iteration 5Q (632.151298 sec): 3 clusters Score: Raw -51131.702654 + Penalty 392.375155 = -50739.327499 nChanged 50 SP:Iteration 6Q (632.197155 sec): 3 clusters Score: Raw -51166.213972 + Penalty 392.375155 = -50773.838817 nChanged 44 SP:Iteration 7Q (632.246949 sec): 3 clusters Score: Raw -51201.756539 + Penalty 392.375155 = -50809.381384 nChanged 32 SP:Iteration 8Q (632.279872 sec): 3 clusters Score: Raw -51226.113857 + Penalty 392.375155 = -50833.738702 nChanged 28 SP:Iteration 9Q (632.322849 sec): 3 clusters Score: Raw -51248.727831 + Penalty 392.375155 = -50856.352677 nChanged 27 SP:Iteration 10Q (632.374449 sec): 3 clusters Score: Raw -51269.747754 + Penalty 392.375155 = -50877.372600 nChanged 18 SP:Iteration 11Q (632.418795 sec): 3 clusters Score: Raw -51283.345439 + Penalty 392.375155 = -50890.970285 nChanged 9 SP:Iteration 12Q (632.468230 sec): 3 clusters Score: Raw -51290.242707 + Penalty 392.375155 = -50897.867553 nChanged 7 SP:Iteration 13Q (632.520088 sec): 3 clusters Score: Raw -51295.151321 + Penalty 392.375155 = -50902.776166 nChanged 6 SP:Iteration 14Q (632.553906 sec): 3 clusters Score: Raw -51302.682983 + Penalty 392.375155 = -50910.307829 nChanged 8 SP:Iteration 15Q (632.590039 sec): 3 clusters Score: Raw -51308.902846 + Penalty 392.375155 = -50916.527691 nChanged 5 SP:Iteration 16Q (632.639651 sec): 3 clusters Score: Raw -51313.924756 + Penalty 392.375155 = -50921.549602 nChanged 5 SP:Iteration 17Q (632.671632 sec): 3 clusters Score: Raw -51323.595279 + Penalty 392.375155 = -50931.220125 nChanged 2 SP:Iteration 18Q (632.711785 sec): 3 clusters Score: Raw -51325.585902 + Penalty 392.375155 = -50933.210747 nChanged 0 SP:Iteration 19F (632.742945 sec): 3 clusters Score: Raw -51325.585902 + Penalty 392.375155 = -50933.210747 nChanged 0 Trying to split cluster 22 (1198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (632.761823 sec): 2 clusters Score: Raw -44536.109805 + Penalty 194.931241 = -44341.178564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (632.793714 sec): 3 clusters Score: Raw -43895.002600 + Penalty 389.862483 = -43505.140117 nChanged 521 SP:Iteration 1F (632.832617 sec): 3 clusters Score: Raw -44247.385280 + Penalty 389.862483 = -43857.522798 nChanged 96 SP:Iteration 2F (632.864030 sec): 3 clusters Score: Raw -44322.544323 + Penalty 389.862483 = -43932.681840 nChanged 68 SP:Iteration 3F (632.895120 sec): 3 clusters Score: Raw -44373.005562 + Penalty 389.862483 = -43983.143080 nChanged 49 SP:Iteration 4Q (632.916514 sec): 3 clusters Score: Raw -44408.064239 + Penalty 389.862483 = -44018.201756 nChanged 27 SP:Iteration 5Q (632.919585 sec): 3 clusters Score: Raw -44428.746209 + Penalty 389.862483 = -44038.883726 nChanged 25 SP:Iteration 6Q (632.944757 sec): 3 clusters Score: Raw -44440.885339 + Penalty 389.862483 = -44051.022856 nChanged 16 SP:Iteration 7Q (632.947766 sec): 3 clusters Score: Raw -44447.742138 + Penalty 389.862483 = -44057.879655 nChanged 13 SP:Iteration 8Q (632.950726 sec): 3 clusters Score: Raw -44451.726525 + Penalty 389.862483 = -44061.864042 nChanged 7 SP:Iteration 9Q (632.953634 sec): 3 clusters Score: Raw -44453.541734 + Penalty 389.862483 = -44063.679251 nChanged 8 SP:Iteration 10Q (632.956561 sec): 3 clusters Score: Raw -44455.178749 + Penalty 389.862483 = -44065.316266 nChanged 3 SP:Iteration 11Q (632.959472 sec): 3 clusters Score: Raw -44455.774336 + Penalty 389.862483 = -44065.911853 nChanged 1 SP:Iteration 12Q (632.962372 sec): 3 clusters Score: Raw -44455.825554 + Penalty 389.862483 = -44065.963071 nChanged 0 SP:Iteration 13F (632.965261 sec): 3 clusters Score: Raw -44455.825554 + Penalty 389.862483 = -44065.963071 nChanged 0 Trying to split cluster 23 (693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (632.972359 sec): 2 clusters Score: Raw -19940.316839 + Penalty 179.878325 = -19760.438514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (632.974498 sec): 3 clusters Score: Raw -19598.929502 + Penalty 359.756650 = -19239.172852 nChanged 285 SP:Iteration 1F (632.976359 sec): 3 clusters Score: Raw -19839.009386 + Penalty 359.756650 = -19479.252736 nChanged 70 SP:Iteration 2F (632.978203 sec): 3 clusters Score: Raw -19909.780419 + Penalty 359.756650 = -19550.023769 nChanged 49 SP:Iteration 3F (632.980041 sec): 3 clusters Score: Raw -19969.203571 + Penalty 359.756650 = -19609.446921 nChanged 49 SP:Iteration 4F (632.981878 sec): 3 clusters Score: Raw -20015.470859 + Penalty 359.756650 = -19655.714209 nChanged 34 SP:Iteration 5Q (632.983733 sec): 3 clusters Score: Raw -20056.926611 + Penalty 359.756650 = -19697.169961 nChanged 24 SP:Iteration 6Q (632.985574 sec): 3 clusters Score: Raw -20082.367737 + Penalty 359.756650 = -19722.611087 nChanged 16 SP:Iteration 7Q (632.987403 sec): 3 clusters Score: Raw -20097.301921 + Penalty 359.756650 = -19737.545271 nChanged 10 SP:Iteration 8Q (632.989272 sec): 3 clusters Score: Raw -20101.822604 + Penalty 359.756650 = -19742.065955 nChanged 3 SP:Iteration 9Q (632.991101 sec): 3 clusters Score: Raw -20109.633681 + Penalty 359.756650 = -19749.877032 nChanged 6 SP:Iteration 10Q (632.992918 sec): 3 clusters Score: Raw -20114.370298 + Penalty 359.756650 = -19754.613648 nChanged 3 SP:Iteration 11Q (632.994738 sec): 3 clusters Score: Raw -20119.190621 + Penalty 359.756650 = -19759.433971 nChanged 3 SP:Iteration 12Q (632.996555 sec): 3 clusters Score: Raw -20121.068154 + Penalty 359.756650 = -19761.311504 nChanged 0 SP:Iteration 13F (632.998380 sec): 3 clusters Score: Raw -20121.068154 + Penalty 359.756650 = -19761.311504 nChanged 0 Score: Raw -10222806.426814 + Penalty 10339.370498 = -10212467.056315 Splitting cluster 23 changes total score from -10212630.809452 to -10212467.056315 So it's not getting split. Trying to split cluster 24 (959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (635.663231 sec): 2 clusters Score: Raw -25720.440992 + Penalty 188.812005 = -25531.628987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (635.714131 sec): 3 clusters Score: Raw -25218.675012 + Penalty 377.624009 = -24841.051003 nChanged 415 SP:Iteration 1F (635.764571 sec): 3 clusters Score: Raw -25474.762226 + Penalty 377.624009 = -25097.138217 nChanged 75 SP:Iteration 2F (635.815349 sec): 3 clusters Score: Raw -25508.053521 + Penalty 377.624009 = -25130.429512 nChanged 54 SP:Iteration 3F (635.865762 sec): 3 clusters Score: Raw -25534.185155 + Penalty 377.624009 = -25156.561146 nChanged 50 SP:Iteration 4F (635.910793 sec): 3 clusters Score: Raw -25571.159820 + Penalty 377.624009 = -25193.535811 nChanged 56 SP:Iteration 5F (635.961091 sec): 3 clusters Score: Raw -25618.692551 + Penalty 377.624009 = -25241.068542 nChanged 38 SP:Iteration 6Q (636.006564 sec): 3 clusters Score: Raw -25660.392529 + Penalty 377.624009 = -25282.768520 nChanged 38 SP:Iteration 7Q (636.053922 sec): 3 clusters Score: Raw -25680.905243 + Penalty 377.624009 = -25303.281234 nChanged 24 SP:Iteration 8Q (636.102415 sec): 3 clusters Score: Raw -25699.325907 + Penalty 377.624009 = -25321.701897 nChanged 22 SP:Iteration 9Q (636.148701 sec): 3 clusters Score: Raw -25711.290748 + Penalty 377.624009 = -25333.666738 nChanged 14 SP:Iteration 10Q (636.198371 sec): 3 clusters Score: Raw -25715.839016 + Penalty 377.624009 = -25338.215007 nChanged 5 SP:Iteration 11Q (636.256426 sec): 3 clusters Score: Raw -25717.840754 + Penalty 377.624009 = -25340.216745 nChanged 11 SP:Iteration 12Q (636.286839 sec): 3 clusters Score: Raw -25722.970536 + Penalty 377.624009 = -25345.346527 nChanged 10 SP:Iteration 13Q (636.342712 sec): 3 clusters Score: Raw -25727.071812 + Penalty 377.624009 = -25349.447803 nChanged 5 SP:Iteration 14Q (636.379406 sec): 3 clusters Score: Raw -25728.736833 + Penalty 377.624009 = -25351.112823 nChanged 6 SP:Iteration 15Q (636.423467 sec): 3 clusters Score: Raw -25729.584264 + Penalty 377.624009 = -25351.960255 nChanged 7 SP:Iteration 16Q (636.463164 sec): 3 clusters Score: Raw -25730.423954 + Penalty 377.624009 = -25352.799945 nChanged 2 SP:Iteration 17Q (636.512736 sec): 3 clusters Score: Raw -25730.738610 + Penalty 377.624009 = -25353.114601 nChanged 0 SP:Iteration 18F (636.544953 sec): 3 clusters Score: Raw -25730.738610 + Penalty 377.624009 = -25353.114601 nChanged 0 Trying to split cluster 25 (20252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (636.577000 sec): 2 clusters Score: Raw -843212.216477 + Penalty 272.690243 = -842939.526234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (636.649460 sec): 3 clusters Score: Raw -829943.678066 + Penalty 545.380486 = -829398.297581 nChanged 9815 SP:Iteration 1F (636.695359 sec): 3 clusters Score: Raw -836133.988898 + Penalty 545.380486 = -835588.608412 nChanged 1522 SP:Iteration 2F (636.756909 sec): 3 clusters Score: Raw -837028.554130 + Penalty 545.380486 = -836483.173644 nChanged 1581 SP:Iteration 3F (636.827777 sec): 3 clusters Score: Raw -838060.234818 + Penalty 545.380486 = -837514.854332 nChanged 1474 SP:Iteration 4F (636.879630 sec): 3 clusters Score: Raw -839179.858151 + Penalty 545.380486 = -838634.477666 nChanged 1322 SP:Iteration 5F (636.932645 sec): 3 clusters Score: Raw -840283.647293 + Penalty 545.380486 = -839738.266807 nChanged 1090 SP:Iteration 6F (636.994740 sec): 3 clusters Score: Raw -841188.363023 + Penalty 545.380486 = -840642.982537 nChanged 747 SP:Iteration 7Q (637.059088 sec): 3 clusters Score: Raw -841769.275752 + Penalty 545.380486 = -841223.895267 nChanged 508 SP:Iteration 8Q (637.111295 sec): 3 clusters Score: Raw -842118.778257 + Penalty 545.380486 = -841573.397771 nChanged 344 SP:Iteration 9Q (637.168299 sec): 3 clusters Score: Raw -842331.467450 + Penalty 545.380486 = -841786.086964 nChanged 284 SP:Iteration 10Q (637.219652 sec): 3 clusters Score: Raw -842494.437162 + Penalty 545.380486 = -841949.056676 nChanged 243 SP:Iteration 11Q (637.266289 sec): 3 clusters Score: Raw -842624.887474 + Penalty 545.380486 = -842079.506988 nChanged 213 SP:Iteration 12Q (637.314614 sec): 3 clusters Score: Raw -842741.339469 + Penalty 545.380486 = -842195.958983 nChanged 191 SP:Iteration 13Q (637.359908 sec): 3 clusters Score: Raw -842855.117627 + Penalty 545.380486 = -842309.737141 nChanged 172 SP:Iteration 14Q (637.405529 sec): 3 clusters Score: Raw -842968.205904 + Penalty 545.380486 = -842422.825419 nChanged 135 SP:Iteration 15Q (637.463481 sec): 3 clusters Score: Raw -843055.982841 + Penalty 545.380486 = -842510.602356 nChanged 110 SP:Iteration 16Q (637.516461 sec): 3 clusters Score: Raw -843120.443773 + Penalty 545.380486 = -842575.063287 nChanged 101 SP:Iteration 17Q (637.561760 sec): 3 clusters Score: Raw -843175.412088 + Penalty 545.380486 = -842630.031603 nChanged 85 SP:Iteration 18Q (637.618814 sec): 3 clusters Score: Raw -843224.094739 + Penalty 545.380486 = -842678.714253 nChanged 77 SP:Iteration 19Q (637.666553 sec): 3 clusters Score: Raw -843273.669868 + Penalty 545.380486 = -842728.289383 nChanged 65 SP:Iteration 20F (637.728197 sec): 3 clusters Score: Raw -843308.355999 + Penalty 545.380486 = -842762.975513 nChanged 66 SP:Iteration 21Q (637.800869 sec): 3 clusters Score: Raw -843343.250642 + Penalty 545.380486 = -842797.870156 nChanged 45 SP:Iteration 22Q (637.845538 sec): 3 clusters Score: Raw -843363.287179 + Penalty 545.380486 = -842817.906693 nChanged 39 SP:Iteration 23Q (637.898375 sec): 3 clusters Score: Raw -843376.552788 + Penalty 545.380486 = -842831.172302 nChanged 30 SP:Iteration 24Q (637.953103 sec): 3 clusters Score: Raw -843388.062460 + Penalty 545.380486 = -842842.681975 nChanged 29 SP:Iteration 25Q (638.001586 sec): 3 clusters Score: Raw -843397.456780 + Penalty 545.380486 = -842852.076294 nChanged 25 SP:Iteration 26Q (638.047671 sec): 3 clusters Score: Raw -843403.760247 + Penalty 545.380486 = -842858.379762 nChanged 15 SP:Iteration 27Q (638.095686 sec): 3 clusters Score: Raw -843406.575017 + Penalty 545.380486 = -842861.194531 nChanged 9 SP:Iteration 28Q (638.142203 sec): 3 clusters Score: Raw -843408.655409 + Penalty 545.380486 = -842863.274924 nChanged 7 SP:Iteration 29Q (638.197536 sec): 3 clusters Score: Raw -843409.654042 + Penalty 545.380486 = -842864.273556 nChanged 9 SP:Iteration 30Q (638.253303 sec): 3 clusters Score: Raw -843410.406013 + Penalty 545.380486 = -842865.025527 nChanged 4 SP:Iteration 31Q (638.301183 sec): 3 clusters Score: Raw -843410.743758 + Penalty 545.380486 = -842865.363272 nChanged 2 SP:Iteration 32Q (638.352494 sec): 3 clusters Score: Raw -843410.954694 + Penalty 545.380486 = -842865.574208 nChanged 2 SP:Iteration 33Q (638.397581 sec): 3 clusters Score: Raw -843411.147679 + Penalty 545.380486 = -842865.767194 nChanged 1 SP:Iteration 34Q (638.451732 sec): 3 clusters Score: Raw -843411.210844 + Penalty 545.380486 = -842865.830358 nChanged 2 SP:Iteration 35Q (638.510506 sec): 3 clusters Score: Raw -843411.583334 + Penalty 545.380486 = -842866.202849 nChanged 3 SP:Iteration 36Q (638.544857 sec): 3 clusters Score: Raw -843412.436141 + Penalty 545.380486 = -842867.055655 nChanged 4 SP:Iteration 37Q (638.599683 sec): 3 clusters Score: Raw -843414.152240 + Penalty 545.380486 = -842868.771754 nChanged 4 SP:Iteration 38Q (638.653813 sec): 3 clusters Score: Raw -843415.348986 + Penalty 545.380486 = -842869.968500 nChanged 5 SP:Iteration 39Q (638.698566 sec): 3 clusters Score: Raw -843416.598224 + Penalty 545.380486 = -842871.217738 nChanged 4 SP:Iteration 40F (638.745219 sec): 3 clusters Score: Raw -843417.642795 + Penalty 545.380486 = -842872.262309 nChanged 4 SP:Iteration 41Q (638.788377 sec): 3 clusters Score: Raw -843418.085047 + Penalty 545.380486 = -842872.704562 nChanged 4 SP:Iteration 42Q (638.840746 sec): 3 clusters Score: Raw -843418.482217 + Penalty 545.380486 = -842873.101732 nChanged 3 SP:Iteration 43Q (638.878787 sec): 3 clusters Score: Raw -843419.200140 + Penalty 545.380486 = -842873.819654 nChanged 6 SP:Iteration 44Q (638.933718 sec): 3 clusters Score: Raw -843420.548286 + Penalty 545.380486 = -842875.167801 nChanged 9 SP:Iteration 45Q (638.981831 sec): 3 clusters Score: Raw -843421.727934 + Penalty 545.380486 = -842876.347448 nChanged 4 SP:Iteration 46Q (639.043928 sec): 3 clusters Score: Raw -843422.209397 + Penalty 545.380486 = -842876.828911 nChanged 5 SP:Iteration 47Q (639.096170 sec): 3 clusters Score: Raw -843423.116820 + Penalty 545.380486 = -842877.736334 nChanged 4 SP:Iteration 48Q (639.149710 sec): 3 clusters Score: Raw -843424.669713 + Penalty 545.380486 = -842879.289227 nChanged 4 SP:Iteration 49Q (639.201565 sec): 3 clusters Score: Raw -843425.335926 + Penalty 545.380486 = -842879.955440 nChanged 2 SP:Iteration 50Q (639.257132 sec): 3 clusters Score: Raw -843425.527557 + Penalty 545.380486 = -842880.147071 nChanged 3 SP:Iteration 51Q (639.296810 sec): 3 clusters Score: Raw -843425.688013 + Penalty 545.380486 = -842880.307528 nChanged 0 SP:Iteration 52F (639.348613 sec): 3 clusters Score: Raw -843425.688013 + Penalty 545.380486 = -842880.307528 nChanged 0 Trying to split cluster 26 (2613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (639.380382 sec): 2 clusters Score: Raw -85067.157885 + Penalty 216.376992 = -84850.780893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (639.420590 sec): 3 clusters Score: Raw -83565.826983 + Penalty 432.753985 = -83133.072998 nChanged 1125 SP:Iteration 1F (639.455807 sec): 3 clusters Score: Raw -84262.152420 + Penalty 432.753985 = -83829.398436 nChanged 190 SP:Iteration 2F (639.489370 sec): 3 clusters Score: Raw -84384.141542 + Penalty 432.753985 = -83951.387557 nChanged 159 SP:Iteration 3F (639.522997 sec): 3 clusters Score: Raw -84521.776598 + Penalty 432.753985 = -84089.022613 nChanged 155 SP:Iteration 4F (639.556271 sec): 3 clusters Score: Raw -84622.391670 + Penalty 432.753985 = -84189.637686 nChanged 108 SP:Iteration 5Q (639.593577 sec): 3 clusters Score: Raw -84669.533158 + Penalty 432.753985 = -84236.779173 nChanged 54 SP:Iteration 6Q (639.632257 sec): 3 clusters Score: Raw -84690.707854 + Penalty 432.753985 = -84257.953869 nChanged 47 SP:Iteration 7Q (639.675966 sec): 3 clusters Score: Raw -84703.316620 + Penalty 432.753985 = -84270.562635 nChanged 37 SP:Iteration 8Q (639.709073 sec): 3 clusters Score: Raw -84714.268992 + Penalty 432.753985 = -84281.515007 nChanged 34 SP:Iteration 9Q (639.745594 sec): 3 clusters Score: Raw -84725.765450 + Penalty 432.753985 = -84293.011465 nChanged 33 SP:Iteration 10Q (639.788742 sec): 3 clusters Score: Raw -84736.141347 + Penalty 432.753985 = -84303.387363 nChanged 39 SP:Iteration 11Q (639.819981 sec): 3 clusters Score: Raw -84753.226253 + Penalty 432.753985 = -84320.472269 nChanged 44 SP:Iteration 12Q (639.857325 sec): 3 clusters Score: Raw -84772.485496 + Penalty 432.753985 = -84339.731511 nChanged 42 SP:Iteration 13Q (639.889045 sec): 3 clusters Score: Raw -84789.638363 + Penalty 432.753985 = -84356.884378 nChanged 46 SP:Iteration 14Q (639.921830 sec): 3 clusters Score: Raw -84808.057194 + Penalty 432.753985 = -84375.303210 nChanged 41 SP:Iteration 15Q (639.954283 sec): 3 clusters Score: Raw -84823.218531 + Penalty 432.753985 = -84390.464546 nChanged 35 SP:Iteration 16Q (639.979416 sec): 3 clusters Score: Raw -84832.435360 + Penalty 432.753985 = -84399.681375 nChanged 39 SP:Iteration 17Q (640.011568 sec): 3 clusters Score: Raw -84843.498855 + Penalty 432.753985 = -84410.744870 nChanged 27 SP:Iteration 18Q (640.058674 sec): 3 clusters Score: Raw -84850.329353 + Penalty 432.753985 = -84417.575369 nChanged 23 SP:Iteration 19Q (640.092326 sec): 3 clusters Score: Raw -84857.430798 + Penalty 432.753985 = -84424.676814 nChanged 30 SP:Iteration 20F (640.125821 sec): 3 clusters Score: Raw -84869.882193 + Penalty 432.753985 = -84437.128208 nChanged 32 SP:Iteration 21Q (640.153836 sec): 3 clusters Score: Raw -84886.368306 + Penalty 432.753985 = -84453.614322 nChanged 30 SP:Iteration 22Q (640.203958 sec): 3 clusters Score: Raw -84898.066668 + Penalty 432.753985 = -84465.312683 nChanged 28 SP:Iteration 23Q (640.236527 sec): 3 clusters Score: Raw -84906.431201 + Penalty 432.753985 = -84473.677217 nChanged 22 SP:Iteration 24Q (640.269513 sec): 3 clusters Score: Raw -84913.061321 + Penalty 432.753985 = -84480.307336 nChanged 28 SP:Iteration 25Q (640.302528 sec): 3 clusters Score: Raw -84922.655704 + Penalty 432.753985 = -84489.901720 nChanged 23 SP:Iteration 26Q (640.335720 sec): 3 clusters Score: Raw -84930.559246 + Penalty 432.753985 = -84497.805261 nChanged 21 SP:Iteration 27Q (640.372461 sec): 3 clusters Score: Raw -84937.711023 + Penalty 432.753985 = -84504.957038 nChanged 27 SP:Iteration 28Q (640.400253 sec): 3 clusters Score: Raw -84948.863081 + Penalty 432.753985 = -84516.109097 nChanged 29 SP:Iteration 29Q (640.433571 sec): 3 clusters Score: Raw -84960.719605 + Penalty 432.753985 = -84527.965620 nChanged 30 SP:Iteration 30Q (640.484293 sec): 3 clusters Score: Raw -84971.092788 + Penalty 432.753985 = -84538.338803 nChanged 20 SP:Iteration 31Q (640.526022 sec): 3 clusters Score: Raw -84977.170272 + Penalty 432.753985 = -84544.416287 nChanged 20 SP:Iteration 32Q (640.557457 sec): 3 clusters Score: Raw -84984.727742 + Penalty 432.753985 = -84551.973758 nChanged 22 SP:Iteration 33Q (640.601826 sec): 3 clusters Score: Raw -84994.502155 + Penalty 432.753985 = -84561.748171 nChanged 24 SP:Iteration 34Q (640.650827 sec): 3 clusters Score: Raw -85004.942947 + Penalty 432.753985 = -84572.188962 nChanged 21 SP:Iteration 35Q (640.687381 sec): 3 clusters Score: Raw -85012.228809 + Penalty 432.753985 = -84579.474824 nChanged 19 SP:Iteration 36Q (640.720167 sec): 3 clusters Score: Raw -85019.845935 + Penalty 432.753985 = -84587.091950 nChanged 21 SP:Iteration 37Q (640.757158 sec): 3 clusters Score: Raw -85028.676986 + Penalty 432.753985 = -84595.923001 nChanged 17 SP:Iteration 38Q (640.791947 sec): 3 clusters Score: Raw -85037.191185 + Penalty 432.753985 = -84604.437201 nChanged 15 SP:Iteration 39Q (640.825134 sec): 3 clusters Score: Raw -85044.909555 + Penalty 432.753985 = -84612.155571 nChanged 13 SP:Iteration 40F (640.867398 sec): 3 clusters Score: Raw -85051.541331 + Penalty 432.753985 = -84618.787346 nChanged 14 SP:Iteration 41Q (640.899454 sec): 3 clusters Score: Raw -85055.942889 + Penalty 432.753985 = -84623.188904 nChanged 11 SP:Iteration 42Q (640.934067 sec): 3 clusters Score: Raw -85059.331643 + Penalty 432.753985 = -84626.577659 nChanged 8 SP:Iteration 43Q (640.966921 sec): 3 clusters Score: Raw -85062.806115 + Penalty 432.753985 = -84630.052131 nChanged 9 SP:Iteration 44Q (641.001027 sec): 3 clusters Score: Raw -85069.922888 + Penalty 432.753985 = -84637.168904 nChanged 15 SP:Iteration 45Q (641.034019 sec): 3 clusters Score: Raw -85080.618153 + Penalty 432.753985 = -84647.864168 nChanged 11 SP:Iteration 46Q (641.071641 sec): 3 clusters Score: Raw -85085.451411 + Penalty 432.753985 = -84652.697426 nChanged 8 SP:Iteration 47Q (641.114856 sec): 3 clusters Score: Raw -85088.531211 + Penalty 432.753985 = -84655.777227 nChanged 13 SP:Iteration 48Q (641.153864 sec): 3 clusters Score: Raw -85097.570887 + Penalty 432.753985 = -84664.816903 nChanged 13 SP:Iteration 49Q (641.194887 sec): 3 clusters Score: Raw -85111.464935 + Penalty 432.753985 = -84678.710951 nChanged 11 SP:Iteration 50Q (641.227153 sec): 3 clusters Score: Raw -85120.017762 + Penalty 432.753985 = -84687.263777 nChanged 8 SP:Iteration 51Q (641.270118 sec): 3 clusters Score: Raw -85125.596777 + Penalty 432.753985 = -84692.842792 nChanged 10 SP:Iteration 52Q (641.311989 sec): 3 clusters Score: Raw -85130.912036 + Penalty 432.753985 = -84698.158051 nChanged 6 SP:Iteration 53Q (641.341052 sec): 3 clusters Score: Raw -85134.519501 + Penalty 432.753985 = -84701.765516 nChanged 2 SP:Iteration 54Q (641.380622 sec): 3 clusters Score: Raw -85135.803890 + Penalty 432.753985 = -84703.049906 nChanged 1 SP:Iteration 55Q (641.424670 sec): 3 clusters Score: Raw -85136.532288 + Penalty 432.753985 = -84703.778303 nChanged 1 SP:Iteration 56Q (641.474694 sec): 3 clusters Score: Raw -85137.674560 + Penalty 432.753985 = -84704.920575 nChanged 0 SP:Iteration 57F (641.514379 sec): 3 clusters Score: Raw -85137.674560 + Penalty 432.753985 = -84704.920575 nChanged 0 Trying to split cluster 27 (5893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (641.541379 sec): 2 clusters Score: Raw -222206.639454 + Penalty 238.741813 = -221967.897640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (641.584789 sec): 3 clusters Score: Raw -218536.955702 + Penalty 477.483627 = -218059.472076 nChanged 2727 SP:Iteration 1F (641.646185 sec): 3 clusters Score: Raw -220459.763900 + Penalty 477.483627 = -219982.280274 nChanged 438 SP:Iteration 2F (641.686103 sec): 3 clusters Score: Raw -220703.596339 + Penalty 477.483627 = -220226.112712 nChanged 387 SP:Iteration 3F (641.729630 sec): 3 clusters Score: Raw -220937.632107 + Penalty 477.483627 = -220460.148480 nChanged 340 SP:Iteration 4F (641.779368 sec): 3 clusters Score: Raw -221131.906032 + Penalty 477.483627 = -220654.422405 nChanged 305 SP:Iteration 5F (641.814352 sec): 3 clusters Score: Raw -221318.421643 + Penalty 477.483627 = -220840.938017 nChanged 282 SP:Iteration 6Q (641.851076 sec): 3 clusters Score: Raw -221499.917729 + Penalty 477.483627 = -221022.434102 nChanged 265 SP:Iteration 7Q (641.880509 sec): 3 clusters Score: Raw -221685.819784 + Penalty 477.483627 = -221208.336157 nChanged 245 SP:Iteration 8Q (641.917205 sec): 3 clusters Score: Raw -221869.370564 + Penalty 477.483627 = -221391.886937 nChanged 188 SP:Iteration 9Q (641.960208 sec): 3 clusters Score: Raw -222009.203790 + Penalty 477.483627 = -221531.720164 nChanged 124 SP:Iteration 10Q (642.003995 sec): 3 clusters Score: Raw -222099.747803 + Penalty 477.483627 = -221622.264177 nChanged 83 SP:Iteration 11Q (642.046653 sec): 3 clusters Score: Raw -222156.665456 + Penalty 477.483627 = -221679.181829 nChanged 39 SP:Iteration 12Q (642.075843 sec): 3 clusters Score: Raw -222179.808476 + Penalty 477.483627 = -221702.324849 nChanged 24 SP:Iteration 13Q (642.111710 sec): 3 clusters Score: Raw -222195.458786 + Penalty 477.483627 = -221717.975159 nChanged 16 SP:Iteration 14Q (642.156458 sec): 3 clusters Score: Raw -222206.058649 + Penalty 477.483627 = -221728.575022 nChanged 10 SP:Iteration 15Q (642.191773 sec): 3 clusters Score: Raw -222210.629818 + Penalty 477.483627 = -221733.146191 nChanged 6 SP:Iteration 16Q (642.239083 sec): 3 clusters Score: Raw -222217.129801 + Penalty 477.483627 = -221739.646174 nChanged 6 SP:Iteration 17Q (642.284221 sec): 3 clusters Score: Raw -222222.531217 + Penalty 477.483627 = -221745.047591 nChanged 6 SP:Iteration 18Q (642.335994 sec): 3 clusters Score: Raw -222225.600852 + Penalty 477.483627 = -221748.117225 nChanged 3 SP:Iteration 19Q (642.388612 sec): 3 clusters Score: Raw -222228.125067 + Penalty 477.483627 = -221750.641440 nChanged 4 SP:Iteration 20F (642.439520 sec): 3 clusters Score: Raw -222230.402137 + Penalty 477.483627 = -221752.918510 nChanged 2 SP:Iteration 21Q (642.492795 sec): 3 clusters Score: Raw -222231.448512 + Penalty 477.483627 = -221753.964885 nChanged 2 SP:Iteration 22Q (642.540935 sec): 3 clusters Score: Raw -222233.399510 + Penalty 477.483627 = -221755.915883 nChanged 1 SP:Iteration 23Q (642.577208 sec): 3 clusters Score: Raw -222234.449100 + Penalty 477.483627 = -221756.965473 nChanged 1 SP:Iteration 24Q (642.616519 sec): 3 clusters Score: Raw -222235.736054 + Penalty 477.483627 = -221758.252428 nChanged 1 SP:Iteration 25Q (642.657755 sec): 3 clusters Score: Raw -222236.814751 + Penalty 477.483627 = -221759.331125 nChanged 2 SP:Iteration 26Q (642.698555 sec): 3 clusters Score: Raw -222237.860649 + Penalty 477.483627 = -221760.377023 nChanged 0 SP:Iteration 27F (642.734677 sec): 3 clusters Score: Raw -222237.860649 + Penalty 477.483627 = -221760.377023 nChanged 0 Trying to split cluster 28 (4403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (642.757575 sec): 2 clusters Score: Raw -176631.642697 + Penalty 230.726139 = -176400.916558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (642.801847 sec): 3 clusters Score: Raw -173890.000298 + Penalty 461.452277 = -173428.548021 nChanged 2035 SP:Iteration 1F (642.839128 sec): 3 clusters Score: Raw -174975.743595 + Penalty 461.452277 = -174514.291317 nChanged 260 SP:Iteration 2F (642.867419 sec): 3 clusters Score: Raw -175074.406035 + Penalty 461.452277 = -174612.953758 nChanged 266 SP:Iteration 3F (642.913924 sec): 3 clusters Score: Raw -175186.503376 + Penalty 461.452277 = -174725.051099 nChanged 271 SP:Iteration 4F (642.950776 sec): 3 clusters Score: Raw -175311.858296 + Penalty 461.452277 = -174850.406018 nChanged 288 SP:Iteration 5F (642.985680 sec): 3 clusters Score: Raw -175471.074301 + Penalty 461.452277 = -175009.622023 nChanged 266 SP:Iteration 6F (643.020568 sec): 3 clusters Score: Raw -175641.680568 + Penalty 461.452277 = -175180.228291 nChanged 304 SP:Iteration 7F (643.055574 sec): 3 clusters Score: Raw -175886.286277 + Penalty 461.452277 = -175424.834000 nChanged 290 SP:Iteration 8F (643.105726 sec): 3 clusters Score: Raw -176141.891033 + Penalty 461.452277 = -175680.438756 nChanged 222 SP:Iteration 9F (643.169893 sec): 3 clusters Score: Raw -176351.322494 + Penalty 461.452277 = -175889.870217 nChanged 144 SP:Iteration 10Q (643.199362 sec): 3 clusters Score: Raw -176484.055532 + Penalty 461.452277 = -176022.603254 nChanged 81 SP:Iteration 11Q (643.248557 sec): 3 clusters Score: Raw -176553.710925 + Penalty 461.452277 = -176092.258648 nChanged 43 SP:Iteration 12Q (643.302205 sec): 3 clusters Score: Raw -176593.655148 + Penalty 461.452277 = -176132.202870 nChanged 29 SP:Iteration 13Q (643.333553 sec): 3 clusters Score: Raw -176631.529135 + Penalty 461.452277 = -176170.076858 nChanged 15 SP:Iteration 14Q (643.368267 sec): 3 clusters Score: Raw -176654.341897 + Penalty 461.452277 = -176192.889619 nChanged 8 SP:Iteration 15Q (643.403061 sec): 3 clusters Score: Raw -176665.847020 + Penalty 461.452277 = -176204.394743 nChanged 2 SP:Iteration 16Q (643.437780 sec): 3 clusters Score: Raw -176670.610988 + Penalty 461.452277 = -176209.158710 nChanged 2 SP:Iteration 17Q (643.472552 sec): 3 clusters Score: Raw -176676.899523 + Penalty 461.452277 = -176215.447246 nChanged 3 SP:Iteration 18Q (643.507263 sec): 3 clusters Score: Raw -176681.436899 + Penalty 461.452277 = -176219.984622 nChanged 0 SP:Iteration 19F (643.541157 sec): 3 clusters Score: Raw -176681.436899 + Penalty 461.452277 = -176219.984622 nChanged 0 Trying to split cluster 29 (1871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (643.564386 sec): 2 clusters Score: Raw -75203.890813 + Penalty 207.191279 = -74996.699534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (643.618288 sec): 3 clusters Score: Raw -74130.808768 + Penalty 414.382558 = -73716.426210 nChanged 832 SP:Iteration 1F (643.650961 sec): 3 clusters Score: Raw -74580.482133 + Penalty 414.382558 = -74166.099575 nChanged 85 SP:Iteration 2Q (643.684683 sec): 3 clusters Score: Raw -74615.461244 + Penalty 414.382558 = -74201.078686 nChanged 89 SP:Iteration 3Q (643.725916 sec): 3 clusters Score: Raw -74656.180318 + Penalty 414.382558 = -74241.797760 nChanged 77 SP:Iteration 4Q (643.766425 sec): 3 clusters Score: Raw -74687.536129 + Penalty 414.382558 = -74273.153571 nChanged 68 SP:Iteration 5Q (643.804032 sec): 3 clusters Score: Raw -74728.802974 + Penalty 414.382558 = -74314.420416 nChanged 77 SP:Iteration 6Q (643.836042 sec): 3 clusters Score: Raw -74780.594433 + Penalty 414.382558 = -74366.211875 nChanged 79 SP:Iteration 7Q (643.866982 sec): 3 clusters Score: Raw -74828.860723 + Penalty 414.382558 = -74414.478165 nChanged 74 SP:Iteration 8Q (643.906059 sec): 3 clusters Score: Raw -74874.032579 + Penalty 414.382558 = -74459.650022 nChanged 74 SP:Iteration 9Q (643.956765 sec): 3 clusters Score: Raw -74924.414069 + Penalty 414.382558 = -74510.031511 nChanged 61 SP:Iteration 10Q (644.003531 sec): 3 clusters Score: Raw -74958.723644 + Penalty 414.382558 = -74544.341086 nChanged 41 SP:Iteration 11Q (644.041666 sec): 3 clusters Score: Raw -74979.020674 + Penalty 414.382558 = -74564.638116 nChanged 40 SP:Iteration 12Q (644.074122 sec): 3 clusters Score: Raw -75004.427852 + Penalty 414.382558 = -74590.045294 nChanged 48 SP:Iteration 13Q (644.106097 sec): 3 clusters Score: Raw -75030.488835 + Penalty 414.382558 = -74616.106277 nChanged 46 SP:Iteration 14Q (644.137691 sec): 3 clusters Score: Raw -75048.671312 + Penalty 414.382558 = -74634.288754 nChanged 34 SP:Iteration 15Q (644.170120 sec): 3 clusters Score: Raw -75059.794077 + Penalty 414.382558 = -74645.411519 nChanged 25 SP:Iteration 16Q (644.209626 sec): 3 clusters Score: Raw -75067.616631 + Penalty 414.382558 = -74653.234073 nChanged 26 SP:Iteration 17Q (644.241668 sec): 3 clusters Score: Raw -75076.606752 + Penalty 414.382558 = -74662.224194 nChanged 23 SP:Iteration 18Q (644.273824 sec): 3 clusters Score: Raw -75084.541473 + Penalty 414.382558 = -74670.158915 nChanged 17 SP:Iteration 19Q (644.305888 sec): 3 clusters Score: Raw -75089.104135 + Penalty 414.382558 = -74674.721577 nChanged 15 SP:Iteration 20F (644.337931 sec): 3 clusters Score: Raw -75093.775554 + Penalty 414.382558 = -74679.392996 nChanged 16 SP:Iteration 21Q (644.370129 sec): 3 clusters Score: Raw -75098.803624 + Penalty 414.382558 = -74684.421067 nChanged 18 SP:Iteration 22Q (644.404660 sec): 3 clusters Score: Raw -75103.372889 + Penalty 414.382558 = -74688.990331 nChanged 13 SP:Iteration 23Q (644.448036 sec): 3 clusters Score: Raw -75106.908265 + Penalty 414.382558 = -74692.525707 nChanged 14 SP:Iteration 24Q (644.486779 sec): 3 clusters Score: Raw -75111.323635 + Penalty 414.382558 = -74696.941077 nChanged 15 SP:Iteration 25Q (644.512193 sec): 3 clusters Score: Raw -75115.115274 + Penalty 414.382558 = -74700.732716 nChanged 10 SP:Iteration 26Q (644.547368 sec): 3 clusters Score: Raw -75117.772851 + Penalty 414.382558 = -74703.390293 nChanged 16 SP:Iteration 27Q (644.579155 sec): 3 clusters Score: Raw -75122.815925 + Penalty 414.382558 = -74708.433367 nChanged 10 SP:Iteration 28Q (644.610860 sec): 3 clusters Score: Raw -75124.283480 + Penalty 414.382558 = -74709.900922 nChanged 5 SP:Iteration 29Q (644.656574 sec): 3 clusters Score: Raw -75125.290604 + Penalty 414.382558 = -74710.908046 nChanged 2 SP:Iteration 30Q (644.689759 sec): 3 clusters Score: Raw -75125.739224 + Penalty 414.382558 = -74711.356666 nChanged 2 SP:Iteration 31Q (644.743259 sec): 3 clusters Score: Raw -75126.056258 + Penalty 414.382558 = -74711.673700 nChanged 3 SP:Iteration 32Q (644.777814 sec): 3 clusters Score: Raw -75126.431853 + Penalty 414.382558 = -74712.049295 nChanged 3 SP:Iteration 33Q (644.820532 sec): 3 clusters Score: Raw -75126.767651 + Penalty 414.382558 = -74712.385093 nChanged 1 SP:Iteration 34Q (644.863792 sec): 3 clusters Score: Raw -75126.900981 + Penalty 414.382558 = -74712.518423 nChanged 3 SP:Iteration 35Q (644.908932 sec): 3 clusters Score: Raw -75127.366923 + Penalty 414.382558 = -74712.984365 nChanged 4 SP:Iteration 36Q (644.941298 sec): 3 clusters Score: Raw -75127.713404 + Penalty 414.382558 = -74713.330846 nChanged 4 SP:Iteration 37Q (644.973647 sec): 3 clusters Score: Raw -75128.058111 + Penalty 414.382558 = -74713.675553 nChanged 2 SP:Iteration 38Q (645.007182 sec): 3 clusters Score: Raw -75128.222172 + Penalty 414.382558 = -74713.839614 nChanged 1 SP:Iteration 39Q (645.040589 sec): 3 clusters Score: Raw -75128.290929 + Penalty 414.382558 = -74713.908371 nChanged 1 SP:Iteration 40F (645.072873 sec): 3 clusters Score: Raw -75128.346999 + Penalty 414.382558 = -74713.964441 nChanged 0 Iteration 179Q (647.103846 sec): 30 clusters Score: Raw -10222625.731046 + Penalty 9994.724815 = -10212631.006231 nChanged 11 Iteration 180F (649.648204 sec): 30 clusters Score: Raw -10222625.918106 + Penalty 9994.724815 = -10212631.193291 nChanged 3 Iteration 181Q (651.786977 sec): 30 clusters Score: Raw -10222625.943482 + Penalty 9994.724815 = -10212631.218667 nChanged 4 Iteration 182Q (653.950577 sec): 30 clusters Score: Raw -10222625.999067 + Penalty 9994.724815 = -10212631.274252 nChanged 4 Iteration 183Q (656.147047 sec): 30 clusters Score: Raw -10222626.174504 + Penalty 9994.724815 = -10212631.449689 nChanged 5 Iteration 184Q (658.317787 sec): 30 clusters Score: Raw -10222626.377245 + Penalty 9994.724815 = -10212631.652430 nChanged 8 Iteration 185Q (660.353371 sec): 30 clusters Score: Raw -10222626.672266 + Penalty 9994.724815 = -10212631.947451 nChanged 10 Iteration 186Q (662.561433 sec): 30 clusters Score: Raw -10222627.168148 + Penalty 9994.724815 = -10212632.443333 nChanged 17 Iteration 187Q (664.592877 sec): 30 clusters Score: Raw -10222628.189205 + Penalty 9994.724815 = -10212633.464390 nChanged 18 Iteration 188Q (666.867635 sec): 30 clusters Score: Raw -10222628.673743 + Penalty 9994.724815 = -10212633.948928 nChanged 10 Iteration 189Q (668.915619 sec): 30 clusters Score: Raw -10222628.841422 + Penalty 9994.724815 = -10212634.116607 nChanged 4 Iteration 190Q (671.004724 sec): 30 clusters Score: Raw -10222628.881175 + Penalty 9994.724815 = -10212634.156360 nChanged 4 Iteration 191Q (673.018242 sec): 30 clusters Score: Raw -10222629.000400 + Penalty 9994.724815 = -10212634.275585 nChanged 7 Iteration 192Q (675.094684 sec): 30 clusters Score: Raw -10222629.115387 + Penalty 9994.724815 = -10212634.390572 nChanged 1 Iteration 193Q (677.120149 sec): 30 clusters Score: Raw -10222629.127594 + Penalty 9994.724815 = -10212634.402779 nChanged 1 Iteration 194Q (679.178445 sec): 30 clusters Score: Raw -10222629.143173 + Penalty 9994.724815 = -10212634.418357 nChanged 2 Iteration 195Q (681.178004 sec): 30 clusters Score: Raw -10222629.266907 + Penalty 9994.724815 = -10212634.542092 nChanged 3 Iteration 196Q (683.312836 sec): 30 clusters Score: Raw -10222629.282635 + Penalty 9994.724815 = -10212634.557820 nChanged 2 Iteration 197Q (685.506149 sec): 30 clusters Score: Raw -10222629.354720 + Penalty 9994.724815 = -10212634.629905 nChanged 3 Iteration 198Q (687.724224 sec): 30 clusters Score: Raw -10222629.452046 + Penalty 9994.724815 = -10212634.727230 nChanged 4 Iteration 199Q (689.884368 sec): 30 clusters Score: Raw -10222629.557273 + Penalty 9994.724815 = -10212634.832458 nChanged 4 Iteration 200F (692.425294 sec): 30 clusters Score: Raw -10222629.853060 + Penalty 9994.724815 = -10212635.128245 nChanged 5 Iteration 201Q (694.736496 sec): 30 clusters Score: Raw -10222630.222265 + Penalty 9994.724815 = -10212635.497450 nChanged 7 Iteration 202Q (696.966001 sec): 30 clusters Score: Raw -10222630.752794 + Penalty 9994.724815 = -10212636.027979 nChanged 6 Iteration 203Q (699.185730 sec): 30 clusters Score: Raw -10222631.074021 + Penalty 9994.724815 = -10212636.349206 nChanged 1 Iteration 204Q (701.384964 sec): 30 clusters Score: Raw -10222631.124670 + Penalty 9994.724815 = -10212636.399855 nChanged 2 Iteration 205Q (703.637260 sec): 30 clusters Score: Raw -10222631.164670 + Penalty 9994.724815 = -10212636.439855 nChanged 0 Iteration 206F (706.204758 sec): 30 clusters Score: Raw -10222631.164670 + Penalty 9994.724815 = -10212636.439855 nChanged 0 Writing temp clu file Because OldScore, -10212636.439855, is greater than current (better) Score,-10212636.439855 Compute initial score before splitting: Score: Raw -10222631.164670 + Penalty 9994.724815 = -10212636.439855 Trying to split cluster 1 (1934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (706.266342 sec): 2 clusters Score: Raw -64982.113497 + Penalty 208.102006 = -64774.011490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (706.302118 sec): 3 clusters Score: Raw -63851.557819 + Penalty 416.204012 = -63435.353807 nChanged 877 SP:Iteration 1F (706.311075 sec): 3 clusters Score: Raw -64435.739237 + Penalty 416.204012 = -64019.535225 nChanged 204 SP:Iteration 2F (706.315377 sec): 3 clusters Score: Raw -64617.123944 + Penalty 416.204012 = -64200.919932 nChanged 148 SP:Iteration 3F (706.319644 sec): 3 clusters Score: Raw -64737.109243 + Penalty 416.204012 = -64320.905231 nChanged 93 SP:Iteration 4Q (706.323958 sec): 3 clusters Score: Raw -64825.276160 + Penalty 416.204012 = -64409.072148 nChanged 78 SP:Iteration 5Q (706.328312 sec): 3 clusters Score: Raw -64879.821508 + Penalty 416.204012 = -64463.617495 nChanged 57 SP:Iteration 6Q (706.332597 sec): 3 clusters Score: Raw -64916.258665 + Penalty 416.204012 = -64500.054652 nChanged 46 SP:Iteration 7Q (706.336894 sec): 3 clusters Score: Raw -64943.953359 + Penalty 416.204012 = -64527.749347 nChanged 43 SP:Iteration 8Q (706.341169 sec): 3 clusters Score: Raw -64962.957193 + Penalty 416.204012 = -64546.753181 nChanged 21 SP:Iteration 9Q (706.345445 sec): 3 clusters Score: Raw -64970.111079 + Penalty 416.204012 = -64553.907067 nChanged 14 SP:Iteration 10Q (706.349719 sec): 3 clusters Score: Raw -64975.374253 + Penalty 416.204012 = -64559.170241 nChanged 11 SP:Iteration 11Q (706.353987 sec): 3 clusters Score: Raw -64979.372888 + Penalty 416.204012 = -64563.168876 nChanged 12 SP:Iteration 12Q (706.358259 sec): 3 clusters Score: Raw -64983.309984 + Penalty 416.204012 = -64567.105971 nChanged 9 SP:Iteration 13Q (706.362539 sec): 3 clusters Score: Raw -64988.445965 + Penalty 416.204012 = -64572.241953 nChanged 11 SP:Iteration 14Q (706.366793 sec): 3 clusters Score: Raw -64993.721817 + Penalty 416.204012 = -64577.517804 nChanged 11 SP:Iteration 15Q (706.371065 sec): 3 clusters Score: Raw -64997.253472 + Penalty 416.204012 = -64581.049460 nChanged 8 SP:Iteration 16Q (706.375317 sec): 3 clusters Score: Raw -65001.778411 + Penalty 416.204012 = -64585.574399 nChanged 9 SP:Iteration 17Q (706.379569 sec): 3 clusters Score: Raw -65008.610496 + Penalty 416.204012 = -64592.406484 nChanged 13 SP:Iteration 18Q (706.383864 sec): 3 clusters Score: Raw -65021.431842 + Penalty 416.204012 = -64605.227830 nChanged 12 SP:Iteration 19Q (706.423789 sec): 3 clusters Score: Raw -65031.794003 + Penalty 416.204012 = -64615.589991 nChanged 12 SP:Iteration 20F (706.471555 sec): 3 clusters Score: Raw -65038.794602 + Penalty 416.204012 = -64622.590589 nChanged 11 SP:Iteration 21Q (706.520093 sec): 3 clusters Score: Raw -65042.417265 + Penalty 416.204012 = -64626.213253 nChanged 11 SP:Iteration 22Q (706.552874 sec): 3 clusters Score: Raw -65045.621633 + Penalty 416.204012 = -64629.417620 nChanged 9 SP:Iteration 23Q (706.595779 sec): 3 clusters Score: Raw -65048.653479 + Penalty 416.204012 = -64632.449467 nChanged 9 SP:Iteration 24Q (706.637675 sec): 3 clusters Score: Raw -65051.150947 + Penalty 416.204012 = -64634.946935 nChanged 8 SP:Iteration 25Q (706.692479 sec): 3 clusters Score: Raw -65054.088983 + Penalty 416.204012 = -64637.884970 nChanged 6 SP:Iteration 26Q (706.732036 sec): 3 clusters Score: Raw -65057.753922 + Penalty 416.204012 = -64641.549909 nChanged 7 SP:Iteration 27Q (706.766899 sec): 3 clusters Score: Raw -65059.994449 + Penalty 416.204012 = -64643.790436 nChanged 5 SP:Iteration 28Q (706.802834 sec): 3 clusters Score: Raw -65062.310163 + Penalty 416.204012 = -64646.106151 nChanged 8 SP:Iteration 29Q (706.842564 sec): 3 clusters Score: Raw -65064.454633 + Penalty 416.204012 = -64648.250620 nChanged 3 SP:Iteration 30Q (706.874873 sec): 3 clusters Score: Raw -65065.584264 + Penalty 416.204012 = -64649.380252 nChanged 7 SP:Iteration 31Q (706.907154 sec): 3 clusters Score: Raw -65068.215861 + Penalty 416.204012 = -64652.011849 nChanged 3 SP:Iteration 32Q (706.933758 sec): 3 clusters Score: Raw -65068.742418 + Penalty 416.204012 = -64652.538406 nChanged 3 SP:Iteration 33Q (706.965419 sec): 3 clusters Score: Raw -65070.014224 + Penalty 416.204012 = -64653.810211 nChanged 3 SP:Iteration 34Q (706.997581 sec): 3 clusters Score: Raw -65070.286552 + Penalty 416.204012 = -64654.082540 nChanged 2 SP:Iteration 35Q (707.028959 sec): 3 clusters Score: Raw -65071.073832 + Penalty 416.204012 = -64654.869819 nChanged 2 SP:Iteration 36Q (707.060624 sec): 3 clusters Score: Raw -65071.413794 + Penalty 416.204012 = -64655.209782 nChanged 2 SP:Iteration 37Q (707.099006 sec): 3 clusters Score: Raw -65071.795920 + Penalty 416.204012 = -64655.591908 nChanged 1 SP:Iteration 38Q (707.141483 sec): 3 clusters Score: Raw -65072.197266 + Penalty 416.204012 = -64655.993254 nChanged 1 SP:Iteration 39Q (707.178601 sec): 3 clusters Score: Raw -65072.300729 + Penalty 416.204012 = -64656.096717 nChanged 0 SP:Iteration 40F (707.228726 sec): 3 clusters Score: Raw -65072.300729 + Penalty 416.204012 = -64656.096717 nChanged 0 Trying to split cluster 2 (11599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (707.261275 sec): 2 clusters Score: Raw -433612.867252 + Penalty 257.363540 = -433355.503713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (707.318834 sec): 3 clusters Score: Raw -426132.751588 + Penalty 514.727079 = -425618.024509 nChanged 5543 SP:Iteration 1F (707.363937 sec): 3 clusters Score: Raw -429519.324215 + Penalty 514.727079 = -429004.597136 nChanged 676 SP:Iteration 2F (707.421613 sec): 3 clusters Score: Raw -429911.836803 + Penalty 514.727079 = -429397.109724 nChanged 731 SP:Iteration 3F (707.475316 sec): 3 clusters Score: Raw -430377.282088 + Penalty 514.727079 = -429862.555009 nChanged 849 SP:Iteration 4F (707.519181 sec): 3 clusters Score: Raw -431031.003075 + Penalty 514.727079 = -430516.275996 nChanged 889 SP:Iteration 5F (707.560982 sec): 3 clusters Score: Raw -431818.892840 + Penalty 514.727079 = -431304.165761 nChanged 719 SP:Iteration 6F (707.602709 sec): 3 clusters Score: Raw -432462.951745 + Penalty 514.727079 = -431948.224666 nChanged 463 SP:Iteration 7Q (707.652456 sec): 3 clusters Score: Raw -432831.221034 + Penalty 514.727079 = -432316.493955 nChanged 315 SP:Iteration 8Q (707.697296 sec): 3 clusters Score: Raw -433035.344182 + Penalty 514.727079 = -432520.617103 nChanged 212 SP:Iteration 9Q (707.747915 sec): 3 clusters Score: Raw -433164.111305 + Penalty 514.727079 = -432649.384226 nChanged 181 SP:Iteration 10Q (707.783164 sec): 3 clusters Score: Raw -433274.199278 + Penalty 514.727079 = -432759.472199 nChanged 118 SP:Iteration 11Q (707.832636 sec): 3 clusters Score: Raw -433328.699129 + Penalty 514.727079 = -432813.972050 nChanged 101 SP:Iteration 12Q (707.883723 sec): 3 clusters Score: Raw -433370.849806 + Penalty 514.727079 = -432856.122726 nChanged 83 SP:Iteration 13Q (707.933700 sec): 3 clusters Score: Raw -433404.026213 + Penalty 514.727079 = -432889.299134 nChanged 65 SP:Iteration 14Q (707.974341 sec): 3 clusters Score: Raw -433441.691170 + Penalty 514.727079 = -432926.964091 nChanged 69 SP:Iteration 15Q (708.017807 sec): 3 clusters Score: Raw -433482.807017 + Penalty 514.727079 = -432968.079938 nChanged 58 SP:Iteration 16Q (708.074795 sec): 3 clusters Score: Raw -433527.263017 + Penalty 514.727079 = -433012.535938 nChanged 48 SP:Iteration 17Q (708.109753 sec): 3 clusters Score: Raw -433551.743551 + Penalty 514.727079 = -433037.016472 nChanged 40 SP:Iteration 18Q (708.157858 sec): 3 clusters Score: Raw -433570.751790 + Penalty 514.727079 = -433056.024711 nChanged 39 SP:Iteration 19Q (708.196261 sec): 3 clusters Score: Raw -433585.318948 + Penalty 514.727079 = -433070.591869 nChanged 34 SP:Iteration 20F (708.247692 sec): 3 clusters Score: Raw -433602.610966 + Penalty 514.727079 = -433087.883887 nChanged 35 SP:Iteration 21Q (708.305764 sec): 3 clusters Score: Raw -433617.561948 + Penalty 514.727079 = -433102.834869 nChanged 28 SP:Iteration 22Q (708.354696 sec): 3 clusters Score: Raw -433629.537885 + Penalty 514.727079 = -433114.810806 nChanged 24 SP:Iteration 23Q (708.389509 sec): 3 clusters Score: Raw -433638.872266 + Penalty 514.727079 = -433124.145187 nChanged 20 SP:Iteration 24Q (708.447379 sec): 3 clusters Score: Raw -433645.281938 + Penalty 514.727079 = -433130.554858 nChanged 13 SP:Iteration 25Q (708.494099 sec): 3 clusters Score: Raw -433648.695902 + Penalty 514.727079 = -433133.968823 nChanged 16 SP:Iteration 26Q (708.536524 sec): 3 clusters Score: Raw -433652.067345 + Penalty 514.727079 = -433137.340265 nChanged 19 SP:Iteration 27Q (708.577169 sec): 3 clusters Score: Raw -433656.400246 + Penalty 514.727079 = -433141.673167 nChanged 21 SP:Iteration 28Q (708.624717 sec): 3 clusters Score: Raw -433661.923598 + Penalty 514.727079 = -433147.196519 nChanged 16 SP:Iteration 29Q (708.657247 sec): 3 clusters Score: Raw -433666.531689 + Penalty 514.727079 = -433151.804610 nChanged 20 SP:Iteration 30Q (708.702889 sec): 3 clusters Score: Raw -433671.503511 + Penalty 514.727079 = -433156.776432 nChanged 12 SP:Iteration 31Q (708.755506 sec): 3 clusters Score: Raw -433673.848792 + Penalty 514.727079 = -433159.121713 nChanged 7 SP:Iteration 32Q (708.798050 sec): 3 clusters Score: Raw -433675.417531 + Penalty 514.727079 = -433160.690452 nChanged 3 SP:Iteration 33Q (708.844113 sec): 3 clusters Score: Raw -433675.666754 + Penalty 514.727079 = -433160.939675 nChanged 1 SP:Iteration 34Q (708.901630 sec): 3 clusters Score: Raw -433675.775266 + Penalty 514.727079 = -433161.048186 nChanged 1 SP:Iteration 35Q (708.944456 sec): 3 clusters Score: Raw -433675.999618 + Penalty 514.727079 = -433161.272539 nChanged 2 SP:Iteration 36Q (708.982692 sec): 3 clusters Score: Raw -433676.326716 + Penalty 514.727079 = -433161.599637 nChanged 2 SP:Iteration 37Q (709.024875 sec): 3 clusters Score: Raw -433676.645632 + Penalty 514.727079 = -433161.918552 nChanged 1 SP:Iteration 38Q (709.069291 sec): 3 clusters Score: Raw -433677.001435 + Penalty 514.727079 = -433162.274356 nChanged 3 SP:Iteration 39Q (709.111557 sec): 3 clusters Score: Raw -433677.430276 + Penalty 514.727079 = -433162.703197 nChanged 1 SP:Iteration 40F (709.147308 sec): 3 clusters Score: Raw -433677.617199 + Penalty 514.727079 = -433162.890120 nChanged 1 SP:Iteration 41Q (709.196723 sec): 3 clusters Score: Raw -433677.714980 + Penalty 514.727079 = -433162.987901 nChanged 2 SP:Iteration 42Q (709.239243 sec): 3 clusters Score: Raw -433678.122734 + Penalty 514.727079 = -433163.395655 nChanged 4 SP:Iteration 43Q (709.282368 sec): 3 clusters Score: Raw -433678.639667 + Penalty 514.727079 = -433163.912588 nChanged 2 SP:Iteration 44Q (709.321930 sec): 3 clusters Score: Raw -433679.104517 + Penalty 514.727079 = -433164.377438 nChanged 2 SP:Iteration 45Q (709.363228 sec): 3 clusters Score: Raw -433679.357640 + Penalty 514.727079 = -433164.630561 nChanged 2 SP:Iteration 46Q (709.410926 sec): 3 clusters Score: Raw -433679.631462 + Penalty 514.727079 = -433164.904383 nChanged 1 SP:Iteration 47Q (709.451734 sec): 3 clusters Score: Raw -433679.852549 + Penalty 514.727079 = -433165.125470 nChanged 3 SP:Iteration 48Q (709.501169 sec): 3 clusters Score: Raw -433680.237846 + Penalty 514.727079 = -433165.510766 nChanged 1 SP:Iteration 49Q (709.564351 sec): 3 clusters Score: Raw -433680.338796 + Penalty 514.727079 = -433165.611717 nChanged 1 SP:Iteration 50Q (709.618486 sec): 3 clusters Score: Raw -433680.503644 + Penalty 514.727079 = -433165.776565 nChanged 2 SP:Iteration 51Q (709.662196 sec): 3 clusters Score: Raw -433680.829182 + Penalty 514.727079 = -433166.102103 nChanged 4 SP:Iteration 52Q (709.710433 sec): 3 clusters Score: Raw -433681.324642 + Penalty 514.727079 = -433166.597563 nChanged 3 SP:Iteration 53Q (709.752530 sec): 3 clusters Score: Raw -433681.822651 + Penalty 514.727079 = -433167.095572 nChanged 3 SP:Iteration 54Q (709.800740 sec): 3 clusters Score: Raw -433682.170139 + Penalty 514.727079 = -433167.443060 nChanged 1 SP:Iteration 55Q (709.841331 sec): 3 clusters Score: Raw -433682.248410 + Penalty 514.727079 = -433167.521331 nChanged 1 SP:Iteration 56Q (709.874726 sec): 3 clusters Score: Raw -433682.281644 + Penalty 514.727079 = -433167.554565 nChanged 1 SP:Iteration 57Q (709.922781 sec): 3 clusters Score: Raw -433682.434017 + Penalty 514.727079 = -433167.706938 nChanged 2 SP:Iteration 58Q (709.972071 sec): 3 clusters Score: Raw -433682.598546 + Penalty 514.727079 = -433167.871467 nChanged 0 SP:Iteration 59F (710.010047 sec): 3 clusters Score: Raw -433682.598546 + Penalty 514.727079 = -433167.871467 nChanged 0 Trying to split cluster 3 (2521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (710.031360 sec): 2 clusters Score: Raw -90046.038179 + Penalty 215.391300 = -89830.646879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (710.069721 sec): 3 clusters Score: Raw -88538.168670 + Penalty 430.782601 = -88107.386069 nChanged 1136 SP:Iteration 1F (710.111645 sec): 3 clusters Score: Raw -89245.495005 + Penalty 430.782601 = -88814.712404 nChanged 207 SP:Iteration 2F (710.144598 sec): 3 clusters Score: Raw -89366.451282 + Penalty 430.782601 = -88935.668681 nChanged 179 SP:Iteration 3F (710.178253 sec): 3 clusters Score: Raw -89472.859169 + Penalty 430.782601 = -89042.076568 nChanged 157 SP:Iteration 4F (710.211162 sec): 3 clusters Score: Raw -89560.768727 + Penalty 430.782601 = -89129.986126 nChanged 132 SP:Iteration 5F (710.245281 sec): 3 clusters Score: Raw -89627.490985 + Penalty 430.782601 = -89196.708384 nChanged 118 SP:Iteration 6Q (710.283537 sec): 3 clusters Score: Raw -89689.871857 + Penalty 430.782601 = -89259.089256 nChanged 94 SP:Iteration 7Q (710.334719 sec): 3 clusters Score: Raw -89742.834328 + Penalty 430.782601 = -89312.051727 nChanged 92 SP:Iteration 8Q (710.379411 sec): 3 clusters Score: Raw -89793.601800 + Penalty 430.782601 = -89362.819199 nChanged 78 SP:Iteration 9Q (710.428729 sec): 3 clusters Score: Raw -89846.195413 + Penalty 430.782601 = -89415.412812 nChanged 78 SP:Iteration 10Q (710.472418 sec): 3 clusters Score: Raw -89901.853785 + Penalty 430.782601 = -89471.071184 nChanged 57 SP:Iteration 11Q (710.503102 sec): 3 clusters Score: Raw -89939.739984 + Penalty 430.782601 = -89508.957383 nChanged 45 SP:Iteration 12Q (710.535283 sec): 3 clusters Score: Raw -89972.449325 + Penalty 430.782601 = -89541.666724 nChanged 29 SP:Iteration 13Q (710.575589 sec): 3 clusters Score: Raw -89995.089940 + Penalty 430.782601 = -89564.307339 nChanged 22 SP:Iteration 14Q (710.612844 sec): 3 clusters Score: Raw -90012.254484 + Penalty 430.782601 = -89581.471883 nChanged 15 SP:Iteration 15Q (710.654684 sec): 3 clusters Score: Raw -90024.195312 + Penalty 430.782601 = -89593.412711 nChanged 11 SP:Iteration 16Q (710.691339 sec): 3 clusters Score: Raw -90035.401228 + Penalty 430.782601 = -89604.618627 nChanged 13 SP:Iteration 17Q (710.740505 sec): 3 clusters Score: Raw -90050.835743 + Penalty 430.782601 = -89620.053142 nChanged 7 SP:Iteration 18Q (710.774205 sec): 3 clusters Score: Raw -90056.741480 + Penalty 430.782601 = -89625.958879 nChanged 6 SP:Iteration 19Q (710.806838 sec): 3 clusters Score: Raw -90065.126884 + Penalty 430.782601 = -89634.344283 nChanged 4 SP:Iteration 20F (710.839825 sec): 3 clusters Score: Raw -90069.499932 + Penalty 430.782601 = -89638.717331 nChanged 4 SP:Iteration 21Q (710.873180 sec): 3 clusters Score: Raw -90071.314758 + Penalty 430.782601 = -89640.532157 nChanged 0 SP:Iteration 22F (710.906268 sec): 3 clusters Score: Raw -90071.314758 + Penalty 430.782601 = -89640.532157 nChanged 0 Trying to split cluster 4 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (710.925064 sec): 2 clusters Score: Raw -24819.380239 + Penalty 177.213610 = -24642.166630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (710.955957 sec): 3 clusters Score: Raw -24483.474813 + Penalty 354.427219 = -24129.047594 nChanged 240 SP:Iteration 1F (710.986835 sec): 3 clusters Score: Raw -24634.248676 + Penalty 354.427219 = -24279.821457 nChanged 61 SP:Iteration 2F (711.020149 sec): 3 clusters Score: Raw -24689.843757 + Penalty 354.427219 = -24335.416538 nChanged 40 SP:Iteration 3F (711.056721 sec): 3 clusters Score: Raw -24726.384063 + Penalty 354.427219 = -24371.956844 nChanged 35 SP:Iteration 4F (711.092018 sec): 3 clusters Score: Raw -24755.237827 + Penalty 354.427219 = -24400.810607 nChanged 36 SP:Iteration 5F (711.134228 sec): 3 clusters Score: Raw -24790.313093 + Penalty 354.427219 = -24435.885874 nChanged 31 SP:Iteration 6Q (711.177032 sec): 3 clusters Score: Raw -24822.967428 + Penalty 354.427219 = -24468.540208 nChanged 23 SP:Iteration 7Q (711.219986 sec): 3 clusters Score: Raw -24849.708921 + Penalty 354.427219 = -24495.281702 nChanged 17 SP:Iteration 8Q (711.275133 sec): 3 clusters Score: Raw -24862.624160 + Penalty 354.427219 = -24508.196941 nChanged 10 SP:Iteration 9Q (711.308205 sec): 3 clusters Score: Raw -24871.077123 + Penalty 354.427219 = -24516.649904 nChanged 15 SP:Iteration 10Q (711.350317 sec): 3 clusters Score: Raw -24877.794328 + Penalty 354.427219 = -24523.367109 nChanged 4 SP:Iteration 11Q (711.389330 sec): 3 clusters Score: Raw -24882.276407 + Penalty 354.427219 = -24527.849188 nChanged 3 SP:Iteration 12Q (711.429076 sec): 3 clusters Score: Raw -24883.428561 + Penalty 354.427219 = -24529.001342 nChanged 2 SP:Iteration 13Q (711.463402 sec): 3 clusters Score: Raw -24883.936443 + Penalty 354.427219 = -24529.509224 nChanged 1 SP:Iteration 14Q (711.499481 sec): 3 clusters Score: Raw -24883.987585 + Penalty 354.427219 = -24529.560366 nChanged 0 SP:Iteration 15F (711.541294 sec): 3 clusters Score: Raw -24883.987585 + Penalty 354.427219 = -24529.560366 nChanged 0 Trying to split cluster 5 (805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (711.557194 sec): 2 clusters Score: Raw -32459.713856 + Penalty 183.998163 = -32275.715693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (711.604837 sec): 3 clusters Score: Raw -32034.019551 + Penalty 367.996325 = -31666.023225 nChanged 335 SP:Iteration 1F (711.640167 sec): 3 clusters Score: Raw -32244.015524 + Penalty 367.996325 = -31876.019198 nChanged 58 SP:Iteration 2F (711.674931 sec): 3 clusters Score: Raw -32280.318911 + Penalty 367.996325 = -31912.322586 nChanged 47 SP:Iteration 3F (711.705137 sec): 3 clusters Score: Raw -32322.867087 + Penalty 367.996325 = -31954.870762 nChanged 41 SP:Iteration 4F (711.735724 sec): 3 clusters Score: Raw -32346.550614 + Penalty 367.996325 = -31978.554289 nChanged 26 SP:Iteration 5Q (711.765759 sec): 3 clusters Score: Raw -32372.176566 + Penalty 367.996325 = -32004.180240 nChanged 22 SP:Iteration 6Q (711.795997 sec): 3 clusters Score: Raw -32388.061077 + Penalty 367.996325 = -32020.064752 nChanged 18 SP:Iteration 7Q (711.829028 sec): 3 clusters Score: Raw -32396.823173 + Penalty 367.996325 = -32028.826848 nChanged 16 SP:Iteration 8Q (711.863659 sec): 3 clusters Score: Raw -32406.927878 + Penalty 367.996325 = -32038.931553 nChanged 12 SP:Iteration 9Q (711.895017 sec): 3 clusters Score: Raw -32413.696774 + Penalty 367.996325 = -32045.700449 nChanged 7 SP:Iteration 10Q (711.926184 sec): 3 clusters Score: Raw -32416.873619 + Penalty 367.996325 = -32048.877293 nChanged 8 SP:Iteration 11Q (711.948150 sec): 3 clusters Score: Raw -32419.692291 + Penalty 367.996325 = -32051.695965 nChanged 2 SP:Iteration 12Q (711.950597 sec): 3 clusters Score: Raw -32419.935172 + Penalty 367.996325 = -32051.938846 nChanged 0 SP:Iteration 13F (711.953451 sec): 3 clusters Score: Raw -32419.935172 + Penalty 367.996325 = -32051.938846 nChanged 0 Trying to split cluster 6 (4394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (711.981243 sec): 2 clusters Score: Raw -154923.768442 + Penalty 230.669869 = -154693.098572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (712.031610 sec): 3 clusters Score: Raw -152295.773497 + Penalty 461.339739 = -151834.433758 nChanged 1987 SP:Iteration 1F (712.078265 sec): 3 clusters Score: Raw -153606.724453 + Penalty 461.339739 = -153145.384714 nChanged 366 SP:Iteration 2F (712.121478 sec): 3 clusters Score: Raw -153841.087817 + Penalty 461.339739 = -153379.748078 nChanged 354 SP:Iteration 3F (712.172230 sec): 3 clusters Score: Raw -154121.897788 + Penalty 461.339739 = -153660.558049 nChanged 323 SP:Iteration 4F (712.223015 sec): 3 clusters Score: Raw -154409.461770 + Penalty 461.339739 = -153948.122031 nChanged 276 SP:Iteration 5F (712.274338 sec): 3 clusters Score: Raw -154647.842387 + Penalty 461.339739 = -154186.502649 nChanged 187 SP:Iteration 6Q (712.324359 sec): 3 clusters Score: Raw -154775.667233 + Penalty 461.339739 = -154314.327494 nChanged 103 SP:Iteration 7Q (712.364463 sec): 3 clusters Score: Raw -154820.480212 + Penalty 461.339739 = -154359.140473 nChanged 71 SP:Iteration 8Q (712.408289 sec): 3 clusters Score: Raw -154848.706749 + Penalty 461.339739 = -154387.367010 nChanged 52 SP:Iteration 9Q (712.451477 sec): 3 clusters Score: Raw -154866.937617 + Penalty 461.339739 = -154405.597878 nChanged 37 SP:Iteration 10Q (712.494970 sec): 3 clusters Score: Raw -154875.417444 + Penalty 461.339739 = -154414.077705 nChanged 24 SP:Iteration 11Q (712.536602 sec): 3 clusters Score: Raw -154883.905495 + Penalty 461.339739 = -154422.565756 nChanged 27 SP:Iteration 12Q (712.589835 sec): 3 clusters Score: Raw -154894.401883 + Penalty 461.339739 = -154433.062144 nChanged 21 SP:Iteration 13Q (712.628057 sec): 3 clusters Score: Raw -154900.388272 + Penalty 461.339739 = -154439.048533 nChanged 15 SP:Iteration 14Q (712.670392 sec): 3 clusters Score: Raw -154903.398174 + Penalty 461.339739 = -154442.058436 nChanged 14 SP:Iteration 15Q (712.715807 sec): 3 clusters Score: Raw -154907.540375 + Penalty 461.339739 = -154446.200636 nChanged 21 SP:Iteration 16Q (712.750367 sec): 3 clusters Score: Raw -154913.598152 + Penalty 461.339739 = -154452.258413 nChanged 17 SP:Iteration 17Q (712.784651 sec): 3 clusters Score: Raw -154918.530730 + Penalty 461.339739 = -154457.190991 nChanged 13 SP:Iteration 18Q (712.813580 sec): 3 clusters Score: Raw -154923.167791 + Penalty 461.339739 = -154461.828052 nChanged 16 SP:Iteration 19Q (712.859264 sec): 3 clusters Score: Raw -154927.616092 + Penalty 461.339739 = -154466.276353 nChanged 13 SP:Iteration 20F (712.902666 sec): 3 clusters Score: Raw -154931.016951 + Penalty 461.339739 = -154469.677212 nChanged 13 SP:Iteration 21Q (712.941115 sec): 3 clusters Score: Raw -154933.879131 + Penalty 461.339739 = -154472.539392 nChanged 11 SP:Iteration 22Q (712.987816 sec): 3 clusters Score: Raw -154937.892200 + Penalty 461.339739 = -154476.552461 nChanged 13 SP:Iteration 23Q (713.043541 sec): 3 clusters Score: Raw -154942.009549 + Penalty 461.339739 = -154480.669810 nChanged 16 SP:Iteration 24Q (713.081513 sec): 3 clusters Score: Raw -154947.706993 + Penalty 461.339739 = -154486.367254 nChanged 12 SP:Iteration 25Q (713.131827 sec): 3 clusters Score: Raw -154953.347634 + Penalty 461.339739 = -154492.007895 nChanged 13 SP:Iteration 26Q (713.169647 sec): 3 clusters Score: Raw -154959.610550 + Penalty 461.339739 = -154498.270811 nChanged 14 SP:Iteration 27Q (713.209234 sec): 3 clusters Score: Raw -154965.073127 + Penalty 461.339739 = -154503.733388 nChanged 7 SP:Iteration 28Q (713.249362 sec): 3 clusters Score: Raw -154967.165752 + Penalty 461.339739 = -154505.826013 nChanged 4 SP:Iteration 29Q (713.294731 sec): 3 clusters Score: Raw -154968.289002 + Penalty 461.339739 = -154506.949263 nChanged 10 SP:Iteration 30Q (713.326557 sec): 3 clusters Score: Raw -154972.607234 + Penalty 461.339739 = -154511.267495 nChanged 10 SP:Iteration 31Q (713.363968 sec): 3 clusters Score: Raw -154976.236298 + Penalty 461.339739 = -154514.896559 nChanged 5 SP:Iteration 32Q (713.400195 sec): 3 clusters Score: Raw -154977.375387 + Penalty 461.339739 = -154516.035648 nChanged 4 SP:Iteration 33Q (713.435211 sec): 3 clusters Score: Raw -154978.553327 + Penalty 461.339739 = -154517.213588 nChanged 4 SP:Iteration 34Q (713.466828 sec): 3 clusters Score: Raw -154980.437271 + Penalty 461.339739 = -154519.097532 nChanged 6 SP:Iteration 35Q (713.500963 sec): 3 clusters Score: Raw -154982.476107 + Penalty 461.339739 = -154521.136368 nChanged 5 SP:Iteration 36Q (713.538309 sec): 3 clusters Score: Raw -154984.048763 + Penalty 461.339739 = -154522.709024 nChanged 2 SP:Iteration 37Q (713.577216 sec): 3 clusters Score: Raw -154984.655942 + Penalty 461.339739 = -154523.316203 nChanged 2 SP:Iteration 38Q (713.611565 sec): 3 clusters Score: Raw -154984.897879 + Penalty 461.339739 = -154523.558140 nChanged 1 SP:Iteration 39Q (713.646134 sec): 3 clusters Score: Raw -154984.984951 + Penalty 461.339739 = -154523.645212 nChanged 0 SP:Iteration 40F (713.683408 sec): 3 clusters Score: Raw -154984.984951 + Penalty 461.339739 = -154523.645212 nChanged 0 Trying to split cluster 7 (5763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (713.715258 sec): 2 clusters Score: Raw -194462.143071 + Penalty 238.128370 = -194224.014701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (713.757400 sec): 3 clusters Score: Raw -190844.481504 + Penalty 476.256740 = -190368.224764 nChanged 2725 SP:Iteration 1F (713.802473 sec): 3 clusters Score: Raw -192532.511530 + Penalty 476.256740 = -192056.254790 nChanged 405 SP:Iteration 2F (713.855219 sec): 3 clusters Score: Raw -192734.921668 + Penalty 476.256740 = -192258.664928 nChanged 337 SP:Iteration 3F (713.890889 sec): 3 clusters Score: Raw -192868.131484 + Penalty 476.256740 = -192391.874744 nChanged 282 SP:Iteration 4Q (713.927137 sec): 3 clusters Score: Raw -192980.395174 + Penalty 476.256740 = -192504.138434 nChanged 244 SP:Iteration 5Q (713.977010 sec): 3 clusters Score: Raw -193079.674843 + Penalty 476.256740 = -192603.418104 nChanged 242 SP:Iteration 6Q (714.022386 sec): 3 clusters Score: Raw -193189.589334 + Penalty 476.256740 = -192713.332594 nChanged 271 SP:Iteration 7Q (714.058869 sec): 3 clusters Score: Raw -193349.356854 + Penalty 476.256740 = -192873.100114 nChanged 291 SP:Iteration 8F (714.102182 sec): 3 clusters Score: Raw -193539.565534 + Penalty 476.256740 = -193063.308794 nChanged 288 SP:Iteration 9Q (714.138598 sec): 3 clusters Score: Raw -193731.832773 + Penalty 476.256740 = -193255.576033 nChanged 248 SP:Iteration 10Q (714.175409 sec): 3 clusters Score: Raw -193894.619119 + Penalty 476.256740 = -193418.362379 nChanged 188 SP:Iteration 11Q (714.212068 sec): 3 clusters Score: Raw -194003.390067 + Penalty 476.256740 = -193527.133327 nChanged 139 SP:Iteration 12Q (714.254710 sec): 3 clusters Score: Raw -194064.405575 + Penalty 476.256740 = -193588.148835 nChanged 113 SP:Iteration 13Q (714.295973 sec): 3 clusters Score: Raw -194107.368047 + Penalty 476.256740 = -193631.111307 nChanged 102 SP:Iteration 14Q (714.326262 sec): 3 clusters Score: Raw -194148.226487 + Penalty 476.256740 = -193671.969747 nChanged 68 SP:Iteration 15Q (714.362145 sec): 3 clusters Score: Raw -194169.427015 + Penalty 476.256740 = -193693.170275 nChanged 48 SP:Iteration 16Q (714.398448 sec): 3 clusters Score: Raw -194181.447754 + Penalty 476.256740 = -193705.191014 nChanged 45 SP:Iteration 17Q (714.434723 sec): 3 clusters Score: Raw -194193.959809 + Penalty 476.256740 = -193717.703069 nChanged 45 SP:Iteration 18Q (714.474015 sec): 3 clusters Score: Raw -194205.897301 + Penalty 476.256740 = -193729.640561 nChanged 42 SP:Iteration 19Q (714.513464 sec): 3 clusters Score: Raw -194223.483043 + Penalty 476.256740 = -193747.226303 nChanged 55 SP:Iteration 20F (714.557340 sec): 3 clusters Score: Raw -194255.431329 + Penalty 476.256740 = -193779.174589 nChanged 57 SP:Iteration 21Q (714.609136 sec): 3 clusters Score: Raw -194289.661709 + Penalty 476.256740 = -193813.404970 nChanged 59 SP:Iteration 22Q (714.654374 sec): 3 clusters Score: Raw -194331.778000 + Penalty 476.256740 = -193855.521260 nChanged 42 SP:Iteration 23Q (714.697564 sec): 3 clusters Score: Raw -194361.564078 + Penalty 476.256740 = -193885.307338 nChanged 41 SP:Iteration 24Q (714.734372 sec): 3 clusters Score: Raw -194389.379827 + Penalty 476.256740 = -193913.123088 nChanged 50 SP:Iteration 25Q (714.783737 sec): 3 clusters Score: Raw -194412.838033 + Penalty 476.256740 = -193936.581293 nChanged 43 SP:Iteration 26Q (714.822365 sec): 3 clusters Score: Raw -194427.151279 + Penalty 476.256740 = -193950.894539 nChanged 34 SP:Iteration 27Q (714.869152 sec): 3 clusters Score: Raw -194434.479097 + Penalty 476.256740 = -193958.222357 nChanged 23 SP:Iteration 28Q (714.915178 sec): 3 clusters Score: Raw -194437.946194 + Penalty 476.256740 = -193961.689454 nChanged 15 SP:Iteration 29Q (714.954023 sec): 3 clusters Score: Raw -194440.395329 + Penalty 476.256740 = -193964.138589 nChanged 15 SP:Iteration 30Q (714.992275 sec): 3 clusters Score: Raw -194441.962467 + Penalty 476.256740 = -193965.705728 nChanged 5 SP:Iteration 31Q (715.028844 sec): 3 clusters Score: Raw -194442.454048 + Penalty 476.256740 = -193966.197308 nChanged 7 SP:Iteration 32Q (715.060715 sec): 3 clusters Score: Raw -194443.198558 + Penalty 476.256740 = -193966.941818 nChanged 8 SP:Iteration 33Q (715.099873 sec): 3 clusters Score: Raw -194443.799826 + Penalty 476.256740 = -193967.543086 nChanged 6 SP:Iteration 34Q (715.145098 sec): 3 clusters Score: Raw -194445.352171 + Penalty 476.256740 = -193969.095431 nChanged 9 SP:Iteration 35Q (715.189335 sec): 3 clusters Score: Raw -194450.049528 + Penalty 476.256740 = -193973.792788 nChanged 8 SP:Iteration 36Q (715.225916 sec): 3 clusters Score: Raw -194451.848438 + Penalty 476.256740 = -193975.591699 nChanged 6 SP:Iteration 37Q (715.262309 sec): 3 clusters Score: Raw -194453.163862 + Penalty 476.256740 = -193976.907123 nChanged 6 SP:Iteration 38Q (715.305963 sec): 3 clusters Score: Raw -194454.225837 + Penalty 476.256740 = -193977.969097 nChanged 4 SP:Iteration 39Q (715.335476 sec): 3 clusters Score: Raw -194454.681717 + Penalty 476.256740 = -193978.424977 nChanged 7 SP:Iteration 40F (715.373166 sec): 3 clusters Score: Raw -194455.656687 + Penalty 476.256740 = -193979.399947 nChanged 7 SP:Iteration 41Q (715.421929 sec): 3 clusters Score: Raw -194457.448576 + Penalty 476.256740 = -193981.191836 nChanged 9 SP:Iteration 42Q (715.472989 sec): 3 clusters Score: Raw -194458.949886 + Penalty 476.256740 = -193982.693147 nChanged 2 SP:Iteration 43Q (715.524537 sec): 3 clusters Score: Raw -194459.138840 + Penalty 476.256740 = -193982.882100 nChanged 4 SP:Iteration 44Q (715.576512 sec): 3 clusters Score: Raw -194459.407024 + Penalty 476.256740 = -193983.150284 nChanged 5 SP:Iteration 45Q (715.624734 sec): 3 clusters Score: Raw -194459.940108 + Penalty 476.256740 = -193983.683368 nChanged 3 SP:Iteration 46Q (715.669564 sec): 3 clusters Score: Raw -194460.218349 + Penalty 476.256740 = -193983.961609 nChanged 4 SP:Iteration 47Q (715.716742 sec): 3 clusters Score: Raw -194460.909324 + Penalty 476.256740 = -193984.652584 nChanged 4 SP:Iteration 48Q (715.753166 sec): 3 clusters Score: Raw -194461.670890 + Penalty 476.256740 = -193985.414150 nChanged 3 SP:Iteration 49Q (715.789378 sec): 3 clusters Score: Raw -194461.916929 + Penalty 476.256740 = -193985.660189 nChanged 0 SP:Iteration 50F (715.824571 sec): 3 clusters Score: Raw -194461.916929 + Penalty 476.256740 = -193985.660189 nChanged 0 Trying to split cluster 8 (1424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (715.846483 sec): 2 clusters Score: Raw -51552.179342 + Penalty 199.683690 = -51352.495652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (715.890223 sec): 3 clusters Score: Raw -50737.245123 + Penalty 399.367380 = -50337.877743 nChanged 634 SP:Iteration 1F (715.929933 sec): 3 clusters Score: Raw -51149.534750 + Penalty 399.367380 = -50750.167370 nChanged 106 SP:Iteration 2F (715.968781 sec): 3 clusters Score: Raw -51213.939948 + Penalty 399.367380 = -50814.572568 nChanged 76 SP:Iteration 3F (716.015208 sec): 3 clusters Score: Raw -51260.174604 + Penalty 399.367380 = -50860.807224 nChanged 74 SP:Iteration 4F (716.064034 sec): 3 clusters Score: Raw -51312.001265 + Penalty 399.367380 = -50912.633885 nChanged 62 SP:Iteration 5Q (716.099979 sec): 3 clusters Score: Raw -51360.346568 + Penalty 399.367380 = -50960.979188 nChanged 46 SP:Iteration 6Q (716.144116 sec): 3 clusters Score: Raw -51396.285477 + Penalty 399.367380 = -50996.918097 nChanged 52 SP:Iteration 7Q (716.182692 sec): 3 clusters Score: Raw -51431.131071 + Penalty 399.367380 = -51031.763691 nChanged 46 SP:Iteration 8Q (716.211503 sec): 3 clusters Score: Raw -51457.117313 + Penalty 399.367380 = -51057.749933 nChanged 39 SP:Iteration 9Q (716.250291 sec): 3 clusters Score: Raw -51478.677268 + Penalty 399.367380 = -51079.309888 nChanged 37 SP:Iteration 10Q (716.298853 sec): 3 clusters Score: Raw -51491.205194 + Penalty 399.367380 = -51091.837814 nChanged 20 SP:Iteration 11Q (716.348994 sec): 3 clusters Score: Raw -51496.162451 + Penalty 399.367380 = -51096.795071 nChanged 8 SP:Iteration 12Q (716.393083 sec): 3 clusters Score: Raw -51498.070885 + Penalty 399.367380 = -51098.703505 nChanged 7 SP:Iteration 13Q (716.442997 sec): 3 clusters Score: Raw -51499.126352 + Penalty 399.367380 = -51099.758972 nChanged 9 SP:Iteration 14Q (716.493201 sec): 3 clusters Score: Raw -51502.540410 + Penalty 399.367380 = -51103.173030 nChanged 15 SP:Iteration 15Q (716.538821 sec): 3 clusters Score: Raw -51508.114348 + Penalty 399.367380 = -51108.746968 nChanged 14 SP:Iteration 16Q (716.600591 sec): 3 clusters Score: Raw -51512.976982 + Penalty 399.367380 = -51113.609602 nChanged 12 SP:Iteration 17Q (716.627411 sec): 3 clusters Score: Raw -51517.881152 + Penalty 399.367380 = -51118.513772 nChanged 12 SP:Iteration 18Q (716.679822 sec): 3 clusters Score: Raw -51521.104891 + Penalty 399.367380 = -51121.737511 nChanged 9 SP:Iteration 19Q (716.723019 sec): 3 clusters Score: Raw -51522.398503 + Penalty 399.367380 = -51123.031123 nChanged 11 SP:Iteration 20F (716.768089 sec): 3 clusters Score: Raw -51525.214893 + Penalty 399.367380 = -51125.847513 nChanged 6 SP:Iteration 21Q (716.807694 sec): 3 clusters Score: Raw -51527.204490 + Penalty 399.367380 = -51127.837110 nChanged 7 SP:Iteration 22Q (716.847262 sec): 3 clusters Score: Raw -51531.378133 + Penalty 399.367380 = -51132.010753 nChanged 7 SP:Iteration 23Q (716.878947 sec): 3 clusters Score: Raw -51532.762808 + Penalty 399.367380 = -51133.395428 nChanged 4 SP:Iteration 24Q (716.909822 sec): 3 clusters Score: Raw -51533.362995 + Penalty 399.367380 = -51133.995615 nChanged 4 SP:Iteration 25Q (716.949014 sec): 3 clusters Score: Raw -51534.026448 + Penalty 399.367380 = -51134.659068 nChanged 2 SP:Iteration 26Q (716.984589 sec): 3 clusters Score: Raw -51534.491222 + Penalty 399.367380 = -51135.123842 nChanged 6 SP:Iteration 27Q (717.016490 sec): 3 clusters Score: Raw -51536.854836 + Penalty 399.367380 = -51137.487456 nChanged 4 SP:Iteration 28Q (717.051800 sec): 3 clusters Score: Raw -51537.957792 + Penalty 399.367380 = -51138.590411 nChanged 6 SP:Iteration 29Q (717.087208 sec): 3 clusters Score: Raw -51539.256647 + Penalty 399.367380 = -51139.889267 nChanged 7 SP:Iteration 30Q (717.123972 sec): 3 clusters Score: Raw -51541.259081 + Penalty 399.367380 = -51141.891701 nChanged 6 SP:Iteration 31Q (717.169032 sec): 3 clusters Score: Raw -51542.651134 + Penalty 399.367380 = -51143.283754 nChanged 5 SP:Iteration 32Q (717.211545 sec): 3 clusters Score: Raw -51543.672946 + Penalty 399.367380 = -51144.305566 nChanged 7 SP:Iteration 33Q (717.254106 sec): 3 clusters Score: Raw -51546.474204 + Penalty 399.367380 = -51147.106824 nChanged 12 SP:Iteration 34Q (717.294284 sec): 3 clusters Score: Raw -51550.532236 + Penalty 399.367380 = -51151.164856 nChanged 12 SP:Iteration 35Q (717.335266 sec): 3 clusters Score: Raw -51554.080487 + Penalty 399.367380 = -51154.713107 nChanged 8 SP:Iteration 36Q (717.371799 sec): 3 clusters Score: Raw -51556.350837 + Penalty 399.367380 = -51156.983457 nChanged 12 SP:Iteration 37Q (717.415490 sec): 3 clusters Score: Raw -51561.934518 + Penalty 399.367380 = -51162.567138 nChanged 10 SP:Iteration 38Q (717.446192 sec): 3 clusters Score: Raw -51566.305503 + Penalty 399.367380 = -51166.938123 nChanged 9 SP:Iteration 39Q (717.505350 sec): 3 clusters Score: Raw -51569.590555 + Penalty 399.367380 = -51170.223175 nChanged 8 SP:Iteration 40F (717.535382 sec): 3 clusters Score: Raw -51573.460880 + Penalty 399.367380 = -51174.093500 nChanged 15 SP:Iteration 41Q (717.566574 sec): 3 clusters Score: Raw -51580.127167 + Penalty 399.367380 = -51180.759787 nChanged 13 SP:Iteration 42Q (717.614272 sec): 3 clusters Score: Raw -51584.924355 + Penalty 399.367380 = -51185.556975 nChanged 13 SP:Iteration 43Q (717.652467 sec): 3 clusters Score: Raw -51588.806891 + Penalty 399.367380 = -51189.439511 nChanged 4 SP:Iteration 44Q (717.691758 sec): 3 clusters Score: Raw -51591.151140 + Penalty 399.367380 = -51191.783759 nChanged 9 SP:Iteration 45Q (717.727279 sec): 3 clusters Score: Raw -51595.862130 + Penalty 399.367380 = -51196.494750 nChanged 13 SP:Iteration 46Q (717.771663 sec): 3 clusters Score: Raw -51600.087056 + Penalty 399.367380 = -51200.719676 nChanged 9 SP:Iteration 47Q (717.815100 sec): 3 clusters Score: Raw -51602.112571 + Penalty 399.367380 = -51202.745191 nChanged 7 SP:Iteration 48Q (717.846838 sec): 3 clusters Score: Raw -51604.967035 + Penalty 399.367380 = -51205.599655 nChanged 8 SP:Iteration 49Q (717.881770 sec): 3 clusters Score: Raw -51608.068354 + Penalty 399.367380 = -51208.700974 nChanged 5 SP:Iteration 50Q (717.916795 sec): 3 clusters Score: Raw -51609.815242 + Penalty 399.367380 = -51210.447862 nChanged 5 SP:Iteration 51Q (717.954808 sec): 3 clusters Score: Raw -51611.511083 + Penalty 399.367380 = -51212.143703 nChanged 5 SP:Iteration 52Q (718.005059 sec): 3 clusters Score: Raw -51614.152610 + Penalty 399.367380 = -51214.785229 nChanged 7 SP:Iteration 53Q (718.054839 sec): 3 clusters Score: Raw -51617.930262 + Penalty 399.367380 = -51218.562882 nChanged 7 SP:Iteration 54Q (718.102166 sec): 3 clusters Score: Raw -51622.028787 + Penalty 399.367380 = -51222.661407 nChanged 8 SP:Iteration 55Q (718.143907 sec): 3 clusters Score: Raw -51625.155159 + Penalty 399.367380 = -51225.787779 nChanged 8 SP:Iteration 56Q (718.186737 sec): 3 clusters Score: Raw -51628.343727 + Penalty 399.367380 = -51228.976347 nChanged 14 SP:Iteration 57Q (718.219997 sec): 3 clusters Score: Raw -51634.599001 + Penalty 399.367380 = -51235.231620 nChanged 15 SP:Iteration 58Q (718.262512 sec): 3 clusters Score: Raw -51640.907078 + Penalty 399.367380 = -51241.539697 nChanged 9 SP:Iteration 59Q (718.301915 sec): 3 clusters Score: Raw -51642.917018 + Penalty 399.367380 = -51243.549638 nChanged 3 SP:Iteration 60F (718.344281 sec): 3 clusters Score: Raw -51643.412343 + Penalty 399.367380 = -51244.044963 nChanged 2 SP:Iteration 61Q (718.386306 sec): 3 clusters Score: Raw -51644.079441 + Penalty 399.367380 = -51244.712061 nChanged 1 SP:Iteration 62Q (718.428670 sec): 3 clusters Score: Raw -51644.430921 + Penalty 399.367380 = -51245.063541 nChanged 0 SP:Iteration 63F (718.472219 sec): 3 clusters Score: Raw -51644.430921 + Penalty 399.367380 = -51245.063541 nChanged 0 Trying to split cluster 9 (1233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (718.493977 sec): 2 clusters Score: Raw -41709.668020 + Penalty 195.723151 = -41513.944869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (718.540547 sec): 3 clusters Score: Raw -41041.175341 + Penalty 391.446303 = -40649.729038 nChanged 528 SP:Iteration 1F (718.580097 sec): 3 clusters Score: Raw -41390.429825 + Penalty 391.446303 = -40998.983522 nChanged 96 SP:Iteration 2F (718.629860 sec): 3 clusters Score: Raw -41451.337832 + Penalty 391.446303 = -41059.891529 nChanged 64 SP:Iteration 3F (718.660577 sec): 3 clusters Score: Raw -41485.187009 + Penalty 391.446303 = -41093.740706 nChanged 49 SP:Iteration 4Q (718.703631 sec): 3 clusters Score: Raw -41507.703194 + Penalty 391.446303 = -41116.256892 nChanged 52 SP:Iteration 5Q (718.747812 sec): 3 clusters Score: Raw -41535.948410 + Penalty 391.446303 = -41144.502107 nChanged 45 SP:Iteration 6Q (718.779161 sec): 3 clusters Score: Raw -41558.607436 + Penalty 391.446303 = -41167.161133 nChanged 33 SP:Iteration 7Q (718.810549 sec): 3 clusters Score: Raw -41575.238613 + Penalty 391.446303 = -41183.792311 nChanged 31 SP:Iteration 8Q (718.844974 sec): 3 clusters Score: Raw -41595.029706 + Penalty 391.446303 = -41203.583403 nChanged 41 SP:Iteration 9Q (718.876095 sec): 3 clusters Score: Raw -41617.020872 + Penalty 391.446303 = -41225.574570 nChanged 29 SP:Iteration 10Q (718.924204 sec): 3 clusters Score: Raw -41633.394902 + Penalty 391.446303 = -41241.948600 nChanged 26 SP:Iteration 11Q (718.973876 sec): 3 clusters Score: Raw -41648.262760 + Penalty 391.446303 = -41256.816458 nChanged 29 SP:Iteration 12Q (719.023606 sec): 3 clusters Score: Raw -41666.339123 + Penalty 391.446303 = -41274.892820 nChanged 34 SP:Iteration 13Q (719.063246 sec): 3 clusters Score: Raw -41687.572702 + Penalty 391.446303 = -41296.126400 nChanged 20 SP:Iteration 14Q (719.105427 sec): 3 clusters Score: Raw -41700.756298 + Penalty 391.446303 = -41309.309995 nChanged 21 SP:Iteration 15Q (719.149744 sec): 3 clusters Score: Raw -41713.962793 + Penalty 391.446303 = -41322.516490 nChanged 18 SP:Iteration 16Q (719.191061 sec): 3 clusters Score: Raw -41726.658806 + Penalty 391.446303 = -41335.212503 nChanged 19 SP:Iteration 17Q (719.250459 sec): 3 clusters Score: Raw -41742.565360 + Penalty 391.446303 = -41351.119057 nChanged 14 SP:Iteration 18Q (719.288596 sec): 3 clusters Score: Raw -41755.684586 + Penalty 391.446303 = -41364.238283 nChanged 11 SP:Iteration 19Q (719.338666 sec): 3 clusters Score: Raw -41768.525466 + Penalty 391.446303 = -41377.079164 nChanged 5 SP:Iteration 20F (719.387554 sec): 3 clusters Score: Raw -41775.867000 + Penalty 391.446303 = -41384.420697 nChanged 8 SP:Iteration 21Q (719.433045 sec): 3 clusters Score: Raw -41785.265407 + Penalty 391.446303 = -41393.819104 nChanged 4 SP:Iteration 22Q (719.478389 sec): 3 clusters Score: Raw -41789.431139 + Penalty 391.446303 = -41397.984836 nChanged 1 SP:Iteration 23Q (719.526689 sec): 3 clusters Score: Raw -41789.618347 + Penalty 391.446303 = -41398.172044 nChanged 1 SP:Iteration 24Q (719.572960 sec): 3 clusters Score: Raw -41791.686613 + Penalty 391.446303 = -41400.240310 nChanged 1 SP:Iteration 25Q (719.610677 sec): 3 clusters Score: Raw -41793.220289 + Penalty 391.446303 = -41401.773986 nChanged 0 SP:Iteration 26F (719.648080 sec): 3 clusters Score: Raw -41793.220289 + Penalty 391.446303 = -41401.773986 nChanged 0 Trying to split cluster 10 (3693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (719.673676 sec): 2 clusters Score: Raw -124684.123412 + Penalty 225.890346 = -124458.233066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (719.703441 sec): 3 clusters Score: Raw -122414.053461 + Penalty 451.780693 = -121962.272768 nChanged 1698 SP:Iteration 1F (719.742339 sec): 3 clusters Score: Raw -123460.401472 + Penalty 451.780693 = -123008.620780 nChanged 240 SP:Iteration 2F (719.776324 sec): 3 clusters Score: Raw -123577.610025 + Penalty 451.780693 = -123125.829332 nChanged 238 SP:Iteration 3F (719.810038 sec): 3 clusters Score: Raw -123714.908631 + Penalty 451.780693 = -123263.127939 nChanged 245 SP:Iteration 4F (719.841288 sec): 3 clusters Score: Raw -123864.965519 + Penalty 451.780693 = -123413.184826 nChanged 199 SP:Iteration 5F (719.874816 sec): 3 clusters Score: Raw -124015.695064 + Penalty 451.780693 = -123563.914372 nChanged 168 SP:Iteration 6Q (719.908882 sec): 3 clusters Score: Raw -124164.915318 + Penalty 451.780693 = -123713.134625 nChanged 162 SP:Iteration 7Q (719.951526 sec): 3 clusters Score: Raw -124310.458677 + Penalty 451.780693 = -123858.677984 nChanged 129 SP:Iteration 8Q (719.997461 sec): 3 clusters Score: Raw -124411.890664 + Penalty 451.780693 = -123960.109971 nChanged 113 SP:Iteration 9Q (720.050550 sec): 3 clusters Score: Raw -124504.201690 + Penalty 451.780693 = -124052.420998 nChanged 87 SP:Iteration 10Q (720.085378 sec): 3 clusters Score: Raw -124578.883354 + Penalty 451.780693 = -124127.102661 nChanged 61 SP:Iteration 11Q (720.116666 sec): 3 clusters Score: Raw -124623.528927 + Penalty 451.780693 = -124171.748234 nChanged 57 SP:Iteration 12Q (720.150325 sec): 3 clusters Score: Raw -124655.945037 + Penalty 451.780693 = -124204.164344 nChanged 47 SP:Iteration 13Q (720.184022 sec): 3 clusters Score: Raw -124689.566893 + Penalty 451.780693 = -124237.786200 nChanged 41 SP:Iteration 14Q (720.215064 sec): 3 clusters Score: Raw -124709.095334 + Penalty 451.780693 = -124257.314641 nChanged 27 SP:Iteration 15Q (720.248655 sec): 3 clusters Score: Raw -124718.701481 + Penalty 451.780693 = -124266.920788 nChanged 16 SP:Iteration 16Q (720.291269 sec): 3 clusters Score: Raw -124724.893748 + Penalty 451.780693 = -124273.113055 nChanged 20 SP:Iteration 17Q (720.338874 sec): 3 clusters Score: Raw -124730.553174 + Penalty 451.780693 = -124278.772481 nChanged 14 SP:Iteration 18Q (720.377174 sec): 3 clusters Score: Raw -124736.195448 + Penalty 451.780693 = -124284.414755 nChanged 10 SP:Iteration 19Q (720.416143 sec): 3 clusters Score: Raw -124739.770578 + Penalty 451.780693 = -124287.989885 nChanged 7 SP:Iteration 20F (720.452143 sec): 3 clusters Score: Raw -124742.584660 + Penalty 451.780693 = -124290.803967 nChanged 8 SP:Iteration 21Q (720.494929 sec): 3 clusters Score: Raw -124743.928764 + Penalty 451.780693 = -124292.148071 nChanged 1 SP:Iteration 22Q (720.537028 sec): 3 clusters Score: Raw -124744.046871 + Penalty 451.780693 = -124292.266178 nChanged 2 SP:Iteration 23Q (720.571409 sec): 3 clusters Score: Raw -124744.469887 + Penalty 451.780693 = -124292.689194 nChanged 1 SP:Iteration 24Q (720.603473 sec): 3 clusters Score: Raw -124744.747096 + Penalty 451.780693 = -124292.966403 nChanged 2 SP:Iteration 25Q (720.637743 sec): 3 clusters Score: Raw -124745.612263 + Penalty 451.780693 = -124293.831570 nChanged 4 SP:Iteration 26Q (720.676246 sec): 3 clusters Score: Raw -124746.247726 + Penalty 451.780693 = -124294.467033 nChanged 3 SP:Iteration 27Q (720.723663 sec): 3 clusters Score: Raw -124746.729275 + Penalty 451.780693 = -124294.948582 nChanged 3 SP:Iteration 28Q (720.773539 sec): 3 clusters Score: Raw -124747.443636 + Penalty 451.780693 = -124295.662944 nChanged 5 SP:Iteration 29Q (720.823117 sec): 3 clusters Score: Raw -124748.447799 + Penalty 451.780693 = -124296.667106 nChanged 2 SP:Iteration 30Q (720.856563 sec): 3 clusters Score: Raw -124748.971960 + Penalty 451.780693 = -124297.191267 nChanged 2 SP:Iteration 31Q (720.904218 sec): 3 clusters Score: Raw -124749.337075 + Penalty 451.780693 = -124297.556382 nChanged 5 SP:Iteration 32Q (720.942366 sec): 3 clusters Score: Raw -124751.053829 + Penalty 451.780693 = -124299.273137 nChanged 4 SP:Iteration 33Q (720.980341 sec): 3 clusters Score: Raw -124753.704946 + Penalty 451.780693 = -124301.924253 nChanged 3 SP:Iteration 34Q (721.027925 sec): 3 clusters Score: Raw -124755.125560 + Penalty 451.780693 = -124303.344867 nChanged 4 SP:Iteration 35Q (721.063056 sec): 3 clusters Score: Raw -124757.753924 + Penalty 451.780693 = -124305.973232 nChanged 3 SP:Iteration 36Q (721.096711 sec): 3 clusters Score: Raw -124760.080149 + Penalty 451.780693 = -124308.299456 nChanged 3 SP:Iteration 37Q (721.130215 sec): 3 clusters Score: Raw -124760.916260 + Penalty 451.780693 = -124309.135567 nChanged 3 SP:Iteration 38Q (721.161188 sec): 3 clusters Score: Raw -124761.730882 + Penalty 451.780693 = -124309.950189 nChanged 1 SP:Iteration 39Q (721.192666 sec): 3 clusters Score: Raw -124761.930804 + Penalty 451.780693 = -124310.150111 nChanged 0 SP:Iteration 40F (721.227450 sec): 3 clusters Score: Raw -124761.930804 + Penalty 451.780693 = -124310.150111 nChanged 0 Trying to split cluster 11 (4251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (721.248271 sec): 2 clusters Score: Raw -176211.536231 + Penalty 229.760012 = -175981.776219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (721.298767 sec): 3 clusters Score: Raw -173653.823174 + Penalty 459.520024 = -173194.303150 nChanged 1946 SP:Iteration 1F (721.336223 sec): 3 clusters Score: Raw -174952.114263 + Penalty 459.520024 = -174492.594239 nChanged 347 SP:Iteration 2F (721.379117 sec): 3 clusters Score: Raw -175182.006140 + Penalty 459.520024 = -174722.486116 nChanged 336 SP:Iteration 3F (721.424639 sec): 3 clusters Score: Raw -175412.567504 + Penalty 459.520024 = -174953.047480 nChanged 255 SP:Iteration 4F (721.471671 sec): 3 clusters Score: Raw -175562.588359 + Penalty 459.520024 = -175103.068335 nChanged 220 SP:Iteration 5F (721.505770 sec): 3 clusters Score: Raw -175677.149246 + Penalty 459.520024 = -175217.629222 nChanged 166 SP:Iteration 6Q (721.549954 sec): 3 clusters Score: Raw -175773.173805 + Penalty 459.520024 = -175313.653781 nChanged 146 SP:Iteration 7Q (721.593018 sec): 3 clusters Score: Raw -175845.769772 + Penalty 459.520024 = -175386.249748 nChanged 105 SP:Iteration 8Q (721.646747 sec): 3 clusters Score: Raw -175890.756204 + Penalty 459.520024 = -175431.236179 nChanged 84 SP:Iteration 9Q (721.691048 sec): 3 clusters Score: Raw -175923.053766 + Penalty 459.520024 = -175463.533742 nChanged 60 SP:Iteration 10Q (721.722433 sec): 3 clusters Score: Raw -175945.634272 + Penalty 459.520024 = -175486.114248 nChanged 57 SP:Iteration 11Q (721.773028 sec): 3 clusters Score: Raw -175964.312269 + Penalty 459.520024 = -175504.792245 nChanged 57 SP:Iteration 12Q (721.813323 sec): 3 clusters Score: Raw -175981.819847 + Penalty 459.520024 = -175522.299823 nChanged 55 SP:Iteration 13Q (721.860850 sec): 3 clusters Score: Raw -175997.745108 + Penalty 459.520024 = -175538.225084 nChanged 51 SP:Iteration 14Q (721.901898 sec): 3 clusters Score: Raw -176014.171584 + Penalty 459.520024 = -175554.651560 nChanged 51 SP:Iteration 15Q (721.936958 sec): 3 clusters Score: Raw -176029.628373 + Penalty 459.520024 = -175570.108349 nChanged 50 SP:Iteration 16Q (721.971876 sec): 3 clusters Score: Raw -176041.918851 + Penalty 459.520024 = -175582.398827 nChanged 40 SP:Iteration 17Q (722.006556 sec): 3 clusters Score: Raw -176048.223998 + Penalty 459.520024 = -175588.703974 nChanged 31 SP:Iteration 18Q (722.039848 sec): 3 clusters Score: Raw -176052.738101 + Penalty 459.520024 = -175593.218077 nChanged 24 SP:Iteration 19Q (722.075138 sec): 3 clusters Score: Raw -176055.785825 + Penalty 459.520024 = -175596.265801 nChanged 15 SP:Iteration 20F (722.110287 sec): 3 clusters Score: Raw -176057.206908 + Penalty 459.520024 = -175597.686884 nChanged 12 SP:Iteration 21Q (722.145333 sec): 3 clusters Score: Raw -176058.708586 + Penalty 459.520024 = -175599.188562 nChanged 9 SP:Iteration 22Q (722.179844 sec): 3 clusters Score: Raw -176059.598694 + Penalty 459.520024 = -175600.078670 nChanged 7 SP:Iteration 23Q (722.215149 sec): 3 clusters Score: Raw -176060.236936 + Penalty 459.520024 = -175600.716912 nChanged 15 SP:Iteration 24Q (722.250384 sec): 3 clusters Score: Raw -176061.929109 + Penalty 459.520024 = -175602.409085 nChanged 21 SP:Iteration 25Q (722.300539 sec): 3 clusters Score: Raw -176064.580550 + Penalty 459.520024 = -175605.060526 nChanged 12 SP:Iteration 26Q (722.341752 sec): 3 clusters Score: Raw -176065.991047 + Penalty 459.520024 = -175606.471023 nChanged 14 SP:Iteration 27Q (722.392705 sec): 3 clusters Score: Raw -176067.519767 + Penalty 459.520024 = -175607.999743 nChanged 17 SP:Iteration 28Q (722.428918 sec): 3 clusters Score: Raw -176069.274707 + Penalty 459.520024 = -175609.754683 nChanged 12 SP:Iteration 29Q (722.464096 sec): 3 clusters Score: Raw -176070.050722 + Penalty 459.520024 = -175610.530698 nChanged 8 SP:Iteration 30Q (722.508165 sec): 3 clusters Score: Raw -176071.077353 + Penalty 459.520024 = -175611.557329 nChanged 10 SP:Iteration 31Q (722.552386 sec): 3 clusters Score: Raw -176072.264401 + Penalty 459.520024 = -175612.744377 nChanged 14 SP:Iteration 32Q (722.596045 sec): 3 clusters Score: Raw -176074.291656 + Penalty 459.520024 = -175614.771632 nChanged 16 SP:Iteration 33Q (722.640138 sec): 3 clusters Score: Raw -176076.623554 + Penalty 459.520024 = -175617.103530 nChanged 13 SP:Iteration 34Q (722.674136 sec): 3 clusters Score: Raw -176077.897780 + Penalty 459.520024 = -175618.377756 nChanged 12 SP:Iteration 35Q (722.718264 sec): 3 clusters Score: Raw -176079.387206 + Penalty 459.520024 = -175619.867182 nChanged 11 SP:Iteration 36Q (722.761812 sec): 3 clusters Score: Raw -176080.486383 + Penalty 459.520024 = -175620.966359 nChanged 9 SP:Iteration 37Q (722.818175 sec): 3 clusters Score: Raw -176081.155737 + Penalty 459.520024 = -175621.635713 nChanged 10 SP:Iteration 38Q (722.853609 sec): 3 clusters Score: Raw -176081.980324 + Penalty 459.520024 = -175622.460300 nChanged 6 SP:Iteration 39Q (722.884085 sec): 3 clusters Score: Raw -176082.814874 + Penalty 459.520024 = -175623.294850 nChanged 11 SP:Iteration 40F (722.918079 sec): 3 clusters Score: Raw -176083.849178 + Penalty 459.520024 = -175624.329154 nChanged 13 SP:Iteration 41Q (722.957927 sec): 3 clusters Score: Raw -176085.061244 + Penalty 459.520024 = -175625.541220 nChanged 18 SP:Iteration 42Q (722.997696 sec): 3 clusters Score: Raw -176087.384923 + Penalty 459.520024 = -175627.864899 nChanged 13 SP:Iteration 43Q (723.040360 sec): 3 clusters Score: Raw -176088.861484 + Penalty 459.520024 = -175629.341460 nChanged 12 SP:Iteration 44Q (723.074839 sec): 3 clusters Score: Raw -176090.548686 + Penalty 459.520024 = -175631.028662 nChanged 13 SP:Iteration 45Q (723.109090 sec): 3 clusters Score: Raw -176092.612846 + Penalty 459.520024 = -175633.092822 nChanged 24 SP:Iteration 46Q (723.143574 sec): 3 clusters Score: Raw -176096.897513 + Penalty 459.520024 = -175637.377489 nChanged 29 SP:Iteration 47Q (723.178100 sec): 3 clusters Score: Raw -176103.575179 + Penalty 459.520024 = -175644.055155 nChanged 34 SP:Iteration 48Q (723.218717 sec): 3 clusters Score: Raw -176112.431224 + Penalty 459.520024 = -175652.911200 nChanged 39 SP:Iteration 49Q (723.262625 sec): 3 clusters Score: Raw -176121.147043 + Penalty 459.520024 = -175661.627019 nChanged 31 SP:Iteration 50Q (723.298454 sec): 3 clusters Score: Raw -176126.093791 + Penalty 459.520024 = -175666.573767 nChanged 26 SP:Iteration 51Q (723.338888 sec): 3 clusters Score: Raw -176130.790094 + Penalty 459.520024 = -175671.270070 nChanged 25 SP:Iteration 52Q (723.373620 sec): 3 clusters Score: Raw -176135.743802 + Penalty 459.520024 = -175676.223778 nChanged 23 SP:Iteration 53Q (723.408242 sec): 3 clusters Score: Raw -176139.281310 + Penalty 459.520024 = -175679.761286 nChanged 21 SP:Iteration 54Q (723.453149 sec): 3 clusters Score: Raw -176142.550748 + Penalty 459.520024 = -175683.030724 nChanged 18 SP:Iteration 55Q (723.497027 sec): 3 clusters Score: Raw -176145.888002 + Penalty 459.520024 = -175686.367978 nChanged 21 SP:Iteration 56Q (723.532094 sec): 3 clusters Score: Raw -176150.838561 + Penalty 459.520024 = -175691.318537 nChanged 22 SP:Iteration 57Q (723.569570 sec): 3 clusters Score: Raw -176155.370360 + Penalty 459.520024 = -175695.850336 nChanged 19 SP:Iteration 58Q (723.609093 sec): 3 clusters Score: Raw -176159.392256 + Penalty 459.520024 = -175699.872232 nChanged 24 SP:Iteration 59Q (723.643367 sec): 3 clusters Score: Raw -176163.393227 + Penalty 459.520024 = -175703.873203 nChanged 21 SP:Iteration 60F (723.677706 sec): 3 clusters Score: Raw -176166.667609 + Penalty 459.520024 = -175707.147585 nChanged 25 SP:Iteration 61Q (723.712015 sec): 3 clusters Score: Raw -176170.341088 + Penalty 459.520024 = -175710.821064 nChanged 20 SP:Iteration 62Q (723.745676 sec): 3 clusters Score: Raw -176173.592921 + Penalty 459.520024 = -175714.072897 nChanged 20 SP:Iteration 63Q (723.780025 sec): 3 clusters Score: Raw -176178.625281 + Penalty 459.520024 = -175719.105257 nChanged 28 SP:Iteration 64Q (723.814532 sec): 3 clusters Score: Raw -176187.739389 + Penalty 459.520024 = -175728.219365 nChanged 25 SP:Iteration 65Q (723.842135 sec): 3 clusters Score: Raw -176194.919805 + Penalty 459.520024 = -175735.399781 nChanged 22 SP:Iteration 66Q (723.876384 sec): 3 clusters Score: Raw -176202.787115 + Penalty 459.520024 = -175743.267091 nChanged 32 SP:Iteration 67Q (723.910959 sec): 3 clusters Score: Raw -176210.517604 + Penalty 459.520024 = -175750.997580 nChanged 26 SP:Iteration 68Q (723.951802 sec): 3 clusters Score: Raw -176218.986580 + Penalty 459.520024 = -175759.466556 nChanged 32 SP:Iteration 69Q (723.990667 sec): 3 clusters Score: Raw -176232.862097 + Penalty 459.520024 = -175773.342072 nChanged 40 SP:Iteration 70Q (724.026727 sec): 3 clusters Score: Raw -176253.936209 + Penalty 459.520024 = -175794.416185 nChanged 45 SP:Iteration 71Q (724.070444 sec): 3 clusters Score: Raw -176279.192975 + Penalty 459.520024 = -175819.672951 nChanged 40 SP:Iteration 72Q (724.122059 sec): 3 clusters Score: Raw -176300.968788 + Penalty 459.520024 = -175841.448764 nChanged 52 SP:Iteration 73Q (724.173400 sec): 3 clusters Score: Raw -176322.705750 + Penalty 459.520024 = -175863.185726 nChanged 40 SP:Iteration 74Q (724.222407 sec): 3 clusters Score: Raw -176336.660399 + Penalty 459.520024 = -175877.140374 nChanged 28 SP:Iteration 75Q (724.278145 sec): 3 clusters Score: Raw -176343.093081 + Penalty 459.520024 = -175883.573057 nChanged 22 SP:Iteration 76Q (724.302786 sec): 3 clusters Score: Raw -176347.899405 + Penalty 459.520024 = -175888.379381 nChanged 19 SP:Iteration 77Q (724.346492 sec): 3 clusters Score: Raw -176350.764494 + Penalty 459.520024 = -175891.244470 nChanged 14 SP:Iteration 78Q (724.396608 sec): 3 clusters Score: Raw -176353.234464 + Penalty 459.520024 = -175893.714440 nChanged 9 SP:Iteration 79Q (724.446564 sec): 3 clusters Score: Raw -176354.360454 + Penalty 459.520024 = -175894.840430 nChanged 7 SP:Iteration 80F (724.502128 sec): 3 clusters Score: Raw -176354.926289 + Penalty 459.520024 = -175895.406265 nChanged 5 SP:Iteration 81Q (724.536055 sec): 3 clusters Score: Raw -176355.143462 + Penalty 459.520024 = -175895.623438 nChanged 5 SP:Iteration 82Q (724.579742 sec): 3 clusters Score: Raw -176355.464958 + Penalty 459.520024 = -175895.944934 nChanged 1 SP:Iteration 83Q (724.619091 sec): 3 clusters Score: Raw -176355.610766 + Penalty 459.520024 = -175896.090742 nChanged 2 SP:Iteration 84Q (724.666638 sec): 3 clusters Score: Raw -176355.737062 + Penalty 459.520024 = -175896.217038 nChanged 1 SP:Iteration 85Q (724.698259 sec): 3 clusters Score: Raw -176355.794668 + Penalty 459.520024 = -175896.274644 nChanged 1 SP:Iteration 86Q (724.747579 sec): 3 clusters Score: Raw -176355.866168 + Penalty 459.520024 = -175896.346144 nChanged 2 SP:Iteration 87Q (724.782074 sec): 3 clusters Score: Raw -176356.181021 + Penalty 459.520024 = -175896.660996 nChanged 2 SP:Iteration 88Q (724.812802 sec): 3 clusters Score: Raw -176356.318923 + Penalty 459.520024 = -175896.798899 nChanged 1 SP:Iteration 89Q (724.845237 sec): 3 clusters Score: Raw -176356.368058 + Penalty 459.520024 = -175896.848034 nChanged 0 SP:Iteration 90F (724.879561 sec): 3 clusters Score: Raw -176356.368058 + Penalty 459.520024 = -175896.848034 nChanged 0 Trying to split cluster 12 (33300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (724.912947 sec): 2 clusters Score: Raw -1343768.136832 + Penalty 286.366099 = -1343481.770733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (724.986519 sec): 3 clusters Score: Raw -1321795.079720 + Penalty 572.732197 = -1321222.347523 nChanged 16101 SP:Iteration 1F (725.044072 sec): 3 clusters Score: Raw -1331904.277371 + Penalty 572.732197 = -1331331.545174 nChanged 2332 SP:Iteration 2F (725.109570 sec): 3 clusters Score: Raw -1333273.565376 + Penalty 572.732197 = -1332700.833179 nChanged 2661 SP:Iteration 3F (725.182448 sec): 3 clusters Score: Raw -1335237.651261 + Penalty 572.732197 = -1334664.919064 nChanged 2591 SP:Iteration 4F (725.243211 sec): 3 clusters Score: Raw -1337495.519810 + Penalty 572.732197 = -1336922.787613 nChanged 2259 SP:Iteration 5F (725.297492 sec): 3 clusters Score: Raw -1339666.821704 + Penalty 572.732197 = -1339094.089507 nChanged 1625 SP:Iteration 6Q (725.367121 sec): 3 clusters Score: Raw -1341296.878649 + Penalty 572.732197 = -1340724.146452 nChanged 1054 SP:Iteration 7Q (725.419707 sec): 3 clusters Score: Raw -1342240.190173 + Penalty 572.732197 = -1341667.457976 nChanged 638 SP:Iteration 8Q (725.484408 sec): 3 clusters Score: Raw -1342728.387497 + Penalty 572.732197 = -1342155.655300 nChanged 463 SP:Iteration 9Q (725.534745 sec): 3 clusters Score: Raw -1343034.633667 + Penalty 572.732197 = -1342461.901470 nChanged 372 SP:Iteration 10Q (725.600934 sec): 3 clusters Score: Raw -1343268.175363 + Penalty 572.732197 = -1342695.443166 nChanged 312 SP:Iteration 11Q (725.663251 sec): 3 clusters Score: Raw -1343449.635616 + Penalty 572.732197 = -1342876.903418 nChanged 230 SP:Iteration 12Q (725.730855 sec): 3 clusters Score: Raw -1343579.311814 + Penalty 572.732197 = -1343006.579617 nChanged 170 SP:Iteration 13Q (725.800059 sec): 3 clusters Score: Raw -1343675.627629 + Penalty 572.732197 = -1343102.895432 nChanged 137 SP:Iteration 14Q (725.875371 sec): 3 clusters Score: Raw -1343753.645604 + Penalty 572.732197 = -1343180.913407 nChanged 105 SP:Iteration 15Q (725.936466 sec): 3 clusters Score: Raw -1343810.252282 + Penalty 572.732197 = -1343237.520085 nChanged 67 SP:Iteration 16Q (726.000278 sec): 3 clusters Score: Raw -1343846.198584 + Penalty 572.732197 = -1343273.466387 nChanged 58 SP:Iteration 17Q (726.073269 sec): 3 clusters Score: Raw -1343883.648606 + Penalty 572.732197 = -1343310.916408 nChanged 43 SP:Iteration 18Q (726.121939 sec): 3 clusters Score: Raw -1343910.665976 + Penalty 572.732197 = -1343337.933779 nChanged 27 SP:Iteration 19Q (726.178897 sec): 3 clusters Score: Raw -1343925.215606 + Penalty 572.732197 = -1343352.483409 nChanged 15 SP:Iteration 20F (726.242399 sec): 3 clusters Score: Raw -1343936.176180 + Penalty 572.732197 = -1343363.443983 nChanged 18 SP:Iteration 21Q (726.302065 sec): 3 clusters Score: Raw -1343949.759079 + Penalty 572.732197 = -1343377.026882 nChanged 18 SP:Iteration 22Q (726.363531 sec): 3 clusters Score: Raw -1343961.945764 + Penalty 572.732197 = -1343389.213566 nChanged 13 SP:Iteration 23Q (726.410394 sec): 3 clusters Score: Raw -1343967.399796 + Penalty 572.732197 = -1343394.667599 nChanged 11 SP:Iteration 24Q (726.477565 sec): 3 clusters Score: Raw -1343971.871977 + Penalty 572.732197 = -1343399.139780 nChanged 4 SP:Iteration 25Q (726.545287 sec): 3 clusters Score: Raw -1343973.893191 + Penalty 572.732197 = -1343401.160994 nChanged 7 SP:Iteration 26Q (726.609123 sec): 3 clusters Score: Raw -1343976.216739 + Penalty 572.732197 = -1343403.484542 nChanged 8 SP:Iteration 27Q (726.673352 sec): 3 clusters Score: Raw -1343977.670644 + Penalty 572.732197 = -1343404.938447 nChanged 5 SP:Iteration 28Q (726.733246 sec): 3 clusters Score: Raw -1343979.305673 + Penalty 572.732197 = -1343406.573475 nChanged 5 SP:Iteration 29Q (726.797458 sec): 3 clusters Score: Raw -1343981.325800 + Penalty 572.732197 = -1343408.593602 nChanged 2 SP:Iteration 30Q (726.857145 sec): 3 clusters Score: Raw -1343981.955141 + Penalty 572.732197 = -1343409.222944 nChanged 3 SP:Iteration 31Q (726.905533 sec): 3 clusters Score: Raw -1343982.561798 + Penalty 572.732197 = -1343409.829600 nChanged 2 SP:Iteration 32Q (726.961191 sec): 3 clusters Score: Raw -1343983.543054 + Penalty 572.732197 = -1343410.810857 nChanged 3 SP:Iteration 33Q (727.026634 sec): 3 clusters Score: Raw -1343984.311188 + Penalty 572.732197 = -1343411.578990 nChanged 3 SP:Iteration 34Q (727.085843 sec): 3 clusters Score: Raw -1343984.795566 + Penalty 572.732197 = -1343412.063369 nChanged 2 SP:Iteration 35Q (727.140671 sec): 3 clusters Score: Raw -1343985.149489 + Penalty 572.732197 = -1343412.417292 nChanged 1 SP:Iteration 36Q (727.216409 sec): 3 clusters Score: Raw -1343985.251950 + Penalty 572.732197 = -1343412.519753 nChanged 1 SP:Iteration 37Q (727.269408 sec): 3 clusters Score: Raw -1343985.359325 + Penalty 572.732197 = -1343412.627128 nChanged 0 SP:Iteration 38F (727.330935 sec): 3 clusters Score: Raw -1343985.359325 + Penalty 572.732197 = -1343412.627128 nChanged 0 Trying to split cluster 13 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (727.354162 sec): 2 clusters Score: Raw -9664.255607 + Penalty 158.800168 = -9505.455440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (727.384611 sec): 3 clusters Score: Raw -9553.718375 + Penalty 317.600335 = -9236.118040 nChanged 98 SP:Iteration 1F (727.414291 sec): 3 clusters Score: Raw -9633.763184 + Penalty 317.600335 = -9316.162849 nChanged 24 SP:Iteration 2F (727.445160 sec): 3 clusters Score: Raw -9654.898584 + Penalty 317.600335 = -9337.298249 nChanged 14 SP:Iteration 3Q (727.478774 sec): 3 clusters Score: Raw -9668.498761 + Penalty 317.600335 = -9350.898426 nChanged 9 SP:Iteration 4Q (727.517086 sec): 3 clusters Score: Raw -9673.299724 + Penalty 317.600335 = -9355.699389 nChanged 4 SP:Iteration 5Q (727.552842 sec): 3 clusters Score: Raw -9674.050296 + Penalty 317.600335 = -9356.449961 nChanged 1 SP:Iteration 6Q (727.589584 sec): 3 clusters Score: Raw -9674.801980 + Penalty 317.600335 = -9357.201645 nChanged 0 SP:Iteration 7F (727.632556 sec): 3 clusters Score: Raw -9674.801980 + Penalty 317.600335 = -9357.201645 nChanged 0 Trying to split cluster 14 (16577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (727.664946 sec): 2 clusters Score: Raw -646739.909296 + Penalty 267.183715 = -646472.725581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (727.707867 sec): 3 clusters Score: Raw -635813.503994 + Penalty 534.367431 = -635279.136563 nChanged 8034 SP:Iteration 1F (727.762703 sec): 3 clusters Score: Raw -640764.428099 + Penalty 534.367431 = -640230.060668 nChanged 937 SP:Iteration 2F (727.805637 sec): 3 clusters Score: Raw -641247.795416 + Penalty 534.367431 = -640713.427985 nChanged 905 SP:Iteration 3F (727.851727 sec): 3 clusters Score: Raw -641813.533019 + Penalty 534.367431 = -641279.165588 nChanged 953 SP:Iteration 4F (727.907249 sec): 3 clusters Score: Raw -642518.185311 + Penalty 534.367431 = -641983.817880 nChanged 904 SP:Iteration 5F (727.942595 sec): 3 clusters Score: Raw -643245.479697 + Penalty 534.367431 = -642711.112266 nChanged 838 SP:Iteration 6F (728.001330 sec): 3 clusters Score: Raw -643788.994967 + Penalty 534.367431 = -643254.627536 nChanged 564 SP:Iteration 7Q (728.051522 sec): 3 clusters Score: Raw -644037.596037 + Penalty 534.367431 = -643503.228606 nChanged 378 SP:Iteration 8Q (728.100929 sec): 3 clusters Score: Raw -644173.352984 + Penalty 534.367431 = -643638.985553 nChanged 324 SP:Iteration 9Q (728.149279 sec): 3 clusters Score: Raw -644289.841284 + Penalty 534.367431 = -643755.473853 nChanged 315 SP:Iteration 10Q (728.206879 sec): 3 clusters Score: Raw -644401.666164 + Penalty 534.367431 = -643867.298733 nChanged 335 SP:Iteration 11Q (728.255942 sec): 3 clusters Score: Raw -644526.014879 + Penalty 534.367431 = -643991.647448 nChanged 346 SP:Iteration 12Q (728.297380 sec): 3 clusters Score: Raw -644665.755365 + Penalty 534.367431 = -644131.387934 nChanged 355 SP:Iteration 13Q (728.350210 sec): 3 clusters Score: Raw -644835.271069 + Penalty 534.367431 = -644300.903639 nChanged 390 SP:Iteration 14Q (728.402585 sec): 3 clusters Score: Raw -645036.898477 + Penalty 534.367431 = -644502.531046 nChanged 392 SP:Iteration 15Q (728.447948 sec): 3 clusters Score: Raw -645249.635522 + Penalty 534.367431 = -644715.268091 nChanged 374 SP:Iteration 16Q (728.495501 sec): 3 clusters Score: Raw -645454.319814 + Penalty 534.367431 = -644919.952383 nChanged 346 SP:Iteration 17Q (728.551550 sec): 3 clusters Score: Raw -645640.138715 + Penalty 534.367431 = -645105.771284 nChanged 310 SP:Iteration 18Q (728.602603 sec): 3 clusters Score: Raw -645806.776130 + Penalty 534.367431 = -645272.408699 nChanged 285 SP:Iteration 19Q (728.639870 sec): 3 clusters Score: Raw -645970.846069 + Penalty 534.367431 = -645436.478638 nChanged 264 SP:Iteration 20F (728.696158 sec): 3 clusters Score: Raw -646135.288516 + Penalty 534.367431 = -645600.921085 nChanged 222 SP:Iteration 21Q (728.737898 sec): 3 clusters Score: Raw -646283.896388 + Penalty 534.367431 = -645749.528957 nChanged 170 SP:Iteration 22Q (728.786967 sec): 3 clusters Score: Raw -646396.688305 + Penalty 534.367431 = -645862.320874 nChanged 143 SP:Iteration 23Q (728.845938 sec): 3 clusters Score: Raw -646491.893208 + Penalty 534.367431 = -645957.525777 nChanged 121 SP:Iteration 24Q (728.906459 sec): 3 clusters Score: Raw -646567.532447 + Penalty 534.367431 = -646033.165016 nChanged 104 SP:Iteration 25Q (728.966530 sec): 3 clusters Score: Raw -646637.326130 + Penalty 534.367431 = -646102.958699 nChanged 74 SP:Iteration 26Q (729.006093 sec): 3 clusters Score: Raw -646679.834886 + Penalty 534.367431 = -646145.467455 nChanged 49 SP:Iteration 27Q (729.050361 sec): 3 clusters Score: Raw -646711.098685 + Penalty 534.367431 = -646176.731254 nChanged 26 SP:Iteration 28Q (729.103197 sec): 3 clusters Score: Raw -646729.795998 + Penalty 534.367431 = -646195.428567 nChanged 23 SP:Iteration 29Q (729.141632 sec): 3 clusters Score: Raw -646742.797368 + Penalty 534.367431 = -646208.429937 nChanged 18 SP:Iteration 30Q (729.192026 sec): 3 clusters Score: Raw -646752.485448 + Penalty 534.367431 = -646218.118017 nChanged 11 SP:Iteration 31Q (729.245978 sec): 3 clusters Score: Raw -646759.441738 + Penalty 534.367431 = -646225.074307 nChanged 10 SP:Iteration 32Q (729.303614 sec): 3 clusters Score: Raw -646764.707324 + Penalty 534.367431 = -646230.339893 nChanged 9 SP:Iteration 33Q (729.354546 sec): 3 clusters Score: Raw -646772.975070 + Penalty 534.367431 = -646238.607639 nChanged 6 SP:Iteration 34Q (729.393146 sec): 3 clusters Score: Raw -646777.498355 + Penalty 534.367431 = -646243.130924 nChanged 3 SP:Iteration 35Q (729.449135 sec): 3 clusters Score: Raw -646780.568908 + Penalty 534.367431 = -646246.201477 nChanged 2 SP:Iteration 36Q (729.507369 sec): 3 clusters Score: Raw -646782.008674 + Penalty 534.367431 = -646247.641243 nChanged 2 SP:Iteration 37Q (729.567192 sec): 3 clusters Score: Raw -646782.930121 + Penalty 534.367431 = -646248.562690 nChanged 3 SP:Iteration 38Q (729.612668 sec): 3 clusters Score: Raw -646783.938435 + Penalty 534.367431 = -646249.571004 nChanged 2 SP:Iteration 39Q (729.664238 sec): 3 clusters Score: Raw -646784.871166 + Penalty 534.367431 = -646250.503735 nChanged 1 SP:Iteration 40F (729.725663 sec): 3 clusters Score: Raw -646785.091751 + Penalty 534.367431 = -646250.724320 nChanged 1 SP:Iteration 41Q (729.770838 sec): 3 clusters Score: Raw -646785.447125 + Penalty 534.367431 = -646251.079694 nChanged 1 SP:Iteration 42Q (729.824518 sec): 3 clusters Score: Raw -646786.496776 + Penalty 534.367431 = -646252.129345 nChanged 1 SP:Iteration 43Q (729.889964 sec): 3 clusters Score: Raw -646786.816273 + Penalty 534.367431 = -646252.448842 nChanged 0 SP:Iteration 44F (729.930795 sec): 3 clusters Score: Raw -646786.816273 + Penalty 534.367431 = -646252.448842 nChanged 0 Trying to split cluster 15 (2312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (729.953031 sec): 2 clusters Score: Raw -90248.478944 + Penalty 213.011376 = -90035.467568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (729.986150 sec): 3 clusters Score: Raw -88875.832011 + Penalty 426.022753 = -88449.809259 nChanged 1068 SP:Iteration 1F (730.026270 sec): 3 clusters Score: Raw -89539.342031 + Penalty 426.022753 = -89113.319279 nChanged 157 SP:Iteration 2F (730.066147 sec): 3 clusters Score: Raw -89639.023253 + Penalty 426.022753 = -89213.000500 nChanged 159 SP:Iteration 3F (730.100012 sec): 3 clusters Score: Raw -89728.140736 + Penalty 426.022753 = -89302.117984 nChanged 128 SP:Iteration 4F (730.133137 sec): 3 clusters Score: Raw -89802.768062 + Penalty 426.022753 = -89376.745310 nChanged 111 SP:Iteration 5Q (730.166322 sec): 3 clusters Score: Raw -89874.931568 + Penalty 426.022753 = -89448.908815 nChanged 106 SP:Iteration 6Q (730.198072 sec): 3 clusters Score: Raw -89948.381289 + Penalty 426.022753 = -89522.358537 nChanged 91 SP:Iteration 7Q (730.233872 sec): 3 clusters Score: Raw -90032.610767 + Penalty 426.022753 = -89606.588014 nChanged 100 SP:Iteration 8Q (730.274107 sec): 3 clusters Score: Raw -90126.014547 + Penalty 426.022753 = -89699.991795 nChanged 84 SP:Iteration 9Q (730.316912 sec): 3 clusters Score: Raw -90209.117164 + Penalty 426.022753 = -89783.094411 nChanged 65 SP:Iteration 10Q (730.350271 sec): 3 clusters Score: Raw -90260.493097 + Penalty 426.022753 = -89834.470344 nChanged 53 SP:Iteration 11Q (730.398068 sec): 3 clusters Score: Raw -90294.510701 + Penalty 426.022753 = -89868.487948 nChanged 36 SP:Iteration 12Q (730.440227 sec): 3 clusters Score: Raw -90311.628955 + Penalty 426.022753 = -89885.606202 nChanged 16 SP:Iteration 13Q (730.471732 sec): 3 clusters Score: Raw -90317.982407 + Penalty 426.022753 = -89891.959654 nChanged 16 SP:Iteration 14Q (730.504051 sec): 3 clusters Score: Raw -90323.842304 + Penalty 426.022753 = -89897.819552 nChanged 14 SP:Iteration 15Q (730.541579 sec): 3 clusters Score: Raw -90326.847563 + Penalty 426.022753 = -89900.824811 nChanged 12 SP:Iteration 16Q (730.582359 sec): 3 clusters Score: Raw -90328.579002 + Penalty 426.022753 = -89902.556250 nChanged 9 SP:Iteration 17Q (730.616427 sec): 3 clusters Score: Raw -90330.630347 + Penalty 426.022753 = -89904.607594 nChanged 9 SP:Iteration 18Q (730.648306 sec): 3 clusters Score: Raw -90332.163177 + Penalty 426.022753 = -89906.140425 nChanged 5 SP:Iteration 19Q (730.689026 sec): 3 clusters Score: Raw -90333.464527 + Penalty 426.022753 = -89907.441774 nChanged 2 SP:Iteration 20F (730.726443 sec): 3 clusters Score: Raw -90333.611993 + Penalty 426.022753 = -89907.589240 nChanged 1 SP:Iteration 21Q (730.759778 sec): 3 clusters Score: Raw -90333.723186 + Penalty 426.022753 = -89907.700434 nChanged 2 SP:Iteration 22Q (730.789658 sec): 3 clusters Score: Raw -90333.887272 + Penalty 426.022753 = -89907.864519 nChanged 1 SP:Iteration 23Q (730.821656 sec): 3 clusters Score: Raw -90333.972651 + Penalty 426.022753 = -89907.949899 nChanged 3 SP:Iteration 24Q (730.859124 sec): 3 clusters Score: Raw -90334.454035 + Penalty 426.022753 = -89908.431282 nChanged 3 SP:Iteration 25Q (730.890378 sec): 3 clusters Score: Raw -90334.846570 + Penalty 426.022753 = -89908.823817 nChanged 3 SP:Iteration 26Q (730.924323 sec): 3 clusters Score: Raw -90335.016116 + Penalty 426.022753 = -89908.993363 nChanged 1 SP:Iteration 27Q (730.970970 sec): 3 clusters Score: Raw -90335.039578 + Penalty 426.022753 = -89909.016825 nChanged 0 SP:Iteration 28F (731.003036 sec): 3 clusters Score: Raw -90335.039578 + Penalty 426.022753 = -89909.016825 nChanged 0 Trying to split cluster 16 (5197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (731.026800 sec): 2 clusters Score: Raw -209954.973918 + Penalty 235.285512 = -209719.688406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (731.063590 sec): 3 clusters Score: Raw -206750.422520 + Penalty 470.571025 = -206279.851495 nChanged 2416 SP:Iteration 1F (731.099647 sec): 3 clusters Score: Raw -208144.650869 + Penalty 470.571025 = -207674.079844 nChanged 387 SP:Iteration 2F (731.137084 sec): 3 clusters Score: Raw -208412.334339 + Penalty 470.571025 = -207941.763314 nChanged 383 SP:Iteration 3F (731.185573 sec): 3 clusters Score: Raw -208710.196003 + Penalty 470.571025 = -208239.624978 nChanged 353 SP:Iteration 4F (731.217268 sec): 3 clusters Score: Raw -208998.018096 + Penalty 470.571025 = -208527.447071 nChanged 280 SP:Iteration 5F (731.265596 sec): 3 clusters Score: Raw -209225.478781 + Penalty 470.571025 = -208754.907757 nChanged 231 SP:Iteration 6Q (731.317398 sec): 3 clusters Score: Raw -209435.220745 + Penalty 470.571025 = -208964.649720 nChanged 164 SP:Iteration 7Q (731.368874 sec): 3 clusters Score: Raw -209570.187321 + Penalty 470.571025 = -209099.616296 nChanged 118 SP:Iteration 8Q (731.421328 sec): 3 clusters Score: Raw -209643.029773 + Penalty 470.571025 = -209172.458748 nChanged 81 SP:Iteration 9Q (731.473248 sec): 3 clusters Score: Raw -209679.412325 + Penalty 470.571025 = -209208.841300 nChanged 63 SP:Iteration 10Q (731.526437 sec): 3 clusters Score: Raw -209701.902119 + Penalty 470.571025 = -209231.331094 nChanged 49 SP:Iteration 11Q (731.568790 sec): 3 clusters Score: Raw -209725.078874 + Penalty 470.571025 = -209254.507849 nChanged 50 SP:Iteration 12Q (731.623622 sec): 3 clusters Score: Raw -209745.675834 + Penalty 470.571025 = -209275.104809 nChanged 48 SP:Iteration 13Q (731.660053 sec): 3 clusters Score: Raw -209764.833995 + Penalty 470.571025 = -209294.262970 nChanged 39 SP:Iteration 14Q (731.695709 sec): 3 clusters Score: Raw -209782.548198 + Penalty 470.571025 = -209311.977173 nChanged 40 SP:Iteration 15Q (731.731710 sec): 3 clusters Score: Raw -209796.632567 + Penalty 470.571025 = -209326.061543 nChanged 34 SP:Iteration 16Q (731.766682 sec): 3 clusters Score: Raw -209808.844455 + Penalty 470.571025 = -209338.273430 nChanged 27 SP:Iteration 17Q (731.805118 sec): 3 clusters Score: Raw -209820.810104 + Penalty 470.571025 = -209350.239079 nChanged 27 SP:Iteration 18Q (731.844379 sec): 3 clusters Score: Raw -209836.438594 + Penalty 470.571025 = -209365.867569 nChanged 37 SP:Iteration 19Q (731.886707 sec): 3 clusters Score: Raw -209855.268574 + Penalty 470.571025 = -209384.697549 nChanged 39 SP:Iteration 20F (731.925669 sec): 3 clusters Score: Raw -209879.467940 + Penalty 470.571025 = -209408.896915 nChanged 49 SP:Iteration 21Q (731.961162 sec): 3 clusters Score: Raw -209914.970319 + Penalty 470.571025 = -209444.399294 nChanged 36 SP:Iteration 22Q (732.000107 sec): 3 clusters Score: Raw -209946.720152 + Penalty 470.571025 = -209476.149127 nChanged 29 SP:Iteration 23Q (732.036090 sec): 3 clusters Score: Raw -209971.556230 + Penalty 470.571025 = -209500.985205 nChanged 18 SP:Iteration 24Q (732.078697 sec): 3 clusters Score: Raw -209989.681664 + Penalty 470.571025 = -209519.110639 nChanged 14 SP:Iteration 25Q (732.130349 sec): 3 clusters Score: Raw -210001.770773 + Penalty 470.571025 = -209531.199749 nChanged 12 SP:Iteration 26Q (732.182236 sec): 3 clusters Score: Raw -210010.254129 + Penalty 470.571025 = -209539.683104 nChanged 10 SP:Iteration 27Q (732.233065 sec): 3 clusters Score: Raw -210016.097083 + Penalty 470.571025 = -209545.526058 nChanged 10 SP:Iteration 28Q (732.280653 sec): 3 clusters Score: Raw -210022.144270 + Penalty 470.571025 = -209551.573245 nChanged 10 SP:Iteration 29Q (732.324130 sec): 3 clusters Score: Raw -210030.635869 + Penalty 470.571025 = -209560.064844 nChanged 9 SP:Iteration 30Q (732.375644 sec): 3 clusters Score: Raw -210039.927595 + Penalty 470.571025 = -209569.356571 nChanged 12 SP:Iteration 31Q (732.426761 sec): 3 clusters Score: Raw -210049.611953 + Penalty 470.571025 = -209579.040928 nChanged 12 SP:Iteration 32Q (732.472600 sec): 3 clusters Score: Raw -210055.427404 + Penalty 470.571025 = -209584.856379 nChanged 10 SP:Iteration 33Q (732.509999 sec): 3 clusters Score: Raw -210066.293576 + Penalty 470.571025 = -209595.722551 nChanged 10 SP:Iteration 34Q (732.545120 sec): 3 clusters Score: Raw -210074.013896 + Penalty 470.571025 = -209603.442871 nChanged 2 SP:Iteration 35Q (732.579787 sec): 3 clusters Score: Raw -210074.845257 + Penalty 470.571025 = -209604.274232 nChanged 0 SP:Iteration 36F (732.616128 sec): 3 clusters Score: Raw -210074.845257 + Penalty 470.571025 = -209604.274232 nChanged 0 Trying to split cluster 17 (3477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (732.642320 sec): 2 clusters Score: Raw -133828.515824 + Penalty 224.232941 = -133604.282883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (732.673218 sec): 3 clusters Score: Raw -131674.829121 + Penalty 448.465882 = -131226.363239 nChanged 1593 SP:Iteration 1F (732.714660 sec): 3 clusters Score: Raw -132733.929065 + Penalty 448.465882 = -132285.463183 nChanged 233 SP:Iteration 2F (732.748135 sec): 3 clusters Score: Raw -132857.526521 + Penalty 448.465882 = -132409.060639 nChanged 191 SP:Iteration 3F (732.781669 sec): 3 clusters Score: Raw -132949.277687 + Penalty 448.465882 = -132500.811805 nChanged 172 SP:Iteration 4Q (732.813698 sec): 3 clusters Score: Raw -133036.933352 + Penalty 448.465882 = -132588.467469 nChanged 142 SP:Iteration 5Q (732.846619 sec): 3 clusters Score: Raw -133127.646432 + Penalty 448.465882 = -132679.180550 nChanged 129 SP:Iteration 6Q (732.880283 sec): 3 clusters Score: Raw -133223.079247 + Penalty 448.465882 = -132774.613365 nChanged 132 SP:Iteration 7Q (732.921940 sec): 3 clusters Score: Raw -133332.123417 + Penalty 448.465882 = -132883.657535 nChanged 125 SP:Iteration 8Q (732.950648 sec): 3 clusters Score: Raw -133413.649887 + Penalty 448.465882 = -132965.184005 nChanged 86 SP:Iteration 9Q (732.984882 sec): 3 clusters Score: Raw -133459.201026 + Penalty 448.465882 = -133010.735143 nChanged 60 SP:Iteration 10Q (733.023667 sec): 3 clusters Score: Raw -133480.487704 + Penalty 448.465882 = -133032.021822 nChanged 54 SP:Iteration 11Q (733.067976 sec): 3 clusters Score: Raw -133500.017082 + Penalty 448.465882 = -133051.551200 nChanged 55 SP:Iteration 12Q (733.121763 sec): 3 clusters Score: Raw -133521.508347 + Penalty 448.465882 = -133073.042465 nChanged 59 SP:Iteration 13Q (733.149895 sec): 3 clusters Score: Raw -133543.151999 + Penalty 448.465882 = -133094.686116 nChanged 55 SP:Iteration 14Q (733.200758 sec): 3 clusters Score: Raw -133567.535583 + Penalty 448.465882 = -133119.069700 nChanged 60 SP:Iteration 15Q (733.244029 sec): 3 clusters Score: Raw -133601.162207 + Penalty 448.465882 = -133152.696324 nChanged 55 SP:Iteration 16Q (733.287245 sec): 3 clusters Score: Raw -133631.647457 + Penalty 448.465882 = -133183.181575 nChanged 49 SP:Iteration 17Q (733.335173 sec): 3 clusters Score: Raw -133659.886940 + Penalty 448.465882 = -133211.421058 nChanged 49 SP:Iteration 18Q (733.379252 sec): 3 clusters Score: Raw -133686.814844 + Penalty 448.465882 = -133238.348962 nChanged 41 SP:Iteration 19Q (733.423214 sec): 3 clusters Score: Raw -133712.637227 + Penalty 448.465882 = -133264.171345 nChanged 42 SP:Iteration 20F (733.467211 sec): 3 clusters Score: Raw -133739.621289 + Penalty 448.465882 = -133291.155406 nChanged 30 SP:Iteration 21Q (733.509340 sec): 3 clusters Score: Raw -133758.462434 + Penalty 448.465882 = -133309.996552 nChanged 36 SP:Iteration 22Q (733.552428 sec): 3 clusters Score: Raw -133788.018815 + Penalty 448.465882 = -133339.552932 nChanged 28 SP:Iteration 23Q (733.597217 sec): 3 clusters Score: Raw -133805.510255 + Penalty 448.465882 = -133357.044372 nChanged 18 SP:Iteration 24Q (733.643323 sec): 3 clusters Score: Raw -133813.481452 + Penalty 448.465882 = -133365.015570 nChanged 9 SP:Iteration 25Q (733.674013 sec): 3 clusters Score: Raw -133816.472764 + Penalty 448.465882 = -133368.006882 nChanged 13 SP:Iteration 26Q (733.717127 sec): 3 clusters Score: Raw -133823.426998 + Penalty 448.465882 = -133374.961116 nChanged 12 SP:Iteration 27Q (733.753423 sec): 3 clusters Score: Raw -133830.886382 + Penalty 448.465882 = -133382.420499 nChanged 12 SP:Iteration 28Q (733.786551 sec): 3 clusters Score: Raw -133835.637399 + Penalty 448.465882 = -133387.171517 nChanged 11 SP:Iteration 29Q (733.819387 sec): 3 clusters Score: Raw -133842.118671 + Penalty 448.465882 = -133393.652789 nChanged 9 SP:Iteration 30Q (733.851377 sec): 3 clusters Score: Raw -133846.654400 + Penalty 448.465882 = -133398.188517 nChanged 2 SP:Iteration 31Q (733.884515 sec): 3 clusters Score: Raw -133847.761128 + Penalty 448.465882 = -133399.295245 nChanged 3 SP:Iteration 32Q (733.918290 sec): 3 clusters Score: Raw -133848.983620 + Penalty 448.465882 = -133400.517738 nChanged 1 SP:Iteration 33Q (733.948625 sec): 3 clusters Score: Raw -133849.752832 + Penalty 448.465882 = -133401.286950 nChanged 2 SP:Iteration 34Q (733.984789 sec): 3 clusters Score: Raw -133851.341723 + Penalty 448.465882 = -133402.875841 nChanged 2 SP:Iteration 35Q (734.027488 sec): 3 clusters Score: Raw -133852.970229 + Penalty 448.465882 = -133404.504347 nChanged 1 SP:Iteration 36Q (734.080137 sec): 3 clusters Score: Raw -133854.047427 + Penalty 448.465882 = -133405.581545 nChanged 1 SP:Iteration 37Q (734.120919 sec): 3 clusters Score: Raw -133854.985610 + Penalty 448.465882 = -133406.519728 nChanged 2 SP:Iteration 38Q (734.157998 sec): 3 clusters Score: Raw -133857.332594 + Penalty 448.465882 = -133408.866712 nChanged 1 SP:Iteration 39Q (734.201248 sec): 3 clusters Score: Raw -133858.505263 + Penalty 448.465882 = -133410.039380 nChanged 0 SP:Iteration 40F (734.252354 sec): 3 clusters Score: Raw -133858.505263 + Penalty 448.465882 = -133410.039380 nChanged 0 Trying to split cluster 18 (90299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (734.337826 sec): 2 clusters Score: Raw -3604084.571495 + Penalty 313.799246 = -3603770.772249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (734.443012 sec): 3 clusters Score: Raw -3543267.392127 + Penalty 627.598492 = -3542639.793635 nChanged 44424 SP:Iteration 1F (734.539365 sec): 3 clusters Score: Raw -3575561.024392 + Penalty 627.598492 = -3574933.425900 nChanged 6507 SP:Iteration 2F (734.637990 sec): 3 clusters Score: Raw -3579169.960244 + Penalty 627.598492 = -3578542.361752 nChanged 6131 SP:Iteration 3F (734.743058 sec): 3 clusters Score: Raw -3582979.267544 + Penalty 627.598492 = -3582351.669052 nChanged 5794 SP:Iteration 4F (734.844918 sec): 3 clusters Score: Raw -3587168.486338 + Penalty 627.598492 = -3586540.887846 nChanged 5639 SP:Iteration 5F (734.942874 sec): 3 clusters Score: Raw -3591904.360566 + Penalty 627.598492 = -3591276.762075 nChanged 5185 SP:Iteration 6F (735.039779 sec): 3 clusters Score: Raw -3596706.699106 + Penalty 627.598492 = -3596079.100614 nChanged 3949 SP:Iteration 7Q (735.150948 sec): 3 clusters Score: Raw -3600473.769218 + Penalty 627.598492 = -3599846.170726 nChanged 2315 SP:Iteration 8Q (735.259659 sec): 3 clusters Score: Raw -3602643.502133 + Penalty 627.598492 = -3602015.903642 nChanged 1077 SP:Iteration 9Q (735.361626 sec): 3 clusters Score: Raw -3603579.773028 + Penalty 627.598492 = -3602952.174537 nChanged 411 SP:Iteration 10Q (735.460579 sec): 3 clusters Score: Raw -3603902.851382 + Penalty 627.598492 = -3603275.252891 nChanged 144 SP:Iteration 11Q (735.558736 sec): 3 clusters Score: Raw -3604012.978190 + Penalty 627.598492 = -3603385.379699 nChanged 62 SP:Iteration 12Q (735.654567 sec): 3 clusters Score: Raw -3604070.330066 + Penalty 627.598492 = -3603442.731575 nChanged 22 SP:Iteration 13Q (735.754160 sec): 3 clusters Score: Raw -3604098.919960 + Penalty 627.598492 = -3603471.321469 nChanged 12 SP:Iteration 14Q (735.852641 sec): 3 clusters Score: Raw -3604114.561000 + Penalty 627.598492 = -3603486.962508 nChanged 7 SP:Iteration 15Q (735.946726 sec): 3 clusters Score: Raw -3604125.317892 + Penalty 627.598492 = -3603497.719401 nChanged 6 SP:Iteration 16Q (736.044530 sec): 3 clusters Score: Raw -3604132.205367 + Penalty 627.598492 = -3603504.606875 nChanged 2 SP:Iteration 17Q (736.131823 sec): 3 clusters Score: Raw -3604134.223229 + Penalty 627.598492 = -3603506.624738 nChanged 0 SP:Iteration 18F (736.230388 sec): 3 clusters Score: Raw -3604134.223229 + Penalty 627.598492 = -3603506.624738 nChanged 0 Trying to split cluster 19 (38216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (736.264828 sec): 2 clusters Score: Raw -1545523.349777 + Penalty 290.152763 = -1545233.197014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (736.339713 sec): 3 clusters Score: Raw -1520001.923194 + Penalty 580.305526 = -1519421.617668 nChanged 18647 SP:Iteration 1F (736.393206 sec): 3 clusters Score: Raw -1531200.763223 + Penalty 580.305526 = -1530620.457698 nChanged 2010 SP:Iteration 2F (736.454650 sec): 3 clusters Score: Raw -1532267.946122 + Penalty 580.305526 = -1531687.640597 nChanged 2592 SP:Iteration 3F (736.508908 sec): 3 clusters Score: Raw -1534111.630939 + Penalty 580.305526 = -1533531.325414 nChanged 2898 SP:Iteration 4F (736.586072 sec): 3 clusters Score: Raw -1536574.300009 + Penalty 580.305526 = -1535993.994483 nChanged 2642 SP:Iteration 5F (736.654287 sec): 3 clusters Score: Raw -1538875.901127 + Penalty 580.305526 = -1538295.595602 nChanged 1910 SP:Iteration 6Q (736.733819 sec): 3 clusters Score: Raw -1540165.960548 + Penalty 580.305526 = -1539585.655023 nChanged 1303 SP:Iteration 7Q (736.810827 sec): 3 clusters Score: Raw -1540817.189041 + Penalty 580.305526 = -1540236.883516 nChanged 977 SP:Iteration 8Q (736.867642 sec): 3 clusters Score: Raw -1541265.928409 + Penalty 580.305526 = -1540685.622883 nChanged 955 SP:Iteration 9Q (736.939357 sec): 3 clusters Score: Raw -1541738.362596 + Penalty 580.305526 = -1541158.057071 nChanged 938 SP:Iteration 10Q (737.001574 sec): 3 clusters Score: Raw -1542243.898547 + Penalty 580.305526 = -1541663.593021 nChanged 916 SP:Iteration 11Q (737.056402 sec): 3 clusters Score: Raw -1542789.952664 + Penalty 580.305526 = -1542209.647138 nChanged 833 SP:Iteration 12Q (737.119048 sec): 3 clusters Score: Raw -1543307.349691 + Penalty 580.305526 = -1542727.044165 nChanged 780 SP:Iteration 13Q (737.184716 sec): 3 clusters Score: Raw -1543814.622021 + Penalty 580.305526 = -1543234.316495 nChanged 650 SP:Iteration 14Q (737.253337 sec): 3 clusters Score: Raw -1544235.095405 + Penalty 580.305526 = -1543654.789879 nChanged 542 SP:Iteration 15Q (737.321108 sec): 3 clusters Score: Raw -1544594.761718 + Penalty 580.305526 = -1544014.456192 nChanged 424 SP:Iteration 16Q (737.389565 sec): 3 clusters Score: Raw -1544870.602566 + Penalty 580.305526 = -1544290.297040 nChanged 336 SP:Iteration 17Q (737.465928 sec): 3 clusters Score: Raw -1545083.577097 + Penalty 580.305526 = -1544503.271571 nChanged 243 SP:Iteration 18Q (737.538238 sec): 3 clusters Score: Raw -1545226.919125 + Penalty 580.305526 = -1544646.613600 nChanged 178 SP:Iteration 19Q (737.610002 sec): 3 clusters Score: Raw -1545331.867764 + Penalty 580.305526 = -1544751.562238 nChanged 118 SP:Iteration 20F (737.684778 sec): 3 clusters Score: Raw -1545398.884605 + Penalty 580.305526 = -1544818.579080 nChanged 87 SP:Iteration 21Q (737.743833 sec): 3 clusters Score: Raw -1545443.814209 + Penalty 580.305526 = -1544863.508684 nChanged 57 SP:Iteration 22Q (737.806749 sec): 3 clusters Score: Raw -1545475.043985 + Penalty 580.305526 = -1544894.738459 nChanged 55 SP:Iteration 23Q (737.872370 sec): 3 clusters Score: Raw -1545502.439068 + Penalty 580.305526 = -1544922.133543 nChanged 38 SP:Iteration 24Q (737.926303 sec): 3 clusters Score: Raw -1545518.316582 + Penalty 580.305526 = -1544938.011056 nChanged 26 SP:Iteration 25Q (737.985789 sec): 3 clusters Score: Raw -1545527.338118 + Penalty 580.305526 = -1544947.032593 nChanged 23 SP:Iteration 26Q (738.051028 sec): 3 clusters Score: Raw -1545536.587888 + Penalty 580.305526 = -1544956.282362 nChanged 13 SP:Iteration 27Q (738.110806 sec): 3 clusters Score: Raw -1545540.633211 + Penalty 580.305526 = -1544960.327685 nChanged 7 SP:Iteration 28Q (738.176921 sec): 3 clusters Score: Raw -1545543.009382 + Penalty 580.305526 = -1544962.703856 nChanged 9 SP:Iteration 29Q (738.246435 sec): 3 clusters Score: Raw -1545546.178056 + Penalty 580.305526 = -1544965.872530 nChanged 10 SP:Iteration 30Q (738.311378 sec): 3 clusters Score: Raw -1545550.458203 + Penalty 580.305526 = -1544970.152677 nChanged 16 SP:Iteration 31Q (738.379547 sec): 3 clusters Score: Raw -1545558.871213 + Penalty 580.305526 = -1544978.565688 nChanged 11 SP:Iteration 32Q (738.426187 sec): 3 clusters Score: Raw -1545564.259207 + Penalty 580.305526 = -1544983.953682 nChanged 8 SP:Iteration 33Q (738.488748 sec): 3 clusters Score: Raw -1545567.121286 + Penalty 580.305526 = -1544986.815760 nChanged 4 SP:Iteration 34Q (738.543246 sec): 3 clusters Score: Raw -1545568.452573 + Penalty 580.305526 = -1544988.147047 nChanged 4 SP:Iteration 35Q (738.591740 sec): 3 clusters Score: Raw -1545571.155428 + Penalty 580.305526 = -1544990.849902 nChanged 4 SP:Iteration 36Q (738.652389 sec): 3 clusters Score: Raw -1545571.671334 + Penalty 580.305526 = -1544991.365809 nChanged 4 SP:Iteration 37Q (738.715585 sec): 3 clusters Score: Raw -1545572.925761 + Penalty 580.305526 = -1544992.620235 nChanged 4 SP:Iteration 38Q (738.786333 sec): 3 clusters Score: Raw -1545573.927158 + Penalty 580.305526 = -1544993.621633 nChanged 0 SP:Iteration 39F (738.817678 sec): 3 clusters Score: Raw -1545573.927158 + Penalty 580.305526 = -1544993.621633 nChanged 0 Trying to split cluster 20 (10095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (738.844185 sec): 2 clusters Score: Raw -375692.907947 + Penalty 253.544377 = -375439.363570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (738.897128 sec): 3 clusters Score: Raw -369255.665895 + Penalty 507.088754 = -368748.577141 nChanged 4768 SP:Iteration 1F (738.952472 sec): 3 clusters Score: Raw -373139.523811 + Penalty 507.088754 = -372632.435057 nChanged 913 SP:Iteration 2F (739.004083 sec): 3 clusters Score: Raw -373919.418983 + Penalty 507.088754 = -373412.330229 nChanged 781 SP:Iteration 3F (739.058194 sec): 3 clusters Score: Raw -374649.310782 + Penalty 507.088754 = -374142.222028 nChanged 548 SP:Iteration 4F (739.112500 sec): 3 clusters Score: Raw -375139.941586 + Penalty 507.088754 = -374632.852832 nChanged 320 SP:Iteration 5Q (739.165507 sec): 3 clusters Score: Raw -375425.868268 + Penalty 507.088754 = -374918.779514 nChanged 171 SP:Iteration 6Q (739.208158 sec): 3 clusters Score: Raw -375573.887835 + Penalty 507.088754 = -375066.799081 nChanged 90 SP:Iteration 7Q (739.262033 sec): 3 clusters Score: Raw -375656.546436 + Penalty 507.088754 = -375149.457681 nChanged 42 SP:Iteration 8Q (739.327678 sec): 3 clusters Score: Raw -375694.961808 + Penalty 507.088754 = -375187.873054 nChanged 14 SP:Iteration 9Q (739.382699 sec): 3 clusters Score: Raw -375712.965608 + Penalty 507.088754 = -375205.876854 nChanged 3 SP:Iteration 10Q (739.426368 sec): 3 clusters Score: Raw -375718.630745 + Penalty 507.088754 = -375211.541991 nChanged 4 SP:Iteration 11Q (739.481673 sec): 3 clusters Score: Raw -375726.711417 + Penalty 507.088754 = -375219.622663 nChanged 0 SP:Iteration 12F (739.535415 sec): 3 clusters Score: Raw -375726.711417 + Penalty 507.088754 = -375219.622663 nChanged 0 Trying to split cluster 21 (1254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (739.557535 sec): 2 clusters Score: Raw -51283.232621 + Penalty 196.187577 = -51087.045044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (739.602912 sec): 3 clusters Score: Raw -50573.940280 + Penalty 392.375155 = -50181.565126 nChanged 542 SP:Iteration 1F (739.655756 sec): 3 clusters Score: Raw -50888.164007 + Penalty 392.375155 = -50495.788852 nChanged 81 SP:Iteration 2F (739.696310 sec): 3 clusters Score: Raw -50928.465278 + Penalty 392.375155 = -50536.090123 nChanged 75 SP:Iteration 3F (739.737088 sec): 3 clusters Score: Raw -50966.205485 + Penalty 392.375155 = -50573.830330 nChanged 67 SP:Iteration 4F (739.768469 sec): 3 clusters Score: Raw -51005.481856 + Penalty 392.375155 = -50613.106702 nChanged 52 SP:Iteration 5Q (739.798967 sec): 3 clusters Score: Raw -51037.259482 + Penalty 392.375155 = -50644.884327 nChanged 53 SP:Iteration 6Q (739.822186 sec): 3 clusters Score: Raw -51082.497505 + Penalty 392.375155 = -50690.122351 nChanged 53 SP:Iteration 7Q (739.865876 sec): 3 clusters Score: Raw -51121.897103 + Penalty 392.375155 = -50729.521948 nChanged 52 SP:Iteration 8Q (739.913423 sec): 3 clusters Score: Raw -51161.622137 + Penalty 392.375155 = -50769.246983 nChanged 50 SP:Iteration 9Q (739.944764 sec): 3 clusters Score: Raw -51201.627784 + Penalty 392.375155 = -50809.252629 nChanged 45 SP:Iteration 10Q (739.995099 sec): 3 clusters Score: Raw -51234.628394 + Penalty 392.375155 = -50842.253239 nChanged 42 SP:Iteration 11Q (740.053096 sec): 3 clusters Score: Raw -51264.813831 + Penalty 392.375155 = -50872.438676 nChanged 39 SP:Iteration 12Q (740.103590 sec): 3 clusters Score: Raw -51302.258951 + Penalty 392.375155 = -50909.883796 nChanged 50 SP:Iteration 13Q (740.133341 sec): 3 clusters Score: Raw -51358.975552 + Penalty 392.375155 = -50966.600398 nChanged 52 SP:Iteration 14Q (740.182848 sec): 3 clusters Score: Raw -51404.445962 + Penalty 392.375155 = -51012.070808 nChanged 30 SP:Iteration 15Q (740.229171 sec): 3 clusters Score: Raw -51423.733380 + Penalty 392.375155 = -51031.358225 nChanged 22 SP:Iteration 16Q (740.279504 sec): 3 clusters Score: Raw -51434.789296 + Penalty 392.375155 = -51042.414141 nChanged 16 SP:Iteration 17Q (740.313592 sec): 3 clusters Score: Raw -51446.906363 + Penalty 392.375155 = -51054.531209 nChanged 11 SP:Iteration 18Q (740.365184 sec): 3 clusters Score: Raw -51454.262105 + Penalty 392.375155 = -51061.886951 nChanged 11 SP:Iteration 19Q (740.397475 sec): 3 clusters Score: Raw -51459.290503 + Penalty 392.375155 = -51066.915349 nChanged 7 SP:Iteration 20F (740.434387 sec): 3 clusters Score: Raw -51463.230098 + Penalty 392.375155 = -51070.854943 nChanged 8 SP:Iteration 21Q (740.468107 sec): 3 clusters Score: Raw -51464.858105 + Penalty 392.375155 = -51072.482950 nChanged 5 SP:Iteration 22Q (740.510268 sec): 3 clusters Score: Raw -51465.317733 + Penalty 392.375155 = -51072.942578 nChanged 2 SP:Iteration 23Q (740.547919 sec): 3 clusters Score: Raw -51465.600585 + Penalty 392.375155 = -51073.225430 nChanged 1 SP:Iteration 24Q (740.578195 sec): 3 clusters Score: Raw -51465.778840 + Penalty 392.375155 = -51073.403686 nChanged 1 SP:Iteration 25Q (740.608223 sec): 3 clusters Score: Raw -51465.978091 + Penalty 392.375155 = -51073.602937 nChanged 1 SP:Iteration 26Q (740.632796 sec): 3 clusters Score: Raw -51466.086227 + Penalty 392.375155 = -51073.711072 nChanged 0 SP:Iteration 27F (740.662863 sec): 3 clusters Score: Raw -51466.086227 + Penalty 392.375155 = -51073.711072 nChanged 0 Trying to split cluster 22 (1198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (740.680785 sec): 2 clusters Score: Raw -44536.109805 + Penalty 194.931241 = -44341.178564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (740.711340 sec): 3 clusters Score: Raw -43891.478456 + Penalty 389.862483 = -43501.615974 nChanged 516 SP:Iteration 1F (740.741134 sec): 3 clusters Score: Raw -44248.137943 + Penalty 389.862483 = -43858.275460 nChanged 92 SP:Iteration 2F (740.777332 sec): 3 clusters Score: Raw -44303.204631 + Penalty 389.862483 = -43913.342148 nChanged 58 SP:Iteration 3Q (740.820574 sec): 3 clusters Score: Raw -44345.254645 + Penalty 389.862483 = -43955.392162 nChanged 49 SP:Iteration 4Q (740.863929 sec): 3 clusters Score: Raw -44380.254494 + Penalty 389.862483 = -43990.392011 nChanged 44 SP:Iteration 5Q (740.906836 sec): 3 clusters Score: Raw -44402.429134 + Penalty 389.862483 = -44012.566651 nChanged 29 SP:Iteration 6Q (740.944448 sec): 3 clusters Score: Raw -44421.581052 + Penalty 389.862483 = -44031.718569 nChanged 29 SP:Iteration 7Q (740.988605 sec): 3 clusters Score: Raw -44435.211915 + Penalty 389.862483 = -44045.349432 nChanged 31 SP:Iteration 8Q (741.028972 sec): 3 clusters Score: Raw -44450.735154 + Penalty 389.862483 = -44060.872672 nChanged 21 SP:Iteration 9Q (741.073667 sec): 3 clusters Score: Raw -44463.542392 + Penalty 389.862483 = -44073.679909 nChanged 22 SP:Iteration 10Q (741.109191 sec): 3 clusters Score: Raw -44473.622578 + Penalty 389.862483 = -44083.760095 nChanged 17 SP:Iteration 11Q (741.149830 sec): 3 clusters Score: Raw -44479.011354 + Penalty 389.862483 = -44089.148871 nChanged 15 SP:Iteration 12Q (741.174906 sec): 3 clusters Score: Raw -44482.456241 + Penalty 389.862483 = -44092.593758 nChanged 16 SP:Iteration 13Q (741.210914 sec): 3 clusters Score: Raw -44490.704539 + Penalty 389.862483 = -44100.842056 nChanged 17 SP:Iteration 14Q (741.241790 sec): 3 clusters Score: Raw -44497.928852 + Penalty 389.862483 = -44108.066369 nChanged 18 SP:Iteration 15Q (741.272780 sec): 3 clusters Score: Raw -44506.152329 + Penalty 389.862483 = -44116.289846 nChanged 19 SP:Iteration 16Q (741.303536 sec): 3 clusters Score: Raw -44514.442756 + Penalty 389.862483 = -44124.580273 nChanged 17 SP:Iteration 17Q (741.334567 sec): 3 clusters Score: Raw -44521.709838 + Penalty 389.862483 = -44131.847355 nChanged 17 SP:Iteration 18Q (741.365626 sec): 3 clusters Score: Raw -44528.790742 + Penalty 389.862483 = -44138.928259 nChanged 14 SP:Iteration 19Q (741.389482 sec): 3 clusters Score: Raw -44533.974970 + Penalty 389.862483 = -44144.112487 nChanged 12 SP:Iteration 20F (741.420592 sec): 3 clusters Score: Raw -44540.315702 + Penalty 389.862483 = -44150.453219 nChanged 12 SP:Iteration 21Q (741.451316 sec): 3 clusters Score: Raw -44546.423888 + Penalty 389.862483 = -44156.561405 nChanged 12 SP:Iteration 22Q (741.482020 sec): 3 clusters Score: Raw -44553.201622 + Penalty 389.862483 = -44163.339139 nChanged 7 SP:Iteration 23Q (741.521459 sec): 3 clusters Score: Raw -44558.166842 + Penalty 389.862483 = -44168.304359 nChanged 9 SP:Iteration 24Q (741.568681 sec): 3 clusters Score: Raw -44566.066921 + Penalty 389.862483 = -44176.204438 nChanged 9 SP:Iteration 25Q (741.601009 sec): 3 clusters Score: Raw -44569.011778 + Penalty 389.862483 = -44179.149296 nChanged 4 SP:Iteration 26Q (741.643562 sec): 3 clusters Score: Raw -44571.997351 + Penalty 389.862483 = -44182.134868 nChanged 6 SP:Iteration 27Q (741.692766 sec): 3 clusters Score: Raw -44574.325602 + Penalty 389.862483 = -44184.463119 nChanged 2 SP:Iteration 28Q (741.733083 sec): 3 clusters Score: Raw -44575.334186 + Penalty 389.862483 = -44185.471703 nChanged 0 SP:Iteration 29F (741.775973 sec): 3 clusters Score: Raw -44575.334186 + Penalty 389.862483 = -44185.471703 nChanged 0 Trying to split cluster 23 (691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (741.798814 sec): 2 clusters Score: Raw -19874.448920 + Penalty 179.798845 = -19694.650075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (741.841221 sec): 3 clusters Score: Raw -19559.550903 + Penalty 359.597690 = -19199.953213 nChanged 273 SP:Iteration 1F (741.883494 sec): 3 clusters Score: Raw -19744.576080 + Penalty 359.597690 = -19384.978389 nChanged 56 SP:Iteration 2F (741.926144 sec): 3 clusters Score: Raw -19793.352568 + Penalty 359.597690 = -19433.754878 nChanged 32 SP:Iteration 3Q (741.968379 sec): 3 clusters Score: Raw -19816.643690 + Penalty 359.597690 = -19457.046000 nChanged 23 SP:Iteration 4Q (742.011203 sec): 3 clusters Score: Raw -19833.506593 + Penalty 359.597690 = -19473.908903 nChanged 18 SP:Iteration 5Q (742.053333 sec): 3 clusters Score: Raw -19841.810940 + Penalty 359.597690 = -19482.213250 nChanged 14 SP:Iteration 6Q (742.096020 sec): 3 clusters Score: Raw -19855.094908 + Penalty 359.597690 = -19495.497218 nChanged 23 SP:Iteration 7Q (742.133017 sec): 3 clusters Score: Raw -19867.363807 + Penalty 359.597690 = -19507.766117 nChanged 15 SP:Iteration 8Q (742.184745 sec): 3 clusters Score: Raw -19875.126773 + Penalty 359.597690 = -19515.529083 nChanged 19 SP:Iteration 9Q (742.213069 sec): 3 clusters Score: Raw -19888.812172 + Penalty 359.597690 = -19529.214482 nChanged 21 SP:Iteration 10Q (742.255380 sec): 3 clusters Score: Raw -19902.701482 + Penalty 359.597690 = -19543.103792 nChanged 22 SP:Iteration 11Q (742.299769 sec): 3 clusters Score: Raw -19914.397458 + Penalty 359.597690 = -19554.799767 nChanged 18 SP:Iteration 12Q (742.341522 sec): 3 clusters Score: Raw -19922.342097 + Penalty 359.597690 = -19562.744407 nChanged 11 SP:Iteration 13Q (742.381007 sec): 3 clusters Score: Raw -19927.954281 + Penalty 359.597690 = -19568.356590 nChanged 14 SP:Iteration 14Q (742.412139 sec): 3 clusters Score: Raw -19935.084725 + Penalty 359.597690 = -19575.487035 nChanged 15 SP:Iteration 15Q (742.443042 sec): 3 clusters Score: Raw -19944.957864 + Penalty 359.597690 = -19585.360174 nChanged 21 SP:Iteration 16Q (742.473857 sec): 3 clusters Score: Raw -19964.408163 + Penalty 359.597690 = -19604.810473 nChanged 23 SP:Iteration 17Q (742.504717 sec): 3 clusters Score: Raw -19983.557869 + Penalty 359.597690 = -19623.960179 nChanged 13 SP:Iteration 18Q (742.535519 sec): 3 clusters Score: Raw -19994.941833 + Penalty 359.597690 = -19635.344143 nChanged 10 SP:Iteration 19Q (742.566316 sec): 3 clusters Score: Raw -20003.741802 + Penalty 359.597690 = -19644.144112 nChanged 7 SP:Iteration 20F (742.596309 sec): 3 clusters Score: Raw -20010.464052 + Penalty 359.597690 = -19650.866362 nChanged 9 SP:Iteration 21Q (742.631347 sec): 3 clusters Score: Raw -20018.379944 + Penalty 359.597690 = -19658.782254 nChanged 6 SP:Iteration 22Q (742.677141 sec): 3 clusters Score: Raw -20020.921962 + Penalty 359.597690 = -19661.324272 nChanged 2 SP:Iteration 23Q (742.718942 sec): 3 clusters Score: Raw -20021.964241 + Penalty 359.597690 = -19662.366550 nChanged 1 SP:Iteration 24Q (742.761459 sec): 3 clusters Score: Raw -20022.159238 + Penalty 359.597690 = -19662.561548 nChanged 1 SP:Iteration 25Q (742.803731 sec): 3 clusters Score: Raw -20022.526197 + Penalty 359.597690 = -19662.928506 nChanged 1 SP:Iteration 26Q (742.838270 sec): 3 clusters Score: Raw -20022.600518 + Penalty 359.597690 = -19663.002828 nChanged 0 SP:Iteration 27F (742.880276 sec): 3 clusters Score: Raw -20022.600518 + Penalty 359.597690 = -19663.002828 nChanged 0 Trying to split cluster 24 (959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (742.897462 sec): 2 clusters Score: Raw -25720.440992 + Penalty 188.812005 = -25531.628987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (742.939711 sec): 3 clusters Score: Raw -25258.620236 + Penalty 377.624009 = -24880.996226 nChanged 380 SP:Iteration 1F (742.984908 sec): 3 clusters Score: Raw -25531.207806 + Penalty 377.624009 = -25153.583797 nChanged 93 SP:Iteration 2F (743.026212 sec): 3 clusters Score: Raw -25591.626596 + Penalty 377.624009 = -25214.002586 nChanged 67 SP:Iteration 3F (743.067336 sec): 3 clusters Score: Raw -25639.779631 + Penalty 377.624009 = -25262.155622 nChanged 49 SP:Iteration 4F (743.110021 sec): 3 clusters Score: Raw -25673.913667 + Penalty 377.624009 = -25296.289658 nChanged 30 SP:Iteration 5Q (743.154404 sec): 3 clusters Score: Raw -25691.985888 + Penalty 377.624009 = -25314.361878 nChanged 22 SP:Iteration 6Q (743.205914 sec): 3 clusters Score: Raw -25704.493434 + Penalty 377.624009 = -25326.869425 nChanged 21 SP:Iteration 7Q (743.238473 sec): 3 clusters Score: Raw -25714.916770 + Penalty 377.624009 = -25337.292761 nChanged 14 SP:Iteration 8Q (743.275311 sec): 3 clusters Score: Raw -25722.787174 + Penalty 377.624009 = -25345.163165 nChanged 17 SP:Iteration 9Q (743.315069 sec): 3 clusters Score: Raw -25739.005790 + Penalty 377.624009 = -25361.381781 nChanged 17 SP:Iteration 10Q (743.350358 sec): 3 clusters Score: Raw -25751.925674 + Penalty 377.624009 = -25374.301665 nChanged 15 SP:Iteration 11Q (743.387016 sec): 3 clusters Score: Raw -25764.185058 + Penalty 377.624009 = -25386.561048 nChanged 9 SP:Iteration 12Q (743.417745 sec): 3 clusters Score: Raw -25771.372004 + Penalty 377.624009 = -25393.747995 nChanged 5 SP:Iteration 13Q (743.447483 sec): 3 clusters Score: Raw -25774.599217 + Penalty 377.624009 = -25396.975208 nChanged 6 SP:Iteration 14Q (743.474886 sec): 3 clusters Score: Raw -25777.311770 + Penalty 377.624009 = -25399.687761 nChanged 4 SP:Iteration 15Q (743.507009 sec): 3 clusters Score: Raw -25778.256385 + Penalty 377.624009 = -25400.632375 nChanged 2 SP:Iteration 16Q (743.536387 sec): 3 clusters Score: Raw -25778.668925 + Penalty 377.624009 = -25401.044916 nChanged 0 SP:Iteration 17F (743.569558 sec): 3 clusters Score: Raw -25778.668925 + Penalty 377.624009 = -25401.044916 nChanged 0 Trying to split cluster 25 (20252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (743.608050 sec): 2 clusters Score: Raw -843212.216477 + Penalty 272.690243 = -842939.526234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (743.672253 sec): 3 clusters Score: Raw -829861.585742 + Penalty 545.380486 = -829316.205256 nChanged 9777 SP:Iteration 1F (743.732303 sec): 3 clusters Score: Raw -836419.953295 + Penalty 545.380486 = -835874.572809 nChanged 1160 SP:Iteration 2F (743.795141 sec): 3 clusters Score: Raw -837281.157275 + Penalty 545.380486 = -836735.776789 nChanged 1313 SP:Iteration 3F (743.856936 sec): 3 clusters Score: Raw -838472.799378 + Penalty 545.380486 = -837927.418892 nChanged 1326 SP:Iteration 4F (743.886617 sec): 3 clusters Score: Raw -839533.913876 + Penalty 545.380486 = -838988.533390 nChanged 1002 SP:Iteration 5Q (743.937522 sec): 3 clusters Score: Raw -839984.573117 + Penalty 545.380486 = -839439.192632 nChanged 540 SP:Iteration 6Q (744.005239 sec): 3 clusters Score: Raw -840109.514596 + Penalty 545.380486 = -839564.134111 nChanged 297 SP:Iteration 7Q (744.059396 sec): 3 clusters Score: Raw -840163.293849 + Penalty 545.380486 = -839617.913363 nChanged 211 SP:Iteration 8Q (744.102103 sec): 3 clusters Score: Raw -840196.128760 + Penalty 545.380486 = -839650.748274 nChanged 177 SP:Iteration 9Q (744.150436 sec): 3 clusters Score: Raw -840219.342235 + Penalty 545.380486 = -839673.961750 nChanged 156 SP:Iteration 10Q (744.203911 sec): 3 clusters Score: Raw -840246.149466 + Penalty 545.380486 = -839700.768980 nChanged 170 SP:Iteration 11Q (744.257199 sec): 3 clusters Score: Raw -840280.847172 + Penalty 545.380486 = -839735.466686 nChanged 189 SP:Iteration 12Q (744.309357 sec): 3 clusters Score: Raw -840318.677284 + Penalty 545.380486 = -839773.296798 nChanged 190 SP:Iteration 13Q (744.350521 sec): 3 clusters Score: Raw -840351.294627 + Penalty 545.380486 = -839805.914141 nChanged 175 SP:Iteration 14Q (744.408755 sec): 3 clusters Score: Raw -840381.588295 + Penalty 545.380486 = -839836.207809 nChanged 179 SP:Iteration 15Q (744.460372 sec): 3 clusters Score: Raw -840414.242627 + Penalty 545.380486 = -839868.862141 nChanged 179 SP:Iteration 16Q (744.521210 sec): 3 clusters Score: Raw -840446.520602 + Penalty 545.380486 = -839901.140116 nChanged 180 SP:Iteration 17Q (744.574768 sec): 3 clusters Score: Raw -840485.037652 + Penalty 545.380486 = -839939.657166 nChanged 179 SP:Iteration 18Q (744.634858 sec): 3 clusters Score: Raw -840518.958079 + Penalty 545.380486 = -839973.577593 nChanged 175 SP:Iteration 19Q (744.679431 sec): 3 clusters Score: Raw -840550.317874 + Penalty 545.380486 = -840004.937388 nChanged 184 SP:Iteration 20F (744.735346 sec): 3 clusters Score: Raw -840587.829793 + Penalty 545.380486 = -840042.449307 nChanged 186 SP:Iteration 21Q (744.794260 sec): 3 clusters Score: Raw -840621.996361 + Penalty 545.380486 = -840076.615875 nChanged 182 SP:Iteration 22Q (744.841894 sec): 3 clusters Score: Raw -840654.492488 + Penalty 545.380486 = -840109.112002 nChanged 184 SP:Iteration 23Q (744.882183 sec): 3 clusters Score: Raw -840686.325841 + Penalty 545.380486 = -840140.945355 nChanged 170 SP:Iteration 24Q (744.935082 sec): 3 clusters Score: Raw -840717.354391 + Penalty 545.380486 = -840171.973906 nChanged 174 SP:Iteration 25Q (744.974896 sec): 3 clusters Score: Raw -840751.340641 + Penalty 545.380486 = -840205.960155 nChanged 163 SP:Iteration 26Q (745.029097 sec): 3 clusters Score: Raw -840781.194981 + Penalty 545.380486 = -840235.814495 nChanged 147 SP:Iteration 27Q (745.075405 sec): 3 clusters Score: Raw -840805.346694 + Penalty 545.380486 = -840259.966208 nChanged 167 SP:Iteration 28Q (745.134992 sec): 3 clusters Score: Raw -840832.803421 + Penalty 545.380486 = -840287.422935 nChanged 155 SP:Iteration 29Q (745.180862 sec): 3 clusters Score: Raw -840855.888799 + Penalty 545.380486 = -840310.508314 nChanged 165 SP:Iteration 30Q (745.238611 sec): 3 clusters Score: Raw -840882.022157 + Penalty 545.380486 = -840336.641671 nChanged 186 SP:Iteration 31Q (745.284422 sec): 3 clusters Score: Raw -840910.870589 + Penalty 545.380486 = -840365.490103 nChanged 158 SP:Iteration 32Q (745.335487 sec): 3 clusters Score: Raw -840933.530593 + Penalty 545.380486 = -840388.150107 nChanged 159 SP:Iteration 33Q (745.389638 sec): 3 clusters Score: Raw -840957.052692 + Penalty 545.380486 = -840411.672207 nChanged 170 SP:Iteration 34Q (745.437903 sec): 3 clusters Score: Raw -840986.464920 + Penalty 545.380486 = -840441.084434 nChanged 203 SP:Iteration 35Q (745.485956 sec): 3 clusters Score: Raw -841028.336998 + Penalty 545.380486 = -840482.956513 nChanged 234 SP:Iteration 36Q (745.534024 sec): 3 clusters Score: Raw -841081.556197 + Penalty 545.380486 = -840536.175711 nChanged 260 SP:Iteration 37Q (745.582180 sec): 3 clusters Score: Raw -841147.802140 + Penalty 545.380486 = -840602.421654 nChanged 256 SP:Iteration 38Q (745.622875 sec): 3 clusters Score: Raw -841212.278989 + Penalty 545.380486 = -840666.898503 nChanged 256 SP:Iteration 39Q (745.674055 sec): 3 clusters Score: Raw -841277.497063 + Penalty 545.380486 = -840732.116577 nChanged 270 SP:Iteration 40F (745.715058 sec): 3 clusters Score: Raw -841353.063066 + Penalty 545.380486 = -840807.682581 nChanged 291 SP:Iteration 41Q (745.771625 sec): 3 clusters Score: Raw -841443.275539 + Penalty 545.380486 = -840897.895053 nChanged 324 SP:Iteration 42Q (745.827124 sec): 3 clusters Score: Raw -841558.594451 + Penalty 545.380486 = -841013.213965 nChanged 320 SP:Iteration 43Q (745.875124 sec): 3 clusters Score: Raw -841671.554963 + Penalty 545.380486 = -841126.174477 nChanged 294 SP:Iteration 44Q (745.927123 sec): 3 clusters Score: Raw -841778.529511 + Penalty 545.380486 = -841233.149025 nChanged 272 SP:Iteration 45Q (745.982122 sec): 3 clusters Score: Raw -841881.608369 + Penalty 545.380486 = -841336.227883 nChanged 293 SP:Iteration 46Q (746.036891 sec): 3 clusters Score: Raw -842002.812167 + Penalty 545.380486 = -841457.431681 nChanged 264 SP:Iteration 47Q (746.091139 sec): 3 clusters Score: Raw -842115.587962 + Penalty 545.380486 = -841570.207476 nChanged 274 SP:Iteration 48Q (746.138407 sec): 3 clusters Score: Raw -842240.381250 + Penalty 545.380486 = -841695.000764 nChanged 254 SP:Iteration 49Q (746.193394 sec): 3 clusters Score: Raw -842363.381217 + Penalty 545.380486 = -841818.000731 nChanged 243 SP:Iteration 50Q (746.248626 sec): 3 clusters Score: Raw -842488.831268 + Penalty 545.380486 = -841943.450782 nChanged 224 SP:Iteration 51Q (746.311902 sec): 3 clusters Score: Raw -842620.393987 + Penalty 545.380486 = -842075.013501 nChanged 216 SP:Iteration 52Q (746.366185 sec): 3 clusters Score: Raw -842746.350341 + Penalty 545.380486 = -842200.969855 nChanged 182 SP:Iteration 53Q (746.412174 sec): 3 clusters Score: Raw -842853.805008 + Penalty 545.380486 = -842308.424522 nChanged 164 SP:Iteration 54Q (746.474864 sec): 3 clusters Score: Raw -842954.156006 + Penalty 545.380486 = -842408.775520 nChanged 127 SP:Iteration 55Q (746.529162 sec): 3 clusters Score: Raw -843031.776102 + Penalty 545.380486 = -842486.395616 nChanged 83 SP:Iteration 56Q (746.576368 sec): 3 clusters Score: Raw -843079.520184 + Penalty 545.380486 = -842534.139698 nChanged 69 SP:Iteration 57Q (746.628969 sec): 3 clusters Score: Raw -843127.544969 + Penalty 545.380486 = -842582.164483 nChanged 58 SP:Iteration 58Q (746.678027 sec): 3 clusters Score: Raw -843168.713354 + Penalty 545.380486 = -842623.332868 nChanged 38 SP:Iteration 59Q (746.735706 sec): 3 clusters Score: Raw -843195.418432 + Penalty 545.380486 = -842650.037946 nChanged 20 SP:Iteration 60F (746.790151 sec): 3 clusters Score: Raw -843211.378648 + Penalty 545.380486 = -842665.998162 nChanged 14 SP:Iteration 61Q (746.831520 sec): 3 clusters Score: Raw -843222.538239 + Penalty 545.380486 = -842677.157753 nChanged 15 SP:Iteration 62Q (746.892364 sec): 3 clusters Score: Raw -843234.236221 + Penalty 545.380486 = -842688.855736 nChanged 12 SP:Iteration 63Q (746.952055 sec): 3 clusters Score: Raw -843247.349928 + Penalty 545.380486 = -842701.969442 nChanged 6 SP:Iteration 64Q (747.007680 sec): 3 clusters Score: Raw -843255.798905 + Penalty 545.380486 = -842710.418419 nChanged 6 SP:Iteration 65Q (747.062560 sec): 3 clusters Score: Raw -843262.200248 + Penalty 545.380486 = -842716.819762 nChanged 5 SP:Iteration 66Q (747.121674 sec): 3 clusters Score: Raw -843268.632844 + Penalty 545.380486 = -842723.252358 nChanged 2 SP:Iteration 67Q (747.182295 sec): 3 clusters Score: Raw -843271.486659 + Penalty 545.380486 = -842726.106173 nChanged 1 SP:Iteration 68Q (747.243285 sec): 3 clusters Score: Raw -843272.637123 + Penalty 545.380486 = -842727.256637 nChanged 1 SP:Iteration 69Q (747.304050 sec): 3 clusters Score: Raw -843272.836191 + Penalty 545.380486 = -842727.455705 nChanged 1 SP:Iteration 70Q (747.364535 sec): 3 clusters Score: Raw -843273.788679 + Penalty 545.380486 = -842728.408193 nChanged 0 SP:Iteration 71F (747.426668 sec): 3 clusters Score: Raw -843273.788679 + Penalty 545.380486 = -842728.408193 nChanged 0 Trying to split cluster 26 (2613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (747.440040 sec): 2 clusters Score: Raw -85067.157885 + Penalty 216.376992 = -84850.780893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (747.487506 sec): 3 clusters Score: Raw -83481.346595 + Penalty 432.753985 = -83048.592610 nChanged 1191 SP:Iteration 1F (747.531778 sec): 3 clusters Score: Raw -84239.715747 + Penalty 432.753985 = -83806.961762 nChanged 181 SP:Iteration 2F (747.565211 sec): 3 clusters Score: Raw -84336.536440 + Penalty 432.753985 = -83903.782455 nChanged 150 SP:Iteration 3F (747.598448 sec): 3 clusters Score: Raw -84407.866753 + Penalty 432.753985 = -83975.112768 nChanged 121 SP:Iteration 4Q (747.637152 sec): 3 clusters Score: Raw -84460.362379 + Penalty 432.753985 = -84027.608395 nChanged 108 SP:Iteration 5Q (747.681451 sec): 3 clusters Score: Raw -84517.787272 + Penalty 432.753985 = -84085.033287 nChanged 91 SP:Iteration 6Q (747.728743 sec): 3 clusters Score: Raw -84558.055794 + Penalty 432.753985 = -84125.301809 nChanged 82 SP:Iteration 7Q (747.761863 sec): 3 clusters Score: Raw -84590.307129 + Penalty 432.753985 = -84157.553145 nChanged 59 SP:Iteration 8Q (747.794927 sec): 3 clusters Score: Raw -84612.456268 + Penalty 432.753985 = -84179.702283 nChanged 52 SP:Iteration 9Q (747.834329 sec): 3 clusters Score: Raw -84626.249501 + Penalty 432.753985 = -84193.495516 nChanged 48 SP:Iteration 10Q (747.884845 sec): 3 clusters Score: Raw -84646.246928 + Penalty 432.753985 = -84213.492943 nChanged 48 SP:Iteration 11Q (747.934925 sec): 3 clusters Score: Raw -84673.334421 + Penalty 432.753985 = -84240.580436 nChanged 40 SP:Iteration 12Q (747.983610 sec): 3 clusters Score: Raw -84704.498508 + Penalty 432.753985 = -84271.744524 nChanged 61 SP:Iteration 13Q (748.032925 sec): 3 clusters Score: Raw -84749.693717 + Penalty 432.753985 = -84316.939733 nChanged 55 SP:Iteration 14Q (748.079511 sec): 3 clusters Score: Raw -84789.463229 + Penalty 432.753985 = -84356.709245 nChanged 50 SP:Iteration 15Q (748.133716 sec): 3 clusters Score: Raw -84819.976856 + Penalty 432.753985 = -84387.222872 nChanged 44 SP:Iteration 16Q (748.167246 sec): 3 clusters Score: Raw -84849.797087 + Penalty 432.753985 = -84417.043102 nChanged 39 SP:Iteration 17Q (748.210144 sec): 3 clusters Score: Raw -84873.573927 + Penalty 432.753985 = -84440.819942 nChanged 32 SP:Iteration 18Q (748.261244 sec): 3 clusters Score: Raw -84883.288613 + Penalty 432.753985 = -84450.534628 nChanged 22 SP:Iteration 19Q (748.294480 sec): 3 clusters Score: Raw -84889.874206 + Penalty 432.753985 = -84457.120221 nChanged 25 SP:Iteration 20F (748.337097 sec): 3 clusters Score: Raw -84899.090066 + Penalty 432.753985 = -84466.336082 nChanged 24 SP:Iteration 21Q (748.379274 sec): 3 clusters Score: Raw -84906.736678 + Penalty 432.753985 = -84473.982694 nChanged 23 SP:Iteration 22Q (748.417935 sec): 3 clusters Score: Raw -84914.171780 + Penalty 432.753985 = -84481.417796 nChanged 17 SP:Iteration 23Q (748.460587 sec): 3 clusters Score: Raw -84921.023751 + Penalty 432.753985 = -84488.269767 nChanged 13 SP:Iteration 24Q (748.505333 sec): 3 clusters Score: Raw -84924.433693 + Penalty 432.753985 = -84491.679709 nChanged 17 SP:Iteration 25Q (748.544317 sec): 3 clusters Score: Raw -84928.453025 + Penalty 432.753985 = -84495.699040 nChanged 13 SP:Iteration 26Q (748.577454 sec): 3 clusters Score: Raw -84932.797173 + Penalty 432.753985 = -84500.043188 nChanged 18 SP:Iteration 27Q (748.610464 sec): 3 clusters Score: Raw -84939.299332 + Penalty 432.753985 = -84506.545347 nChanged 23 SP:Iteration 28Q (748.643489 sec): 3 clusters Score: Raw -84947.588885 + Penalty 432.753985 = -84514.834900 nChanged 25 SP:Iteration 29Q (748.676547 sec): 3 clusters Score: Raw -84964.391362 + Penalty 432.753985 = -84531.637377 nChanged 31 SP:Iteration 30Q (748.707536 sec): 3 clusters Score: Raw -84982.532683 + Penalty 432.753985 = -84549.778698 nChanged 26 SP:Iteration 31Q (748.740296 sec): 3 clusters Score: Raw -84997.010956 + Penalty 432.753985 = -84564.256971 nChanged 29 SP:Iteration 32Q (748.773285 sec): 3 clusters Score: Raw -85013.898509 + Penalty 432.753985 = -84581.144524 nChanged 20 SP:Iteration 33Q (748.804910 sec): 3 clusters Score: Raw -85028.430605 + Penalty 432.753985 = -84595.676620 nChanged 20 SP:Iteration 34Q (748.849133 sec): 3 clusters Score: Raw -85042.299783 + Penalty 432.753985 = -84609.545799 nChanged 19 SP:Iteration 35Q (748.899816 sec): 3 clusters Score: Raw -85057.955249 + Penalty 432.753985 = -84625.201264 nChanged 20 SP:Iteration 36Q (748.949946 sec): 3 clusters Score: Raw -85069.618900 + Penalty 432.753985 = -84636.864915 nChanged 15 SP:Iteration 37Q (748.998670 sec): 3 clusters Score: Raw -85076.079816 + Penalty 432.753985 = -84643.325832 nChanged 9 SP:Iteration 38Q (749.049353 sec): 3 clusters Score: Raw -85079.376877 + Penalty 432.753985 = -84646.622893 nChanged 11 SP:Iteration 39Q (749.099518 sec): 3 clusters Score: Raw -85089.097088 + Penalty 432.753985 = -84656.343103 nChanged 11 SP:Iteration 40F (749.150030 sec): 3 clusters Score: Raw -85101.375186 + Penalty 432.753985 = -84668.621201 nChanged 13 SP:Iteration 41Q (749.195578 sec): 3 clusters Score: Raw -85109.400830 + Penalty 432.753985 = -84676.646845 nChanged 4 SP:Iteration 42Q (749.237399 sec): 3 clusters Score: Raw -85110.947924 + Penalty 432.753985 = -84678.193940 nChanged 0 SP:Iteration 43F (749.282734 sec): 3 clusters Score: Raw -85110.947924 + Penalty 432.753985 = -84678.193940 nChanged 0 Trying to split cluster 27 (5910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (749.309616 sec): 2 clusters Score: Raw -222830.212025 + Penalty 238.821031 = -222591.390994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (749.349405 sec): 3 clusters Score: Raw -219088.994167 + Penalty 477.642061 = -218611.352106 nChanged 2743 SP:Iteration 1F (749.392195 sec): 3 clusters Score: Raw -220817.017712 + Penalty 477.642061 = -220339.375651 nChanged 521 SP:Iteration 2F (749.428782 sec): 3 clusters Score: Raw -221150.157959 + Penalty 477.642061 = -220672.515898 nChanged 500 SP:Iteration 3F (749.465900 sec): 3 clusters Score: Raw -221454.005617 + Penalty 477.642061 = -220976.363556 nChanged 403 SP:Iteration 4F (749.503122 sec): 3 clusters Score: Raw -221696.619801 + Penalty 477.642061 = -221218.977740 nChanged 357 SP:Iteration 5F (749.540277 sec): 3 clusters Score: Raw -221911.168687 + Penalty 477.642061 = -221433.526625 nChanged 293 SP:Iteration 6Q (749.577597 sec): 3 clusters Score: Raw -222117.015580 + Penalty 477.642061 = -221639.373519 nChanged 302 SP:Iteration 7F (749.614633 sec): 3 clusters Score: Raw -222358.048222 + Penalty 477.642061 = -221880.406161 nChanged 253 SP:Iteration 8Q (749.644525 sec): 3 clusters Score: Raw -222566.165386 + Penalty 477.642061 = -222088.523325 nChanged 177 SP:Iteration 9Q (749.681801 sec): 3 clusters Score: Raw -222707.279071 + Penalty 477.642061 = -222229.637010 nChanged 101 SP:Iteration 10Q (749.719063 sec): 3 clusters Score: Raw -222771.570916 + Penalty 477.642061 = -222293.928854 nChanged 51 SP:Iteration 11Q (749.756226 sec): 3 clusters Score: Raw -222800.409897 + Penalty 477.642061 = -222322.767836 nChanged 30 SP:Iteration 12Q (749.805374 sec): 3 clusters Score: Raw -222815.257695 + Penalty 477.642061 = -222337.615633 nChanged 19 SP:Iteration 13Q (749.858000 sec): 3 clusters Score: Raw -222827.697148 + Penalty 477.642061 = -222350.055087 nChanged 17 SP:Iteration 14Q (749.910058 sec): 3 clusters Score: Raw -222839.573863 + Penalty 477.642061 = -222361.931802 nChanged 15 SP:Iteration 15Q (749.954666 sec): 3 clusters Score: Raw -222849.649360 + Penalty 477.642061 = -222372.007299 nChanged 8 SP:Iteration 16Q (750.002238 sec): 3 clusters Score: Raw -222855.383337 + Penalty 477.642061 = -222377.741276 nChanged 4 SP:Iteration 17Q (750.053640 sec): 3 clusters Score: Raw -222860.573698 + Penalty 477.642061 = -222382.931637 nChanged 3 SP:Iteration 18Q (750.095883 sec): 3 clusters Score: Raw -222863.507666 + Penalty 477.642061 = -222385.865605 nChanged 4 SP:Iteration 19Q (750.148045 sec): 3 clusters Score: Raw -222867.585691 + Penalty 477.642061 = -222389.943630 nChanged 4 SP:Iteration 20F (750.193608 sec): 3 clusters Score: Raw -222870.876885 + Penalty 477.642061 = -222393.234823 nChanged 3 SP:Iteration 21Q (750.242850 sec): 3 clusters Score: Raw -222873.032572 + Penalty 477.642061 = -222395.390511 nChanged 3 SP:Iteration 22Q (750.291682 sec): 3 clusters Score: Raw -222875.408520 + Penalty 477.642061 = -222397.766459 nChanged 1 SP:Iteration 23Q (750.332421 sec): 3 clusters Score: Raw -222877.417742 + Penalty 477.642061 = -222399.775681 nChanged 1 SP:Iteration 24Q (750.368919 sec): 3 clusters Score: Raw -222878.342132 + Penalty 477.642061 = -222400.700071 nChanged 1 SP:Iteration 25Q (750.401415 sec): 3 clusters Score: Raw -222878.587523 + Penalty 477.642061 = -222400.945462 nChanged 0 SP:Iteration 26F (750.446474 sec): 3 clusters Score: Raw -222878.587523 + Penalty 477.642061 = -222400.945462 nChanged 0 Trying to split cluster 28 (4403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (750.482812 sec): 2 clusters Score: Raw -176631.642697 + Penalty 230.726139 = -176400.916558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (750.518554 sec): 3 clusters Score: Raw -173922.657434 + Penalty 461.452277 = -173461.205157 nChanged 2004 SP:Iteration 1F (750.565769 sec): 3 clusters Score: Raw -175091.311566 + Penalty 461.452277 = -174629.859289 nChanged 342 SP:Iteration 2F (750.610702 sec): 3 clusters Score: Raw -175273.513809 + Penalty 461.452277 = -174812.061532 nChanged 291 SP:Iteration 3F (750.652816 sec): 3 clusters Score: Raw -175464.007254 + Penalty 461.452277 = -175002.554976 nChanged 284 SP:Iteration 4F (750.685400 sec): 3 clusters Score: Raw -175696.128220 + Penalty 461.452277 = -175234.675943 nChanged 266 SP:Iteration 5F (750.726978 sec): 3 clusters Score: Raw -175927.248160 + Penalty 461.452277 = -175465.795883 nChanged 206 SP:Iteration 6Q (750.781088 sec): 3 clusters Score: Raw -176102.609692 + Penalty 461.452277 = -175641.157415 nChanged 174 SP:Iteration 7Q (750.817156 sec): 3 clusters Score: Raw -176235.749306 + Penalty 461.452277 = -175774.297028 nChanged 124 SP:Iteration 8Q (750.848274 sec): 3 clusters Score: Raw -176315.032391 + Penalty 461.452277 = -175853.580114 nChanged 107 SP:Iteration 9Q (750.902851 sec): 3 clusters Score: Raw -176380.048684 + Penalty 461.452277 = -175918.596406 nChanged 81 SP:Iteration 10Q (750.945469 sec): 3 clusters Score: Raw -176422.854479 + Penalty 461.452277 = -175961.402202 nChanged 63 SP:Iteration 11Q (750.980444 sec): 3 clusters Score: Raw -176462.791588 + Penalty 461.452277 = -176001.339311 nChanged 66 SP:Iteration 12Q (751.015332 sec): 3 clusters Score: Raw -176505.385389 + Penalty 461.452277 = -176043.933112 nChanged 58 SP:Iteration 13Q (751.051035 sec): 3 clusters Score: Raw -176537.571581 + Penalty 461.452277 = -176076.119303 nChanged 46 SP:Iteration 14Q (751.089592 sec): 3 clusters Score: Raw -176564.689378 + Penalty 461.452277 = -176103.237101 nChanged 42 SP:Iteration 15Q (751.122971 sec): 3 clusters Score: Raw -176595.590805 + Penalty 461.452277 = -176134.138528 nChanged 31 SP:Iteration 16Q (751.160270 sec): 3 clusters Score: Raw -176616.528588 + Penalty 461.452277 = -176155.076311 nChanged 21 SP:Iteration 17Q (751.192119 sec): 3 clusters Score: Raw -176629.407270 + Penalty 461.452277 = -176167.954993 nChanged 13 SP:Iteration 18Q (751.225291 sec): 3 clusters Score: Raw -176636.097559 + Penalty 461.452277 = -176174.645282 nChanged 11 SP:Iteration 19Q (751.255493 sec): 3 clusters Score: Raw -176646.229539 + Penalty 461.452277 = -176184.777262 nChanged 13 SP:Iteration 20F (751.291173 sec): 3 clusters Score: Raw -176654.093617 + Penalty 461.452277 = -176192.641339 nChanged 7 SP:Iteration 21Q (751.325170 sec): 3 clusters Score: Raw -176660.758174 + Penalty 461.452277 = -176199.305897 nChanged 12 SP:Iteration 22Q (751.359331 sec): 3 clusters Score: Raw -176669.204718 + Penalty 461.452277 = -176207.752441 nChanged 9 SP:Iteration 23Q (751.398365 sec): 3 clusters Score: Raw -176674.256017 + Penalty 461.452277 = -176212.803740 nChanged 4 SP:Iteration 24Q (751.439949 sec): 3 clusters Score: Raw -176680.437829 + Penalty 461.452277 = -176218.985552 nChanged 4 SP:Iteration 25Q (751.475111 sec): 3 clusters Score: Raw -176684.803506 + Penalty 461.452277 = -176223.351229 nChanged 1 SP:Iteration 26Q (751.516335 sec): 3 clusters Score: Raw -176685.255939 + Penalty 461.452277 = -176223.803662 nChanged 0 SP:Iteration 27F (751.526119 sec): 3 clusters Score: Raw -176685.255939 + Penalty 461.452277 = -176223.803662 nChanged 0 Trying to split cluster 29 (1871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (751.537013 sec): 2 clusters Score: Raw -75203.890813 + Penalty 207.191279 = -74996.699534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (751.541941 sec): 3 clusters Score: Raw -74141.600202 + Penalty 414.382558 = -73727.217644 nChanged 801 SP:Iteration 1F (751.546143 sec): 3 clusters Score: Raw -74655.107567 + Penalty 414.382558 = -74240.725009 nChanged 138 SP:Iteration 2F (751.550319 sec): 3 clusters Score: Raw -74736.019187 + Penalty 414.382558 = -74321.636629 nChanged 102 SP:Iteration 3F (751.554496 sec): 3 clusters Score: Raw -74783.017531 + Penalty 414.382558 = -74368.634973 nChanged 82 SP:Iteration 4Q (751.558505 sec): 3 clusters Score: Raw -74836.688861 + Penalty 414.382558 = -74422.306303 nChanged 79 SP:Iteration 5Q (751.562779 sec): 3 clusters Score: Raw -74902.373974 + Penalty 414.382558 = -74487.991416 nChanged 82 SP:Iteration 6Q (751.567003 sec): 3 clusters Score: Raw -74963.910989 + Penalty 414.382558 = -74549.528431 nChanged 68 SP:Iteration 7Q (751.582158 sec): 3 clusters Score: Raw -75026.172708 + Penalty 414.382558 = -74611.790150 nChanged 69 SP:Iteration 8Q (751.586419 sec): 3 clusters Score: Raw -75075.336560 + Penalty 414.382558 = -74660.954002 nChanged 50 SP:Iteration 9Q (751.590595 sec): 3 clusters Score: Raw -75099.730599 + Penalty 414.382558 = -74685.348041 nChanged 34 SP:Iteration 10Q (751.594758 sec): 3 clusters Score: Raw -75118.659642 + Penalty 414.382558 = -74704.277084 nChanged 38 SP:Iteration 11Q (751.598972 sec): 3 clusters Score: Raw -75142.230746 + Penalty 414.382558 = -74727.848188 nChanged 31 SP:Iteration 12Q (751.603181 sec): 3 clusters Score: Raw -75157.752049 + Penalty 414.382558 = -74743.369491 nChanged 24 SP:Iteration 13Q (751.643648 sec): 3 clusters Score: Raw -75169.953562 + Penalty 414.382558 = -74755.571004 nChanged 20 SP:Iteration 14Q (751.706415 sec): 3 clusters Score: Raw -75177.878346 + Penalty 414.382558 = -74763.495788 nChanged 18 SP:Iteration 15Q (751.738734 sec): 3 clusters Score: Raw -75187.771724 + Penalty 414.382558 = -74773.389166 nChanged 10 SP:Iteration 16Q (751.782452 sec): 3 clusters Score: Raw -75194.097503 + Penalty 414.382558 = -74779.714945 nChanged 12 SP:Iteration 17Q (751.832141 sec): 3 clusters Score: Raw -75202.216443 + Penalty 414.382558 = -74787.833885 nChanged 15 SP:Iteration 18Q (751.871314 sec): 3 clusters Score: Raw -75210.612395 + Penalty 414.382558 = -74796.229838 nChanged 14 SP:Iteration 19Q (751.908781 sec): 3 clusters Score: Raw -75216.940134 + Penalty 414.382558 = -74802.557576 nChanged 11 SP:Iteration 20F (751.942713 sec): 3 clusters Score: Raw -75223.240930 + Penalty 414.382558 = -74808.858372 nChanged 9 SP:Iteration 21Q (751.976238 sec): 3 clusters Score: Raw -75230.325497 + Penalty 414.382558 = -74815.942939 nChanged 12 SP:Iteration 22Q (752.007082 sec): 3 clusters Score: Raw -75234.989907 + Penalty 414.382558 = -74820.607349 nChanged 5 SP:Iteration 23Q (752.037773 sec): 3 clusters Score: Raw -75236.382331 + Penalty 414.382558 = -74821.999773 nChanged 6 SP:Iteration 24Q (752.078808 sec): 3 clusters Score: Raw -75237.982834 + Penalty 414.382558 = -74823.600276 nChanged 3 SP:Iteration 25Q (752.117329 sec): 3 clusters Score: Raw -75238.615432 + Penalty 414.382558 = -74824.232875 nChanged 5 SP:Iteration 26Q (752.157213 sec): 3 clusters Score: Raw -75240.226552 + Penalty 414.382558 = -74825.843994 nChanged 5 SP:Iteration 27Q (752.193442 sec): 3 clusters Score: Raw -75241.298856 + Penalty 414.382558 = -74826.916298 nChanged 4 SP:Iteration 28Q (752.227721 sec): 3 clusters Score: Raw -75242.349157 + Penalty 414.382558 = -74827.966599 nChanged 1 SP:Iteration 29Q (752.257995 sec): 3 clusters Score: Raw -75242.444214 + Penalty 414.382558 = -74828.061656 nChanged 1 SP:Iteration 30Q (752.288670 sec): 3 clusters Score: Raw -75242.613126 + Penalty 414.382558 = -74828.230568 nChanged 0 SP:Iteration 31F (752.319413 sec): 3 clusters Score: Raw -75242.613126 + Penalty 414.382558 = -74828.230568 nChanged 0 Time taken for this iteration:751.545399 seconds. 20->30 Clusters: Score -10212636.439855, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 277221 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 6 (4241 points): Lose 89.283102 but Gain 344.645683 Iteration 0F (754.150187 sec): 20 clusters Score: Raw -8888981.062047 + Penalty 6548.267982 = -8882432.794065 nChanged 263058 Iteration 1F (755.888087 sec): 20 clusters Score: Raw -9726623.900988 + Penalty 6548.267982 = -9720075.633006 nChanged 87333 Iteration 2F (757.602562 sec): 20 clusters Score: Raw -9882182.832779 + Penalty 6548.267982 = -9875634.564797 nChanged 53770 Iteration 3F (759.383480 sec): 20 clusters Score: Raw -10012214.698377 + Penalty 6548.267982 = -10005666.430395 nChanged 37886 Iteration 4F (761.087519 sec): 20 clusters Score: Raw -10072648.590302 + Penalty 6548.267982 = -10066100.322320 nChanged 26440 Iteration 5F (762.846657 sec): 20 clusters Score: Raw -10101906.714110 + Penalty 6548.267982 = -10095358.446127 nChanged 17895 Iteration 6F (764.546936 sec): 20 clusters Score: Raw -10117244.478439 + Penalty 6548.267982 = -10110696.210457 nChanged 12251 Iteration 7Q (766.092349 sec): 20 clusters Score: Raw -10126348.144140 + Penalty 6548.267982 = -10119799.876157 nChanged 9520 Iteration 8Q (767.672139 sec): 20 clusters Score: Raw -10132691.834162 + Penalty 6548.267982 = -10126143.566180 nChanged 8095 Iteration 9Q (769.188227 sec): 20 clusters Score: Raw -10138002.417446 + Penalty 6548.267982 = -10131454.149463 nChanged 7228 Iteration 10Q (770.767748 sec): 20 clusters Score: Raw -10142767.066789 + Penalty 6548.267982 = -10136218.798807 nChanged 6466 Iteration 11Q (772.285437 sec): 20 clusters Score: Raw -10147377.980072 + Penalty 6548.267982 = -10140829.712090 nChanged 6085 Iteration 12Q (773.732647 sec): 20 clusters Score: Raw -10151730.540332 + Penalty 6548.267982 = -10145182.272350 nChanged 5556 Iteration 13Q (775.225953 sec): 20 clusters Score: Raw -10155389.634762 + Penalty 6548.267982 = -10148841.366780 nChanged 4953 Iteration 14Q (776.666941 sec): 20 clusters Score: Raw -10158368.329581 + Penalty 6548.267982 = -10151820.061599 nChanged 4377 Iteration 15Q (778.215643 sec): 20 clusters Score: Raw -10160627.003740 + Penalty 6548.267982 = -10154078.735757 nChanged 3891 Iteration 16Q (779.695692 sec): 20 clusters Score: Raw -10162450.511487 + Penalty 6548.267982 = -10155902.243504 nChanged 3437 Iteration 17Q (781.155875 sec): 20 clusters Score: Raw -10164108.798851 + Penalty 6548.267982 = -10157560.530869 nChanged 3199 Iteration 18Q (782.605121 sec): 20 clusters Score: Raw -10166181.113711 + Penalty 6548.267982 = -10159632.845728 nChanged 3272 Iteration 19Q (784.057885 sec): 20 clusters Score: Raw -10168299.972530 + Penalty 6548.267982 = -10161751.704548 nChanged 3447 Writing temp clu file Because OldScore, -10159632.845728, is greater than current (better) Score,-10161751.704548 Compute initial score before splitting: Score: Raw -10168299.972530 + Penalty 6548.267982 = -10161751.704548 Trying to split cluster 1 (5058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (784.129334 sec): 2 clusters Score: Raw -204394.395643 + Penalty 234.539977 = -204159.855667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (784.183496 sec): 3 clusters Score: Raw -201225.486054 + Penalty 469.079953 = -200756.406100 nChanged 2345 SP:Iteration 1F (784.211318 sec): 3 clusters Score: Raw -202787.051687 + Penalty 469.079953 = -202317.971733 nChanged 442 SP:Iteration 2F (784.262233 sec): 3 clusters Score: Raw -203069.918019 + Penalty 469.079953 = -202600.838065 nChanged 395 SP:Iteration 3F (784.306311 sec): 3 clusters Score: Raw -203338.400149 + Penalty 469.079953 = -202869.320196 nChanged 312 SP:Iteration 4F (784.336494 sec): 3 clusters Score: Raw -203570.928567 + Penalty 469.079953 = -203101.848613 nChanged 251 SP:Iteration 5Q (784.372239 sec): 3 clusters Score: Raw -203742.628447 + Penalty 469.079953 = -203273.548493 nChanged 225 SP:Iteration 6Q (784.422563 sec): 3 clusters Score: Raw -203931.642864 + Penalty 469.079953 = -203462.562911 nChanged 188 SP:Iteration 7Q (784.463037 sec): 3 clusters Score: Raw -204079.189914 + Penalty 469.079953 = -203610.109960 nChanged 134 SP:Iteration 8Q (784.494742 sec): 3 clusters Score: Raw -204167.448306 + Penalty 469.079953 = -203698.368352 nChanged 75 SP:Iteration 9Q (784.530405 sec): 3 clusters Score: Raw -204210.595820 + Penalty 469.079953 = -203741.515867 nChanged 71 SP:Iteration 10Q (784.566425 sec): 3 clusters Score: Raw -204252.351390 + Penalty 469.079953 = -203783.271437 nChanged 67 SP:Iteration 11Q (784.595082 sec): 3 clusters Score: Raw -204288.183922 + Penalty 469.079953 = -203819.103968 nChanged 58 SP:Iteration 12Q (784.630374 sec): 3 clusters Score: Raw -204322.700528 + Penalty 469.079953 = -203853.620575 nChanged 52 SP:Iteration 13Q (784.673522 sec): 3 clusters Score: Raw -204353.009119 + Penalty 469.079953 = -203883.929166 nChanged 41 SP:Iteration 14Q (784.724757 sec): 3 clusters Score: Raw -204378.189183 + Penalty 469.079953 = -203909.109230 nChanged 39 SP:Iteration 15Q (784.759193 sec): 3 clusters Score: Raw -204401.606941 + Penalty 469.079953 = -203932.526987 nChanged 28 SP:Iteration 16Q (784.793539 sec): 3 clusters Score: Raw -204415.895544 + Penalty 469.079953 = -203946.815590 nChanged 22 SP:Iteration 17Q (784.830940 sec): 3 clusters Score: Raw -204429.214768 + Penalty 469.079953 = -203960.134815 nChanged 11 SP:Iteration 18Q (784.877306 sec): 3 clusters Score: Raw -204434.181841 + Penalty 469.079953 = -203965.101888 nChanged 13 SP:Iteration 19Q (784.918651 sec): 3 clusters Score: Raw -204442.519678 + Penalty 469.079953 = -203973.439725 nChanged 9 SP:Iteration 20F (784.957112 sec): 3 clusters Score: Raw -204447.835620 + Penalty 469.079953 = -203978.755666 nChanged 6 SP:Iteration 21Q (784.992920 sec): 3 clusters Score: Raw -204453.603385 + Penalty 469.079953 = -203984.523432 nChanged 5 SP:Iteration 22Q (785.025569 sec): 3 clusters Score: Raw -204455.506537 + Penalty 469.079953 = -203986.426584 nChanged 2 SP:Iteration 23Q (785.066370 sec): 3 clusters Score: Raw -204455.775297 + Penalty 469.079953 = -203986.695343 nChanged 2 SP:Iteration 24Q (785.103222 sec): 3 clusters Score: Raw -204457.141533 + Penalty 469.079953 = -203988.061579 nChanged 3 SP:Iteration 25Q (785.142343 sec): 3 clusters Score: Raw -204457.860104 + Penalty 469.079953 = -203988.780151 nChanged 2 SP:Iteration 26Q (785.179598 sec): 3 clusters Score: Raw -204458.393606 + Penalty 469.079953 = -203989.313653 nChanged 0 SP:Iteration 27F (785.218110 sec): 3 clusters Score: Raw -204458.393606 + Penalty 469.079953 = -203989.313653 nChanged 0 Trying to split cluster 2 (2309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (785.239218 sec): 2 clusters Score: Raw -85618.313781 + Penalty 212.975670 = -85405.338111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (785.276863 sec): 3 clusters Score: Raw -84256.471677 + Penalty 425.951340 = -83830.520337 nChanged 1051 SP:Iteration 1F (785.322206 sec): 3 clusters Score: Raw -85083.514282 + Penalty 425.951340 = -84657.562942 nChanged 272 SP:Iteration 2F (785.360043 sec): 3 clusters Score: Raw -85404.948066 + Penalty 425.951340 = -84978.996726 nChanged 225 SP:Iteration 3F (785.401144 sec): 3 clusters Score: Raw -85669.431686 + Penalty 425.951340 = -85243.480347 nChanged 153 SP:Iteration 4F (785.450039 sec): 3 clusters Score: Raw -85824.653167 + Penalty 425.951340 = -85398.701827 nChanged 118 SP:Iteration 5F (785.486975 sec): 3 clusters Score: Raw -85922.104286 + Penalty 425.951340 = -85496.152946 nChanged 80 SP:Iteration 6Q (785.530891 sec): 3 clusters Score: Raw -85980.223724 + Penalty 425.951340 = -85554.272385 nChanged 54 SP:Iteration 7Q (785.573351 sec): 3 clusters Score: Raw -86006.661851 + Penalty 425.951340 = -85580.710512 nChanged 32 SP:Iteration 8Q (785.615637 sec): 3 clusters Score: Raw -86016.636475 + Penalty 425.951340 = -85590.685136 nChanged 25 SP:Iteration 9Q (785.659223 sec): 3 clusters Score: Raw -86022.842988 + Penalty 425.951340 = -85596.891648 nChanged 18 SP:Iteration 10Q (785.710041 sec): 3 clusters Score: Raw -86027.634303 + Penalty 425.951340 = -85601.682964 nChanged 14 SP:Iteration 11Q (785.760824 sec): 3 clusters Score: Raw -86030.143691 + Penalty 425.951340 = -85604.192351 nChanged 11 SP:Iteration 12Q (785.797278 sec): 3 clusters Score: Raw -86031.667325 + Penalty 425.951340 = -85605.715986 nChanged 6 SP:Iteration 13Q (785.829475 sec): 3 clusters Score: Raw -86032.266500 + Penalty 425.951340 = -85606.315161 nChanged 3 SP:Iteration 14Q (785.861141 sec): 3 clusters Score: Raw -86032.488910 + Penalty 425.951340 = -85606.537571 nChanged 3 SP:Iteration 15Q (785.893687 sec): 3 clusters Score: Raw -86032.642094 + Penalty 425.951340 = -85606.690755 nChanged 1 SP:Iteration 16Q (785.927643 sec): 3 clusters Score: Raw -86032.682035 + Penalty 425.951340 = -85606.730696 nChanged 0 SP:Iteration 17F (785.972529 sec): 3 clusters Score: Raw -86032.682035 + Penalty 425.951340 = -85606.730696 nChanged 0 Score: Raw -10169620.527137 + Penalty 6892.913666 = -10162727.613471 Splitting cluster 2 changes total score from -10161751.704548 to -10162727.613471 So it's getting split into cluster 6. Trying to split cluster 3 (1379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (787.662699 sec): 2 clusters Score: Raw -51874.352301 + Penalty 198.800632 = -51675.551669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (787.693831 sec): 3 clusters Score: Raw -51117.716285 + Penalty 397.601263 = -50720.115022 nChanged 599 SP:Iteration 1F (787.724981 sec): 3 clusters Score: Raw -51571.699955 + Penalty 397.601263 = -51174.098692 nChanged 129 SP:Iteration 2F (787.756132 sec): 3 clusters Score: Raw -51718.065207 + Penalty 397.601263 = -51320.463943 nChanged 137 SP:Iteration 3F (787.787306 sec): 3 clusters Score: Raw -51888.650521 + Penalty 397.601263 = -51491.049258 nChanged 106 SP:Iteration 4F (787.818481 sec): 3 clusters Score: Raw -51999.885925 + Penalty 397.601263 = -51602.284662 nChanged 58 SP:Iteration 5Q (787.842753 sec): 3 clusters Score: Raw -52047.963082 + Penalty 397.601263 = -51650.361819 nChanged 50 SP:Iteration 6Q (787.880527 sec): 3 clusters Score: Raw -52094.896696 + Penalty 397.601263 = -51697.295432 nChanged 44 SP:Iteration 7Q (787.914961 sec): 3 clusters Score: Raw -52136.613134 + Penalty 397.601263 = -51739.011871 nChanged 39 SP:Iteration 8Q (787.953570 sec): 3 clusters Score: Raw -52181.452359 + Penalty 397.601263 = -51783.851096 nChanged 40 SP:Iteration 9Q (787.991309 sec): 3 clusters Score: Raw -52230.507909 + Penalty 397.601263 = -51832.906645 nChanged 32 SP:Iteration 10Q (788.031389 sec): 3 clusters Score: Raw -52269.196821 + Penalty 397.601263 = -51871.595557 nChanged 31 SP:Iteration 11Q (788.072149 sec): 3 clusters Score: Raw -52310.107394 + Penalty 397.601263 = -51912.506131 nChanged 30 SP:Iteration 12Q (788.113372 sec): 3 clusters Score: Raw -52350.202127 + Penalty 397.601263 = -51952.600863 nChanged 30 SP:Iteration 13Q (788.161580 sec): 3 clusters Score: Raw -52388.672650 + Penalty 397.601263 = -51991.071387 nChanged 25 SP:Iteration 14Q (788.201800 sec): 3 clusters Score: Raw -52421.019513 + Penalty 397.601263 = -52023.418250 nChanged 19 SP:Iteration 15Q (788.244204 sec): 3 clusters Score: Raw -52445.591790 + Penalty 397.601263 = -52047.990526 nChanged 20 SP:Iteration 16Q (788.286720 sec): 3 clusters Score: Raw -52470.506669 + Penalty 397.601263 = -52072.905406 nChanged 19 SP:Iteration 17Q (788.318249 sec): 3 clusters Score: Raw -52483.205311 + Penalty 397.601263 = -52085.604047 nChanged 15 SP:Iteration 18Q (788.349869 sec): 3 clusters Score: Raw -52493.115612 + Penalty 397.601263 = -52095.514349 nChanged 10 SP:Iteration 19Q (788.381737 sec): 3 clusters Score: Raw -52497.366668 + Penalty 397.601263 = -52099.765404 nChanged 8 SP:Iteration 20F (788.413175 sec): 3 clusters Score: Raw -52502.663084 + Penalty 397.601263 = -52105.061821 nChanged 9 SP:Iteration 21Q (788.444952 sec): 3 clusters Score: Raw -52505.524362 + Penalty 397.601263 = -52107.923099 nChanged 4 SP:Iteration 22Q (788.478065 sec): 3 clusters Score: Raw -52506.551796 + Penalty 397.601263 = -52108.950533 nChanged 3 SP:Iteration 23Q (788.509325 sec): 3 clusters Score: Raw -52506.957900 + Penalty 397.601263 = -52109.356637 nChanged 1 SP:Iteration 24Q (788.533270 sec): 3 clusters Score: Raw -52507.232999 + Penalty 397.601263 = -52109.631736 nChanged 0 SP:Iteration 25F (788.564813 sec): 3 clusters Score: Raw -52507.232999 + Penalty 397.601263 = -52109.631736 nChanged 0 Score: Raw -10170253.407835 + Penalty 7237.559349 = -10163015.848486 Splitting cluster 3 changes total score from -10161751.704548 to -10163015.848486 So it's getting split into cluster 21. Trying to split cluster 4 (1501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (790.330360 sec): 2 clusters Score: Raw -59899.539549 + Penalty 201.131888 = -59698.407662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (790.367968 sec): 3 clusters Score: Raw -59045.061285 + Penalty 402.263776 = -58642.797510 nChanged 647 SP:Iteration 1F (790.403459 sec): 3 clusters Score: Raw -59385.399461 + Penalty 402.263776 = -58983.135685 nChanged 144 SP:Iteration 2F (790.434900 sec): 3 clusters Score: Raw -59465.357279 + Penalty 402.263776 = -59063.093503 nChanged 105 SP:Iteration 3F (790.478169 sec): 3 clusters Score: Raw -59535.532236 + Penalty 402.263776 = -59133.268460 nChanged 97 SP:Iteration 4F (790.506887 sec): 3 clusters Score: Raw -59607.376410 + Penalty 402.263776 = -59205.112634 nChanged 100 SP:Iteration 5F (790.542637 sec): 3 clusters Score: Raw -59686.174399 + Penalty 402.263776 = -59283.910623 nChanged 73 SP:Iteration 6Q (790.588610 sec): 3 clusters Score: Raw -59728.829015 + Penalty 402.263776 = -59326.565239 nChanged 50 SP:Iteration 7Q (790.621814 sec): 3 clusters Score: Raw -59756.242828 + Penalty 402.263776 = -59353.979052 nChanged 37 SP:Iteration 8Q (790.660223 sec): 3 clusters Score: Raw -59783.160688 + Penalty 402.263776 = -59380.896913 nChanged 47 SP:Iteration 9Q (790.711169 sec): 3 clusters Score: Raw -59843.889999 + Penalty 402.263776 = -59441.626224 nChanged 32 SP:Iteration 10Q (790.758082 sec): 3 clusters Score: Raw -59892.121280 + Penalty 402.263776 = -59489.857505 nChanged 23 SP:Iteration 11Q (790.796751 sec): 3 clusters Score: Raw -59909.422484 + Penalty 402.263776 = -59507.158708 nChanged 14 SP:Iteration 12Q (790.834374 sec): 3 clusters Score: Raw -59918.942794 + Penalty 402.263776 = -59516.679018 nChanged 13 SP:Iteration 13Q (790.866572 sec): 3 clusters Score: Raw -59932.614203 + Penalty 402.263776 = -59530.350427 nChanged 11 SP:Iteration 14Q (790.914032 sec): 3 clusters Score: Raw -59944.111998 + Penalty 402.263776 = -59541.848223 nChanged 13 SP:Iteration 15Q (790.955867 sec): 3 clusters Score: Raw -59959.199813 + Penalty 402.263776 = -59556.936037 nChanged 16 SP:Iteration 16Q (790.991093 sec): 3 clusters Score: Raw -59979.268422 + Penalty 402.263776 = -59577.004646 nChanged 21 SP:Iteration 17Q (791.015490 sec): 3 clusters Score: Raw -59999.729343 + Penalty 402.263776 = -59597.465567 nChanged 14 SP:Iteration 18Q (791.066962 sec): 3 clusters Score: Raw -60008.359608 + Penalty 402.263776 = -59606.095833 nChanged 14 SP:Iteration 19Q (791.098081 sec): 3 clusters Score: Raw -60021.861396 + Penalty 402.263776 = -59619.597620 nChanged 18 SP:Iteration 20F (791.129469 sec): 3 clusters Score: Raw -60044.904954 + Penalty 402.263776 = -59642.641179 nChanged 27 SP:Iteration 21Q (791.160507 sec): 3 clusters Score: Raw -60088.867097 + Penalty 402.263776 = -59686.603322 nChanged 30 SP:Iteration 22Q (791.194565 sec): 3 clusters Score: Raw -60131.923033 + Penalty 402.263776 = -59729.659257 nChanged 28 SP:Iteration 23Q (791.233903 sec): 3 clusters Score: Raw -60170.677501 + Penalty 402.263776 = -59768.413725 nChanged 30 SP:Iteration 24Q (791.262848 sec): 3 clusters Score: Raw -60223.911986 + Penalty 402.263776 = -59821.648210 nChanged 35 SP:Iteration 25Q (791.301471 sec): 3 clusters Score: Raw -60280.406636 + Penalty 402.263776 = -59878.142860 nChanged 24 SP:Iteration 26Q (791.333077 sec): 3 clusters Score: Raw -60318.005599 + Penalty 402.263776 = -59915.741823 nChanged 19 SP:Iteration 27Q (791.364143 sec): 3 clusters Score: Raw -60340.362156 + Penalty 402.263776 = -59938.098381 nChanged 9 SP:Iteration 28Q (791.395102 sec): 3 clusters Score: Raw -60343.962155 + Penalty 402.263776 = -59941.698379 nChanged 5 SP:Iteration 29Q (791.433615 sec): 3 clusters Score: Raw -60346.394406 + Penalty 402.263776 = -59944.130630 nChanged 3 SP:Iteration 30Q (791.470310 sec): 3 clusters Score: Raw -60347.452410 + Penalty 402.263776 = -59945.188634 nChanged 3 SP:Iteration 31Q (791.502335 sec): 3 clusters Score: Raw -60348.030434 + Penalty 402.263776 = -59945.766658 nChanged 2 SP:Iteration 32Q (791.533215 sec): 3 clusters Score: Raw -60348.354342 + Penalty 402.263776 = -59946.090566 nChanged 2 SP:Iteration 33Q (791.564878 sec): 3 clusters Score: Raw -60348.685928 + Penalty 402.263776 = -59946.422152 nChanged 2 SP:Iteration 34Q (791.595541 sec): 3 clusters Score: Raw -60348.898328 + Penalty 402.263776 = -59946.634553 nChanged 0 SP:Iteration 35F (791.626466 sec): 3 clusters Score: Raw -60362.100926 + Penalty 402.263776 = -59959.837150 nChanged 9 SP:Iteration 36Q (791.657205 sec): 3 clusters Score: Raw -60369.154663 + Penalty 402.263776 = -59966.890887 nChanged 6 SP:Iteration 37Q (791.687653 sec): 3 clusters Score: Raw -60371.287459 + Penalty 402.263776 = -59969.023683 nChanged 4 SP:Iteration 38Q (791.718032 sec): 3 clusters Score: Raw -60373.094979 + Penalty 402.263776 = -59970.831203 nChanged 4 SP:Iteration 39Q (791.749391 sec): 3 clusters Score: Raw -60375.849386 + Penalty 402.263776 = -59973.585610 nChanged 8 SP:Iteration 40F (791.780015 sec): 3 clusters Score: Raw -60380.409431 + Penalty 402.263776 = -59978.145655 nChanged 7 SP:Iteration 41Q (791.810455 sec): 3 clusters Score: Raw -60384.240748 + Penalty 402.263776 = -59981.976972 nChanged 4 SP:Iteration 42Q (791.841169 sec): 3 clusters Score: Raw -60385.909720 + Penalty 402.263776 = -59983.645944 nChanged 3 SP:Iteration 43Q (791.872135 sec): 3 clusters Score: Raw -60386.524387 + Penalty 402.263776 = -59984.260612 nChanged 2 SP:Iteration 44Q (791.902931 sec): 3 clusters Score: Raw -60386.802235 + Penalty 402.263776 = -59984.538459 nChanged 0 SP:Iteration 45F (791.933682 sec): 3 clusters Score: Raw -60386.802235 + Penalty 402.263776 = -59984.538459 nChanged 0 Score: Raw -10170740.670520 + Penalty 7582.205032 = -10163158.465488 Splitting cluster 4 changes total score from -10161751.704548 to -10163158.465488 So it's getting split into cluster 22. Trying to split cluster 5 (13107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (793.817276 sec): 2 clusters Score: Raw -484962.521561 + Penalty 260.724797 = -484701.796764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (793.856891 sec): 3 clusters Score: Raw -476479.104215 + Penalty 521.449594 = -475957.654620 nChanged 6268 SP:Iteration 1F (793.905556 sec): 3 clusters Score: Raw -480478.732057 + Penalty 521.449594 = -479957.282463 nChanged 977 SP:Iteration 2F (793.955733 sec): 3 clusters Score: Raw -481052.703850 + Penalty 521.449594 = -480531.254256 nChanged 996 SP:Iteration 3F (794.007960 sec): 3 clusters Score: Raw -481703.568415 + Penalty 521.449594 = -481182.118821 nChanged 937 SP:Iteration 4F (794.065209 sec): 3 clusters Score: Raw -482408.379416 + Penalty 521.449594 = -481886.929822 nChanged 801 SP:Iteration 5F (794.123367 sec): 3 clusters Score: Raw -482974.841712 + Penalty 521.449594 = -482453.392117 nChanged 610 SP:Iteration 6Q (794.180883 sec): 3 clusters Score: Raw -483374.526543 + Penalty 521.449594 = -482853.076949 nChanged 449 SP:Iteration 7Q (794.238212 sec): 3 clusters Score: Raw -483643.992141 + Penalty 521.449594 = -483122.542547 nChanged 330 SP:Iteration 8Q (794.296425 sec): 3 clusters Score: Raw -483815.058720 + Penalty 521.449594 = -483293.609126 nChanged 253 SP:Iteration 9Q (794.355240 sec): 3 clusters Score: Raw -483917.639260 + Penalty 521.449594 = -483396.189665 nChanged 196 SP:Iteration 10Q (794.390804 sec): 3 clusters Score: Raw -483989.170115 + Penalty 521.449594 = -483467.720520 nChanged 159 SP:Iteration 11Q (794.443368 sec): 3 clusters Score: Raw -484057.177763 + Penalty 521.449594 = -483535.728168 nChanged 173 SP:Iteration 12Q (794.500748 sec): 3 clusters Score: Raw -484124.594980 + Penalty 521.449594 = -483603.145385 nChanged 157 SP:Iteration 13Q (794.533808 sec): 3 clusters Score: Raw -484193.008498 + Penalty 521.449594 = -483671.558903 nChanged 163 SP:Iteration 14Q (794.583165 sec): 3 clusters Score: Raw -484274.991554 + Penalty 521.449594 = -483753.541960 nChanged 194 SP:Iteration 15Q (794.626442 sec): 3 clusters Score: Raw -484380.921796 + Penalty 521.449594 = -483859.472201 nChanged 175 SP:Iteration 16Q (794.661551 sec): 3 clusters Score: Raw -484466.564853 + Penalty 521.449594 = -483945.115258 nChanged 165 SP:Iteration 17Q (794.719399 sec): 3 clusters Score: Raw -484548.238706 + Penalty 521.449594 = -484026.789111 nChanged 151 SP:Iteration 18Q (794.767736 sec): 3 clusters Score: Raw -484623.708364 + Penalty 521.449594 = -484102.258769 nChanged 144 SP:Iteration 19Q (794.804811 sec): 3 clusters Score: Raw -484686.957374 + Penalty 521.449594 = -484165.507779 nChanged 123 SP:Iteration 20F (794.854445 sec): 3 clusters Score: Raw -484739.886267 + Penalty 521.449594 = -484218.436673 nChanged 119 SP:Iteration 21Q (794.890338 sec): 3 clusters Score: Raw -484785.691610 + Penalty 521.449594 = -484264.242016 nChanged 87 SP:Iteration 22Q (794.943816 sec): 3 clusters Score: Raw -484813.213029 + Penalty 521.449594 = -484291.763435 nChanged 91 SP:Iteration 23Q (794.984171 sec): 3 clusters Score: Raw -484845.849698 + Penalty 521.449594 = -484324.400103 nChanged 80 SP:Iteration 24Q (795.030065 sec): 3 clusters Score: Raw -484873.677522 + Penalty 521.449594 = -484352.227928 nChanged 67 SP:Iteration 25Q (795.086346 sec): 3 clusters Score: Raw -484896.111302 + Penalty 521.449594 = -484374.661707 nChanged 69 SP:Iteration 26Q (795.116859 sec): 3 clusters Score: Raw -484919.192151 + Penalty 521.449594 = -484397.742557 nChanged 64 SP:Iteration 27Q (795.159296 sec): 3 clusters Score: Raw -484941.649016 + Penalty 521.449594 = -484420.199421 nChanged 44 SP:Iteration 28Q (795.208979 sec): 3 clusters Score: Raw -484955.044300 + Penalty 521.449594 = -484433.594705 nChanged 37 SP:Iteration 29Q (795.243943 sec): 3 clusters Score: Raw -484965.474739 + Penalty 521.449594 = -484444.025145 nChanged 41 SP:Iteration 30Q (795.286198 sec): 3 clusters Score: Raw -484977.420850 + Penalty 521.449594 = -484455.971256 nChanged 33 SP:Iteration 31Q (795.336696 sec): 3 clusters Score: Raw -484988.740323 + Penalty 521.449594 = -484467.290728 nChanged 29 SP:Iteration 32Q (795.380060 sec): 3 clusters Score: Raw -484997.333564 + Penalty 521.449594 = -484475.883970 nChanged 26 SP:Iteration 33Q (795.422138 sec): 3 clusters Score: Raw -485002.885998 + Penalty 521.449594 = -484481.436404 nChanged 14 SP:Iteration 34Q (795.459969 sec): 3 clusters Score: Raw -485004.772093 + Penalty 521.449594 = -484483.322498 nChanged 14 SP:Iteration 35Q (795.503057 sec): 3 clusters Score: Raw -485007.209346 + Penalty 521.449594 = -484485.759751 nChanged 11 SP:Iteration 36Q (795.560854 sec): 3 clusters Score: Raw -485009.107299 + Penalty 521.449594 = -484487.657704 nChanged 11 SP:Iteration 37Q (795.603097 sec): 3 clusters Score: Raw -485011.130793 + Penalty 521.449594 = -484489.681199 nChanged 13 SP:Iteration 38Q (795.647301 sec): 3 clusters Score: Raw -485013.671729 + Penalty 521.449594 = -484492.222134 nChanged 10 SP:Iteration 39Q (795.700648 sec): 3 clusters Score: Raw -485015.976934 + Penalty 521.449594 = -484494.527340 nChanged 15 SP:Iteration 40F (795.754286 sec): 3 clusters Score: Raw -485019.674679 + Penalty 521.449594 = -484498.225085 nChanged 11 SP:Iteration 41Q (795.804052 sec): 3 clusters Score: Raw -485022.870794 + Penalty 521.449594 = -484501.421199 nChanged 14 SP:Iteration 42Q (795.855084 sec): 3 clusters Score: Raw -485026.603599 + Penalty 521.449594 = -484505.154004 nChanged 13 SP:Iteration 43Q (795.916949 sec): 3 clusters Score: Raw -485029.839245 + Penalty 521.449594 = -484508.389650 nChanged 14 SP:Iteration 44Q (795.968132 sec): 3 clusters Score: Raw -485034.598338 + Penalty 521.449594 = -484513.148744 nChanged 16 SP:Iteration 45Q (796.014741 sec): 3 clusters Score: Raw -485038.232326 + Penalty 521.449594 = -484516.782732 nChanged 12 SP:Iteration 46Q (796.060983 sec): 3 clusters Score: Raw -485041.548468 + Penalty 521.449594 = -484520.098874 nChanged 11 SP:Iteration 47Q (796.108054 sec): 3 clusters Score: Raw -485046.055186 + Penalty 521.449594 = -484524.605591 nChanged 11 SP:Iteration 48Q (796.165523 sec): 3 clusters Score: Raw -485049.599020 + Penalty 521.449594 = -484528.149426 nChanged 6 SP:Iteration 49Q (796.200934 sec): 3 clusters Score: Raw -485051.054685 + Penalty 521.449594 = -484529.605090 nChanged 1 SP:Iteration 50Q (796.243488 sec): 3 clusters Score: Raw -485051.284822 + Penalty 521.449594 = -484529.835228 nChanged 1 SP:Iteration 51Q (796.293547 sec): 3 clusters Score: Raw -485051.345254 + Penalty 521.449594 = -484529.895660 nChanged 1 SP:Iteration 52Q (796.336419 sec): 3 clusters Score: Raw -485051.376711 + Penalty 521.449594 = -484529.927117 nChanged 0 SP:Iteration 53F (796.368681 sec): 3 clusters Score: Raw -485051.376711 + Penalty 521.449594 = -484529.927117 nChanged 0 Trying to split cluster 7 (2569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (796.393356 sec): 2 clusters Score: Raw -100147.480228 + Penalty 215.909980 = -99931.570248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (796.428444 sec): 3 clusters Score: Raw -98650.490798 + Penalty 431.819960 = -98218.670838 nChanged 1186 SP:Iteration 1F (796.486062 sec): 3 clusters Score: Raw -99674.384876 + Penalty 431.819960 = -99242.564916 nChanged 275 SP:Iteration 2F (796.534029 sec): 3 clusters Score: Raw -99911.315537 + Penalty 431.819960 = -99479.495577 nChanged 169 SP:Iteration 3F (796.570920 sec): 3 clusters Score: Raw -100044.112353 + Penalty 431.819960 = -99612.292393 nChanged 116 SP:Iteration 4Q (796.618650 sec): 3 clusters Score: Raw -100107.728024 + Penalty 431.819960 = -99675.908064 nChanged 71 SP:Iteration 5Q (796.669422 sec): 3 clusters Score: Raw -100142.358384 + Penalty 431.819960 = -99710.538424 nChanged 57 SP:Iteration 6Q (796.720056 sec): 3 clusters Score: Raw -100172.189975 + Penalty 431.819960 = -99740.370015 nChanged 46 SP:Iteration 7Q (796.770785 sec): 3 clusters Score: Raw -100191.538581 + Penalty 431.819960 = -99759.718621 nChanged 32 SP:Iteration 8Q (796.803988 sec): 3 clusters Score: Raw -100198.913155 + Penalty 431.819960 = -99767.093195 nChanged 20 SP:Iteration 9Q (796.856575 sec): 3 clusters Score: Raw -100204.338206 + Penalty 431.819960 = -99772.518247 nChanged 22 SP:Iteration 10Q (796.896759 sec): 3 clusters Score: Raw -100208.807010 + Penalty 431.819960 = -99776.987050 nChanged 9 SP:Iteration 11Q (796.938571 sec): 3 clusters Score: Raw -100211.152045 + Penalty 431.819960 = -99779.332085 nChanged 12 SP:Iteration 12Q (796.981327 sec): 3 clusters Score: Raw -100214.157240 + Penalty 431.819960 = -99782.337280 nChanged 16 SP:Iteration 13Q (797.025287 sec): 3 clusters Score: Raw -100217.228310 + Penalty 431.819960 = -99785.408351 nChanged 14 SP:Iteration 14Q (797.068279 sec): 3 clusters Score: Raw -100219.424957 + Penalty 431.819960 = -99787.604998 nChanged 13 SP:Iteration 15Q (797.111358 sec): 3 clusters Score: Raw -100222.333063 + Penalty 431.819960 = -99790.513103 nChanged 18 SP:Iteration 16Q (797.147948 sec): 3 clusters Score: Raw -100225.273347 + Penalty 431.819960 = -99793.453387 nChanged 15 SP:Iteration 17Q (797.189057 sec): 3 clusters Score: Raw -100227.435453 + Penalty 431.819960 = -99795.615493 nChanged 8 SP:Iteration 18Q (797.229256 sec): 3 clusters Score: Raw -100228.123452 + Penalty 431.819960 = -99796.303492 nChanged 5 SP:Iteration 19Q (797.264468 sec): 3 clusters Score: Raw -100228.428683 + Penalty 431.819960 = -99796.608723 nChanged 3 SP:Iteration 20F (797.297108 sec): 3 clusters Score: Raw -100228.802554 + Penalty 431.819960 = -99796.982594 nChanged 4 SP:Iteration 21Q (797.329688 sec): 3 clusters Score: Raw -100229.505227 + Penalty 431.819960 = -99797.685267 nChanged 4 SP:Iteration 22Q (797.360902 sec): 3 clusters Score: Raw -100229.943555 + Penalty 431.819960 = -99798.123595 nChanged 2 SP:Iteration 23Q (797.400694 sec): 3 clusters Score: Raw -100230.033598 + Penalty 431.819960 = -99798.213638 nChanged 2 SP:Iteration 24Q (797.433006 sec): 3 clusters Score: Raw -100230.197240 + Penalty 431.819960 = -99798.377280 nChanged 2 SP:Iteration 25Q (797.465291 sec): 3 clusters Score: Raw -100230.348197 + Penalty 431.819960 = -99798.528238 nChanged 1 SP:Iteration 26Q (797.500997 sec): 3 clusters Score: Raw -100230.391094 + Penalty 431.819960 = -99798.571134 nChanged 1 SP:Iteration 27Q (797.539996 sec): 3 clusters Score: Raw -100230.441511 + Penalty 431.819960 = -99798.621551 nChanged 0 SP:Iteration 28F (797.590961 sec): 3 clusters Score: Raw -100230.441511 + Penalty 431.819960 = -99798.621551 nChanged 0 Trying to split cluster 8 (9450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (797.632253 sec): 2 clusters Score: Raw -387681.334432 + Penalty 251.728676 = -387429.605756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (797.674828 sec): 3 clusters Score: Raw -381645.137003 + Penalty 503.457351 = -381141.679652 nChanged 4452 SP:Iteration 1F (797.730741 sec): 3 clusters Score: Raw -384638.635260 + Penalty 503.457351 = -384135.177908 nChanged 783 SP:Iteration 2F (797.771700 sec): 3 clusters Score: Raw -385165.680839 + Penalty 503.457351 = -384662.223488 nChanged 802 SP:Iteration 3F (797.811926 sec): 3 clusters Score: Raw -385811.226749 + Penalty 503.457351 = -385307.769398 nChanged 763 SP:Iteration 4F (797.853036 sec): 3 clusters Score: Raw -386486.734465 + Penalty 503.457351 = -385983.277114 nChanged 588 SP:Iteration 5F (797.903441 sec): 3 clusters Score: Raw -387066.509928 + Penalty 503.457351 = -386563.052577 nChanged 429 SP:Iteration 6Q (797.944097 sec): 3 clusters Score: Raw -387501.791601 + Penalty 503.457351 = -386998.334250 nChanged 227 SP:Iteration 7Q (797.984453 sec): 3 clusters Score: Raw -387730.539617 + Penalty 503.457351 = -387227.082266 nChanged 110 SP:Iteration 8Q (798.018175 sec): 3 clusters Score: Raw -387812.959018 + Penalty 503.457351 = -387309.501667 nChanged 69 SP:Iteration 9Q (798.064757 sec): 3 clusters Score: Raw -387848.277856 + Penalty 503.457351 = -387344.820505 nChanged 38 SP:Iteration 10Q (798.106189 sec): 3 clusters Score: Raw -387870.225559 + Penalty 503.457351 = -387366.768208 nChanged 26 SP:Iteration 11Q (798.152260 sec): 3 clusters Score: Raw -387881.971888 + Penalty 503.457351 = -387378.514537 nChanged 21 SP:Iteration 12Q (798.192665 sec): 3 clusters Score: Raw -387887.494334 + Penalty 503.457351 = -387384.036983 nChanged 9 SP:Iteration 13Q (798.238493 sec): 3 clusters Score: Raw -387890.044901 + Penalty 503.457351 = -387386.587550 nChanged 9 SP:Iteration 14Q (798.273145 sec): 3 clusters Score: Raw -387891.325255 + Penalty 503.457351 = -387387.867903 nChanged 9 SP:Iteration 15Q (798.313587 sec): 3 clusters Score: Raw -387892.941946 + Penalty 503.457351 = -387389.484595 nChanged 14 SP:Iteration 16Q (798.357561 sec): 3 clusters Score: Raw -387896.242852 + Penalty 503.457351 = -387392.785500 nChanged 12 SP:Iteration 17Q (798.401995 sec): 3 clusters Score: Raw -387899.094285 + Penalty 503.457351 = -387395.636934 nChanged 10 SP:Iteration 18Q (798.453923 sec): 3 clusters Score: Raw -387900.667783 + Penalty 503.457351 = -387397.210432 nChanged 9 SP:Iteration 19Q (798.506848 sec): 3 clusters Score: Raw -387902.705971 + Penalty 503.457351 = -387399.248620 nChanged 6 SP:Iteration 20F (798.551017 sec): 3 clusters Score: Raw -387903.951676 + Penalty 503.457351 = -387400.494325 nChanged 5 SP:Iteration 21Q (798.593860 sec): 3 clusters Score: Raw -387904.661584 + Penalty 503.457351 = -387401.204233 nChanged 6 SP:Iteration 22Q (798.646956 sec): 3 clusters Score: Raw -387905.444231 + Penalty 503.457351 = -387401.986880 nChanged 6 SP:Iteration 23Q (798.700844 sec): 3 clusters Score: Raw -387905.972631 + Penalty 503.457351 = -387402.515280 nChanged 7 SP:Iteration 24Q (798.765101 sec): 3 clusters Score: Raw -387907.419062 + Penalty 503.457351 = -387403.961711 nChanged 4 SP:Iteration 25Q (798.819878 sec): 3 clusters Score: Raw -387907.960152 + Penalty 503.457351 = -387404.502801 nChanged 4 SP:Iteration 26Q (798.858639 sec): 3 clusters Score: Raw -387908.540970 + Penalty 503.457351 = -387405.083619 nChanged 2 SP:Iteration 27Q (798.903558 sec): 3 clusters Score: Raw -387908.841500 + Penalty 503.457351 = -387405.384148 nChanged 1 SP:Iteration 28Q (798.949676 sec): 3 clusters Score: Raw -387908.978739 + Penalty 503.457351 = -387405.521388 nChanged 2 SP:Iteration 29Q (799.006798 sec): 3 clusters Score: Raw -387909.514222 + Penalty 503.457351 = -387406.056871 nChanged 2 SP:Iteration 30Q (799.054240 sec): 3 clusters Score: Raw -387909.666129 + Penalty 503.457351 = -387406.208777 nChanged 2 SP:Iteration 31Q (799.092880 sec): 3 clusters Score: Raw -387910.168213 + Penalty 503.457351 = -387406.710862 nChanged 4 SP:Iteration 32Q (799.142028 sec): 3 clusters Score: Raw -387911.053718 + Penalty 503.457351 = -387407.596367 nChanged 6 SP:Iteration 33Q (799.187786 sec): 3 clusters Score: Raw -387912.440313 + Penalty 503.457351 = -387408.982962 nChanged 3 SP:Iteration 34Q (799.237633 sec): 3 clusters Score: Raw -387913.346055 + Penalty 503.457351 = -387409.888704 nChanged 3 SP:Iteration 35Q (799.277158 sec): 3 clusters Score: Raw -387913.853090 + Penalty 503.457351 = -387410.395739 nChanged 2 SP:Iteration 36Q (799.310246 sec): 3 clusters Score: Raw -387914.285672 + Penalty 503.457351 = -387410.828321 nChanged 4 SP:Iteration 37Q (799.355131 sec): 3 clusters Score: Raw -387914.899008 + Penalty 503.457351 = -387411.441657 nChanged 4 SP:Iteration 38Q (799.400814 sec): 3 clusters Score: Raw -387915.454451 + Penalty 503.457351 = -387411.997100 nChanged 1 SP:Iteration 39Q (799.451290 sec): 3 clusters Score: Raw -387915.846475 + Penalty 503.457351 = -387412.389124 nChanged 0 SP:Iteration 40F (799.497658 sec): 3 clusters Score: Raw -387915.846475 + Penalty 503.457351 = -387412.389124 nChanged 0 Trying to split cluster 9 (43593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (799.556480 sec): 2 clusters Score: Raw -1741378.043017 + Penalty 293.772926 = -1741084.270090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (799.623621 sec): 3 clusters Score: Raw -1712131.590786 + Penalty 587.545853 = -1711544.044934 nChanged 21289 SP:Iteration 1F (799.703217 sec): 3 clusters Score: Raw -1725816.381611 + Penalty 587.545853 = -1725228.835758 nChanged 3324 SP:Iteration 2F (799.765739 sec): 3 clusters Score: Raw -1727881.608691 + Penalty 587.545853 = -1727294.062839 nChanged 3532 SP:Iteration 3F (799.823823 sec): 3 clusters Score: Raw -1730559.210222 + Penalty 587.545853 = -1729971.664369 nChanged 3353 SP:Iteration 4F (799.890414 sec): 3 clusters Score: Raw -1733376.878716 + Penalty 587.545853 = -1732789.332863 nChanged 2966 SP:Iteration 5F (799.958572 sec): 3 clusters Score: Raw -1735571.534759 + Penalty 587.545853 = -1734983.988906 nChanged 2485 SP:Iteration 6F (800.021976 sec): 3 clusters Score: Raw -1736988.190304 + Penalty 587.545853 = -1736400.644452 nChanged 1883 SP:Iteration 7Q (800.106229 sec): 3 clusters Score: Raw -1737909.222519 + Penalty 587.545853 = -1737321.676666 nChanged 1389 SP:Iteration 8Q (800.179556 sec): 3 clusters Score: Raw -1738527.232325 + Penalty 587.545853 = -1737939.686472 nChanged 1056 SP:Iteration 9Q (800.234828 sec): 3 clusters Score: Raw -1738982.305069 + Penalty 587.545853 = -1738394.759216 nChanged 850 SP:Iteration 10Q (800.317332 sec): 3 clusters Score: Raw -1739312.762067 + Penalty 587.545853 = -1738725.216215 nChanged 723 SP:Iteration 11Q (800.399080 sec): 3 clusters Score: Raw -1739536.887158 + Penalty 587.545853 = -1738949.341306 nChanged 607 SP:Iteration 12Q (800.481047 sec): 3 clusters Score: Raw -1739691.697479 + Penalty 587.545853 = -1739104.151626 nChanged 553 SP:Iteration 13Q (800.559866 sec): 3 clusters Score: Raw -1739811.544793 + Penalty 587.545853 = -1739223.998940 nChanged 514 SP:Iteration 14Q (800.640845 sec): 3 clusters Score: Raw -1739912.889437 + Penalty 587.545853 = -1739325.343584 nChanged 534 SP:Iteration 15Q (800.717688 sec): 3 clusters Score: Raw -1740028.261113 + Penalty 587.545853 = -1739440.715260 nChanged 557 SP:Iteration 16Q (800.805890 sec): 3 clusters Score: Raw -1740150.684340 + Penalty 587.545853 = -1739563.138488 nChanged 539 SP:Iteration 17Q (800.883510 sec): 3 clusters Score: Raw -1740269.994837 + Penalty 587.545853 = -1739682.448985 nChanged 554 SP:Iteration 18Q (800.961492 sec): 3 clusters Score: Raw -1740399.870040 + Penalty 587.545853 = -1739812.324188 nChanged 527 SP:Iteration 19Q (801.031867 sec): 3 clusters Score: Raw -1740533.330204 + Penalty 587.545853 = -1739945.784352 nChanged 527 SP:Iteration 20F (801.105317 sec): 3 clusters Score: Raw -1740697.430979 + Penalty 587.545853 = -1740109.885126 nChanged 589 SP:Iteration 21Q (801.182886 sec): 3 clusters Score: Raw -1740921.468836 + Penalty 587.545853 = -1740333.922984 nChanged 601 SP:Iteration 22Q (801.260647 sec): 3 clusters Score: Raw -1741205.017670 + Penalty 587.545853 = -1740617.471818 nChanged 599 SP:Iteration 23Q (801.340175 sec): 3 clusters Score: Raw -1741582.759322 + Penalty 587.545853 = -1740995.213469 nChanged 597 SP:Iteration 24Q (801.399256 sec): 3 clusters Score: Raw -1742090.997658 + Penalty 587.545853 = -1741503.451805 nChanged 576 SP:Iteration 25Q (801.473044 sec): 3 clusters Score: Raw -1742550.012993 + Penalty 587.545853 = -1741962.467140 nChanged 448 SP:Iteration 26Q (801.531879 sec): 3 clusters Score: Raw -1742807.085191 + Penalty 587.545853 = -1742219.539338 nChanged 387 SP:Iteration 27Q (801.617946 sec): 3 clusters Score: Raw -1742980.762433 + Penalty 587.545853 = -1742393.216581 nChanged 306 SP:Iteration 28Q (801.690315 sec): 3 clusters Score: Raw -1743079.346882 + Penalty 587.545853 = -1742491.801030 nChanged 235 SP:Iteration 29Q (801.754515 sec): 3 clusters Score: Raw -1743141.334027 + Penalty 587.545853 = -1742553.788174 nChanged 205 SP:Iteration 30Q (801.830613 sec): 3 clusters Score: Raw -1743186.196424 + Penalty 587.545853 = -1742598.650572 nChanged 180 SP:Iteration 31Q (801.908869 sec): 3 clusters Score: Raw -1743218.068454 + Penalty 587.545853 = -1742630.522601 nChanged 135 SP:Iteration 32Q (801.966697 sec): 3 clusters Score: Raw -1743238.817509 + Penalty 587.545853 = -1742651.271656 nChanged 118 SP:Iteration 33Q (802.039182 sec): 3 clusters Score: Raw -1743255.451654 + Penalty 587.545853 = -1742667.905801 nChanged 97 SP:Iteration 34Q (802.097041 sec): 3 clusters Score: Raw -1743265.333843 + Penalty 587.545853 = -1742677.787990 nChanged 80 SP:Iteration 35Q (802.166523 sec): 3 clusters Score: Raw -1743273.232044 + Penalty 587.545853 = -1742685.686191 nChanged 58 SP:Iteration 36Q (802.232333 sec): 3 clusters Score: Raw -1743277.334214 + Penalty 587.545853 = -1742689.788361 nChanged 41 SP:Iteration 37Q (802.314861 sec): 3 clusters Score: Raw -1743279.405633 + Penalty 587.545853 = -1742691.859780 nChanged 31 SP:Iteration 38Q (802.386552 sec): 3 clusters Score: Raw -1743281.743302 + Penalty 587.545853 = -1742694.197449 nChanged 42 SP:Iteration 39Q (802.465726 sec): 3 clusters Score: Raw -1743284.525530 + Penalty 587.545853 = -1742696.979678 nChanged 31 SP:Iteration 40F (802.533923 sec): 3 clusters Score: Raw -1743285.609464 + Penalty 587.545853 = -1742698.063611 nChanged 22 SP:Iteration 41Q (802.599275 sec): 3 clusters Score: Raw -1743286.521669 + Penalty 587.545853 = -1742698.975816 nChanged 25 SP:Iteration 42Q (802.669558 sec): 3 clusters Score: Raw -1743287.647638 + Penalty 587.545853 = -1742700.101786 nChanged 24 SP:Iteration 43Q (802.740103 sec): 3 clusters Score: Raw -1743288.734093 + Penalty 587.545853 = -1742701.188240 nChanged 22 SP:Iteration 44Q (802.810413 sec): 3 clusters Score: Raw -1743289.254033 + Penalty 587.545853 = -1742701.708181 nChanged 8 SP:Iteration 45Q (802.876960 sec): 3 clusters Score: Raw -1743289.396723 + Penalty 587.545853 = -1742701.850870 nChanged 8 SP:Iteration 46Q (802.952913 sec): 3 clusters Score: Raw -1743289.505606 + Penalty 587.545853 = -1742701.959754 nChanged 3 SP:Iteration 47Q (803.010767 sec): 3 clusters Score: Raw -1743289.558500 + Penalty 587.545853 = -1742702.012648 nChanged 4 SP:Iteration 48Q (803.081375 sec): 3 clusters Score: Raw -1743289.618625 + Penalty 587.545853 = -1742702.072772 nChanged 2 SP:Iteration 49Q (803.158033 sec): 3 clusters Score: Raw -1743289.639307 + Penalty 587.545853 = -1742702.093454 nChanged 3 SP:Iteration 50Q (803.233007 sec): 3 clusters Score: Raw -1743289.687720 + Penalty 587.545853 = -1742702.141867 nChanged 4 SP:Iteration 51Q (803.309985 sec): 3 clusters Score: Raw -1743289.766855 + Penalty 587.545853 = -1742702.221003 nChanged 7 SP:Iteration 52Q (803.387298 sec): 3 clusters Score: Raw -1743289.926313 + Penalty 587.545853 = -1742702.380461 nChanged 8 SP:Iteration 53Q (803.458692 sec): 3 clusters Score: Raw -1743290.022103 + Penalty 587.545853 = -1742702.476251 nChanged 5 SP:Iteration 54Q (803.525321 sec): 3 clusters Score: Raw -1743290.065920 + Penalty 587.545853 = -1742702.520068 nChanged 1 SP:Iteration 55Q (803.590003 sec): 3 clusters Score: Raw -1743290.080057 + Penalty 587.545853 = -1742702.534205 nChanged 2 SP:Iteration 56Q (803.672376 sec): 3 clusters Score: Raw -1743290.101029 + Penalty 587.545853 = -1742702.555177 nChanged 2 SP:Iteration 57Q (803.730100 sec): 3 clusters Score: Raw -1743290.122399 + Penalty 587.545853 = -1742702.576546 nChanged 6 SP:Iteration 58Q (803.800060 sec): 3 clusters Score: Raw -1743290.218071 + Penalty 587.545853 = -1742702.672218 nChanged 5 SP:Iteration 59Q (803.868147 sec): 3 clusters Score: Raw -1743290.287227 + Penalty 587.545853 = -1742702.741374 nChanged 4 SP:Iteration 60F (803.944920 sec): 3 clusters Score: Raw -1743290.343325 + Penalty 587.545853 = -1742702.797472 nChanged 3 SP:Iteration 61Q (804.016015 sec): 3 clusters Score: Raw -1743290.366184 + Penalty 587.545853 = -1742702.820331 nChanged 0 SP:Iteration 62F (804.084597 sec): 3 clusters Score: Raw -1743290.366184 + Penalty 587.545853 = -1742702.820331 nChanged 0 Score: Raw -10172652.993687 + Penalty 7926.850715 = -10164726.142972 Splitting cluster 9 changes total score from -10161751.704548 to -10164726.142972 So it's getting split into cluster 23. Trying to split cluster 10 (3330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (806.085782 sec): 2 clusters Score: Raw -135899.489509 + Penalty 223.045009 = -135676.444500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (806.121190 sec): 3 clusters Score: Raw -133878.474216 + Penalty 446.090017 = -133432.384199 nChanged 1478 SP:Iteration 1F (806.161972 sec): 3 clusters Score: Raw -134714.859246 + Penalty 446.090017 = -134268.769229 nChanged 176 SP:Iteration 2F (806.216999 sec): 3 clusters Score: Raw -134794.080637 + Penalty 446.090017 = -134347.990620 nChanged 174 SP:Iteration 3F (806.249908 sec): 3 clusters Score: Raw -134886.344213 + Penalty 446.090017 = -134440.254196 nChanged 200 SP:Iteration 4F (806.281327 sec): 3 clusters Score: Raw -135015.802621 + Penalty 446.090017 = -134569.712604 nChanged 203 SP:Iteration 5F (806.307802 sec): 3 clusters Score: Raw -135170.367529 + Penalty 446.090017 = -134724.277512 nChanged 181 SP:Iteration 6F (806.358454 sec): 3 clusters Score: Raw -135309.392349 + Penalty 446.090017 = -134863.302332 nChanged 147 SP:Iteration 7Q (806.409460 sec): 3 clusters Score: Raw -135411.308946 + Penalty 446.090017 = -134965.218929 nChanged 116 SP:Iteration 8Q (806.453373 sec): 3 clusters Score: Raw -135478.342158 + Penalty 446.090017 = -135032.252141 nChanged 88 SP:Iteration 9Q (806.498841 sec): 3 clusters Score: Raw -135536.380253 + Penalty 446.090017 = -135090.290236 nChanged 69 SP:Iteration 10Q (806.550706 sec): 3 clusters Score: Raw -135574.497917 + Penalty 446.090017 = -135128.407900 nChanged 60 SP:Iteration 11Q (806.593389 sec): 3 clusters Score: Raw -135604.355942 + Penalty 446.090017 = -135158.265925 nChanged 55 SP:Iteration 12Q (806.633867 sec): 3 clusters Score: Raw -135632.844486 + Penalty 446.090017 = -135186.754469 nChanged 55 SP:Iteration 13Q (806.666825 sec): 3 clusters Score: Raw -135668.806922 + Penalty 446.090017 = -135222.716905 nChanged 54 SP:Iteration 14Q (806.699832 sec): 3 clusters Score: Raw -135706.608413 + Penalty 446.090017 = -135260.518396 nChanged 53 SP:Iteration 15Q (806.733040 sec): 3 clusters Score: Raw -135741.516320 + Penalty 446.090017 = -135295.426303 nChanged 37 SP:Iteration 16Q (806.761044 sec): 3 clusters Score: Raw -135764.222267 + Penalty 446.090017 = -135318.132250 nChanged 41 SP:Iteration 17Q (806.793734 sec): 3 clusters Score: Raw -135785.541648 + Penalty 446.090017 = -135339.451631 nChanged 32 SP:Iteration 18Q (806.826827 sec): 3 clusters Score: Raw -135801.959975 + Penalty 446.090017 = -135355.869958 nChanged 31 SP:Iteration 19Q (806.859895 sec): 3 clusters Score: Raw -135814.276451 + Penalty 446.090017 = -135368.186434 nChanged 27 SP:Iteration 20F (806.893042 sec): 3 clusters Score: Raw -135822.220585 + Penalty 446.090017 = -135376.130568 nChanged 17 SP:Iteration 21Q (806.926106 sec): 3 clusters Score: Raw -135828.113452 + Penalty 446.090017 = -135382.023435 nChanged 21 SP:Iteration 22Q (806.959161 sec): 3 clusters Score: Raw -135836.315703 + Penalty 446.090017 = -135390.225686 nChanged 14 SP:Iteration 23Q (806.992286 sec): 3 clusters Score: Raw -135840.233169 + Penalty 446.090017 = -135394.143152 nChanged 15 SP:Iteration 24Q (807.025280 sec): 3 clusters Score: Raw -135844.613311 + Penalty 446.090017 = -135398.523294 nChanged 14 SP:Iteration 25Q (807.058457 sec): 3 clusters Score: Raw -135849.179833 + Penalty 446.090017 = -135403.089816 nChanged 13 SP:Iteration 26Q (807.091534 sec): 3 clusters Score: Raw -135856.065656 + Penalty 446.090017 = -135409.975639 nChanged 12 SP:Iteration 27Q (807.124592 sec): 3 clusters Score: Raw -135860.523660 + Penalty 446.090017 = -135414.433643 nChanged 12 SP:Iteration 28Q (807.155240 sec): 3 clusters Score: Raw -135865.054079 + Penalty 446.090017 = -135418.964062 nChanged 9 SP:Iteration 29Q (807.197898 sec): 3 clusters Score: Raw -135867.568765 + Penalty 446.090017 = -135421.478748 nChanged 8 SP:Iteration 30Q (807.232642 sec): 3 clusters Score: Raw -135868.975462 + Penalty 446.090017 = -135422.885445 nChanged 6 SP:Iteration 31Q (807.268060 sec): 3 clusters Score: Raw -135870.227615 + Penalty 446.090017 = -135424.137598 nChanged 3 SP:Iteration 32Q (807.302025 sec): 3 clusters Score: Raw -135870.830094 + Penalty 446.090017 = -135424.740077 nChanged 2 SP:Iteration 33Q (807.335664 sec): 3 clusters Score: Raw -135871.081931 + Penalty 446.090017 = -135424.991914 nChanged 1 SP:Iteration 34Q (807.369017 sec): 3 clusters Score: Raw -135871.096875 + Penalty 446.090017 = -135425.006858 nChanged 0 SP:Iteration 35F (807.402429 sec): 3 clusters Score: Raw -135871.096875 + Penalty 446.090017 = -135425.006858 nChanged 0 Trying to split cluster 11 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (807.420309 sec): 2 clusters Score: Raw -16389.634637 + Penalty 167.386305 = -16222.248332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (807.458254 sec): 3 clusters Score: Raw -16205.553576 + Penalty 334.772610 = -15870.780966 nChanged 142 SP:Iteration 1F (807.502734 sec): 3 clusters Score: Raw -16286.221717 + Penalty 334.772610 = -15951.449107 nChanged 33 SP:Iteration 2F (807.532338 sec): 3 clusters Score: Raw -16304.773625 + Penalty 334.772610 = -15970.001015 nChanged 20 SP:Iteration 3Q (807.561669 sec): 3 clusters Score: Raw -16318.462121 + Penalty 334.772610 = -15983.689511 nChanged 16 SP:Iteration 4Q (807.590697 sec): 3 clusters Score: Raw -16332.677118 + Penalty 334.772610 = -15997.904508 nChanged 12 SP:Iteration 5Q (807.620007 sec): 3 clusters Score: Raw -16344.090031 + Penalty 334.772610 = -16009.317421 nChanged 14 SP:Iteration 6Q (807.656181 sec): 3 clusters Score: Raw -16352.201530 + Penalty 334.772610 = -16017.428920 nChanged 11 SP:Iteration 7Q (807.686276 sec): 3 clusters Score: Raw -16357.598788 + Penalty 334.772610 = -16022.826178 nChanged 12 SP:Iteration 8Q (807.735481 sec): 3 clusters Score: Raw -16365.632509 + Penalty 334.772610 = -16030.859899 nChanged 8 SP:Iteration 9Q (807.765661 sec): 3 clusters Score: Raw -16369.827802 + Penalty 334.772610 = -16035.055192 nChanged 9 SP:Iteration 10Q (807.795789 sec): 3 clusters Score: Raw -16374.507580 + Penalty 334.772610 = -16039.734970 nChanged 5 SP:Iteration 11Q (807.833879 sec): 3 clusters Score: Raw -16376.756167 + Penalty 334.772610 = -16041.983557 nChanged 6 SP:Iteration 12Q (807.864673 sec): 3 clusters Score: Raw -16379.365041 + Penalty 334.772610 = -16044.592431 nChanged 7 SP:Iteration 13Q (807.894778 sec): 3 clusters Score: Raw -16383.840326 + Penalty 334.772610 = -16049.067716 nChanged 6 SP:Iteration 14Q (807.938436 sec): 3 clusters Score: Raw -16386.760892 + Penalty 334.772610 = -16051.988282 nChanged 7 SP:Iteration 15Q (807.987483 sec): 3 clusters Score: Raw -16388.906499 + Penalty 334.772610 = -16054.133889 nChanged 2 SP:Iteration 16Q (808.032478 sec): 3 clusters Score: Raw -16389.241628 + Penalty 334.772610 = -16054.469018 nChanged 0 SP:Iteration 17F (808.079966 sec): 3 clusters Score: Raw -16389.241628 + Penalty 334.772610 = -16054.469018 nChanged 0 Trying to split cluster 12 (98790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (808.181405 sec): 2 clusters Score: Raw -3910555.285047 + Penalty 316.270671 = -3910239.014376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (808.305349 sec): 3 clusters Score: Raw -3843796.616088 + Penalty 632.541342 = -3843164.074746 nChanged 48398 SP:Iteration 1F (808.425937 sec): 3 clusters Score: Raw -3878721.751099 + Penalty 632.541342 = -3878089.209758 nChanged 7228 SP:Iteration 2F (808.533810 sec): 3 clusters Score: Raw -3883555.558980 + Penalty 632.541342 = -3882923.017638 nChanged 7802 SP:Iteration 3F (808.650567 sec): 3 clusters Score: Raw -3889622.627564 + Penalty 632.541342 = -3888990.086223 nChanged 7447 SP:Iteration 4F (808.765323 sec): 3 clusters Score: Raw -3896091.657131 + Penalty 632.541342 = -3895459.115790 nChanged 5759 SP:Iteration 5F (808.880258 sec): 3 clusters Score: Raw -3901697.672785 + Penalty 632.541342 = -3901065.131444 nChanged 3826 SP:Iteration 6Q (809.003480 sec): 3 clusters Score: Raw -3905782.771711 + Penalty 632.541342 = -3905150.230370 nChanged 2344 SP:Iteration 7Q (809.123668 sec): 3 clusters Score: Raw -3908067.622965 + Penalty 632.541342 = -3907435.081624 nChanged 1519 SP:Iteration 8Q (809.231714 sec): 3 clusters Score: Raw -3909300.910353 + Penalty 632.541342 = -3908668.369011 nChanged 1198 SP:Iteration 9Q (809.342225 sec): 3 clusters Score: Raw -3910171.317538 + Penalty 632.541342 = -3909538.776197 nChanged 985 SP:Iteration 10Q (809.427568 sec): 3 clusters Score: Raw -3910707.294475 + Penalty 632.541342 = -3910074.753133 nChanged 789 SP:Iteration 11Q (809.548149 sec): 3 clusters Score: Raw -3911038.683151 + Penalty 632.541342 = -3910406.141810 nChanged 614 SP:Iteration 12Q (809.665854 sec): 3 clusters Score: Raw -3911248.076379 + Penalty 632.541342 = -3910615.535037 nChanged 477 SP:Iteration 13Q (809.782559 sec): 3 clusters Score: Raw -3911381.083132 + Penalty 632.541342 = -3910748.541791 nChanged 396 SP:Iteration 14Q (809.897473 sec): 3 clusters Score: Raw -3911472.012617 + Penalty 632.541342 = -3910839.471276 nChanged 320 SP:Iteration 15Q (810.009070 sec): 3 clusters Score: Raw -3911535.240312 + Penalty 632.541342 = -3910902.698970 nChanged 261 SP:Iteration 16Q (810.100248 sec): 3 clusters Score: Raw -3911574.174971 + Penalty 632.541342 = -3910941.633629 nChanged 192 SP:Iteration 17Q (810.214290 sec): 3 clusters Score: Raw -3911592.686491 + Penalty 632.541342 = -3910960.145149 nChanged 143 SP:Iteration 18Q (810.339967 sec): 3 clusters Score: Raw -3911603.747673 + Penalty 632.541342 = -3910971.206331 nChanged 103 SP:Iteration 19Q (810.458758 sec): 3 clusters Score: Raw -3911610.964345 + Penalty 632.541342 = -3910978.423003 nChanged 75 SP:Iteration 20F (810.548343 sec): 3 clusters Score: Raw -3911617.387945 + Penalty 632.541342 = -3910984.846604 nChanged 80 SP:Iteration 21Q (810.650252 sec): 3 clusters Score: Raw -3911622.521120 + Penalty 632.541342 = -3910989.979778 nChanged 63 SP:Iteration 22Q (810.778245 sec): 3 clusters Score: Raw -3911625.184879 + Penalty 632.541342 = -3910992.643537 nChanged 45 SP:Iteration 23Q (810.903204 sec): 3 clusters Score: Raw -3911626.961500 + Penalty 632.541342 = -3910994.420159 nChanged 43 SP:Iteration 24Q (811.028444 sec): 3 clusters Score: Raw -3911628.139492 + Penalty 632.541342 = -3910995.598151 nChanged 29 SP:Iteration 25Q (811.150628 sec): 3 clusters Score: Raw -3911628.744086 + Penalty 632.541342 = -3910996.202745 nChanged 21 SP:Iteration 26Q (811.265226 sec): 3 clusters Score: Raw -3911629.149218 + Penalty 632.541342 = -3910996.607877 nChanged 16 SP:Iteration 27Q (811.364987 sec): 3 clusters Score: Raw -3911629.506059 + Penalty 632.541342 = -3910996.964718 nChanged 16 SP:Iteration 28Q (811.472795 sec): 3 clusters Score: Raw -3911629.720900 + Penalty 632.541342 = -3910997.179558 nChanged 12 SP:Iteration 29Q (811.592636 sec): 3 clusters Score: Raw -3911629.860955 + Penalty 632.541342 = -3910997.319613 nChanged 9 SP:Iteration 30Q (811.709746 sec): 3 clusters Score: Raw -3911629.929101 + Penalty 632.541342 = -3910997.387760 nChanged 7 SP:Iteration 31Q (811.819496 sec): 3 clusters Score: Raw -3911630.000319 + Penalty 632.541342 = -3910997.458977 nChanged 10 SP:Iteration 32Q (811.935822 sec): 3 clusters Score: Raw -3911630.144875 + Penalty 632.541342 = -3910997.603533 nChanged 9 SP:Iteration 33Q (812.056727 sec): 3 clusters Score: Raw -3911630.301277 + Penalty 632.541342 = -3910997.759936 nChanged 9 SP:Iteration 34Q (812.139105 sec): 3 clusters Score: Raw -3911630.409824 + Penalty 632.541342 = -3910997.868482 nChanged 9 SP:Iteration 35Q (812.259156 sec): 3 clusters Score: Raw -3911630.557092 + Penalty 632.541342 = -3910998.015751 nChanged 11 SP:Iteration 36Q (812.378069 sec): 3 clusters Score: Raw -3911630.754810 + Penalty 632.541342 = -3910998.213468 nChanged 13 SP:Iteration 37Q (812.475767 sec): 3 clusters Score: Raw -3911631.022275 + Penalty 632.541342 = -3910998.480934 nChanged 13 SP:Iteration 38Q (812.586282 sec): 3 clusters Score: Raw -3911631.266663 + Penalty 632.541342 = -3910998.725321 nChanged 15 SP:Iteration 39Q (812.691219 sec): 3 clusters Score: Raw -3911631.717919 + Penalty 632.541342 = -3910999.176577 nChanged 19 SP:Iteration 40F (812.804744 sec): 3 clusters Score: Raw -3911632.172762 + Penalty 632.541342 = -3910999.631421 nChanged 14 SP:Iteration 41Q (812.891765 sec): 3 clusters Score: Raw -3911632.522934 + Penalty 632.541342 = -3910999.981593 nChanged 15 SP:Iteration 42Q (813.010384 sec): 3 clusters Score: Raw -3911632.908362 + Penalty 632.541342 = -3911000.367021 nChanged 18 SP:Iteration 43Q (813.122985 sec): 3 clusters Score: Raw -3911633.268004 + Penalty 632.541342 = -3911000.726663 nChanged 19 SP:Iteration 44Q (813.231234 sec): 3 clusters Score: Raw -3911633.598747 + Penalty 632.541342 = -3911001.057405 nChanged 13 SP:Iteration 45Q (813.339173 sec): 3 clusters Score: Raw -3911633.756841 + Penalty 632.541342 = -3911001.215499 nChanged 7 SP:Iteration 46Q (813.447256 sec): 3 clusters Score: Raw -3911633.848511 + Penalty 632.541342 = -3911001.307170 nChanged 5 SP:Iteration 47Q (813.565787 sec): 3 clusters Score: Raw -3911633.882780 + Penalty 632.541342 = -3911001.341439 nChanged 1 SP:Iteration 48Q (813.671968 sec): 3 clusters Score: Raw -3911633.886002 + Penalty 632.541342 = -3911001.344660 nChanged 0 SP:Iteration 49F (813.781942 sec): 3 clusters Score: Raw -3911633.886002 + Penalty 632.541342 = -3911001.344660 nChanged 0 Score: Raw -10173731.594642 + Penalty 8271.496399 = -10165460.098243 Splitting cluster 12 changes total score from -10161751.704548 to -10165460.098243 So it's getting split into cluster 24. Trying to split cluster 13 (47990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (815.981212 sec): 2 clusters Score: Raw -1913913.523856 + Penalty 296.415568 = -1913617.108288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (816.062119 sec): 3 clusters Score: Raw -1881901.569700 + Penalty 592.831136 = -1881308.738564 nChanged 23451 SP:Iteration 1F (816.133598 sec): 3 clusters Score: Raw -1899931.884626 + Penalty 592.831136 = -1899339.053490 nChanged 3843 SP:Iteration 2F (816.210683 sec): 3 clusters Score: Raw -1902793.095086 + Penalty 592.831136 = -1902200.263949 nChanged 3687 SP:Iteration 3F (816.275113 sec): 3 clusters Score: Raw -1905868.235675 + Penalty 592.831136 = -1905275.404538 nChanged 3390 SP:Iteration 4F (816.352951 sec): 3 clusters Score: Raw -1908973.825965 + Penalty 592.831136 = -1908380.994828 nChanged 2678 SP:Iteration 5F (816.428497 sec): 3 clusters Score: Raw -1911851.730354 + Penalty 592.831136 = -1911258.899218 nChanged 2027 SP:Iteration 6Q (816.506005 sec): 3 clusters Score: Raw -1914912.023182 + Penalty 592.831136 = -1914319.192046 nChanged 1562 SP:Iteration 7Q (816.585167 sec): 3 clusters Score: Raw -1916914.648057 + Penalty 592.831136 = -1916321.816920 nChanged 1299 SP:Iteration 8Q (816.659943 sec): 3 clusters Score: Raw -1917888.097079 + Penalty 592.831136 = -1917295.265943 nChanged 1087 SP:Iteration 9Q (816.729292 sec): 3 clusters Score: Raw -1918608.542812 + Penalty 592.831136 = -1918015.711675 nChanged 946 SP:Iteration 10Q (816.805019 sec): 3 clusters Score: Raw -1919186.193449 + Penalty 592.831136 = -1918593.362313 nChanged 805 SP:Iteration 11Q (816.879407 sec): 3 clusters Score: Raw -1919646.591338 + Penalty 592.831136 = -1919053.760202 nChanged 712 SP:Iteration 12Q (816.961560 sec): 3 clusters Score: Raw -1920023.545598 + Penalty 592.831136 = -1919430.714461 nChanged 641 SP:Iteration 13Q (817.033455 sec): 3 clusters Score: Raw -1920351.475054 + Penalty 592.831136 = -1919758.643917 nChanged 567 SP:Iteration 14Q (817.104018 sec): 3 clusters Score: Raw -1920611.907254 + Penalty 592.831136 = -1920019.076118 nChanged 519 SP:Iteration 15Q (817.181483 sec): 3 clusters Score: Raw -1920845.772722 + Penalty 592.831136 = -1920252.941585 nChanged 525 SP:Iteration 16Q (817.259624 sec): 3 clusters Score: Raw -1921090.598173 + Penalty 592.831136 = -1920497.767036 nChanged 513 SP:Iteration 17Q (817.324441 sec): 3 clusters Score: Raw -1921320.169213 + Penalty 592.831136 = -1920727.338077 nChanged 503 SP:Iteration 18Q (817.403726 sec): 3 clusters Score: Raw -1921567.874215 + Penalty 592.831136 = -1920975.043078 nChanged 523 SP:Iteration 19Q (817.471814 sec): 3 clusters Score: Raw -1921860.117778 + Penalty 592.831136 = -1921267.286641 nChanged 512 SP:Iteration 20F (817.530834 sec): 3 clusters Score: Raw -1923049.777383 + Penalty 592.831136 = -1922456.946246 nChanged 1110 SP:Iteration 21Q (817.603985 sec): 3 clusters Score: Raw -1924938.450401 + Penalty 592.831136 = -1924345.619265 nChanged 1206 SP:Iteration 22Q (817.674285 sec): 3 clusters Score: Raw -1926734.400896 + Penalty 592.831136 = -1926141.569760 nChanged 1099 SP:Iteration 23Q (817.749318 sec): 3 clusters Score: Raw -1928250.314622 + Penalty 592.831136 = -1927657.483486 nChanged 867 SP:Iteration 24Q (817.818209 sec): 3 clusters Score: Raw -1929165.382750 + Penalty 592.831136 = -1928572.551614 nChanged 649 SP:Iteration 25Q (817.900505 sec): 3 clusters Score: Raw -1929683.804749 + Penalty 592.831136 = -1929090.973613 nChanged 495 SP:Iteration 26Q (817.975859 sec): 3 clusters Score: Raw -1930010.097586 + Penalty 592.831136 = -1929417.266450 nChanged 382 SP:Iteration 27Q (818.057147 sec): 3 clusters Score: Raw -1930219.765372 + Penalty 592.831136 = -1929626.934236 nChanged 294 SP:Iteration 28Q (818.130224 sec): 3 clusters Score: Raw -1930360.168548 + Penalty 592.831136 = -1929767.337411 nChanged 209 SP:Iteration 29Q (818.194235 sec): 3 clusters Score: Raw -1930441.141939 + Penalty 592.831136 = -1929848.310802 nChanged 153 SP:Iteration 30Q (818.266331 sec): 3 clusters Score: Raw -1930479.839601 + Penalty 592.831136 = -1929887.008465 nChanged 107 SP:Iteration 31Q (818.347290 sec): 3 clusters Score: Raw -1930498.319182 + Penalty 592.831136 = -1929905.488045 nChanged 79 SP:Iteration 32Q (818.415154 sec): 3 clusters Score: Raw -1930509.575238 + Penalty 592.831136 = -1929916.744101 nChanged 57 SP:Iteration 33Q (818.480351 sec): 3 clusters Score: Raw -1930514.287302 + Penalty 592.831136 = -1929921.456166 nChanged 42 SP:Iteration 34Q (818.568743 sec): 3 clusters Score: Raw -1930516.426839 + Penalty 592.831136 = -1929923.595702 nChanged 25 SP:Iteration 35Q (818.633473 sec): 3 clusters Score: Raw -1930518.663632 + Penalty 592.831136 = -1929925.832495 nChanged 21 SP:Iteration 36Q (818.703981 sec): 3 clusters Score: Raw -1930520.743624 + Penalty 592.831136 = -1929927.912488 nChanged 11 SP:Iteration 37Q (818.778566 sec): 3 clusters Score: Raw -1930520.932969 + Penalty 592.831136 = -1929928.101832 nChanged 3 SP:Iteration 38Q (818.838508 sec): 3 clusters Score: Raw -1930520.951567 + Penalty 592.831136 = -1929928.120431 nChanged 2 SP:Iteration 39Q (818.905270 sec): 3 clusters Score: Raw -1930520.958803 + Penalty 592.831136 = -1929928.127667 nChanged 2 SP:Iteration 40F (818.976061 sec): 3 clusters Score: Raw -1930539.300007 + Penalty 592.831136 = -1929946.468870 nChanged 30 SP:Iteration 41Q (819.057416 sec): 3 clusters Score: Raw -1930542.806881 + Penalty 592.831136 = -1929949.975744 nChanged 19 SP:Iteration 42Q (819.130885 sec): 3 clusters Score: Raw -1930543.462971 + Penalty 592.831136 = -1929950.631834 nChanged 9 SP:Iteration 43Q (819.203645 sec): 3 clusters Score: Raw -1930543.572854 + Penalty 592.831136 = -1929950.741718 nChanged 3 SP:Iteration 44Q (819.273417 sec): 3 clusters Score: Raw -1930543.607875 + Penalty 592.831136 = -1929950.776738 nChanged 1 SP:Iteration 45Q (819.349508 sec): 3 clusters Score: Raw -1930543.617165 + Penalty 592.831136 = -1929950.786028 nChanged 1 SP:Iteration 46Q (819.424708 sec): 3 clusters Score: Raw -1930543.627501 + Penalty 592.831136 = -1929950.796364 nChanged 0 SP:Iteration 47F (819.490016 sec): 3 clusters Score: Raw -1930543.627501 + Penalty 592.831136 = -1929950.796364 nChanged 0 Score: Raw -10190361.698287 + Penalty 8616.142082 = -10181745.556205 Splitting cluster 13 changes total score from -10161751.704548 to -10181745.556205 So it's getting split into cluster 25. Trying to split cluster 14 (26007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (821.755506 sec): 2 clusters Score: Raw -913478.182856 + Penalty 279.568328 = -913198.614528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (821.810139 sec): 3 clusters Score: Raw -896466.369148 + Penalty 559.136656 = -895907.232493 nChanged 12699 SP:Iteration 1F (821.873473 sec): 3 clusters Score: Raw -909669.918114 + Penalty 559.136656 = -909110.781458 nChanged 3146 SP:Iteration 2F (821.938772 sec): 3 clusters Score: Raw -913335.692982 + Penalty 559.136656 = -912776.556326 nChanged 2345 SP:Iteration 3F (822.001430 sec): 3 clusters Score: Raw -915259.657443 + Penalty 559.136656 = -914700.520787 nChanged 1380 SP:Iteration 4F (822.069038 sec): 3 clusters Score: Raw -916039.647064 + Penalty 559.136656 = -915480.510408 nChanged 817 SP:Iteration 5Q (822.125368 sec): 3 clusters Score: Raw -916421.556474 + Penalty 559.136656 = -915862.419818 nChanged 489 SP:Iteration 6Q (822.185327 sec): 3 clusters Score: Raw -916633.422502 + Penalty 559.136656 = -916074.285847 nChanged 352 SP:Iteration 7Q (822.231534 sec): 3 clusters Score: Raw -916775.128642 + Penalty 559.136656 = -916215.991986 nChanged 263 SP:Iteration 8Q (822.291653 sec): 3 clusters Score: Raw -916854.649275 + Penalty 559.136656 = -916295.512620 nChanged 204 SP:Iteration 9Q (822.335897 sec): 3 clusters Score: Raw -916904.607485 + Penalty 559.136656 = -916345.470829 nChanged 173 SP:Iteration 10Q (822.394722 sec): 3 clusters Score: Raw -916938.042622 + Penalty 559.136656 = -916378.905967 nChanged 159 SP:Iteration 11Q (822.456333 sec): 3 clusters Score: Raw -916962.208247 + Penalty 559.136656 = -916403.071591 nChanged 121 SP:Iteration 12Q (822.506039 sec): 3 clusters Score: Raw -916978.608899 + Penalty 559.136656 = -916419.472244 nChanged 103 SP:Iteration 13Q (822.564187 sec): 3 clusters Score: Raw -916992.085950 + Penalty 559.136656 = -916432.949295 nChanged 106 SP:Iteration 14Q (822.626232 sec): 3 clusters Score: Raw -917007.783176 + Penalty 559.136656 = -916448.646521 nChanged 100 SP:Iteration 15Q (822.676753 sec): 3 clusters Score: Raw -917021.631735 + Penalty 559.136656 = -916462.495079 nChanged 89 SP:Iteration 16Q (822.733028 sec): 3 clusters Score: Raw -917034.096630 + Penalty 559.136656 = -916474.959974 nChanged 89 SP:Iteration 17Q (822.785512 sec): 3 clusters Score: Raw -917043.279339 + Penalty 559.136656 = -916484.142683 nChanged 77 SP:Iteration 18Q (822.848340 sec): 3 clusters Score: Raw -917050.071735 + Penalty 559.136656 = -916490.935079 nChanged 66 SP:Iteration 19Q (822.900444 sec): 3 clusters Score: Raw -917055.377548 + Penalty 559.136656 = -916496.240893 nChanged 63 SP:Iteration 20F (822.949619 sec): 3 clusters Score: Raw -917060.547565 + Penalty 559.136656 = -916501.410909 nChanged 58 SP:Iteration 21Q (822.994773 sec): 3 clusters Score: Raw -917064.937946 + Penalty 559.136656 = -916505.801290 nChanged 51 SP:Iteration 22Q (823.060316 sec): 3 clusters Score: Raw -917068.194689 + Penalty 559.136656 = -916509.058033 nChanged 35 SP:Iteration 23Q (823.119297 sec): 3 clusters Score: Raw -917069.988413 + Penalty 559.136656 = -916510.851757 nChanged 26 SP:Iteration 24Q (823.168283 sec): 3 clusters Score: Raw -917071.097717 + Penalty 559.136656 = -916511.961061 nChanged 29 SP:Iteration 25Q (823.228007 sec): 3 clusters Score: Raw -917072.181345 + Penalty 559.136656 = -916513.044690 nChanged 21 SP:Iteration 26Q (823.279900 sec): 3 clusters Score: Raw -917072.885688 + Penalty 559.136656 = -916513.749032 nChanged 24 SP:Iteration 27Q (823.341692 sec): 3 clusters Score: Raw -917073.677926 + Penalty 559.136656 = -916514.541271 nChanged 16 SP:Iteration 28Q (823.407786 sec): 3 clusters Score: Raw -917074.080518 + Penalty 559.136656 = -916514.943863 nChanged 9 SP:Iteration 29Q (823.482104 sec): 3 clusters Score: Raw -917074.212170 + Penalty 559.136656 = -916515.075515 nChanged 9 SP:Iteration 30Q (823.540330 sec): 3 clusters Score: Raw -917074.349061 + Penalty 559.136656 = -916515.212406 nChanged 11 SP:Iteration 31Q (823.609105 sec): 3 clusters Score: Raw -917074.682480 + Penalty 559.136656 = -916515.545824 nChanged 9 SP:Iteration 32Q (823.664650 sec): 3 clusters Score: Raw -917074.860018 + Penalty 559.136656 = -916515.723363 nChanged 5 SP:Iteration 33Q (823.727913 sec): 3 clusters Score: Raw -917074.916858 + Penalty 559.136656 = -916515.780202 nChanged 4 SP:Iteration 34Q (823.783294 sec): 3 clusters Score: Raw -917074.977655 + Penalty 559.136656 = -916515.840999 nChanged 6 SP:Iteration 35Q (823.833696 sec): 3 clusters Score: Raw -917075.117062 + Penalty 559.136656 = -916515.980406 nChanged 7 SP:Iteration 36Q (823.886636 sec): 3 clusters Score: Raw -917075.226877 + Penalty 559.136656 = -916516.090221 nChanged 5 SP:Iteration 37Q (823.937699 sec): 3 clusters Score: Raw -917075.281776 + Penalty 559.136656 = -916516.145121 nChanged 3 SP:Iteration 38Q (823.986805 sec): 3 clusters Score: Raw -917075.307327 + Penalty 559.136656 = -916516.170671 nChanged 4 SP:Iteration 39Q (824.039031 sec): 3 clusters Score: Raw -917075.331478 + Penalty 559.136656 = -916516.194822 nChanged 2 SP:Iteration 40F (824.095605 sec): 3 clusters Score: Raw -917075.464325 + Penalty 559.136656 = -916516.327669 nChanged 3 SP:Iteration 41Q (824.162157 sec): 3 clusters Score: Raw -917075.548406 + Penalty 559.136656 = -916516.411750 nChanged 2 SP:Iteration 42Q (824.235643 sec): 3 clusters Score: Raw -917075.589736 + Penalty 559.136656 = -916516.453080 nChanged 1 SP:Iteration 43Q (824.291948 sec): 3 clusters Score: Raw -917075.591220 + Penalty 559.136656 = -916516.454564 nChanged 1 SP:Iteration 44Q (824.345202 sec): 3 clusters Score: Raw -917075.594852 + Penalty 559.136656 = -916516.458196 nChanged 0 SP:Iteration 45F (824.402947 sec): 3 clusters Score: Raw -917075.594852 + Penalty 559.136656 = -916516.458196 nChanged 0 Score: Raw -10193959.110283 + Penalty 8960.787765 = -10184998.322517 Splitting cluster 14 changes total score from -10161751.704548 to -10184998.322517 So it's getting split into cluster 26. Trying to split cluster 15 (2534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (826.718448 sec): 2 clusters Score: Raw -92265.904241 + Penalty 215.532745 = -92050.371496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (826.751944 sec): 3 clusters Score: Raw -90753.558196 + Penalty 431.065490 = -90322.492706 nChanged 1139 SP:Iteration 1F (826.777627 sec): 3 clusters Score: Raw -91460.528361 + Penalty 431.065490 = -91029.462872 nChanged 223 SP:Iteration 2F (826.816073 sec): 3 clusters Score: Raw -91637.621305 + Penalty 431.065490 = -91206.555815 nChanged 219 SP:Iteration 3F (826.849101 sec): 3 clusters Score: Raw -91893.575210 + Penalty 431.065490 = -91462.509721 nChanged 219 SP:Iteration 4F (826.882996 sec): 3 clusters Score: Raw -92344.238109 + Penalty 431.065490 = -91913.172619 nChanged 228 SP:Iteration 5F (826.917121 sec): 3 clusters Score: Raw -93360.497691 + Penalty 431.065490 = -92929.432201 nChanged 137 SP:Iteration 6F (826.946632 sec): 3 clusters Score: Raw -94178.041232 + Penalty 431.065490 = -93746.975743 nChanged 60 SP:Iteration 7Q (826.990521 sec): 3 clusters Score: Raw -94275.540252 + Penalty 431.065490 = -93844.474762 nChanged 19 SP:Iteration 8Q (827.050452 sec): 3 clusters Score: Raw -94289.584968 + Penalty 431.065490 = -93858.519478 nChanged 6 SP:Iteration 9Q (827.095744 sec): 3 clusters Score: Raw -94293.302876 + Penalty 431.065490 = -93862.237386 nChanged 4 SP:Iteration 10Q (827.135536 sec): 3 clusters Score: Raw -94294.006100 + Penalty 431.065490 = -93862.940610 nChanged 3 SP:Iteration 11Q (827.165433 sec): 3 clusters Score: Raw -94294.849385 + Penalty 431.065490 = -93863.783895 nChanged 1 SP:Iteration 12Q (827.211061 sec): 3 clusters Score: Raw -94295.028583 + Penalty 431.065490 = -93863.963093 nChanged 0 SP:Iteration 13F (827.249918 sec): 3 clusters Score: Raw -94295.028583 + Penalty 431.065490 = -93863.963093 nChanged 0 Score: Raw -10195988.234625 + Penalty 9305.433448 = -10186682.801176 Splitting cluster 15 changes total score from -10161751.704548 to -10186682.801176 So it's getting split into cluster 27. Trying to split cluster 16 (933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (829.521375 sec): 2 clusters Score: Raw -27715.548474 + Penalty 188.056143 = -27527.492331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (829.551048 sec): 3 clusters Score: Raw -27232.520408 + Penalty 376.112286 = -26856.408122 nChanged 395 SP:Iteration 1F (829.589580 sec): 3 clusters Score: Raw -27531.716120 + Penalty 376.112286 = -27155.603834 nChanged 93 SP:Iteration 2F (829.626854 sec): 3 clusters Score: Raw -27630.795089 + Penalty 376.112286 = -27254.682803 nChanged 64 SP:Iteration 3F (829.655241 sec): 3 clusters Score: Raw -27679.275951 + Penalty 376.112286 = -27303.163665 nChanged 57 SP:Iteration 4F (829.684767 sec): 3 clusters Score: Raw -27716.665779 + Penalty 376.112286 = -27340.553493 nChanged 34 SP:Iteration 5Q (829.714676 sec): 3 clusters Score: Raw -27738.249706 + Penalty 376.112286 = -27362.137420 nChanged 21 SP:Iteration 6Q (829.744793 sec): 3 clusters Score: Raw -27748.498085 + Penalty 376.112286 = -27372.385799 nChanged 17 SP:Iteration 7Q (829.774841 sec): 3 clusters Score: Raw -27758.412116 + Penalty 376.112286 = -27382.299830 nChanged 7 SP:Iteration 8Q (829.804848 sec): 3 clusters Score: Raw -27765.140349 + Penalty 376.112286 = -27389.028063 nChanged 8 SP:Iteration 9Q (829.834905 sec): 3 clusters Score: Raw -27768.378978 + Penalty 376.112286 = -27392.266692 nChanged 8 SP:Iteration 10Q (829.864012 sec): 3 clusters Score: Raw -27770.735029 + Penalty 376.112286 = -27394.622743 nChanged 4 SP:Iteration 11Q (829.900392 sec): 3 clusters Score: Raw -27771.422794 + Penalty 376.112286 = -27395.310508 nChanged 2 SP:Iteration 12Q (829.946728 sec): 3 clusters Score: Raw -27771.678073 + Penalty 376.112286 = -27395.565787 nChanged 2 SP:Iteration 13Q (829.985926 sec): 3 clusters Score: Raw -27772.034079 + Penalty 376.112286 = -27395.921793 nChanged 2 SP:Iteration 14Q (830.035833 sec): 3 clusters Score: Raw -27772.285360 + Penalty 376.112286 = -27396.173074 nChanged 1 SP:Iteration 15Q (830.084932 sec): 3 clusters Score: Raw -27773.009766 + Penalty 376.112286 = -27396.897480 nChanged 0 SP:Iteration 16F (830.107957 sec): 3 clusters Score: Raw -27773.009766 + Penalty 376.112286 = -27396.897480 nChanged 0 Trying to split cluster 17 (3802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (830.127932 sec): 2 clusters Score: Raw -132922.921368 + Penalty 226.690269 = -132696.231099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (830.184318 sec): 3 clusters Score: Raw -130635.742319 + Penalty 453.380539 = -130182.361780 nChanged 1742 SP:Iteration 1F (830.215936 sec): 3 clusters Score: Raw -131731.078511 + Penalty 453.380539 = -131277.697972 nChanged 273 SP:Iteration 2F (830.258647 sec): 3 clusters Score: Raw -131992.148336 + Penalty 453.380539 = -131538.767797 nChanged 220 SP:Iteration 3F (830.297709 sec): 3 clusters Score: Raw -132417.292251 + Penalty 453.380539 = -131963.911712 nChanged 284 SP:Iteration 4F (830.331054 sec): 3 clusters Score: Raw -133266.323237 + Penalty 453.380539 = -132812.942698 nChanged 631 SP:Iteration 5F (830.364467 sec): 3 clusters Score: Raw -134717.274410 + Penalty 453.380539 = -134263.893871 nChanged 711 SP:Iteration 6F (830.397647 sec): 3 clusters Score: Raw -135735.439330 + Penalty 453.380539 = -135282.058791 nChanged 379 SP:Iteration 7F (830.430901 sec): 3 clusters Score: Raw -136095.284971 + Penalty 453.380539 = -135641.904433 nChanged 141 SP:Iteration 8Q (830.464414 sec): 3 clusters Score: Raw -136178.809562 + Penalty 453.380539 = -135725.429023 nChanged 67 SP:Iteration 9Q (830.497974 sec): 3 clusters Score: Raw -136207.640905 + Penalty 453.380539 = -135754.260367 nChanged 36 SP:Iteration 10Q (830.528377 sec): 3 clusters Score: Raw -136219.425905 + Penalty 453.380539 = -135766.045366 nChanged 24 SP:Iteration 11Q (830.561411 sec): 3 clusters Score: Raw -136226.846373 + Penalty 453.380539 = -135773.465834 nChanged 17 SP:Iteration 12Q (830.594961 sec): 3 clusters Score: Raw -136230.564289 + Penalty 453.380539 = -135777.183751 nChanged 17 SP:Iteration 13Q (830.627851 sec): 3 clusters Score: Raw -136233.345929 + Penalty 453.380539 = -135779.965390 nChanged 8 SP:Iteration 14Q (830.661449 sec): 3 clusters Score: Raw -136233.974202 + Penalty 453.380539 = -135780.593663 nChanged 4 SP:Iteration 15Q (830.694559 sec): 3 clusters Score: Raw -136234.513344 + Penalty 453.380539 = -135781.132806 nChanged 2 SP:Iteration 16Q (830.727655 sec): 3 clusters Score: Raw -136234.627644 + Penalty 453.380539 = -135781.247105 nChanged 2 SP:Iteration 17Q (830.761100 sec): 3 clusters Score: Raw -136234.716333 + Penalty 453.380539 = -135781.335794 nChanged 1 SP:Iteration 18Q (830.810263 sec): 3 clusters Score: Raw -136234.798540 + Penalty 453.380539 = -135781.418001 nChanged 0 SP:Iteration 19F (830.837816 sec): 3 clusters Score: Raw -136234.798540 + Penalty 453.380539 = -135781.418001 nChanged 0 Score: Raw -10199300.111796 + Penalty 9650.079132 = -10189650.032665 Splitting cluster 17 changes total score from -10161751.704548 to -10189650.032665 So it's getting split into cluster 28. Trying to split cluster 18 (7132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (833.217798 sec): 2 clusters Score: Raw -214193.756051 + Penalty 243.989542 = -213949.766509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (833.254703 sec): 3 clusters Score: Raw -209803.115157 + Penalty 487.979084 = -209315.136074 nChanged 3334 SP:Iteration 1F (833.302327 sec): 3 clusters Score: Raw -212213.046950 + Penalty 487.979084 = -211725.067866 nChanged 724 SP:Iteration 2F (833.338187 sec): 3 clusters Score: Raw -212886.474778 + Penalty 487.979084 = -212398.495694 nChanged 708 SP:Iteration 3F (833.384125 sec): 3 clusters Score: Raw -213502.515035 + Penalty 487.979084 = -213014.535951 nChanged 535 SP:Iteration 4F (833.422505 sec): 3 clusters Score: Raw -213981.091050 + Penalty 487.979084 = -213493.111966 nChanged 453 SP:Iteration 5F (833.460863 sec): 3 clusters Score: Raw -214409.765433 + Penalty 487.979084 = -213921.786349 nChanged 378 SP:Iteration 6F (833.498573 sec): 3 clusters Score: Raw -214721.115145 + Penalty 487.979084 = -214233.136062 nChanged 305 SP:Iteration 7Q (833.530141 sec): 3 clusters Score: Raw -214953.547031 + Penalty 487.979084 = -214465.567947 nChanged 239 SP:Iteration 8Q (833.574538 sec): 3 clusters Score: Raw -215087.248543 + Penalty 487.979084 = -214599.269459 nChanged 184 SP:Iteration 9Q (833.625387 sec): 3 clusters Score: Raw -215161.510334 + Penalty 487.979084 = -214673.531250 nChanged 153 SP:Iteration 10Q (833.656731 sec): 3 clusters Score: Raw -215218.416011 + Penalty 487.979084 = -214730.436927 nChanged 127 SP:Iteration 11Q (833.688212 sec): 3 clusters Score: Raw -215256.567451 + Penalty 487.979084 = -214768.588367 nChanged 105 SP:Iteration 12Q (833.726070 sec): 3 clusters Score: Raw -215286.948978 + Penalty 487.979084 = -214798.969894 nChanged 95 SP:Iteration 13Q (833.763703 sec): 3 clusters Score: Raw -215310.190933 + Penalty 487.979084 = -214822.211849 nChanged 78 SP:Iteration 14Q (833.794787 sec): 3 clusters Score: Raw -215328.948382 + Penalty 487.979084 = -214840.969298 nChanged 69 SP:Iteration 15Q (833.841728 sec): 3 clusters Score: Raw -215344.348889 + Penalty 487.979084 = -214856.369805 nChanged 63 SP:Iteration 16Q (833.882926 sec): 3 clusters Score: Raw -215356.578297 + Penalty 487.979084 = -214868.599213 nChanged 49 SP:Iteration 17Q (833.923618 sec): 3 clusters Score: Raw -215365.952461 + Penalty 487.979084 = -214877.973378 nChanged 52 SP:Iteration 18Q (833.962758 sec): 3 clusters Score: Raw -215373.472474 + Penalty 487.979084 = -214885.493390 nChanged 31 SP:Iteration 19Q (833.999658 sec): 3 clusters Score: Raw -215376.767818 + Penalty 487.979084 = -214888.788734 nChanged 23 SP:Iteration 20F (834.029987 sec): 3 clusters Score: Raw -215379.929610 + Penalty 487.979084 = -214891.950526 nChanged 32 SP:Iteration 21Q (834.074885 sec): 3 clusters Score: Raw -215384.210466 + Penalty 487.979084 = -214896.231382 nChanged 33 SP:Iteration 22Q (834.119120 sec): 3 clusters Score: Raw -215388.044459 + Penalty 487.979084 = -214900.065375 nChanged 25 SP:Iteration 23Q (834.164145 sec): 3 clusters Score: Raw -215390.474798 + Penalty 487.979084 = -214902.495714 nChanged 20 SP:Iteration 24Q (834.208133 sec): 3 clusters Score: Raw -215391.898556 + Penalty 487.979084 = -214903.919472 nChanged 12 SP:Iteration 25Q (834.247403 sec): 3 clusters Score: Raw -215392.800690 + Penalty 487.979084 = -214904.821606 nChanged 8 SP:Iteration 26Q (834.286627 sec): 3 clusters Score: Raw -215393.153213 + Penalty 487.979084 = -214905.174129 nChanged 5 SP:Iteration 27Q (834.331296 sec): 3 clusters Score: Raw -215393.392647 + Penalty 487.979084 = -214905.413563 nChanged 4 SP:Iteration 28Q (834.375898 sec): 3 clusters Score: Raw -215393.508136 + Penalty 487.979084 = -214905.529052 nChanged 0 SP:Iteration 29F (834.420383 sec): 3 clusters Score: Raw -215393.508136 + Penalty 487.979084 = -214905.529052 nChanged 0 Score: Raw -10200499.863882 + Penalty 9994.724815 = -10190505.139067 Splitting cluster 18 changes total score from -10161751.704548 to -10190505.139067 So it's getting split into cluster 29. Trying to split cluster 19 (4657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (837.009448 sec): 2 clusters Score: Raw -158795.869888 + Penalty 232.268485 = -158563.601402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (837.046829 sec): 3 clusters Score: Raw -155845.786952 + Penalty 464.536971 = -155381.249981 nChanged 2195 SP:Iteration 1F (837.092021 sec): 3 clusters Score: Raw -157126.898271 + Penalty 464.536971 = -156662.361300 nChanged 294 SP:Iteration 2F (837.132686 sec): 3 clusters Score: Raw -157339.496366 + Penalty 464.536971 = -156874.959395 nChanged 308 SP:Iteration 3F (837.177063 sec): 3 clusters Score: Raw -157534.668564 + Penalty 464.536971 = -157070.131593 nChanged 311 SP:Iteration 4F (837.205644 sec): 3 clusters Score: Raw -157728.260115 + Penalty 464.536971 = -157263.723145 nChanged 268 SP:Iteration 5F (837.241708 sec): 3 clusters Score: Raw -157924.702200 + Penalty 464.536971 = -157460.165229 nChanged 256 SP:Iteration 6F (837.273271 sec): 3 clusters Score: Raw -158084.696892 + Penalty 464.536971 = -157620.159921 nChanged 185 SP:Iteration 7Q (837.309206 sec): 3 clusters Score: Raw -158172.215307 + Penalty 464.536971 = -157707.678337 nChanged 120 SP:Iteration 8Q (837.342540 sec): 3 clusters Score: Raw -158231.309102 + Penalty 464.536971 = -157766.772131 nChanged 102 SP:Iteration 9Q (837.378398 sec): 3 clusters Score: Raw -158269.738391 + Penalty 464.536971 = -157805.201421 nChanged 75 SP:Iteration 10Q (837.414267 sec): 3 clusters Score: Raw -158292.871138 + Penalty 464.536971 = -157828.334167 nChanged 55 SP:Iteration 11Q (837.449897 sec): 3 clusters Score: Raw -158306.258740 + Penalty 464.536971 = -157841.721769 nChanged 47 SP:Iteration 12Q (837.486856 sec): 3 clusters Score: Raw -158318.636142 + Penalty 464.536971 = -157854.099171 nChanged 42 SP:Iteration 13Q (837.523259 sec): 3 clusters Score: Raw -158326.914489 + Penalty 464.536971 = -157862.377518 nChanged 43 SP:Iteration 14Q (837.559354 sec): 3 clusters Score: Raw -158337.054842 + Penalty 464.536971 = -157872.517871 nChanged 47 SP:Iteration 15Q (837.591276 sec): 3 clusters Score: Raw -158350.041833 + Penalty 464.536971 = -157885.504862 nChanged 56 SP:Iteration 16Q (837.627370 sec): 3 clusters Score: Raw -158363.670078 + Penalty 464.536971 = -157899.133108 nChanged 39 SP:Iteration 17Q (837.670296 sec): 3 clusters Score: Raw -158371.430150 + Penalty 464.536971 = -157906.893179 nChanged 39 SP:Iteration 18Q (837.711295 sec): 3 clusters Score: Raw -158378.280196 + Penalty 464.536971 = -157913.743225 nChanged 32 SP:Iteration 19Q (837.762326 sec): 3 clusters Score: Raw -158384.816137 + Penalty 464.536971 = -157920.279166 nChanged 35 SP:Iteration 20F (837.807386 sec): 3 clusters Score: Raw -158390.471175 + Penalty 464.536971 = -157925.934205 nChanged 28 SP:Iteration 21Q (837.859018 sec): 3 clusters Score: Raw -158396.847125 + Penalty 464.536971 = -157932.310154 nChanged 35 SP:Iteration 22Q (837.904935 sec): 3 clusters Score: Raw -158404.802712 + Penalty 464.536971 = -157940.265741 nChanged 36 SP:Iteration 23Q (837.948580 sec): 3 clusters Score: Raw -158413.143880 + Penalty 464.536971 = -157948.606909 nChanged 33 SP:Iteration 24Q (837.999228 sec): 3 clusters Score: Raw -158419.293215 + Penalty 464.536971 = -157954.756244 nChanged 39 SP:Iteration 25Q (838.043551 sec): 3 clusters Score: Raw -158428.164493 + Penalty 464.536971 = -157963.627522 nChanged 42 SP:Iteration 26Q (838.090874 sec): 3 clusters Score: Raw -158436.745075 + Penalty 464.536971 = -157972.208104 nChanged 36 SP:Iteration 27Q (838.148460 sec): 3 clusters Score: Raw -158443.063653 + Penalty 464.536971 = -157978.526682 nChanged 28 SP:Iteration 28Q (838.182344 sec): 3 clusters Score: Raw -158449.765028 + Penalty 464.536971 = -157985.228057 nChanged 32 SP:Iteration 29Q (838.230230 sec): 3 clusters Score: Raw -158458.189336 + Penalty 464.536971 = -157993.652365 nChanged 32 SP:Iteration 30Q (838.277395 sec): 3 clusters Score: Raw -158463.802676 + Penalty 464.536971 = -157999.265705 nChanged 32 SP:Iteration 31Q (838.323454 sec): 3 clusters Score: Raw -158468.906566 + Penalty 464.536971 = -158004.369595 nChanged 32 SP:Iteration 32Q (838.354580 sec): 3 clusters Score: Raw -158475.441256 + Penalty 464.536971 = -158010.904286 nChanged 41 SP:Iteration 33Q (838.383305 sec): 3 clusters Score: Raw -158486.003457 + Penalty 464.536971 = -158021.466486 nChanged 37 SP:Iteration 34Q (838.424088 sec): 3 clusters Score: Raw -158492.672136 + Penalty 464.536971 = -158028.135165 nChanged 42 SP:Iteration 35Q (838.475986 sec): 3 clusters Score: Raw -158502.477458 + Penalty 464.536971 = -158037.940487 nChanged 44 SP:Iteration 36Q (838.509522 sec): 3 clusters Score: Raw -158513.912510 + Penalty 464.536971 = -158049.375539 nChanged 36 SP:Iteration 37Q (838.551589 sec): 3 clusters Score: Raw -158522.708900 + Penalty 464.536971 = -158058.171929 nChanged 35 SP:Iteration 38Q (838.598839 sec): 3 clusters Score: Raw -158531.458609 + Penalty 464.536971 = -158066.921638 nChanged 32 SP:Iteration 39Q (838.648812 sec): 3 clusters Score: Raw -158537.722666 + Penalty 464.536971 = -158073.185695 nChanged 33 SP:Iteration 40F (838.701198 sec): 3 clusters Score: Raw -158542.564344 + Penalty 464.536971 = -158078.027373 nChanged 25 SP:Iteration 41Q (838.741157 sec): 3 clusters Score: Raw -158546.972400 + Penalty 464.536971 = -158082.435429 nChanged 31 SP:Iteration 42Q (838.791573 sec): 3 clusters Score: Raw -158554.273580 + Penalty 464.536971 = -158089.736609 nChanged 30 SP:Iteration 43Q (838.835033 sec): 3 clusters Score: Raw -158559.730589 + Penalty 464.536971 = -158095.193618 nChanged 16 SP:Iteration 44Q (838.882737 sec): 3 clusters Score: Raw -158561.365696 + Penalty 464.536971 = -158096.828726 nChanged 14 SP:Iteration 45Q (838.934553 sec): 3 clusters Score: Raw -158562.398863 + Penalty 464.536971 = -158097.861892 nChanged 7 SP:Iteration 46Q (838.977866 sec): 3 clusters Score: Raw -158563.095790 + Penalty 464.536971 = -158098.558819 nChanged 6 SP:Iteration 47Q (839.025998 sec): 3 clusters Score: Raw -158563.552863 + Penalty 464.536971 = -158099.015892 nChanged 7 SP:Iteration 48Q (839.069025 sec): 3 clusters Score: Raw -158564.569728 + Penalty 464.536971 = -158100.032757 nChanged 10 SP:Iteration 49Q (839.104021 sec): 3 clusters Score: Raw -158565.654965 + Penalty 464.536971 = -158101.117994 nChanged 7 SP:Iteration 50Q (839.148350 sec): 3 clusters Score: Raw -158566.570126 + Penalty 464.536971 = -158102.033155 nChanged 10 SP:Iteration 51Q (839.190154 sec): 3 clusters Score: Raw -158567.465418 + Penalty 464.536971 = -158102.928447 nChanged 8 SP:Iteration 52Q (839.224863 sec): 3 clusters Score: Raw -158568.199481 + Penalty 464.536971 = -158103.662510 nChanged 7 SP:Iteration 53Q (839.259764 sec): 3 clusters Score: Raw -158568.618917 + Penalty 464.536971 = -158104.081947 nChanged 3 SP:Iteration 54Q (839.293957 sec): 3 clusters Score: Raw -158568.768675 + Penalty 464.536971 = -158104.231704 nChanged 1 SP:Iteration 55Q (839.329835 sec): 3 clusters Score: Raw -158569.087661 + Penalty 464.536971 = -158104.550690 nChanged 1 SP:Iteration 56Q (839.358260 sec): 3 clusters Score: Raw -158569.118826 + Penalty 464.536971 = -158104.581855 nChanged 2 SP:Iteration 57Q (839.391180 sec): 3 clusters Score: Raw -158569.260349 + Penalty 464.536971 = -158104.723378 nChanged 2 SP:Iteration 58Q (839.429712 sec): 3 clusters Score: Raw -158569.449991 + Penalty 464.536971 = -158104.913020 nChanged 2 SP:Iteration 59Q (839.464434 sec): 3 clusters Score: Raw -158569.592639 + Penalty 464.536971 = -158105.055668 nChanged 1 SP:Iteration 60F (839.510058 sec): 3 clusters Score: Raw -158569.709636 + Penalty 464.536971 = -158105.172665 nChanged 1 SP:Iteration 61Q (839.553022 sec): 3 clusters Score: Raw -158569.871805 + Penalty 464.536971 = -158105.334834 nChanged 1 SP:Iteration 62Q (839.601265 sec): 3 clusters Score: Raw -158569.923033 + Penalty 464.536971 = -158105.386062 nChanged 0 SP:Iteration 63F (839.652472 sec): 3 clusters Score: Raw -158569.923033 + Penalty 464.536971 = -158105.386062 nChanged 0 Trying to split cluster 20 (2593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (839.679026 sec): 2 clusters Score: Raw -104532.334030 + Penalty 216.165697 = -104316.168334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (839.729598 sec): 3 clusters Score: Raw -103000.363463 + Penalty 432.331393 = -102568.032070 nChanged 1168 SP:Iteration 1F (839.776697 sec): 3 clusters Score: Raw -103685.939423 + Penalty 432.331393 = -103253.608030 nChanged 180 SP:Iteration 2F (839.812921 sec): 3 clusters Score: Raw -103795.993827 + Penalty 432.331393 = -103363.662433 nChanged 163 SP:Iteration 3F (839.849522 sec): 3 clusters Score: Raw -103903.894225 + Penalty 432.331393 = -103471.562832 nChanged 140 SP:Iteration 4F (839.887241 sec): 3 clusters Score: Raw -104007.435434 + Penalty 432.331393 = -103575.104040 nChanged 136 SP:Iteration 5F (839.925419 sec): 3 clusters Score: Raw -104103.898666 + Penalty 432.331393 = -103671.567273 nChanged 108 SP:Iteration 6Q (839.958189 sec): 3 clusters Score: Raw -104187.453399 + Penalty 432.331393 = -103755.122006 nChanged 99 SP:Iteration 7Q (839.991182 sec): 3 clusters Score: Raw -104261.570110 + Penalty 432.331393 = -103829.238717 nChanged 81 SP:Iteration 8Q (840.024046 sec): 3 clusters Score: Raw -104311.827558 + Penalty 432.331393 = -103879.496165 nChanged 47 SP:Iteration 9Q (840.054647 sec): 3 clusters Score: Raw -104332.660601 + Penalty 432.331393 = -103900.329208 nChanged 46 SP:Iteration 10Q (840.087482 sec): 3 clusters Score: Raw -104352.264305 + Penalty 432.331393 = -103919.932912 nChanged 45 SP:Iteration 11Q (840.120260 sec): 3 clusters Score: Raw -104372.419752 + Penalty 432.331393 = -103940.088358 nChanged 29 SP:Iteration 12Q (840.150836 sec): 3 clusters Score: Raw -104383.168547 + Penalty 432.331393 = -103950.837154 nChanged 22 SP:Iteration 13Q (840.183575 sec): 3 clusters Score: Raw -104393.052887 + Penalty 432.331393 = -103960.721494 nChanged 23 SP:Iteration 14Q (840.216315 sec): 3 clusters Score: Raw -104401.853864 + Penalty 432.331393 = -103969.522471 nChanged 21 SP:Iteration 15Q (840.245949 sec): 3 clusters Score: Raw -104416.897416 + Penalty 432.331393 = -103984.566023 nChanged 17 SP:Iteration 16Q (840.278960 sec): 3 clusters Score: Raw -104425.068407 + Penalty 432.331393 = -103992.737014 nChanged 18 SP:Iteration 17Q (840.312113 sec): 3 clusters Score: Raw -104429.780284 + Penalty 432.331393 = -103997.448890 nChanged 8 SP:Iteration 18Q (840.342075 sec): 3 clusters Score: Raw -104430.758352 + Penalty 432.331393 = -103998.426958 nChanged 5 SP:Iteration 19Q (840.374918 sec): 3 clusters Score: Raw -104431.615488 + Penalty 432.331393 = -103999.284095 nChanged 4 SP:Iteration 20F (840.411627 sec): 3 clusters Score: Raw -104431.981267 + Penalty 432.331393 = -103999.649873 nChanged 2 SP:Iteration 21Q (840.455173 sec): 3 clusters Score: Raw -104432.237331 + Penalty 432.331393 = -103999.905938 nChanged 1 SP:Iteration 22Q (840.493649 sec): 3 clusters Score: Raw -104432.310886 + Penalty 432.331393 = -103999.979493 nChanged 0 SP:Iteration 23F (840.544614 sec): 3 clusters Score: Raw -104432.310886 + Penalty 432.331393 = -103999.979493 nChanged 0 Iteration 20F (843.049541 sec): 30 clusters Score: Raw -10207776.985317 + Penalty 9994.724815 = -10197782.260501 nChanged 10379 Iteration 21Q (845.221556 sec): 30 clusters Score: Raw -10211414.617467 + Penalty 9994.724815 = -10201419.892652 nChanged 4759 Iteration 22Q (847.354354 sec): 30 clusters Score: Raw -10212750.379860 + Penalty 9994.724815 = -10202755.655045 nChanged 3036 Iteration 23Q (849.438505 sec): 30 clusters Score: Raw -10213452.599395 + Penalty 9994.724815 = -10203457.874580 nChanged 2199 Iteration 24Q (851.530457 sec): 30 clusters Score: Raw -10213900.321520 + Penalty 9994.724815 = -10203905.596705 nChanged 1695 Iteration 25Q (853.558415 sec): 30 clusters Score: Raw -10214221.781927 + Penalty 9994.724815 = -10204227.057112 nChanged 1449 Iteration 26Q (855.722004 sec): 30 clusters Score: Raw -10214492.079949 + Penalty 9994.724815 = -10204497.355134 nChanged 1266 Iteration 27Q (857.915533 sec): 30 clusters Score: Raw -10214722.952785 + Penalty 9994.724815 = -10204728.227970 nChanged 1147 Iteration 28Q (859.955957 sec): 30 clusters Score: Raw -10214926.817444 + Penalty 9994.724815 = -10204932.092629 nChanged 1081 Iteration 29Q (862.150552 sec): 30 clusters Score: Raw -10215137.357102 + Penalty 9994.724815 = -10205142.632287 nChanged 1086 Iteration 30Q (864.338845 sec): 30 clusters Score: Raw -10215360.516290 + Penalty 9994.724815 = -10205365.791475 nChanged 1039 Iteration 31Q (866.481033 sec): 30 clusters Score: Raw -10215580.936556 + Penalty 9994.724815 = -10205586.211741 nChanged 1058 Iteration 32Q (868.690872 sec): 30 clusters Score: Raw -10215808.957632 + Penalty 9994.724815 = -10205814.232816 nChanged 1053 Iteration 33Q (870.888350 sec): 30 clusters Score: Raw -10216033.951400 + Penalty 9994.724815 = -10206039.226585 nChanged 1023 Iteration 34Q (873.038427 sec): 30 clusters Score: Raw -10216279.074743 + Penalty 9994.724815 = -10206284.349928 nChanged 1033 Iteration 35Q (875.183918 sec): 30 clusters Score: Raw -10216523.322424 + Penalty 9994.724815 = -10206528.597609 nChanged 1028 Iteration 36Q (877.361428 sec): 30 clusters Score: Raw -10216772.688925 + Penalty 9994.724815 = -10206777.964110 nChanged 1000 Iteration 37Q (879.484945 sec): 30 clusters Score: Raw -10217027.478287 + Penalty 9994.724815 = -10207032.753472 nChanged 1001 Iteration 38Q (881.567854 sec): 30 clusters Score: Raw -10217270.121341 + Penalty 9994.724815 = -10207275.396526 nChanged 905 Iteration 39Q (883.667535 sec): 30 clusters Score: Raw -10217496.587326 + Penalty 9994.724815 = -10207501.862511 nChanged 900 Iteration 40F (886.257982 sec): 30 clusters Score: Raw -10217793.702491 + Penalty 9994.724815 = -10207798.977676 nChanged 960 Iteration 41Q (888.340622 sec): 30 clusters Score: Raw -10218078.052152 + Penalty 9994.724815 = -10208083.327337 nChanged 942 Iteration 42Q (890.437013 sec): 30 clusters Score: Raw -10218334.965851 + Penalty 9994.724815 = -10208340.241036 nChanged 857 Iteration 43Q (892.531826 sec): 30 clusters Score: Raw -10218551.822486 + Penalty 9994.724815 = -10208557.097671 nChanged 776 Iteration 44Q (894.637159 sec): 30 clusters Score: Raw -10218739.031122 + Penalty 9994.724815 = -10208744.306307 nChanged 745 Iteration 45Q (896.751990 sec): 30 clusters Score: Raw -10218904.807810 + Penalty 9994.724815 = -10208910.082995 nChanged 639 Iteration 46Q (898.901640 sec): 30 clusters Score: Raw -10219017.381535 + Penalty 9994.724815 = -10209022.656720 nChanged 537 Iteration 47Q (900.947766 sec): 30 clusters Score: Raw -10219100.607066 + Penalty 9994.724815 = -10209105.882251 nChanged 496 Iteration 48Q (903.196882 sec): 30 clusters Score: Raw -10219177.826048 + Penalty 9994.724815 = -10209183.101233 nChanged 444 Iteration 49Q (905.315327 sec): 30 clusters Score: Raw -10219240.369391 + Penalty 9994.724815 = -10209245.644576 nChanged 408 Iteration 50Q (907.314346 sec): 30 clusters Score: Raw -10219295.805435 + Penalty 9994.724815 = -10209301.080619 nChanged 356 Iteration 51Q (909.647921 sec): 30 clusters Score: Raw -10219333.943960 + Penalty 9994.724815 = -10209339.219145 nChanged 306 Iteration 52Q (911.931369 sec): 30 clusters Score: Raw -10219368.944547 + Penalty 9994.724815 = -10209374.219732 nChanged 297 Iteration 53Q (914.188179 sec): 30 clusters Score: Raw -10219398.198817 + Penalty 9994.724815 = -10209403.474002 nChanged 268 Iteration 54Q (916.396441 sec): 30 clusters Score: Raw -10219425.254300 + Penalty 9994.724815 = -10209430.529484 nChanged 252 Iteration 55Q (918.704130 sec): 30 clusters Score: Raw -10219448.928935 + Penalty 9994.724815 = -10209454.204120 nChanged 221 Iteration 56Q (920.881828 sec): 30 clusters Score: Raw -10219469.523995 + Penalty 9994.724815 = -10209474.799180 nChanged 234 Iteration 57Q (922.940793 sec): 30 clusters Score: Raw -10219491.590539 + Penalty 9994.724815 = -10209496.865724 nChanged 248 Iteration 58Q (925.069843 sec): 30 clusters Score: Raw -10219513.777837 + Penalty 9994.724815 = -10209519.053022 nChanged 256 Writing temp clu file Because OldScore, -10209496.865724, is greater than current (better) Score,-10209519.053022 Compute initial score before splitting: Score: Raw -10219513.777837 + Penalty 9994.724815 = -10209519.053022 Trying to split cluster 1 (5292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (925.139210 sec): 2 clusters Score: Raw -213628.777797 + Penalty 235.783667 = -213392.994130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (925.185799 sec): 3 clusters Score: Raw -210354.821711 + Penalty 471.567334 = -209883.254377 nChanged 2449 SP:Iteration 1F (925.231787 sec): 3 clusters Score: Raw -211959.078582 + Penalty 471.567334 = -211487.511248 nChanged 489 SP:Iteration 2F (925.284629 sec): 3 clusters Score: Raw -212320.202431 + Penalty 471.567334 = -211848.635097 nChanged 451 SP:Iteration 3F (925.327212 sec): 3 clusters Score: Raw -212698.318139 + Penalty 471.567334 = -212226.750805 nChanged 391 SP:Iteration 4F (925.363508 sec): 3 clusters Score: Raw -213034.262548 + Penalty 471.567334 = -212562.695214 nChanged 262 SP:Iteration 5Q (925.407511 sec): 3 clusters Score: Raw -213282.564055 + Penalty 471.567334 = -212810.996721 nChanged 164 SP:Iteration 6Q (925.455824 sec): 3 clusters Score: Raw -213427.570349 + Penalty 471.567334 = -212956.003015 nChanged 101 SP:Iteration 7Q (925.496212 sec): 3 clusters Score: Raw -213491.207666 + Penalty 471.567334 = -213019.640332 nChanged 79 SP:Iteration 8Q (925.545246 sec): 3 clusters Score: Raw -213535.276462 + Penalty 471.567334 = -213063.709128 nChanged 67 SP:Iteration 9Q (925.577572 sec): 3 clusters Score: Raw -213583.602189 + Penalty 471.567334 = -213112.034855 nChanged 45 SP:Iteration 10Q (925.612881 sec): 3 clusters Score: Raw -213614.582166 + Penalty 471.567334 = -213143.014832 nChanged 33 SP:Iteration 11Q (925.650785 sec): 3 clusters Score: Raw -213643.360741 + Penalty 471.567334 = -213171.793407 nChanged 32 SP:Iteration 12Q (925.694176 sec): 3 clusters Score: Raw -213664.194715 + Penalty 471.567334 = -213192.627381 nChanged 29 SP:Iteration 13Q (925.732266 sec): 3 clusters Score: Raw -213683.319868 + Penalty 471.567334 = -213211.752535 nChanged 22 SP:Iteration 14Q (925.779422 sec): 3 clusters Score: Raw -213697.564331 + Penalty 471.567334 = -213225.996997 nChanged 27 SP:Iteration 15Q (925.816509 sec): 3 clusters Score: Raw -213705.878690 + Penalty 471.567334 = -213234.311356 nChanged 19 SP:Iteration 16Q (925.867926 sec): 3 clusters Score: Raw -213714.173740 + Penalty 471.567334 = -213242.606406 nChanged 19 SP:Iteration 17Q (925.920064 sec): 3 clusters Score: Raw -213721.016458 + Penalty 471.567334 = -213249.449124 nChanged 18 SP:Iteration 18Q (925.961309 sec): 3 clusters Score: Raw -213729.030666 + Penalty 471.567334 = -213257.463333 nChanged 14 SP:Iteration 19Q (926.015463 sec): 3 clusters Score: Raw -213735.408608 + Penalty 471.567334 = -213263.841274 nChanged 13 SP:Iteration 20F (926.054324 sec): 3 clusters Score: Raw -213738.794258 + Penalty 471.567334 = -213267.226924 nChanged 8 SP:Iteration 21Q (926.090890 sec): 3 clusters Score: Raw -213740.611007 + Penalty 471.567334 = -213269.043673 nChanged 9 SP:Iteration 22Q (926.138834 sec): 3 clusters Score: Raw -213743.252233 + Penalty 471.567334 = -213271.684899 nChanged 8 SP:Iteration 23Q (926.176562 sec): 3 clusters Score: Raw -213745.055311 + Penalty 471.567334 = -213273.487977 nChanged 4 SP:Iteration 24Q (926.214750 sec): 3 clusters Score: Raw -213745.817463 + Penalty 471.567334 = -213274.250129 nChanged 6 SP:Iteration 25Q (926.253669 sec): 3 clusters Score: Raw -213748.497884 + Penalty 471.567334 = -213276.930550 nChanged 11 SP:Iteration 26Q (926.289942 sec): 3 clusters Score: Raw -213750.754859 + Penalty 471.567334 = -213279.187526 nChanged 7 SP:Iteration 27Q (926.325856 sec): 3 clusters Score: Raw -213753.101559 + Penalty 471.567334 = -213281.534225 nChanged 7 SP:Iteration 28Q (926.358651 sec): 3 clusters Score: Raw -213754.816928 + Penalty 471.567334 = -213283.249594 nChanged 6 SP:Iteration 29Q (926.394038 sec): 3 clusters Score: Raw -213755.742827 + Penalty 471.567334 = -213284.175493 nChanged 2 SP:Iteration 30Q (926.436623 sec): 3 clusters Score: Raw -213755.842117 + Penalty 471.567334 = -213284.274784 nChanged 0 SP:Iteration 31F (926.472394 sec): 3 clusters Score: Raw -213755.842117 + Penalty 471.567334 = -213284.274784 nChanged 0 Trying to split cluster 2 (1201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (926.491730 sec): 2 clusters Score: Raw -42094.597547 + Penalty 195.000020 = -41899.597527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (926.522929 sec): 3 clusters Score: Raw -41427.984531 + Penalty 390.000040 = -41037.984491 nChanged 512 SP:Iteration 1F (926.552964 sec): 3 clusters Score: Raw -41794.987879 + Penalty 390.000040 = -41404.987838 nChanged 107 SP:Iteration 2F (926.591105 sec): 3 clusters Score: Raw -41868.395276 + Penalty 390.000040 = -41478.395236 nChanged 80 SP:Iteration 3F (926.636883 sec): 3 clusters Score: Raw -41936.720048 + Penalty 390.000040 = -41546.720008 nChanged 64 SP:Iteration 4F (926.667241 sec): 3 clusters Score: Raw -41984.700111 + Penalty 390.000040 = -41594.700070 nChanged 39 SP:Iteration 5Q (926.691502 sec): 3 clusters Score: Raw -42014.943096 + Penalty 390.000040 = -41624.943055 nChanged 30 SP:Iteration 6Q (926.731005 sec): 3 clusters Score: Raw -42047.485749 + Penalty 390.000040 = -41657.485709 nChanged 23 SP:Iteration 7Q (926.765483 sec): 3 clusters Score: Raw -42074.614194 + Penalty 390.000040 = -41684.614153 nChanged 17 SP:Iteration 8Q (926.793167 sec): 3 clusters Score: Raw -42089.336803 + Penalty 390.000040 = -41699.336763 nChanged 5 SP:Iteration 9Q (926.827117 sec): 3 clusters Score: Raw -42095.432218 + Penalty 390.000040 = -41705.432178 nChanged 5 SP:Iteration 10Q (926.867429 sec): 3 clusters Score: Raw -42100.982975 + Penalty 390.000040 = -41710.982935 nChanged 3 SP:Iteration 11Q (926.902456 sec): 3 clusters Score: Raw -42104.456026 + Penalty 390.000040 = -41714.455985 nChanged 6 SP:Iteration 12Q (926.933573 sec): 3 clusters Score: Raw -42107.732399 + Penalty 390.000040 = -41717.732359 nChanged 3 SP:Iteration 13Q (926.966893 sec): 3 clusters Score: Raw -42109.922116 + Penalty 390.000040 = -41719.922076 nChanged 6 SP:Iteration 14Q (927.003703 sec): 3 clusters Score: Raw -42115.845954 + Penalty 390.000040 = -41725.845914 nChanged 5 SP:Iteration 15Q (927.034971 sec): 3 clusters Score: Raw -42119.291917 + Penalty 390.000040 = -41729.291876 nChanged 2 SP:Iteration 16Q (927.069395 sec): 3 clusters Score: Raw -42121.915244 + Penalty 390.000040 = -41731.915204 nChanged 1 SP:Iteration 17Q (927.100419 sec): 3 clusters Score: Raw -42122.960489 + Penalty 390.000040 = -41732.960449 nChanged 3 SP:Iteration 18Q (927.139584 sec): 3 clusters Score: Raw -42124.033198 + Penalty 390.000040 = -41734.033158 nChanged 2 SP:Iteration 19Q (927.179603 sec): 3 clusters Score: Raw -42126.844128 + Penalty 390.000040 = -41736.844088 nChanged 3 SP:Iteration 20F (927.225490 sec): 3 clusters Score: Raw -42135.181048 + Penalty 390.000040 = -41745.181007 nChanged 3 SP:Iteration 21Q (927.256743 sec): 3 clusters Score: Raw -42139.045827 + Penalty 390.000040 = -41749.045787 nChanged 0 SP:Iteration 22F (927.287949 sec): 3 clusters Score: Raw -42139.045827 + Penalty 390.000040 = -41749.045787 nChanged 0 Trying to split cluster 3 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (927.306682 sec): 2 clusters Score: Raw -31595.095323 + Penalty 183.201005 = -31411.894318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (927.338018 sec): 3 clusters Score: Raw -31201.298701 + Penalty 366.402011 = -30834.896690 nChanged 317 SP:Iteration 1F (927.368980 sec): 3 clusters Score: Raw -31418.184118 + Penalty 366.402011 = -31051.782107 nChanged 64 SP:Iteration 2F (927.399248 sec): 3 clusters Score: Raw -31471.769027 + Penalty 366.402011 = -31105.367016 nChanged 49 SP:Iteration 3F (927.424096 sec): 3 clusters Score: Raw -31516.548485 + Penalty 366.402011 = -31150.146475 nChanged 40 SP:Iteration 4F (927.426204 sec): 3 clusters Score: Raw -31548.269316 + Penalty 366.402011 = -31181.867306 nChanged 25 SP:Iteration 5Q (927.428261 sec): 3 clusters Score: Raw -31578.196382 + Penalty 366.402011 = -31211.794371 nChanged 13 SP:Iteration 6Q (927.430303 sec): 3 clusters Score: Raw -31591.498390 + Penalty 366.402011 = -31225.096379 nChanged 7 SP:Iteration 7Q (927.432343 sec): 3 clusters Score: Raw -31598.323505 + Penalty 366.402011 = -31231.921495 nChanged 7 SP:Iteration 8Q (927.434378 sec): 3 clusters Score: Raw -31603.478647 + Penalty 366.402011 = -31237.076636 nChanged 5 SP:Iteration 9Q (927.436408 sec): 3 clusters Score: Raw -31607.875796 + Penalty 366.402011 = -31241.473785 nChanged 5 SP:Iteration 10Q (927.438439 sec): 3 clusters Score: Raw -31615.525113 + Penalty 366.402011 = -31249.123102 nChanged 3 SP:Iteration 11Q (927.440475 sec): 3 clusters Score: Raw -31621.577190 + Penalty 366.402011 = -31255.175179 nChanged 5 SP:Iteration 12Q (927.442515 sec): 3 clusters Score: Raw -31633.011822 + Penalty 366.402011 = -31266.609811 nChanged 5 SP:Iteration 13Q (927.451640 sec): 3 clusters Score: Raw -31640.194180 + Penalty 366.402011 = -31273.792170 nChanged 3 SP:Iteration 14Q (927.453802 sec): 3 clusters Score: Raw -31642.361930 + Penalty 366.402011 = -31275.959919 nChanged 0 SP:Iteration 15F (927.455848 sec): 3 clusters Score: Raw -31642.361930 + Penalty 366.402011 = -31275.959919 nChanged 0 Trying to split cluster 4 (1212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (927.463928 sec): 2 clusters Score: Raw -49646.176760 + Penalty 195.250747 = -49450.926013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (927.467325 sec): 3 clusters Score: Raw -48985.164713 + Penalty 390.501494 = -48594.663219 nChanged 531 SP:Iteration 1F (927.470234 sec): 3 clusters Score: Raw -49301.693457 + Penalty 390.501494 = -48911.191963 nChanged 92 SP:Iteration 2F (927.473186 sec): 3 clusters Score: Raw -49352.584422 + Penalty 390.501494 = -48962.082928 nChanged 68 SP:Iteration 3F (927.476504 sec): 3 clusters Score: Raw -49391.722841 + Penalty 390.501494 = -49001.221347 nChanged 61 SP:Iteration 4F (927.479443 sec): 3 clusters Score: Raw -49440.321291 + Penalty 390.501494 = -49049.819797 nChanged 82 SP:Iteration 5F (927.482392 sec): 3 clusters Score: Raw -49507.852602 + Penalty 390.501494 = -49117.351107 nChanged 78 SP:Iteration 6F (927.485286 sec): 3 clusters Score: Raw -49585.384332 + Penalty 390.501494 = -49194.882838 nChanged 67 SP:Iteration 7F (927.488178 sec): 3 clusters Score: Raw -49639.320532 + Penalty 390.501494 = -49248.819037 nChanged 49 SP:Iteration 8Q (927.491090 sec): 3 clusters Score: Raw -49691.177491 + Penalty 390.501494 = -49300.675997 nChanged 41 SP:Iteration 9Q (927.493977 sec): 3 clusters Score: Raw -49734.944432 + Penalty 390.501494 = -49344.442937 nChanged 28 SP:Iteration 10Q (927.496866 sec): 3 clusters Score: Raw -49758.674163 + Penalty 390.501494 = -49368.172669 nChanged 22 SP:Iteration 11Q (927.499751 sec): 3 clusters Score: Raw -49769.411398 + Penalty 390.501494 = -49378.909904 nChanged 7 SP:Iteration 12Q (927.502645 sec): 3 clusters Score: Raw -49774.734269 + Penalty 390.501494 = -49384.232775 nChanged 11 SP:Iteration 13Q (927.505532 sec): 3 clusters Score: Raw -49781.468492 + Penalty 390.501494 = -49390.966998 nChanged 11 SP:Iteration 14Q (927.508378 sec): 3 clusters Score: Raw -49785.932273 + Penalty 390.501494 = -49395.430779 nChanged 4 SP:Iteration 15Q (927.511244 sec): 3 clusters Score: Raw -49786.620375 + Penalty 390.501494 = -49396.118881 nChanged 1 SP:Iteration 16Q (927.514115 sec): 3 clusters Score: Raw -49786.687695 + Penalty 390.501494 = -49396.186201 nChanged 2 SP:Iteration 17Q (927.516961 sec): 3 clusters Score: Raw -49786.861215 + Penalty 390.501494 = -49396.359721 nChanged 0 SP:Iteration 18F (927.519837 sec): 3 clusters Score: Raw -49786.861215 + Penalty 390.501494 = -49396.359721 nChanged 0 Trying to split cluster 5 (11276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (927.551290 sec): 2 clusters Score: Raw -422201.445135 + Penalty 256.586876 = -421944.858259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (927.603577 sec): 3 clusters Score: Raw -415037.545610 + Penalty 513.173752 = -414524.371858 nChanged 5357 SP:Iteration 1F (927.647844 sec): 3 clusters Score: Raw -418260.844783 + Penalty 513.173752 = -417747.671031 nChanged 781 SP:Iteration 2F (927.701627 sec): 3 clusters Score: Raw -418704.496245 + Penalty 513.173752 = -418191.322493 nChanged 864 SP:Iteration 3F (927.756267 sec): 3 clusters Score: Raw -419279.946614 + Penalty 513.173752 = -418766.772862 nChanged 893 SP:Iteration 4F (927.810856 sec): 3 clusters Score: Raw -419994.516998 + Penalty 513.173752 = -419481.343246 nChanged 853 SP:Iteration 5F (927.865865 sec): 3 clusters Score: Raw -420750.870398 + Penalty 513.173752 = -420237.696647 nChanged 696 SP:Iteration 6F (927.922369 sec): 3 clusters Score: Raw -421412.961152 + Penalty 513.173752 = -420899.787400 nChanged 440 SP:Iteration 7Q (927.972508 sec): 3 clusters Score: Raw -421853.377899 + Penalty 513.173752 = -421340.204147 nChanged 201 SP:Iteration 8Q (928.020068 sec): 3 clusters Score: Raw -422072.728214 + Penalty 513.173752 = -421559.554462 nChanged 103 SP:Iteration 9Q (928.059825 sec): 3 clusters Score: Raw -422185.530212 + Penalty 513.173752 = -421672.356460 nChanged 48 SP:Iteration 10Q (928.104407 sec): 3 clusters Score: Raw -422230.668104 + Penalty 513.173752 = -421717.494352 nChanged 30 SP:Iteration 11Q (928.160318 sec): 3 clusters Score: Raw -422256.553557 + Penalty 513.173752 = -421743.379805 nChanged 14 SP:Iteration 12Q (928.202800 sec): 3 clusters Score: Raw -422262.715797 + Penalty 513.173752 = -421749.542045 nChanged 5 SP:Iteration 13Q (928.243319 sec): 3 clusters Score: Raw -422263.992783 + Penalty 513.173752 = -421750.819031 nChanged 2 SP:Iteration 14Q (928.292105 sec): 3 clusters Score: Raw -422265.678530 + Penalty 513.173752 = -421752.504778 nChanged 3 SP:Iteration 15Q (928.326198 sec): 3 clusters Score: Raw -422268.025550 + Penalty 513.173752 = -421754.851798 nChanged 4 SP:Iteration 16Q (928.369983 sec): 3 clusters Score: Raw -422270.564331 + Penalty 513.173752 = -421757.390580 nChanged 2 SP:Iteration 17Q (928.411264 sec): 3 clusters Score: Raw -422271.797704 + Penalty 513.173752 = -421758.623952 nChanged 2 SP:Iteration 18Q (928.459375 sec): 3 clusters Score: Raw -422273.268726 + Penalty 513.173752 = -421760.094975 nChanged 6 SP:Iteration 19Q (928.512497 sec): 3 clusters Score: Raw -422276.815577 + Penalty 513.173752 = -421763.641825 nChanged 4 SP:Iteration 20F (928.578012 sec): 3 clusters Score: Raw -422278.799191 + Penalty 513.173752 = -421765.625439 nChanged 3 SP:Iteration 21Q (928.618564 sec): 3 clusters Score: Raw -422281.955358 + Penalty 513.173752 = -421768.781606 nChanged 2 SP:Iteration 22Q (928.672692 sec): 3 clusters Score: Raw -422283.702065 + Penalty 513.173752 = -421770.528313 nChanged 2 SP:Iteration 23Q (928.722718 sec): 3 clusters Score: Raw -422284.651022 + Penalty 513.173752 = -421771.477270 nChanged 2 SP:Iteration 24Q (928.775665 sec): 3 clusters Score: Raw -422285.678979 + Penalty 513.173752 = -421772.505227 nChanged 2 SP:Iteration 25Q (928.829564 sec): 3 clusters Score: Raw -422286.225164 + Penalty 513.173752 = -421773.051412 nChanged 3 SP:Iteration 26Q (928.885917 sec): 3 clusters Score: Raw -422287.779058 + Penalty 513.173752 = -421774.605307 nChanged 3 SP:Iteration 27Q (928.927046 sec): 3 clusters Score: Raw -422289.414064 + Penalty 513.173752 = -421776.240312 nChanged 3 SP:Iteration 28Q (928.973620 sec): 3 clusters Score: Raw -422291.274486 + Penalty 513.173752 = -421778.100734 nChanged 1 SP:Iteration 29Q (929.029287 sec): 3 clusters Score: Raw -422292.031683 + Penalty 513.173752 = -421778.857931 nChanged 3 SP:Iteration 30Q (929.076280 sec): 3 clusters Score: Raw -422293.378013 + Penalty 513.173752 = -421780.204261 nChanged 0 SP:Iteration 31F (929.117026 sec): 3 clusters Score: Raw -422293.378013 + Penalty 513.173752 = -421780.204261 nChanged 0 Trying to split cluster 6 (3368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (929.141699 sec): 2 clusters Score: Raw -129944.496043 + Penalty 223.357045 = -129721.138998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (929.179512 sec): 3 clusters Score: Raw -127910.661104 + Penalty 446.714091 = -127463.947013 nChanged 1551 SP:Iteration 1F (929.221651 sec): 3 clusters Score: Raw -128694.631050 + Penalty 446.714091 = -128247.916959 nChanged 179 SP:Iteration 2F (929.255065 sec): 3 clusters Score: Raw -128764.495379 + Penalty 446.714091 = -128317.781289 nChanged 162 SP:Iteration 3Q (929.288980 sec): 3 clusters Score: Raw -128831.996902 + Penalty 446.714091 = -128385.282811 nChanged 177 SP:Iteration 4F (929.324133 sec): 3 clusters Score: Raw -128905.495520 + Penalty 446.714091 = -128458.781429 nChanged 161 SP:Iteration 5Q (929.362760 sec): 3 clusters Score: Raw -128981.335814 + Penalty 446.714091 = -128534.621723 nChanged 165 SP:Iteration 6Q (929.403833 sec): 3 clusters Score: Raw -129055.968241 + Penalty 446.714091 = -128609.254150 nChanged 165 SP:Iteration 7Q (929.455338 sec): 3 clusters Score: Raw -129129.663032 + Penalty 446.714091 = -128682.948941 nChanged 141 SP:Iteration 8Q (929.503413 sec): 3 clusters Score: Raw -129190.379959 + Penalty 446.714091 = -128743.665869 nChanged 138 SP:Iteration 9Q (929.551347 sec): 3 clusters Score: Raw -129247.787749 + Penalty 446.714091 = -128801.073659 nChanged 122 SP:Iteration 10Q (929.594046 sec): 3 clusters Score: Raw -129299.529447 + Penalty 446.714091 = -128852.815356 nChanged 129 SP:Iteration 11Q (929.643578 sec): 3 clusters Score: Raw -129363.698376 + Penalty 446.714091 = -128916.984285 nChanged 122 SP:Iteration 12Q (929.687323 sec): 3 clusters Score: Raw -129426.550943 + Penalty 446.714091 = -128979.836852 nChanged 118 SP:Iteration 13Q (929.709786 sec): 3 clusters Score: Raw -129490.251187 + Penalty 446.714091 = -129043.537096 nChanged 114 SP:Iteration 14Q (929.716799 sec): 3 clusters Score: Raw -129562.419572 + Penalty 446.714091 = -129115.705482 nChanged 113 SP:Iteration 15Q (929.723768 sec): 3 clusters Score: Raw -129640.998146 + Penalty 446.714091 = -129194.284055 nChanged 88 SP:Iteration 16Q (929.730680 sec): 3 clusters Score: Raw -129701.145063 + Penalty 446.714091 = -129254.430973 nChanged 76 SP:Iteration 17Q (929.737599 sec): 3 clusters Score: Raw -129760.395664 + Penalty 446.714091 = -129313.681574 nChanged 69 SP:Iteration 18Q (929.744511 sec): 3 clusters Score: Raw -129813.745783 + Penalty 446.714091 = -129367.031692 nChanged 59 SP:Iteration 19Q (929.789025 sec): 3 clusters Score: Raw -129862.199037 + Penalty 446.714091 = -129415.484947 nChanged 35 SP:Iteration 20F (929.831576 sec): 3 clusters Score: Raw -129888.571836 + Penalty 446.714091 = -129441.857745 nChanged 35 SP:Iteration 21Q (929.869406 sec): 3 clusters Score: Raw -129916.119498 + Penalty 446.714091 = -129469.405408 nChanged 21 SP:Iteration 22Q (929.912698 sec): 3 clusters Score: Raw -129927.324019 + Penalty 446.714091 = -129480.609928 nChanged 16 SP:Iteration 23Q (929.950170 sec): 3 clusters Score: Raw -129935.039288 + Penalty 446.714091 = -129488.325197 nChanged 9 SP:Iteration 24Q (930.008534 sec): 3 clusters Score: Raw -129941.484247 + Penalty 446.714091 = -129494.770156 nChanged 8 SP:Iteration 25Q (930.058566 sec): 3 clusters Score: Raw -129944.563874 + Penalty 446.714091 = -129497.849783 nChanged 3 SP:Iteration 26Q (930.100758 sec): 3 clusters Score: Raw -129947.672099 + Penalty 446.714091 = -129500.958008 nChanged 7 SP:Iteration 27Q (930.142534 sec): 3 clusters Score: Raw -129954.073619 + Penalty 446.714091 = -129507.359529 nChanged 7 SP:Iteration 28Q (930.174025 sec): 3 clusters Score: Raw -129956.533984 + Penalty 446.714091 = -129509.819893 nChanged 3 SP:Iteration 29Q (930.209064 sec): 3 clusters Score: Raw -129957.637503 + Penalty 446.714091 = -129510.923412 nChanged 2 SP:Iteration 30Q (930.246530 sec): 3 clusters Score: Raw -129959.408119 + Penalty 446.714091 = -129512.694028 nChanged 2 SP:Iteration 31Q (930.289976 sec): 3 clusters Score: Raw -129960.354492 + Penalty 446.714091 = -129513.640401 nChanged 3 SP:Iteration 32Q (930.342406 sec): 3 clusters Score: Raw -129961.007928 + Penalty 446.714091 = -129514.293838 nChanged 1 SP:Iteration 33Q (930.383674 sec): 3 clusters Score: Raw -129961.190309 + Penalty 446.714091 = -129514.476218 nChanged 0 SP:Iteration 34F (930.431867 sec): 3 clusters Score: Raw -129961.190309 + Penalty 446.714091 = -129514.476218 nChanged 0 Trying to split cluster 7 (3031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (930.451798 sec): 2 clusters Score: Raw -118269.280179 + Penalty 220.457817 = -118048.822362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (930.497794 sec): 3 clusters Score: Raw -116493.433918 + Penalty 440.915633 = -116052.518285 nChanged 1355 SP:Iteration 1F (930.548631 sec): 3 clusters Score: Raw -117293.988670 + Penalty 440.915633 = -116853.073037 nChanged 248 SP:Iteration 2F (930.589421 sec): 3 clusters Score: Raw -117476.394320 + Penalty 440.915633 = -117035.478687 nChanged 227 SP:Iteration 3F (930.622851 sec): 3 clusters Score: Raw -117648.227102 + Penalty 440.915633 = -117207.311468 nChanged 193 SP:Iteration 4F (930.662821 sec): 3 clusters Score: Raw -117811.315059 + Penalty 440.915633 = -117370.399426 nChanged 180 SP:Iteration 5F (930.695597 sec): 3 clusters Score: Raw -117978.034171 + Penalty 440.915633 = -117537.118538 nChanged 135 SP:Iteration 6Q (930.728405 sec): 3 clusters Score: Raw -118097.026246 + Penalty 440.915633 = -117656.110612 nChanged 95 SP:Iteration 7Q (930.761081 sec): 3 clusters Score: Raw -118187.759988 + Penalty 440.915633 = -117746.844354 nChanged 62 SP:Iteration 8Q (930.793812 sec): 3 clusters Score: Raw -118242.051469 + Penalty 440.915633 = -117801.135836 nChanged 32 SP:Iteration 9Q (930.826376 sec): 3 clusters Score: Raw -118272.837738 + Penalty 440.915633 = -117831.922105 nChanged 23 SP:Iteration 10Q (930.858960 sec): 3 clusters Score: Raw -118295.103273 + Penalty 440.915633 = -117854.187640 nChanged 18 SP:Iteration 11Q (930.891525 sec): 3 clusters Score: Raw -118304.202535 + Penalty 440.915633 = -117863.286902 nChanged 13 SP:Iteration 12Q (930.917681 sec): 3 clusters Score: Raw -118309.380382 + Penalty 440.915633 = -117868.464749 nChanged 5 SP:Iteration 13Q (930.949798 sec): 3 clusters Score: Raw -118311.327388 + Penalty 440.915633 = -117870.411755 nChanged 10 SP:Iteration 14Q (930.982346 sec): 3 clusters Score: Raw -118317.017341 + Penalty 440.915633 = -117876.101708 nChanged 8 SP:Iteration 15Q (931.013146 sec): 3 clusters Score: Raw -118321.896006 + Penalty 440.915633 = -117880.980373 nChanged 8 SP:Iteration 16Q (931.045712 sec): 3 clusters Score: Raw -118324.988875 + Penalty 440.915633 = -117884.073241 nChanged 7 SP:Iteration 17Q (931.081421 sec): 3 clusters Score: Raw -118328.435966 + Penalty 440.915633 = -117887.520333 nChanged 4 SP:Iteration 18Q (931.123622 sec): 3 clusters Score: Raw -118330.109006 + Penalty 440.915633 = -117889.193373 nChanged 2 SP:Iteration 19Q (931.156299 sec): 3 clusters Score: Raw -118330.557386 + Penalty 440.915633 = -117889.641753 nChanged 2 SP:Iteration 20F (931.203012 sec): 3 clusters Score: Raw -118331.498076 + Penalty 440.915633 = -117890.582443 nChanged 3 SP:Iteration 21Q (931.246635 sec): 3 clusters Score: Raw -118333.155138 + Penalty 440.915633 = -117892.239504 nChanged 3 SP:Iteration 22Q (931.294349 sec): 3 clusters Score: Raw -118334.087720 + Penalty 440.915633 = -117893.172086 nChanged 2 SP:Iteration 23Q (931.345200 sec): 3 clusters Score: Raw -118334.653562 + Penalty 440.915633 = -117893.737928 nChanged 1 SP:Iteration 24Q (931.395668 sec): 3 clusters Score: Raw -118335.127771 + Penalty 440.915633 = -117894.212138 nChanged 0 SP:Iteration 25F (931.448230 sec): 3 clusters Score: Raw -118335.127771 + Penalty 440.915633 = -117894.212138 nChanged 0 Trying to split cluster 8 (1230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (931.462143 sec): 2 clusters Score: Raw -49262.051158 + Penalty 195.656160 = -49066.394998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (931.501550 sec): 3 clusters Score: Raw -48605.750863 + Penalty 391.312320 = -48214.438543 nChanged 514 SP:Iteration 1F (931.551258 sec): 3 clusters Score: Raw -48896.236018 + Penalty 391.312320 = -48504.923698 nChanged 97 SP:Iteration 2F (931.603113 sec): 3 clusters Score: Raw -48943.756283 + Penalty 391.312320 = -48552.443963 nChanged 71 SP:Iteration 3F (931.643140 sec): 3 clusters Score: Raw -48977.962771 + Penalty 391.312320 = -48586.650452 nChanged 61 SP:Iteration 4Q (931.673877 sec): 3 clusters Score: Raw -49016.110781 + Penalty 391.312320 = -48624.798461 nChanged 70 SP:Iteration 5F (931.716360 sec): 3 clusters Score: Raw -49063.028107 + Penalty 391.312320 = -48671.715787 nChanged 61 SP:Iteration 6Q (931.756634 sec): 3 clusters Score: Raw -49111.260983 + Penalty 391.312320 = -48719.948663 nChanged 46 SP:Iteration 7Q (931.794643 sec): 3 clusters Score: Raw -49147.715129 + Penalty 391.312320 = -48756.402810 nChanged 37 SP:Iteration 8Q (931.831873 sec): 3 clusters Score: Raw -49188.940413 + Penalty 391.312320 = -48797.628093 nChanged 28 SP:Iteration 9Q (931.862444 sec): 3 clusters Score: Raw -49222.700694 + Penalty 391.312320 = -48831.388375 nChanged 19 SP:Iteration 10Q (931.893145 sec): 3 clusters Score: Raw -49245.613314 + Penalty 391.312320 = -48854.300994 nChanged 14 SP:Iteration 11Q (931.923793 sec): 3 clusters Score: Raw -49261.150373 + Penalty 391.312320 = -48869.838054 nChanged 9 SP:Iteration 12Q (931.954694 sec): 3 clusters Score: Raw -49267.646002 + Penalty 391.312320 = -48876.333683 nChanged 8 SP:Iteration 13Q (931.985133 sec): 3 clusters Score: Raw -49274.812110 + Penalty 391.312320 = -48883.499790 nChanged 8 SP:Iteration 14Q (932.016130 sec): 3 clusters Score: Raw -49283.725882 + Penalty 391.312320 = -48892.413562 nChanged 9 SP:Iteration 15Q (932.042060 sec): 3 clusters Score: Raw -49290.533881 + Penalty 391.312320 = -48899.221561 nChanged 4 SP:Iteration 16Q (932.075775 sec): 3 clusters Score: Raw -49294.511258 + Penalty 391.312320 = -48903.198938 nChanged 7 SP:Iteration 17Q (932.117975 sec): 3 clusters Score: Raw -49305.255018 + Penalty 391.312320 = -48913.942698 nChanged 6 SP:Iteration 18Q (932.171525 sec): 3 clusters Score: Raw -49309.333239 + Penalty 391.312320 = -48918.020919 nChanged 6 SP:Iteration 19Q (932.204382 sec): 3 clusters Score: Raw -49311.693794 + Penalty 391.312320 = -48920.381474 nChanged 1 SP:Iteration 20F (932.246738 sec): 3 clusters Score: Raw -49313.035892 + Penalty 391.312320 = -48921.723572 nChanged 2 SP:Iteration 21Q (932.287988 sec): 3 clusters Score: Raw -49314.984654 + Penalty 391.312320 = -48923.672334 nChanged 1 SP:Iteration 22Q (932.332557 sec): 3 clusters Score: Raw -49316.488571 + Penalty 391.312320 = -48925.176251 nChanged 2 SP:Iteration 23Q (932.382194 sec): 3 clusters Score: Raw -49317.355386 + Penalty 391.312320 = -48926.043067 nChanged 1 SP:Iteration 24Q (932.431743 sec): 3 clusters Score: Raw -49318.026724 + Penalty 391.312320 = -48926.714404 nChanged 0 SP:Iteration 25F (932.481427 sec): 3 clusters Score: Raw -49318.026724 + Penalty 391.312320 = -48926.714404 nChanged 0 Trying to split cluster 9 (4895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (932.503529 sec): 2 clusters Score: Raw -195161.995549 + Penalty 233.639163 = -194928.356387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (932.554943 sec): 3 clusters Score: Raw -192197.214254 + Penalty 467.278326 = -191729.935928 nChanged 2220 SP:Iteration 1F (932.601189 sec): 3 clusters Score: Raw -193595.851344 + Penalty 467.278326 = -193128.573019 nChanged 289 SP:Iteration 2F (932.652851 sec): 3 clusters Score: Raw -193801.776598 + Penalty 467.278326 = -193334.498272 nChanged 280 SP:Iteration 3F (932.696009 sec): 3 clusters Score: Raw -194094.289251 + Penalty 467.278326 = -193627.010926 nChanged 277 SP:Iteration 4F (932.748195 sec): 3 clusters Score: Raw -194425.655564 + Penalty 467.278326 = -193958.377239 nChanged 236 SP:Iteration 5Q (932.793977 sec): 3 clusters Score: Raw -194660.076973 + Penalty 467.278326 = -194192.798647 nChanged 174 SP:Iteration 6Q (932.842809 sec): 3 clusters Score: Raw -194772.097218 + Penalty 467.278326 = -194304.818892 nChanged 122 SP:Iteration 7Q (932.879133 sec): 3 clusters Score: Raw -194831.396790 + Penalty 467.278326 = -194364.118465 nChanged 90 SP:Iteration 8Q (932.914482 sec): 3 clusters Score: Raw -194874.524519 + Penalty 467.278326 = -194407.246193 nChanged 72 SP:Iteration 9Q (932.956813 sec): 3 clusters Score: Raw -194897.641809 + Penalty 467.278326 = -194430.363483 nChanged 58 SP:Iteration 10Q (932.991643 sec): 3 clusters Score: Raw -194918.940583 + Penalty 467.278326 = -194451.662257 nChanged 51 SP:Iteration 11Q (933.026700 sec): 3 clusters Score: Raw -194931.022360 + Penalty 467.278326 = -194463.744034 nChanged 33 SP:Iteration 12Q (933.065282 sec): 3 clusters Score: Raw -194937.690622 + Penalty 467.278326 = -194470.412297 nChanged 35 SP:Iteration 13Q (933.105767 sec): 3 clusters Score: Raw -194947.027427 + Penalty 467.278326 = -194479.749102 nChanged 35 SP:Iteration 14Q (933.142617 sec): 3 clusters Score: Raw -194954.920070 + Penalty 467.278326 = -194487.641745 nChanged 25 SP:Iteration 15Q (933.178796 sec): 3 clusters Score: Raw -194960.147057 + Penalty 467.278326 = -194492.868731 nChanged 27 SP:Iteration 16Q (933.223804 sec): 3 clusters Score: Raw -194966.478560 + Penalty 467.278326 = -194499.200235 nChanged 32 SP:Iteration 17Q (933.275042 sec): 3 clusters Score: Raw -194976.136812 + Penalty 467.278326 = -194508.858486 nChanged 38 SP:Iteration 18Q (933.326538 sec): 3 clusters Score: Raw -194986.063622 + Penalty 467.278326 = -194518.785297 nChanged 39 SP:Iteration 19Q (933.377611 sec): 3 clusters Score: Raw -194998.657607 + Penalty 467.278326 = -194531.379282 nChanged 37 SP:Iteration 20F (933.439047 sec): 3 clusters Score: Raw -195010.510459 + Penalty 467.278326 = -194543.232133 nChanged 37 SP:Iteration 21Q (933.480650 sec): 3 clusters Score: Raw -195023.437340 + Penalty 467.278326 = -194556.159014 nChanged 42 SP:Iteration 22Q (933.525021 sec): 3 clusters Score: Raw -195037.015054 + Penalty 467.278326 = -194569.736728 nChanged 39 SP:Iteration 23Q (933.559462 sec): 3 clusters Score: Raw -195049.821602 + Penalty 467.278326 = -194582.543276 nChanged 41 SP:Iteration 24Q (933.603228 sec): 3 clusters Score: Raw -195065.895435 + Penalty 467.278326 = -194598.617110 nChanged 40 SP:Iteration 25Q (933.646987 sec): 3 clusters Score: Raw -195078.635061 + Penalty 467.278326 = -194611.356736 nChanged 36 SP:Iteration 26Q (933.687709 sec): 3 clusters Score: Raw -195088.042100 + Penalty 467.278326 = -194620.763774 nChanged 37 SP:Iteration 27Q (933.722489 sec): 3 clusters Score: Raw -195103.107728 + Penalty 467.278326 = -194635.829402 nChanged 33 SP:Iteration 28Q (933.757554 sec): 3 clusters Score: Raw -195114.481890 + Penalty 467.278326 = -194647.203565 nChanged 38 SP:Iteration 29Q (933.792710 sec): 3 clusters Score: Raw -195128.141359 + Penalty 467.278326 = -194660.863033 nChanged 36 SP:Iteration 30Q (933.820544 sec): 3 clusters Score: Raw -195140.623581 + Penalty 467.278326 = -194673.345256 nChanged 26 SP:Iteration 31Q (933.855561 sec): 3 clusters Score: Raw -195148.683215 + Penalty 467.278326 = -194681.404890 nChanged 21 SP:Iteration 32Q (933.895128 sec): 3 clusters Score: Raw -195153.900661 + Penalty 467.278326 = -194686.622336 nChanged 17 SP:Iteration 33Q (933.945288 sec): 3 clusters Score: Raw -195160.092672 + Penalty 467.278326 = -194692.814346 nChanged 19 SP:Iteration 34Q (933.981745 sec): 3 clusters Score: Raw -195166.785173 + Penalty 467.278326 = -194699.506848 nChanged 21 SP:Iteration 35Q (934.018650 sec): 3 clusters Score: Raw -195176.238121 + Penalty 467.278326 = -194708.959796 nChanged 18 SP:Iteration 36Q (934.056516 sec): 3 clusters Score: Raw -195183.289310 + Penalty 467.278326 = -194716.010985 nChanged 5 SP:Iteration 37Q (934.090614 sec): 3 clusters Score: Raw -195184.419834 + Penalty 467.278326 = -194717.141509 nChanged 7 SP:Iteration 38Q (934.134768 sec): 3 clusters Score: Raw -195186.798247 + Penalty 467.278326 = -194719.519922 nChanged 5 SP:Iteration 39Q (934.178858 sec): 3 clusters Score: Raw -195187.969192 + Penalty 467.278326 = -194720.690866 nChanged 5 SP:Iteration 40F (934.223681 sec): 3 clusters Score: Raw -195189.179434 + Penalty 467.278326 = -194721.901109 nChanged 4 SP:Iteration 41Q (934.269965 sec): 3 clusters Score: Raw -195191.129635 + Penalty 467.278326 = -194723.851309 nChanged 5 SP:Iteration 42Q (934.316860 sec): 3 clusters Score: Raw -195192.115094 + Penalty 467.278326 = -194724.836768 nChanged 1 SP:Iteration 43Q (934.369383 sec): 3 clusters Score: Raw -195192.367479 + Penalty 467.278326 = -194725.089153 nChanged 3 SP:Iteration 44Q (934.420545 sec): 3 clusters Score: Raw -195193.012149 + Penalty 467.278326 = -194725.733824 nChanged 3 SP:Iteration 45Q (934.472236 sec): 3 clusters Score: Raw -195193.324427 + Penalty 467.278326 = -194726.046102 nChanged 2 SP:Iteration 46Q (934.523511 sec): 3 clusters Score: Raw -195193.525077 + Penalty 467.278326 = -194726.246751 nChanged 1 SP:Iteration 47Q (934.577106 sec): 3 clusters Score: Raw -195193.644367 + Penalty 467.278326 = -194726.366041 nChanged 0 SP:Iteration 48F (934.624298 sec): 3 clusters Score: Raw -195193.644367 + Penalty 467.278326 = -194726.366041 nChanged 0 Trying to split cluster 10 (2379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (934.649467 sec): 2 clusters Score: Raw -97265.002560 + Penalty 213.796977 = -97051.205583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (934.691862 sec): 3 clusters Score: Raw -95915.642854 + Penalty 427.593953 = -95488.048901 nChanged 1032 SP:Iteration 1F (934.728945 sec): 3 clusters Score: Raw -96439.042313 + Penalty 427.593953 = -96011.448360 nChanged 166 SP:Iteration 2F (934.761587 sec): 3 clusters Score: Raw -96501.744571 + Penalty 427.593953 = -96074.150618 nChanged 109 SP:Iteration 3Q (934.797191 sec): 3 clusters Score: Raw -96544.195982 + Penalty 427.593953 = -96116.602029 nChanged 101 SP:Iteration 4Q (934.828979 sec): 3 clusters Score: Raw -96590.134078 + Penalty 427.593953 = -96162.540125 nChanged 104 SP:Iteration 5Q (934.860455 sec): 3 clusters Score: Raw -96650.483669 + Penalty 427.593953 = -96222.889716 nChanged 120 SP:Iteration 6F (934.892104 sec): 3 clusters Score: Raw -96729.811421 + Penalty 427.593953 = -96302.217468 nChanged 118 SP:Iteration 7Q (934.923900 sec): 3 clusters Score: Raw -96807.432125 + Penalty 427.593953 = -96379.838172 nChanged 103 SP:Iteration 8Q (934.955227 sec): 3 clusters Score: Raw -96875.187455 + Penalty 427.593953 = -96447.593502 nChanged 89 SP:Iteration 9Q (934.986556 sec): 3 clusters Score: Raw -96949.321132 + Penalty 427.593953 = -96521.727179 nChanged 98 SP:Iteration 10Q (935.018362 sec): 3 clusters Score: Raw -97021.671504 + Penalty 427.593953 = -96594.077551 nChanged 78 SP:Iteration 11Q (935.054660 sec): 3 clusters Score: Raw -97070.022584 + Penalty 427.593953 = -96642.428631 nChanged 60 SP:Iteration 12Q (935.092848 sec): 3 clusters Score: Raw -97100.214425 + Penalty 427.593953 = -96672.620472 nChanged 42 SP:Iteration 13Q (935.149905 sec): 3 clusters Score: Raw -97117.845648 + Penalty 427.593953 = -96690.251695 nChanged 27 SP:Iteration 14Q (935.192323 sec): 3 clusters Score: Raw -97126.598735 + Penalty 427.593953 = -96699.004782 nChanged 21 SP:Iteration 15Q (935.219806 sec): 3 clusters Score: Raw -97136.694107 + Penalty 427.593953 = -96709.100153 nChanged 28 SP:Iteration 16Q (935.269871 sec): 3 clusters Score: Raw -97148.456969 + Penalty 427.593953 = -96720.863016 nChanged 16 SP:Iteration 17Q (935.314453 sec): 3 clusters Score: Raw -97152.671060 + Penalty 427.593953 = -96725.077107 nChanged 16 SP:Iteration 18Q (935.352144 sec): 3 clusters Score: Raw -97159.338557 + Penalty 427.593953 = -96731.744604 nChanged 23 SP:Iteration 19Q (935.393615 sec): 3 clusters Score: Raw -97165.662379 + Penalty 427.593953 = -96738.068426 nChanged 10 SP:Iteration 20F (935.426074 sec): 3 clusters Score: Raw -97168.960635 + Penalty 427.593953 = -96741.366682 nChanged 10 SP:Iteration 21Q (935.458242 sec): 3 clusters Score: Raw -97171.729110 + Penalty 427.593953 = -96744.135157 nChanged 8 SP:Iteration 22Q (935.489479 sec): 3 clusters Score: Raw -97173.663939 + Penalty 427.593953 = -96746.069985 nChanged 5 SP:Iteration 23Q (935.521743 sec): 3 clusters Score: Raw -97174.373656 + Penalty 427.593953 = -96746.779703 nChanged 4 SP:Iteration 24Q (935.552594 sec): 3 clusters Score: Raw -97175.175005 + Penalty 427.593953 = -96747.581052 nChanged 5 SP:Iteration 25Q (935.584904 sec): 3 clusters Score: Raw -97176.054972 + Penalty 427.593953 = -96748.461019 nChanged 4 SP:Iteration 26Q (935.617186 sec): 3 clusters Score: Raw -97176.825160 + Penalty 427.593953 = -96749.231207 nChanged 2 SP:Iteration 27Q (935.649334 sec): 3 clusters Score: Raw -97177.007324 + Penalty 427.593953 = -96749.413371 nChanged 1 SP:Iteration 28Q (935.681587 sec): 3 clusters Score: Raw -97177.083220 + Penalty 427.593953 = -96749.489267 nChanged 1 SP:Iteration 29Q (935.713853 sec): 3 clusters Score: Raw -97177.571581 + Penalty 427.593953 = -96749.977628 nChanged 1 SP:Iteration 30Q (935.746283 sec): 3 clusters Score: Raw -97177.654768 + Penalty 427.593953 = -96750.060815 nChanged 0 SP:Iteration 31F (935.776020 sec): 3 clusters Score: Raw -97177.654768 + Penalty 427.593953 = -96750.060815 nChanged 0 Trying to split cluster 11 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (935.798395 sec): 2 clusters Score: Raw -18254.022927 + Penalty 170.514002 = -18083.508925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (935.828855 sec): 3 clusters Score: Raw -18011.820589 + Penalty 341.028005 = -17670.792585 nChanged 186 SP:Iteration 1F (935.873407 sec): 3 clusters Score: Raw -18158.487141 + Penalty 341.028005 = -17817.459137 nChanged 44 SP:Iteration 2F (935.920181 sec): 3 clusters Score: Raw -18198.060719 + Penalty 341.028005 = -17857.032715 nChanged 29 SP:Iteration 3F (935.971236 sec): 3 clusters Score: Raw -18222.064070 + Penalty 341.028005 = -17881.036066 nChanged 16 SP:Iteration 4Q (936.017001 sec): 3 clusters Score: Raw -18230.680233 + Penalty 341.028005 = -17889.652228 nChanged 10 SP:Iteration 5Q (936.059000 sec): 3 clusters Score: Raw -18234.004552 + Penalty 341.028005 = -17892.976548 nChanged 2 SP:Iteration 6Q (936.092529 sec): 3 clusters Score: Raw -18234.921846 + Penalty 341.028005 = -17893.893841 nChanged 3 SP:Iteration 7Q (936.144189 sec): 3 clusters Score: Raw -18238.008204 + Penalty 341.028005 = -17896.980199 nChanged 4 SP:Iteration 8Q (936.182301 sec): 3 clusters Score: Raw -18239.172584 + Penalty 341.028005 = -17898.144579 nChanged 3 SP:Iteration 9Q (936.214421 sec): 3 clusters Score: Raw -18240.067834 + Penalty 341.028005 = -17899.039829 nChanged 2 SP:Iteration 10Q (936.252080 sec): 3 clusters Score: Raw -18240.563481 + Penalty 341.028005 = -17899.535477 nChanged 1 SP:Iteration 11Q (936.293813 sec): 3 clusters Score: Raw -18240.956433 + Penalty 341.028005 = -17899.928428 nChanged 2 SP:Iteration 12Q (936.332835 sec): 3 clusters Score: Raw -18242.289583 + Penalty 341.028005 = -17901.261578 nChanged 2 SP:Iteration 13Q (936.374705 sec): 3 clusters Score: Raw -18242.946600 + Penalty 341.028005 = -17901.918595 nChanged 3 SP:Iteration 14Q (936.416284 sec): 3 clusters Score: Raw -18244.309034 + Penalty 341.028005 = -17903.281029 nChanged 3 SP:Iteration 15Q (936.458202 sec): 3 clusters Score: Raw -18244.920590 + Penalty 341.028005 = -17903.892585 nChanged 2 SP:Iteration 16Q (936.500543 sec): 3 clusters Score: Raw -18246.103242 + Penalty 341.028005 = -17905.075237 nChanged 1 SP:Iteration 17Q (936.545811 sec): 3 clusters Score: Raw -18246.451307 + Penalty 341.028005 = -17905.423302 nChanged 2 SP:Iteration 18Q (936.575657 sec): 3 clusters Score: Raw -18246.738301 + Penalty 341.028005 = -17905.710297 nChanged 0 SP:Iteration 19F (936.605975 sec): 3 clusters Score: Raw -18246.738301 + Penalty 341.028005 = -17905.710297 nChanged 0 Trying to split cluster 12 (90372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (936.693733 sec): 2 clusters Score: Raw -3605705.327693 + Penalty 313.821469 = -3605391.506224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (936.791648 sec): 3 clusters Score: Raw -3544724.809050 + Penalty 627.642937 = -3544097.166113 nChanged 44585 SP:Iteration 1F (936.892310 sec): 3 clusters Score: Raw -3574291.891883 + Penalty 627.642937 = -3573664.248946 nChanged 5743 SP:Iteration 2F (937.005959 sec): 3 clusters Score: Raw -3577288.361076 + Penalty 627.642937 = -3576660.718139 nChanged 5527 SP:Iteration 3F (937.115819 sec): 3 clusters Score: Raw -3580710.854765 + Penalty 627.642937 = -3580083.211828 nChanged 5475 SP:Iteration 4F (937.211554 sec): 3 clusters Score: Raw -3584373.224772 + Penalty 627.642937 = -3583745.581835 nChanged 5045 SP:Iteration 5F (937.309594 sec): 3 clusters Score: Raw -3587600.142613 + Penalty 627.642937 = -3586972.499676 nChanged 4117 SP:Iteration 6Q (937.428525 sec): 3 clusters Score: Raw -3589399.001691 + Penalty 627.642937 = -3588771.358754 nChanged 2733 SP:Iteration 7Q (937.547749 sec): 3 clusters Score: Raw -3590024.570291 + Penalty 627.642937 = -3589396.927354 nChanged 1540 SP:Iteration 8Q (937.653628 sec): 3 clusters Score: Raw -3590249.199232 + Penalty 627.642937 = -3589621.556295 nChanged 981 SP:Iteration 9Q (937.760969 sec): 3 clusters Score: Raw -3590356.321337 + Penalty 627.642937 = -3589728.678400 nChanged 738 SP:Iteration 10Q (937.860884 sec): 3 clusters Score: Raw -3590445.215466 + Penalty 627.642937 = -3589817.572529 nChanged 707 SP:Iteration 11Q (937.962197 sec): 3 clusters Score: Raw -3590541.797925 + Penalty 627.642937 = -3589914.154988 nChanged 737 SP:Iteration 12Q (938.079831 sec): 3 clusters Score: Raw -3590649.099408 + Penalty 627.642937 = -3590021.456471 nChanged 805 SP:Iteration 13Q (938.188704 sec): 3 clusters Score: Raw -3590779.199535 + Penalty 627.642937 = -3590151.556598 nChanged 868 SP:Iteration 14Q (938.303424 sec): 3 clusters Score: Raw -3590927.576630 + Penalty 627.642937 = -3590299.933693 nChanged 907 SP:Iteration 15Q (938.411039 sec): 3 clusters Score: Raw -3591093.545078 + Penalty 627.642937 = -3590465.902141 nChanged 1017 SP:Iteration 16Q (938.520038 sec): 3 clusters Score: Raw -3591293.117692 + Penalty 627.642937 = -3590665.474755 nChanged 1069 SP:Iteration 17Q (938.629480 sec): 3 clusters Score: Raw -3591516.213974 + Penalty 627.642937 = -3590888.571037 nChanged 1189 SP:Iteration 18Q (938.743806 sec): 3 clusters Score: Raw -3591781.045381 + Penalty 627.642937 = -3591153.402444 nChanged 1255 SP:Iteration 19Q (938.860988 sec): 3 clusters Score: Raw -3592083.349015 + Penalty 627.642937 = -3591455.706078 nChanged 1368 SP:Iteration 20F (938.949573 sec): 3 clusters Score: Raw -3592435.399439 + Penalty 627.642937 = -3591807.756502 nChanged 1475 SP:Iteration 21Q (939.055282 sec): 3 clusters Score: Raw -3592864.128380 + Penalty 627.642937 = -3592236.485443 nChanged 1558 SP:Iteration 22Q (939.171562 sec): 3 clusters Score: Raw -3593377.384219 + Penalty 627.642937 = -3592749.741282 nChanged 1738 SP:Iteration 23Q (939.272485 sec): 3 clusters Score: Raw -3594020.921662 + Penalty 627.642937 = -3593393.278725 nChanged 1894 SP:Iteration 24Q (939.384892 sec): 3 clusters Score: Raw -3594760.089956 + Penalty 627.642937 = -3594132.447019 nChanged 1912 SP:Iteration 25Q (939.493748 sec): 3 clusters Score: Raw -3595540.449550 + Penalty 627.642937 = -3594912.806613 nChanged 1967 SP:Iteration 26Q (939.600789 sec): 3 clusters Score: Raw -3596393.939472 + Penalty 627.642937 = -3595766.296535 nChanged 1979 SP:Iteration 27Q (939.699219 sec): 3 clusters Score: Raw -3597309.551065 + Penalty 627.642937 = -3596681.908128 nChanged 1966 SP:Iteration 28Q (939.801336 sec): 3 clusters Score: Raw -3598241.843810 + Penalty 627.642937 = -3597614.200873 nChanged 1928 SP:Iteration 29Q (939.900809 sec): 3 clusters Score: Raw -3599206.468227 + Penalty 627.642937 = -3598578.825290 nChanged 1883 SP:Iteration 30Q (940.012181 sec): 3 clusters Score: Raw -3600188.024577 + Penalty 627.642937 = -3599560.381640 nChanged 1686 SP:Iteration 31Q (940.118818 sec): 3 clusters Score: Raw -3601128.736423 + Penalty 627.642937 = -3600501.093486 nChanged 1556 SP:Iteration 32Q (940.223772 sec): 3 clusters Score: Raw -3602051.869678 + Penalty 627.642937 = -3601424.226741 nChanged 1340 SP:Iteration 33Q (940.329927 sec): 3 clusters Score: Raw -3602898.133952 + Penalty 627.642937 = -3602270.491015 nChanged 1166 SP:Iteration 34Q (940.434885 sec): 3 clusters Score: Raw -3603651.542269 + Penalty 627.642937 = -3603023.899332 nChanged 954 SP:Iteration 35Q (940.540916 sec): 3 clusters Score: Raw -3604265.547847 + Penalty 627.642937 = -3603637.904910 nChanged 751 SP:Iteration 36Q (940.655525 sec): 3 clusters Score: Raw -3604754.157067 + Penalty 627.642937 = -3604126.514130 nChanged 576 SP:Iteration 37Q (940.754136 sec): 3 clusters Score: Raw -3605119.847173 + Penalty 627.642937 = -3604492.204236 nChanged 403 SP:Iteration 38Q (940.855766 sec): 3 clusters Score: Raw -3605370.199029 + Penalty 627.642937 = -3604742.556092 nChanged 282 SP:Iteration 39Q (940.959791 sec): 3 clusters Score: Raw -3605536.402247 + Penalty 627.642937 = -3604908.759310 nChanged 201 SP:Iteration 40F (941.064008 sec): 3 clusters Score: Raw -3605647.194697 + Penalty 627.642937 = -3605019.551760 nChanged 143 SP:Iteration 41Q (941.157748 sec): 3 clusters Score: Raw -3605715.617920 + Penalty 627.642937 = -3605087.974983 nChanged 107 SP:Iteration 42Q (941.266359 sec): 3 clusters Score: Raw -3605762.950734 + Penalty 627.642937 = -3605135.307797 nChanged 74 SP:Iteration 43Q (941.369161 sec): 3 clusters Score: Raw -3605791.932443 + Penalty 627.642937 = -3605164.289506 nChanged 60 SP:Iteration 44Q (941.472384 sec): 3 clusters Score: Raw -3605810.516065 + Penalty 627.642937 = -3605182.873128 nChanged 41 SP:Iteration 45Q (941.571489 sec): 3 clusters Score: Raw -3605821.503271 + Penalty 627.642937 = -3605193.860334 nChanged 33 SP:Iteration 46Q (941.672129 sec): 3 clusters Score: Raw -3605829.336676 + Penalty 627.642937 = -3605201.693739 nChanged 36 SP:Iteration 47Q (941.766915 sec): 3 clusters Score: Raw -3605838.456757 + Penalty 627.642937 = -3605210.813820 nChanged 30 SP:Iteration 48Q (941.863275 sec): 3 clusters Score: Raw -3605845.106993 + Penalty 627.642937 = -3605217.464056 nChanged 23 SP:Iteration 49Q (941.966953 sec): 3 clusters Score: Raw -3605849.222914 + Penalty 627.642937 = -3605221.579977 nChanged 11 SP:Iteration 50Q (942.068567 sec): 3 clusters Score: Raw -3605850.995908 + Penalty 627.642937 = -3605223.352971 nChanged 9 SP:Iteration 51Q (942.168469 sec): 3 clusters Score: Raw -3605852.018509 + Penalty 627.642937 = -3605224.375572 nChanged 7 SP:Iteration 52Q (942.262919 sec): 3 clusters Score: Raw -3605853.666446 + Penalty 627.642937 = -3605226.023509 nChanged 8 SP:Iteration 53Q (942.365848 sec): 3 clusters Score: Raw -3605854.951701 + Penalty 627.642937 = -3605227.308764 nChanged 6 SP:Iteration 54Q (942.465901 sec): 3 clusters Score: Raw -3605855.726388 + Penalty 627.642937 = -3605228.083451 nChanged 4 SP:Iteration 55Q (942.562212 sec): 3 clusters Score: Raw -3605856.087814 + Penalty 627.642937 = -3605228.444877 nChanged 2 SP:Iteration 56Q (942.654213 sec): 3 clusters Score: Raw -3605856.558351 + Penalty 627.642937 = -3605228.915414 nChanged 2 SP:Iteration 57Q (942.752563 sec): 3 clusters Score: Raw -3605856.750405 + Penalty 627.642937 = -3605229.107468 nChanged 0 SP:Iteration 58F (942.847759 sec): 3 clusters Score: Raw -3605856.750405 + Penalty 627.642937 = -3605229.107468 nChanged 0 Trying to split cluster 13 (20952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (942.884683 sec): 2 clusters Score: Raw -869028.391410 + Penalty 273.624708 = -868754.766702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (942.932142 sec): 3 clusters Score: Raw -855244.644598 + Penalty 547.249416 = -854697.395182 nChanged 10145 SP:Iteration 1F (942.993141 sec): 3 clusters Score: Raw -862141.704266 + Penalty 547.249416 = -861594.454850 nChanged 1382 SP:Iteration 2F (943.055331 sec): 3 clusters Score: Raw -863187.547244 + Penalty 547.249416 = -862640.297828 nChanged 1509 SP:Iteration 3F (943.120204 sec): 3 clusters Score: Raw -864403.089975 + Penalty 547.249416 = -863855.840559 nChanged 1468 SP:Iteration 4F (943.168077 sec): 3 clusters Score: Raw -865645.347674 + Penalty 547.249416 = -865098.098258 nChanged 1273 SP:Iteration 5F (943.225062 sec): 3 clusters Score: Raw -866742.287069 + Penalty 547.249416 = -866195.037653 nChanged 947 SP:Iteration 6Q (943.286232 sec): 3 clusters Score: Raw -867556.230211 + Penalty 547.249416 = -867008.980794 nChanged 658 SP:Iteration 7Q (943.345920 sec): 3 clusters Score: Raw -868076.385890 + Penalty 547.249416 = -867529.136474 nChanged 432 SP:Iteration 8Q (943.392995 sec): 3 clusters Score: Raw -868389.673492 + Penalty 547.249416 = -867842.424076 nChanged 322 SP:Iteration 9Q (943.435260 sec): 3 clusters Score: Raw -868609.898799 + Penalty 547.249416 = -868062.649382 nChanged 217 SP:Iteration 10Q (943.489050 sec): 3 clusters Score: Raw -868753.872561 + Penalty 547.249416 = -868206.623145 nChanged 172 SP:Iteration 11Q (943.535751 sec): 3 clusters Score: Raw -868865.320823 + Penalty 547.249416 = -868318.071407 nChanged 105 SP:Iteration 12Q (943.581864 sec): 3 clusters Score: Raw -868920.348449 + Penalty 547.249416 = -868373.099033 nChanged 67 SP:Iteration 13Q (943.630552 sec): 3 clusters Score: Raw -868957.770645 + Penalty 547.249416 = -868410.521228 nChanged 51 SP:Iteration 14Q (943.668851 sec): 3 clusters Score: Raw -868987.676832 + Penalty 547.249416 = -868440.427416 nChanged 36 SP:Iteration 15Q (943.720769 sec): 3 clusters Score: Raw -869010.560924 + Penalty 547.249416 = -868463.311508 nChanged 27 SP:Iteration 16Q (943.766599 sec): 3 clusters Score: Raw -869027.519778 + Penalty 547.249416 = -868480.270362 nChanged 15 SP:Iteration 17Q (943.828141 sec): 3 clusters Score: Raw -869038.065498 + Penalty 547.249416 = -868490.816082 nChanged 14 SP:Iteration 18Q (943.882336 sec): 3 clusters Score: Raw -869047.484799 + Penalty 547.249416 = -868500.235383 nChanged 14 SP:Iteration 19Q (943.940036 sec): 3 clusters Score: Raw -869055.025974 + Penalty 547.249416 = -868507.776557 nChanged 11 SP:Iteration 20F (943.997199 sec): 3 clusters Score: Raw -869061.885457 + Penalty 547.249416 = -868514.636041 nChanged 8 SP:Iteration 21Q (944.048172 sec): 3 clusters Score: Raw -869066.631847 + Penalty 547.249416 = -868519.382430 nChanged 3 SP:Iteration 22Q (944.104923 sec): 3 clusters Score: Raw -869067.663188 + Penalty 547.249416 = -868520.413772 nChanged 3 SP:Iteration 23Q (944.148649 sec): 3 clusters Score: Raw -869068.734008 + Penalty 547.249416 = -868521.484592 nChanged 4 SP:Iteration 24Q (944.208999 sec): 3 clusters Score: Raw -869070.753646 + Penalty 547.249416 = -868523.504229 nChanged 3 SP:Iteration 25Q (944.248833 sec): 3 clusters Score: Raw -869072.997746 + Penalty 547.249416 = -868525.748330 nChanged 1 SP:Iteration 26Q (944.288195 sec): 3 clusters Score: Raw -869073.272570 + Penalty 547.249416 = -868526.023153 nChanged 2 SP:Iteration 27Q (944.341015 sec): 3 clusters Score: Raw -869074.107663 + Penalty 547.249416 = -868526.858247 nChanged 0 SP:Iteration 28F (944.384689 sec): 3 clusters Score: Raw -869074.107663 + Penalty 547.249416 = -868526.858247 nChanged 0 Trying to split cluster 14 (5508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (944.412124 sec): 2 clusters Score: Raw -189694.122095 + Penalty 236.883814 = -189457.238281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (944.449704 sec): 3 clusters Score: Raw -186258.149573 + Penalty 473.767627 = -185784.381946 nChanged 2583 SP:Iteration 1F (944.486530 sec): 3 clusters Score: Raw -187928.467673 + Penalty 473.767627 = -187454.700046 nChanged 461 SP:Iteration 2F (944.521403 sec): 3 clusters Score: Raw -188334.924518 + Penalty 473.767627 = -187861.156890 nChanged 472 SP:Iteration 3F (944.556718 sec): 3 clusters Score: Raw -188824.134474 + Penalty 473.767627 = -188350.366846 nChanged 443 SP:Iteration 4F (944.585909 sec): 3 clusters Score: Raw -189253.361510 + Penalty 473.767627 = -188779.593882 nChanged 343 SP:Iteration 5F (944.630598 sec): 3 clusters Score: Raw -189504.893620 + Penalty 473.767627 = -189031.125992 nChanged 210 SP:Iteration 6Q (944.684811 sec): 3 clusters Score: Raw -189635.562710 + Penalty 473.767627 = -189161.795083 nChanged 152 SP:Iteration 7Q (944.720896 sec): 3 clusters Score: Raw -189725.657349 + Penalty 473.767627 = -189251.889722 nChanged 133 SP:Iteration 8Q (944.767914 sec): 3 clusters Score: Raw -189805.925609 + Penalty 473.767627 = -189332.157981 nChanged 103 SP:Iteration 9Q (944.814522 sec): 3 clusters Score: Raw -189873.237769 + Penalty 473.767627 = -189399.470141 nChanged 95 SP:Iteration 10Q (944.862479 sec): 3 clusters Score: Raw -189926.328052 + Penalty 473.767627 = -189452.560425 nChanged 74 SP:Iteration 11Q (944.902952 sec): 3 clusters Score: Raw -189978.870781 + Penalty 473.767627 = -189505.103154 nChanged 66 SP:Iteration 12Q (944.938340 sec): 3 clusters Score: Raw -190010.993754 + Penalty 473.767627 = -189537.226126 nChanged 44 SP:Iteration 13Q (944.973822 sec): 3 clusters Score: Raw -190028.606935 + Penalty 473.767627 = -189554.839308 nChanged 32 SP:Iteration 14Q (945.017518 sec): 3 clusters Score: Raw -190035.557060 + Penalty 473.767627 = -189561.789432 nChanged 23 SP:Iteration 15Q (945.066493 sec): 3 clusters Score: Raw -190041.449435 + Penalty 473.767627 = -189567.681808 nChanged 22 SP:Iteration 16Q (945.111891 sec): 3 clusters Score: Raw -190044.711058 + Penalty 473.767627 = -189570.943430 nChanged 13 SP:Iteration 17Q (945.148163 sec): 3 clusters Score: Raw -190045.854120 + Penalty 473.767627 = -189572.086493 nChanged 11 SP:Iteration 18Q (945.184333 sec): 3 clusters Score: Raw -190046.914784 + Penalty 473.767627 = -189573.147156 nChanged 5 SP:Iteration 19Q (945.220511 sec): 3 clusters Score: Raw -190047.582333 + Penalty 473.767627 = -189573.814706 nChanged 8 SP:Iteration 20F (945.250109 sec): 3 clusters Score: Raw -190048.196621 + Penalty 473.767627 = -189574.428994 nChanged 4 SP:Iteration 21Q (945.287602 sec): 3 clusters Score: Raw -190048.456450 + Penalty 473.767627 = -189574.688823 nChanged 3 SP:Iteration 22Q (945.324828 sec): 3 clusters Score: Raw -190048.784330 + Penalty 473.767627 = -189575.016703 nChanged 5 SP:Iteration 23Q (945.368632 sec): 3 clusters Score: Raw -190049.720198 + Penalty 473.767627 = -189575.952570 nChanged 6 SP:Iteration 24Q (945.396473 sec): 3 clusters Score: Raw -190050.268990 + Penalty 473.767627 = -189576.501362 nChanged 4 SP:Iteration 25Q (945.449468 sec): 3 clusters Score: Raw -190050.681727 + Penalty 473.767627 = -189576.914100 nChanged 8 SP:Iteration 26Q (945.486068 sec): 3 clusters Score: Raw -190051.579203 + Penalty 473.767627 = -189577.811576 nChanged 5 SP:Iteration 27Q (945.519677 sec): 3 clusters Score: Raw -190052.156782 + Penalty 473.767627 = -189578.389155 nChanged 4 SP:Iteration 28Q (945.565964 sec): 3 clusters Score: Raw -190052.686867 + Penalty 473.767627 = -189578.919240 nChanged 3 SP:Iteration 29Q (945.617773 sec): 3 clusters Score: Raw -190053.042190 + Penalty 473.767627 = -189579.274563 nChanged 3 SP:Iteration 30Q (945.669862 sec): 3 clusters Score: Raw -190053.319993 + Penalty 473.767627 = -189579.552366 nChanged 4 SP:Iteration 31Q (945.711419 sec): 3 clusters Score: Raw -190053.775913 + Penalty 473.767627 = -189580.008286 nChanged 4 SP:Iteration 32Q (945.763058 sec): 3 clusters Score: Raw -190054.332214 + Penalty 473.767627 = -189580.564587 nChanged 5 SP:Iteration 33Q (945.809603 sec): 3 clusters Score: Raw -190054.841858 + Penalty 473.767627 = -189581.074231 nChanged 3 SP:Iteration 34Q (945.864467 sec): 3 clusters Score: Raw -190055.028078 + Penalty 473.767627 = -189581.260450 nChanged 2 SP:Iteration 35Q (945.908352 sec): 3 clusters Score: Raw -190055.119760 + Penalty 473.767627 = -189581.352133 nChanged 2 SP:Iteration 36Q (945.947778 sec): 3 clusters Score: Raw -190055.242128 + Penalty 473.767627 = -189581.474500 nChanged 3 SP:Iteration 37Q (945.983556 sec): 3 clusters Score: Raw -190055.464332 + Penalty 473.767627 = -189581.696705 nChanged 3 SP:Iteration 38Q (946.011633 sec): 3 clusters Score: Raw -190055.904002 + Penalty 473.767627 = -189582.136375 nChanged 2 SP:Iteration 39Q (946.053735 sec): 3 clusters Score: Raw -190056.058134 + Penalty 473.767627 = -189582.290507 nChanged 1 SP:Iteration 40F (946.089062 sec): 3 clusters Score: Raw -190056.086675 + Penalty 473.767627 = -189582.319048 nChanged 1 SP:Iteration 41Q (946.124043 sec): 3 clusters Score: Raw -190056.173198 + Penalty 473.767627 = -189582.405571 nChanged 1 SP:Iteration 42Q (946.152439 sec): 3 clusters Score: Raw -190056.277313 + Penalty 473.767627 = -189582.509686 nChanged 0 SP:Iteration 43F (946.184216 sec): 3 clusters Score: Raw -190056.277313 + Penalty 473.767627 = -189582.509686 nChanged 0 Score: Raw -10219891.366416 + Penalty 10339.370498 = -10209551.995918 Splitting cluster 14 changes total score from -10209519.053022 to -10209551.995918 So it's getting split into cluster 30. Trying to split cluster 15 (597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (948.697353 sec): 2 clusters Score: Raw -20974.428309 + Penalty 175.777721 = -20798.650588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (948.739497 sec): 3 clusters Score: Raw -20682.159396 + Penalty 351.555441 = -20330.603955 nChanged 241 SP:Iteration 1F (948.772714 sec): 3 clusters Score: Raw -20819.247760 + Penalty 351.555441 = -20467.692319 nChanged 51 SP:Iteration 2F (948.774525 sec): 3 clusters Score: Raw -20853.506417 + Penalty 351.555441 = -20501.950976 nChanged 41 SP:Iteration 3F (948.776254 sec): 3 clusters Score: Raw -20884.522796 + Penalty 351.555441 = -20532.967355 nChanged 33 SP:Iteration 4F (948.777887 sec): 3 clusters Score: Raw -20908.606171 + Penalty 351.555441 = -20557.050729 nChanged 26 SP:Iteration 5Q (948.779563 sec): 3 clusters Score: Raw -20929.110198 + Penalty 351.555441 = -20577.554757 nChanged 18 SP:Iteration 6Q (948.781227 sec): 3 clusters Score: Raw -20940.347141 + Penalty 351.555441 = -20588.791699 nChanged 15 SP:Iteration 7Q (948.782891 sec): 3 clusters Score: Raw -20953.512085 + Penalty 351.555441 = -20601.956644 nChanged 8 SP:Iteration 8Q (948.784549 sec): 3 clusters Score: Raw -20961.226753 + Penalty 351.555441 = -20609.671311 nChanged 8 SP:Iteration 9Q (948.786202 sec): 3 clusters Score: Raw -20965.671385 + Penalty 351.555441 = -20614.115944 nChanged 6 SP:Iteration 10Q (948.787852 sec): 3 clusters Score: Raw -20969.013170 + Penalty 351.555441 = -20617.457729 nChanged 5 SP:Iteration 11Q (948.789512 sec): 3 clusters Score: Raw -20972.543680 + Penalty 351.555441 = -20620.988238 nChanged 4 SP:Iteration 12Q (948.791159 sec): 3 clusters Score: Raw -20975.969168 + Penalty 351.555441 = -20624.413727 nChanged 5 SP:Iteration 13Q (948.792820 sec): 3 clusters Score: Raw -20982.777663 + Penalty 351.555441 = -20631.222222 nChanged 4 SP:Iteration 14Q (948.794485 sec): 3 clusters Score: Raw -20984.881975 + Penalty 351.555441 = -20633.326533 nChanged 3 SP:Iteration 15Q (948.796143 sec): 3 clusters Score: Raw -20986.758976 + Penalty 351.555441 = -20635.203535 nChanged 2 SP:Iteration 16Q (948.797804 sec): 3 clusters Score: Raw -20987.295883 + Penalty 351.555441 = -20635.740441 nChanged 0 SP:Iteration 17F (948.799442 sec): 3 clusters Score: Raw -20987.295883 + Penalty 351.555441 = -20635.740441 nChanged 0 Trying to split cluster 16 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (948.805802 sec): 2 clusters Score: Raw -22338.719725 + Penalty 182.847075 = -22155.872650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (948.808149 sec): 3 clusters Score: Raw -21980.080070 + Penalty 365.694150 = -21614.385919 nChanged 312 SP:Iteration 1F (948.810146 sec): 3 clusters Score: Raw -22311.329228 + Penalty 365.694150 = -21945.635077 nChanged 85 SP:Iteration 2F (948.812149 sec): 3 clusters Score: Raw -22386.767878 + Penalty 365.694150 = -22021.073728 nChanged 62 SP:Iteration 3F (948.814145 sec): 3 clusters Score: Raw -22449.198168 + Penalty 365.694150 = -22083.504018 nChanged 48 SP:Iteration 4F (948.816102 sec): 3 clusters Score: Raw -22496.140276 + Penalty 365.694150 = -22130.446126 nChanged 36 SP:Iteration 5Q (948.818122 sec): 3 clusters Score: Raw -22528.393988 + Penalty 365.694150 = -22162.699837 nChanged 18 SP:Iteration 6Q (948.820121 sec): 3 clusters Score: Raw -22542.872873 + Penalty 365.694150 = -22177.178723 nChanged 7 SP:Iteration 7Q (948.822098 sec): 3 clusters Score: Raw -22548.141252 + Penalty 365.694150 = -22182.447102 nChanged 9 SP:Iteration 8Q (948.860952 sec): 3 clusters Score: Raw -22554.885299 + Penalty 365.694150 = -22189.191148 nChanged 10 SP:Iteration 9Q (948.904493 sec): 3 clusters Score: Raw -22560.657994 + Penalty 365.694150 = -22194.963844 nChanged 11 SP:Iteration 10Q (948.965238 sec): 3 clusters Score: Raw -22566.498317 + Penalty 365.694150 = -22200.804166 nChanged 6 SP:Iteration 11Q (948.997610 sec): 3 clusters Score: Raw -22569.421646 + Penalty 365.694150 = -22203.727496 nChanged 4 SP:Iteration 12Q (949.039822 sec): 3 clusters Score: Raw -22575.622609 + Penalty 365.694150 = -22209.928458 nChanged 6 SP:Iteration 13Q (949.082391 sec): 3 clusters Score: Raw -22583.272325 + Penalty 365.694150 = -22217.578174 nChanged 5 SP:Iteration 14Q (949.124499 sec): 3 clusters Score: Raw -22586.566962 + Penalty 365.694150 = -22220.872812 nChanged 5 SP:Iteration 15Q (949.168982 sec): 3 clusters Score: Raw -22588.217462 + Penalty 365.694150 = -22222.523312 nChanged 3 SP:Iteration 16Q (949.205552 sec): 3 clusters Score: Raw -22589.827753 + Penalty 365.694150 = -22224.133602 nChanged 2 SP:Iteration 17Q (949.236809 sec): 3 clusters Score: Raw -22591.773799 + Penalty 365.694150 = -22226.079649 nChanged 2 SP:Iteration 18Q (949.269167 sec): 3 clusters Score: Raw -22592.618340 + Penalty 365.694150 = -22226.924190 nChanged 2 SP:Iteration 19Q (949.307541 sec): 3 clusters Score: Raw -22593.236001 + Penalty 365.694150 = -22227.541851 nChanged 1 SP:Iteration 20F (949.338404 sec): 3 clusters Score: Raw -22593.469410 + Penalty 365.694150 = -22227.775260 nChanged 0 Score: Raw -10220146.116101 + Penalty 10684.016182 = -10209462.099920 Splitting cluster 16 changes total score from -10209519.053022 to -10209462.099920 So it's not getting split. Trying to split cluster 17 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (951.991963 sec): 2 clusters Score: Raw -20912.686232 + Penalty 177.126030 = -20735.560202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (952.022272 sec): 3 clusters Score: Raw -20617.637444 + Penalty 354.252060 = -20263.385384 nChanged 251 SP:Iteration 1F (952.052531 sec): 3 clusters Score: Raw -20830.731530 + Penalty 354.252060 = -20476.479470 nChanged 62 SP:Iteration 2F (952.082626 sec): 3 clusters Score: Raw -20881.083085 + Penalty 354.252060 = -20526.831025 nChanged 35 SP:Iteration 3F (952.112522 sec): 3 clusters Score: Raw -20908.163415 + Penalty 354.252060 = -20553.911355 nChanged 22 SP:Iteration 4Q (952.158947 sec): 3 clusters Score: Raw -20924.919928 + Penalty 354.252060 = -20570.667868 nChanged 10 SP:Iteration 5Q (952.208172 sec): 3 clusters Score: Raw -20930.294372 + Penalty 354.252060 = -20576.042312 nChanged 9 SP:Iteration 6Q (952.264461 sec): 3 clusters Score: Raw -20936.536155 + Penalty 354.252060 = -20582.284095 nChanged 6 SP:Iteration 7Q (952.301963 sec): 3 clusters Score: Raw -20939.458143 + Penalty 354.252060 = -20585.206083 nChanged 5 SP:Iteration 8Q (952.349868 sec): 3 clusters Score: Raw -20943.997577 + Penalty 354.252060 = -20589.745517 nChanged 7 SP:Iteration 9Q (952.379930 sec): 3 clusters Score: Raw -20957.886989 + Penalty 354.252060 = -20603.634929 nChanged 8 SP:Iteration 10Q (952.407263 sec): 3 clusters Score: Raw -20966.745089 + Penalty 354.252060 = -20612.493029 nChanged 9 SP:Iteration 11Q (952.458243 sec): 3 clusters Score: Raw -20980.384431 + Penalty 354.252060 = -20626.132371 nChanged 8 SP:Iteration 12Q (952.499601 sec): 3 clusters Score: Raw -21001.796496 + Penalty 354.252060 = -20647.544436 nChanged 8 SP:Iteration 13Q (952.535876 sec): 3 clusters Score: Raw -21012.200407 + Penalty 354.252060 = -20657.948347 nChanged 7 SP:Iteration 14Q (952.567884 sec): 3 clusters Score: Raw -21018.913787 + Penalty 354.252060 = -20664.661728 nChanged 2 SP:Iteration 15Q (952.602869 sec): 3 clusters Score: Raw -21021.774916 + Penalty 354.252060 = -20667.522856 nChanged 3 SP:Iteration 16Q (952.644724 sec): 3 clusters Score: Raw -21022.971056 + Penalty 354.252060 = -20668.718996 nChanged 0 SP:Iteration 17F (952.675477 sec): 3 clusters Score: Raw -21022.971056 + Penalty 354.252060 = -20668.718996 nChanged 0 Trying to split cluster 18 (6038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (952.707074 sec): 2 clusters Score: Raw -196654.741475 + Penalty 239.410273 = -196415.331202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (952.746785 sec): 3 clusters Score: Raw -192883.625574 + Penalty 478.820546 = -192404.805028 nChanged 2767 SP:Iteration 1F (952.784708 sec): 3 clusters Score: Raw -194871.693516 + Penalty 478.820546 = -194392.872970 nChanged 519 SP:Iteration 2F (952.822238 sec): 3 clusters Score: Raw -195297.838409 + Penalty 478.820546 = -194819.017863 nChanged 404 SP:Iteration 3F (952.864567 sec): 3 clusters Score: Raw -195676.894944 + Penalty 478.820546 = -195198.074398 nChanged 312 SP:Iteration 4F (952.906888 sec): 3 clusters Score: Raw -195952.227563 + Penalty 478.820546 = -195473.407016 nChanged 230 SP:Iteration 5Q (952.939418 sec): 3 clusters Score: Raw -196128.971398 + Penalty 478.820546 = -195650.150852 nChanged 170 SP:Iteration 6Q (952.993289 sec): 3 clusters Score: Raw -196276.118804 + Penalty 478.820546 = -195797.298258 nChanged 128 SP:Iteration 7Q (953.033782 sec): 3 clusters Score: Raw -196388.735483 + Penalty 478.820546 = -195909.914937 nChanged 106 SP:Iteration 8Q (953.083777 sec): 3 clusters Score: Raw -196465.772132 + Penalty 478.820546 = -195986.951586 nChanged 94 SP:Iteration 9Q (953.128667 sec): 3 clusters Score: Raw -196519.469485 + Penalty 478.820546 = -196040.648939 nChanged 79 SP:Iteration 10Q (953.179531 sec): 3 clusters Score: Raw -196559.855888 + Penalty 478.820546 = -196081.035342 nChanged 72 SP:Iteration 11Q (953.230934 sec): 3 clusters Score: Raw -196596.337344 + Penalty 478.820546 = -196117.516798 nChanged 60 SP:Iteration 12Q (953.282744 sec): 3 clusters Score: Raw -196625.479994 + Penalty 478.820546 = -196146.659448 nChanged 53 SP:Iteration 13Q (953.333972 sec): 3 clusters Score: Raw -196644.588837 + Penalty 478.820546 = -196165.768291 nChanged 43 SP:Iteration 14Q (953.385674 sec): 3 clusters Score: Raw -196658.470102 + Penalty 478.820546 = -196179.649556 nChanged 32 SP:Iteration 15Q (953.434771 sec): 3 clusters Score: Raw -196667.149493 + Penalty 478.820546 = -196188.328947 nChanged 28 SP:Iteration 16Q (953.488859 sec): 3 clusters Score: Raw -196674.193899 + Penalty 478.820546 = -196195.373353 nChanged 27 SP:Iteration 17Q (953.525850 sec): 3 clusters Score: Raw -196679.860063 + Penalty 478.820546 = -196201.039517 nChanged 24 SP:Iteration 18Q (953.567744 sec): 3 clusters Score: Raw -196685.510212 + Penalty 478.820546 = -196206.689666 nChanged 23 SP:Iteration 19Q (953.601016 sec): 3 clusters Score: Raw -196692.184405 + Penalty 478.820546 = -196213.363859 nChanged 29 SP:Iteration 20F (953.645436 sec): 3 clusters Score: Raw -196699.777152 + Penalty 478.820546 = -196220.956606 nChanged 22 SP:Iteration 21Q (953.697908 sec): 3 clusters Score: Raw -196703.082601 + Penalty 478.820546 = -196224.262055 nChanged 10 SP:Iteration 22Q (953.738805 sec): 3 clusters Score: Raw -196705.445142 + Penalty 478.820546 = -196226.624596 nChanged 11 SP:Iteration 23Q (953.780190 sec): 3 clusters Score: Raw -196707.427994 + Penalty 478.820546 = -196228.607448 nChanged 10 SP:Iteration 24Q (953.812776 sec): 3 clusters Score: Raw -196708.982866 + Penalty 478.820546 = -196230.162320 nChanged 10 SP:Iteration 25Q (953.849374 sec): 3 clusters Score: Raw -196711.127403 + Penalty 478.820546 = -196232.306857 nChanged 11 SP:Iteration 26Q (953.878740 sec): 3 clusters Score: Raw -196713.216542 + Penalty 478.820546 = -196234.395996 nChanged 12 SP:Iteration 27Q (953.915050 sec): 3 clusters Score: Raw -196716.343625 + Penalty 478.820546 = -196237.523079 nChanged 11 SP:Iteration 28Q (953.951604 sec): 3 clusters Score: Raw -196718.345216 + Penalty 478.820546 = -196239.524670 nChanged 10 SP:Iteration 29Q (954.001600 sec): 3 clusters Score: Raw -196721.187506 + Penalty 478.820546 = -196242.366960 nChanged 9 SP:Iteration 30Q (954.053765 sec): 3 clusters Score: Raw -196723.508642 + Penalty 478.820546 = -196244.688096 nChanged 12 SP:Iteration 31Q (954.099725 sec): 3 clusters Score: Raw -196725.109550 + Penalty 478.820546 = -196246.289004 nChanged 4 SP:Iteration 32Q (954.152359 sec): 3 clusters Score: Raw -196725.382175 + Penalty 478.820546 = -196246.561629 nChanged 5 SP:Iteration 33Q (954.186962 sec): 3 clusters Score: Raw -196725.977504 + Penalty 478.820546 = -196247.156958 nChanged 7 SP:Iteration 34Q (954.233259 sec): 3 clusters Score: Raw -196727.216549 + Penalty 478.820546 = -196248.396003 nChanged 8 SP:Iteration 35Q (954.280594 sec): 3 clusters Score: Raw -196728.108593 + Penalty 478.820546 = -196249.288047 nChanged 6 SP:Iteration 36Q (954.332200 sec): 3 clusters Score: Raw -196728.961620 + Penalty 478.820546 = -196250.141074 nChanged 4 SP:Iteration 37Q (954.370638 sec): 3 clusters Score: Raw -196729.266107 + Penalty 478.820546 = -196250.445561 nChanged 3 SP:Iteration 38Q (954.399878 sec): 3 clusters Score: Raw -196729.546311 + Penalty 478.820546 = -196250.725765 nChanged 2 SP:Iteration 39Q (954.443908 sec): 3 clusters Score: Raw -196729.679705 + Penalty 478.820546 = -196250.859159 nChanged 3 SP:Iteration 40F (954.473559 sec): 3 clusters Score: Raw -196729.917348 + Penalty 478.820546 = -196251.096802 nChanged 3 SP:Iteration 41Q (954.510118 sec): 3 clusters Score: Raw -196730.218641 + Penalty 478.820546 = -196251.398095 nChanged 3 SP:Iteration 42Q (954.544703 sec): 3 clusters Score: Raw -196730.685547 + Penalty 478.820546 = -196251.865001 nChanged 3 SP:Iteration 43Q (954.581352 sec): 3 clusters Score: Raw -196731.094273 + Penalty 478.820546 = -196252.273727 nChanged 1 SP:Iteration 44Q (954.617265 sec): 3 clusters Score: Raw -196731.221416 + Penalty 478.820546 = -196252.400869 nChanged 0 SP:Iteration 45F (954.649532 sec): 3 clusters Score: Raw -196731.221416 + Penalty 478.820546 = -196252.400869 nChanged 0 Trying to split cluster 19 (5626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (954.682157 sec): 2 clusters Score: Raw -188034.952174 + Penalty 237.466735 = -187797.485439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (954.730176 sec): 3 clusters Score: Raw -184553.900786 + Penalty 474.933469 = -184078.967317 nChanged 2632 SP:Iteration 1F (954.766160 sec): 3 clusters Score: Raw -186359.620648 + Penalty 474.933469 = -185884.687179 nChanged 405 SP:Iteration 2F (954.802145 sec): 3 clusters Score: Raw -186643.219146 + Penalty 474.933469 = -186168.285677 nChanged 397 SP:Iteration 3F (954.850626 sec): 3 clusters Score: Raw -186946.799033 + Penalty 474.933469 = -186471.865564 nChanged 367 SP:Iteration 4F (954.902058 sec): 3 clusters Score: Raw -187262.046674 + Penalty 474.933469 = -186787.113205 nChanged 302 SP:Iteration 5F (954.953338 sec): 3 clusters Score: Raw -187451.724768 + Penalty 474.933469 = -186976.791299 nChanged 214 SP:Iteration 6Q (955.006608 sec): 3 clusters Score: Raw -187553.776181 + Penalty 474.933469 = -187078.842711 nChanged 144 SP:Iteration 7Q (955.060372 sec): 3 clusters Score: Raw -187603.727122 + Penalty 474.933469 = -187128.793653 nChanged 126 SP:Iteration 8Q (955.110056 sec): 3 clusters Score: Raw -187639.528749 + Penalty 474.933469 = -187164.595279 nChanged 96 SP:Iteration 9Q (955.121759 sec): 3 clusters Score: Raw -187672.664762 + Penalty 474.933469 = -187197.731292 nChanged 75 SP:Iteration 10Q (955.133038 sec): 3 clusters Score: Raw -187692.864356 + Penalty 474.933469 = -187217.930887 nChanged 65 SP:Iteration 11Q (955.176922 sec): 3 clusters Score: Raw -187707.489320 + Penalty 474.933469 = -187232.555851 nChanged 54 SP:Iteration 12Q (955.222396 sec): 3 clusters Score: Raw -187722.658475 + Penalty 474.933469 = -187247.725005 nChanged 59 SP:Iteration 13Q (955.275959 sec): 3 clusters Score: Raw -187738.635992 + Penalty 474.933469 = -187263.702523 nChanged 64 SP:Iteration 14Q (955.325635 sec): 3 clusters Score: Raw -187759.986553 + Penalty 474.933469 = -187285.053084 nChanged 68 SP:Iteration 15Q (955.378194 sec): 3 clusters Score: Raw -187788.855722 + Penalty 474.933469 = -187313.922253 nChanged 62 SP:Iteration 16Q (955.431007 sec): 3 clusters Score: Raw -187816.089930 + Penalty 474.933469 = -187341.156460 nChanged 70 SP:Iteration 17Q (955.473222 sec): 3 clusters Score: Raw -187849.052471 + Penalty 474.933469 = -187374.119002 nChanged 83 SP:Iteration 18Q (955.525397 sec): 3 clusters Score: Raw -187895.533400 + Penalty 474.933469 = -187420.599931 nChanged 70 SP:Iteration 19Q (955.573542 sec): 3 clusters Score: Raw -187933.635943 + Penalty 474.933469 = -187458.702474 nChanged 67 SP:Iteration 20F (955.623499 sec): 3 clusters Score: Raw -187955.966964 + Penalty 474.933469 = -187481.033494 nChanged 50 SP:Iteration 21Q (955.666230 sec): 3 clusters Score: Raw -187971.664764 + Penalty 474.933469 = -187496.731294 nChanged 45 SP:Iteration 22Q (955.711406 sec): 3 clusters Score: Raw -187982.115158 + Penalty 474.933469 = -187507.181688 nChanged 39 SP:Iteration 23Q (955.755251 sec): 3 clusters Score: Raw -187992.566030 + Penalty 474.933469 = -187517.632560 nChanged 40 SP:Iteration 24Q (955.791658 sec): 3 clusters Score: Raw -188002.597379 + Penalty 474.933469 = -187527.663910 nChanged 35 SP:Iteration 25Q (955.828065 sec): 3 clusters Score: Raw -188010.770179 + Penalty 474.933469 = -187535.836709 nChanged 26 SP:Iteration 26Q (955.862880 sec): 3 clusters Score: Raw -188013.987949 + Penalty 474.933469 = -187539.054479 nChanged 16 SP:Iteration 27Q (955.916114 sec): 3 clusters Score: Raw -188016.878402 + Penalty 474.933469 = -187541.944933 nChanged 24 SP:Iteration 28Q (955.968852 sec): 3 clusters Score: Raw -188021.597950 + Penalty 474.933469 = -187546.664480 nChanged 29 SP:Iteration 29Q (956.021301 sec): 3 clusters Score: Raw -188028.278377 + Penalty 474.933469 = -187553.344908 nChanged 32 SP:Iteration 30Q (956.073614 sec): 3 clusters Score: Raw -188035.701551 + Penalty 474.933469 = -187560.768081 nChanged 34 SP:Iteration 31Q (956.126333 sec): 3 clusters Score: Raw -188044.822222 + Penalty 474.933469 = -187569.888752 nChanged 35 SP:Iteration 32Q (956.179154 sec): 3 clusters Score: Raw -188058.428673 + Penalty 474.933469 = -187583.495204 nChanged 33 SP:Iteration 33Q (956.231560 sec): 3 clusters Score: Raw -188066.575878 + Penalty 474.933469 = -187591.642409 nChanged 26 SP:Iteration 34Q (956.283831 sec): 3 clusters Score: Raw -188074.364571 + Penalty 474.933469 = -187599.431102 nChanged 32 SP:Iteration 35Q (956.328262 sec): 3 clusters Score: Raw -188081.397942 + Penalty 474.933469 = -187606.464472 nChanged 22 SP:Iteration 36Q (956.339438 sec): 3 clusters Score: Raw -188085.086789 + Penalty 474.933469 = -187610.153319 nChanged 18 SP:Iteration 37Q (956.350526 sec): 3 clusters Score: Raw -188088.374013 + Penalty 474.933469 = -187613.440543 nChanged 12 SP:Iteration 38Q (956.392969 sec): 3 clusters Score: Raw -188091.043454 + Penalty 474.933469 = -187616.109985 nChanged 16 SP:Iteration 39Q (956.429809 sec): 3 clusters Score: Raw -188093.577348 + Penalty 474.933469 = -187618.643879 nChanged 14 SP:Iteration 40F (956.478198 sec): 3 clusters Score: Raw -188096.072135 + Penalty 474.933469 = -187621.138665 nChanged 14 SP:Iteration 41Q (956.517506 sec): 3 clusters Score: Raw -188098.885290 + Penalty 474.933469 = -187623.951821 nChanged 15 SP:Iteration 42Q (956.553659 sec): 3 clusters Score: Raw -188100.929549 + Penalty 474.933469 = -187625.996080 nChanged 12 SP:Iteration 43Q (956.589795 sec): 3 clusters Score: Raw -188102.979502 + Penalty 474.933469 = -187628.046033 nChanged 11 SP:Iteration 44Q (956.625923 sec): 3 clusters Score: Raw -188104.738182 + Penalty 474.933469 = -187629.804712 nChanged 7 SP:Iteration 45Q (956.662045 sec): 3 clusters Score: Raw -188105.972003 + Penalty 474.933469 = -187631.038533 nChanged 6 SP:Iteration 46Q (956.705253 sec): 3 clusters Score: Raw -188107.005010 + Penalty 474.933469 = -187632.071540 nChanged 5 SP:Iteration 47Q (956.741210 sec): 3 clusters Score: Raw -188107.641008 + Penalty 474.933469 = -187632.707538 nChanged 5 SP:Iteration 48Q (956.777349 sec): 3 clusters Score: Raw -188108.031732 + Penalty 474.933469 = -187633.098263 nChanged 5 SP:Iteration 49Q (956.813463 sec): 3 clusters Score: Raw -188108.861974 + Penalty 474.933469 = -187633.928505 nChanged 6 SP:Iteration 50Q (956.852157 sec): 3 clusters Score: Raw -188110.164753 + Penalty 474.933469 = -187635.231283 nChanged 7 SP:Iteration 51Q (956.903899 sec): 3 clusters Score: Raw -188110.862119 + Penalty 474.933469 = -187635.928650 nChanged 5 SP:Iteration 52Q (956.955937 sec): 3 clusters Score: Raw -188111.447753 + Penalty 474.933469 = -187636.514284 nChanged 4 SP:Iteration 53Q (957.012892 sec): 3 clusters Score: Raw -188111.726033 + Penalty 474.933469 = -187636.792564 nChanged 4 SP:Iteration 54Q (957.057830 sec): 3 clusters Score: Raw -188112.091439 + Penalty 474.933469 = -187637.157969 nChanged 8 SP:Iteration 55Q (957.104384 sec): 3 clusters Score: Raw -188112.842527 + Penalty 474.933469 = -187637.909058 nChanged 5 SP:Iteration 56Q (957.140269 sec): 3 clusters Score: Raw -188113.244191 + Penalty 474.933469 = -187638.310721 nChanged 1 SP:Iteration 57Q (957.177542 sec): 3 clusters Score: Raw -188113.284541 + Penalty 474.933469 = -187638.351071 nChanged 0 SP:Iteration 58F (957.216066 sec): 3 clusters Score: Raw -188113.284541 + Penalty 474.933469 = -187638.351071 nChanged 0 Trying to split cluster 20 (1805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (957.228369 sec): 2 clusters Score: Raw -71245.422685 + Penalty 206.203686 = -71039.218999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (957.262464 sec): 3 clusters Score: Raw -70217.507968 + Penalty 412.407373 = -69805.100595 nChanged 788 SP:Iteration 1F (957.301109 sec): 3 clusters Score: Raw -70748.764932 + Penalty 412.407373 = -70336.357559 nChanged 132 SP:Iteration 2F (957.333686 sec): 3 clusters Score: Raw -70832.547288 + Penalty 412.407373 = -70420.139915 nChanged 92 SP:Iteration 3F (957.367983 sec): 3 clusters Score: Raw -70891.400924 + Penalty 412.407373 = -70478.993551 nChanged 77 SP:Iteration 4Q (957.399941 sec): 3 clusters Score: Raw -70948.088418 + Penalty 412.407373 = -70535.681045 nChanged 68 SP:Iteration 5Q (957.437771 sec): 3 clusters Score: Raw -71001.231390 + Penalty 412.407373 = -70588.824017 nChanged 60 SP:Iteration 6Q (957.477873 sec): 3 clusters Score: Raw -71045.560404 + Penalty 412.407373 = -70633.153032 nChanged 52 SP:Iteration 7Q (957.510411 sec): 3 clusters Score: Raw -71085.500247 + Penalty 412.407373 = -70673.092874 nChanged 41 SP:Iteration 8Q (957.538897 sec): 3 clusters Score: Raw -71110.038419 + Penalty 412.407373 = -70697.631046 nChanged 30 SP:Iteration 9Q (957.577186 sec): 3 clusters Score: Raw -71132.744895 + Penalty 412.407373 = -70720.337522 nChanged 37 SP:Iteration 10Q (957.623373 sec): 3 clusters Score: Raw -71166.810137 + Penalty 412.407373 = -70754.402764 nChanged 28 SP:Iteration 11Q (957.663209 sec): 3 clusters Score: Raw -71181.480621 + Penalty 412.407373 = -70769.073248 nChanged 26 SP:Iteration 12Q (957.695457 sec): 3 clusters Score: Raw -71191.464043 + Penalty 412.407373 = -70779.056670 nChanged 18 SP:Iteration 13Q (957.740343 sec): 3 clusters Score: Raw -71198.556379 + Penalty 412.407373 = -70786.149006 nChanged 20 SP:Iteration 14Q (957.783616 sec): 3 clusters Score: Raw -71210.473604 + Penalty 412.407373 = -70798.066231 nChanged 25 SP:Iteration 15Q (957.825292 sec): 3 clusters Score: Raw -71224.578894 + Penalty 412.407373 = -70812.171521 nChanged 22 SP:Iteration 16Q (957.859562 sec): 3 clusters Score: Raw -71233.566990 + Penalty 412.407373 = -70821.159617 nChanged 12 SP:Iteration 17Q (957.891936 sec): 3 clusters Score: Raw -71238.186963 + Penalty 412.407373 = -70825.779590 nChanged 8 SP:Iteration 18Q (957.944563 sec): 3 clusters Score: Raw -71240.908257 + Penalty 412.407373 = -70828.500884 nChanged 9 SP:Iteration 19Q (957.990736 sec): 3 clusters Score: Raw -71244.390003 + Penalty 412.407373 = -70831.982630 nChanged 10 SP:Iteration 20F (958.022746 sec): 3 clusters Score: Raw -71248.547975 + Penalty 412.407373 = -70836.140602 nChanged 9 SP:Iteration 21Q (958.054938 sec): 3 clusters Score: Raw -71254.116531 + Penalty 412.407373 = -70841.709158 nChanged 9 SP:Iteration 22Q (958.082011 sec): 3 clusters Score: Raw -71258.864455 + Penalty 412.407373 = -70846.457082 nChanged 9 SP:Iteration 23Q (958.137733 sec): 3 clusters Score: Raw -71262.077751 + Penalty 412.407373 = -70849.670378 nChanged 8 SP:Iteration 24Q (958.177628 sec): 3 clusters Score: Raw -71265.712125 + Penalty 412.407373 = -70853.304752 nChanged 8 SP:Iteration 25Q (958.214811 sec): 3 clusters Score: Raw -71269.691572 + Penalty 412.407373 = -70857.284199 nChanged 8 SP:Iteration 26Q (958.254046 sec): 3 clusters Score: Raw -71276.073957 + Penalty 412.407373 = -70863.666584 nChanged 6 SP:Iteration 27Q (958.285589 sec): 3 clusters Score: Raw -71279.003253 + Penalty 412.407373 = -70866.595880 nChanged 4 SP:Iteration 28Q (958.320074 sec): 3 clusters Score: Raw -71281.372386 + Penalty 412.407373 = -70868.965013 nChanged 3 SP:Iteration 29Q (958.349698 sec): 3 clusters Score: Raw -71283.012432 + Penalty 412.407373 = -70870.605060 nChanged 1 SP:Iteration 30Q (958.395671 sec): 3 clusters Score: Raw -71283.312754 + Penalty 412.407373 = -70870.905381 nChanged 1 SP:Iteration 31Q (958.429480 sec): 3 clusters Score: Raw -71283.836366 + Penalty 412.407373 = -70871.428993 nChanged 1 SP:Iteration 32Q (958.461687 sec): 3 clusters Score: Raw -71284.557826 + Penalty 412.407373 = -70872.150453 nChanged 0 SP:Iteration 33F (958.493803 sec): 3 clusters Score: Raw -71284.557826 + Penalty 412.407373 = -70872.150453 nChanged 0 Trying to split cluster 21 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (958.519046 sec): 2 clusters Score: Raw -16619.734698 + Penalty 168.787494 = -16450.947204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (958.556227 sec): 3 clusters Score: Raw -16413.317567 + Penalty 337.574988 = -16075.742579 nChanged 176 SP:Iteration 1F (958.603939 sec): 3 clusters Score: Raw -16520.221252 + Penalty 337.574988 = -16182.646264 nChanged 30 SP:Iteration 2F (958.651741 sec): 3 clusters Score: Raw -16542.922235 + Penalty 337.574988 = -16205.347247 nChanged 23 SP:Iteration 3Q (958.680069 sec): 3 clusters Score: Raw -16564.970178 + Penalty 337.574988 = -16227.395190 nChanged 23 SP:Iteration 4Q (958.726434 sec): 3 clusters Score: Raw -16582.405641 + Penalty 337.574988 = -16244.830653 nChanged 18 SP:Iteration 5Q (958.771426 sec): 3 clusters Score: Raw -16602.008231 + Penalty 337.574988 = -16264.433243 nChanged 9 SP:Iteration 6Q (958.801391 sec): 3 clusters Score: Raw -16615.112723 + Penalty 337.574988 = -16277.537736 nChanged 12 SP:Iteration 7Q (958.830278 sec): 3 clusters Score: Raw -16632.134442 + Penalty 337.574988 = -16294.559454 nChanged 5 SP:Iteration 8Q (958.859753 sec): 3 clusters Score: Raw -16636.930200 + Penalty 337.574988 = -16299.355212 nChanged 5 SP:Iteration 9Q (958.889399 sec): 3 clusters Score: Raw -16648.142846 + Penalty 337.574988 = -16310.567858 nChanged 1 SP:Iteration 10Q (958.919877 sec): 3 clusters Score: Raw -16649.373885 + Penalty 337.574988 = -16311.798897 nChanged 1 SP:Iteration 11Q (958.965476 sec): 3 clusters Score: Raw -16649.582602 + Penalty 337.574988 = -16312.007614 nChanged 0 SP:Iteration 12F (959.002585 sec): 3 clusters Score: Raw -16649.582602 + Penalty 337.574988 = -16312.007614 nChanged 0 Trying to split cluster 22 (564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (959.022375 sec): 2 clusters Score: Raw -22713.618762 + Penalty 174.213992 = -22539.404770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (959.057243 sec): 3 clusters Score: Raw -22427.617235 + Penalty 348.427984 = -22079.189251 nChanged 227 SP:Iteration 1F (959.087149 sec): 3 clusters Score: Raw -22577.537385 + Penalty 348.427984 = -22229.109401 nChanged 38 SP:Iteration 2F (959.109982 sec): 3 clusters Score: Raw -22607.126044 + Penalty 348.427984 = -22258.698060 nChanged 30 SP:Iteration 3F (959.140267 sec): 3 clusters Score: Raw -22623.467489 + Penalty 348.427984 = -22275.039505 nChanged 25 SP:Iteration 4Q (959.170724 sec): 3 clusters Score: Raw -22642.720408 + Penalty 348.427984 = -22294.292424 nChanged 26 SP:Iteration 5Q (959.201040 sec): 3 clusters Score: Raw -22662.371401 + Penalty 348.427984 = -22313.943418 nChanged 18 SP:Iteration 6Q (959.231214 sec): 3 clusters Score: Raw -22672.679174 + Penalty 348.427984 = -22324.251190 nChanged 11 SP:Iteration 7Q (959.261667 sec): 3 clusters Score: Raw -22678.137902 + Penalty 348.427984 = -22329.709918 nChanged 12 SP:Iteration 8Q (959.294443 sec): 3 clusters Score: Raw -22692.761056 + Penalty 348.427984 = -22344.333073 nChanged 12 SP:Iteration 9Q (959.330051 sec): 3 clusters Score: Raw -22701.802808 + Penalty 348.427984 = -22353.374825 nChanged 13 SP:Iteration 10Q (959.378056 sec): 3 clusters Score: Raw -22711.969927 + Penalty 348.427984 = -22363.541943 nChanged 7 SP:Iteration 11Q (959.423599 sec): 3 clusters Score: Raw -22714.632341 + Penalty 348.427984 = -22366.204357 nChanged 4 SP:Iteration 12Q (959.473358 sec): 3 clusters Score: Raw -22717.538656 + Penalty 348.427984 = -22369.110672 nChanged 4 SP:Iteration 13Q (959.515419 sec): 3 clusters Score: Raw -22719.657222 + Penalty 348.427984 = -22371.229238 nChanged 7 SP:Iteration 14Q (959.558722 sec): 3 clusters Score: Raw -22725.689296 + Penalty 348.427984 = -22377.261313 nChanged 7 SP:Iteration 15Q (959.589383 sec): 3 clusters Score: Raw -22734.059181 + Penalty 348.427984 = -22385.631197 nChanged 6 SP:Iteration 16Q (959.620041 sec): 3 clusters Score: Raw -22738.687323 + Penalty 348.427984 = -22390.259339 nChanged 5 SP:Iteration 17Q (959.650579 sec): 3 clusters Score: Raw -22740.407600 + Penalty 348.427984 = -22391.979616 nChanged 1 SP:Iteration 18Q (959.681025 sec): 3 clusters Score: Raw -22740.624586 + Penalty 348.427984 = -22392.196602 nChanged 2 SP:Iteration 19Q (959.711516 sec): 3 clusters Score: Raw -22740.844435 + Penalty 348.427984 = -22392.416451 nChanged 0 SP:Iteration 20F (959.742083 sec): 3 clusters Score: Raw -22740.844435 + Penalty 348.427984 = -22392.416451 nChanged 0 Trying to split cluster 23 (38398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (959.796179 sec): 2 clusters Score: Raw -1552867.365974 + Penalty 290.283418 = -1552577.082556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (959.865281 sec): 3 clusters Score: Raw -1527321.806019 + Penalty 580.566836 = -1526741.239183 nChanged 18691 SP:Iteration 1F (959.937771 sec): 3 clusters Score: Raw -1539984.799149 + Penalty 580.566836 = -1539404.232313 nChanged 2653 SP:Iteration 2F (959.999200 sec): 3 clusters Score: Raw -1541290.853638 + Penalty 580.566836 = -1540710.286802 nChanged 2567 SP:Iteration 3F (960.052373 sec): 3 clusters Score: Raw -1542460.701219 + Penalty 580.566836 = -1541880.134383 nChanged 2291 SP:Iteration 4F (960.125546 sec): 3 clusters Score: Raw -1543550.512546 + Penalty 580.566836 = -1542969.945710 nChanged 2051 SP:Iteration 5F (960.205084 sec): 3 clusters Score: Raw -1544653.453997 + Penalty 580.566836 = -1544072.887161 nChanged 1969 SP:Iteration 6F (960.268480 sec): 3 clusters Score: Raw -1545927.543572 + Penalty 580.566836 = -1545346.976736 nChanged 1908 SP:Iteration 7Q (960.353815 sec): 3 clusters Score: Raw -1547373.751556 + Penalty 580.566836 = -1546793.184720 nChanged 1787 SP:Iteration 8Q (960.425348 sec): 3 clusters Score: Raw -1548881.457758 + Penalty 580.566836 = -1548300.890922 nChanged 1539 SP:Iteration 9Q (960.491856 sec): 3 clusters Score: Raw -1550230.324337 + Penalty 580.566836 = -1549649.757501 nChanged 1078 SP:Iteration 10Q (960.552897 sec): 3 clusters Score: Raw -1551172.731349 + Penalty 580.566836 = -1550592.164513 nChanged 740 SP:Iteration 11Q (960.625266 sec): 3 clusters Score: Raw -1551759.871792 + Penalty 580.566836 = -1551179.304957 nChanged 513 SP:Iteration 12Q (960.678891 sec): 3 clusters Score: Raw -1552117.000370 + Penalty 580.566836 = -1551536.433534 nChanged 364 SP:Iteration 13Q (960.748389 sec): 3 clusters Score: Raw -1552351.088482 + Penalty 580.566836 = -1551770.521646 nChanged 255 SP:Iteration 14Q (960.812108 sec): 3 clusters Score: Raw -1552505.889834 + Penalty 580.566836 = -1551925.322998 nChanged 179 SP:Iteration 15Q (960.884392 sec): 3 clusters Score: Raw -1552610.906941 + Penalty 580.566836 = -1552030.340105 nChanged 144 SP:Iteration 16Q (960.953356 sec): 3 clusters Score: Raw -1552687.184798 + Penalty 580.566836 = -1552106.617962 nChanged 123 SP:Iteration 17Q (961.009199 sec): 3 clusters Score: Raw -1552750.139026 + Penalty 580.566836 = -1552169.572190 nChanged 84 SP:Iteration 18Q (961.072430 sec): 3 clusters Score: Raw -1552786.449321 + Penalty 580.566836 = -1552205.882485 nChanged 60 SP:Iteration 19Q (961.134588 sec): 3 clusters Score: Raw -1552815.602034 + Penalty 580.566836 = -1552235.035198 nChanged 55 SP:Iteration 20F (961.191611 sec): 3 clusters Score: Raw -1552845.046114 + Penalty 580.566836 = -1552264.479278 nChanged 47 SP:Iteration 21Q (961.256983 sec): 3 clusters Score: Raw -1552871.194756 + Penalty 580.566836 = -1552290.627920 nChanged 39 SP:Iteration 22Q (961.310769 sec): 3 clusters Score: Raw -1552890.191272 + Penalty 580.566836 = -1552309.624436 nChanged 33 SP:Iteration 23Q (961.370225 sec): 3 clusters Score: Raw -1552909.813395 + Penalty 580.566836 = -1552329.246559 nChanged 19 SP:Iteration 24Q (961.426139 sec): 3 clusters Score: Raw -1552922.811601 + Penalty 580.566836 = -1552342.244765 nChanged 13 SP:Iteration 25Q (961.494722 sec): 3 clusters Score: Raw -1552929.435171 + Penalty 580.566836 = -1552348.868335 nChanged 14 SP:Iteration 26Q (961.568446 sec): 3 clusters Score: Raw -1552933.610472 + Penalty 580.566836 = -1552353.043637 nChanged 5 SP:Iteration 27Q (961.628549 sec): 3 clusters Score: Raw -1552936.273849 + Penalty 580.566836 = -1552355.707013 nChanged 7 SP:Iteration 28Q (961.699942 sec): 3 clusters Score: Raw -1552939.882551 + Penalty 580.566836 = -1552359.315715 nChanged 7 SP:Iteration 29Q (961.769847 sec): 3 clusters Score: Raw -1552942.707676 + Penalty 580.566836 = -1552362.140840 nChanged 6 SP:Iteration 30Q (961.831946 sec): 3 clusters Score: Raw -1552944.811442 + Penalty 580.566836 = -1552364.244606 nChanged 2 SP:Iteration 31Q (961.895618 sec): 3 clusters Score: Raw -1552946.470260 + Penalty 580.566836 = -1552365.903424 nChanged 3 SP:Iteration 32Q (961.947656 sec): 3 clusters Score: Raw -1552947.369964 + Penalty 580.566836 = -1552366.803128 nChanged 1 SP:Iteration 33Q (962.007340 sec): 3 clusters Score: Raw -1552947.467944 + Penalty 580.566836 = -1552366.901108 nChanged 1 SP:Iteration 34Q (962.068484 sec): 3 clusters Score: Raw -1552949.519665 + Penalty 580.566836 = -1552368.952829 nChanged 5 SP:Iteration 35Q (962.134343 sec): 3 clusters Score: Raw -1552951.998709 + Penalty 580.566836 = -1552371.431873 nChanged 1 SP:Iteration 36Q (962.197841 sec): 3 clusters Score: Raw -1552952.306115 + Penalty 580.566836 = -1552371.739279 nChanged 2 SP:Iteration 37Q (962.253979 sec): 3 clusters Score: Raw -1552953.564370 + Penalty 580.566836 = -1552372.997534 nChanged 3 SP:Iteration 38Q (962.322788 sec): 3 clusters Score: Raw -1552955.024613 + Penalty 580.566836 = -1552374.457777 nChanged 1 SP:Iteration 39Q (962.388720 sec): 3 clusters Score: Raw -1552955.415910 + Penalty 580.566836 = -1552374.849074 nChanged 1 SP:Iteration 40F (962.460372 sec): 3 clusters Score: Raw -1552955.695475 + Penalty 580.566836 = -1552375.128639 nChanged 0 Trying to split cluster 24 (12295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (962.478933 sec): 2 clusters Score: Raw -492423.399601 + Penalty 258.966069 = -492164.433533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (962.534273 sec): 3 clusters Score: Raw -484475.720389 + Penalty 517.932138 = -483957.788251 nChanged 5867 SP:Iteration 1F (962.591296 sec): 3 clusters Score: Raw -487804.131600 + Penalty 517.932138 = -487286.199462 nChanged 656 SP:Iteration 2F (962.638399 sec): 3 clusters Score: Raw -488018.358192 + Penalty 517.932138 = -487500.426054 nChanged 560 SP:Iteration 3Q (962.676632 sec): 3 clusters Score: Raw -488191.213992 + Penalty 517.932138 = -487673.281855 nChanged 515 SP:Iteration 4Q (962.712152 sec): 3 clusters Score: Raw -488353.493959 + Penalty 517.932138 = -487835.561821 nChanged 478 SP:Iteration 5Q (962.754149 sec): 3 clusters Score: Raw -488516.996421 + Penalty 517.932138 = -487999.064284 nChanged 502 SP:Iteration 6Q (962.806585 sec): 3 clusters Score: Raw -488718.407025 + Penalty 517.932138 = -488200.474888 nChanged 614 SP:Iteration 7Q (962.851872 sec): 3 clusters Score: Raw -489044.867320 + Penalty 517.932138 = -488526.935183 nChanged 748 SP:Iteration 8F (962.887729 sec): 3 clusters Score: Raw -489545.705917 + Penalty 517.932138 = -489027.773779 nChanged 762 SP:Iteration 9F (962.941927 sec): 3 clusters Score: Raw -490136.909579 + Penalty 517.932138 = -489618.977442 nChanged 706 SP:Iteration 10F (962.985072 sec): 3 clusters Score: Raw -490716.074055 + Penalty 517.932138 = -490198.141917 nChanged 597 SP:Iteration 11Q (963.026430 sec): 3 clusters Score: Raw -491181.858198 + Penalty 517.932138 = -490663.926061 nChanged 416 SP:Iteration 12Q (963.091261 sec): 3 clusters Score: Raw -491450.662373 + Penalty 517.932138 = -490932.730235 nChanged 310 SP:Iteration 13Q (963.138072 sec): 3 clusters Score: Raw -491630.033888 + Penalty 517.932138 = -491112.101750 nChanged 230 SP:Iteration 14Q (963.204170 sec): 3 clusters Score: Raw -491752.725822 + Penalty 517.932138 = -491234.793685 nChanged 183 SP:Iteration 15Q (963.253823 sec): 3 clusters Score: Raw -491844.479568 + Penalty 517.932138 = -491326.547431 nChanged 155 SP:Iteration 16Q (963.296132 sec): 3 clusters Score: Raw -491928.982085 + Penalty 517.932138 = -491411.049948 nChanged 148 SP:Iteration 17Q (963.346922 sec): 3 clusters Score: Raw -492012.032943 + Penalty 517.932138 = -491494.100805 nChanged 127 SP:Iteration 18Q (963.387672 sec): 3 clusters Score: Raw -492084.395604 + Penalty 517.932138 = -491566.463466 nChanged 119 SP:Iteration 19Q (963.435331 sec): 3 clusters Score: Raw -492150.837197 + Penalty 517.932138 = -491632.905060 nChanged 103 SP:Iteration 20F (963.480264 sec): 3 clusters Score: Raw -492209.719722 + Penalty 517.932138 = -491691.787584 nChanged 82 SP:Iteration 21Q (963.531798 sec): 3 clusters Score: Raw -492253.298685 + Penalty 517.932138 = -491735.366547 nChanged 61 SP:Iteration 22Q (963.565619 sec): 3 clusters Score: Raw -492287.014885 + Penalty 517.932138 = -491769.082748 nChanged 58 SP:Iteration 23Q (963.614474 sec): 3 clusters Score: Raw -492319.624671 + Penalty 517.932138 = -491801.692534 nChanged 52 SP:Iteration 24Q (963.672441 sec): 3 clusters Score: Raw -492352.580050 + Penalty 517.932138 = -491834.647913 nChanged 48 SP:Iteration 25Q (963.709918 sec): 3 clusters Score: Raw -492383.449715 + Penalty 517.932138 = -491865.517577 nChanged 31 SP:Iteration 26Q (963.755359 sec): 3 clusters Score: Raw -492405.411009 + Penalty 517.932138 = -491887.478872 nChanged 21 SP:Iteration 27Q (963.799865 sec): 3 clusters Score: Raw -492420.493273 + Penalty 517.932138 = -491902.561136 nChanged 17 SP:Iteration 28Q (963.840911 sec): 3 clusters Score: Raw -492432.273389 + Penalty 517.932138 = -491914.341252 nChanged 10 SP:Iteration 29Q (963.891715 sec): 3 clusters Score: Raw -492438.344820 + Penalty 517.932138 = -491920.412683 nChanged 7 SP:Iteration 30Q (963.947659 sec): 3 clusters Score: Raw -492441.866160 + Penalty 517.932138 = -491923.934023 nChanged 6 SP:Iteration 31Q (963.998853 sec): 3 clusters Score: Raw -492444.113822 + Penalty 517.932138 = -491926.181685 nChanged 4 SP:Iteration 32Q (964.064272 sec): 3 clusters Score: Raw -492445.468380 + Penalty 517.932138 = -491927.536243 nChanged 3 SP:Iteration 33Q (964.108019 sec): 3 clusters Score: Raw -492446.769483 + Penalty 517.932138 = -491928.837345 nChanged 3 SP:Iteration 34Q (964.161232 sec): 3 clusters Score: Raw -492447.721332 + Penalty 517.932138 = -491929.789195 nChanged 2 SP:Iteration 35Q (964.216924 sec): 3 clusters Score: Raw -492448.149013 + Penalty 517.932138 = -491930.216876 nChanged 1 SP:Iteration 36Q (964.278470 sec): 3 clusters Score: Raw -492448.290862 + Penalty 517.932138 = -491930.358724 nChanged 2 SP:Iteration 37Q (964.325642 sec): 3 clusters Score: Raw -492449.330768 + Penalty 517.932138 = -491931.398631 nChanged 2 SP:Iteration 38Q (964.376091 sec): 3 clusters Score: Raw -492449.998097 + Penalty 517.932138 = -491932.065960 nChanged 4 SP:Iteration 39Q (964.430207 sec): 3 clusters Score: Raw -492451.066874 + Penalty 517.932138 = -491933.134737 nChanged 2 SP:Iteration 40F (964.466597 sec): 3 clusters Score: Raw -492451.729637 + Penalty 517.932138 = -491933.797499 nChanged 2 SP:Iteration 41Q (964.514062 sec): 3 clusters Score: Raw -492452.584880 + Penalty 517.932138 = -491934.652743 nChanged 2 SP:Iteration 42Q (964.545783 sec): 3 clusters Score: Raw -492454.165608 + Penalty 517.932138 = -491936.233471 nChanged 1 SP:Iteration 43Q (964.590028 sec): 3 clusters Score: Raw -492455.197659 + Penalty 517.932138 = -491937.265522 nChanged 1 SP:Iteration 44Q (964.631011 sec): 3 clusters Score: Raw -492455.303396 + Penalty 517.932138 = -491937.371259 nChanged 0 SP:Iteration 45F (964.665833 sec): 3 clusters Score: Raw -492455.303396 + Penalty 517.932138 = -491937.371259 nChanged 0 Trying to split cluster 25 (33343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (964.711907 sec): 2 clusters Score: Raw -1346094.394090 + Penalty 286.401586 = -1345807.992503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (964.788120 sec): 3 clusters Score: Raw -1323937.489398 + Penalty 572.803172 = -1323364.686225 nChanged 16187 SP:Iteration 1F (964.863872 sec): 3 clusters Score: Raw -1336289.972955 + Penalty 572.803172 = -1335717.169783 nChanged 2428 SP:Iteration 2F (964.924864 sec): 3 clusters Score: Raw -1338285.437267 + Penalty 572.803172 = -1337712.634095 nChanged 2362 SP:Iteration 3F (964.986664 sec): 3 clusters Score: Raw -1340314.812672 + Penalty 572.803172 = -1339742.009500 nChanged 1851 SP:Iteration 4F (965.047656 sec): 3 clusters Score: Raw -1341673.347221 + Penalty 572.803172 = -1341100.544049 nChanged 1281 SP:Iteration 5Q (965.119264 sec): 3 clusters Score: Raw -1342405.271730 + Penalty 572.803172 = -1341832.468558 nChanged 859 SP:Iteration 6Q (965.176890 sec): 3 clusters Score: Raw -1342813.562538 + Penalty 572.803172 = -1342240.759365 nChanged 658 SP:Iteration 7Q (965.252711 sec): 3 clusters Score: Raw -1343114.831924 + Penalty 572.803172 = -1342542.028751 nChanged 634 SP:Iteration 8Q (965.318572 sec): 3 clusters Score: Raw -1343393.681729 + Penalty 572.803172 = -1342820.878556 nChanged 545 SP:Iteration 9Q (965.371740 sec): 3 clusters Score: Raw -1343616.642879 + Penalty 572.803172 = -1343043.839707 nChanged 532 SP:Iteration 10Q (965.440259 sec): 3 clusters Score: Raw -1343832.721741 + Penalty 572.803172 = -1343259.918568 nChanged 501 SP:Iteration 11Q (965.498043 sec): 3 clusters Score: Raw -1344045.782130 + Penalty 572.803172 = -1343472.978957 nChanged 498 SP:Iteration 12Q (965.560140 sec): 3 clusters Score: Raw -1344278.792386 + Penalty 572.803172 = -1343705.989214 nChanged 476 SP:Iteration 13Q (965.628229 sec): 3 clusters Score: Raw -1344506.337288 + Penalty 572.803172 = -1343933.534115 nChanged 454 SP:Iteration 14Q (965.694411 sec): 3 clusters Score: Raw -1344702.733411 + Penalty 572.803172 = -1344129.930239 nChanged 388 SP:Iteration 15Q (965.763867 sec): 3 clusters Score: Raw -1344873.939555 + Penalty 572.803172 = -1344301.136382 nChanged 361 SP:Iteration 16Q (965.826886 sec): 3 clusters Score: Raw -1345029.414070 + Penalty 572.803172 = -1344456.610898 nChanged 330 SP:Iteration 17Q (965.888410 sec): 3 clusters Score: Raw -1345146.444910 + Penalty 572.803172 = -1344573.641738 nChanged 277 SP:Iteration 18Q (965.952679 sec): 3 clusters Score: Raw -1345232.359619 + Penalty 572.803172 = -1344659.556447 nChanged 245 SP:Iteration 19Q (966.019099 sec): 3 clusters Score: Raw -1345308.053569 + Penalty 572.803172 = -1344735.250396 nChanged 216 SP:Iteration 20F (966.087439 sec): 3 clusters Score: Raw -1345367.638180 + Penalty 572.803172 = -1344794.835007 nChanged 202 SP:Iteration 21Q (966.153147 sec): 3 clusters Score: Raw -1345426.905306 + Penalty 572.803172 = -1344854.102134 nChanged 200 SP:Iteration 22Q (966.208041 sec): 3 clusters Score: Raw -1345485.443865 + Penalty 572.803172 = -1344912.640693 nChanged 204 SP:Iteration 23Q (966.266781 sec): 3 clusters Score: Raw -1345540.961690 + Penalty 572.803172 = -1344968.158518 nChanged 195 SP:Iteration 24Q (966.325002 sec): 3 clusters Score: Raw -1345589.297232 + Penalty 572.803172 = -1345016.494059 nChanged 175 SP:Iteration 25Q (966.378778 sec): 3 clusters Score: Raw -1345630.109180 + Penalty 572.803172 = -1345057.306008 nChanged 158 SP:Iteration 26Q (966.452195 sec): 3 clusters Score: Raw -1345667.174014 + Penalty 572.803172 = -1345094.370841 nChanged 164 SP:Iteration 27Q (966.517991 sec): 3 clusters Score: Raw -1345706.603981 + Penalty 572.803172 = -1345133.800808 nChanged 167 SP:Iteration 28Q (966.577136 sec): 3 clusters Score: Raw -1345746.085911 + Penalty 572.803172 = -1345173.282738 nChanged 178 SP:Iteration 29Q (966.651717 sec): 3 clusters Score: Raw -1345787.617410 + Penalty 572.803172 = -1345214.814237 nChanged 158 SP:Iteration 30Q (966.699404 sec): 3 clusters Score: Raw -1345825.517366 + Penalty 572.803172 = -1345252.714194 nChanged 163 SP:Iteration 31Q (966.767294 sec): 3 clusters Score: Raw -1345865.910366 + Penalty 572.803172 = -1345293.107193 nChanged 154 SP:Iteration 32Q (966.816616 sec): 3 clusters Score: Raw -1345900.292947 + Penalty 572.803172 = -1345327.489774 nChanged 156 SP:Iteration 33Q (966.877068 sec): 3 clusters Score: Raw -1345931.915219 + Penalty 572.803172 = -1345359.112047 nChanged 143 SP:Iteration 34Q (966.941678 sec): 3 clusters Score: Raw -1345962.088259 + Penalty 572.803172 = -1345389.285087 nChanged 143 SP:Iteration 35Q (967.002127 sec): 3 clusters Score: Raw -1345995.977288 + Penalty 572.803172 = -1345423.174115 nChanged 152 SP:Iteration 36Q (967.063019 sec): 3 clusters Score: Raw -1346033.783877 + Penalty 572.803172 = -1345460.980705 nChanged 141 SP:Iteration 37Q (967.125569 sec): 3 clusters Score: Raw -1346065.668168 + Penalty 572.803172 = -1345492.864996 nChanged 143 SP:Iteration 38Q (967.188079 sec): 3 clusters Score: Raw -1346097.135687 + Penalty 572.803172 = -1345524.332515 nChanged 121 SP:Iteration 39Q (967.259609 sec): 3 clusters Score: Raw -1346122.672674 + Penalty 572.803172 = -1345549.869502 nChanged 111 SP:Iteration 40F (967.330712 sec): 3 clusters Score: Raw -1346145.487113 + Penalty 572.803172 = -1345572.683941 nChanged 108 SP:Iteration 41Q (967.398618 sec): 3 clusters Score: Raw -1346169.202856 + Penalty 572.803172 = -1345596.399683 nChanged 104 SP:Iteration 42Q (967.449452 sec): 3 clusters Score: Raw -1346192.307774 + Penalty 572.803172 = -1345619.504602 nChanged 99 SP:Iteration 43Q (967.517824 sec): 3 clusters Score: Raw -1346215.403265 + Penalty 572.803172 = -1345642.600092 nChanged 113 SP:Iteration 44Q (967.574977 sec): 3 clusters Score: Raw -1346245.284370 + Penalty 572.803172 = -1345672.481198 nChanged 101 SP:Iteration 45Q (967.636523 sec): 3 clusters Score: Raw -1346270.797956 + Penalty 572.803172 = -1345697.994784 nChanged 94 SP:Iteration 46Q (967.694726 sec): 3 clusters Score: Raw -1346294.169829 + Penalty 572.803172 = -1345721.366657 nChanged 91 SP:Iteration 47Q (967.754558 sec): 3 clusters Score: Raw -1346314.510441 + Penalty 572.803172 = -1345741.707269 nChanged 64 SP:Iteration 48Q (967.809890 sec): 3 clusters Score: Raw -1346326.539838 + Penalty 572.803172 = -1345753.736666 nChanged 55 SP:Iteration 49Q (967.875056 sec): 3 clusters Score: Raw -1346337.976017 + Penalty 572.803172 = -1345765.172844 nChanged 52 SP:Iteration 50Q (967.932718 sec): 3 clusters Score: Raw -1346351.105068 + Penalty 572.803172 = -1345778.301896 nChanged 53 SP:Iteration 51Q (968.002830 sec): 3 clusters Score: Raw -1346362.950219 + Penalty 572.803172 = -1345790.147046 nChanged 50 SP:Iteration 52Q (968.063840 sec): 3 clusters Score: Raw -1346373.000355 + Penalty 572.803172 = -1345800.197182 nChanged 37 SP:Iteration 53Q (968.127720 sec): 3 clusters Score: Raw -1346380.919791 + Penalty 572.803172 = -1345808.116619 nChanged 35 SP:Iteration 54Q (968.197287 sec): 3 clusters Score: Raw -1346386.643953 + Penalty 572.803172 = -1345813.840781 nChanged 31 SP:Iteration 55Q (968.263606 sec): 3 clusters Score: Raw -1346391.028685 + Penalty 572.803172 = -1345818.225513 nChanged 27 SP:Iteration 56Q (968.334483 sec): 3 clusters Score: Raw -1346394.747121 + Penalty 572.803172 = -1345821.943949 nChanged 26 SP:Iteration 57Q (968.398445 sec): 3 clusters Score: Raw -1346398.828564 + Penalty 572.803172 = -1345826.025391 nChanged 23 SP:Iteration 58Q (968.452928 sec): 3 clusters Score: Raw -1346402.350861 + Penalty 572.803172 = -1345829.547689 nChanged 20 SP:Iteration 59Q (968.526929 sec): 3 clusters Score: Raw -1346404.673534 + Penalty 572.803172 = -1345831.870362 nChanged 17 SP:Iteration 60F (968.574707 sec): 3 clusters Score: Raw -1346406.503056 + Penalty 572.803172 = -1345833.699884 nChanged 12 SP:Iteration 61Q (968.630974 sec): 3 clusters Score: Raw -1346407.845099 + Penalty 572.803172 = -1345835.041927 nChanged 18 SP:Iteration 62Q (968.703329 sec): 3 clusters Score: Raw -1346410.604741 + Penalty 572.803172 = -1345837.801569 nChanged 22 SP:Iteration 63Q (968.766150 sec): 3 clusters Score: Raw -1346413.295643 + Penalty 572.803172 = -1345840.492470 nChanged 14 SP:Iteration 64Q (968.828704 sec): 3 clusters Score: Raw -1346415.082530 + Penalty 572.803172 = -1345842.279358 nChanged 13 SP:Iteration 65Q (968.905107 sec): 3 clusters Score: Raw -1346416.309397 + Penalty 572.803172 = -1345843.506224 nChanged 7 SP:Iteration 66Q (968.961143 sec): 3 clusters Score: Raw -1346416.863301 + Penalty 572.803172 = -1345844.060128 nChanged 4 SP:Iteration 67Q (969.028595 sec): 3 clusters Score: Raw -1346417.036537 + Penalty 572.803172 = -1345844.233364 nChanged 4 SP:Iteration 68Q (969.087182 sec): 3 clusters Score: Raw -1346417.410314 + Penalty 572.803172 = -1345844.607142 nChanged 9 SP:Iteration 69Q (969.151712 sec): 3 clusters Score: Raw -1346418.628346 + Penalty 572.803172 = -1345845.825174 nChanged 9 SP:Iteration 70Q (969.201050 sec): 3 clusters Score: Raw -1346419.457127 + Penalty 572.803172 = -1345846.653954 nChanged 10 SP:Iteration 71Q (969.261807 sec): 3 clusters Score: Raw -1346420.379810 + Penalty 572.803172 = -1345847.576637 nChanged 7 SP:Iteration 72Q (969.318295 sec): 3 clusters Score: Raw -1346420.901417 + Penalty 572.803172 = -1345848.098244 nChanged 6 SP:Iteration 73Q (969.365556 sec): 3 clusters Score: Raw -1346421.373079 + Penalty 572.803172 = -1345848.569906 nChanged 3 SP:Iteration 74Q (969.434503 sec): 3 clusters Score: Raw -1346421.466287 + Penalty 572.803172 = -1345848.663115 nChanged 2 SP:Iteration 75Q (969.491050 sec): 3 clusters Score: Raw -1346421.518414 + Penalty 572.803172 = -1345848.715241 nChanged 1 SP:Iteration 76Q (969.551805 sec): 3 clusters Score: Raw -1346421.550764 + Penalty 572.803172 = -1345848.747592 nChanged 0 SP:Iteration 77F (969.614759 sec): 3 clusters Score: Raw -1346421.550764 + Penalty 572.803172 = -1345848.747592 nChanged 0 Score: Raw -10220218.523091 + Penalty 10684.016182 = -10209534.506909 Splitting cluster 25 changes total score from -10209519.053022 to -10209534.506909 So it's getting split into cluster 31. Trying to split cluster 26 (20227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (972.491080 sec): 2 clusters Score: Raw -738727.514961 + Penalty 272.656275 = -738454.858687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (972.543110 sec): 3 clusters Score: Raw -725349.964556 + Penalty 545.312549 = -724804.652006 nChanged 9795 SP:Iteration 1F (972.601993 sec): 3 clusters Score: Raw -731625.399331 + Penalty 545.312549 = -731080.086782 nChanged 1024 SP:Iteration 2F (972.655960 sec): 3 clusters Score: Raw -732100.920759 + Penalty 545.312549 = -731555.608210 nChanged 1035 SP:Iteration 3F (972.704877 sec): 3 clusters Score: Raw -732652.670155 + Penalty 545.312549 = -732107.357606 nChanged 1073 SP:Iteration 4F (972.770760 sec): 3 clusters Score: Raw -733408.633346 + Penalty 545.312549 = -732863.320797 nChanged 1151 SP:Iteration 5F (972.821046 sec): 3 clusters Score: Raw -734365.497359 + Penalty 545.312549 = -733820.184810 nChanged 1101 SP:Iteration 6F (972.868924 sec): 3 clusters Score: Raw -735227.038855 + Penalty 545.312549 = -734681.726306 nChanged 930 SP:Iteration 7Q (972.917332 sec): 3 clusters Score: Raw -735842.625487 + Penalty 545.312549 = -735297.312938 nChanged 781 SP:Iteration 8Q (972.965469 sec): 3 clusters Score: Raw -736304.631339 + Penalty 545.312549 = -735759.318790 nChanged 652 SP:Iteration 9Q (973.005966 sec): 3 clusters Score: Raw -736644.255739 + Penalty 545.312549 = -736098.943189 nChanged 579 SP:Iteration 10Q (973.057176 sec): 3 clusters Score: Raw -736948.178610 + Penalty 545.312549 = -736402.866061 nChanged 554 SP:Iteration 11Q (973.104978 sec): 3 clusters Score: Raw -737258.972486 + Penalty 545.312549 = -736713.659936 nChanged 531 SP:Iteration 12Q (973.145819 sec): 3 clusters Score: Raw -737586.205615 + Penalty 545.312549 = -737040.893066 nChanged 434 SP:Iteration 13Q (973.206809 sec): 3 clusters Score: Raw -737868.895653 + Penalty 545.312549 = -737323.583104 nChanged 371 SP:Iteration 14Q (973.251895 sec): 3 clusters Score: Raw -738102.104121 + Penalty 545.312549 = -737556.791571 nChanged 277 SP:Iteration 15Q (973.311816 sec): 3 clusters Score: Raw -738264.528003 + Penalty 545.312549 = -737719.215454 nChanged 242 SP:Iteration 16Q (973.373299 sec): 3 clusters Score: Raw -738406.817114 + Penalty 545.312549 = -737861.504565 nChanged 170 SP:Iteration 17Q (973.430850 sec): 3 clusters Score: Raw -738507.536875 + Penalty 545.312549 = -737962.224325 nChanged 117 SP:Iteration 18Q (973.487522 sec): 3 clusters Score: Raw -738578.954894 + Penalty 545.312549 = -738033.642345 nChanged 101 SP:Iteration 19Q (973.548742 sec): 3 clusters Score: Raw -738642.134532 + Penalty 545.312549 = -738096.821983 nChanged 86 SP:Iteration 20F (973.610444 sec): 3 clusters Score: Raw -738691.842658 + Penalty 545.312549 = -738146.530109 nChanged 67 SP:Iteration 21Q (973.668624 sec): 3 clusters Score: Raw -738719.480480 + Penalty 545.312549 = -738174.167931 nChanged 52 SP:Iteration 22Q (973.724297 sec): 3 clusters Score: Raw -738742.173440 + Penalty 545.312549 = -738196.860891 nChanged 44 SP:Iteration 23Q (973.782673 sec): 3 clusters Score: Raw -738766.121032 + Penalty 545.312549 = -738220.808483 nChanged 34 SP:Iteration 24Q (973.837810 sec): 3 clusters Score: Raw -738780.622485 + Penalty 545.312549 = -738235.309936 nChanged 23 SP:Iteration 25Q (973.883901 sec): 3 clusters Score: Raw -738791.523628 + Penalty 545.312549 = -738246.211079 nChanged 27 SP:Iteration 26Q (973.943882 sec): 3 clusters Score: Raw -738800.905301 + Penalty 545.312549 = -738255.592751 nChanged 10 SP:Iteration 27Q (973.997548 sec): 3 clusters Score: Raw -738804.244828 + Penalty 545.312549 = -738258.932279 nChanged 12 SP:Iteration 28Q (974.041623 sec): 3 clusters Score: Raw -738807.679608 + Penalty 545.312549 = -738262.367059 nChanged 11 SP:Iteration 29Q (974.094502 sec): 3 clusters Score: Raw -738810.234889 + Penalty 545.312549 = -738264.922340 nChanged 10 SP:Iteration 30Q (974.141403 sec): 3 clusters Score: Raw -738812.976667 + Penalty 545.312549 = -738267.664118 nChanged 6 SP:Iteration 31Q (974.197960 sec): 3 clusters Score: Raw -738814.122394 + Penalty 545.312549 = -738268.809845 nChanged 5 SP:Iteration 32Q (974.261299 sec): 3 clusters Score: Raw -738815.397749 + Penalty 545.312549 = -738270.085199 nChanged 6 SP:Iteration 33Q (974.320884 sec): 3 clusters Score: Raw -738817.418531 + Penalty 545.312549 = -738272.105982 nChanged 7 SP:Iteration 34Q (974.372028 sec): 3 clusters Score: Raw -738819.010557 + Penalty 545.312549 = -738273.698007 nChanged 8 SP:Iteration 35Q (974.433032 sec): 3 clusters Score: Raw -738822.020409 + Penalty 545.312549 = -738276.707859 nChanged 16 SP:Iteration 36Q (974.494705 sec): 3 clusters Score: Raw -738827.945142 + Penalty 545.312549 = -738282.632593 nChanged 10 SP:Iteration 37Q (974.557321 sec): 3 clusters Score: Raw -738830.867772 + Penalty 545.312549 = -738285.555222 nChanged 7 SP:Iteration 38Q (974.609261 sec): 3 clusters Score: Raw -738831.808879 + Penalty 545.312549 = -738286.496329 nChanged 8 SP:Iteration 39Q (974.660832 sec): 3 clusters Score: Raw -738834.005209 + Penalty 545.312549 = -738288.692660 nChanged 8 SP:Iteration 40F (974.720659 sec): 3 clusters Score: Raw -738835.672985 + Penalty 545.312549 = -738290.360436 nChanged 9 SP:Iteration 41Q (974.777670 sec): 3 clusters Score: Raw -738837.668758 + Penalty 545.312549 = -738292.356209 nChanged 5 SP:Iteration 42Q (974.816991 sec): 3 clusters Score: Raw -738838.512479 + Penalty 545.312549 = -738293.199929 nChanged 6 SP:Iteration 43Q (974.870280 sec): 3 clusters Score: Raw -738840.584102 + Penalty 545.312549 = -738295.271553 nChanged 9 SP:Iteration 44Q (974.910006 sec): 3 clusters Score: Raw -738842.459037 + Penalty 545.312549 = -738297.146488 nChanged 5 SP:Iteration 45Q (974.957082 sec): 3 clusters Score: Raw -738843.241961 + Penalty 545.312549 = -738297.929411 nChanged 7 SP:Iteration 46Q (975.004243 sec): 3 clusters Score: Raw -738845.007069 + Penalty 545.312549 = -738299.694520 nChanged 9 SP:Iteration 47Q (975.055286 sec): 3 clusters Score: Raw -738847.028955 + Penalty 545.312549 = -738301.716405 nChanged 6 SP:Iteration 48Q (975.122725 sec): 3 clusters Score: Raw -738848.203996 + Penalty 545.312549 = -738302.891447 nChanged 8 SP:Iteration 49Q (975.172285 sec): 3 clusters Score: Raw -738850.652972 + Penalty 545.312549 = -738305.340422 nChanged 13 SP:Iteration 50Q (975.233993 sec): 3 clusters Score: Raw -738854.099470 + Penalty 545.312549 = -738308.786921 nChanged 11 SP:Iteration 51Q (975.284825 sec): 3 clusters Score: Raw -738858.772743 + Penalty 545.312549 = -738313.460194 nChanged 10 SP:Iteration 52Q (975.330854 sec): 3 clusters Score: Raw -738860.943908 + Penalty 545.312549 = -738315.631359 nChanged 2 SP:Iteration 53Q (975.380222 sec): 3 clusters Score: Raw -738861.235587 + Penalty 545.312549 = -738315.923038 nChanged 4 SP:Iteration 54Q (975.430803 sec): 3 clusters Score: Raw -738862.194342 + Penalty 545.312549 = -738316.881792 nChanged 6 SP:Iteration 55Q (975.477549 sec): 3 clusters Score: Raw -738864.268289 + Penalty 545.312549 = -738318.955740 nChanged 9 SP:Iteration 56Q (975.521405 sec): 3 clusters Score: Raw -738867.568411 + Penalty 545.312549 = -738322.255862 nChanged 13 SP:Iteration 57Q (975.565287 sec): 3 clusters Score: Raw -738872.750533 + Penalty 545.312549 = -738327.437983 nChanged 18 SP:Iteration 58Q (975.609407 sec): 3 clusters Score: Raw -738882.663241 + Penalty 545.312549 = -738337.350691 nChanged 32 SP:Iteration 59Q (975.653236 sec): 3 clusters Score: Raw -738900.905819 + Penalty 545.312549 = -738355.593270 nChanged 33 SP:Iteration 60F (975.699254 sec): 3 clusters Score: Raw -738917.928494 + Penalty 545.312549 = -738372.615944 nChanged 29 SP:Iteration 61Q (975.744544 sec): 3 clusters Score: Raw -738930.358812 + Penalty 545.312549 = -738385.046262 nChanged 28 SP:Iteration 62Q (975.789791 sec): 3 clusters Score: Raw -738942.450189 + Penalty 545.312549 = -738397.137639 nChanged 24 SP:Iteration 63Q (975.830956 sec): 3 clusters Score: Raw -738950.418103 + Penalty 545.312549 = -738405.105554 nChanged 25 SP:Iteration 64Q (975.884814 sec): 3 clusters Score: Raw -738956.757923 + Penalty 545.312549 = -738411.445374 nChanged 21 SP:Iteration 65Q (975.942266 sec): 3 clusters Score: Raw -738962.342966 + Penalty 545.312549 = -738417.030417 nChanged 22 SP:Iteration 66Q (976.001068 sec): 3 clusters Score: Raw -738968.349984 + Penalty 545.312549 = -738423.037435 nChanged 23 SP:Iteration 67Q (976.056542 sec): 3 clusters Score: Raw -738973.250314 + Penalty 545.312549 = -738427.937765 nChanged 18 SP:Iteration 68Q (976.117066 sec): 3 clusters Score: Raw -738976.165766 + Penalty 545.312549 = -738430.853216 nChanged 12 SP:Iteration 69Q (976.178553 sec): 3 clusters Score: Raw -738977.514609 + Penalty 545.312549 = -738432.202059 nChanged 6 SP:Iteration 70Q (976.239713 sec): 3 clusters Score: Raw -738978.102735 + Penalty 545.312549 = -738432.790186 nChanged 8 SP:Iteration 71Q (976.301476 sec): 3 clusters Score: Raw -738979.157997 + Penalty 545.312549 = -738433.845448 nChanged 7 SP:Iteration 72Q (976.358405 sec): 3 clusters Score: Raw -738980.202955 + Penalty 545.312549 = -738434.890405 nChanged 6 SP:Iteration 73Q (976.405556 sec): 3 clusters Score: Raw -738980.905556 + Penalty 545.312549 = -738435.593007 nChanged 4 SP:Iteration 74Q (976.467016 sec): 3 clusters Score: Raw -738981.909929 + Penalty 545.312549 = -738436.597379 nChanged 8 SP:Iteration 75Q (976.519892 sec): 3 clusters Score: Raw -738983.064694 + Penalty 545.312549 = -738437.752144 nChanged 7 SP:Iteration 76Q (976.584477 sec): 3 clusters Score: Raw -738984.880695 + Penalty 545.312549 = -738439.568146 nChanged 11 SP:Iteration 77Q (976.632482 sec): 3 clusters Score: Raw -738987.158043 + Penalty 545.312549 = -738441.845494 nChanged 9 SP:Iteration 78Q (976.681977 sec): 3 clusters Score: Raw -738988.832194 + Penalty 545.312549 = -738443.519645 nChanged 8 SP:Iteration 79Q (976.741394 sec): 3 clusters Score: Raw -738990.120459 + Penalty 545.312549 = -738444.807910 nChanged 9 SP:Iteration 80F (976.790877 sec): 3 clusters Score: Raw -738991.652284 + Penalty 545.312549 = -738446.339734 nChanged 12 SP:Iteration 81Q (976.828771 sec): 3 clusters Score: Raw -738993.632586 + Penalty 545.312549 = -738448.320037 nChanged 9 SP:Iteration 82Q (976.875613 sec): 3 clusters Score: Raw -738995.648472 + Penalty 545.312549 = -738450.335923 nChanged 7 SP:Iteration 83Q (976.928201 sec): 3 clusters Score: Raw -738996.632431 + Penalty 545.312549 = -738451.319882 nChanged 3 SP:Iteration 84Q (976.982941 sec): 3 clusters Score: Raw -738996.999464 + Penalty 545.312549 = -738451.686914 nChanged 3 SP:Iteration 85Q (977.047558 sec): 3 clusters Score: Raw -738997.480692 + Penalty 545.312549 = -738452.168143 nChanged 3 SP:Iteration 86Q (977.083904 sec): 3 clusters Score: Raw -738997.932198 + Penalty 545.312549 = -738452.619649 nChanged 3 SP:Iteration 87Q (977.139100 sec): 3 clusters Score: Raw -738998.264272 + Penalty 545.312549 = -738452.951722 nChanged 3 SP:Iteration 88Q (977.194932 sec): 3 clusters Score: Raw -738998.743034 + Penalty 545.312549 = -738453.430484 nChanged 4 SP:Iteration 89Q (977.259468 sec): 3 clusters Score: Raw -738999.401889 + Penalty 545.312549 = -738454.089340 nChanged 4 SP:Iteration 90Q (977.306449 sec): 3 clusters Score: Raw -739000.025781 + Penalty 545.312549 = -738454.713232 nChanged 4 SP:Iteration 91Q (977.359239 sec): 3 clusters Score: Raw -739000.732020 + Penalty 545.312549 = -738455.419471 nChanged 5 SP:Iteration 92Q (977.405761 sec): 3 clusters Score: Raw -739001.596430 + Penalty 545.312549 = -738456.283881 nChanged 6 SP:Iteration 93Q (977.449798 sec): 3 clusters Score: Raw -739002.488783 + Penalty 545.312549 = -738457.176233 nChanged 3 SP:Iteration 94Q (977.490829 sec): 3 clusters Score: Raw -739003.088153 + Penalty 545.312549 = -738457.775604 nChanged 1 SP:Iteration 95Q (977.543801 sec): 3 clusters Score: Raw -739003.142586 + Penalty 545.312549 = -738457.830037 nChanged 0 SP:Iteration 96F (977.590677 sec): 3 clusters Score: Raw -739003.142586 + Penalty 545.312549 = -738457.830037 nChanged 0 Score: Raw -10220494.150716 + Penalty 11028.661865 = -10209465.488851 Splitting cluster 26 changes total score from -10209519.053022 to -10209465.488851 So it's not getting split. Trying to split cluster 27 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (980.416826 sec): 2 clusters Score: Raw -15124.748650 + Penalty 163.209590 = -14961.539059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (980.467634 sec): 3 clusters Score: Raw -14951.647616 + Penalty 326.419181 = -14625.228436 nChanged 126 SP:Iteration 1F (980.480283 sec): 3 clusters Score: Raw -15051.555886 + Penalty 326.419181 = -14725.136705 nChanged 35 SP:Iteration 2F (980.481654 sec): 3 clusters Score: Raw -15081.850425 + Penalty 326.419181 = -14755.431245 nChanged 19 SP:Iteration 3F (980.482932 sec): 3 clusters Score: Raw -15097.469212 + Penalty 326.419181 = -14771.050031 nChanged 14 SP:Iteration 4Q (980.496849 sec): 3 clusters Score: Raw -15110.862465 + Penalty 326.419181 = -14784.443285 nChanged 10 SP:Iteration 5Q (980.542813 sec): 3 clusters Score: Raw -15118.784955 + Penalty 326.419181 = -14792.365774 nChanged 5 SP:Iteration 6Q (980.576911 sec): 3 clusters Score: Raw -15121.411614 + Penalty 326.419181 = -14794.992433 nChanged 1 SP:Iteration 7Q (980.616226 sec): 3 clusters Score: Raw -15121.667646 + Penalty 326.419181 = -14795.248466 nChanged 0 SP:Iteration 8F (980.647033 sec): 3 clusters Score: Raw -15121.667646 + Penalty 326.419181 = -14795.248466 nChanged 0 Trying to split cluster 28 (2725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (980.672318 sec): 2 clusters Score: Raw -101168.136862 + Penalty 217.531152 = -100950.605710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (980.713572 sec): 3 clusters Score: Raw -99595.875280 + Penalty 435.062304 = -99160.812976 nChanged 1203 SP:Iteration 1F (980.757369 sec): 3 clusters Score: Raw -100506.418955 + Penalty 435.062304 = -100071.356651 nChanged 234 SP:Iteration 2F (980.799681 sec): 3 clusters Score: Raw -100685.868331 + Penalty 435.062304 = -100250.806028 nChanged 195 SP:Iteration 3F (980.837309 sec): 3 clusters Score: Raw -100855.334490 + Penalty 435.062304 = -100420.272186 nChanged 167 SP:Iteration 4F (980.875343 sec): 3 clusters Score: Raw -100992.026485 + Penalty 435.062304 = -100556.964181 nChanged 133 SP:Iteration 5Q (980.922624 sec): 3 clusters Score: Raw -101089.183663 + Penalty 435.062304 = -100654.121359 nChanged 107 SP:Iteration 6Q (980.976062 sec): 3 clusters Score: Raw -101162.036006 + Penalty 435.062304 = -100726.973702 nChanged 96 SP:Iteration 7Q (981.015330 sec): 3 clusters Score: Raw -101219.309654 + Penalty 435.062304 = -100784.247350 nChanged 76 SP:Iteration 8Q (981.053205 sec): 3 clusters Score: Raw -101259.439538 + Penalty 435.062304 = -100824.377234 nChanged 45 SP:Iteration 9Q (981.088558 sec): 3 clusters Score: Raw -101280.193878 + Penalty 435.062304 = -100845.131574 nChanged 36 SP:Iteration 10Q (981.122709 sec): 3 clusters Score: Raw -101292.086735 + Penalty 435.062304 = -100857.024431 nChanged 31 SP:Iteration 11Q (981.165653 sec): 3 clusters Score: Raw -101299.187172 + Penalty 435.062304 = -100864.124868 nChanged 19 SP:Iteration 12Q (981.204924 sec): 3 clusters Score: Raw -101303.574975 + Penalty 435.062304 = -100868.512671 nChanged 15 SP:Iteration 13Q (981.243796 sec): 3 clusters Score: Raw -101306.986082 + Penalty 435.062304 = -100871.923778 nChanged 14 SP:Iteration 14Q (981.282177 sec): 3 clusters Score: Raw -101310.647866 + Penalty 435.062304 = -100875.585562 nChanged 17 SP:Iteration 15Q (981.331256 sec): 3 clusters Score: Raw -101315.472334 + Penalty 435.062304 = -100880.410030 nChanged 13 SP:Iteration 16Q (981.372830 sec): 3 clusters Score: Raw -101318.935831 + Penalty 435.062304 = -100883.873527 nChanged 12 SP:Iteration 17Q (981.408167 sec): 3 clusters Score: Raw -101321.439937 + Penalty 435.062304 = -100886.377634 nChanged 9 SP:Iteration 18Q (981.445848 sec): 3 clusters Score: Raw -101323.462458 + Penalty 435.062304 = -100888.400154 nChanged 11 SP:Iteration 19Q (981.472833 sec): 3 clusters Score: Raw -101325.717117 + Penalty 435.062304 = -100890.654813 nChanged 7 SP:Iteration 20F (981.508770 sec): 3 clusters Score: Raw -101326.712936 + Penalty 435.062304 = -100891.650632 nChanged 7 SP:Iteration 21Q (981.554886 sec): 3 clusters Score: Raw -101327.275656 + Penalty 435.062304 = -100892.213352 nChanged 5 SP:Iteration 22Q (981.587807 sec): 3 clusters Score: Raw -101328.332794 + Penalty 435.062304 = -100893.270490 nChanged 4 SP:Iteration 23Q (981.620537 sec): 3 clusters Score: Raw -101328.769350 + Penalty 435.062304 = -100893.707046 nChanged 4 SP:Iteration 24Q (981.658329 sec): 3 clusters Score: Raw -101329.224102 + Penalty 435.062304 = -100894.161798 nChanged 4 SP:Iteration 25Q (981.691406 sec): 3 clusters Score: Raw -101329.741609 + Penalty 435.062304 = -100894.679305 nChanged 4 SP:Iteration 26Q (981.724471 sec): 3 clusters Score: Raw -101330.266832 + Penalty 435.062304 = -100895.204528 nChanged 4 SP:Iteration 27Q (981.757031 sec): 3 clusters Score: Raw -101330.528163 + Penalty 435.062304 = -100895.465859 nChanged 2 SP:Iteration 28Q (981.790153 sec): 3 clusters Score: Raw -101330.601560 + Penalty 435.062304 = -100895.539256 nChanged 0 SP:Iteration 29F (981.823166 sec): 3 clusters Score: Raw -101330.601560 + Penalty 435.062304 = -100895.539256 nChanged 0 Trying to split cluster 29 (1341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (981.842883 sec): 2 clusters Score: Raw -35919.605970 + Penalty 198.032199 = -35721.573771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (981.874829 sec): 3 clusters Score: Raw -35195.179994 + Penalty 396.064399 = -34799.115596 nChanged 576 SP:Iteration 1F (981.906574 sec): 3 clusters Score: Raw -35629.172311 + Penalty 396.064399 = -35233.107912 nChanged 120 SP:Iteration 2F (981.937616 sec): 3 clusters Score: Raw -35708.896397 + Penalty 396.064399 = -35312.831998 nChanged 75 SP:Iteration 3F (981.969143 sec): 3 clusters Score: Raw -35756.571975 + Penalty 396.064399 = -35360.507577 nChanged 65 SP:Iteration 4Q (981.980177 sec): 3 clusters Score: Raw -35795.171328 + Penalty 396.064399 = -35399.106930 nChanged 58 SP:Iteration 5Q (981.983415 sec): 3 clusters Score: Raw -35823.979548 + Penalty 396.064399 = -35427.915149 nChanged 56 SP:Iteration 6Q (981.986625 sec): 3 clusters Score: Raw -35855.717942 + Penalty 396.064399 = -35459.653543 nChanged 57 SP:Iteration 7Q (981.989840 sec): 3 clusters Score: Raw -35884.044554 + Penalty 396.064399 = -35487.980155 nChanged 42 SP:Iteration 8Q (981.993035 sec): 3 clusters Score: Raw -35910.317291 + Penalty 396.064399 = -35514.252892 nChanged 41 SP:Iteration 9Q (982.000057 sec): 3 clusters Score: Raw -35941.021810 + Penalty 396.064399 = -35544.957411 nChanged 33 SP:Iteration 10Q (982.003339 sec): 3 clusters Score: Raw -35964.314101 + Penalty 396.064399 = -35568.249703 nChanged 28 SP:Iteration 11Q (982.006532 sec): 3 clusters Score: Raw -35977.987836 + Penalty 396.064399 = -35581.923437 nChanged 21 SP:Iteration 12Q (982.009729 sec): 3 clusters Score: Raw -35982.764197 + Penalty 396.064399 = -35586.699799 nChanged 5 SP:Iteration 13Q (982.012907 sec): 3 clusters Score: Raw -35983.553240 + Penalty 396.064399 = -35587.488842 nChanged 1 SP:Iteration 14Q (982.016068 sec): 3 clusters Score: Raw -35983.653328 + Penalty 396.064399 = -35587.588930 nChanged 1 SP:Iteration 15Q (982.019260 sec): 3 clusters Score: Raw -35983.746989 + Penalty 396.064399 = -35587.682591 nChanged 1 SP:Iteration 16Q (982.022435 sec): 3 clusters Score: Raw -35983.831553 + Penalty 396.064399 = -35587.767154 nChanged 0 SP:Iteration 17F (982.059780 sec): 3 clusters Score: Raw -35983.831553 + Penalty 396.064399 = -35587.767154 nChanged 0 Iteration 59Q (984.352200 sec): 32 clusters Score: Raw -10220586.201801 + Penalty 10684.016182 = -10209902.185619 nChanged 947 Iteration 60F (987.094720 sec): 32 clusters Score: Raw -10220963.011825 + Penalty 10684.016182 = -10210278.995643 nChanged 760 Iteration 61Q (989.373227 sec): 32 clusters Score: Raw -10221296.889231 + Penalty 10684.016182 = -10210612.873050 nChanged 717 Iteration 62Q (991.613697 sec): 32 clusters Score: Raw -10221606.836557 + Penalty 10684.016182 = -10210922.820376 nChanged 693 Iteration 63Q (993.862217 sec): 32 clusters Score: Raw -10221827.185611 + Penalty 10684.016182 = -10211143.169429 nChanged 633 Iteration 64Q (996.127904 sec): 32 clusters Score: Raw -10221970.286759 + Penalty 10684.016182 = -10211286.270578 nChanged 559 Iteration 65Q (998.305971 sec): 32 clusters Score: Raw -10222054.683717 + Penalty 10684.016182 = -10211370.667535 nChanged 464 Iteration 66Q (1000.475140 sec): 32 clusters Score: Raw -10222109.686212 + Penalty 10684.016182 = -10211425.670031 nChanged 413 Iteration 67Q (1002.767034 sec): 32 clusters Score: Raw -10222153.799426 + Penalty 10684.016182 = -10211469.783245 nChanged 362 Iteration 68Q (1005.154997 sec): 32 clusters Score: Raw -10222192.087865 + Penalty 10684.016182 = -10211508.071683 nChanged 346 Iteration 69Q (1007.451112 sec): 32 clusters Score: Raw -10222227.918232 + Penalty 10684.016182 = -10211543.902051 nChanged 344 Iteration 70Q (1009.682892 sec): 32 clusters Score: Raw -10222260.447006 + Penalty 10684.016182 = -10211576.430824 nChanged 304 Iteration 71Q (1011.904235 sec): 32 clusters Score: Raw -10222289.220818 + Penalty 10684.016182 = -10211605.204637 nChanged 279 Iteration 72Q (1014.119871 sec): 32 clusters Score: Raw -10222312.086359 + Penalty 10684.016182 = -10211628.070177 nChanged 260 Iteration 73Q (1016.403939 sec): 32 clusters Score: Raw -10222333.491605 + Penalty 10684.016182 = -10211649.475423 nChanged 238 Iteration 74Q (1018.774054 sec): 32 clusters Score: Raw -10222351.349052 + Penalty 10684.016182 = -10211667.332870 nChanged 221 Iteration 75Q (1020.940828 sec): 32 clusters Score: Raw -10222367.050095 + Penalty 10684.016182 = -10211683.033914 nChanged 202 Iteration 76Q (1023.111552 sec): 32 clusters Score: Raw -10222381.296162 + Penalty 10684.016182 = -10211697.279980 nChanged 196 Iteration 77Q (1025.350982 sec): 32 clusters Score: Raw -10222396.624573 + Penalty 10684.016182 = -10211712.608392 nChanged 183 Iteration 78Q (1027.587031 sec): 32 clusters Score: Raw -10222411.181445 + Penalty 10684.016182 = -10211727.165263 nChanged 172 Iteration 79Q (1029.748459 sec): 32 clusters Score: Raw -10222422.984377 + Penalty 10684.016182 = -10211738.968195 nChanged 133 Iteration 80F (1032.538202 sec): 32 clusters Score: Raw -10222498.292982 + Penalty 10684.016182 = -10211814.276801 nChanged 208 Iteration 81Q (1034.767149 sec): 32 clusters Score: Raw -10222555.209809 + Penalty 10684.016182 = -10211871.193627 nChanged 257 Iteration 82Q (1037.031012 sec): 32 clusters Score: Raw -10222589.791637 + Penalty 10684.016182 = -10211905.775455 nChanged 222 Iteration 83Q (1039.368724 sec): 32 clusters Score: Raw -10222613.738224 + Penalty 10684.016182 = -10211929.722043 nChanged 206 Iteration 84Q (1041.557161 sec): 32 clusters Score: Raw -10222637.047835 + Penalty 10684.016182 = -10211953.031654 nChanged 199 Iteration 85Q (1043.893181 sec): 32 clusters Score: Raw -10222653.206370 + Penalty 10684.016182 = -10211969.190189 nChanged 195 Iteration 86Q (1046.062887 sec): 32 clusters Score: Raw -10222665.942478 + Penalty 10684.016182 = -10211981.926296 nChanged 208 Iteration 87Q (1048.314778 sec): 32 clusters Score: Raw -10222678.907046 + Penalty 10684.016182 = -10211994.890864 nChanged 192 Iteration 88Q (1050.527711 sec): 32 clusters Score: Raw -10222690.009121 + Penalty 10684.016182 = -10212005.992940 nChanged 174 Iteration 89Q (1052.831210 sec): 32 clusters Score: Raw -10222700.963279 + Penalty 10684.016182 = -10212016.947098 nChanged 159 Iteration 90Q (1055.151537 sec): 32 clusters Score: Raw -10222709.632713 + Penalty 10684.016182 = -10212025.616532 nChanged 149 Iteration 91Q (1057.366612 sec): 32 clusters Score: Raw -10222717.238856 + Penalty 10684.016182 = -10212033.222675 nChanged 131 Iteration 92Q (1059.639588 sec): 32 clusters Score: Raw -10222723.530444 + Penalty 10684.016182 = -10212039.514263 nChanged 119 Iteration 93Q (1061.925498 sec): 32 clusters Score: Raw -10222728.514184 + Penalty 10684.016182 = -10212044.498003 nChanged 111 Iteration 94Q (1064.162537 sec): 32 clusters Score: Raw -10222733.491373 + Penalty 10684.016182 = -10212049.475192 nChanged 99 Iteration 95Q (1066.581920 sec): 32 clusters Score: Raw -10222737.985029 + Penalty 10684.016182 = -10212053.968848 nChanged 117 Iteration 96Q (1068.872842 sec): 32 clusters Score: Raw -10222742.858754 + Penalty 10684.016182 = -10212058.842572 nChanged 108 Iteration 97Q (1071.152685 sec): 32 clusters Score: Raw -10222747.135486 + Penalty 10684.016182 = -10212063.119305 nChanged 82 Iteration 98Q (1073.331909 sec): 32 clusters Score: Raw -10222749.409325 + Penalty 10684.016182 = -10212065.393143 nChanged 64 Writing temp clu file Because OldScore, -10212063.119305, is greater than current (better) Score,-10212065.393143 Compute initial score before splitting: Score: Raw -10222749.409325 + Penalty 10684.016182 = -10212065.393143 Trying to split cluster 1 (5275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1073.404430 sec): 2 clusters Score: Raw -212885.198266 + Penalty 235.695184 = -212649.503083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1073.441360 sec): 3 clusters Score: Raw -209663.921080 + Penalty 471.390368 = -209192.530712 nChanged 2405 SP:Iteration 1F (1073.477089 sec): 3 clusters Score: Raw -211264.224178 + Penalty 471.390368 = -210792.833811 nChanged 484 SP:Iteration 2F (1073.537647 sec): 3 clusters Score: Raw -211633.281742 + Penalty 471.390368 = -211161.891375 nChanged 411 SP:Iteration 3F (1073.570936 sec): 3 clusters Score: Raw -211968.743538 + Penalty 471.390368 = -211497.353171 nChanged 346 SP:Iteration 4F (1073.607257 sec): 3 clusters Score: Raw -212230.854419 + Penalty 471.390368 = -211759.464051 nChanged 265 SP:Iteration 5F (1073.643540 sec): 3 clusters Score: Raw -212409.872887 + Penalty 471.390368 = -211938.482520 nChanged 183 SP:Iteration 6Q (1073.684571 sec): 3 clusters Score: Raw -212517.952912 + Penalty 471.390368 = -212046.562544 nChanged 130 SP:Iteration 7Q (1073.721053 sec): 3 clusters Score: Raw -212579.212173 + Penalty 471.390368 = -212107.821805 nChanged 107 SP:Iteration 8Q (1073.756417 sec): 3 clusters Score: Raw -212620.333887 + Penalty 471.390368 = -212148.943519 nChanged 86 SP:Iteration 9Q (1073.792120 sec): 3 clusters Score: Raw -212661.527145 + Penalty 471.390368 = -212190.136778 nChanged 82 SP:Iteration 10Q (1073.827675 sec): 3 clusters Score: Raw -212691.384072 + Penalty 471.390368 = -212219.993704 nChanged 87 SP:Iteration 11Q (1073.856127 sec): 3 clusters Score: Raw -212726.630590 + Penalty 471.390368 = -212255.240223 nChanged 73 SP:Iteration 12Q (1073.894102 sec): 3 clusters Score: Raw -212752.123506 + Penalty 471.390368 = -212280.733138 nChanged 72 SP:Iteration 13Q (1073.946932 sec): 3 clusters Score: Raw -212775.776344 + Penalty 471.390368 = -212304.385976 nChanged 58 SP:Iteration 14Q (1073.996893 sec): 3 clusters Score: Raw -212792.366805 + Penalty 471.390368 = -212320.976438 nChanged 57 SP:Iteration 15Q (1074.046189 sec): 3 clusters Score: Raw -212808.558326 + Penalty 471.390368 = -212337.167959 nChanged 55 SP:Iteration 16Q (1074.090437 sec): 3 clusters Score: Raw -212822.089470 + Penalty 471.390368 = -212350.699102 nChanged 43 SP:Iteration 17Q (1074.136134 sec): 3 clusters Score: Raw -212833.800536 + Penalty 471.390368 = -212362.410169 nChanged 36 SP:Iteration 18Q (1074.180764 sec): 3 clusters Score: Raw -212844.326284 + Penalty 471.390368 = -212372.935916 nChanged 49 SP:Iteration 19Q (1074.224102 sec): 3 clusters Score: Raw -212859.588433 + Penalty 471.390368 = -212388.198065 nChanged 41 SP:Iteration 20F (1074.263100 sec): 3 clusters Score: Raw -212874.307744 + Penalty 471.390368 = -212402.917376 nChanged 32 SP:Iteration 21Q (1074.300479 sec): 3 clusters Score: Raw -212883.816790 + Penalty 471.390368 = -212412.426422 nChanged 33 SP:Iteration 22Q (1074.353437 sec): 3 clusters Score: Raw -212890.200123 + Penalty 471.390368 = -212418.809756 nChanged 29 SP:Iteration 23Q (1074.388645 sec): 3 clusters Score: Raw -212898.473530 + Penalty 471.390368 = -212427.083163 nChanged 27 SP:Iteration 24Q (1074.423903 sec): 3 clusters Score: Raw -212907.256505 + Penalty 471.390368 = -212435.866137 nChanged 35 SP:Iteration 25Q (1074.459193 sec): 3 clusters Score: Raw -212913.447471 + Penalty 471.390368 = -212442.057104 nChanged 30 SP:Iteration 26Q (1074.494386 sec): 3 clusters Score: Raw -212919.845931 + Penalty 471.390368 = -212448.455563 nChanged 34 SP:Iteration 27Q (1074.530406 sec): 3 clusters Score: Raw -212930.541837 + Penalty 471.390368 = -212459.151469 nChanged 35 SP:Iteration 28Q (1074.572681 sec): 3 clusters Score: Raw -212939.893406 + Penalty 471.390368 = -212468.503038 nChanged 28 SP:Iteration 29Q (1074.608054 sec): 3 clusters Score: Raw -212948.259709 + Penalty 471.390368 = -212476.869341 nChanged 26 SP:Iteration 30Q (1074.636531 sec): 3 clusters Score: Raw -212957.488779 + Penalty 471.390368 = -212486.098411 nChanged 32 SP:Iteration 31Q (1074.671948 sec): 3 clusters Score: Raw -212967.388112 + Penalty 471.390368 = -212495.997744 nChanged 34 SP:Iteration 32Q (1074.707324 sec): 3 clusters Score: Raw -212981.096168 + Penalty 471.390368 = -212509.705800 nChanged 40 SP:Iteration 33Q (1074.742748 sec): 3 clusters Score: Raw -212996.710787 + Penalty 471.390368 = -212525.320420 nChanged 37 SP:Iteration 34Q (1074.801581 sec): 3 clusters Score: Raw -213010.853389 + Penalty 471.390368 = -212539.463021 nChanged 31 SP:Iteration 35Q (1074.841233 sec): 3 clusters Score: Raw -213019.479824 + Penalty 471.390368 = -212548.089457 nChanged 30 SP:Iteration 36Q (1074.892766 sec): 3 clusters Score: Raw -213029.317144 + Penalty 471.390368 = -212557.926777 nChanged 33 SP:Iteration 37Q (1074.938678 sec): 3 clusters Score: Raw -213042.232237 + Penalty 471.390368 = -212570.841869 nChanged 34 SP:Iteration 38Q (1074.989850 sec): 3 clusters Score: Raw -213051.354343 + Penalty 471.390368 = -212579.963976 nChanged 18 SP:Iteration 39Q (1075.049396 sec): 3 clusters Score: Raw -213055.478964 + Penalty 471.390368 = -212584.088597 nChanged 18 SP:Iteration 40F (1075.088211 sec): 3 clusters Score: Raw -213059.198939 + Penalty 471.390368 = -212587.808571 nChanged 15 SP:Iteration 41Q (1075.125013 sec): 3 clusters Score: Raw -213062.003179 + Penalty 471.390368 = -212590.612811 nChanged 13 SP:Iteration 42Q (1075.161277 sec): 3 clusters Score: Raw -213063.988183 + Penalty 471.390368 = -212592.597816 nChanged 5 SP:Iteration 43Q (1075.207362 sec): 3 clusters Score: Raw -213064.445903 + Penalty 471.390368 = -212593.055536 nChanged 6 SP:Iteration 44Q (1075.238976 sec): 3 clusters Score: Raw -213065.264751 + Penalty 471.390368 = -212593.874383 nChanged 6 SP:Iteration 45Q (1075.286222 sec): 3 clusters Score: Raw -213065.716268 + Penalty 471.390368 = -212594.325900 nChanged 2 SP:Iteration 46Q (1075.324458 sec): 3 clusters Score: Raw -213065.865565 + Penalty 471.390368 = -212594.475198 nChanged 2 SP:Iteration 47Q (1075.366190 sec): 3 clusters Score: Raw -213065.933125 + Penalty 471.390368 = -212594.542757 nChanged 2 SP:Iteration 48Q (1075.405506 sec): 3 clusters Score: Raw -213066.129847 + Penalty 471.390368 = -212594.739480 nChanged 1 SP:Iteration 49Q (1075.443697 sec): 3 clusters Score: Raw -213066.225384 + Penalty 471.390368 = -212594.835016 nChanged 0 SP:Iteration 50F (1075.483251 sec): 3 clusters Score: Raw -213066.225384 + Penalty 471.390368 = -212594.835016 nChanged 0 Trying to split cluster 2 (1174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1075.508512 sec): 2 clusters Score: Raw -41148.435282 + Penalty 194.374730 = -40954.060551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1075.549153 sec): 3 clusters Score: Raw -40497.240462 + Penalty 388.749460 = -40108.491002 nChanged 499 SP:Iteration 1F (1075.581460 sec): 3 clusters Score: Raw -40780.718668 + Penalty 388.749460 = -40391.969208 nChanged 83 SP:Iteration 2F (1075.620115 sec): 3 clusters Score: Raw -40829.006980 + Penalty 388.749460 = -40440.257520 nChanged 61 SP:Iteration 3F (1075.668439 sec): 3 clusters Score: Raw -40857.290907 + Penalty 388.749460 = -40468.541447 nChanged 48 SP:Iteration 4Q (1075.719537 sec): 3 clusters Score: Raw -40874.636467 + Penalty 388.749460 = -40485.887007 nChanged 41 SP:Iteration 5Q (1075.753222 sec): 3 clusters Score: Raw -40890.822069 + Penalty 388.749460 = -40502.072609 nChanged 38 SP:Iteration 6Q (1075.778651 sec): 3 clusters Score: Raw -40914.291057 + Penalty 388.749460 = -40525.541597 nChanged 46 SP:Iteration 7Q (1075.809688 sec): 3 clusters Score: Raw -40938.893263 + Penalty 388.749460 = -40550.143803 nChanged 43 SP:Iteration 8Q (1075.840728 sec): 3 clusters Score: Raw -40968.324630 + Penalty 388.749460 = -40579.575170 nChanged 49 SP:Iteration 9Q (1075.871506 sec): 3 clusters Score: Raw -41010.114487 + Penalty 388.749460 = -40621.365027 nChanged 47 SP:Iteration 10Q (1075.901593 sec): 3 clusters Score: Raw -41048.514448 + Penalty 388.749460 = -40659.764988 nChanged 34 SP:Iteration 11Q (1075.932524 sec): 3 clusters Score: Raw -41085.060031 + Penalty 388.749460 = -40696.310570 nChanged 47 SP:Iteration 12Q (1075.963466 sec): 3 clusters Score: Raw -41134.137791 + Penalty 388.749460 = -40745.388331 nChanged 41 SP:Iteration 13Q (1075.993485 sec): 3 clusters Score: Raw -41155.426309 + Penalty 388.749460 = -40766.676849 nChanged 15 SP:Iteration 14Q (1076.023996 sec): 3 clusters Score: Raw -41163.773780 + Penalty 388.749460 = -40775.024320 nChanged 10 SP:Iteration 15Q (1076.054969 sec): 3 clusters Score: Raw -41171.228040 + Penalty 388.749460 = -40782.478580 nChanged 10 SP:Iteration 16Q (1076.085905 sec): 3 clusters Score: Raw -41176.955576 + Penalty 388.749460 = -40788.206116 nChanged 10 SP:Iteration 17Q (1076.116631 sec): 3 clusters Score: Raw -41181.621605 + Penalty 388.749460 = -40792.872145 nChanged 6 SP:Iteration 18Q (1076.147218 sec): 3 clusters Score: Raw -41182.924594 + Penalty 388.749460 = -40794.175134 nChanged 1 SP:Iteration 19Q (1076.184268 sec): 3 clusters Score: Raw -41183.379719 + Penalty 388.749460 = -40794.630259 nChanged 0 SP:Iteration 20F (1076.214997 sec): 3 clusters Score: Raw -41183.379719 + Penalty 388.749460 = -40794.630259 nChanged 0 Trying to split cluster 3 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1076.233038 sec): 2 clusters Score: Raw -31595.095323 + Penalty 183.201005 = -31411.894318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1076.263734 sec): 3 clusters Score: Raw -31180.181969 + Penalty 366.402011 = -30813.779958 nChanged 315 SP:Iteration 1F (1076.294331 sec): 3 clusters Score: Raw -31413.212319 + Penalty 366.402011 = -31046.810308 nChanged 67 SP:Iteration 2F (1076.324561 sec): 3 clusters Score: Raw -31475.699296 + Penalty 366.402011 = -31109.297286 nChanged 48 SP:Iteration 3F (1076.356450 sec): 3 clusters Score: Raw -31524.705831 + Penalty 366.402011 = -31158.303820 nChanged 33 SP:Iteration 4Q (1076.396101 sec): 3 clusters Score: Raw -31556.617285 + Penalty 366.402011 = -31190.215274 nChanged 22 SP:Iteration 5Q (1076.426957 sec): 3 clusters Score: Raw -31576.591529 + Penalty 366.402011 = -31210.189518 nChanged 16 SP:Iteration 6Q (1076.476673 sec): 3 clusters Score: Raw -31592.435403 + Penalty 366.402011 = -31226.033392 nChanged 8 SP:Iteration 7Q (1076.526216 sec): 3 clusters Score: Raw -31595.427816 + Penalty 366.402011 = -31229.025806 nChanged 6 SP:Iteration 8Q (1076.570070 sec): 3 clusters Score: Raw -31599.306668 + Penalty 366.402011 = -31232.904657 nChanged 7 SP:Iteration 9Q (1076.622509 sec): 3 clusters Score: Raw -31604.746182 + Penalty 366.402011 = -31238.344171 nChanged 8 SP:Iteration 10Q (1076.670420 sec): 3 clusters Score: Raw -31613.463957 + Penalty 366.402011 = -31247.061946 nChanged 4 SP:Iteration 11Q (1076.714447 sec): 3 clusters Score: Raw -31614.956468 + Penalty 366.402011 = -31248.554458 nChanged 3 SP:Iteration 12Q (1076.757213 sec): 3 clusters Score: Raw -31615.811027 + Penalty 366.402011 = -31249.409016 nChanged 1 SP:Iteration 13Q (1076.789525 sec): 3 clusters Score: Raw -31616.638172 + Penalty 366.402011 = -31250.236161 nChanged 3 SP:Iteration 14Q (1076.831556 sec): 3 clusters Score: Raw -31618.172976 + Penalty 366.402011 = -31251.770965 nChanged 2 SP:Iteration 15Q (1076.871293 sec): 3 clusters Score: Raw -31618.428580 + Penalty 366.402011 = -31252.026569 nChanged 0 SP:Iteration 16F (1076.913840 sec): 3 clusters Score: Raw -31618.428580 + Penalty 366.402011 = -31252.026569 nChanged 0 Trying to split cluster 4 (1212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1076.929822 sec): 2 clusters Score: Raw -49646.176760 + Penalty 195.250747 = -49450.926013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1076.971811 sec): 3 clusters Score: Raw -48963.364583 + Penalty 390.501494 = -48572.863089 nChanged 529 SP:Iteration 1F (1077.010689 sec): 3 clusters Score: Raw -49220.942494 + Penalty 390.501494 = -48830.440999 nChanged 79 SP:Iteration 2F (1077.053618 sec): 3 clusters Score: Raw -49260.359886 + Penalty 390.501494 = -48869.858392 nChanged 81 SP:Iteration 3F (1077.096456 sec): 3 clusters Score: Raw -49321.261921 + Penalty 390.501494 = -48930.760427 nChanged 91 SP:Iteration 4F (1077.138550 sec): 3 clusters Score: Raw -49393.139179 + Penalty 390.501494 = -49002.637685 nChanged 80 SP:Iteration 5F (1077.180891 sec): 3 clusters Score: Raw -49438.375443 + Penalty 390.501494 = -49047.873949 nChanged 54 SP:Iteration 6Q (1077.217568 sec): 3 clusters Score: Raw -49466.586743 + Penalty 390.501494 = -49076.085249 nChanged 42 SP:Iteration 7Q (1077.260228 sec): 3 clusters Score: Raw -49487.902582 + Penalty 390.501494 = -49097.401088 nChanged 41 SP:Iteration 8Q (1077.302727 sec): 3 clusters Score: Raw -49508.975328 + Penalty 390.501494 = -49118.473834 nChanged 35 SP:Iteration 9Q (1077.345226 sec): 3 clusters Score: Raw -49529.537515 + Penalty 390.501494 = -49139.036021 nChanged 34 SP:Iteration 10Q (1077.398798 sec): 3 clusters Score: Raw -49549.682717 + Penalty 390.501494 = -49159.181223 nChanged 38 SP:Iteration 11Q (1077.438348 sec): 3 clusters Score: Raw -49575.895480 + Penalty 390.501494 = -49185.393985 nChanged 41 SP:Iteration 12Q (1077.483099 sec): 3 clusters Score: Raw -49604.264768 + Penalty 390.501494 = -49213.763273 nChanged 33 SP:Iteration 13Q (1077.530788 sec): 3 clusters Score: Raw -49627.845887 + Penalty 390.501494 = -49237.344393 nChanged 28 SP:Iteration 14Q (1077.566885 sec): 3 clusters Score: Raw -49643.680685 + Penalty 390.501494 = -49253.179191 nChanged 18 SP:Iteration 15Q (1077.610898 sec): 3 clusters Score: Raw -49656.791610 + Penalty 390.501494 = -49266.290115 nChanged 25 SP:Iteration 16Q (1077.659733 sec): 3 clusters Score: Raw -49673.695875 + Penalty 390.501494 = -49283.194381 nChanged 28 SP:Iteration 17Q (1077.696121 sec): 3 clusters Score: Raw -49697.788438 + Penalty 390.501494 = -49307.286944 nChanged 28 SP:Iteration 18Q (1077.734375 sec): 3 clusters Score: Raw -49718.885052 + Penalty 390.501494 = -49328.383558 nChanged 26 SP:Iteration 19Q (1077.776693 sec): 3 clusters Score: Raw -49738.868448 + Penalty 390.501494 = -49348.366954 nChanged 24 SP:Iteration 20F (1077.825620 sec): 3 clusters Score: Raw -49765.466020 + Penalty 390.501494 = -49374.964525 nChanged 25 SP:Iteration 21Q (1077.875902 sec): 3 clusters Score: Raw -49788.471874 + Penalty 390.501494 = -49397.970379 nChanged 18 SP:Iteration 22Q (1077.917644 sec): 3 clusters Score: Raw -49796.097087 + Penalty 390.501494 = -49405.595593 nChanged 6 SP:Iteration 23Q (1077.966406 sec): 3 clusters Score: Raw -49799.118279 + Penalty 390.501494 = -49408.616785 nChanged 3 SP:Iteration 24Q (1078.012594 sec): 3 clusters Score: Raw -49800.398073 + Penalty 390.501494 = -49409.896578 nChanged 2 SP:Iteration 25Q (1078.032582 sec): 3 clusters Score: Raw -49801.267279 + Penalty 390.501494 = -49410.765785 nChanged 3 SP:Iteration 26Q (1078.035467 sec): 3 clusters Score: Raw -49802.017496 + Penalty 390.501494 = -49411.516001 nChanged 1 SP:Iteration 27Q (1078.038357 sec): 3 clusters Score: Raw -49802.368150 + Penalty 390.501494 = -49411.866655 nChanged 1 SP:Iteration 28Q (1078.041221 sec): 3 clusters Score: Raw -49802.488681 + Penalty 390.501494 = -49411.987187 nChanged 0 SP:Iteration 29F (1078.044091 sec): 3 clusters Score: Raw -49802.488681 + Penalty 390.501494 = -49411.987187 nChanged 0 Trying to split cluster 5 (11258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1078.086851 sec): 2 clusters Score: Raw -421798.249236 + Penalty 256.542942 = -421541.706294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1078.126188 sec): 3 clusters Score: Raw -414549.458233 + Penalty 513.085885 = -414036.372349 nChanged 5311 SP:Iteration 1F (1078.165565 sec): 3 clusters Score: Raw -418083.596187 + Penalty 513.085885 = -417570.510303 nChanged 751 SP:Iteration 2F (1078.220526 sec): 3 clusters Score: Raw -418524.851971 + Penalty 513.085885 = -418011.766086 nChanged 759 SP:Iteration 3F (1078.274758 sec): 3 clusters Score: Raw -419114.938270 + Penalty 513.085885 = -418601.852386 nChanged 709 SP:Iteration 4F (1078.330914 sec): 3 clusters Score: Raw -419589.537002 + Penalty 513.085885 = -419076.451117 nChanged 538 SP:Iteration 5Q (1078.385309 sec): 3 clusters Score: Raw -419867.554140 + Penalty 513.085885 = -419354.468255 nChanged 349 SP:Iteration 6Q (1078.423671 sec): 3 clusters Score: Raw -419970.510998 + Penalty 513.085885 = -419457.425113 nChanged 202 SP:Iteration 7Q (1078.478718 sec): 3 clusters Score: Raw -420015.432024 + Penalty 513.085885 = -419502.346139 nChanged 130 SP:Iteration 8Q (1078.535764 sec): 3 clusters Score: Raw -420039.809200 + Penalty 513.085885 = -419526.723315 nChanged 117 SP:Iteration 9Q (1078.579303 sec): 3 clusters Score: Raw -420062.639642 + Penalty 513.085885 = -419549.553758 nChanged 127 SP:Iteration 10Q (1078.636380 sec): 3 clusters Score: Raw -420087.675490 + Penalty 513.085885 = -419574.589606 nChanged 95 SP:Iteration 11Q (1078.692770 sec): 3 clusters Score: Raw -420106.191707 + Penalty 513.085885 = -419593.105823 nChanged 95 SP:Iteration 12Q (1078.738200 sec): 3 clusters Score: Raw -420123.175410 + Penalty 513.085885 = -419610.089526 nChanged 91 SP:Iteration 13Q (1078.781596 sec): 3 clusters Score: Raw -420137.652678 + Penalty 513.085885 = -419624.566793 nChanged 77 SP:Iteration 14Q (1078.846483 sec): 3 clusters Score: Raw -420149.074396 + Penalty 513.085885 = -419635.988511 nChanged 78 SP:Iteration 15Q (1078.891774 sec): 3 clusters Score: Raw -420158.097031 + Penalty 513.085885 = -419645.011146 nChanged 68 SP:Iteration 16Q (1078.922457 sec): 3 clusters Score: Raw -420165.537825 + Penalty 513.085885 = -419652.451940 nChanged 64 SP:Iteration 17Q (1078.978935 sec): 3 clusters Score: Raw -420172.726903 + Penalty 513.085885 = -419659.641019 nChanged 57 SP:Iteration 18Q (1079.032657 sec): 3 clusters Score: Raw -420179.660747 + Penalty 513.085885 = -419666.574863 nChanged 63 SP:Iteration 19Q (1079.088231 sec): 3 clusters Score: Raw -420188.893286 + Penalty 513.085885 = -419675.807401 nChanged 69 SP:Iteration 20F (1079.144482 sec): 3 clusters Score: Raw -420197.926234 + Penalty 513.085885 = -419684.840349 nChanged 83 SP:Iteration 21Q (1079.198875 sec): 3 clusters Score: Raw -420208.914476 + Penalty 513.085885 = -419695.828592 nChanged 83 SP:Iteration 22Q (1079.252430 sec): 3 clusters Score: Raw -420220.499548 + Penalty 513.085885 = -419707.413663 nChanged 85 SP:Iteration 23Q (1079.309183 sec): 3 clusters Score: Raw -420232.988862 + Penalty 513.085885 = -419719.902977 nChanged 90 SP:Iteration 24Q (1079.351118 sec): 3 clusters Score: Raw -420247.250883 + Penalty 513.085885 = -419734.164998 nChanged 90 SP:Iteration 25Q (1079.398027 sec): 3 clusters Score: Raw -420262.868487 + Penalty 513.085885 = -419749.782603 nChanged 104 SP:Iteration 26Q (1079.445456 sec): 3 clusters Score: Raw -420285.755212 + Penalty 513.085885 = -419772.669327 nChanged 112 SP:Iteration 27Q (1079.502206 sec): 3 clusters Score: Raw -420314.701078 + Penalty 513.085885 = -419801.615193 nChanged 130 SP:Iteration 28Q (1079.542223 sec): 3 clusters Score: Raw -420347.578515 + Penalty 513.085885 = -419834.492631 nChanged 132 SP:Iteration 29Q (1079.590686 sec): 3 clusters Score: Raw -420384.325710 + Penalty 513.085885 = -419871.239826 nChanged 159 SP:Iteration 30Q (1079.644921 sec): 3 clusters Score: Raw -420427.810571 + Penalty 513.085885 = -419914.724687 nChanged 164 SP:Iteration 31Q (1079.709638 sec): 3 clusters Score: Raw -420482.023166 + Penalty 513.085885 = -419968.937281 nChanged 163 SP:Iteration 32Q (1079.758817 sec): 3 clusters Score: Raw -420533.269195 + Penalty 513.085885 = -420020.183311 nChanged 167 SP:Iteration 33Q (1079.805533 sec): 3 clusters Score: Raw -420582.554424 + Penalty 513.085885 = -420069.468539 nChanged 183 SP:Iteration 34Q (1079.837324 sec): 3 clusters Score: Raw -420645.363017 + Penalty 513.085885 = -420132.277132 nChanged 196 SP:Iteration 35Q (1079.903508 sec): 3 clusters Score: Raw -420714.117512 + Penalty 513.085885 = -420201.031627 nChanged 180 SP:Iteration 36Q (1079.935343 sec): 3 clusters Score: Raw -420776.818125 + Penalty 513.085885 = -420263.732240 nChanged 189 SP:Iteration 37Q (1079.994358 sec): 3 clusters Score: Raw -420847.148833 + Penalty 513.085885 = -420334.062948 nChanged 194 SP:Iteration 38Q (1080.038875 sec): 3 clusters Score: Raw -420932.576821 + Penalty 513.085885 = -420419.490936 nChanged 196 SP:Iteration 39Q (1080.093957 sec): 3 clusters Score: Raw -421019.150038 + Penalty 513.085885 = -420506.064153 nChanged 177 SP:Iteration 40F (1080.148168 sec): 3 clusters Score: Raw -421101.345081 + Penalty 513.085885 = -420588.259197 nChanged 170 SP:Iteration 41Q (1080.203159 sec): 3 clusters Score: Raw -421181.437254 + Penalty 513.085885 = -420668.351369 nChanged 154 SP:Iteration 42Q (1080.244248 sec): 3 clusters Score: Raw -421257.102721 + Penalty 513.085885 = -420744.016836 nChanged 150 SP:Iteration 43Q (1080.298919 sec): 3 clusters Score: Raw -421336.215698 + Penalty 513.085885 = -420823.129814 nChanged 143 SP:Iteration 44Q (1080.353757 sec): 3 clusters Score: Raw -421401.441482 + Penalty 513.085885 = -420888.355597 nChanged 127 SP:Iteration 45Q (1080.408344 sec): 3 clusters Score: Raw -421461.569548 + Penalty 513.085885 = -420948.483664 nChanged 113 SP:Iteration 46Q (1080.463140 sec): 3 clusters Score: Raw -421516.641416 + Penalty 513.085885 = -421003.555531 nChanged 103 SP:Iteration 47Q (1080.517233 sec): 3 clusters Score: Raw -421564.595562 + Penalty 513.085885 = -421051.509678 nChanged 87 SP:Iteration 48Q (1080.571475 sec): 3 clusters Score: Raw -421601.797860 + Penalty 513.085885 = -421088.711975 nChanged 63 SP:Iteration 49Q (1080.623903 sec): 3 clusters Score: Raw -421629.792992 + Penalty 513.085885 = -421116.707108 nChanged 57 SP:Iteration 50Q (1080.680114 sec): 3 clusters Score: Raw -421651.878379 + Penalty 513.085885 = -421138.792494 nChanged 44 SP:Iteration 51Q (1080.720504 sec): 3 clusters Score: Raw -421666.097527 + Penalty 513.085885 = -421153.011643 nChanged 36 SP:Iteration 52Q (1080.776485 sec): 3 clusters Score: Raw -421674.934213 + Penalty 513.085885 = -421161.848328 nChanged 31 SP:Iteration 53Q (1080.820826 sec): 3 clusters Score: Raw -421681.421120 + Penalty 513.085885 = -421168.335236 nChanged 25 SP:Iteration 54Q (1080.861003 sec): 3 clusters Score: Raw -421686.909213 + Penalty 513.085885 = -421173.823328 nChanged 22 SP:Iteration 55Q (1080.919793 sec): 3 clusters Score: Raw -421692.300039 + Penalty 513.085885 = -421179.214154 nChanged 24 SP:Iteration 56Q (1080.965919 sec): 3 clusters Score: Raw -421698.316900 + Penalty 513.085885 = -421185.231015 nChanged 24 SP:Iteration 57Q (1081.018802 sec): 3 clusters Score: Raw -421703.628677 + Penalty 513.085885 = -421190.542792 nChanged 22 SP:Iteration 58Q (1081.069383 sec): 3 clusters Score: Raw -421710.585496 + Penalty 513.085885 = -421197.499611 nChanged 30 SP:Iteration 59Q (1081.123484 sec): 3 clusters Score: Raw -421720.275133 + Penalty 513.085885 = -421207.189249 nChanged 32 SP:Iteration 60F (1081.179814 sec): 3 clusters Score: Raw -421730.495892 + Penalty 513.085885 = -421217.410007 nChanged 27 SP:Iteration 61Q (1081.246957 sec): 3 clusters Score: Raw -421736.968179 + Penalty 513.085885 = -421223.882295 nChanged 21 SP:Iteration 62Q (1081.287100 sec): 3 clusters Score: Raw -421741.415011 + Penalty 513.085885 = -421228.329126 nChanged 16 SP:Iteration 63Q (1081.341955 sec): 3 clusters Score: Raw -421745.328265 + Penalty 513.085885 = -421232.242380 nChanged 12 SP:Iteration 64Q (1081.396785 sec): 3 clusters Score: Raw -421747.276525 + Penalty 513.085885 = -421234.190641 nChanged 7 SP:Iteration 65Q (1081.450952 sec): 3 clusters Score: Raw -421748.240891 + Penalty 513.085885 = -421235.155007 nChanged 5 SP:Iteration 66Q (1081.505293 sec): 3 clusters Score: Raw -421749.311286 + Penalty 513.085885 = -421236.225402 nChanged 10 SP:Iteration 67Q (1081.559735 sec): 3 clusters Score: Raw -421751.121803 + Penalty 513.085885 = -421238.035918 nChanged 14 SP:Iteration 68Q (1081.626601 sec): 3 clusters Score: Raw -421756.144182 + Penalty 513.085885 = -421243.058298 nChanged 19 SP:Iteration 69Q (1081.676030 sec): 3 clusters Score: Raw -421763.792579 + Penalty 513.085885 = -421250.706694 nChanged 18 SP:Iteration 70Q (1081.712104 sec): 3 clusters Score: Raw -421771.649751 + Penalty 513.085885 = -421258.563866 nChanged 19 SP:Iteration 71Q (1081.765994 sec): 3 clusters Score: Raw -421783.970307 + Penalty 513.085885 = -421270.884422 nChanged 18 SP:Iteration 72Q (1081.819779 sec): 3 clusters Score: Raw -421795.824525 + Penalty 513.085885 = -421282.738640 nChanged 18 SP:Iteration 73Q (1081.873844 sec): 3 clusters Score: Raw -421801.416061 + Penalty 513.085885 = -421288.330177 nChanged 11 SP:Iteration 74Q (1081.929119 sec): 3 clusters Score: Raw -421803.740896 + Penalty 513.085885 = -421290.655011 nChanged 6 SP:Iteration 75Q (1081.981647 sec): 3 clusters Score: Raw -421805.088311 + Penalty 513.085885 = -421292.002426 nChanged 5 SP:Iteration 76Q (1082.026478 sec): 3 clusters Score: Raw -421806.688237 + Penalty 513.085885 = -421293.602352 nChanged 4 SP:Iteration 77Q (1082.077259 sec): 3 clusters Score: Raw -421808.158283 + Penalty 513.085885 = -421295.072399 nChanged 4 SP:Iteration 78Q (1082.121992 sec): 3 clusters Score: Raw -421808.894550 + Penalty 513.085885 = -421295.808666 nChanged 1 SP:Iteration 79Q (1082.171693 sec): 3 clusters Score: Raw -421808.958525 + Penalty 513.085885 = -421295.872641 nChanged 0 SP:Iteration 80F (1082.210883 sec): 3 clusters Score: Raw -421808.958525 + Penalty 513.085885 = -421295.872641 nChanged 0 Trying to split cluster 6 (3394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1082.247375 sec): 2 clusters Score: Raw -130831.876568 + Penalty 223.568522 = -130608.308046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1082.287274 sec): 3 clusters Score: Raw -128768.637691 + Penalty 447.137045 = -128321.500646 nChanged 1531 SP:Iteration 1F (1082.344496 sec): 3 clusters Score: Raw -129699.840807 + Penalty 447.137045 = -129252.703763 nChanged 206 SP:Iteration 2F (1082.375610 sec): 3 clusters Score: Raw -129784.272615 + Penalty 447.137045 = -129337.135571 nChanged 162 SP:Iteration 3Q (1082.424715 sec): 3 clusters Score: Raw -129862.333528 + Penalty 447.137045 = -129415.196484 nChanged 156 SP:Iteration 4Q (1082.468810 sec): 3 clusters Score: Raw -129955.960494 + Penalty 447.137045 = -129508.823450 nChanged 154 SP:Iteration 5Q (1082.513118 sec): 3 clusters Score: Raw -130048.243912 + Penalty 447.137045 = -129601.106867 nChanged 146 SP:Iteration 6Q (1082.556679 sec): 3 clusters Score: Raw -130151.879437 + Penalty 447.137045 = -129704.742392 nChanged 171 SP:Iteration 7F (1082.600556 sec): 3 clusters Score: Raw -130277.861674 + Penalty 447.137045 = -129830.724629 nChanged 149 SP:Iteration 8Q (1082.644718 sec): 3 clusters Score: Raw -130364.822718 + Penalty 447.137045 = -129917.685673 nChanged 113 SP:Iteration 9Q (1082.687724 sec): 3 clusters Score: Raw -130425.021526 + Penalty 447.137045 = -129977.884482 nChanged 89 SP:Iteration 10Q (1082.721743 sec): 3 clusters Score: Raw -130468.633899 + Penalty 447.137045 = -130021.496854 nChanged 73 SP:Iteration 11Q (1082.776220 sec): 3 clusters Score: Raw -130506.666768 + Penalty 447.137045 = -130059.529723 nChanged 68 SP:Iteration 12Q (1082.821094 sec): 3 clusters Score: Raw -130537.750133 + Penalty 447.137045 = -130090.613089 nChanged 49 SP:Iteration 13Q (1082.851518 sec): 3 clusters Score: Raw -130555.303833 + Penalty 447.137045 = -130108.166789 nChanged 40 SP:Iteration 14Q (1082.903081 sec): 3 clusters Score: Raw -130571.080826 + Penalty 447.137045 = -130123.943782 nChanged 49 SP:Iteration 15Q (1082.949880 sec): 3 clusters Score: Raw -130590.205515 + Penalty 447.137045 = -130143.068471 nChanged 46 SP:Iteration 16Q (1083.000844 sec): 3 clusters Score: Raw -130611.031403 + Penalty 447.137045 = -130163.894358 nChanged 46 SP:Iteration 17Q (1083.051756 sec): 3 clusters Score: Raw -130629.228668 + Penalty 447.137045 = -130182.091623 nChanged 42 SP:Iteration 18Q (1083.103095 sec): 3 clusters Score: Raw -130640.524532 + Penalty 447.137045 = -130193.387487 nChanged 34 SP:Iteration 19Q (1083.151268 sec): 3 clusters Score: Raw -130649.986588 + Penalty 447.137045 = -130202.849544 nChanged 26 SP:Iteration 20F (1083.205004 sec): 3 clusters Score: Raw -130654.182049 + Penalty 447.137045 = -130207.045005 nChanged 18 SP:Iteration 21Q (1083.244408 sec): 3 clusters Score: Raw -130656.746028 + Penalty 447.137045 = -130209.608983 nChanged 11 SP:Iteration 22Q (1083.283616 sec): 3 clusters Score: Raw -130657.964704 + Penalty 447.137045 = -130210.827660 nChanged 12 SP:Iteration 23Q (1083.326647 sec): 3 clusters Score: Raw -130659.808655 + Penalty 447.137045 = -130212.671611 nChanged 13 SP:Iteration 24Q (1083.377954 sec): 3 clusters Score: Raw -130661.794201 + Penalty 447.137045 = -130214.657157 nChanged 13 SP:Iteration 25Q (1083.421972 sec): 3 clusters Score: Raw -130663.765088 + Penalty 447.137045 = -130216.628043 nChanged 13 SP:Iteration 26Q (1083.440528 sec): 3 clusters Score: Raw -130665.255925 + Penalty 447.137045 = -130218.118881 nChanged 7 SP:Iteration 27Q (1083.447604 sec): 3 clusters Score: Raw -130666.264730 + Penalty 447.137045 = -130219.127685 nChanged 7 SP:Iteration 28Q (1083.454617 sec): 3 clusters Score: Raw -130667.306192 + Penalty 447.137045 = -130220.169147 nChanged 8 SP:Iteration 29Q (1083.461696 sec): 3 clusters Score: Raw -130667.980484 + Penalty 447.137045 = -130220.843440 nChanged 4 SP:Iteration 30Q (1083.468715 sec): 3 clusters Score: Raw -130668.529750 + Penalty 447.137045 = -130221.392705 nChanged 8 SP:Iteration 31Q (1083.512247 sec): 3 clusters Score: Raw -130669.231938 + Penalty 447.137045 = -130222.094894 nChanged 4 SP:Iteration 32Q (1083.556728 sec): 3 clusters Score: Raw -130669.477061 + Penalty 447.137045 = -130222.340016 nChanged 4 SP:Iteration 33Q (1083.609445 sec): 3 clusters Score: Raw -130669.750021 + Penalty 447.137045 = -130222.612977 nChanged 1 SP:Iteration 34Q (1083.660611 sec): 3 clusters Score: Raw -130669.808211 + Penalty 447.137045 = -130222.671167 nChanged 1 SP:Iteration 35Q (1083.707195 sec): 3 clusters Score: Raw -130669.898485 + Penalty 447.137045 = -130222.761441 nChanged 1 SP:Iteration 36Q (1083.758155 sec): 3 clusters Score: Raw -130669.920353 + Penalty 447.137045 = -130222.783308 nChanged 1 SP:Iteration 37Q (1083.809184 sec): 3 clusters Score: Raw -130669.927600 + Penalty 447.137045 = -130222.790555 nChanged 1 SP:Iteration 38Q (1083.849652 sec): 3 clusters Score: Raw -130669.945375 + Penalty 447.137045 = -130222.808330 nChanged 0 SP:Iteration 39F (1083.894420 sec): 3 clusters Score: Raw -130669.945375 + Penalty 447.137045 = -130222.808330 nChanged 0 Trying to split cluster 7 (3239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1083.914465 sec): 2 clusters Score: Raw -126528.146856 + Penalty 222.283048 = -126305.863808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1083.963876 sec): 3 clusters Score: Raw -124642.095446 + Penalty 444.566096 = -124197.529350 nChanged 1447 SP:Iteration 1F (1084.015128 sec): 3 clusters Score: Raw -125665.222115 + Penalty 444.566096 = -125220.656020 nChanged 256 SP:Iteration 2F (1084.064776 sec): 3 clusters Score: Raw -125839.466734 + Penalty 444.566096 = -125394.900639 nChanged 170 SP:Iteration 3F (1084.115939 sec): 3 clusters Score: Raw -125943.350807 + Penalty 444.566096 = -125498.784712 nChanged 172 SP:Iteration 4F (1084.161725 sec): 3 clusters Score: Raw -126043.017393 + Penalty 444.566096 = -125598.451297 nChanged 126 SP:Iteration 5Q (1084.206852 sec): 3 clusters Score: Raw -126097.912752 + Penalty 444.566096 = -125653.346657 nChanged 75 SP:Iteration 6Q (1084.258460 sec): 3 clusters Score: Raw -126122.604686 + Penalty 444.566096 = -125678.038591 nChanged 53 SP:Iteration 7Q (1084.309757 sec): 3 clusters Score: Raw -126142.827668 + Penalty 444.566096 = -125698.261573 nChanged 54 SP:Iteration 8Q (1084.354006 sec): 3 clusters Score: Raw -126162.196952 + Penalty 444.566096 = -125717.630856 nChanged 53 SP:Iteration 9Q (1084.404364 sec): 3 clusters Score: Raw -126172.659991 + Penalty 444.566096 = -125728.093896 nChanged 31 SP:Iteration 10Q (1084.450285 sec): 3 clusters Score: Raw -126178.215795 + Penalty 444.566096 = -125733.649699 nChanged 17 SP:Iteration 11Q (1084.499765 sec): 3 clusters Score: Raw -126180.081528 + Penalty 444.566096 = -125735.515432 nChanged 19 SP:Iteration 12Q (1084.535526 sec): 3 clusters Score: Raw -126182.497003 + Penalty 444.566096 = -125737.930907 nChanged 17 SP:Iteration 13Q (1084.576915 sec): 3 clusters Score: Raw -126185.036810 + Penalty 444.566096 = -125740.470714 nChanged 16 SP:Iteration 14Q (1084.619769 sec): 3 clusters Score: Raw -126186.539577 + Penalty 444.566096 = -125741.973482 nChanged 14 SP:Iteration 15Q (1084.670434 sec): 3 clusters Score: Raw -126188.191642 + Penalty 444.566096 = -125743.625546 nChanged 9 SP:Iteration 16Q (1084.711115 sec): 3 clusters Score: Raw -126189.064394 + Penalty 444.566096 = -125744.498298 nChanged 12 SP:Iteration 17Q (1084.761917 sec): 3 clusters Score: Raw -126190.836663 + Penalty 444.566096 = -125746.270567 nChanged 14 SP:Iteration 18Q (1084.812249 sec): 3 clusters Score: Raw -126193.627015 + Penalty 444.566096 = -125749.060919 nChanged 18 SP:Iteration 19Q (1084.862987 sec): 3 clusters Score: Raw -126196.264996 + Penalty 444.566096 = -125751.698900 nChanged 22 SP:Iteration 20F (1084.913552 sec): 3 clusters Score: Raw -126199.838880 + Penalty 444.566096 = -125755.272784 nChanged 19 SP:Iteration 21Q (1084.964157 sec): 3 clusters Score: Raw -126203.173096 + Penalty 444.566096 = -125758.607000 nChanged 14 SP:Iteration 22Q (1085.011934 sec): 3 clusters Score: Raw -126205.390817 + Penalty 444.566096 = -125760.824721 nChanged 15 SP:Iteration 23Q (1085.048290 sec): 3 clusters Score: Raw -126207.829945 + Penalty 444.566096 = -125763.263849 nChanged 18 SP:Iteration 24Q (1085.100056 sec): 3 clusters Score: Raw -126210.788154 + Penalty 444.566096 = -125766.222058 nChanged 17 SP:Iteration 25Q (1085.134245 sec): 3 clusters Score: Raw -126213.184450 + Penalty 444.566096 = -125768.618355 nChanged 17 SP:Iteration 26Q (1085.173192 sec): 3 clusters Score: Raw -126215.535250 + Penalty 444.566096 = -125770.969155 nChanged 23 SP:Iteration 27Q (1085.217852 sec): 3 clusters Score: Raw -126220.142336 + Penalty 444.566096 = -125775.576241 nChanged 34 SP:Iteration 28Q (1085.257255 sec): 3 clusters Score: Raw -126227.776175 + Penalty 444.566096 = -125783.210079 nChanged 28 SP:Iteration 29Q (1085.304686 sec): 3 clusters Score: Raw -126234.180898 + Penalty 444.566096 = -125789.614802 nChanged 37 SP:Iteration 30Q (1085.356487 sec): 3 clusters Score: Raw -126245.565009 + Penalty 444.566096 = -125800.998914 nChanged 45 SP:Iteration 31Q (1085.402309 sec): 3 clusters Score: Raw -126259.252362 + Penalty 444.566096 = -125814.686266 nChanged 35 SP:Iteration 32Q (1085.445330 sec): 3 clusters Score: Raw -126271.964747 + Penalty 444.566096 = -125827.398652 nChanged 35 SP:Iteration 33Q (1085.487598 sec): 3 clusters Score: Raw -126282.984168 + Penalty 444.566096 = -125838.418072 nChanged 33 SP:Iteration 34Q (1085.531086 sec): 3 clusters Score: Raw -126291.312185 + Penalty 444.566096 = -125846.746089 nChanged 34 SP:Iteration 35Q (1085.575014 sec): 3 clusters Score: Raw -126298.457627 + Penalty 444.566096 = -125853.891532 nChanged 33 SP:Iteration 36Q (1085.614644 sec): 3 clusters Score: Raw -126306.065661 + Penalty 444.566096 = -125861.499565 nChanged 31 SP:Iteration 37Q (1085.658585 sec): 3 clusters Score: Raw -126311.826097 + Penalty 444.566096 = -125867.260002 nChanged 23 SP:Iteration 38Q (1085.705383 sec): 3 clusters Score: Raw -126316.246343 + Penalty 444.566096 = -125871.680247 nChanged 25 SP:Iteration 39Q (1085.742260 sec): 3 clusters Score: Raw -126321.197808 + Penalty 444.566096 = -125876.631713 nChanged 30 SP:Iteration 40F (1085.790767 sec): 3 clusters Score: Raw -126329.299876 + Penalty 444.566096 = -125884.733780 nChanged 35 SP:Iteration 41Q (1085.835686 sec): 3 clusters Score: Raw -126341.941189 + Penalty 444.566096 = -125897.375094 nChanged 46 SP:Iteration 42Q (1085.890048 sec): 3 clusters Score: Raw -126358.265888 + Penalty 444.566096 = -125913.699793 nChanged 35 SP:Iteration 43Q (1085.934021 sec): 3 clusters Score: Raw -126371.490132 + Penalty 444.566096 = -125926.924036 nChanged 26 SP:Iteration 44Q (1085.967069 sec): 3 clusters Score: Raw -126379.991423 + Penalty 444.566096 = -125935.425328 nChanged 39 SP:Iteration 45Q (1086.012031 sec): 3 clusters Score: Raw -126394.256590 + Penalty 444.566096 = -125949.690495 nChanged 47 SP:Iteration 46Q (1086.056089 sec): 3 clusters Score: Raw -126416.422228 + Penalty 444.566096 = -125971.856133 nChanged 45 SP:Iteration 47Q (1086.110470 sec): 3 clusters Score: Raw -126438.713202 + Penalty 444.566096 = -125994.147106 nChanged 42 SP:Iteration 48Q (1086.145067 sec): 3 clusters Score: Raw -126458.207083 + Penalty 444.566096 = -126013.640988 nChanged 41 SP:Iteration 49Q (1086.187898 sec): 3 clusters Score: Raw -126476.474808 + Penalty 444.566096 = -126031.908713 nChanged 27 SP:Iteration 50Q (1086.236493 sec): 3 clusters Score: Raw -126488.593803 + Penalty 444.566096 = -126044.027708 nChanged 30 SP:Iteration 51Q (1086.287400 sec): 3 clusters Score: Raw -126500.686803 + Penalty 444.566096 = -126056.120707 nChanged 25 SP:Iteration 52Q (1086.336693 sec): 3 clusters Score: Raw -126510.161670 + Penalty 444.566096 = -126065.595574 nChanged 22 SP:Iteration 53Q (1086.381475 sec): 3 clusters Score: Raw -126522.089498 + Penalty 444.566096 = -126077.523403 nChanged 26 SP:Iteration 54Q (1086.434902 sec): 3 clusters Score: Raw -126538.025336 + Penalty 444.566096 = -126093.459240 nChanged 29 SP:Iteration 55Q (1086.459990 sec): 3 clusters Score: Raw -126556.141184 + Penalty 444.566096 = -126111.575088 nChanged 23 SP:Iteration 56Q (1086.504317 sec): 3 clusters Score: Raw -126570.266156 + Penalty 444.566096 = -126125.700060 nChanged 12 SP:Iteration 57Q (1086.542231 sec): 3 clusters Score: Raw -126573.269723 + Penalty 444.566096 = -126128.703627 nChanged 4 SP:Iteration 58Q (1086.586168 sec): 3 clusters Score: Raw -126573.674731 + Penalty 444.566096 = -126129.108635 nChanged 2 SP:Iteration 59Q (1086.631859 sec): 3 clusters Score: Raw -126574.292345 + Penalty 444.566096 = -126129.726250 nChanged 2 SP:Iteration 60F (1086.679526 sec): 3 clusters Score: Raw -126575.109141 + Penalty 444.566096 = -126130.543045 nChanged 3 SP:Iteration 61Q (1086.724947 sec): 3 clusters Score: Raw -126576.127638 + Penalty 444.566096 = -126131.561542 nChanged 3 SP:Iteration 62Q (1086.774022 sec): 3 clusters Score: Raw -126576.844889 + Penalty 444.566096 = -126132.278793 nChanged 3 SP:Iteration 63Q (1086.828847 sec): 3 clusters Score: Raw -126577.293982 + Penalty 444.566096 = -126132.727886 nChanged 3 SP:Iteration 64Q (1086.859486 sec): 3 clusters Score: Raw -126577.816794 + Penalty 444.566096 = -126133.250698 nChanged 1 SP:Iteration 65Q (1086.910059 sec): 3 clusters Score: Raw -126578.129340 + Penalty 444.566096 = -126133.563245 nChanged 0 SP:Iteration 66F (1086.953976 sec): 3 clusters Score: Raw -126578.129340 + Penalty 444.566096 = -126133.563245 nChanged 0 Trying to split cluster 8 (1010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1086.978677 sec): 2 clusters Score: Raw -39522.111687 + Penalty 190.236904 = -39331.874783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1087.026899 sec): 3 clusters Score: Raw -38971.138788 + Penalty 380.473809 = -38590.664980 nChanged 423 SP:Iteration 1F (1087.068169 sec): 3 clusters Score: Raw -39183.590683 + Penalty 380.473809 = -38803.116874 nChanged 84 SP:Iteration 2F (1087.110712 sec): 3 clusters Score: Raw -39238.200370 + Penalty 380.473809 = -38857.726562 nChanged 55 SP:Iteration 3F (1087.153057 sec): 3 clusters Score: Raw -39274.997282 + Penalty 380.473809 = -38894.523474 nChanged 50 SP:Iteration 4Q (1087.190267 sec): 3 clusters Score: Raw -39306.986979 + Penalty 380.473809 = -38926.513171 nChanged 41 SP:Iteration 5Q (1087.239866 sec): 3 clusters Score: Raw -39331.047424 + Penalty 380.473809 = -38950.573615 nChanged 50 SP:Iteration 6Q (1087.289853 sec): 3 clusters Score: Raw -39366.389473 + Penalty 380.473809 = -38985.915665 nChanged 40 SP:Iteration 7Q (1087.342741 sec): 3 clusters Score: Raw -39386.827517 + Penalty 380.473809 = -39006.353709 nChanged 28 SP:Iteration 8Q (1087.385001 sec): 3 clusters Score: Raw -39401.174162 + Penalty 380.473809 = -39020.700354 nChanged 24 SP:Iteration 9Q (1087.417601 sec): 3 clusters Score: Raw -39411.589511 + Penalty 380.473809 = -39031.115702 nChanged 20 SP:Iteration 10Q (1087.459284 sec): 3 clusters Score: Raw -39422.939019 + Penalty 380.473809 = -39042.465210 nChanged 14 SP:Iteration 11Q (1087.500780 sec): 3 clusters Score: Raw -39430.113574 + Penalty 380.473809 = -39049.639766 nChanged 9 SP:Iteration 12Q (1087.542810 sec): 3 clusters Score: Raw -39434.758976 + Penalty 380.473809 = -39054.285167 nChanged 10 SP:Iteration 13Q (1087.595068 sec): 3 clusters Score: Raw -39438.961391 + Penalty 380.473809 = -39058.487582 nChanged 13 SP:Iteration 14Q (1087.620078 sec): 3 clusters Score: Raw -39447.332102 + Penalty 380.473809 = -39066.858293 nChanged 15 SP:Iteration 15Q (1087.663535 sec): 3 clusters Score: Raw -39454.115399 + Penalty 380.473809 = -39073.641591 nChanged 14 SP:Iteration 16Q (1087.706479 sec): 3 clusters Score: Raw -39462.397202 + Penalty 380.473809 = -39081.923394 nChanged 11 SP:Iteration 17Q (1087.744539 sec): 3 clusters Score: Raw -39476.905056 + Penalty 380.473809 = -39096.431247 nChanged 18 SP:Iteration 18Q (1087.787096 sec): 3 clusters Score: Raw -39491.000100 + Penalty 380.473809 = -39110.526291 nChanged 13 SP:Iteration 19Q (1087.835545 sec): 3 clusters Score: Raw -39500.573578 + Penalty 380.473809 = -39120.099770 nChanged 10 SP:Iteration 20F (1087.874138 sec): 3 clusters Score: Raw -39506.563372 + Penalty 380.473809 = -39126.089564 nChanged 12 SP:Iteration 21Q (1087.916069 sec): 3 clusters Score: Raw -39510.972402 + Penalty 380.473809 = -39130.498594 nChanged 4 SP:Iteration 22Q (1087.961689 sec): 3 clusters Score: Raw -39512.769630 + Penalty 380.473809 = -39132.295822 nChanged 3 SP:Iteration 23Q (1087.994106 sec): 3 clusters Score: Raw -39514.067063 + Penalty 380.473809 = -39133.593255 nChanged 3 SP:Iteration 24Q (1088.036123 sec): 3 clusters Score: Raw -39515.024982 + Penalty 380.473809 = -39134.551174 nChanged 0 SP:Iteration 25F (1088.088664 sec): 3 clusters Score: Raw -39515.024982 + Penalty 380.473809 = -39134.551174 nChanged 0 Trying to split cluster 9 (4935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1088.105468 sec): 2 clusters Score: Raw -196555.171712 + Penalty 233.862969 = -196321.308743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1088.147216 sec): 3 clusters Score: Raw -193465.655377 + Penalty 467.725937 = -192997.929440 nChanged 2289 SP:Iteration 1F (1088.198582 sec): 3 clusters Score: Raw -194736.661862 + Penalty 467.725937 = -194268.935925 nChanged 317 SP:Iteration 2F (1088.249246 sec): 3 clusters Score: Raw -194889.879526 + Penalty 467.725937 = -194422.153588 nChanged 292 SP:Iteration 3F (1088.287055 sec): 3 clusters Score: Raw -195053.551370 + Penalty 467.725937 = -194585.825433 nChanged 292 SP:Iteration 4F (1088.338583 sec): 3 clusters Score: Raw -195223.379097 + Penalty 467.725937 = -194755.653160 nChanged 298 SP:Iteration 5F (1088.390573 sec): 3 clusters Score: Raw -195450.448178 + Penalty 467.725937 = -194982.722241 nChanged 324 SP:Iteration 6F (1088.442001 sec): 3 clusters Score: Raw -195748.354967 + Penalty 467.725937 = -195280.629030 nChanged 316 SP:Iteration 7F (1088.493267 sec): 3 clusters Score: Raw -196047.961998 + Penalty 467.725937 = -195580.236061 nChanged 216 SP:Iteration 8Q (1088.537029 sec): 3 clusters Score: Raw -196229.800206 + Penalty 467.725937 = -195762.074269 nChanged 146 SP:Iteration 9Q (1088.588311 sec): 3 clusters Score: Raw -196346.881178 + Penalty 467.725937 = -195879.155241 nChanged 124 SP:Iteration 10Q (1088.650548 sec): 3 clusters Score: Raw -196437.904881 + Penalty 467.725937 = -195970.178944 nChanged 82 SP:Iteration 11Q (1088.700609 sec): 3 clusters Score: Raw -196497.370494 + Penalty 467.725937 = -196029.644556 nChanged 50 SP:Iteration 12Q (1088.743032 sec): 3 clusters Score: Raw -196530.528208 + Penalty 467.725937 = -196062.802271 nChanged 38 SP:Iteration 13Q (1088.793419 sec): 3 clusters Score: Raw -196564.619047 + Penalty 467.725937 = -196096.893109 nChanged 19 SP:Iteration 14Q (1088.845106 sec): 3 clusters Score: Raw -196576.973544 + Penalty 467.725937 = -196109.247607 nChanged 12 SP:Iteration 15Q (1088.878601 sec): 3 clusters Score: Raw -196584.642614 + Penalty 467.725937 = -196116.916676 nChanged 10 SP:Iteration 16Q (1088.926240 sec): 3 clusters Score: Raw -196593.287789 + Penalty 467.725937 = -196125.561852 nChanged 9 SP:Iteration 17Q (1088.971750 sec): 3 clusters Score: Raw -196599.479603 + Penalty 467.725937 = -196131.753666 nChanged 9 SP:Iteration 18Q (1089.023258 sec): 3 clusters Score: Raw -196605.543715 + Penalty 467.725937 = -196137.817778 nChanged 6 SP:Iteration 19Q (1089.064074 sec): 3 clusters Score: Raw -196608.151102 + Penalty 467.725937 = -196140.425165 nChanged 4 SP:Iteration 20F (1089.119871 sec): 3 clusters Score: Raw -196610.632279 + Penalty 467.725937 = -196142.906342 nChanged 7 SP:Iteration 21Q (1089.164931 sec): 3 clusters Score: Raw -196614.741178 + Penalty 467.725937 = -196147.015240 nChanged 2 SP:Iteration 22Q (1089.196942 sec): 3 clusters Score: Raw -196615.805855 + Penalty 467.725937 = -196148.079918 nChanged 3 SP:Iteration 23Q (1089.241993 sec): 3 clusters Score: Raw -196616.680428 + Penalty 467.725937 = -196148.954490 nChanged 1 SP:Iteration 24Q (1089.281079 sec): 3 clusters Score: Raw -196617.143691 + Penalty 467.725937 = -196149.417753 nChanged 0 SP:Iteration 25F (1089.332264 sec): 3 clusters Score: Raw -196617.143691 + Penalty 467.725937 = -196149.417753 nChanged 0 Trying to split cluster 10 (2426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1089.356952 sec): 2 clusters Score: Raw -99040.763163 + Penalty 214.334975 = -98826.428188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1089.395263 sec): 3 clusters Score: Raw -97603.144232 + Penalty 428.669950 = -97174.474282 nChanged 1054 SP:Iteration 1F (1089.444844 sec): 3 clusters Score: Raw -98175.186831 + Penalty 428.669950 = -97746.516881 nChanged 130 SP:Iteration 2F (1089.489756 sec): 3 clusters Score: Raw -98237.857782 + Penalty 428.669950 = -97809.187832 nChanged 134 SP:Iteration 3F (1089.540876 sec): 3 clusters Score: Raw -98295.916467 + Penalty 428.669950 = -97867.246517 nChanged 105 SP:Iteration 4Q (1089.583547 sec): 3 clusters Score: Raw -98338.813749 + Penalty 428.669950 = -97910.143799 nChanged 80 SP:Iteration 5Q (1089.634908 sec): 3 clusters Score: Raw -98376.076905 + Penalty 428.669950 = -97947.406955 nChanged 87 SP:Iteration 6Q (1089.685369 sec): 3 clusters Score: Raw -98439.036714 + Penalty 428.669950 = -98010.366764 nChanged 109 SP:Iteration 7Q (1089.719277 sec): 3 clusters Score: Raw -98528.402745 + Penalty 428.669950 = -98099.732795 nChanged 120 SP:Iteration 8Q (1089.766554 sec): 3 clusters Score: Raw -98639.080103 + Penalty 428.669950 = -98210.410153 nChanged 100 SP:Iteration 9Q (1089.807845 sec): 3 clusters Score: Raw -98743.784671 + Penalty 428.669950 = -98315.114721 nChanged 101 SP:Iteration 10Q (1089.849685 sec): 3 clusters Score: Raw -98817.239442 + Penalty 428.669950 = -98388.569492 nChanged 61 SP:Iteration 11Q (1089.900737 sec): 3 clusters Score: Raw -98853.142579 + Penalty 428.669950 = -98424.472629 nChanged 42 SP:Iteration 12Q (1089.946633 sec): 3 clusters Score: Raw -98875.594865 + Penalty 428.669950 = -98446.924915 nChanged 38 SP:Iteration 13Q (1089.997385 sec): 3 clusters Score: Raw -98891.761219 + Penalty 428.669950 = -98463.091269 nChanged 26 SP:Iteration 14Q (1090.041664 sec): 3 clusters Score: Raw -98905.041605 + Penalty 428.669950 = -98476.371655 nChanged 32 SP:Iteration 15Q (1090.099710 sec): 3 clusters Score: Raw -98920.572502 + Penalty 428.669950 = -98491.902552 nChanged 32 SP:Iteration 16Q (1090.141426 sec): 3 clusters Score: Raw -98938.541251 + Penalty 428.669950 = -98509.871302 nChanged 20 SP:Iteration 17Q (1090.192082 sec): 3 clusters Score: Raw -98948.395644 + Penalty 428.669950 = -98519.725694 nChanged 19 SP:Iteration 18Q (1090.242962 sec): 3 clusters Score: Raw -98957.021450 + Penalty 428.669950 = -98528.351500 nChanged 16 SP:Iteration 19Q (1090.291114 sec): 3 clusters Score: Raw -98964.016928 + Penalty 428.669950 = -98535.346978 nChanged 18 SP:Iteration 20F (1090.341786 sec): 3 clusters Score: Raw -98971.014608 + Penalty 428.669950 = -98542.344658 nChanged 15 SP:Iteration 21Q (1090.388485 sec): 3 clusters Score: Raw -98977.571893 + Penalty 428.669950 = -98548.901943 nChanged 15 SP:Iteration 22Q (1090.427107 sec): 3 clusters Score: Raw -98987.535854 + Penalty 428.669950 = -98558.865905 nChanged 21 SP:Iteration 23Q (1090.439480 sec): 3 clusters Score: Raw -98998.782317 + Penalty 428.669950 = -98570.112367 nChanged 21 SP:Iteration 24Q (1090.444213 sec): 3 clusters Score: Raw -99008.470502 + Penalty 428.669950 = -98579.800552 nChanged 11 SP:Iteration 25Q (1090.449384 sec): 3 clusters Score: Raw -99013.705678 + Penalty 428.669950 = -98585.035728 nChanged 8 SP:Iteration 26Q (1090.454520 sec): 3 clusters Score: Raw -99017.964029 + Penalty 428.669950 = -98589.294079 nChanged 5 SP:Iteration 27Q (1090.465296 sec): 3 clusters Score: Raw -99022.199790 + Penalty 428.669950 = -98593.529840 nChanged 11 SP:Iteration 28Q (1090.470456 sec): 3 clusters Score: Raw -99031.832725 + Penalty 428.669950 = -98603.162775 nChanged 12 SP:Iteration 29Q (1090.475592 sec): 3 clusters Score: Raw -99043.862930 + Penalty 428.669950 = -98615.192980 nChanged 14 SP:Iteration 30Q (1090.480737 sec): 3 clusters Score: Raw -99054.984605 + Penalty 428.669950 = -98626.314655 nChanged 10 SP:Iteration 31Q (1090.485864 sec): 3 clusters Score: Raw -99061.146964 + Penalty 428.669950 = -98632.477014 nChanged 6 SP:Iteration 32Q (1090.491039 sec): 3 clusters Score: Raw -99064.301119 + Penalty 428.669950 = -98635.631169 nChanged 3 SP:Iteration 33Q (1090.496181 sec): 3 clusters Score: Raw -99065.524461 + Penalty 428.669950 = -98636.854511 nChanged 2 SP:Iteration 34Q (1090.501319 sec): 3 clusters Score: Raw -99066.296410 + Penalty 428.669950 = -98637.626460 nChanged 1 SP:Iteration 35Q (1090.506442 sec): 3 clusters Score: Raw -99066.465902 + Penalty 428.669950 = -98637.795952 nChanged 1 SP:Iteration 36Q (1090.511569 sec): 3 clusters Score: Raw -99066.989033 + Penalty 428.669950 = -98638.319083 nChanged 3 SP:Iteration 37Q (1090.516690 sec): 3 clusters Score: Raw -99068.874850 + Penalty 428.669950 = -98640.204900 nChanged 4 SP:Iteration 38Q (1090.521806 sec): 3 clusters Score: Raw -99070.717965 + Penalty 428.669950 = -98642.048015 nChanged 1 SP:Iteration 39Q (1090.526920 sec): 3 clusters Score: Raw -99071.182734 + Penalty 428.669950 = -98642.512784 nChanged 2 SP:Iteration 40F (1090.532089 sec): 3 clusters Score: Raw -99071.990685 + Penalty 428.669950 = -98643.320735 nChanged 4 SP:Iteration 41Q (1090.537229 sec): 3 clusters Score: Raw -99074.325091 + Penalty 428.669950 = -98645.655141 nChanged 0 SP:Iteration 42F (1090.542414 sec): 3 clusters Score: Raw -99074.325091 + Penalty 428.669950 = -98645.655141 nChanged 0 Trying to split cluster 11 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1090.560680 sec): 2 clusters Score: Raw -19219.974681 + Penalty 172.138490 = -19047.836190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1090.595666 sec): 3 clusters Score: Raw -18965.208705 + Penalty 344.276981 = -18620.931725 nChanged 191 SP:Iteration 1F (1090.640051 sec): 3 clusters Score: Raw -19066.678388 + Penalty 344.276981 = -18722.401408 nChanged 51 SP:Iteration 2F (1090.684361 sec): 3 clusters Score: Raw -19122.112914 + Penalty 344.276981 = -18777.835934 nChanged 54 SP:Iteration 3F (1090.733817 sec): 3 clusters Score: Raw -19179.953784 + Penalty 344.276981 = -18835.676804 nChanged 26 SP:Iteration 4Q (1090.783725 sec): 3 clusters Score: Raw -19205.247707 + Penalty 344.276981 = -18860.970727 nChanged 14 SP:Iteration 5Q (1090.839084 sec): 3 clusters Score: Raw -19220.285599 + Penalty 344.276981 = -18876.008618 nChanged 9 SP:Iteration 6Q (1090.889794 sec): 3 clusters Score: Raw -19233.147524 + Penalty 344.276981 = -18888.870544 nChanged 8 SP:Iteration 7Q (1090.922376 sec): 3 clusters Score: Raw -19240.157552 + Penalty 344.276981 = -18895.880571 nChanged 8 SP:Iteration 8Q (1090.971774 sec): 3 clusters Score: Raw -19244.316542 + Penalty 344.276981 = -18900.039562 nChanged 1 SP:Iteration 9Q (1091.020729 sec): 3 clusters Score: Raw -19244.818692 + Penalty 344.276981 = -18900.541712 nChanged 1 SP:Iteration 10Q (1091.070506 sec): 3 clusters Score: Raw -19246.012281 + Penalty 344.276981 = -18901.735301 nChanged 1 SP:Iteration 11Q (1091.112734 sec): 3 clusters Score: Raw -19246.333022 + Penalty 344.276981 = -18902.056041 nChanged 1 SP:Iteration 12Q (1091.156029 sec): 3 clusters Score: Raw -19246.610739 + Penalty 344.276981 = -18902.333759 nChanged 0 SP:Iteration 13F (1091.206464 sec): 3 clusters Score: Raw -19246.610739 + Penalty 344.276981 = -18902.333759 nChanged 0 Trying to split cluster 12 (88787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1091.289995 sec): 2 clusters Score: Raw -3546468.978927 + Penalty 313.334877 = -3546155.644050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1091.388365 sec): 3 clusters Score: Raw -3486664.452498 + Penalty 626.669754 = -3486037.782744 nChanged 43693 SP:Iteration 1F (1091.497214 sec): 3 clusters Score: Raw -3515918.969905 + Penalty 626.669754 = -3515292.300152 nChanged 6053 SP:Iteration 2F (1091.596046 sec): 3 clusters Score: Raw -3519022.092237 + Penalty 626.669754 = -3518395.422484 nChanged 5979 SP:Iteration 3F (1091.696181 sec): 3 clusters Score: Raw -3522465.457820 + Penalty 626.669754 = -3521838.788066 nChanged 5550 SP:Iteration 4F (1091.793553 sec): 3 clusters Score: Raw -3525973.671973 + Penalty 626.669754 = -3525347.002219 nChanged 4911 SP:Iteration 5F (1091.888265 sec): 3 clusters Score: Raw -3529501.450454 + Penalty 626.669754 = -3528874.780700 nChanged 4310 SP:Iteration 6Q (1091.992655 sec): 3 clusters Score: Raw -3532700.291068 + Penalty 626.669754 = -3532073.621314 nChanged 3535 SP:Iteration 7Q (1092.095699 sec): 3 clusters Score: Raw -3534875.773749 + Penalty 626.669754 = -3534249.103995 nChanged 2493 SP:Iteration 8Q (1092.213756 sec): 3 clusters Score: Raw -3536003.607531 + Penalty 626.669754 = -3535376.937778 nChanged 1562 SP:Iteration 9Q (1092.322638 sec): 3 clusters Score: Raw -3536622.949518 + Penalty 626.669754 = -3535996.279765 nChanged 1335 SP:Iteration 10Q (1092.423417 sec): 3 clusters Score: Raw -3537218.948200 + Penalty 626.669754 = -3536592.278446 nChanged 1376 SP:Iteration 11Q (1092.522909 sec): 3 clusters Score: Raw -3537839.871817 + Penalty 626.669754 = -3537213.202063 nChanged 1427 SP:Iteration 12Q (1092.632339 sec): 3 clusters Score: Raw -3538444.175066 + Penalty 626.669754 = -3537817.505312 nChanged 1379 SP:Iteration 13Q (1092.737354 sec): 3 clusters Score: Raw -3539038.564217 + Penalty 626.669754 = -3538411.894463 nChanged 1323 SP:Iteration 14Q (1092.857294 sec): 3 clusters Score: Raw -3539608.614537 + Penalty 626.669754 = -3538981.944783 nChanged 1242 SP:Iteration 15Q (1092.967663 sec): 3 clusters Score: Raw -3540124.903371 + Penalty 626.669754 = -3539498.233618 nChanged 1170 SP:Iteration 16Q (1093.087654 sec): 3 clusters Score: Raw -3540589.907016 + Penalty 626.669754 = -3539963.237262 nChanged 1099 SP:Iteration 17Q (1093.165798 sec): 3 clusters Score: Raw -3541024.853356 + Penalty 626.669754 = -3540398.183602 nChanged 1060 SP:Iteration 18Q (1093.266151 sec): 3 clusters Score: Raw -3541452.327671 + Penalty 626.669754 = -3540825.657917 nChanged 1007 SP:Iteration 19Q (1093.364561 sec): 3 clusters Score: Raw -3541867.785916 + Penalty 626.669754 = -3541241.116163 nChanged 941 SP:Iteration 20F (1093.469797 sec): 3 clusters Score: Raw -3542252.411082 + Penalty 626.669754 = -3541625.741328 nChanged 889 SP:Iteration 21Q (1093.585066 sec): 3 clusters Score: Raw -3542606.109641 + Penalty 626.669754 = -3541979.439887 nChanged 795 SP:Iteration 22Q (1093.697102 sec): 3 clusters Score: Raw -3542906.979250 + Penalty 626.669754 = -3542280.309496 nChanged 724 SP:Iteration 23Q (1093.805766 sec): 3 clusters Score: Raw -3543170.475290 + Penalty 626.669754 = -3542543.805537 nChanged 675 SP:Iteration 24Q (1093.923343 sec): 3 clusters Score: Raw -3543396.040781 + Penalty 626.669754 = -3542769.371028 nChanged 586 SP:Iteration 25Q (1094.032738 sec): 3 clusters Score: Raw -3543579.330148 + Penalty 626.669754 = -3542952.660394 nChanged 515 SP:Iteration 26Q (1094.140828 sec): 3 clusters Score: Raw -3543728.055888 + Penalty 626.669754 = -3543101.386134 nChanged 521 SP:Iteration 27Q (1094.251382 sec): 3 clusters Score: Raw -3543885.900388 + Penalty 626.669754 = -3543259.230635 nChanged 481 SP:Iteration 28Q (1094.361278 sec): 3 clusters Score: Raw -3544023.389001 + Penalty 626.669754 = -3543396.719247 nChanged 462 SP:Iteration 29Q (1094.470560 sec): 3 clusters Score: Raw -3544158.767476 + Penalty 626.669754 = -3543532.097722 nChanged 471 SP:Iteration 30Q (1094.571827 sec): 3 clusters Score: Raw -3544295.861444 + Penalty 626.669754 = -3543669.191690 nChanged 450 SP:Iteration 31Q (1094.679108 sec): 3 clusters Score: Raw -3544418.155512 + Penalty 626.669754 = -3543791.485758 nChanged 422 SP:Iteration 32Q (1094.773029 sec): 3 clusters Score: Raw -3544529.492407 + Penalty 626.669754 = -3543902.822653 nChanged 364 SP:Iteration 33Q (1094.877108 sec): 3 clusters Score: Raw -3544620.370111 + Penalty 626.669754 = -3543993.700357 nChanged 362 SP:Iteration 34Q (1094.988230 sec): 3 clusters Score: Raw -3544713.820500 + Penalty 626.669754 = -3544087.150746 nChanged 332 SP:Iteration 35Q (1095.089065 sec): 3 clusters Score: Raw -3544794.703524 + Penalty 626.669754 = -3544168.033770 nChanged 328 SP:Iteration 36Q (1095.195977 sec): 3 clusters Score: Raw -3544876.086646 + Penalty 626.669754 = -3544249.416893 nChanged 298 SP:Iteration 37Q (1095.305088 sec): 3 clusters Score: Raw -3544945.134007 + Penalty 626.669754 = -3544318.464254 nChanged 284 SP:Iteration 38Q (1095.405298 sec): 3 clusters Score: Raw -3545005.950787 + Penalty 626.669754 = -3544379.281033 nChanged 262 SP:Iteration 39Q (1095.508659 sec): 3 clusters Score: Raw -3545062.476131 + Penalty 626.669754 = -3544435.806377 nChanged 243 SP:Iteration 40F (1095.606147 sec): 3 clusters Score: Raw -3545114.835235 + Penalty 626.669754 = -3544488.165481 nChanged 250 SP:Iteration 41Q (1095.714278 sec): 3 clusters Score: Raw -3545169.741813 + Penalty 626.669754 = -3544543.072059 nChanged 231 SP:Iteration 42Q (1095.806099 sec): 3 clusters Score: Raw -3545219.691437 + Penalty 626.669754 = -3544593.021683 nChanged 211 SP:Iteration 43Q (1095.902097 sec): 3 clusters Score: Raw -3545262.617543 + Penalty 626.669754 = -3544635.947789 nChanged 198 SP:Iteration 44Q (1096.007258 sec): 3 clusters Score: Raw -3545302.952333 + Penalty 626.669754 = -3544676.282579 nChanged 210 SP:Iteration 45Q (1096.111524 sec): 3 clusters Score: Raw -3545344.549239 + Penalty 626.669754 = -3544717.879485 nChanged 198 SP:Iteration 46Q (1096.213018 sec): 3 clusters Score: Raw -3545383.840160 + Penalty 626.669754 = -3544757.170406 nChanged 196 SP:Iteration 47Q (1096.320932 sec): 3 clusters Score: Raw -3545421.765974 + Penalty 626.669754 = -3544795.096220 nChanged 179 SP:Iteration 48Q (1096.423886 sec): 3 clusters Score: Raw -3545456.126127 + Penalty 626.669754 = -3544829.456374 nChanged 169 SP:Iteration 49Q (1096.523575 sec): 3 clusters Score: Raw -3545487.175984 + Penalty 626.669754 = -3544860.506230 nChanged 158 SP:Iteration 50Q (1096.630063 sec): 3 clusters Score: Raw -3545517.757035 + Penalty 626.669754 = -3544891.087281 nChanged 153 SP:Iteration 51Q (1096.725103 sec): 3 clusters Score: Raw -3545546.248954 + Penalty 626.669754 = -3544919.579200 nChanged 141 SP:Iteration 52Q (1096.824837 sec): 3 clusters Score: Raw -3545574.024629 + Penalty 626.669754 = -3544947.354875 nChanged 157 SP:Iteration 53Q (1096.921809 sec): 3 clusters Score: Raw -3545606.648853 + Penalty 626.669754 = -3544979.979099 nChanged 148 SP:Iteration 54Q (1097.024935 sec): 3 clusters Score: Raw -3545635.668793 + Penalty 626.669754 = -3545008.999039 nChanged 143 SP:Iteration 55Q (1097.123038 sec): 3 clusters Score: Raw -3545664.747168 + Penalty 626.669754 = -3545038.077415 nChanged 139 SP:Iteration 56Q (1097.227308 sec): 3 clusters Score: Raw -3545692.686917 + Penalty 626.669754 = -3545066.017164 nChanged 144 SP:Iteration 57Q (1097.322884 sec): 3 clusters Score: Raw -3545723.869492 + Penalty 626.669754 = -3545097.199738 nChanged 147 SP:Iteration 58Q (1097.428996 sec): 3 clusters Score: Raw -3545753.521614 + Penalty 626.669754 = -3545126.851861 nChanged 132 SP:Iteration 59Q (1097.531904 sec): 3 clusters Score: Raw -3545779.260890 + Penalty 626.669754 = -3545152.591137 nChanged 126 SP:Iteration 60F (1097.634929 sec): 3 clusters Score: Raw -3545805.672350 + Penalty 626.669754 = -3545179.002596 nChanged 139 SP:Iteration 61Q (1097.733521 sec): 3 clusters Score: Raw -3545836.232876 + Penalty 626.669754 = -3545209.563122 nChanged 124 SP:Iteration 62Q (1097.841311 sec): 3 clusters Score: Raw -3545861.405424 + Penalty 626.669754 = -3545234.735670 nChanged 134 SP:Iteration 63Q (1097.932228 sec): 3 clusters Score: Raw -3545892.123483 + Penalty 626.669754 = -3545265.453730 nChanged 126 SP:Iteration 64Q (1098.035760 sec): 3 clusters Score: Raw -3545922.097041 + Penalty 626.669754 = -3545295.427287 nChanged 124 SP:Iteration 65Q (1098.140365 sec): 3 clusters Score: Raw -3545950.745257 + Penalty 626.669754 = -3545324.075503 nChanged 126 SP:Iteration 66Q (1098.242281 sec): 3 clusters Score: Raw -3545978.689700 + Penalty 626.669754 = -3545352.019946 nChanged 112 SP:Iteration 67Q (1098.338600 sec): 3 clusters Score: Raw -3546001.973043 + Penalty 626.669754 = -3545375.303289 nChanged 102 SP:Iteration 68Q (1098.425001 sec): 3 clusters Score: Raw -3546026.072064 + Penalty 626.669754 = -3545399.402310 nChanged 105 SP:Iteration 69Q (1098.515299 sec): 3 clusters Score: Raw -3546052.201863 + Penalty 626.669754 = -3545425.532110 nChanged 112 SP:Iteration 70Q (1098.600438 sec): 3 clusters Score: Raw -3546079.319846 + Penalty 626.669754 = -3545452.650093 nChanged 113 SP:Iteration 71Q (1098.695847 sec): 3 clusters Score: Raw -3546111.247735 + Penalty 626.669754 = -3545484.577982 nChanged 112 SP:Iteration 72Q (1098.797156 sec): 3 clusters Score: Raw -3546144.035661 + Penalty 626.669754 = -3545517.365907 nChanged 90 SP:Iteration 73Q (1098.896009 sec): 3 clusters Score: Raw -3546165.463944 + Penalty 626.669754 = -3545538.794191 nChanged 79 SP:Iteration 74Q (1098.999103 sec): 3 clusters Score: Raw -3546182.757474 + Penalty 626.669754 = -3545556.087720 nChanged 81 SP:Iteration 75Q (1099.093966 sec): 3 clusters Score: Raw -3546200.505832 + Penalty 626.669754 = -3545573.836078 nChanged 83 SP:Iteration 76Q (1099.187671 sec): 3 clusters Score: Raw -3546224.262568 + Penalty 626.669754 = -3545597.592815 nChanged 81 SP:Iteration 77Q (1099.294329 sec): 3 clusters Score: Raw -3546249.092895 + Penalty 626.669754 = -3545622.423141 nChanged 77 SP:Iteration 78Q (1099.393338 sec): 3 clusters Score: Raw -3546275.742081 + Penalty 626.669754 = -3545649.072328 nChanged 75 SP:Iteration 79Q (1099.466980 sec): 3 clusters Score: Raw -3546301.057449 + Penalty 626.669754 = -3545674.387695 nChanged 66 SP:Iteration 80F (1099.569496 sec): 3 clusters Score: Raw -3546321.489044 + Penalty 626.669754 = -3545694.819291 nChanged 59 SP:Iteration 81Q (1099.663868 sec): 3 clusters Score: Raw -3546341.211635 + Penalty 626.669754 = -3545714.541881 nChanged 58 SP:Iteration 82Q (1099.758595 sec): 3 clusters Score: Raw -3546359.643712 + Penalty 626.669754 = -3545732.973959 nChanged 63 SP:Iteration 83Q (1099.853358 sec): 3 clusters Score: Raw -3546381.636876 + Penalty 626.669754 = -3545754.967122 nChanged 50 SP:Iteration 84Q (1099.958767 sec): 3 clusters Score: Raw -3546400.566478 + Penalty 626.669754 = -3545773.896725 nChanged 40 SP:Iteration 85Q (1100.062429 sec): 3 clusters Score: Raw -3546411.088616 + Penalty 626.669754 = -3545784.418862 nChanged 34 SP:Iteration 86Q (1100.158426 sec): 3 clusters Score: Raw -3546419.575833 + Penalty 626.669754 = -3545792.906079 nChanged 36 SP:Iteration 87Q (1100.255707 sec): 3 clusters Score: Raw -3546428.961442 + Penalty 626.669754 = -3545802.291688 nChanged 25 SP:Iteration 88Q (1100.354154 sec): 3 clusters Score: Raw -3546434.832797 + Penalty 626.669754 = -3545808.163043 nChanged 23 SP:Iteration 89Q (1100.448956 sec): 3 clusters Score: Raw -3546442.992049 + Penalty 626.669754 = -3545816.322295 nChanged 21 SP:Iteration 90Q (1100.533686 sec): 3 clusters Score: Raw -3546450.284034 + Penalty 626.669754 = -3545823.614280 nChanged 26 SP:Iteration 91Q (1100.640296 sec): 3 clusters Score: Raw -3546462.095102 + Penalty 626.669754 = -3545835.425349 nChanged 23 SP:Iteration 92Q (1100.735781 sec): 3 clusters Score: Raw -3546471.815068 + Penalty 626.669754 = -3545845.145314 nChanged 23 SP:Iteration 93Q (1100.826061 sec): 3 clusters Score: Raw -3546478.657309 + Penalty 626.669754 = -3545851.987556 nChanged 13 SP:Iteration 94Q (1100.915156 sec): 3 clusters Score: Raw -3546482.646666 + Penalty 626.669754 = -3545855.976912 nChanged 15 SP:Iteration 95Q (1101.012918 sec): 3 clusters Score: Raw -3546487.543251 + Penalty 626.669754 = -3545860.873497 nChanged 17 SP:Iteration 96Q (1101.107416 sec): 3 clusters Score: Raw -3546493.579521 + Penalty 626.669754 = -3545866.909767 nChanged 9 SP:Iteration 97Q (1101.213693 sec): 3 clusters Score: Raw -3546497.332806 + Penalty 626.669754 = -3545870.663053 nChanged 10 SP:Iteration 98Q (1101.314525 sec): 3 clusters Score: Raw -3546500.333813 + Penalty 626.669754 = -3545873.664059 nChanged 8 SP:Iteration 99Q (1101.401728 sec): 3 clusters Score: Raw -3546501.916750 + Penalty 626.669754 = -3545875.246996 nChanged 5 SP:Iteration 100F (1101.503778 sec): 3 clusters Score: Raw -3546503.349757 + Penalty 626.669754 = -3545876.680003 nChanged 5 SP:Iteration 101Q (1101.594325 sec): 3 clusters Score: Raw -3546504.716181 + Penalty 626.669754 = -3545878.046428 nChanged 6 SP:Iteration 102Q (1101.697454 sec): 3 clusters Score: Raw -3546506.055359 + Penalty 626.669754 = -3545879.385605 nChanged 7 SP:Iteration 103Q (1101.798601 sec): 3 clusters Score: Raw -3546509.650524 + Penalty 626.669754 = -3545882.980771 nChanged 7 SP:Iteration 104Q (1101.903799 sec): 3 clusters Score: Raw -3546514.115000 + Penalty 626.669754 = -3545887.445246 nChanged 8 SP:Iteration 105Q (1102.009429 sec): 3 clusters Score: Raw -3546517.111838 + Penalty 626.669754 = -3545890.442085 nChanged 5 SP:Iteration 106Q (1102.108016 sec): 3 clusters Score: Raw -3546518.306957 + Penalty 626.669754 = -3545891.637204 nChanged 3 SP:Iteration 107Q (1102.209960 sec): 3 clusters Score: Raw -3546519.655068 + Penalty 626.669754 = -3545892.985314 nChanged 3 SP:Iteration 108Q (1102.309741 sec): 3 clusters Score: Raw -3546520.960276 + Penalty 626.669754 = -3545894.290522 nChanged 2 SP:Iteration 109Q (1102.397216 sec): 3 clusters Score: Raw -3546521.526835 + Penalty 626.669754 = -3545894.857081 nChanged 1 SP:Iteration 110Q (1102.499115 sec): 3 clusters Score: Raw -3546521.789447 + Penalty 626.669754 = -3545895.119693 nChanged 0 SP:Iteration 111F (1102.598442 sec): 3 clusters Score: Raw -3546521.789447 + Penalty 626.669754 = -3545895.119693 nChanged 0 Trying to split cluster 13 (20566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1102.628164 sec): 2 clusters Score: Raw -854695.079041 + Penalty 273.113349 = -854421.965692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1102.692496 sec): 3 clusters Score: Raw -841098.800070 + Penalty 546.226698 = -840552.573372 nChanged 9903 SP:Iteration 1F (1102.755574 sec): 3 clusters Score: Raw -847268.530956 + Penalty 546.226698 = -846722.304258 nChanged 1393 SP:Iteration 2F (1102.810721 sec): 3 clusters Score: Raw -848164.443723 + Penalty 546.226698 = -847618.217026 nChanged 1577 SP:Iteration 3F (1102.874762 sec): 3 clusters Score: Raw -849367.782976 + Penalty 546.226698 = -848821.556278 nChanged 1451 SP:Iteration 4F (1102.916420 sec): 3 clusters Score: Raw -850474.376334 + Penalty 546.226698 = -849928.149637 nChanged 1203 SP:Iteration 5F (1102.973858 sec): 3 clusters Score: Raw -851146.368242 + Penalty 546.226698 = -850600.141544 nChanged 804 SP:Iteration 6Q (1103.035941 sec): 3 clusters Score: Raw -851413.324574 + Penalty 546.226698 = -850867.097876 nChanged 444 SP:Iteration 7Q (1103.079902 sec): 3 clusters Score: Raw -851492.601336 + Penalty 546.226698 = -850946.374638 nChanged 253 SP:Iteration 8Q (1103.128609 sec): 3 clusters Score: Raw -851524.951392 + Penalty 546.226698 = -850978.724694 nChanged 205 SP:Iteration 9Q (1103.167565 sec): 3 clusters Score: Raw -851551.460251 + Penalty 546.226698 = -851005.233554 nChanged 194 SP:Iteration 10Q (1103.229935 sec): 3 clusters Score: Raw -851579.480807 + Penalty 546.226698 = -851033.254109 nChanged 185 SP:Iteration 11Q (1103.283359 sec): 3 clusters Score: Raw -851607.888271 + Penalty 546.226698 = -851061.661574 nChanged 211 SP:Iteration 12Q (1103.338942 sec): 3 clusters Score: Raw -851643.047749 + Penalty 546.226698 = -851096.821051 nChanged 221 SP:Iteration 13Q (1103.380666 sec): 3 clusters Score: Raw -851681.862532 + Penalty 546.226698 = -851135.635835 nChanged 245 SP:Iteration 14Q (1103.429138 sec): 3 clusters Score: Raw -851729.059439 + Penalty 546.226698 = -851182.832741 nChanged 265 SP:Iteration 15Q (1103.477331 sec): 3 clusters Score: Raw -851784.231617 + Penalty 546.226698 = -851238.004919 nChanged 269 SP:Iteration 16Q (1103.532671 sec): 3 clusters Score: Raw -851837.659256 + Penalty 546.226698 = -851291.432559 nChanged 244 SP:Iteration 17Q (1103.573942 sec): 3 clusters Score: Raw -851881.438864 + Penalty 546.226698 = -851335.212166 nChanged 253 SP:Iteration 18Q (1103.624490 sec): 3 clusters Score: Raw -851928.596464 + Penalty 546.226698 = -851382.369766 nChanged 263 SP:Iteration 19Q (1103.672228 sec): 3 clusters Score: Raw -851978.106588 + Penalty 546.226698 = -851431.879890 nChanged 255 SP:Iteration 20F (1103.725041 sec): 3 clusters Score: Raw -852028.139683 + Penalty 546.226698 = -851481.912985 nChanged 275 SP:Iteration 21Q (1103.779906 sec): 3 clusters Score: Raw -852086.119084 + Penalty 546.226698 = -851539.892386 nChanged 276 SP:Iteration 22Q (1103.838008 sec): 3 clusters Score: Raw -852149.781152 + Penalty 546.226698 = -851603.554454 nChanged 326 SP:Iteration 23Q (1103.886564 sec): 3 clusters Score: Raw -852235.812035 + Penalty 546.226698 = -851689.585337 nChanged 341 SP:Iteration 24Q (1103.931306 sec): 3 clusters Score: Raw -852327.474186 + Penalty 546.226698 = -851781.247489 nChanged 332 SP:Iteration 25Q (1103.998022 sec): 3 clusters Score: Raw -852421.340305 + Penalty 546.226698 = -851875.113607 nChanged 372 SP:Iteration 26Q (1104.045631 sec): 3 clusters Score: Raw -852542.862855 + Penalty 546.226698 = -851996.636157 nChanged 393 SP:Iteration 27Q (1104.102712 sec): 3 clusters Score: Raw -852684.645548 + Penalty 546.226698 = -852138.418850 nChanged 403 SP:Iteration 28Q (1104.166063 sec): 3 clusters Score: Raw -852846.297894 + Penalty 546.226698 = -852300.071196 nChanged 403 SP:Iteration 29Q (1104.217961 sec): 3 clusters Score: Raw -853022.141164 + Penalty 546.226698 = -852475.914466 nChanged 389 SP:Iteration 30Q (1104.286638 sec): 3 clusters Score: Raw -853196.843181 + Penalty 546.226698 = -852650.616483 nChanged 380 SP:Iteration 31Q (1104.347777 sec): 3 clusters Score: Raw -853386.892961 + Penalty 546.226698 = -852840.666264 nChanged 381 SP:Iteration 32Q (1104.402529 sec): 3 clusters Score: Raw -853592.606563 + Penalty 546.226698 = -853046.379865 nChanged 342 SP:Iteration 33Q (1104.452892 sec): 3 clusters Score: Raw -853786.535729 + Penalty 546.226698 = -853240.309031 nChanged 308 SP:Iteration 34Q (1104.487586 sec): 3 clusters Score: Raw -853964.298053 + Penalty 546.226698 = -853418.071355 nChanged 260 SP:Iteration 35Q (1104.547412 sec): 3 clusters Score: Raw -854119.231038 + Penalty 546.226698 = -853573.004340 nChanged 232 SP:Iteration 36Q (1104.596825 sec): 3 clusters Score: Raw -854255.760033 + Penalty 546.226698 = -853709.533335 nChanged 187 SP:Iteration 37Q (1104.645096 sec): 3 clusters Score: Raw -854363.920223 + Penalty 546.226698 = -853817.693525 nChanged 161 SP:Iteration 38Q (1104.698049 sec): 3 clusters Score: Raw -854455.273219 + Penalty 546.226698 = -853909.046521 nChanged 122 SP:Iteration 39Q (1104.754640 sec): 3 clusters Score: Raw -854525.968880 + Penalty 546.226698 = -853979.742182 nChanged 94 SP:Iteration 40F (1104.806666 sec): 3 clusters Score: Raw -854576.603499 + Penalty 546.226698 = -854030.376802 nChanged 86 SP:Iteration 41Q (1104.870833 sec): 3 clusters Score: Raw -854622.282494 + Penalty 546.226698 = -854076.055796 nChanged 66 SP:Iteration 42Q (1104.920877 sec): 3 clusters Score: Raw -854658.005577 + Penalty 546.226698 = -854111.778879 nChanged 50 SP:Iteration 43Q (1104.966201 sec): 3 clusters Score: Raw -854689.604677 + Penalty 546.226698 = -854143.377979 nChanged 39 SP:Iteration 44Q (1105.031800 sec): 3 clusters Score: Raw -854711.506018 + Penalty 546.226698 = -854165.279320 nChanged 31 SP:Iteration 45Q (1105.069361 sec): 3 clusters Score: Raw -854733.528989 + Penalty 546.226698 = -854187.302291 nChanged 30 SP:Iteration 46Q (1105.115581 sec): 3 clusters Score: Raw -854747.931589 + Penalty 546.226698 = -854201.704891 nChanged 24 SP:Iteration 47Q (1105.161606 sec): 3 clusters Score: Raw -854756.258124 + Penalty 546.226698 = -854210.031426 nChanged 13 SP:Iteration 48Q (1105.213546 sec): 3 clusters Score: Raw -854760.112417 + Penalty 546.226698 = -854213.885720 nChanged 8 SP:Iteration 49Q (1105.252359 sec): 3 clusters Score: Raw -854764.073368 + Penalty 546.226698 = -854217.846671 nChanged 12 SP:Iteration 50Q (1105.301946 sec): 3 clusters Score: Raw -854767.988932 + Penalty 546.226698 = -854221.762235 nChanged 11 SP:Iteration 51Q (1105.349946 sec): 3 clusters Score: Raw -854770.793625 + Penalty 546.226698 = -854224.566927 nChanged 10 SP:Iteration 52Q (1105.406966 sec): 3 clusters Score: Raw -854774.128180 + Penalty 546.226698 = -854227.901482 nChanged 10 SP:Iteration 53Q (1105.474986 sec): 3 clusters Score: Raw -854778.233907 + Penalty 546.226698 = -854232.007209 nChanged 13 SP:Iteration 54Q (1105.529484 sec): 3 clusters Score: Raw -854782.293648 + Penalty 546.226698 = -854236.066950 nChanged 7 SP:Iteration 55Q (1105.584105 sec): 3 clusters Score: Raw -854783.886601 + Penalty 546.226698 = -854237.659903 nChanged 4 SP:Iteration 56Q (1105.629854 sec): 3 clusters Score: Raw -854784.640751 + Penalty 546.226698 = -854238.414053 nChanged 3 SP:Iteration 57Q (1105.693552 sec): 3 clusters Score: Raw -854785.216326 + Penalty 546.226698 = -854238.989628 nChanged 4 SP:Iteration 58Q (1105.735306 sec): 3 clusters Score: Raw -854785.775865 + Penalty 546.226698 = -854239.549167 nChanged 2 SP:Iteration 59Q (1105.796193 sec): 3 clusters Score: Raw -854785.901681 + Penalty 546.226698 = -854239.674983 nChanged 2 SP:Iteration 60F (1105.859435 sec): 3 clusters Score: Raw -854786.008883 + Penalty 546.226698 = -854239.782185 nChanged 1 SP:Iteration 61Q (1105.906666 sec): 3 clusters Score: Raw -854786.085659 + Penalty 546.226698 = -854239.858961 nChanged 0 SP:Iteration 62F (1105.967310 sec): 3 clusters Score: Raw -854786.085659 + Penalty 546.226698 = -854239.858961 nChanged 0 Trying to split cluster 14 (5787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1105.990137 sec): 2 clusters Score: Raw -203946.392504 + Penalty 238.242656 = -203708.149848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1106.024311 sec): 3 clusters Score: Raw -200313.640773 + Penalty 476.485312 = -199837.155462 nChanged 2706 SP:Iteration 1F (1106.061527 sec): 3 clusters Score: Raw -201814.375936 + Penalty 476.485312 = -201337.890624 nChanged 426 SP:Iteration 2F (1106.097948 sec): 3 clusters Score: Raw -202078.638774 + Penalty 476.485312 = -201602.153462 nChanged 451 SP:Iteration 3F (1106.134727 sec): 3 clusters Score: Raw -202375.963623 + Penalty 476.485312 = -201899.478311 nChanged 410 SP:Iteration 4F (1106.171502 sec): 3 clusters Score: Raw -202618.095587 + Penalty 476.485312 = -202141.610275 nChanged 336 SP:Iteration 5F (1106.207768 sec): 3 clusters Score: Raw -202830.827817 + Penalty 476.485312 = -202354.342505 nChanged 319 SP:Iteration 6F (1106.244506 sec): 3 clusters Score: Raw -203052.115412 + Penalty 476.485312 = -202575.630100 nChanged 310 SP:Iteration 7F (1106.276775 sec): 3 clusters Score: Raw -203272.720466 + Penalty 476.485312 = -202796.235154 nChanged 271 SP:Iteration 8Q (1106.318582 sec): 3 clusters Score: Raw -203468.745741 + Penalty 476.485312 = -202992.260429 nChanged 224 SP:Iteration 9Q (1106.362416 sec): 3 clusters Score: Raw -203631.900771 + Penalty 476.485312 = -203155.415459 nChanged 153 SP:Iteration 10Q (1106.413422 sec): 3 clusters Score: Raw -203742.815784 + Penalty 476.485312 = -203266.330472 nChanged 113 SP:Iteration 11Q (1106.453361 sec): 3 clusters Score: Raw -203839.214005 + Penalty 476.485312 = -203362.728693 nChanged 88 SP:Iteration 12Q (1106.505237 sec): 3 clusters Score: Raw -203918.170701 + Penalty 476.485312 = -203441.685390 nChanged 37 SP:Iteration 13Q (1106.549491 sec): 3 clusters Score: Raw -203952.326697 + Penalty 476.485312 = -203475.841386 nChanged 15 SP:Iteration 14Q (1106.595611 sec): 3 clusters Score: Raw -203970.747543 + Penalty 476.485312 = -203494.262231 nChanged 8 SP:Iteration 15Q (1106.641481 sec): 3 clusters Score: Raw -203982.107658 + Penalty 476.485312 = -203505.622347 nChanged 5 SP:Iteration 16Q (1106.685022 sec): 3 clusters Score: Raw -203989.786915 + Penalty 476.485312 = -203513.301604 nChanged 10 SP:Iteration 17Q (1106.735452 sec): 3 clusters Score: Raw -204002.041677 + Penalty 476.485312 = -203525.556365 nChanged 3 SP:Iteration 18Q (1106.785628 sec): 3 clusters Score: Raw -204006.178177 + Penalty 476.485312 = -203529.692866 nChanged 1 SP:Iteration 19Q (1106.845962 sec): 3 clusters Score: Raw -204006.421563 + Penalty 476.485312 = -203529.936252 nChanged 0 SP:Iteration 20F (1106.874635 sec): 3 clusters Score: Raw -204006.421563 + Penalty 476.485312 = -203529.936252 nChanged 0 Trying to split cluster 15 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1106.898573 sec): 2 clusters Score: Raw -21058.897661 + Penalty 175.915566 = -20882.982095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1106.957671 sec): 3 clusters Score: Raw -20767.160251 + Penalty 351.831131 = -20415.329120 nChanged 235 SP:Iteration 1F (1107.007987 sec): 3 clusters Score: Raw -20949.328827 + Penalty 351.831131 = -20597.497696 nChanged 52 SP:Iteration 2F (1107.039829 sec): 3 clusters Score: Raw -20987.344409 + Penalty 351.831131 = -20635.513278 nChanged 27 SP:Iteration 3Q (1107.092394 sec): 3 clusters Score: Raw -21004.028991 + Penalty 351.831131 = -20652.197860 nChanged 12 SP:Iteration 4Q (1107.129030 sec): 3 clusters Score: Raw -21012.669617 + Penalty 351.831131 = -20660.838486 nChanged 8 SP:Iteration 5Q (1107.162680 sec): 3 clusters Score: Raw -21016.799584 + Penalty 351.831131 = -20664.968453 nChanged 7 SP:Iteration 6Q (1107.193032 sec): 3 clusters Score: Raw -21019.744545 + Penalty 351.831131 = -20667.913413 nChanged 3 SP:Iteration 7Q (1107.223084 sec): 3 clusters Score: Raw -21022.450728 + Penalty 351.831131 = -20670.619597 nChanged 4 SP:Iteration 8Q (1107.253187 sec): 3 clusters Score: Raw -21024.660508 + Penalty 351.831131 = -20672.829377 nChanged 4 SP:Iteration 9Q (1107.283423 sec): 3 clusters Score: Raw -21026.564496 + Penalty 351.831131 = -20674.733365 nChanged 1 SP:Iteration 10Q (1107.313575 sec): 3 clusters Score: Raw -21026.842607 + Penalty 351.831131 = -20675.011476 nChanged 0 SP:Iteration 11F (1107.343653 sec): 3 clusters Score: Raw -21026.842607 + Penalty 351.831131 = -20675.011476 nChanged 0 Trying to split cluster 16 (625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1107.360899 sec): 2 clusters Score: Raw -17796.749522 + Penalty 177.038170 = -17619.711352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1107.391008 sec): 3 clusters Score: Raw -17493.234075 + Penalty 354.076341 = -17139.157735 nChanged 270 SP:Iteration 1F (1107.433717 sec): 3 clusters Score: Raw -17794.447893 + Penalty 354.076341 = -17440.371552 nChanged 62 SP:Iteration 2F (1107.469777 sec): 3 clusters Score: Raw -17854.572950 + Penalty 354.076341 = -17500.496609 nChanged 40 SP:Iteration 3F (1107.512550 sec): 3 clusters Score: Raw -17887.948568 + Penalty 354.076341 = -17533.872227 nChanged 20 SP:Iteration 4Q (1107.551301 sec): 3 clusters Score: Raw -17902.158071 + Penalty 354.076341 = -17548.081730 nChanged 14 SP:Iteration 5Q (1107.598516 sec): 3 clusters Score: Raw -17913.459636 + Penalty 354.076341 = -17559.383295 nChanged 7 SP:Iteration 6Q (1107.647575 sec): 3 clusters Score: Raw -17921.434114 + Penalty 354.076341 = -17567.357774 nChanged 5 SP:Iteration 7Q (1107.691882 sec): 3 clusters Score: Raw -17931.766623 + Penalty 354.076341 = -17577.690283 nChanged 5 SP:Iteration 8Q (1107.736002 sec): 3 clusters Score: Raw -17937.540265 + Penalty 354.076341 = -17583.463924 nChanged 4 SP:Iteration 9Q (1107.780009 sec): 3 clusters Score: Raw -17943.918780 + Penalty 354.076341 = -17589.842439 nChanged 3 SP:Iteration 10Q (1107.817123 sec): 3 clusters Score: Raw -17946.797476 + Penalty 354.076341 = -17592.721135 nChanged 1 SP:Iteration 11Q (1107.860915 sec): 3 clusters Score: Raw -17947.151356 + Penalty 354.076341 = -17593.075015 nChanged 1 SP:Iteration 12Q (1107.905078 sec): 3 clusters Score: Raw -17947.338007 + Penalty 354.076341 = -17593.261666 nChanged 0 SP:Iteration 13F (1107.937726 sec): 3 clusters Score: Raw -17947.338007 + Penalty 354.076341 = -17593.261666 nChanged 0 Trying to split cluster 17 (596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1107.960198 sec): 2 clusters Score: Raw -20170.204295 + Penalty 175.731618 = -19994.472677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1108.001498 sec): 3 clusters Score: Raw -19882.248103 + Penalty 351.463237 = -19530.784866 nChanged 217 SP:Iteration 1F (1108.047777 sec): 3 clusters Score: Raw -20026.443482 + Penalty 351.463237 = -19674.980245 nChanged 40 SP:Iteration 2F (1108.089346 sec): 3 clusters Score: Raw -20049.263311 + Penalty 351.463237 = -19697.800075 nChanged 24 SP:Iteration 3Q (1108.129237 sec): 3 clusters Score: Raw -20060.619676 + Penalty 351.463237 = -19709.156439 nChanged 15 SP:Iteration 4Q (1108.168150 sec): 3 clusters Score: Raw -20073.352477 + Penalty 351.463237 = -19721.889241 nChanged 21 SP:Iteration 5Q (1108.204510 sec): 3 clusters Score: Raw -20089.084644 + Penalty 351.463237 = -19737.621407 nChanged 16 SP:Iteration 6Q (1108.241822 sec): 3 clusters Score: Raw -20096.040935 + Penalty 351.463237 = -19744.577698 nChanged 11 SP:Iteration 7Q (1108.283968 sec): 3 clusters Score: Raw -20098.480902 + Penalty 351.463237 = -19747.017665 nChanged 6 SP:Iteration 8Q (1108.335885 sec): 3 clusters Score: Raw -20100.575486 + Penalty 351.463237 = -19749.112250 nChanged 9 SP:Iteration 9Q (1108.378156 sec): 3 clusters Score: Raw -20103.388031 + Penalty 351.463237 = -19751.924795 nChanged 10 SP:Iteration 10Q (1108.420377 sec): 3 clusters Score: Raw -20105.851823 + Penalty 351.463237 = -19754.388586 nChanged 6 SP:Iteration 11Q (1108.454780 sec): 3 clusters Score: Raw -20107.969424 + Penalty 351.463237 = -19756.506188 nChanged 6 SP:Iteration 12Q (1108.495802 sec): 3 clusters Score: Raw -20110.548396 + Penalty 351.463237 = -19759.085159 nChanged 3 SP:Iteration 13Q (1108.545491 sec): 3 clusters Score: Raw -20111.315758 + Penalty 351.463237 = -19759.852522 nChanged 4 SP:Iteration 14Q (1108.595308 sec): 3 clusters Score: Raw -20111.928366 + Penalty 351.463237 = -19760.465130 nChanged 4 SP:Iteration 15Q (1108.645855 sec): 3 clusters Score: Raw -20113.563933 + Penalty 351.463237 = -19762.100696 nChanged 1 SP:Iteration 16Q (1108.687312 sec): 3 clusters Score: Raw -20114.212182 + Penalty 351.463237 = -19762.748945 nChanged 3 SP:Iteration 17Q (1108.735458 sec): 3 clusters Score: Raw -20114.955696 + Penalty 351.463237 = -19763.492460 nChanged 3 SP:Iteration 18Q (1108.779996 sec): 3 clusters Score: Raw -20116.178173 + Penalty 351.463237 = -19764.714936 nChanged 4 SP:Iteration 19Q (1108.822306 sec): 3 clusters Score: Raw -20117.313504 + Penalty 351.463237 = -19765.850267 nChanged 4 SP:Iteration 20F (1108.864935 sec): 3 clusters Score: Raw -20119.981160 + Penalty 351.463237 = -19768.517923 nChanged 6 SP:Iteration 21Q (1108.907670 sec): 3 clusters Score: Raw -20124.229970 + Penalty 351.463237 = -19772.766734 nChanged 8 SP:Iteration 22Q (1108.943724 sec): 3 clusters Score: Raw -20130.929011 + Penalty 351.463237 = -19779.465774 nChanged 6 SP:Iteration 23Q (1108.982493 sec): 3 clusters Score: Raw -20135.300473 + Penalty 351.463237 = -19783.837237 nChanged 5 SP:Iteration 24Q (1109.030224 sec): 3 clusters Score: Raw -20137.148095 + Penalty 351.463237 = -19785.684858 nChanged 4 SP:Iteration 25Q (1109.063103 sec): 3 clusters Score: Raw -20138.037383 + Penalty 351.463237 = -19786.574146 nChanged 3 SP:Iteration 26Q (1109.114773 sec): 3 clusters Score: Raw -20138.498838 + Penalty 351.463237 = -19787.035601 nChanged 2 SP:Iteration 27Q (1109.142971 sec): 3 clusters Score: Raw -20138.818829 + Penalty 351.463237 = -19787.355592 nChanged 1 SP:Iteration 28Q (1109.173857 sec): 3 clusters Score: Raw -20138.935622 + Penalty 351.463237 = -19787.472385 nChanged 0 SP:Iteration 29F (1109.204952 sec): 3 clusters Score: Raw -20138.935622 + Penalty 351.463237 = -19787.472385 nChanged 0 Trying to split cluster 18 (6055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1109.235178 sec): 2 clusters Score: Raw -197567.595372 + Penalty 239.487591 = -197328.107781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1109.282249 sec): 3 clusters Score: Raw -193772.152143 + Penalty 478.975181 = -193293.176962 nChanged 2846 SP:Iteration 1F (1109.328529 sec): 3 clusters Score: Raw -195650.157759 + Penalty 478.975181 = -195171.182578 nChanged 435 SP:Iteration 2F (1109.381024 sec): 3 clusters Score: Raw -195948.227855 + Penalty 478.975181 = -195469.252674 nChanged 418 SP:Iteration 3F (1109.423177 sec): 3 clusters Score: Raw -196207.268160 + Penalty 478.975181 = -195728.292979 nChanged 364 SP:Iteration 4F (1109.475253 sec): 3 clusters Score: Raw -196403.620817 + Penalty 478.975181 = -195924.645636 nChanged 273 SP:Iteration 5Q (1109.520599 sec): 3 clusters Score: Raw -196552.036662 + Penalty 478.975181 = -196073.061481 nChanged 224 SP:Iteration 6Q (1109.553743 sec): 3 clusters Score: Raw -196689.363045 + Penalty 478.975181 = -196210.387864 nChanged 221 SP:Iteration 7Q (1109.601540 sec): 3 clusters Score: Raw -196836.350553 + Penalty 478.975181 = -196357.375372 nChanged 192 SP:Iteration 8Q (1109.647263 sec): 3 clusters Score: Raw -196974.910972 + Penalty 478.975181 = -196495.935791 nChanged 150 SP:Iteration 9Q (1109.691421 sec): 3 clusters Score: Raw -197060.961276 + Penalty 478.975181 = -196581.986095 nChanged 112 SP:Iteration 10Q (1109.733786 sec): 3 clusters Score: Raw -197115.843747 + Penalty 478.975181 = -196636.868566 nChanged 103 SP:Iteration 11Q (1109.789163 sec): 3 clusters Score: Raw -197159.256147 + Penalty 478.975181 = -196680.280966 nChanged 80 SP:Iteration 12Q (1109.832218 sec): 3 clusters Score: Raw -197193.100670 + Penalty 478.975181 = -196714.125489 nChanged 76 SP:Iteration 13Q (1109.864611 sec): 3 clusters Score: Raw -197224.378487 + Penalty 478.975181 = -196745.403306 nChanged 68 SP:Iteration 14Q (1109.905716 sec): 3 clusters Score: Raw -197249.886274 + Penalty 478.975181 = -196770.911093 nChanged 66 SP:Iteration 15Q (1109.942547 sec): 3 clusters Score: Raw -197273.744702 + Penalty 478.975181 = -196794.769521 nChanged 60 SP:Iteration 16Q (1109.979454 sec): 3 clusters Score: Raw -197298.545361 + Penalty 478.975181 = -196819.570180 nChanged 76 SP:Iteration 17Q (1110.016353 sec): 3 clusters Score: Raw -197330.661433 + Penalty 478.975181 = -196851.686252 nChanged 65 SP:Iteration 18Q (1110.048490 sec): 3 clusters Score: Raw -197358.807826 + Penalty 478.975181 = -196879.832645 nChanged 65 SP:Iteration 19Q (1110.077967 sec): 3 clusters Score: Raw -197384.417791 + Penalty 478.975181 = -196905.442610 nChanged 58 SP:Iteration 20F (1110.114330 sec): 3 clusters Score: Raw -197412.692971 + Penalty 478.975181 = -196933.717790 nChanged 53 SP:Iteration 21Q (1110.158614 sec): 3 clusters Score: Raw -197444.669100 + Penalty 478.975181 = -196965.693919 nChanged 49 SP:Iteration 22Q (1110.189227 sec): 3 clusters Score: Raw -197466.537703 + Penalty 478.975181 = -196987.562522 nChanged 43 SP:Iteration 23Q (1110.236955 sec): 3 clusters Score: Raw -197484.162152 + Penalty 478.975181 = -197005.186971 nChanged 39 SP:Iteration 24Q (1110.284699 sec): 3 clusters Score: Raw -197503.504124 + Penalty 478.975181 = -197024.528943 nChanged 42 SP:Iteration 25Q (1110.296455 sec): 3 clusters Score: Raw -197526.088945 + Penalty 478.975181 = -197047.113764 nChanged 47 SP:Iteration 26Q (1110.308452 sec): 3 clusters Score: Raw -197548.637722 + Penalty 478.975181 = -197069.662541 nChanged 38 SP:Iteration 27Q (1110.320689 sec): 3 clusters Score: Raw -197563.586262 + Penalty 478.975181 = -197084.611081 nChanged 40 SP:Iteration 28Q (1110.374892 sec): 3 clusters Score: Raw -197577.797876 + Penalty 478.975181 = -197098.822695 nChanged 24 SP:Iteration 29Q (1110.417582 sec): 3 clusters Score: Raw -197586.900366 + Penalty 478.975181 = -197107.925185 nChanged 28 SP:Iteration 30Q (1110.467053 sec): 3 clusters Score: Raw -197600.353146 + Penalty 478.975181 = -197121.377965 nChanged 21 SP:Iteration 31Q (1110.514764 sec): 3 clusters Score: Raw -197606.945698 + Penalty 478.975181 = -197127.970517 nChanged 19 SP:Iteration 32Q (1110.552751 sec): 3 clusters Score: Raw -197611.410542 + Penalty 478.975181 = -197132.435361 nChanged 13 SP:Iteration 33Q (1110.587395 sec): 3 clusters Score: Raw -197614.172795 + Penalty 478.975181 = -197135.197614 nChanged 10 SP:Iteration 34Q (1110.622436 sec): 3 clusters Score: Raw -197615.834743 + Penalty 478.975181 = -197136.859562 nChanged 7 SP:Iteration 35Q (1110.655612 sec): 3 clusters Score: Raw -197616.937394 + Penalty 478.975181 = -197137.962213 nChanged 11 SP:Iteration 36Q (1110.693009 sec): 3 clusters Score: Raw -197619.371233 + Penalty 478.975181 = -197140.396052 nChanged 9 SP:Iteration 37Q (1110.728374 sec): 3 clusters Score: Raw -197620.623834 + Penalty 478.975181 = -197141.648653 nChanged 9 SP:Iteration 38Q (1110.759835 sec): 3 clusters Score: Raw -197622.027496 + Penalty 478.975181 = -197143.052315 nChanged 9 SP:Iteration 39Q (1110.794799 sec): 3 clusters Score: Raw -197623.612409 + Penalty 478.975181 = -197144.637228 nChanged 9 SP:Iteration 40F (1110.831024 sec): 3 clusters Score: Raw -197625.386978 + Penalty 478.975181 = -197146.411797 nChanged 5 SP:Iteration 41Q (1110.866337 sec): 3 clusters Score: Raw -197626.228399 + Penalty 478.975181 = -197147.253218 nChanged 5 SP:Iteration 42Q (1110.901517 sec): 3 clusters Score: Raw -197627.650631 + Penalty 478.975181 = -197148.675450 nChanged 3 SP:Iteration 43Q (1110.936693 sec): 3 clusters Score: Raw -197628.151329 + Penalty 478.975181 = -197149.176148 nChanged 4 SP:Iteration 44Q (1110.977037 sec): 3 clusters Score: Raw -197628.707954 + Penalty 478.975181 = -197149.732773 nChanged 0 SP:Iteration 45F (1111.022863 sec): 3 clusters Score: Raw -197628.707954 + Penalty 478.975181 = -197149.732773 nChanged 0 Trying to split cluster 19 (5603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1111.045938 sec): 2 clusters Score: Raw -187344.653603 + Penalty 237.354080 = -187107.299523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1111.089421 sec): 3 clusters Score: Raw -183803.943947 + Penalty 474.708160 = -183329.235787 nChanged 2634 SP:Iteration 1F (1111.141135 sec): 3 clusters Score: Raw -185361.646819 + Penalty 474.708160 = -184886.938659 nChanged 286 SP:Iteration 2F (1111.185599 sec): 3 clusters Score: Raw -185503.802292 + Penalty 474.708160 = -185029.094132 nChanged 338 SP:Iteration 3F (1111.226574 sec): 3 clusters Score: Raw -185708.207681 + Penalty 474.708160 = -185233.499521 nChanged 346 SP:Iteration 4F (1111.284105 sec): 3 clusters Score: Raw -185944.960288 + Penalty 474.708160 = -185470.252128 nChanged 370 SP:Iteration 5F (1111.325439 sec): 3 clusters Score: Raw -186225.242749 + Penalty 474.708160 = -185750.534589 nChanged 346 SP:Iteration 6F (1111.382479 sec): 3 clusters Score: Raw -186448.026381 + Penalty 474.708160 = -185973.318222 nChanged 245 SP:Iteration 7Q (1111.424231 sec): 3 clusters Score: Raw -186573.943843 + Penalty 474.708160 = -186099.235683 nChanged 183 SP:Iteration 8Q (1111.475241 sec): 3 clusters Score: Raw -186640.011389 + Penalty 474.708160 = -186165.303230 nChanged 105 SP:Iteration 9Q (1111.527173 sec): 3 clusters Score: Raw -186668.269823 + Penalty 474.708160 = -186193.561663 nChanged 78 SP:Iteration 10Q (1111.579173 sec): 3 clusters Score: Raw -186688.294062 + Penalty 474.708160 = -186213.585903 nChanged 53 SP:Iteration 11Q (1111.629229 sec): 3 clusters Score: Raw -186699.769969 + Penalty 474.708160 = -186225.061809 nChanged 45 SP:Iteration 12Q (1111.681550 sec): 3 clusters Score: Raw -186708.885829 + Penalty 474.708160 = -186234.177669 nChanged 40 SP:Iteration 13Q (1111.734502 sec): 3 clusters Score: Raw -186716.347304 + Penalty 474.708160 = -186241.639145 nChanged 37 SP:Iteration 14Q (1111.774442 sec): 3 clusters Score: Raw -186722.021792 + Penalty 474.708160 = -186247.313633 nChanged 36 SP:Iteration 15Q (1111.826000 sec): 3 clusters Score: Raw -186726.120285 + Penalty 474.708160 = -186251.412125 nChanged 30 SP:Iteration 16Q (1111.873966 sec): 3 clusters Score: Raw -186729.488215 + Penalty 474.708160 = -186254.780056 nChanged 19 SP:Iteration 17Q (1111.916084 sec): 3 clusters Score: Raw -186731.596680 + Penalty 474.708160 = -186256.888521 nChanged 19 SP:Iteration 18Q (1111.959121 sec): 3 clusters Score: Raw -186733.806237 + Penalty 474.708160 = -186259.098077 nChanged 17 SP:Iteration 19Q (1112.005171 sec): 3 clusters Score: Raw -186736.229603 + Penalty 474.708160 = -186261.521443 nChanged 24 SP:Iteration 20F (1112.053404 sec): 3 clusters Score: Raw -186740.019075 + Penalty 474.708160 = -186265.310915 nChanged 34 SP:Iteration 21Q (1112.095844 sec): 3 clusters Score: Raw -186745.273416 + Penalty 474.708160 = -186270.565256 nChanged 38 SP:Iteration 22Q (1112.131958 sec): 3 clusters Score: Raw -186752.523319 + Penalty 474.708160 = -186277.815159 nChanged 39 SP:Iteration 23Q (1112.170013 sec): 3 clusters Score: Raw -186761.559690 + Penalty 474.708160 = -186286.851531 nChanged 48 SP:Iteration 24Q (1112.215727 sec): 3 clusters Score: Raw -186772.682302 + Penalty 474.708160 = -186297.974142 nChanged 46 SP:Iteration 25Q (1112.267680 sec): 3 clusters Score: Raw -186783.511104 + Penalty 474.708160 = -186308.802944 nChanged 43 SP:Iteration 26Q (1112.323243 sec): 3 clusters Score: Raw -186792.969944 + Penalty 474.708160 = -186318.261784 nChanged 37 SP:Iteration 27Q (1112.359403 sec): 3 clusters Score: Raw -186801.855551 + Penalty 474.708160 = -186327.147392 nChanged 38 SP:Iteration 28Q (1112.402537 sec): 3 clusters Score: Raw -186811.296169 + Penalty 474.708160 = -186336.588010 nChanged 37 SP:Iteration 29Q (1112.438093 sec): 3 clusters Score: Raw -186819.065522 + Penalty 474.708160 = -186344.357362 nChanged 31 SP:Iteration 30Q (1112.480170 sec): 3 clusters Score: Raw -186825.132674 + Penalty 474.708160 = -186350.424515 nChanged 25 SP:Iteration 31Q (1112.522673 sec): 3 clusters Score: Raw -186830.957906 + Penalty 474.708160 = -186356.249747 nChanged 33 SP:Iteration 32Q (1112.574041 sec): 3 clusters Score: Raw -186838.453889 + Penalty 474.708160 = -186363.745729 nChanged 41 SP:Iteration 33Q (1112.618615 sec): 3 clusters Score: Raw -186847.965017 + Penalty 474.708160 = -186373.256857 nChanged 36 SP:Iteration 34Q (1112.677521 sec): 3 clusters Score: Raw -186853.467663 + Penalty 474.708160 = -186378.759504 nChanged 31 SP:Iteration 35Q (1112.724632 sec): 3 clusters Score: Raw -186858.670695 + Penalty 474.708160 = -186383.962536 nChanged 29 SP:Iteration 36Q (1112.768469 sec): 3 clusters Score: Raw -186863.999170 + Penalty 474.708160 = -186389.291010 nChanged 27 SP:Iteration 37Q (1112.808722 sec): 3 clusters Score: Raw -186867.831223 + Penalty 474.708160 = -186393.123063 nChanged 23 SP:Iteration 38Q (1112.845209 sec): 3 clusters Score: Raw -186871.199247 + Penalty 474.708160 = -186396.491088 nChanged 32 SP:Iteration 39Q (1112.881915 sec): 3 clusters Score: Raw -186875.613149 + Penalty 474.708160 = -186400.904989 nChanged 24 SP:Iteration 40F (1112.911397 sec): 3 clusters Score: Raw -186879.276036 + Penalty 474.708160 = -186404.567877 nChanged 20 SP:Iteration 41Q (1112.961871 sec): 3 clusters Score: Raw -186881.735718 + Penalty 474.708160 = -186407.027558 nChanged 15 SP:Iteration 42Q (1112.993532 sec): 3 clusters Score: Raw -186883.314839 + Penalty 474.708160 = -186408.606680 nChanged 16 SP:Iteration 43Q (1113.027491 sec): 3 clusters Score: Raw -186884.927083 + Penalty 474.708160 = -186410.218923 nChanged 18 SP:Iteration 44Q (1113.063533 sec): 3 clusters Score: Raw -186886.748237 + Penalty 474.708160 = -186412.040078 nChanged 12 SP:Iteration 45Q (1113.099281 sec): 3 clusters Score: Raw -186887.861059 + Penalty 474.708160 = -186413.152900 nChanged 11 SP:Iteration 46Q (1113.141231 sec): 3 clusters Score: Raw -186889.036622 + Penalty 474.708160 = -186414.328462 nChanged 14 SP:Iteration 47Q (1113.190471 sec): 3 clusters Score: Raw -186890.325970 + Penalty 474.708160 = -186415.617811 nChanged 14 SP:Iteration 48Q (1113.250266 sec): 3 clusters Score: Raw -186891.419616 + Penalty 474.708160 = -186416.711457 nChanged 13 SP:Iteration 49Q (1113.294099 sec): 3 clusters Score: Raw -186892.653424 + Penalty 474.708160 = -186417.945264 nChanged 16 SP:Iteration 50Q (1113.333145 sec): 3 clusters Score: Raw -186894.510107 + Penalty 474.708160 = -186419.801947 nChanged 22 SP:Iteration 51Q (1113.374637 sec): 3 clusters Score: Raw -186897.720603 + Penalty 474.708160 = -186423.012444 nChanged 24 SP:Iteration 52Q (1113.417124 sec): 3 clusters Score: Raw -186901.747374 + Penalty 474.708160 = -186427.039214 nChanged 20 SP:Iteration 53Q (1113.456774 sec): 3 clusters Score: Raw -186904.303789 + Penalty 474.708160 = -186429.595630 nChanged 19 SP:Iteration 54Q (1113.493600 sec): 3 clusters Score: Raw -186906.737304 + Penalty 474.708160 = -186432.029144 nChanged 15 SP:Iteration 55Q (1113.526256 sec): 3 clusters Score: Raw -186908.192505 + Penalty 474.708160 = -186433.484345 nChanged 18 SP:Iteration 56Q (1113.562999 sec): 3 clusters Score: Raw -186910.977672 + Penalty 474.708160 = -186436.269513 nChanged 21 SP:Iteration 57Q (1113.592383 sec): 3 clusters Score: Raw -186915.260512 + Penalty 474.708160 = -186440.552353 nChanged 24 SP:Iteration 58Q (1113.629222 sec): 3 clusters Score: Raw -186919.778949 + Penalty 474.708160 = -186445.070790 nChanged 27 SP:Iteration 59Q (1113.665903 sec): 3 clusters Score: Raw -186923.929676 + Penalty 474.708160 = -186449.221517 nChanged 26 SP:Iteration 60F (1113.714875 sec): 3 clusters Score: Raw -186927.448937 + Penalty 474.708160 = -186452.740777 nChanged 20 SP:Iteration 61Q (1113.760034 sec): 3 clusters Score: Raw -186930.559222 + Penalty 474.708160 = -186455.851063 nChanged 27 SP:Iteration 62Q (1113.796062 sec): 3 clusters Score: Raw -186936.838569 + Penalty 474.708160 = -186462.130409 nChanged 34 SP:Iteration 63Q (1113.832187 sec): 3 clusters Score: Raw -186945.486691 + Penalty 474.708160 = -186470.778531 nChanged 36 SP:Iteration 64Q (1113.868276 sec): 3 clusters Score: Raw -186952.025856 + Penalty 474.708160 = -186477.317697 nChanged 28 SP:Iteration 65Q (1113.904936 sec): 3 clusters Score: Raw -186955.442312 + Penalty 474.708160 = -186480.734153 nChanged 18 SP:Iteration 66Q (1113.933469 sec): 3 clusters Score: Raw -186957.698321 + Penalty 474.708160 = -186482.990161 nChanged 12 SP:Iteration 67Q (1113.981150 sec): 3 clusters Score: Raw -186959.003397 + Penalty 474.708160 = -186484.295237 nChanged 18 SP:Iteration 68Q (1114.011328 sec): 3 clusters Score: Raw -186960.962116 + Penalty 474.708160 = -186486.253957 nChanged 17 SP:Iteration 69Q (1114.022815 sec): 3 clusters Score: Raw -186962.828198 + Penalty 474.708160 = -186488.120038 nChanged 10 SP:Iteration 70Q (1114.038663 sec): 3 clusters Score: Raw -186963.693515 + Penalty 474.708160 = -186488.985355 nChanged 7 SP:Iteration 71Q (1114.049926 sec): 3 clusters Score: Raw -186964.404145 + Penalty 474.708160 = -186489.695985 nChanged 11 SP:Iteration 72Q (1114.061119 sec): 3 clusters Score: Raw -186965.310927 + Penalty 474.708160 = -186490.602767 nChanged 8 SP:Iteration 73Q (1114.072306 sec): 3 clusters Score: Raw -186966.022304 + Penalty 474.708160 = -186491.314144 nChanged 15 SP:Iteration 74Q (1114.083475 sec): 3 clusters Score: Raw -186967.723842 + Penalty 474.708160 = -186493.015682 nChanged 15 SP:Iteration 75Q (1114.105325 sec): 3 clusters Score: Raw -186969.701995 + Penalty 474.708160 = -186494.993835 nChanged 13 SP:Iteration 76Q (1114.157073 sec): 3 clusters Score: Raw -186970.699631 + Penalty 474.708160 = -186495.991471 nChanged 9 SP:Iteration 77Q (1114.208833 sec): 3 clusters Score: Raw -186971.890176 + Penalty 474.708160 = -186497.182016 nChanged 10 SP:Iteration 78Q (1114.256431 sec): 3 clusters Score: Raw -186973.264119 + Penalty 474.708160 = -186498.555960 nChanged 14 SP:Iteration 79Q (1114.300982 sec): 3 clusters Score: Raw -186974.576643 + Penalty 474.708160 = -186499.868483 nChanged 10 SP:Iteration 80F (1114.352928 sec): 3 clusters Score: Raw -186975.389631 + Penalty 474.708160 = -186500.681471 nChanged 12 SP:Iteration 81Q (1114.404320 sec): 3 clusters Score: Raw -186976.897781 + Penalty 474.708160 = -186502.189622 nChanged 12 SP:Iteration 82Q (1114.467484 sec): 3 clusters Score: Raw -186978.264136 + Penalty 474.708160 = -186503.555976 nChanged 8 SP:Iteration 83Q (1114.520043 sec): 3 clusters Score: Raw -186978.908656 + Penalty 474.708160 = -186504.200496 nChanged 9 SP:Iteration 84Q (1114.560523 sec): 3 clusters Score: Raw -186979.471546 + Penalty 474.708160 = -186504.763387 nChanged 7 SP:Iteration 85Q (1114.613369 sec): 3 clusters Score: Raw -186979.840760 + Penalty 474.708160 = -186505.132600 nChanged 3 SP:Iteration 86Q (1114.666584 sec): 3 clusters Score: Raw -186979.948472 + Penalty 474.708160 = -186505.240313 nChanged 4 SP:Iteration 87Q (1114.717855 sec): 3 clusters Score: Raw -186980.673341 + Penalty 474.708160 = -186505.965182 nChanged 5 SP:Iteration 88Q (1114.769450 sec): 3 clusters Score: Raw -186981.445437 + Penalty 474.708160 = -186506.737277 nChanged 4 SP:Iteration 89Q (1114.809037 sec): 3 clusters Score: Raw -186982.054964 + Penalty 474.708160 = -186507.346804 nChanged 8 SP:Iteration 90Q (1114.861008 sec): 3 clusters Score: Raw -186982.745355 + Penalty 474.708160 = -186508.037195 nChanged 11 SP:Iteration 91Q (1114.907746 sec): 3 clusters Score: Raw -186984.137040 + Penalty 474.708160 = -186509.428880 nChanged 19 SP:Iteration 92Q (1114.961033 sec): 3 clusters Score: Raw -186987.084233 + Penalty 474.708160 = -186512.376074 nChanged 26 SP:Iteration 93Q (1115.006373 sec): 3 clusters Score: Raw -186992.666973 + Penalty 474.708160 = -186517.958814 nChanged 30 SP:Iteration 94Q (1115.041094 sec): 3 clusters Score: Raw -186997.909429 + Penalty 474.708160 = -186523.201270 nChanged 33 SP:Iteration 95Q (1115.097158 sec): 3 clusters Score: Raw -187002.699380 + Penalty 474.708160 = -186527.991221 nChanged 32 SP:Iteration 96Q (1115.140271 sec): 3 clusters Score: Raw -187008.907610 + Penalty 474.708160 = -186534.199450 nChanged 36 SP:Iteration 97Q (1115.192709 sec): 3 clusters Score: Raw -187016.643819 + Penalty 474.708160 = -186541.935659 nChanged 35 SP:Iteration 98Q (1115.245382 sec): 3 clusters Score: Raw -187024.423802 + Penalty 474.708160 = -186549.715642 nChanged 37 SP:Iteration 99Q (1115.287134 sec): 3 clusters Score: Raw -187033.971538 + Penalty 474.708160 = -186559.263379 nChanged 42 SP:Iteration 100F (1115.339532 sec): 3 clusters Score: Raw -187044.336082 + Penalty 474.708160 = -186569.627923 nChanged 40 SP:Iteration 101Q (1115.392450 sec): 3 clusters Score: Raw -187055.697505 + Penalty 474.708160 = -186580.989345 nChanged 62 SP:Iteration 102Q (1115.444788 sec): 3 clusters Score: Raw -187076.542272 + Penalty 474.708160 = -186601.834113 nChanged 57 SP:Iteration 103Q (1115.497069 sec): 3 clusters Score: Raw -187097.254984 + Penalty 474.708160 = -186622.546825 nChanged 61 SP:Iteration 104Q (1115.548340 sec): 3 clusters Score: Raw -187117.445030 + Penalty 474.708160 = -186642.736870 nChanged 65 SP:Iteration 105Q (1115.588637 sec): 3 clusters Score: Raw -187141.409239 + Penalty 474.708160 = -186666.701079 nChanged 68 SP:Iteration 106Q (1115.640519 sec): 3 clusters Score: Raw -187169.984748 + Penalty 474.708160 = -186695.276589 nChanged 77 SP:Iteration 107Q (1115.704004 sec): 3 clusters Score: Raw -187212.539526 + Penalty 474.708160 = -186737.831367 nChanged 76 SP:Iteration 108Q (1115.744684 sec): 3 clusters Score: Raw -187255.815177 + Penalty 474.708160 = -186781.107017 nChanged 65 SP:Iteration 109Q (1115.796937 sec): 3 clusters Score: Raw -187286.632290 + Penalty 474.708160 = -186811.924130 nChanged 47 SP:Iteration 110Q (1115.847043 sec): 3 clusters Score: Raw -187313.495275 + Penalty 474.708160 = -186838.787116 nChanged 44 SP:Iteration 111Q (1115.892110 sec): 3 clusters Score: Raw -187338.644340 + Penalty 474.708160 = -186863.936180 nChanged 40 SP:Iteration 112Q (1115.939259 sec): 3 clusters Score: Raw -187355.842408 + Penalty 474.708160 = -186881.134248 nChanged 32 SP:Iteration 113Q (1115.984544 sec): 3 clusters Score: Raw -187368.048531 + Penalty 474.708160 = -186893.340371 nChanged 32 SP:Iteration 114Q (1116.034133 sec): 3 clusters Score: Raw -187380.758196 + Penalty 474.708160 = -186906.050036 nChanged 29 SP:Iteration 115Q (1116.064392 sec): 3 clusters Score: Raw -187394.833877 + Penalty 474.708160 = -186920.125717 nChanged 29 SP:Iteration 116Q (1116.099288 sec): 3 clusters Score: Raw -187406.758796 + Penalty 474.708160 = -186932.050636 nChanged 17 SP:Iteration 117Q (1116.134637 sec): 3 clusters Score: Raw -187412.503069 + Penalty 474.708160 = -186937.794909 nChanged 15 SP:Iteration 118Q (1116.169507 sec): 3 clusters Score: Raw -187419.196141 + Penalty 474.708160 = -186944.487981 nChanged 11 SP:Iteration 119Q (1116.208250 sec): 3 clusters Score: Raw -187423.710646 + Penalty 474.708160 = -186949.002486 nChanged 8 SP:Iteration 120F (1116.254727 sec): 3 clusters Score: Raw -187429.440704 + Penalty 474.708160 = -186954.732544 nChanged 12 SP:Iteration 121Q (1116.306510 sec): 3 clusters Score: Raw -187440.070840 + Penalty 474.708160 = -186965.362680 nChanged 19 SP:Iteration 122Q (1116.352293 sec): 3 clusters Score: Raw -187455.391433 + Penalty 474.708160 = -186980.683274 nChanged 14 SP:Iteration 123Q (1116.403912 sec): 3 clusters Score: Raw -187465.731146 + Penalty 474.708160 = -186991.022986 nChanged 9 SP:Iteration 124Q (1116.449789 sec): 3 clusters Score: Raw -187471.138502 + Penalty 474.708160 = -186996.430342 nChanged 8 SP:Iteration 125Q (1116.499705 sec): 3 clusters Score: Raw -187477.574118 + Penalty 474.708160 = -187002.865958 nChanged 6 SP:Iteration 126Q (1116.544648 sec): 3 clusters Score: Raw -187480.992751 + Penalty 474.708160 = -187006.284592 nChanged 3 SP:Iteration 127Q (1116.590571 sec): 3 clusters Score: Raw -187482.984498 + Penalty 474.708160 = -187008.276339 nChanged 2 SP:Iteration 128Q (1116.636672 sec): 3 clusters Score: Raw -187484.720300 + Penalty 474.708160 = -187010.012140 nChanged 5 SP:Iteration 129Q (1116.689793 sec): 3 clusters Score: Raw -187486.497248 + Penalty 474.708160 = -187011.789088 nChanged 1 SP:Iteration 130Q (1116.731373 sec): 3 clusters Score: Raw -187486.833324 + Penalty 474.708160 = -187012.125164 nChanged 0 SP:Iteration 131F (1116.769769 sec): 3 clusters Score: Raw -187486.833324 + Penalty 474.708160 = -187012.125164 nChanged 0 Trying to split cluster 20 (1688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1116.793635 sec): 2 clusters Score: Raw -65797.246783 + Penalty 204.360741 = -65592.886042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1116.838079 sec): 3 clusters Score: Raw -64821.327156 + Penalty 408.721482 = -64412.605673 nChanged 751 SP:Iteration 1F (1116.880425 sec): 3 clusters Score: Raw -65250.167227 + Penalty 408.721482 = -64841.445745 nChanged 116 SP:Iteration 2F (1116.911560 sec): 3 clusters Score: Raw -65323.885752 + Penalty 408.721482 = -64915.164270 nChanged 89 SP:Iteration 3F (1116.941173 sec): 3 clusters Score: Raw -65370.931520 + Penalty 408.721482 = -64962.210037 nChanged 88 SP:Iteration 4F (1116.972691 sec): 3 clusters Score: Raw -65410.469470 + Penalty 408.721482 = -65001.747988 nChanged 66 SP:Iteration 5Q (1117.003955 sec): 3 clusters Score: Raw -65438.621714 + Penalty 408.721482 = -65029.900232 nChanged 56 SP:Iteration 6Q (1117.035141 sec): 3 clusters Score: Raw -65462.941867 + Penalty 408.721482 = -65054.220385 nChanged 49 SP:Iteration 7Q (1117.066247 sec): 3 clusters Score: Raw -65487.687925 + Penalty 408.721482 = -65078.966443 nChanged 50 SP:Iteration 8Q (1117.097568 sec): 3 clusters Score: Raw -65503.463330 + Penalty 408.721482 = -65094.741847 nChanged 32 SP:Iteration 9Q (1117.130640 sec): 3 clusters Score: Raw -65513.148754 + Penalty 408.721482 = -65104.427272 nChanged 25 SP:Iteration 10Q (1117.177605 sec): 3 clusters Score: Raw -65523.406063 + Penalty 408.721482 = -65114.684581 nChanged 26 SP:Iteration 11Q (1117.215738 sec): 3 clusters Score: Raw -65534.330740 + Penalty 408.721482 = -65125.609258 nChanged 24 SP:Iteration 12Q (1117.266442 sec): 3 clusters Score: Raw -65541.616010 + Penalty 408.721482 = -65132.894528 nChanged 25 SP:Iteration 13Q (1117.315952 sec): 3 clusters Score: Raw -65551.764721 + Penalty 408.721482 = -65143.043239 nChanged 26 SP:Iteration 14Q (1117.365753 sec): 3 clusters Score: Raw -65562.155373 + Penalty 408.721482 = -65153.433891 nChanged 29 SP:Iteration 15Q (1117.397270 sec): 3 clusters Score: Raw -65571.474357 + Penalty 408.721482 = -65162.752875 nChanged 19 SP:Iteration 16Q (1117.438526 sec): 3 clusters Score: Raw -65577.043772 + Penalty 408.721482 = -65168.322290 nChanged 13 SP:Iteration 17Q (1117.479714 sec): 3 clusters Score: Raw -65580.322905 + Penalty 408.721482 = -65171.601423 nChanged 11 SP:Iteration 18Q (1117.521385 sec): 3 clusters Score: Raw -65582.352043 + Penalty 408.721482 = -65173.630561 nChanged 9 SP:Iteration 19Q (1117.552267 sec): 3 clusters Score: Raw -65584.540660 + Penalty 408.721482 = -65175.819178 nChanged 12 SP:Iteration 20F (1117.583458 sec): 3 clusters Score: Raw -65589.055395 + Penalty 408.721482 = -65180.333913 nChanged 12 SP:Iteration 21Q (1117.614840 sec): 3 clusters Score: Raw -65592.665540 + Penalty 408.721482 = -65183.944057 nChanged 14 SP:Iteration 22Q (1117.646085 sec): 3 clusters Score: Raw -65597.032939 + Penalty 408.721482 = -65188.311457 nChanged 14 SP:Iteration 23Q (1117.677162 sec): 3 clusters Score: Raw -65603.069682 + Penalty 408.721482 = -65194.348200 nChanged 16 SP:Iteration 24Q (1117.708284 sec): 3 clusters Score: Raw -65614.381940 + Penalty 408.721482 = -65205.660458 nChanged 21 SP:Iteration 25Q (1117.739665 sec): 3 clusters Score: Raw -65628.331878 + Penalty 408.721482 = -65219.610396 nChanged 16 SP:Iteration 26Q (1117.771108 sec): 3 clusters Score: Raw -65634.586202 + Penalty 408.721482 = -65225.864720 nChanged 13 SP:Iteration 27Q (1117.802593 sec): 3 clusters Score: Raw -65637.572485 + Penalty 408.721482 = -65228.851003 nChanged 11 SP:Iteration 28Q (1117.833645 sec): 3 clusters Score: Raw -65640.686396 + Penalty 408.721482 = -65231.964914 nChanged 15 SP:Iteration 29Q (1117.865109 sec): 3 clusters Score: Raw -65644.323342 + Penalty 408.721482 = -65235.601860 nChanged 8 SP:Iteration 30Q (1117.889320 sec): 3 clusters Score: Raw -65645.782744 + Penalty 408.721482 = -65237.061262 nChanged 10 SP:Iteration 31Q (1117.920091 sec): 3 clusters Score: Raw -65649.017972 + Penalty 408.721482 = -65240.296490 nChanged 9 SP:Iteration 32Q (1117.951413 sec): 3 clusters Score: Raw -65651.853774 + Penalty 408.721482 = -65243.132292 nChanged 11 SP:Iteration 33Q (1117.982713 sec): 3 clusters Score: Raw -65655.307134 + Penalty 408.721482 = -65246.585652 nChanged 13 SP:Iteration 34Q (1118.017461 sec): 3 clusters Score: Raw -65657.527484 + Penalty 408.721482 = -65248.806001 nChanged 5 SP:Iteration 35Q (1118.061446 sec): 3 clusters Score: Raw -65658.657050 + Penalty 408.721482 = -65249.935568 nChanged 8 SP:Iteration 36Q (1118.105459 sec): 3 clusters Score: Raw -65660.850391 + Penalty 408.721482 = -65252.128908 nChanged 8 SP:Iteration 37Q (1118.136985 sec): 3 clusters Score: Raw -65664.202967 + Penalty 408.721482 = -65255.481485 nChanged 15 SP:Iteration 38Q (1118.168136 sec): 3 clusters Score: Raw -65671.746508 + Penalty 408.721482 = -65263.025026 nChanged 16 SP:Iteration 39Q (1118.195861 sec): 3 clusters Score: Raw -65676.917324 + Penalty 408.721482 = -65268.195842 nChanged 14 SP:Iteration 40F (1118.235617 sec): 3 clusters Score: Raw -65680.964379 + Penalty 408.721482 = -65272.242897 nChanged 13 SP:Iteration 41Q (1118.278972 sec): 3 clusters Score: Raw -65687.037092 + Penalty 408.721482 = -65278.315610 nChanged 16 SP:Iteration 42Q (1118.310911 sec): 3 clusters Score: Raw -65695.314081 + Penalty 408.721482 = -65286.592599 nChanged 19 SP:Iteration 43Q (1118.342800 sec): 3 clusters Score: Raw -65703.540152 + Penalty 408.721482 = -65294.818670 nChanged 22 SP:Iteration 44Q (1118.374758 sec): 3 clusters Score: Raw -65714.229988 + Penalty 408.721482 = -65305.508506 nChanged 24 SP:Iteration 45Q (1118.406598 sec): 3 clusters Score: Raw -65727.413106 + Penalty 408.721482 = -65318.691624 nChanged 20 SP:Iteration 46Q (1118.438702 sec): 3 clusters Score: Raw -65738.426396 + Penalty 408.721482 = -65329.704914 nChanged 20 SP:Iteration 47Q (1118.470570 sec): 3 clusters Score: Raw -65749.758403 + Penalty 408.721482 = -65341.036921 nChanged 20 SP:Iteration 48Q (1118.513085 sec): 3 clusters Score: Raw -65760.321790 + Penalty 408.721482 = -65351.600308 nChanged 15 SP:Iteration 49Q (1118.555185 sec): 3 clusters Score: Raw -65765.840818 + Penalty 408.721482 = -65357.119336 nChanged 14 SP:Iteration 50Q (1118.603899 sec): 3 clusters Score: Raw -65774.176560 + Penalty 408.721482 = -65365.455078 nChanged 15 SP:Iteration 51Q (1118.635561 sec): 3 clusters Score: Raw -65782.195877 + Penalty 408.721482 = -65373.474395 nChanged 12 SP:Iteration 52Q (1118.668059 sec): 3 clusters Score: Raw -65790.251700 + Penalty 408.721482 = -65381.530218 nChanged 12 SP:Iteration 53Q (1118.715221 sec): 3 clusters Score: Raw -65796.991508 + Penalty 408.721482 = -65388.270025 nChanged 10 SP:Iteration 54Q (1118.760043 sec): 3 clusters Score: Raw -65806.607429 + Penalty 408.721482 = -65397.885947 nChanged 16 SP:Iteration 55Q (1118.802428 sec): 3 clusters Score: Raw -65818.125824 + Penalty 408.721482 = -65409.404342 nChanged 15 SP:Iteration 56Q (1118.851580 sec): 3 clusters Score: Raw -65826.935297 + Penalty 408.721482 = -65418.213815 nChanged 8 SP:Iteration 57Q (1118.905036 sec): 3 clusters Score: Raw -65829.917889 + Penalty 408.721482 = -65421.196407 nChanged 6 SP:Iteration 58Q (1118.944201 sec): 3 clusters Score: Raw -65832.184537 + Penalty 408.721482 = -65423.463055 nChanged 4 SP:Iteration 59Q (1118.997413 sec): 3 clusters Score: Raw -65833.081378 + Penalty 408.721482 = -65424.359896 nChanged 3 SP:Iteration 60F (1119.028937 sec): 3 clusters Score: Raw -65833.890455 + Penalty 408.721482 = -65425.168973 nChanged 2 SP:Iteration 61Q (1119.072299 sec): 3 clusters Score: Raw -65834.477419 + Penalty 408.721482 = -65425.755937 nChanged 2 SP:Iteration 62Q (1119.106928 sec): 3 clusters Score: Raw -65835.270921 + Penalty 408.721482 = -65426.549439 nChanged 2 SP:Iteration 63Q (1119.139072 sec): 3 clusters Score: Raw -65835.658138 + Penalty 408.721482 = -65426.936656 nChanged 2 SP:Iteration 64Q (1119.182016 sec): 3 clusters Score: Raw -65835.873263 + Penalty 408.721482 = -65427.151780 nChanged 2 SP:Iteration 65Q (1119.212098 sec): 3 clusters Score: Raw -65836.076789 + Penalty 408.721482 = -65427.355307 nChanged 2 SP:Iteration 66Q (1119.262372 sec): 3 clusters Score: Raw -65836.245312 + Penalty 408.721482 = -65427.523830 nChanged 1 SP:Iteration 67Q (1119.304038 sec): 3 clusters Score: Raw -65836.335009 + Penalty 408.721482 = -65427.613527 nChanged 1 SP:Iteration 68Q (1119.338544 sec): 3 clusters Score: Raw -65836.436744 + Penalty 408.721482 = -65427.715262 nChanged 1 SP:Iteration 69Q (1119.370901 sec): 3 clusters Score: Raw -65836.529390 + Penalty 408.721482 = -65427.807907 nChanged 1 SP:Iteration 70Q (1119.411041 sec): 3 clusters Score: Raw -65836.579886 + Penalty 408.721482 = -65427.858404 nChanged 0 SP:Iteration 71F (1119.448850 sec): 3 clusters Score: Raw -65836.579886 + Penalty 408.721482 = -65427.858404 nChanged 0 Trying to split cluster 21 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1119.477542 sec): 2 clusters Score: Raw -16448.210053 + Penalty 168.488903 = -16279.721150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1119.507074 sec): 3 clusters Score: Raw -16244.730512 + Penalty 336.977805 = -15907.752707 nChanged 165 SP:Iteration 1F (1119.543661 sec): 3 clusters Score: Raw -16372.029189 + Penalty 336.977805 = -16035.051383 nChanged 43 SP:Iteration 2F (1119.587247 sec): 3 clusters Score: Raw -16404.003546 + Penalty 336.977805 = -16067.025741 nChanged 21 SP:Iteration 3Q (1119.632781 sec): 3 clusters Score: Raw -16415.876788 + Penalty 336.977805 = -16078.898983 nChanged 16 SP:Iteration 4Q (1119.669345 sec): 3 clusters Score: Raw -16425.458027 + Penalty 336.977805 = -16088.480222 nChanged 9 SP:Iteration 5Q (1119.713975 sec): 3 clusters Score: Raw -16434.022784 + Penalty 336.977805 = -16097.044979 nChanged 12 SP:Iteration 6Q (1119.762355 sec): 3 clusters Score: Raw -16444.653554 + Penalty 336.977805 = -16107.675749 nChanged 6 SP:Iteration 7Q (1119.814084 sec): 3 clusters Score: Raw -16447.492089 + Penalty 336.977805 = -16110.514284 nChanged 4 SP:Iteration 8Q (1119.843219 sec): 3 clusters Score: Raw -16449.195086 + Penalty 336.977805 = -16112.217281 nChanged 5 SP:Iteration 9Q (1119.878290 sec): 3 clusters Score: Raw -16452.143278 + Penalty 336.977805 = -16115.165473 nChanged 4 SP:Iteration 10Q (1119.920059 sec): 3 clusters Score: Raw -16453.061996 + Penalty 336.977805 = -16116.084191 nChanged 2 SP:Iteration 11Q (1119.952166 sec): 3 clusters Score: Raw -16453.422755 + Penalty 336.977805 = -16116.444949 nChanged 0 SP:Iteration 12F (1119.981884 sec): 3 clusters Score: Raw -16453.422755 + Penalty 336.977805 = -16116.444949 nChanged 0 Trying to split cluster 22 (578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1120.004038 sec): 2 clusters Score: Raw -23228.737022 + Penalty 174.888281 = -23053.848740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1120.043002 sec): 3 clusters Score: Raw -22952.683401 + Penalty 349.776563 = -22602.906838 nChanged 201 SP:Iteration 1F (1120.077757 sec): 3 clusters Score: Raw -23069.912688 + Penalty 349.776563 = -22720.136125 nChanged 45 SP:Iteration 2F (1120.107567 sec): 3 clusters Score: Raw -23108.354387 + Penalty 349.776563 = -22758.577824 nChanged 38 SP:Iteration 3F (1120.138219 sec): 3 clusters Score: Raw -23141.370172 + Penalty 349.776563 = -22791.593609 nChanged 33 SP:Iteration 4F (1120.174469 sec): 3 clusters Score: Raw -23166.620070 + Penalty 349.776563 = -22816.843507 nChanged 22 SP:Iteration 5Q (1120.225014 sec): 3 clusters Score: Raw -23179.580070 + Penalty 349.776563 = -22829.803507 nChanged 15 SP:Iteration 6Q (1120.264209 sec): 3 clusters Score: Raw -23189.750755 + Penalty 349.776563 = -22839.974192 nChanged 15 SP:Iteration 7Q (1120.291553 sec): 3 clusters Score: Raw -23200.916083 + Penalty 349.776563 = -22851.139521 nChanged 9 SP:Iteration 8Q (1120.331812 sec): 3 clusters Score: Raw -23210.663272 + Penalty 349.776563 = -22860.886709 nChanged 13 SP:Iteration 9Q (1120.381237 sec): 3 clusters Score: Raw -23230.389440 + Penalty 349.776563 = -22880.612877 nChanged 11 SP:Iteration 10Q (1120.430002 sec): 3 clusters Score: Raw -23242.626269 + Penalty 349.776563 = -22892.849706 nChanged 10 SP:Iteration 11Q (1120.478848 sec): 3 clusters Score: Raw -23251.649978 + Penalty 349.776563 = -22901.873415 nChanged 7 SP:Iteration 12Q (1120.529283 sec): 3 clusters Score: Raw -23255.400617 + Penalty 349.776563 = -22905.624054 nChanged 6 SP:Iteration 13Q (1120.567356 sec): 3 clusters Score: Raw -23257.281030 + Penalty 349.776563 = -22907.504467 nChanged 1 SP:Iteration 14Q (1120.617284 sec): 3 clusters Score: Raw -23257.827678 + Penalty 349.776563 = -22908.051115 nChanged 1 SP:Iteration 15Q (1120.671712 sec): 3 clusters Score: Raw -23258.482125 + Penalty 349.776563 = -22908.705562 nChanged 0 SP:Iteration 16F (1120.710366 sec): 3 clusters Score: Raw -23258.482125 + Penalty 349.776563 = -22908.705562 nChanged 0 Trying to split cluster 23 (38416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1120.762346 sec): 2 clusters Score: Raw -1553576.648214 + Penalty 290.296306 = -1553286.351908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1120.817407 sec): 3 clusters Score: Raw -1527982.777522 + Penalty 580.592613 = -1527402.184910 nChanged 18799 SP:Iteration 1F (1120.885107 sec): 3 clusters Score: Raw -1540056.442270 + Penalty 580.592613 = -1539475.849658 nChanged 2099 SP:Iteration 2F (1120.943037 sec): 3 clusters Score: Raw -1541290.607878 + Penalty 580.592613 = -1540710.015266 nChanged 2371 SP:Iteration 3F (1121.004309 sec): 3 clusters Score: Raw -1542920.059700 + Penalty 580.592613 = -1542339.467088 nChanged 2435 SP:Iteration 4F (1121.064811 sec): 3 clusters Score: Raw -1544769.737126 + Penalty 580.592613 = -1544189.144513 nChanged 2304 SP:Iteration 5F (1121.139667 sec): 3 clusters Score: Raw -1546396.616204 + Penalty 580.592613 = -1545816.023592 nChanged 1990 SP:Iteration 6F (1121.208717 sec): 3 clusters Score: Raw -1547657.937540 + Penalty 580.592613 = -1547077.344927 nChanged 1552 SP:Iteration 7Q (1121.281486 sec): 3 clusters Score: Raw -1548527.083152 + Penalty 580.592613 = -1547946.490540 nChanged 1358 SP:Iteration 8Q (1121.343409 sec): 3 clusters Score: Raw -1549326.176542 + Penalty 580.592613 = -1548745.583929 nChanged 1241 SP:Iteration 9Q (1121.413020 sec): 3 clusters Score: Raw -1550102.121983 + Penalty 580.592613 = -1549521.529371 nChanged 1130 SP:Iteration 10Q (1121.470663 sec): 3 clusters Score: Raw -1550860.392378 + Penalty 580.592613 = -1550279.799766 nChanged 1028 SP:Iteration 11Q (1121.537167 sec): 3 clusters Score: Raw -1551582.258781 + Penalty 580.592613 = -1551001.666169 nChanged 899 SP:Iteration 12Q (1121.595191 sec): 3 clusters Score: Raw -1552254.320611 + Penalty 580.592613 = -1551673.727998 nChanged 737 SP:Iteration 13Q (1121.659352 sec): 3 clusters Score: Raw -1552843.735420 + Penalty 580.592613 = -1552263.142807 nChanged 489 SP:Iteration 14Q (1121.722593 sec): 3 clusters Score: Raw -1553218.470422 + Penalty 580.592613 = -1552637.877809 nChanged 266 SP:Iteration 15Q (1121.775535 sec): 3 clusters Score: Raw -1553407.905199 + Penalty 580.592613 = -1552827.312587 nChanged 131 SP:Iteration 16Q (1121.839922 sec): 3 clusters Score: Raw -1553505.763027 + Penalty 580.592613 = -1552925.170415 nChanged 65 SP:Iteration 17Q (1121.903380 sec): 3 clusters Score: Raw -1553559.773800 + Penalty 580.592613 = -1552979.181187 nChanged 30 SP:Iteration 18Q (1121.970572 sec): 3 clusters Score: Raw -1553583.159122 + Penalty 580.592613 = -1553002.566510 nChanged 19 SP:Iteration 19Q (1122.020251 sec): 3 clusters Score: Raw -1553598.303444 + Penalty 580.592613 = -1553017.710831 nChanged 13 SP:Iteration 20F (1122.092464 sec): 3 clusters Score: Raw -1553609.546344 + Penalty 580.592613 = -1553028.953731 nChanged 12 SP:Iteration 21Q (1122.144800 sec): 3 clusters Score: Raw -1553618.357960 + Penalty 580.592613 = -1553037.765347 nChanged 11 SP:Iteration 22Q (1122.207188 sec): 3 clusters Score: Raw -1553625.242604 + Penalty 580.592613 = -1553044.649991 nChanged 8 SP:Iteration 23Q (1122.280078 sec): 3 clusters Score: Raw -1553629.104384 + Penalty 580.592613 = -1553048.511772 nChanged 5 SP:Iteration 24Q (1122.347333 sec): 3 clusters Score: Raw -1553632.645269 + Penalty 580.592613 = -1553052.052657 nChanged 6 SP:Iteration 25Q (1122.404626 sec): 3 clusters Score: Raw -1553636.208699 + Penalty 580.592613 = -1553055.616087 nChanged 2 SP:Iteration 26Q (1122.454511 sec): 3 clusters Score: Raw -1553637.612542 + Penalty 580.592613 = -1553057.019929 nChanged 1 SP:Iteration 27Q (1122.533547 sec): 3 clusters Score: Raw -1553637.852877 + Penalty 580.592613 = -1553057.260265 nChanged 1 SP:Iteration 28Q (1122.603252 sec): 3 clusters Score: Raw -1553637.983661 + Penalty 580.592613 = -1553057.391049 nChanged 0 SP:Iteration 29F (1122.674469 sec): 3 clusters Score: Raw -1553637.983661 + Penalty 580.592613 = -1553057.391049 nChanged 0 Trying to split cluster 24 (11816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1122.699219 sec): 2 clusters Score: Raw -473296.621661 + Penalty 257.873270 = -473038.748391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1122.749049 sec): 3 clusters Score: Raw -465675.238240 + Penalty 515.746540 = -465159.491700 nChanged 5647 SP:Iteration 1F (1122.791156 sec): 3 clusters Score: Raw -468879.005821 + Penalty 515.746540 = -468363.259281 nChanged 616 SP:Iteration 2F (1122.851655 sec): 3 clusters Score: Raw -469123.567598 + Penalty 515.746540 = -468607.821057 nChanged 658 SP:Iteration 3F (1122.902504 sec): 3 clusters Score: Raw -469406.034141 + Penalty 515.746540 = -468890.287601 nChanged 646 SP:Iteration 4F (1122.936309 sec): 3 clusters Score: Raw -469651.823872 + Penalty 515.746540 = -469136.077331 nChanged 584 SP:Iteration 5Q (1122.985640 sec): 3 clusters Score: Raw -469897.436938 + Penalty 515.746540 = -469381.690398 nChanged 556 SP:Iteration 6Q (1123.028585 sec): 3 clusters Score: Raw -470216.133083 + Penalty 515.746540 = -469700.386543 nChanged 580 SP:Iteration 7Q (1123.073064 sec): 3 clusters Score: Raw -470654.155491 + Penalty 515.746540 = -470138.408951 nChanged 594 SP:Iteration 8F (1123.126625 sec): 3 clusters Score: Raw -471176.610405 + Penalty 515.746540 = -470660.863865 nChanged 547 SP:Iteration 9Q (1123.159942 sec): 3 clusters Score: Raw -471651.691231 + Penalty 515.746540 = -471135.944690 nChanged 436 SP:Iteration 10Q (1123.208634 sec): 3 clusters Score: Raw -471968.868041 + Penalty 515.746540 = -471453.121501 nChanged 301 SP:Iteration 11Q (1123.254141 sec): 3 clusters Score: Raw -472146.564217 + Penalty 515.746540 = -471630.817677 nChanged 217 SP:Iteration 12Q (1123.306201 sec): 3 clusters Score: Raw -472267.516271 + Penalty 515.746540 = -471751.769731 nChanged 195 SP:Iteration 13Q (1123.354647 sec): 3 clusters Score: Raw -472371.527675 + Penalty 515.746540 = -471855.781135 nChanged 198 SP:Iteration 14Q (1123.400588 sec): 3 clusters Score: Raw -472484.165896 + Penalty 515.746540 = -471968.419355 nChanged 189 SP:Iteration 15Q (1123.451958 sec): 3 clusters Score: Raw -472562.415477 + Penalty 515.746540 = -472046.668937 nChanged 154 SP:Iteration 16Q (1123.508245 sec): 3 clusters Score: Raw -472621.293373 + Penalty 515.746540 = -472105.546832 nChanged 156 SP:Iteration 17Q (1123.558699 sec): 3 clusters Score: Raw -472683.154688 + Penalty 515.746540 = -472167.408147 nChanged 156 SP:Iteration 18Q (1123.601671 sec): 3 clusters Score: Raw -472752.029099 + Penalty 515.746540 = -472236.282559 nChanged 164 SP:Iteration 19Q (1123.646215 sec): 3 clusters Score: Raw -472821.048288 + Penalty 515.746540 = -472305.301748 nChanged 136 SP:Iteration 20F (1123.688827 sec): 3 clusters Score: Raw -472873.994022 + Penalty 515.746540 = -472358.247482 nChanged 125 SP:Iteration 21Q (1123.733265 sec): 3 clusters Score: Raw -472918.331728 + Penalty 515.746540 = -472402.585187 nChanged 119 SP:Iteration 22Q (1123.771593 sec): 3 clusters Score: Raw -472964.392478 + Penalty 515.746540 = -472448.645938 nChanged 118 SP:Iteration 23Q (1123.812973 sec): 3 clusters Score: Raw -473010.120182 + Penalty 515.746540 = -472494.373642 nChanged 103 SP:Iteration 24Q (1123.855292 sec): 3 clusters Score: Raw -473049.355788 + Penalty 515.746540 = -472533.609247 nChanged 104 SP:Iteration 25Q (1123.899909 sec): 3 clusters Score: Raw -473092.887019 + Penalty 515.746540 = -472577.140479 nChanged 101 SP:Iteration 26Q (1123.953791 sec): 3 clusters Score: Raw -473144.663468 + Penalty 515.746540 = -472628.916928 nChanged 91 SP:Iteration 27Q (1123.996634 sec): 3 clusters Score: Raw -473187.915996 + Penalty 515.746540 = -472672.169455 nChanged 73 SP:Iteration 28Q (1124.040206 sec): 3 clusters Score: Raw -473217.238418 + Penalty 515.746540 = -472701.491877 nChanged 41 SP:Iteration 29Q (1124.085083 sec): 3 clusters Score: Raw -473230.923990 + Penalty 515.746540 = -472715.177450 nChanged 36 SP:Iteration 30Q (1124.134895 sec): 3 clusters Score: Raw -473241.636249 + Penalty 515.746540 = -472725.889709 nChanged 31 SP:Iteration 31Q (1124.187013 sec): 3 clusters Score: Raw -473254.355048 + Penalty 515.746540 = -472738.608507 nChanged 34 SP:Iteration 32Q (1124.241339 sec): 3 clusters Score: Raw -473265.906325 + Penalty 515.746540 = -472750.159785 nChanged 26 SP:Iteration 33Q (1124.295277 sec): 3 clusters Score: Raw -473274.726883 + Penalty 515.746540 = -472758.980342 nChanged 20 SP:Iteration 34Q (1124.348745 sec): 3 clusters Score: Raw -473282.307389 + Penalty 515.746540 = -472766.560849 nChanged 18 SP:Iteration 35Q (1124.404962 sec): 3 clusters Score: Raw -473289.301031 + Penalty 515.746540 = -472773.554490 nChanged 17 SP:Iteration 36Q (1124.464253 sec): 3 clusters Score: Raw -473296.781020 + Penalty 515.746540 = -472781.034480 nChanged 21 SP:Iteration 37Q (1124.507874 sec): 3 clusters Score: Raw -473305.880108 + Penalty 515.746540 = -472790.133568 nChanged 17 SP:Iteration 38Q (1124.558800 sec): 3 clusters Score: Raw -473312.579120 + Penalty 515.746540 = -472796.832580 nChanged 9 SP:Iteration 39Q (1124.610533 sec): 3 clusters Score: Raw -473315.913069 + Penalty 515.746540 = -472800.166529 nChanged 6 SP:Iteration 40F (1124.645642 sec): 3 clusters Score: Raw -473318.651585 + Penalty 515.746540 = -472802.905045 nChanged 9 SP:Iteration 41Q (1124.682254 sec): 3 clusters Score: Raw -473321.789705 + Penalty 515.746540 = -472806.043165 nChanged 6 SP:Iteration 42Q (1124.731549 sec): 3 clusters Score: Raw -473323.271593 + Penalty 515.746540 = -472807.525053 nChanged 3 SP:Iteration 43Q (1124.772806 sec): 3 clusters Score: Raw -473325.316123 + Penalty 515.746540 = -472809.569582 nChanged 5 SP:Iteration 44Q (1124.806252 sec): 3 clusters Score: Raw -473327.168007 + Penalty 515.746540 = -472811.421467 nChanged 4 SP:Iteration 45Q (1124.857417 sec): 3 clusters Score: Raw -473328.423334 + Penalty 515.746540 = -472812.676794 nChanged 1 SP:Iteration 46Q (1124.905614 sec): 3 clusters Score: Raw -473328.702858 + Penalty 515.746540 = -472812.956317 nChanged 1 SP:Iteration 47Q (1124.939707 sec): 3 clusters Score: Raw -473328.774270 + Penalty 515.746540 = -472813.027729 nChanged 0 SP:Iteration 48F (1124.992173 sec): 3 clusters Score: Raw -473328.774270 + Penalty 515.746540 = -472813.027729 nChanged 0 Trying to split cluster 25 (2899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1125.014626 sec): 2 clusters Score: Raw -124479.710975 + Penalty 219.233331 = -124260.477644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1125.057570 sec): 3 clusters Score: Raw -122735.842510 + Penalty 438.466662 = -122297.375848 nChanged 1329 SP:Iteration 1F (1125.100593 sec): 3 clusters Score: Raw -123634.346774 + Penalty 438.466662 = -123195.880112 nChanged 199 SP:Iteration 2F (1125.143676 sec): 3 clusters Score: Raw -123768.155086 + Penalty 438.466662 = -123329.688424 nChanged 180 SP:Iteration 3F (1125.186043 sec): 3 clusters Score: Raw -123915.665942 + Penalty 438.466662 = -123477.199280 nChanged 164 SP:Iteration 4F (1125.239447 sec): 3 clusters Score: Raw -124050.527034 + Penalty 438.466662 = -123612.060372 nChanged 146 SP:Iteration 5F (1125.272664 sec): 3 clusters Score: Raw -124134.908570 + Penalty 438.466662 = -123696.441908 nChanged 111 SP:Iteration 6Q (1125.301941 sec): 3 clusters Score: Raw -124186.627477 + Penalty 438.466662 = -123748.160815 nChanged 73 SP:Iteration 7Q (1125.349757 sec): 3 clusters Score: Raw -124220.005126 + Penalty 438.466662 = -123781.538464 nChanged 69 SP:Iteration 8Q (1125.382787 sec): 3 clusters Score: Raw -124246.412686 + Penalty 438.466662 = -123807.946023 nChanged 50 SP:Iteration 9Q (1125.415226 sec): 3 clusters Score: Raw -124261.800620 + Penalty 438.466662 = -123823.333958 nChanged 35 SP:Iteration 10Q (1125.448236 sec): 3 clusters Score: Raw -124274.541937 + Penalty 438.466662 = -123836.075275 nChanged 38 SP:Iteration 11Q (1125.481045 sec): 3 clusters Score: Raw -124287.717534 + Penalty 438.466662 = -123849.250872 nChanged 35 SP:Iteration 12Q (1125.514051 sec): 3 clusters Score: Raw -124296.559326 + Penalty 438.466662 = -123858.092664 nChanged 31 SP:Iteration 13Q (1125.546994 sec): 3 clusters Score: Raw -124303.231046 + Penalty 438.466662 = -123864.764384 nChanged 21 SP:Iteration 14Q (1125.579404 sec): 3 clusters Score: Raw -124309.073345 + Penalty 438.466662 = -123870.606683 nChanged 28 SP:Iteration 15Q (1125.612705 sec): 3 clusters Score: Raw -124315.008668 + Penalty 438.466662 = -123876.542006 nChanged 17 SP:Iteration 16Q (1125.645686 sec): 3 clusters Score: Raw -124318.727296 + Penalty 438.466662 = -123880.260634 nChanged 17 SP:Iteration 17Q (1125.677543 sec): 3 clusters Score: Raw -124320.511074 + Penalty 438.466662 = -123882.044412 nChanged 11 SP:Iteration 18Q (1125.720508 sec): 3 clusters Score: Raw -124321.833553 + Penalty 438.466662 = -123883.366891 nChanged 11 SP:Iteration 19Q (1125.756094 sec): 3 clusters Score: Raw -124323.003700 + Penalty 438.466662 = -123884.537038 nChanged 9 SP:Iteration 20F (1125.791510 sec): 3 clusters Score: Raw -124324.068952 + Penalty 438.466662 = -123885.602290 nChanged 6 SP:Iteration 21Q (1125.835290 sec): 3 clusters Score: Raw -124324.571224 + Penalty 438.466662 = -123886.104562 nChanged 8 SP:Iteration 22Q (1125.872511 sec): 3 clusters Score: Raw -124325.422459 + Penalty 438.466662 = -123886.955797 nChanged 5 SP:Iteration 23Q (1125.917204 sec): 3 clusters Score: Raw -124325.770864 + Penalty 438.466662 = -123887.304202 nChanged 5 SP:Iteration 24Q (1125.960478 sec): 3 clusters Score: Raw -124326.567244 + Penalty 438.466662 = -123888.100582 nChanged 8 SP:Iteration 25Q (1126.015014 sec): 3 clusters Score: Raw -124327.355482 + Penalty 438.466662 = -123888.888820 nChanged 9 SP:Iteration 26Q (1126.057557 sec): 3 clusters Score: Raw -124328.125306 + Penalty 438.466662 = -123889.658644 nChanged 6 SP:Iteration 27Q (1126.093728 sec): 3 clusters Score: Raw -124328.737389 + Penalty 438.466662 = -123890.270727 nChanged 9 SP:Iteration 28Q (1126.138177 sec): 3 clusters Score: Raw -124329.847342 + Penalty 438.466662 = -123891.380680 nChanged 13 SP:Iteration 29Q (1126.180129 sec): 3 clusters Score: Raw -124332.145314 + Penalty 438.466662 = -123893.678652 nChanged 16 SP:Iteration 30Q (1126.211704 sec): 3 clusters Score: Raw -124335.389156 + Penalty 438.466662 = -123896.922494 nChanged 18 SP:Iteration 31Q (1126.244325 sec): 3 clusters Score: Raw -124339.271654 + Penalty 438.466662 = -123900.804992 nChanged 18 SP:Iteration 32Q (1126.276985 sec): 3 clusters Score: Raw -124343.050977 + Penalty 438.466662 = -123904.584315 nChanged 10 SP:Iteration 33Q (1126.313539 sec): 3 clusters Score: Raw -124344.444053 + Penalty 438.466662 = -123905.977391 nChanged 12 SP:Iteration 34Q (1126.346546 sec): 3 clusters Score: Raw -124346.478426 + Penalty 438.466662 = -123908.011763 nChanged 10 SP:Iteration 35Q (1126.402361 sec): 3 clusters Score: Raw -124348.402397 + Penalty 438.466662 = -123909.935735 nChanged 9 SP:Iteration 36Q (1126.440098 sec): 3 clusters Score: Raw -124349.981868 + Penalty 438.466662 = -123911.515205 nChanged 7 SP:Iteration 37Q (1126.481864 sec): 3 clusters Score: Raw -124351.064408 + Penalty 438.466662 = -123912.597746 nChanged 6 SP:Iteration 38Q (1126.526853 sec): 3 clusters Score: Raw -124352.538387 + Penalty 438.466662 = -123914.071725 nChanged 11 SP:Iteration 39Q (1126.560267 sec): 3 clusters Score: Raw -124355.265186 + Penalty 438.466662 = -123916.798524 nChanged 16 SP:Iteration 40F (1126.598529 sec): 3 clusters Score: Raw -124359.722003 + Penalty 438.466662 = -123921.255341 nChanged 19 SP:Iteration 41Q (1126.640125 sec): 3 clusters Score: Raw -124365.829338 + Penalty 438.466662 = -123927.362675 nChanged 20 SP:Iteration 42Q (1126.690924 sec): 3 clusters Score: Raw -124369.919045 + Penalty 438.466662 = -123931.452383 nChanged 16 SP:Iteration 43Q (1126.753455 sec): 3 clusters Score: Raw -124372.566646 + Penalty 438.466662 = -123934.099984 nChanged 13 SP:Iteration 44Q (1126.786782 sec): 3 clusters Score: Raw -124375.005291 + Penalty 438.466662 = -123936.538629 nChanged 15 SP:Iteration 45Q (1126.836918 sec): 3 clusters Score: Raw -124378.788592 + Penalty 438.466662 = -123940.321930 nChanged 12 SP:Iteration 46Q (1126.882053 sec): 3 clusters Score: Raw -124381.279337 + Penalty 438.466662 = -123942.812675 nChanged 9 SP:Iteration 47Q (1126.932013 sec): 3 clusters Score: Raw -124382.837743 + Penalty 438.466662 = -123944.371081 nChanged 9 SP:Iteration 48Q (1126.979151 sec): 3 clusters Score: Raw -124383.870418 + Penalty 438.466662 = -123945.403756 nChanged 10 SP:Iteration 49Q (1127.023466 sec): 3 clusters Score: Raw -124384.928006 + Penalty 438.466662 = -123946.461344 nChanged 9 SP:Iteration 50Q (1127.073611 sec): 3 clusters Score: Raw -124386.371457 + Penalty 438.466662 = -123947.904795 nChanged 17 SP:Iteration 51Q (1127.122021 sec): 3 clusters Score: Raw -124389.720184 + Penalty 438.466662 = -123951.253522 nChanged 17 SP:Iteration 52Q (1127.173055 sec): 3 clusters Score: Raw -124394.045495 + Penalty 438.466662 = -123955.578833 nChanged 15 SP:Iteration 53Q (1127.217493 sec): 3 clusters Score: Raw -124398.187886 + Penalty 438.466662 = -123959.721224 nChanged 16 SP:Iteration 54Q (1127.260963 sec): 3 clusters Score: Raw -124404.267565 + Penalty 438.466662 = -123965.800903 nChanged 18 SP:Iteration 55Q (1127.315176 sec): 3 clusters Score: Raw -124415.852002 + Penalty 438.466662 = -123977.385340 nChanged 23 SP:Iteration 56Q (1127.349482 sec): 3 clusters Score: Raw -124424.568222 + Penalty 438.466662 = -123986.101560 nChanged 18 SP:Iteration 57Q (1127.388526 sec): 3 clusters Score: Raw -124427.760559 + Penalty 438.466662 = -123989.293897 nChanged 10 SP:Iteration 58Q (1127.435857 sec): 3 clusters Score: Raw -124429.051998 + Penalty 438.466662 = -123990.585336 nChanged 9 SP:Iteration 59Q (1127.478554 sec): 3 clusters Score: Raw -124430.300914 + Penalty 438.466662 = -123991.834252 nChanged 5 SP:Iteration 60F (1127.515083 sec): 3 clusters Score: Raw -124430.770965 + Penalty 438.466662 = -123992.304303 nChanged 5 SP:Iteration 61Q (1127.553813 sec): 3 clusters Score: Raw -124431.382158 + Penalty 438.466662 = -123992.915496 nChanged 5 SP:Iteration 62Q (1127.587445 sec): 3 clusters Score: Raw -124432.003518 + Penalty 438.466662 = -123993.536856 nChanged 4 SP:Iteration 63Q (1127.634142 sec): 3 clusters Score: Raw -124432.616556 + Penalty 438.466662 = -123994.149894 nChanged 6 SP:Iteration 64Q (1127.669028 sec): 3 clusters Score: Raw -124433.461072 + Penalty 438.466662 = -123994.994410 nChanged 5 SP:Iteration 65Q (1127.703869 sec): 3 clusters Score: Raw -124433.920312 + Penalty 438.466662 = -123995.453650 nChanged 3 SP:Iteration 66Q (1127.734602 sec): 3 clusters Score: Raw -124434.205490 + Penalty 438.466662 = -123995.738828 nChanged 1 SP:Iteration 67Q (1127.780336 sec): 3 clusters Score: Raw -124434.268940 + Penalty 438.466662 = -123995.802278 nChanged 0 SP:Iteration 68F (1127.816252 sec): 3 clusters Score: Raw -124434.268940 + Penalty 438.466662 = -123995.802278 nChanged 0 Trying to split cluster 26 (18779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1127.841261 sec): 2 clusters Score: Raw -690572.283829 + Penalty 270.613599 = -690301.670230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1127.905098 sec): 3 clusters Score: Raw -678212.850492 + Penalty 541.227198 = -677671.623295 nChanged 9049 SP:Iteration 1F (1127.956095 sec): 3 clusters Score: Raw -684403.543604 + Penalty 541.227198 = -683862.316406 nChanged 1401 SP:Iteration 2F (1127.993338 sec): 3 clusters Score: Raw -685198.000419 + Penalty 541.227198 = -684656.773221 nChanged 1346 SP:Iteration 3F (1128.042937 sec): 3 clusters Score: Raw -686055.201953 + Penalty 541.227198 = -685513.974755 nChanged 1333 SP:Iteration 4F (1128.100747 sec): 3 clusters Score: Raw -687035.077827 + Penalty 541.227198 = -686493.850630 nChanged 1208 SP:Iteration 5F (1128.150613 sec): 3 clusters Score: Raw -688012.250463 + Penalty 541.227198 = -687471.023265 nChanged 989 SP:Iteration 6F (1128.201033 sec): 3 clusters Score: Raw -688867.337305 + Penalty 541.227198 = -688326.110108 nChanged 773 SP:Iteration 7Q (1128.250489 sec): 3 clusters Score: Raw -689536.780444 + Penalty 541.227198 = -688995.553247 nChanged 509 SP:Iteration 8Q (1128.302948 sec): 3 clusters Score: Raw -689994.756913 + Penalty 541.227198 = -689453.529716 nChanged 324 SP:Iteration 9Q (1128.355027 sec): 3 clusters Score: Raw -690304.095335 + Penalty 541.227198 = -689762.868138 nChanged 181 SP:Iteration 10Q (1128.413765 sec): 3 clusters Score: Raw -690472.645926 + Penalty 541.227198 = -689931.418728 nChanged 108 SP:Iteration 11Q (1128.471455 sec): 3 clusters Score: Raw -690555.590131 + Penalty 541.227198 = -690014.362933 nChanged 64 SP:Iteration 12Q (1128.529733 sec): 3 clusters Score: Raw -690586.525800 + Penalty 541.227198 = -690045.298602 nChanged 54 SP:Iteration 13Q (1128.583273 sec): 3 clusters Score: Raw -690609.554126 + Penalty 541.227198 = -690068.326929 nChanged 38 SP:Iteration 14Q (1128.644391 sec): 3 clusters Score: Raw -690624.648146 + Penalty 541.227198 = -690083.420948 nChanged 31 SP:Iteration 15Q (1128.696509 sec): 3 clusters Score: Raw -690636.222446 + Penalty 541.227198 = -690094.995248 nChanged 18 SP:Iteration 16Q (1128.742131 sec): 3 clusters Score: Raw -690641.947951 + Penalty 541.227198 = -690100.720753 nChanged 15 SP:Iteration 17Q (1128.794812 sec): 3 clusters Score: Raw -690647.974236 + Penalty 541.227198 = -690106.747039 nChanged 12 SP:Iteration 18Q (1128.839245 sec): 3 clusters Score: Raw -690651.101941 + Penalty 541.227198 = -690109.874743 nChanged 10 SP:Iteration 19Q (1128.893263 sec): 3 clusters Score: Raw -690653.795009 + Penalty 541.227198 = -690112.567811 nChanged 8 SP:Iteration 20F (1128.932473 sec): 3 clusters Score: Raw -690655.340189 + Penalty 541.227198 = -690114.112992 nChanged 4 SP:Iteration 21Q (1128.986643 sec): 3 clusters Score: Raw -690655.775873 + Penalty 541.227198 = -690114.548675 nChanged 4 SP:Iteration 22Q (1129.031067 sec): 3 clusters Score: Raw -690656.231732 + Penalty 541.227198 = -690115.004535 nChanged 5 SP:Iteration 23Q (1129.067801 sec): 3 clusters Score: Raw -690656.956579 + Penalty 541.227198 = -690115.729381 nChanged 1 SP:Iteration 24Q (1129.117913 sec): 3 clusters Score: Raw -690657.080591 + Penalty 541.227198 = -690115.853393 nChanged 3 SP:Iteration 25Q (1129.160600 sec): 3 clusters Score: Raw -690657.590468 + Penalty 541.227198 = -690116.363270 nChanged 3 SP:Iteration 26Q (1129.213724 sec): 3 clusters Score: Raw -690657.961336 + Penalty 541.227198 = -690116.734139 nChanged 4 SP:Iteration 27Q (1129.266740 sec): 3 clusters Score: Raw -690659.187700 + Penalty 541.227198 = -690117.960502 nChanged 5 SP:Iteration 28Q (1129.323494 sec): 3 clusters Score: Raw -690661.145687 + Penalty 541.227198 = -690119.918490 nChanged 5 SP:Iteration 29Q (1129.379480 sec): 3 clusters Score: Raw -690662.204335 + Penalty 541.227198 = -690120.977137 nChanged 3 SP:Iteration 30Q (1129.434724 sec): 3 clusters Score: Raw -690662.677895 + Penalty 541.227198 = -690121.450697 nChanged 1 SP:Iteration 31Q (1129.494873 sec): 3 clusters Score: Raw -690662.900656 + Penalty 541.227198 = -690121.673458 nChanged 1 SP:Iteration 32Q (1129.554384 sec): 3 clusters Score: Raw -690662.944458 + Penalty 541.227198 = -690121.717261 nChanged 0 SP:Iteration 33F (1129.611429 sec): 3 clusters Score: Raw -690662.944458 + Penalty 541.227198 = -690121.717261 nChanged 0 Trying to split cluster 27 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1129.624657 sec): 2 clusters Score: Raw -16146.987961 + Penalty 165.038909 = -15981.949051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1129.666202 sec): 3 clusters Score: Raw -15965.263685 + Penalty 330.077818 = -15635.185866 nChanged 137 SP:Iteration 1F (1129.708074 sec): 3 clusters Score: Raw -16064.584319 + Penalty 330.077818 = -15734.506501 nChanged 30 SP:Iteration 2F (1129.750282 sec): 3 clusters Score: Raw -16088.958013 + Penalty 330.077818 = -15758.880195 nChanged 18 SP:Iteration 3Q (1129.793274 sec): 3 clusters Score: Raw -16104.278111 + Penalty 330.077818 = -15774.200293 nChanged 17 SP:Iteration 4Q (1129.835506 sec): 3 clusters Score: Raw -16118.687417 + Penalty 330.077818 = -15788.609599 nChanged 15 SP:Iteration 5Q (1129.881060 sec): 3 clusters Score: Raw -16126.569224 + Penalty 330.077818 = -15796.491406 nChanged 12 SP:Iteration 6Q (1129.911334 sec): 3 clusters Score: Raw -16134.203747 + Penalty 330.077818 = -15804.125929 nChanged 6 SP:Iteration 7Q (1129.940684 sec): 3 clusters Score: Raw -16138.131081 + Penalty 330.077818 = -15808.053263 nChanged 5 SP:Iteration 8Q (1129.971137 sec): 3 clusters Score: Raw -16142.508556 + Penalty 330.077818 = -15812.430738 nChanged 4 SP:Iteration 9Q (1130.009808 sec): 3 clusters Score: Raw -16144.992924 + Penalty 330.077818 = -15814.915106 nChanged 2 SP:Iteration 10Q (1130.032685 sec): 3 clusters Score: Raw -16146.394920 + Penalty 330.077818 = -15816.317102 nChanged 1 SP:Iteration 11Q (1130.062761 sec): 3 clusters Score: Raw -16146.829197 + Penalty 330.077818 = -15816.751379 nChanged 2 SP:Iteration 12Q (1130.092510 sec): 3 clusters Score: Raw -16147.664924 + Penalty 330.077818 = -15817.587106 nChanged 0 SP:Iteration 13F (1130.122569 sec): 3 clusters Score: Raw -16147.664924 + Penalty 330.077818 = -15817.587106 nChanged 0 Trying to split cluster 28 (2637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1130.143687 sec): 2 clusters Score: Raw -98003.741469 + Penalty 216.628423 = -97787.113046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1130.176363 sec): 3 clusters Score: Raw -96477.493506 + Penalty 433.256845 = -96044.236661 nChanged 1140 SP:Iteration 1F (1130.216817 sec): 3 clusters Score: Raw -97238.111222 + Penalty 433.256845 = -96804.854377 nChanged 263 SP:Iteration 2F (1130.259461 sec): 3 clusters Score: Raw -97457.560206 + Penalty 433.256845 = -97024.303361 nChanged 232 SP:Iteration 3F (1130.307587 sec): 3 clusters Score: Raw -97646.483214 + Penalty 433.256845 = -97213.226369 nChanged 198 SP:Iteration 4F (1130.354884 sec): 3 clusters Score: Raw -97805.407542 + Penalty 433.256845 = -97372.150697 nChanged 160 SP:Iteration 5F (1130.391084 sec): 3 clusters Score: Raw -97927.745532 + Penalty 433.256845 = -97494.488687 nChanged 126 SP:Iteration 6Q (1130.433437 sec): 3 clusters Score: Raw -98017.312378 + Penalty 433.256845 = -97584.055532 nChanged 93 SP:Iteration 7Q (1130.475014 sec): 3 clusters Score: Raw -98070.062120 + Penalty 433.256845 = -97636.805275 nChanged 65 SP:Iteration 8Q (1130.519936 sec): 3 clusters Score: Raw -98099.515641 + Penalty 433.256845 = -97666.258796 nChanged 47 SP:Iteration 9Q (1130.553299 sec): 3 clusters Score: Raw -98114.606264 + Penalty 433.256845 = -97681.349419 nChanged 28 SP:Iteration 10Q (1130.586428 sec): 3 clusters Score: Raw -98120.623144 + Penalty 433.256845 = -97687.366299 nChanged 21 SP:Iteration 11Q (1130.618842 sec): 3 clusters Score: Raw -98125.051247 + Penalty 433.256845 = -97691.794401 nChanged 24 SP:Iteration 12Q (1130.647913 sec): 3 clusters Score: Raw -98129.539056 + Penalty 433.256845 = -97696.282210 nChanged 15 SP:Iteration 13Q (1130.680911 sec): 3 clusters Score: Raw -98132.615676 + Penalty 433.256845 = -97699.358831 nChanged 12 SP:Iteration 14Q (1130.713895 sec): 3 clusters Score: Raw -98133.961554 + Penalty 433.256845 = -97700.704708 nChanged 8 SP:Iteration 15Q (1130.754721 sec): 3 clusters Score: Raw -98135.061678 + Penalty 433.256845 = -97701.804832 nChanged 6 SP:Iteration 16Q (1130.787122 sec): 3 clusters Score: Raw -98135.693983 + Penalty 433.256845 = -97702.437138 nChanged 3 SP:Iteration 17Q (1130.833300 sec): 3 clusters Score: Raw -98136.033193 + Penalty 433.256845 = -97702.776348 nChanged 5 SP:Iteration 18Q (1130.864732 sec): 3 clusters Score: Raw -98136.510335 + Penalty 433.256845 = -97703.253490 nChanged 5 SP:Iteration 19Q (1130.896961 sec): 3 clusters Score: Raw -98137.039790 + Penalty 433.256845 = -97703.782945 nChanged 5 SP:Iteration 20F (1130.928848 sec): 3 clusters Score: Raw -98137.335133 + Penalty 433.256845 = -97704.078288 nChanged 5 SP:Iteration 21Q (1130.961066 sec): 3 clusters Score: Raw -98137.714565 + Penalty 433.256845 = -97704.457720 nChanged 6 SP:Iteration 22Q (1130.993695 sec): 3 clusters Score: Raw -98138.158350 + Penalty 433.256845 = -97704.901504 nChanged 4 SP:Iteration 23Q (1131.025960 sec): 3 clusters Score: Raw -98138.430193 + Penalty 433.256845 = -97705.173348 nChanged 4 SP:Iteration 24Q (1131.066656 sec): 3 clusters Score: Raw -98138.626232 + Penalty 433.256845 = -97705.369387 nChanged 3 SP:Iteration 25Q (1131.116057 sec): 3 clusters Score: Raw -98138.920128 + Penalty 433.256845 = -97705.663283 nChanged 2 SP:Iteration 26Q (1131.157705 sec): 3 clusters Score: Raw -98139.021940 + Penalty 433.256845 = -97705.765095 nChanged 1 SP:Iteration 27Q (1131.200888 sec): 3 clusters Score: Raw -98139.133626 + Penalty 433.256845 = -97705.876781 nChanged 0 SP:Iteration 28F (1131.240835 sec): 3 clusters Score: Raw -98139.133626 + Penalty 433.256845 = -97705.876781 nChanged 0 Trying to split cluster 29 (1390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1131.265162 sec): 2 clusters Score: Raw -37332.882802 + Penalty 199.019123 = -37133.863679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1131.310747 sec): 3 clusters Score: Raw -36564.967897 + Penalty 398.038246 = -36166.929650 nChanged 599 SP:Iteration 1F (1131.360700 sec): 3 clusters Score: Raw -37107.285598 + Penalty 398.038246 = -36709.247352 nChanged 114 SP:Iteration 2F (1131.410558 sec): 3 clusters Score: Raw -37217.242642 + Penalty 398.038246 = -36819.204396 nChanged 71 SP:Iteration 3F (1131.452286 sec): 3 clusters Score: Raw -37265.874661 + Penalty 398.038246 = -36867.836415 nChanged 50 SP:Iteration 4Q (1131.513819 sec): 3 clusters Score: Raw -37295.096807 + Penalty 398.038246 = -36897.058560 nChanged 39 SP:Iteration 5Q (1131.552582 sec): 3 clusters Score: Raw -37324.140839 + Penalty 398.038246 = -36926.102593 nChanged 40 SP:Iteration 6Q (1131.601719 sec): 3 clusters Score: Raw -37358.039561 + Penalty 398.038246 = -36960.001315 nChanged 40 SP:Iteration 7Q (1131.642337 sec): 3 clusters Score: Raw -37382.818004 + Penalty 398.038246 = -36984.779758 nChanged 26 SP:Iteration 8Q (1131.692876 sec): 3 clusters Score: Raw -37397.531062 + Penalty 398.038246 = -36999.492816 nChanged 31 SP:Iteration 9Q (1131.738364 sec): 3 clusters Score: Raw -37413.986012 + Penalty 398.038246 = -37015.947765 nChanged 33 SP:Iteration 10Q (1131.788007 sec): 3 clusters Score: Raw -37438.454006 + Penalty 398.038246 = -37040.415760 nChanged 30 SP:Iteration 11Q (1131.838352 sec): 3 clusters Score: Raw -37464.119689 + Penalty 398.038246 = -37066.081443 nChanged 41 SP:Iteration 12Q (1131.880730 sec): 3 clusters Score: Raw -37499.507721 + Penalty 398.038246 = -37101.469475 nChanged 39 SP:Iteration 13Q (1131.931634 sec): 3 clusters Score: Raw -37527.395565 + Penalty 398.038246 = -37129.357319 nChanged 20 SP:Iteration 14Q (1131.970380 sec): 3 clusters Score: Raw -37534.321721 + Penalty 398.038246 = -37136.283474 nChanged 13 SP:Iteration 15Q (1132.006368 sec): 3 clusters Score: Raw -37537.905361 + Penalty 398.038246 = -37139.867114 nChanged 6 SP:Iteration 16Q (1132.052791 sec): 3 clusters Score: Raw -37539.112365 + Penalty 398.038246 = -37141.074119 nChanged 3 SP:Iteration 17Q (1132.100824 sec): 3 clusters Score: Raw -37539.550195 + Penalty 398.038246 = -37141.511949 nChanged 1 SP:Iteration 18Q (1132.123535 sec): 3 clusters Score: Raw -37539.825788 + Penalty 398.038246 = -37141.787542 nChanged 1 SP:Iteration 19Q (1132.154063 sec): 3 clusters Score: Raw -37539.883258 + Penalty 398.038246 = -37141.845012 nChanged 0 SP:Iteration 20F (1132.184803 sec): 3 clusters Score: Raw -37539.883258 + Penalty 398.038246 = -37141.845012 nChanged 0 Score: Raw -10222957.701447 + Penalty 11028.661865 = -10211929.039582 Splitting cluster 29 changes total score from -10212065.393143 to -10211929.039582 So it's not getting split. Trying to split cluster 30 (1375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1135.023751 sec): 2 clusters Score: Raw -47087.087446 + Penalty 198.720748 = -46888.366699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1135.065643 sec): 3 clusters Score: Raw -46313.653945 + Penalty 397.441496 = -45916.212449 nChanged 595 SP:Iteration 1F (1135.107499 sec): 3 clusters Score: Raw -46676.052427 + Penalty 397.441496 = -46278.610931 nChanged 109 SP:Iteration 2F (1135.142014 sec): 3 clusters Score: Raw -46737.408923 + Penalty 397.441496 = -46339.967427 nChanged 96 SP:Iteration 3F (1135.186629 sec): 3 clusters Score: Raw -46804.828748 + Penalty 397.441496 = -46407.387253 nChanged 85 SP:Iteration 4F (1135.236423 sec): 3 clusters Score: Raw -46878.591704 + Penalty 397.441496 = -46481.150208 nChanged 70 SP:Iteration 5F (1135.282106 sec): 3 clusters Score: Raw -46928.570486 + Penalty 397.441496 = -46531.128991 nChanged 43 SP:Iteration 6Q (1135.330115 sec): 3 clusters Score: Raw -46952.880267 + Penalty 397.441496 = -46555.438771 nChanged 29 SP:Iteration 7Q (1135.370742 sec): 3 clusters Score: Raw -46968.969173 + Penalty 397.441496 = -46571.527677 nChanged 33 SP:Iteration 8Q (1135.418186 sec): 3 clusters Score: Raw -46984.860269 + Penalty 397.441496 = -46587.418773 nChanged 25 SP:Iteration 9Q (1135.460722 sec): 3 clusters Score: Raw -46995.185744 + Penalty 397.441496 = -46597.744248 nChanged 18 SP:Iteration 10Q (1135.502678 sec): 3 clusters Score: Raw -47001.742586 + Penalty 397.441496 = -46604.301091 nChanged 12 SP:Iteration 11Q (1135.545860 sec): 3 clusters Score: Raw -47006.903674 + Penalty 397.441496 = -46609.462179 nChanged 19 SP:Iteration 12Q (1135.588563 sec): 3 clusters Score: Raw -47013.427298 + Penalty 397.441496 = -46615.985802 nChanged 18 SP:Iteration 13Q (1135.631792 sec): 3 clusters Score: Raw -47023.804683 + Penalty 397.441496 = -46626.363188 nChanged 22 SP:Iteration 14Q (1135.675819 sec): 3 clusters Score: Raw -47036.697111 + Penalty 397.441496 = -46639.255616 nChanged 18 SP:Iteration 15Q (1135.720058 sec): 3 clusters Score: Raw -47044.593661 + Penalty 397.441496 = -46647.152165 nChanged 15 SP:Iteration 16Q (1135.760157 sec): 3 clusters Score: Raw -47054.013162 + Penalty 397.441496 = -46656.571666 nChanged 16 SP:Iteration 17Q (1135.796524 sec): 3 clusters Score: Raw -47061.173557 + Penalty 397.441496 = -46663.732062 nChanged 11 SP:Iteration 18Q (1135.836536 sec): 3 clusters Score: Raw -47064.053831 + Penalty 397.441496 = -46666.612336 nChanged 12 SP:Iteration 19Q (1135.874311 sec): 3 clusters Score: Raw -47067.913571 + Penalty 397.441496 = -46670.472075 nChanged 6 SP:Iteration 20F (1135.920693 sec): 3 clusters Score: Raw -47069.128541 + Penalty 397.441496 = -46671.687045 nChanged 6 SP:Iteration 21Q (1135.956198 sec): 3 clusters Score: Raw -47071.012534 + Penalty 397.441496 = -46673.571038 nChanged 6 SP:Iteration 22Q (1135.999418 sec): 3 clusters Score: Raw -47072.251179 + Penalty 397.441496 = -46674.809683 nChanged 6 SP:Iteration 23Q (1136.046214 sec): 3 clusters Score: Raw -47073.658727 + Penalty 397.441496 = -46676.217231 nChanged 5 SP:Iteration 24Q (1136.097007 sec): 3 clusters Score: Raw -47074.967503 + Penalty 397.441496 = -46677.526008 nChanged 4 SP:Iteration 25Q (1136.147706 sec): 3 clusters Score: Raw -47076.270924 + Penalty 397.441496 = -46678.829429 nChanged 7 SP:Iteration 26Q (1136.198221 sec): 3 clusters Score: Raw -47078.985111 + Penalty 397.441496 = -46681.543615 nChanged 8 SP:Iteration 27Q (1136.242459 sec): 3 clusters Score: Raw -47082.008835 + Penalty 397.441496 = -46684.567339 nChanged 11 SP:Iteration 28Q (1136.289952 sec): 3 clusters Score: Raw -47084.590926 + Penalty 397.441496 = -46687.149431 nChanged 7 SP:Iteration 29Q (1136.345667 sec): 3 clusters Score: Raw -47085.996875 + Penalty 397.441496 = -46688.555380 nChanged 7 SP:Iteration 30Q (1136.385183 sec): 3 clusters Score: Raw -47088.823798 + Penalty 397.441496 = -46691.382303 nChanged 4 SP:Iteration 31Q (1136.431041 sec): 3 clusters Score: Raw -47089.585568 + Penalty 397.441496 = -46692.144072 nChanged 2 SP:Iteration 32Q (1136.477363 sec): 3 clusters Score: Raw -47090.139776 + Penalty 397.441496 = -46692.698281 nChanged 4 SP:Iteration 33Q (1136.540061 sec): 3 clusters Score: Raw -47090.760721 + Penalty 397.441496 = -46693.319226 nChanged 6 SP:Iteration 34Q (1136.559526 sec): 3 clusters Score: Raw -47091.580684 + Penalty 397.441496 = -46694.139189 nChanged 4 SP:Iteration 35Q (1136.609564 sec): 3 clusters Score: Raw -47092.388920 + Penalty 397.441496 = -46694.947424 nChanged 1 SP:Iteration 36Q (1136.652714 sec): 3 clusters Score: Raw -47092.479388 + Penalty 397.441496 = -46695.037892 nChanged 0 SP:Iteration 37F (1136.701315 sec): 3 clusters Score: Raw -47092.479388 + Penalty 397.441496 = -46695.037892 nChanged 0 Trying to split cluster 31 (32904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1136.740172 sec): 2 clusters Score: Raw -1328378.540308 + Penalty 286.037112 = -1328092.503197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1136.792085 sec): 3 clusters Score: Raw -1306448.269212 + Penalty 572.074223 = -1305876.194989 nChanged 16087 SP:Iteration 1F (1136.857712 sec): 3 clusters Score: Raw -1316796.734289 + Penalty 572.074223 = -1316224.660066 nChanged 2320 SP:Iteration 2F (1136.914164 sec): 3 clusters Score: Raw -1318217.361146 + Penalty 572.074223 = -1317645.286923 nChanged 2400 SP:Iteration 3F (1136.978162 sec): 3 clusters Score: Raw -1319831.468187 + Penalty 572.074223 = -1319259.393964 nChanged 2220 SP:Iteration 4F (1137.049095 sec): 3 clusters Score: Raw -1321394.740427 + Penalty 572.074223 = -1320822.666204 nChanged 1940 SP:Iteration 5F (1137.106040 sec): 3 clusters Score: Raw -1322753.247286 + Penalty 572.074223 = -1322181.173062 nChanged 1654 SP:Iteration 6F (1137.173116 sec): 3 clusters Score: Raw -1323655.819722 + Penalty 572.074223 = -1323083.745499 nChanged 1112 SP:Iteration 7Q (1137.230615 sec): 3 clusters Score: Raw -1324016.763060 + Penalty 572.074223 = -1323444.688837 nChanged 639 SP:Iteration 8Q (1137.299157 sec): 3 clusters Score: Raw -1324147.308395 + Penalty 572.074223 = -1323575.234172 nChanged 399 SP:Iteration 9Q (1137.355005 sec): 3 clusters Score: Raw -1324219.956446 + Penalty 572.074223 = -1323647.882223 nChanged 305 SP:Iteration 10Q (1137.427584 sec): 3 clusters Score: Raw -1324270.938451 + Penalty 572.074223 = -1323698.864227 nChanged 278 SP:Iteration 11Q (1137.480690 sec): 3 clusters Score: Raw -1324316.387199 + Penalty 572.074223 = -1323744.312976 nChanged 260 SP:Iteration 12Q (1137.542978 sec): 3 clusters Score: Raw -1324366.233847 + Penalty 572.074223 = -1323794.159624 nChanged 278 SP:Iteration 13Q (1137.591248 sec): 3 clusters Score: Raw -1324415.901547 + Penalty 572.074223 = -1323843.827324 nChanged 246 SP:Iteration 14Q (1137.655789 sec): 3 clusters Score: Raw -1324454.729369 + Penalty 572.074223 = -1323882.655146 nChanged 261 SP:Iteration 15Q (1137.711715 sec): 3 clusters Score: Raw -1324505.086626 + Penalty 572.074223 = -1323933.012403 nChanged 285 SP:Iteration 16Q (1137.783470 sec): 3 clusters Score: Raw -1324555.200306 + Penalty 572.074223 = -1323983.126083 nChanged 290 SP:Iteration 17Q (1137.835128 sec): 3 clusters Score: Raw -1324611.555308 + Penalty 572.074223 = -1324039.481085 nChanged 293 SP:Iteration 18Q (1137.899469 sec): 3 clusters Score: Raw -1324668.866254 + Penalty 572.074223 = -1324096.792031 nChanged 301 SP:Iteration 19Q (1137.951147 sec): 3 clusters Score: Raw -1324724.524218 + Penalty 572.074223 = -1324152.449995 nChanged 299 SP:Iteration 20F (1138.020706 sec): 3 clusters Score: Raw -1324783.006091 + Penalty 572.074223 = -1324210.931868 nChanged 282 SP:Iteration 21Q (1138.071341 sec): 3 clusters Score: Raw -1324838.513716 + Penalty 572.074223 = -1324266.439493 nChanged 273 SP:Iteration 22Q (1138.136753 sec): 3 clusters Score: Raw -1324892.889974 + Penalty 572.074223 = -1324320.815751 nChanged 248 SP:Iteration 23Q (1138.187146 sec): 3 clusters Score: Raw -1324939.234353 + Penalty 572.074223 = -1324367.160130 nChanged 266 SP:Iteration 24Q (1138.258806 sec): 3 clusters Score: Raw -1324997.654605 + Penalty 572.074223 = -1324425.580382 nChanged 273 SP:Iteration 25Q (1138.311427 sec): 3 clusters Score: Raw -1325056.612221 + Penalty 572.074223 = -1324484.537998 nChanged 262 SP:Iteration 26Q (1138.359069 sec): 3 clusters Score: Raw -1325114.016827 + Penalty 572.074223 = -1324541.942604 nChanged 272 SP:Iteration 27Q (1138.426784 sec): 3 clusters Score: Raw -1325172.623028 + Penalty 572.074223 = -1324600.548805 nChanged 283 SP:Iteration 28Q (1138.491522 sec): 3 clusters Score: Raw -1325235.667160 + Penalty 572.074223 = -1324663.592937 nChanged 279 SP:Iteration 29Q (1138.554306 sec): 3 clusters Score: Raw -1325295.211123 + Penalty 572.074223 = -1324723.136900 nChanged 276 SP:Iteration 30Q (1138.626717 sec): 3 clusters Score: Raw -1325349.687409 + Penalty 572.074223 = -1324777.613186 nChanged 260 SP:Iteration 31Q (1138.688179 sec): 3 clusters Score: Raw -1325395.200860 + Penalty 572.074223 = -1324823.126637 nChanged 231 SP:Iteration 32Q (1138.759662 sec): 3 clusters Score: Raw -1325439.148489 + Penalty 572.074223 = -1324867.074266 nChanged 232 SP:Iteration 33Q (1138.825282 sec): 3 clusters Score: Raw -1325480.422832 + Penalty 572.074223 = -1324908.348609 nChanged 216 SP:Iteration 34Q (1138.896824 sec): 3 clusters Score: Raw -1325519.562871 + Penalty 572.074223 = -1324947.488648 nChanged 230 SP:Iteration 35Q (1138.967853 sec): 3 clusters Score: Raw -1325564.962042 + Penalty 572.074223 = -1324992.887819 nChanged 225 SP:Iteration 36Q (1139.026913 sec): 3 clusters Score: Raw -1325606.410333 + Penalty 572.074223 = -1325034.336110 nChanged 208 SP:Iteration 37Q (1139.089088 sec): 3 clusters Score: Raw -1325638.291950 + Penalty 572.074223 = -1325066.217727 nChanged 192 SP:Iteration 38Q (1139.158618 sec): 3 clusters Score: Raw -1325665.024014 + Penalty 572.074223 = -1325092.949791 nChanged 182 SP:Iteration 39Q (1139.213418 sec): 3 clusters Score: Raw -1325689.578918 + Penalty 572.074223 = -1325117.504695 nChanged 161 SP:Iteration 40F (1139.286591 sec): 3 clusters Score: Raw -1325708.140965 + Penalty 572.074223 = -1325136.066742 nChanged 155 SP:Iteration 41Q (1139.354146 sec): 3 clusters Score: Raw -1325727.825722 + Penalty 572.074223 = -1325155.751499 nChanged 172 SP:Iteration 42Q (1139.425587 sec): 3 clusters Score: Raw -1325748.030968 + Penalty 572.074223 = -1325175.956745 nChanged 177 SP:Iteration 43Q (1139.501668 sec): 3 clusters Score: Raw -1325769.004085 + Penalty 572.074223 = -1325196.929862 nChanged 174 SP:Iteration 44Q (1139.564494 sec): 3 clusters Score: Raw -1325788.007554 + Penalty 572.074223 = -1325215.933331 nChanged 163 SP:Iteration 45Q (1139.635010 sec): 3 clusters Score: Raw -1325805.820305 + Penalty 572.074223 = -1325233.746082 nChanged 172 SP:Iteration 46Q (1139.706094 sec): 3 clusters Score: Raw -1325822.183457 + Penalty 572.074223 = -1325250.109234 nChanged 149 SP:Iteration 47Q (1139.776569 sec): 3 clusters Score: Raw -1325836.461609 + Penalty 572.074223 = -1325264.387386 nChanged 154 SP:Iteration 48Q (1139.848175 sec): 3 clusters Score: Raw -1325850.197178 + Penalty 572.074223 = -1325278.122955 nChanged 142 SP:Iteration 49Q (1139.907800 sec): 3 clusters Score: Raw -1325863.452580 + Penalty 572.074223 = -1325291.378357 nChanged 148 SP:Iteration 50Q (1139.955791 sec): 3 clusters Score: Raw -1325880.834824 + Penalty 572.074223 = -1325308.760601 nChanged 182 SP:Iteration 51Q (1140.017579 sec): 3 clusters Score: Raw -1325904.709053 + Penalty 572.074223 = -1325332.634830 nChanged 206 SP:Iteration 52Q (1140.066453 sec): 3 clusters Score: Raw -1325934.825701 + Penalty 572.074223 = -1325362.751478 nChanged 216 SP:Iteration 53Q (1140.113414 sec): 3 clusters Score: Raw -1325966.143069 + Penalty 572.074223 = -1325394.068845 nChanged 234 SP:Iteration 54Q (1140.186370 sec): 3 clusters Score: Raw -1326002.563148 + Penalty 572.074223 = -1325430.488925 nChanged 274 SP:Iteration 55Q (1140.233130 sec): 3 clusters Score: Raw -1326049.065711 + Penalty 572.074223 = -1325476.991488 nChanged 295 SP:Iteration 56Q (1140.295698 sec): 3 clusters Score: Raw -1326102.542331 + Penalty 572.074223 = -1325530.468108 nChanged 301 SP:Iteration 57Q (1140.362560 sec): 3 clusters Score: Raw -1326158.872304 + Penalty 572.074223 = -1325586.798081 nChanged 309 SP:Iteration 58Q (1140.431602 sec): 3 clusters Score: Raw -1326221.502649 + Penalty 572.074223 = -1325649.428426 nChanged 322 SP:Iteration 59Q (1140.498772 sec): 3 clusters Score: Raw -1326294.646462 + Penalty 572.074223 = -1325722.572239 nChanged 333 SP:Iteration 60F (1140.556746 sec): 3 clusters Score: Raw -1326375.161959 + Penalty 572.074223 = -1325803.087736 nChanged 319 SP:Iteration 61Q (1140.609610 sec): 3 clusters Score: Raw -1326451.621760 + Penalty 572.074223 = -1325879.547537 nChanged 339 SP:Iteration 62Q (1140.673060 sec): 3 clusters Score: Raw -1326543.283706 + Penalty 572.074223 = -1325971.209483 nChanged 349 SP:Iteration 63Q (1140.734561 sec): 3 clusters Score: Raw -1326640.695418 + Penalty 572.074223 = -1326068.621195 nChanged 340 SP:Iteration 64Q (1140.791528 sec): 3 clusters Score: Raw -1326740.316251 + Penalty 572.074223 = -1326168.242028 nChanged 344 SP:Iteration 65Q (1140.839170 sec): 3 clusters Score: Raw -1326842.984712 + Penalty 572.074223 = -1326270.910489 nChanged 330 SP:Iteration 66Q (1140.908906 sec): 3 clusters Score: Raw -1326939.579522 + Penalty 572.074223 = -1326367.505299 nChanged 301 SP:Iteration 67Q (1140.969746 sec): 3 clusters Score: Raw -1327032.153496 + Penalty 572.074223 = -1326460.079273 nChanged 321 SP:Iteration 68Q (1141.033300 sec): 3 clusters Score: Raw -1327141.332204 + Penalty 572.074223 = -1326569.257981 nChanged 318 SP:Iteration 69Q (1141.090470 sec): 3 clusters Score: Raw -1327250.660135 + Penalty 572.074223 = -1326678.585911 nChanged 317 SP:Iteration 70Q (1141.154293 sec): 3 clusters Score: Raw -1327368.537085 + Penalty 572.074223 = -1326796.462862 nChanged 315 SP:Iteration 71Q (1141.209531 sec): 3 clusters Score: Raw -1327492.072401 + Penalty 572.074223 = -1326919.998177 nChanged 307 SP:Iteration 72Q (1141.277582 sec): 3 clusters Score: Raw -1327617.486532 + Penalty 572.074223 = -1327045.412309 nChanged 284 SP:Iteration 73Q (1141.335730 sec): 3 clusters Score: Raw -1327738.680275 + Penalty 572.074223 = -1327166.606052 nChanged 278 SP:Iteration 74Q (1141.404280 sec): 3 clusters Score: Raw -1327880.348550 + Penalty 572.074223 = -1327308.274327 nChanged 285 SP:Iteration 75Q (1141.468130 sec): 3 clusters Score: Raw -1328030.328525 + Penalty 572.074223 = -1327458.254302 nChanged 226 SP:Iteration 76Q (1141.525841 sec): 3 clusters Score: Raw -1328157.972887 + Penalty 572.074223 = -1327585.898664 nChanged 184 SP:Iteration 77Q (1141.594718 sec): 3 clusters Score: Raw -1328260.471188 + Penalty 572.074223 = -1327688.396965 nChanged 132 SP:Iteration 78Q (1141.631525 sec): 3 clusters Score: Raw -1328324.378612 + Penalty 572.074223 = -1327752.304389 nChanged 81 SP:Iteration 79Q (1141.696457 sec): 3 clusters Score: Raw -1328362.006555 + Penalty 572.074223 = -1327789.932332 nChanged 60 SP:Iteration 80F (1141.760381 sec): 3 clusters Score: Raw -1328389.579589 + Penalty 572.074223 = -1327817.505366 nChanged 46 SP:Iteration 81Q (1141.821981 sec): 3 clusters Score: Raw -1328410.955664 + Penalty 572.074223 = -1327838.881441 nChanged 41 SP:Iteration 82Q (1141.876798 sec): 3 clusters Score: Raw -1328433.783961 + Penalty 572.074223 = -1327861.709738 nChanged 37 SP:Iteration 83Q (1141.933254 sec): 3 clusters Score: Raw -1328453.150962 + Penalty 572.074223 = -1327881.076739 nChanged 31 SP:Iteration 84Q (1141.984109 sec): 3 clusters Score: Raw -1328469.078587 + Penalty 572.074223 = -1327897.004364 nChanged 19 SP:Iteration 85Q (1142.044842 sec): 3 clusters Score: Raw -1328479.217824 + Penalty 572.074223 = -1327907.143601 nChanged 13 SP:Iteration 86Q (1142.093546 sec): 3 clusters Score: Raw -1328483.094553 + Penalty 572.074223 = -1327911.020330 nChanged 10 SP:Iteration 87Q (1142.153204 sec): 3 clusters Score: Raw -1328485.811816 + Penalty 572.074223 = -1327913.737593 nChanged 4 SP:Iteration 88Q (1142.204940 sec): 3 clusters Score: Raw -1328487.510023 + Penalty 572.074223 = -1327915.435800 nChanged 4 SP:Iteration 89Q (1142.261047 sec): 3 clusters Score: Raw -1328489.286928 + Penalty 572.074223 = -1327917.212705 nChanged 3 SP:Iteration 90Q (1142.330156 sec): 3 clusters Score: Raw -1328490.415609 + Penalty 572.074223 = -1327918.341386 nChanged 2 SP:Iteration 91Q (1142.384557 sec): 3 clusters Score: Raw -1328491.964359 + Penalty 572.074223 = -1327919.890136 nChanged 3 SP:Iteration 92Q (1142.455907 sec): 3 clusters Score: Raw -1328493.022061 + Penalty 572.074223 = -1327920.947838 nChanged 2 SP:Iteration 93Q (1142.514913 sec): 3 clusters Score: Raw -1328493.412193 + Penalty 572.074223 = -1327921.337970 nChanged 2 SP:Iteration 94Q (1142.575748 sec): 3 clusters Score: Raw -1328494.032895 + Penalty 572.074223 = -1327921.958672 nChanged 0 SP:Iteration 95F (1142.626598 sec): 3 clusters Score: Raw -1328494.032895 + Penalty 572.074223 = -1327921.958672 nChanged 0 Iteration 99Q (1144.816533 sec): 32 clusters Score: Raw -10222751.298331 + Penalty 10684.016182 = -10212067.282150 nChanged 61 Iteration 100F (1147.465343 sec): 32 clusters Score: Raw -10222753.283769 + Penalty 10684.016182 = -10212069.267587 nChanged 46 Iteration 101Q (1149.746213 sec): 32 clusters Score: Raw -10222755.617810 + Penalty 10684.016182 = -10212071.601628 nChanged 56 Iteration 102Q (1152.117474 sec): 32 clusters Score: Raw -10222759.516512 + Penalty 10684.016182 = -10212075.500331 nChanged 51 Iteration 103Q (1154.456414 sec): 32 clusters Score: Raw -10222760.950746 + Penalty 10684.016182 = -10212076.934564 nChanged 52 Iteration 104Q (1156.540661 sec): 32 clusters Score: Raw -10222763.281454 + Penalty 10684.016182 = -10212079.265272 nChanged 47 Iteration 105Q (1158.897737 sec): 32 clusters Score: Raw -10222767.171191 + Penalty 10684.016182 = -10212083.155009 nChanged 67 Iteration 106Q (1161.148737 sec): 32 clusters Score: Raw -10222769.583314 + Penalty 10684.016182 = -10212085.567132 nChanged 61 Iteration 107Q (1163.372532 sec): 32 clusters Score: Raw -10222771.452318 + Penalty 10684.016182 = -10212087.436136 nChanged 59 Iteration 108Q (1165.544021 sec): 32 clusters Score: Raw -10222773.151438 + Penalty 10684.016182 = -10212089.135257 nChanged 59 Iteration 109Q (1167.829837 sec): 32 clusters Score: Raw -10222774.582581 + Penalty 10684.016182 = -10212090.566399 nChanged 58 Iteration 110Q (1169.994554 sec): 32 clusters Score: Raw -10222775.807400 + Penalty 10684.016182 = -10212091.791219 nChanged 54 Iteration 111Q (1172.275251 sec): 32 clusters Score: Raw -10222776.913264 + Penalty 10684.016182 = -10212092.897082 nChanged 50 Iteration 112Q (1174.681231 sec): 32 clusters Score: Raw -10222778.271091 + Penalty 10684.016182 = -10212094.254909 nChanged 46 Iteration 113Q (1176.872127 sec): 32 clusters Score: Raw -10222779.577130 + Penalty 10684.016182 = -10212095.560948 nChanged 37 Iteration 114Q (1179.340811 sec): 32 clusters Score: Raw -10222780.513124 + Penalty 10684.016182 = -10212096.496943 nChanged 35 Iteration 115Q (1181.570434 sec): 32 clusters Score: Raw -10222781.718572 + Penalty 10684.016182 = -10212097.702391 nChanged 28 Iteration 116Q (1183.764570 sec): 32 clusters Score: Raw -10222782.752263 + Penalty 10684.016182 = -10212098.736082 nChanged 23 Iteration 117Q (1186.107089 sec): 32 clusters Score: Raw -10222784.550946 + Penalty 10684.016182 = -10212100.534764 nChanged 30 Iteration 118Q (1188.330958 sec): 32 clusters Score: Raw -10222785.518223 + Penalty 10684.016182 = -10212101.502041 nChanged 25 Iteration 119Q (1190.542718 sec): 32 clusters Score: Raw -10222786.204529 + Penalty 10684.016182 = -10212102.188348 nChanged 14 Iteration 120F (1193.329247 sec): 32 clusters Score: Raw -10222787.026127 + Penalty 10684.016182 = -10212103.009945 nChanged 13 Iteration 121Q (1195.553703 sec): 32 clusters Score: Raw -10222787.675758 + Penalty 10684.016182 = -10212103.659576 nChanged 15 Iteration 122Q (1197.819510 sec): 32 clusters Score: Raw -10222789.055978 + Penalty 10684.016182 = -10212105.039796 nChanged 20 Iteration 123Q (1200.071392 sec): 32 clusters Score: Raw -10222790.458203 + Penalty 10684.016182 = -10212106.442022 nChanged 21 Iteration 124Q (1202.250606 sec): 32 clusters Score: Raw -10222791.276186 + Penalty 10684.016182 = -10212107.260004 nChanged 21 Iteration 125Q (1204.402739 sec): 32 clusters Score: Raw -10222792.150393 + Penalty 10684.016182 = -10212108.134211 nChanged 21 Iteration 126Q (1206.635572 sec): 32 clusters Score: Raw -10222793.870183 + Penalty 10684.016182 = -10212109.854001 nChanged 21 Iteration 127Q (1209.017649 sec): 32 clusters Score: Raw -10222795.758514 + Penalty 10684.016182 = -10212111.742332 nChanged 23 Iteration 128Q (1211.160436 sec): 32 clusters Score: Raw -10222797.238938 + Penalty 10684.016182 = -10212113.222757 nChanged 25 Iteration 129Q (1213.425727 sec): 32 clusters Score: Raw -10222799.291226 + Penalty 10684.016182 = -10212115.275045 nChanged 24 Iteration 130Q (1215.569451 sec): 32 clusters Score: Raw -10222801.783508 + Penalty 10684.016182 = -10212117.767326 nChanged 32 Iteration 131Q (1217.737674 sec): 32 clusters Score: Raw -10222804.469678 + Penalty 10684.016182 = -10212120.453496 nChanged 35 Iteration 132Q (1219.920007 sec): 32 clusters Score: Raw -10222807.998137 + Penalty 10684.016182 = -10212123.981955 nChanged 32 Iteration 133Q (1222.167301 sec): 32 clusters Score: Raw -10222809.804627 + Penalty 10684.016182 = -10212125.788445 nChanged 26 Iteration 134Q (1224.353504 sec): 32 clusters Score: Raw -10222811.832201 + Penalty 10684.016182 = -10212127.816020 nChanged 25 Iteration 135Q (1226.587972 sec): 32 clusters Score: Raw -10222813.777405 + Penalty 10684.016182 = -10212129.761224 nChanged 21 Iteration 136Q (1228.826204 sec): 32 clusters Score: Raw -10222815.261312 + Penalty 10684.016182 = -10212131.245130 nChanged 19 Iteration 137Q (1231.235939 sec): 32 clusters Score: Raw -10222816.577358 + Penalty 10684.016182 = -10212132.561176 nChanged 17 Iteration 138Q (1233.381744 sec): 32 clusters Score: Raw -10222817.581463 + Penalty 10684.016182 = -10212133.565281 nChanged 12 Writing temp clu file Because OldScore, -10212132.561176, is greater than current (better) Score,-10212133.565281 Compute initial score before splitting: Score: Raw -10222817.581463 + Penalty 10684.016182 = -10212133.565281 Trying to split cluster 1 (5280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1233.446599 sec): 2 clusters Score: Raw -213064.607734 + Penalty 235.721238 = -212828.886496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1233.491575 sec): 3 clusters Score: Raw -209783.166593 + Penalty 471.442476 = -209311.724118 nChanged 2467 SP:Iteration 1F (1233.546804 sec): 3 clusters Score: Raw -211410.242510 + Penalty 471.442476 = -210938.800035 nChanged 396 SP:Iteration 2F (1233.593213 sec): 3 clusters Score: Raw -211677.126272 + Penalty 471.442476 = -211205.683796 nChanged 370 SP:Iteration 3F (1233.637287 sec): 3 clusters Score: Raw -211987.432812 + Penalty 471.442476 = -211515.990337 nChanged 357 SP:Iteration 4F (1233.685113 sec): 3 clusters Score: Raw -212340.523168 + Penalty 471.442476 = -211869.080692 nChanged 292 SP:Iteration 5F (1233.732070 sec): 3 clusters Score: Raw -212625.667096 + Penalty 471.442476 = -212154.224620 nChanged 204 SP:Iteration 6Q (1233.779063 sec): 3 clusters Score: Raw -212777.548773 + Penalty 471.442476 = -212306.106298 nChanged 144 SP:Iteration 7Q (1233.820726 sec): 3 clusters Score: Raw -212872.757355 + Penalty 471.442476 = -212401.314879 nChanged 103 SP:Iteration 8Q (1233.870813 sec): 3 clusters Score: Raw -212928.633456 + Penalty 471.442476 = -212457.190981 nChanged 73 SP:Iteration 9Q (1233.911386 sec): 3 clusters Score: Raw -212960.489238 + Penalty 471.442476 = -212489.046762 nChanged 77 SP:Iteration 10Q (1233.974272 sec): 3 clusters Score: Raw -212996.946594 + Penalty 471.442476 = -212525.504118 nChanged 67 SP:Iteration 11Q (1234.015591 sec): 3 clusters Score: Raw -213027.399684 + Penalty 471.442476 = -212555.957208 nChanged 63 SP:Iteration 12Q (1234.062529 sec): 3 clusters Score: Raw -213050.872168 + Penalty 471.442476 = -212579.429692 nChanged 66 SP:Iteration 13Q (1234.122746 sec): 3 clusters Score: Raw -213078.464130 + Penalty 471.442476 = -212607.021654 nChanged 49 SP:Iteration 14Q (1234.163872 sec): 3 clusters Score: Raw -213093.862736 + Penalty 471.442476 = -212622.420260 nChanged 35 SP:Iteration 15Q (1234.210806 sec): 3 clusters Score: Raw -213101.749071 + Penalty 471.442476 = -212630.306596 nChanged 26 SP:Iteration 16Q (1234.256515 sec): 3 clusters Score: Raw -213109.313790 + Penalty 471.442476 = -212637.871315 nChanged 29 SP:Iteration 17Q (1234.305708 sec): 3 clusters Score: Raw -213115.619250 + Penalty 471.442476 = -212644.176774 nChanged 21 SP:Iteration 18Q (1234.350560 sec): 3 clusters Score: Raw -213118.665317 + Penalty 471.442476 = -212647.222842 nChanged 18 SP:Iteration 19Q (1234.392824 sec): 3 clusters Score: Raw -213121.577871 + Penalty 471.442476 = -212650.135395 nChanged 16 SP:Iteration 20F (1234.444839 sec): 3 clusters Score: Raw -213123.775774 + Penalty 471.442476 = -212652.333298 nChanged 10 SP:Iteration 21Q (1234.503886 sec): 3 clusters Score: Raw -213124.572380 + Penalty 471.442476 = -212653.129904 nChanged 5 SP:Iteration 22Q (1234.551710 sec): 3 clusters Score: Raw -213125.024766 + Penalty 471.442476 = -212653.582291 nChanged 7 SP:Iteration 23Q (1234.599467 sec): 3 clusters Score: Raw -213125.459194 + Penalty 471.442476 = -212654.016718 nChanged 6 SP:Iteration 24Q (1234.641606 sec): 3 clusters Score: Raw -213126.831538 + Penalty 471.442476 = -212655.389062 nChanged 11 SP:Iteration 25Q (1234.676389 sec): 3 clusters Score: Raw -213129.718476 + Penalty 471.442476 = -212658.276000 nChanged 17 SP:Iteration 26Q (1234.715279 sec): 3 clusters Score: Raw -213133.078677 + Penalty 471.442476 = -212661.636201 nChanged 14 SP:Iteration 27Q (1234.765530 sec): 3 clusters Score: Raw -213134.851150 + Penalty 471.442476 = -212663.408674 nChanged 12 SP:Iteration 28Q (1234.807886 sec): 3 clusters Score: Raw -213136.966763 + Penalty 471.442476 = -212665.524287 nChanged 13 SP:Iteration 29Q (1234.848036 sec): 3 clusters Score: Raw -213139.050760 + Penalty 471.442476 = -212667.608284 nChanged 12 SP:Iteration 30Q (1234.898922 sec): 3 clusters Score: Raw -213139.966242 + Penalty 471.442476 = -212668.523767 nChanged 6 SP:Iteration 31Q (1234.939818 sec): 3 clusters Score: Raw -213140.424900 + Penalty 471.442476 = -212668.982424 nChanged 10 SP:Iteration 32Q (1234.991868 sec): 3 clusters Score: Raw -213141.643231 + Penalty 471.442476 = -212670.200755 nChanged 16 SP:Iteration 33Q (1235.044779 sec): 3 clusters Score: Raw -213143.967825 + Penalty 471.442476 = -212672.525349 nChanged 13 SP:Iteration 34Q (1235.097060 sec): 3 clusters Score: Raw -213146.724371 + Penalty 471.442476 = -212675.281895 nChanged 17 SP:Iteration 35Q (1235.154238 sec): 3 clusters Score: Raw -213150.534592 + Penalty 471.442476 = -212679.092116 nChanged 20 SP:Iteration 36Q (1235.192434 sec): 3 clusters Score: Raw -213156.648627 + Penalty 471.442476 = -212685.206151 nChanged 26 SP:Iteration 37Q (1235.245191 sec): 3 clusters Score: Raw -213162.266756 + Penalty 471.442476 = -212690.824280 nChanged 19 SP:Iteration 38Q (1235.291375 sec): 3 clusters Score: Raw -213167.082358 + Penalty 471.442476 = -212695.639882 nChanged 25 SP:Iteration 39Q (1235.338206 sec): 3 clusters Score: Raw -213172.650465 + Penalty 471.442476 = -212701.207989 nChanged 18 SP:Iteration 40F (1235.378113 sec): 3 clusters Score: Raw -213176.138291 + Penalty 471.442476 = -212704.695815 nChanged 21 SP:Iteration 41Q (1235.426522 sec): 3 clusters Score: Raw -213179.724987 + Penalty 471.442476 = -212708.282511 nChanged 17 SP:Iteration 42Q (1235.472569 sec): 3 clusters Score: Raw -213184.100909 + Penalty 471.442476 = -212712.658434 nChanged 14 SP:Iteration 43Q (1235.514812 sec): 3 clusters Score: Raw -213187.890628 + Penalty 471.442476 = -212716.448152 nChanged 12 SP:Iteration 44Q (1235.547311 sec): 3 clusters Score: Raw -213193.046197 + Penalty 471.442476 = -212721.603721 nChanged 18 SP:Iteration 45Q (1235.583385 sec): 3 clusters Score: Raw -213198.346692 + Penalty 471.442476 = -212726.904217 nChanged 19 SP:Iteration 46Q (1235.618532 sec): 3 clusters Score: Raw -213202.063134 + Penalty 471.442476 = -212730.620658 nChanged 15 SP:Iteration 47Q (1235.650759 sec): 3 clusters Score: Raw -213205.596185 + Penalty 471.442476 = -212734.153710 nChanged 16 SP:Iteration 48Q (1235.686849 sec): 3 clusters Score: Raw -213208.487100 + Penalty 471.442476 = -212737.044625 nChanged 19 SP:Iteration 49Q (1235.723072 sec): 3 clusters Score: Raw -213211.875162 + Penalty 471.442476 = -212740.432687 nChanged 11 SP:Iteration 50Q (1235.767718 sec): 3 clusters Score: Raw -213214.029363 + Penalty 471.442476 = -212742.586887 nChanged 15 SP:Iteration 51Q (1235.814288 sec): 3 clusters Score: Raw -213218.016157 + Penalty 471.442476 = -212746.573682 nChanged 20 SP:Iteration 52Q (1235.864409 sec): 3 clusters Score: Raw -213223.049567 + Penalty 471.442476 = -212751.607091 nChanged 27 SP:Iteration 53Q (1235.911051 sec): 3 clusters Score: Raw -213231.586393 + Penalty 471.442476 = -212760.143917 nChanged 24 SP:Iteration 54Q (1235.951894 sec): 3 clusters Score: Raw -213239.258970 + Penalty 471.442476 = -212767.816494 nChanged 23 SP:Iteration 55Q (1236.003973 sec): 3 clusters Score: Raw -213245.249643 + Penalty 471.442476 = -212773.807168 nChanged 21 SP:Iteration 56Q (1236.048903 sec): 3 clusters Score: Raw -213248.726726 + Penalty 471.442476 = -212777.284250 nChanged 24 SP:Iteration 57Q (1236.095962 sec): 3 clusters Score: Raw -213252.495058 + Penalty 471.442476 = -212781.052583 nChanged 20 SP:Iteration 58Q (1236.141380 sec): 3 clusters Score: Raw -213255.192965 + Penalty 471.442476 = -212783.750489 nChanged 14 SP:Iteration 59Q (1236.182981 sec): 3 clusters Score: Raw -213257.344995 + Penalty 471.442476 = -212785.902519 nChanged 17 SP:Iteration 60F (1236.229642 sec): 3 clusters Score: Raw -213261.287575 + Penalty 471.442476 = -212789.845100 nChanged 13 SP:Iteration 61Q (1236.279221 sec): 3 clusters Score: Raw -213263.172009 + Penalty 471.442476 = -212791.729533 nChanged 10 SP:Iteration 62Q (1236.315319 sec): 3 clusters Score: Raw -213264.850049 + Penalty 471.442476 = -212793.407573 nChanged 12 SP:Iteration 63Q (1236.344066 sec): 3 clusters Score: Raw -213267.344758 + Penalty 471.442476 = -212795.902283 nChanged 11 SP:Iteration 64Q (1236.379989 sec): 3 clusters Score: Raw -213269.782277 + Penalty 471.442476 = -212798.339801 nChanged 16 SP:Iteration 65Q (1236.415699 sec): 3 clusters Score: Raw -213272.429057 + Penalty 471.442476 = -212800.986581 nChanged 11 SP:Iteration 66Q (1236.451795 sec): 3 clusters Score: Raw -213273.193799 + Penalty 471.442476 = -212801.751323 nChanged 9 SP:Iteration 67Q (1236.487884 sec): 3 clusters Score: Raw -213273.807063 + Penalty 471.442476 = -212802.364587 nChanged 7 SP:Iteration 68Q (1236.523638 sec): 3 clusters Score: Raw -213274.433997 + Penalty 471.442476 = -212802.991521 nChanged 7 SP:Iteration 69Q (1236.559695 sec): 3 clusters Score: Raw -213275.010556 + Penalty 471.442476 = -212803.568080 nChanged 6 SP:Iteration 70Q (1236.595782 sec): 3 clusters Score: Raw -213275.315016 + Penalty 471.442476 = -212803.872540 nChanged 4 SP:Iteration 71Q (1236.631876 sec): 3 clusters Score: Raw -213275.570278 + Penalty 471.442476 = -212804.127802 nChanged 3 SP:Iteration 72Q (1236.665017 sec): 3 clusters Score: Raw -213275.719587 + Penalty 471.442476 = -212804.277111 nChanged 1 SP:Iteration 73Q (1236.715967 sec): 3 clusters Score: Raw -213275.745189 + Penalty 471.442476 = -212804.302713 nChanged 1 SP:Iteration 74Q (1236.748137 sec): 3 clusters Score: Raw -213275.754804 + Penalty 471.442476 = -212804.312328 nChanged 0 SP:Iteration 75F (1236.790955 sec): 3 clusters Score: Raw -213275.754804 + Penalty 471.442476 = -212804.312328 nChanged 0 Trying to split cluster 2 (1174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1236.812103 sec): 2 clusters Score: Raw -41148.435282 + Penalty 194.374730 = -40954.060551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1236.856624 sec): 3 clusters Score: Raw -40520.212482 + Penalty 388.749460 = -40131.463022 nChanged 511 SP:Iteration 1F (1236.892565 sec): 3 clusters Score: Raw -40814.796503 + Penalty 388.749460 = -40426.047043 nChanged 99 SP:Iteration 2F (1236.923235 sec): 3 clusters Score: Raw -40890.477855 + Penalty 388.749460 = -40501.728395 nChanged 90 SP:Iteration 3F (1236.954256 sec): 3 clusters Score: Raw -40971.911748 + Penalty 388.749460 = -40583.162288 nChanged 74 SP:Iteration 4F (1236.985066 sec): 3 clusters Score: Raw -41041.254405 + Penalty 388.749460 = -40652.504945 nChanged 57 SP:Iteration 5Q (1237.015832 sec): 3 clusters Score: Raw -41074.977514 + Penalty 388.749460 = -40686.228054 nChanged 42 SP:Iteration 6Q (1237.046696 sec): 3 clusters Score: Raw -41096.105551 + Penalty 388.749460 = -40707.356091 nChanged 15 SP:Iteration 7Q (1237.077211 sec): 3 clusters Score: Raw -41099.364653 + Penalty 388.749460 = -40710.615193 nChanged 5 SP:Iteration 8Q (1237.108030 sec): 3 clusters Score: Raw -41100.077236 + Penalty 388.749460 = -40711.327776 nChanged 4 SP:Iteration 9Q (1237.138269 sec): 3 clusters Score: Raw -41101.081106 + Penalty 388.749460 = -40712.331646 nChanged 4 SP:Iteration 10Q (1237.168961 sec): 3 clusters Score: Raw -41101.985943 + Penalty 388.749460 = -40713.236483 nChanged 3 SP:Iteration 11Q (1237.199563 sec): 3 clusters Score: Raw -41102.428268 + Penalty 388.749460 = -40713.678808 nChanged 1 SP:Iteration 12Q (1237.230473 sec): 3 clusters Score: Raw -41102.883051 + Penalty 388.749460 = -40714.133591 nChanged 2 SP:Iteration 13Q (1237.260979 sec): 3 clusters Score: Raw -41103.414281 + Penalty 388.749460 = -40714.664821 nChanged 4 SP:Iteration 14Q (1237.291867 sec): 3 clusters Score: Raw -41103.973000 + Penalty 388.749460 = -40715.223540 nChanged 4 SP:Iteration 15Q (1237.322564 sec): 3 clusters Score: Raw -41104.794330 + Penalty 388.749460 = -40716.044870 nChanged 2 SP:Iteration 16Q (1237.353371 sec): 3 clusters Score: Raw -41104.908339 + Penalty 388.749460 = -40716.158879 nChanged 3 SP:Iteration 17Q (1237.384130 sec): 3 clusters Score: Raw -41105.275837 + Penalty 388.749460 = -40716.526376 nChanged 4 SP:Iteration 18Q (1237.414884 sec): 3 clusters Score: Raw -41105.771470 + Penalty 388.749460 = -40717.022010 nChanged 3 SP:Iteration 19Q (1237.445338 sec): 3 clusters Score: Raw -41106.157889 + Penalty 388.749460 = -40717.408429 nChanged 4 SP:Iteration 20F (1237.479640 sec): 3 clusters Score: Raw -41107.048204 + Penalty 388.749460 = -40718.298744 nChanged 4 SP:Iteration 21Q (1237.514334 sec): 3 clusters Score: Raw -41107.940766 + Penalty 388.749460 = -40719.191306 nChanged 6 SP:Iteration 22Q (1237.558627 sec): 3 clusters Score: Raw -41108.931001 + Penalty 388.749460 = -40720.181541 nChanged 7 SP:Iteration 23Q (1237.598376 sec): 3 clusters Score: Raw -41110.556026 + Penalty 388.749460 = -40721.806566 nChanged 5 SP:Iteration 24Q (1237.645979 sec): 3 clusters Score: Raw -41112.311004 + Penalty 388.749460 = -40723.561544 nChanged 9 SP:Iteration 25Q (1237.678083 sec): 3 clusters Score: Raw -41116.038962 + Penalty 388.749460 = -40727.289501 nChanged 5 SP:Iteration 26Q (1237.719384 sec): 3 clusters Score: Raw -41118.179686 + Penalty 388.749460 = -40729.430225 nChanged 4 SP:Iteration 27Q (1237.761859 sec): 3 clusters Score: Raw -41118.781640 + Penalty 388.749460 = -40730.032180 nChanged 4 SP:Iteration 28Q (1237.809691 sec): 3 clusters Score: Raw -41119.240164 + Penalty 388.749460 = -40730.490704 nChanged 2 SP:Iteration 29Q (1237.858442 sec): 3 clusters Score: Raw -41119.553156 + Penalty 388.749460 = -40730.803696 nChanged 0 SP:Iteration 30F (1237.906865 sec): 3 clusters Score: Raw -41119.553156 + Penalty 388.749460 = -40730.803696 nChanged 0 Trying to split cluster 3 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1237.931163 sec): 2 clusters Score: Raw -31595.095323 + Penalty 183.201005 = -31411.894318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1237.992549 sec): 3 clusters Score: Raw -31197.546294 + Penalty 366.402011 = -30831.144283 nChanged 310 SP:Iteration 1F (1238.023103 sec): 3 clusters Score: Raw -31366.243733 + Penalty 366.402011 = -30999.841723 nChanged 42 SP:Iteration 2F (1238.073566 sec): 3 clusters Score: Raw -31389.597919 + Penalty 366.402011 = -31023.195908 nChanged 48 SP:Iteration 3F (1238.122891 sec): 3 clusters Score: Raw -31424.848570 + Penalty 366.402011 = -31058.446560 nChanged 39 SP:Iteration 4Q (1238.184448 sec): 3 clusters Score: Raw -31454.185120 + Penalty 366.402011 = -31087.783109 nChanged 44 SP:Iteration 5F (1238.222484 sec): 3 clusters Score: Raw -31497.642486 + Penalty 366.402011 = -31131.240475 nChanged 45 SP:Iteration 6F (1238.271818 sec): 3 clusters Score: Raw -31538.035798 + Penalty 366.402011 = -31171.633787 nChanged 39 SP:Iteration 7Q (1238.331724 sec): 3 clusters Score: Raw -31575.045782 + Penalty 366.402011 = -31208.643771 nChanged 30 SP:Iteration 8Q (1238.368213 sec): 3 clusters Score: Raw -31611.267510 + Penalty 366.402011 = -31244.865499 nChanged 22 SP:Iteration 9Q (1238.418325 sec): 3 clusters Score: Raw -31635.359496 + Penalty 366.402011 = -31268.957485 nChanged 16 SP:Iteration 10Q (1238.460447 sec): 3 clusters Score: Raw -31643.773314 + Penalty 366.402011 = -31277.371303 nChanged 14 SP:Iteration 11Q (1238.488647 sec): 3 clusters Score: Raw -31650.145052 + Penalty 366.402011 = -31283.743041 nChanged 5 SP:Iteration 12Q (1238.529169 sec): 3 clusters Score: Raw -31652.213830 + Penalty 366.402011 = -31285.811819 nChanged 2 SP:Iteration 13Q (1238.569249 sec): 3 clusters Score: Raw -31652.546232 + Penalty 366.402011 = -31286.144221 nChanged 0 SP:Iteration 14F (1238.607074 sec): 3 clusters Score: Raw -31652.546232 + Penalty 366.402011 = -31286.144221 nChanged 0 Trying to split cluster 4 (1212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1238.631095 sec): 2 clusters Score: Raw -49646.176760 + Penalty 195.250747 = -49450.926013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1238.692428 sec): 3 clusters Score: Raw -49000.605348 + Penalty 390.501494 = -48610.103854 nChanged 523 SP:Iteration 1F (1238.730769 sec): 3 clusters Score: Raw -49315.898031 + Penalty 390.501494 = -48925.396536 nChanged 105 SP:Iteration 2F (1238.780436 sec): 3 clusters Score: Raw -49391.707818 + Penalty 390.501494 = -49001.206324 nChanged 84 SP:Iteration 3F (1238.828741 sec): 3 clusters Score: Raw -49460.154412 + Penalty 390.501494 = -49069.652918 nChanged 60 SP:Iteration 4Q (1238.865641 sec): 3 clusters Score: Raw -49506.419514 + Penalty 390.501494 = -49115.918019 nChanged 55 SP:Iteration 5Q (1238.915153 sec): 3 clusters Score: Raw -49535.063951 + Penalty 390.501494 = -49144.562457 nChanged 51 SP:Iteration 6Q (1238.964798 sec): 3 clusters Score: Raw -49560.793046 + Penalty 390.501494 = -49170.291551 nChanged 33 SP:Iteration 7Q (1239.026826 sec): 3 clusters Score: Raw -49577.870654 + Penalty 390.501494 = -49187.369160 nChanged 27 SP:Iteration 8Q (1239.065299 sec): 3 clusters Score: Raw -49587.392969 + Penalty 390.501494 = -49196.891475 nChanged 21 SP:Iteration 9Q (1239.115482 sec): 3 clusters Score: Raw -49595.610759 + Penalty 390.501494 = -49205.109265 nChanged 23 SP:Iteration 10Q (1239.173050 sec): 3 clusters Score: Raw -49604.331085 + Penalty 390.501494 = -49213.829591 nChanged 17 SP:Iteration 11Q (1239.215664 sec): 3 clusters Score: Raw -49610.361724 + Penalty 390.501494 = -49219.860230 nChanged 18 SP:Iteration 12Q (1239.248056 sec): 3 clusters Score: Raw -49621.598706 + Penalty 390.501494 = -49231.097212 nChanged 21 SP:Iteration 13Q (1239.293099 sec): 3 clusters Score: Raw -49636.359190 + Penalty 390.501494 = -49245.857696 nChanged 16 SP:Iteration 14Q (1239.344375 sec): 3 clusters Score: Raw -49648.414366 + Penalty 390.501494 = -49257.912872 nChanged 26 SP:Iteration 15Q (1239.387710 sec): 3 clusters Score: Raw -49662.520492 + Penalty 390.501494 = -49272.018997 nChanged 21 SP:Iteration 16Q (1239.433733 sec): 3 clusters Score: Raw -49675.092155 + Penalty 390.501494 = -49284.590661 nChanged 30 SP:Iteration 17Q (1239.465935 sec): 3 clusters Score: Raw -49694.178324 + Penalty 390.501494 = -49303.676830 nChanged 22 SP:Iteration 18Q (1239.509676 sec): 3 clusters Score: Raw -49705.546062 + Penalty 390.501494 = -49315.044568 nChanged 22 SP:Iteration 19Q (1239.540065 sec): 3 clusters Score: Raw -49717.394452 + Penalty 390.501494 = -49326.892958 nChanged 16 SP:Iteration 20F (1239.572740 sec): 3 clusters Score: Raw -49726.475158 + Penalty 390.501494 = -49335.973663 nChanged 11 SP:Iteration 21Q (1239.603742 sec): 3 clusters Score: Raw -49730.195835 + Penalty 390.501494 = -49339.694341 nChanged 8 SP:Iteration 22Q (1239.633032 sec): 3 clusters Score: Raw -49732.843439 + Penalty 390.501494 = -49342.341945 nChanged 9 SP:Iteration 23Q (1239.683202 sec): 3 clusters Score: Raw -49737.098931 + Penalty 390.501494 = -49346.597436 nChanged 7 SP:Iteration 24Q (1239.733028 sec): 3 clusters Score: Raw -49739.696775 + Penalty 390.501494 = -49349.195281 nChanged 2 SP:Iteration 25Q (1239.783704 sec): 3 clusters Score: Raw -49739.964276 + Penalty 390.501494 = -49349.462781 nChanged 1 SP:Iteration 26Q (1239.845522 sec): 3 clusters Score: Raw -49740.311980 + Penalty 390.501494 = -49349.810485 nChanged 1 SP:Iteration 27Q (1239.884013 sec): 3 clusters Score: Raw -49740.547920 + Penalty 390.501494 = -49350.046426 nChanged 0 SP:Iteration 28F (1239.932342 sec): 3 clusters Score: Raw -49740.547920 + Penalty 390.501494 = -49350.046426 nChanged 0 Trying to split cluster 5 (11249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1239.975095 sec): 2 clusters Score: Raw -421487.984867 + Penalty 256.520949 = -421231.463918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1240.020629 sec): 3 clusters Score: Raw -414284.002720 + Penalty 513.041898 = -413770.960821 nChanged 5343 SP:Iteration 1F (1240.077374 sec): 3 clusters Score: Raw -417609.250318 + Penalty 513.041898 = -417096.208420 nChanged 927 SP:Iteration 2F (1240.127954 sec): 3 clusters Score: Raw -418250.979708 + Penalty 513.041898 = -417737.937809 nChanged 996 SP:Iteration 3F (1240.172547 sec): 3 clusters Score: Raw -419058.455243 + Penalty 513.041898 = -418545.413345 nChanged 912 SP:Iteration 4F (1240.222050 sec): 3 clusters Score: Raw -419885.976833 + Penalty 513.041898 = -419372.934935 nChanged 699 SP:Iteration 5F (1240.258231 sec): 3 clusters Score: Raw -420517.449381 + Penalty 513.041898 = -420004.407483 nChanged 449 SP:Iteration 6Q (1240.307011 sec): 3 clusters Score: Raw -420930.361456 + Penalty 513.041898 = -420417.319557 nChanged 252 SP:Iteration 7Q (1240.352188 sec): 3 clusters Score: Raw -421133.148258 + Penalty 513.041898 = -420620.106359 nChanged 147 SP:Iteration 8Q (1240.405586 sec): 3 clusters Score: Raw -421232.690385 + Penalty 513.041898 = -420719.648486 nChanged 89 SP:Iteration 9Q (1240.440006 sec): 3 clusters Score: Raw -421297.040149 + Penalty 513.041898 = -420783.998250 nChanged 91 SP:Iteration 10Q (1240.488717 sec): 3 clusters Score: Raw -421357.130552 + Penalty 513.041898 = -420844.088653 nChanged 59 SP:Iteration 11Q (1240.523082 sec): 3 clusters Score: Raw -421393.260496 + Penalty 513.041898 = -420880.218597 nChanged 44 SP:Iteration 12Q (1240.571234 sec): 3 clusters Score: Raw -421420.233826 + Penalty 513.041898 = -420907.191928 nChanged 35 SP:Iteration 13Q (1240.611400 sec): 3 clusters Score: Raw -421435.442812 + Penalty 513.041898 = -420922.400914 nChanged 25 SP:Iteration 14Q (1240.666204 sec): 3 clusters Score: Raw -421448.483413 + Penalty 513.041898 = -420935.441514 nChanged 24 SP:Iteration 15Q (1240.720901 sec): 3 clusters Score: Raw -421460.923167 + Penalty 513.041898 = -420947.881269 nChanged 22 SP:Iteration 16Q (1240.785252 sec): 3 clusters Score: Raw -421473.650779 + Penalty 513.041898 = -420960.608881 nChanged 19 SP:Iteration 17Q (1240.834409 sec): 3 clusters Score: Raw -421482.583724 + Penalty 513.041898 = -420969.541825 nChanged 14 SP:Iteration 18Q (1240.849773 sec): 3 clusters Score: Raw -421489.160688 + Penalty 513.041898 = -420976.118790 nChanged 11 SP:Iteration 19Q (1240.900774 sec): 3 clusters Score: Raw -421495.223626 + Penalty 513.041898 = -420982.181728 nChanged 8 SP:Iteration 20F (1240.951792 sec): 3 clusters Score: Raw -421499.446531 + Penalty 513.041898 = -420986.404633 nChanged 9 SP:Iteration 21Q (1241.009304 sec): 3 clusters Score: Raw -421503.497305 + Penalty 513.041898 = -420990.455406 nChanged 6 SP:Iteration 22Q (1241.050148 sec): 3 clusters Score: Raw -421508.185302 + Penalty 513.041898 = -420995.143404 nChanged 9 SP:Iteration 23Q (1241.091278 sec): 3 clusters Score: Raw -421511.879837 + Penalty 513.041898 = -420998.837939 nChanged 4 SP:Iteration 24Q (1241.134982 sec): 3 clusters Score: Raw -421514.320297 + Penalty 513.041898 = -421001.278399 nChanged 3 SP:Iteration 25Q (1241.183315 sec): 3 clusters Score: Raw -421515.982501 + Penalty 513.041898 = -421002.940603 nChanged 0 SP:Iteration 26F (1241.237541 sec): 3 clusters Score: Raw -421515.982501 + Penalty 513.041898 = -421002.940603 nChanged 0 Trying to split cluster 6 (3394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1241.260318 sec): 2 clusters Score: Raw -130831.876568 + Penalty 223.568522 = -130608.308046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1241.305476 sec): 3 clusters Score: Raw -128739.622791 + Penalty 447.137045 = -128292.485747 nChanged 1555 SP:Iteration 1F (1241.339531 sec): 3 clusters Score: Raw -129613.843377 + Penalty 447.137045 = -129166.706333 nChanged 248 SP:Iteration 2F (1241.373474 sec): 3 clusters Score: Raw -129745.930755 + Penalty 447.137045 = -129298.793711 nChanged 225 SP:Iteration 3F (1241.407454 sec): 3 clusters Score: Raw -129878.057481 + Penalty 447.137045 = -129430.920437 nChanged 222 SP:Iteration 4F (1241.441152 sec): 3 clusters Score: Raw -130020.606063 + Penalty 447.137045 = -129573.469019 nChanged 205 SP:Iteration 5F (1241.471873 sec): 3 clusters Score: Raw -130176.668895 + Penalty 447.137045 = -129729.531851 nChanged 164 SP:Iteration 6Q (1241.519377 sec): 3 clusters Score: Raw -130317.844148 + Penalty 447.137045 = -129870.707104 nChanged 114 SP:Iteration 7Q (1241.570596 sec): 3 clusters Score: Raw -130412.095986 + Penalty 447.137045 = -129964.958942 nChanged 94 SP:Iteration 8Q (1241.619181 sec): 3 clusters Score: Raw -130487.823567 + Penalty 447.137045 = -130040.686523 nChanged 89 SP:Iteration 9Q (1241.659165 sec): 3 clusters Score: Raw -130551.092324 + Penalty 447.137045 = -130103.955279 nChanged 79 SP:Iteration 10Q (1241.711460 sec): 3 clusters Score: Raw -130601.405096 + Penalty 447.137045 = -130154.268051 nChanged 61 SP:Iteration 11Q (1241.753988 sec): 3 clusters Score: Raw -130631.022294 + Penalty 447.137045 = -130183.885249 nChanged 52 SP:Iteration 12Q (1241.795663 sec): 3 clusters Score: Raw -130664.301845 + Penalty 447.137045 = -130217.164801 nChanged 46 SP:Iteration 13Q (1241.842790 sec): 3 clusters Score: Raw -130697.179578 + Penalty 447.137045 = -130250.042533 nChanged 36 SP:Iteration 14Q (1241.880058 sec): 3 clusters Score: Raw -130726.562298 + Penalty 447.137045 = -130279.425253 nChanged 35 SP:Iteration 15Q (1241.919168 sec): 3 clusters Score: Raw -130754.770736 + Penalty 447.137045 = -130307.633692 nChanged 34 SP:Iteration 16Q (1241.952698 sec): 3 clusters Score: Raw -130775.871862 + Penalty 447.137045 = -130328.734817 nChanged 20 SP:Iteration 17Q (1241.985987 sec): 3 clusters Score: Raw -130786.294275 + Penalty 447.137045 = -130339.157230 nChanged 19 SP:Iteration 18Q (1242.019342 sec): 3 clusters Score: Raw -130795.382588 + Penalty 447.137045 = -130348.245544 nChanged 18 SP:Iteration 19Q (1242.052611 sec): 3 clusters Score: Raw -130804.546209 + Penalty 447.137045 = -130357.409165 nChanged 17 SP:Iteration 20F (1242.086223 sec): 3 clusters Score: Raw -130815.211565 + Penalty 447.137045 = -130368.074521 nChanged 17 SP:Iteration 21Q (1242.119505 sec): 3 clusters Score: Raw -130831.088794 + Penalty 447.137045 = -130383.951749 nChanged 18 SP:Iteration 22Q (1242.152866 sec): 3 clusters Score: Raw -130849.530229 + Penalty 447.137045 = -130402.393184 nChanged 14 SP:Iteration 23Q (1242.186096 sec): 3 clusters Score: Raw -130856.878606 + Penalty 447.137045 = -130409.741561 nChanged 7 SP:Iteration 24Q (1242.219425 sec): 3 clusters Score: Raw -130862.103873 + Penalty 447.137045 = -130414.966829 nChanged 9 SP:Iteration 25Q (1242.252707 sec): 3 clusters Score: Raw -130868.133683 + Penalty 447.137045 = -130420.996639 nChanged 5 SP:Iteration 26Q (1242.285996 sec): 3 clusters Score: Raw -130872.130715 + Penalty 447.137045 = -130424.993670 nChanged 6 SP:Iteration 27Q (1242.319191 sec): 3 clusters Score: Raw -130875.426547 + Penalty 447.137045 = -130428.289502 nChanged 2 SP:Iteration 28Q (1242.352488 sec): 3 clusters Score: Raw -130877.442626 + Penalty 447.137045 = -130430.305582 nChanged 1 SP:Iteration 29Q (1242.397670 sec): 3 clusters Score: Raw -130877.693330 + Penalty 447.137045 = -130430.556285 nChanged 0 SP:Iteration 30F (1242.436613 sec): 3 clusters Score: Raw -130877.693330 + Penalty 447.137045 = -130430.556285 nChanged 0 Trying to split cluster 7 (3245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1242.468915 sec): 2 clusters Score: Raw -126735.425843 + Penalty 222.333942 = -126513.091900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1242.514875 sec): 3 clusters Score: Raw -124791.973761 + Penalty 444.667885 = -124347.305876 nChanged 1437 SP:Iteration 1F (1242.546518 sec): 3 clusters Score: Raw -125676.910580 + Penalty 444.667885 = -125232.242696 nChanged 273 SP:Iteration 2F (1242.578273 sec): 3 clusters Score: Raw -125907.336912 + Penalty 444.667885 = -125462.669027 nChanged 246 SP:Iteration 3F (1242.610563 sec): 3 clusters Score: Raw -126094.959014 + Penalty 444.667885 = -125650.291129 nChanged 205 SP:Iteration 4F (1242.648823 sec): 3 clusters Score: Raw -126265.229615 + Penalty 444.667885 = -125820.561731 nChanged 162 SP:Iteration 5Q (1242.678347 sec): 3 clusters Score: Raw -126371.847249 + Penalty 444.667885 = -125927.179365 nChanged 113 SP:Iteration 6Q (1242.706416 sec): 3 clusters Score: Raw -126424.044040 + Penalty 444.667885 = -125979.376156 nChanged 73 SP:Iteration 7Q (1242.739729 sec): 3 clusters Score: Raw -126449.760929 + Penalty 444.667885 = -126005.093044 nChanged 56 SP:Iteration 8Q (1242.773138 sec): 3 clusters Score: Raw -126469.195262 + Penalty 444.667885 = -126024.527378 nChanged 49 SP:Iteration 9Q (1242.804290 sec): 3 clusters Score: Raw -126483.866144 + Penalty 444.667885 = -126039.198260 nChanged 40 SP:Iteration 10Q (1242.837138 sec): 3 clusters Score: Raw -126495.741597 + Penalty 444.667885 = -126051.073712 nChanged 41 SP:Iteration 11Q (1242.870403 sec): 3 clusters Score: Raw -126508.323958 + Penalty 444.667885 = -126063.656074 nChanged 41 SP:Iteration 12Q (1242.903770 sec): 3 clusters Score: Raw -126521.701220 + Penalty 444.667885 = -126077.033335 nChanged 35 SP:Iteration 13Q (1242.936835 sec): 3 clusters Score: Raw -126532.156928 + Penalty 444.667885 = -126087.489044 nChanged 40 SP:Iteration 14Q (1242.969898 sec): 3 clusters Score: Raw -126547.512384 + Penalty 444.667885 = -126102.844500 nChanged 36 SP:Iteration 15Q (1243.003184 sec): 3 clusters Score: Raw -126560.681152 + Penalty 444.667885 = -126116.013268 nChanged 40 SP:Iteration 16Q (1243.036308 sec): 3 clusters Score: Raw -126575.283532 + Penalty 444.667885 = -126130.615647 nChanged 56 SP:Iteration 17Q (1243.069698 sec): 3 clusters Score: Raw -126594.086192 + Penalty 444.667885 = -126149.418308 nChanged 50 SP:Iteration 18Q (1243.102843 sec): 3 clusters Score: Raw -126612.860649 + Penalty 444.667885 = -126168.192764 nChanged 47 SP:Iteration 19Q (1243.135960 sec): 3 clusters Score: Raw -126633.621694 + Penalty 444.667885 = -126188.953809 nChanged 52 SP:Iteration 20F (1243.171015 sec): 3 clusters Score: Raw -126653.388702 + Penalty 444.667885 = -126208.720818 nChanged 47 SP:Iteration 21Q (1243.218656 sec): 3 clusters Score: Raw -126665.270895 + Penalty 444.667885 = -126220.603010 nChanged 31 SP:Iteration 22Q (1243.262494 sec): 3 clusters Score: Raw -126672.987933 + Penalty 444.667885 = -126228.320048 nChanged 32 SP:Iteration 23Q (1243.301245 sec): 3 clusters Score: Raw -126680.594823 + Penalty 444.667885 = -126235.926939 nChanged 34 SP:Iteration 24Q (1243.346494 sec): 3 clusters Score: Raw -126690.735149 + Penalty 444.667885 = -126246.067264 nChanged 30 SP:Iteration 25Q (1243.386382 sec): 3 clusters Score: Raw -126696.862269 + Penalty 444.667885 = -126252.194385 nChanged 21 SP:Iteration 26Q (1243.424194 sec): 3 clusters Score: Raw -126701.578045 + Penalty 444.667885 = -126256.910160 nChanged 20 SP:Iteration 27Q (1243.466112 sec): 3 clusters Score: Raw -126704.411549 + Penalty 444.667885 = -126259.743664 nChanged 11 SP:Iteration 28Q (1243.508863 sec): 3 clusters Score: Raw -126705.578413 + Penalty 444.667885 = -126260.910529 nChanged 10 SP:Iteration 29Q (1243.554325 sec): 3 clusters Score: Raw -126707.033499 + Penalty 444.667885 = -126262.365615 nChanged 12 SP:Iteration 30Q (1243.587219 sec): 3 clusters Score: Raw -126708.331686 + Penalty 444.667885 = -126263.663802 nChanged 9 SP:Iteration 31Q (1243.618086 sec): 3 clusters Score: Raw -126709.197978 + Penalty 444.667885 = -126264.530093 nChanged 7 SP:Iteration 32Q (1243.652101 sec): 3 clusters Score: Raw -126710.286434 + Penalty 444.667885 = -126265.618549 nChanged 12 SP:Iteration 33Q (1243.700226 sec): 3 clusters Score: Raw -126711.706764 + Penalty 444.667885 = -126267.038879 nChanged 10 SP:Iteration 34Q (1243.731567 sec): 3 clusters Score: Raw -126712.778505 + Penalty 444.667885 = -126268.110620 nChanged 7 SP:Iteration 35Q (1243.763333 sec): 3 clusters Score: Raw -126713.598099 + Penalty 444.667885 = -126268.930214 nChanged 6 SP:Iteration 36Q (1243.795919 sec): 3 clusters Score: Raw -126714.538735 + Penalty 444.667885 = -126269.870850 nChanged 8 SP:Iteration 37Q (1243.831592 sec): 3 clusters Score: Raw -126715.558024 + Penalty 444.667885 = -126270.890140 nChanged 7 SP:Iteration 38Q (1243.859224 sec): 3 clusters Score: Raw -126716.276053 + Penalty 444.667885 = -126271.608168 nChanged 6 SP:Iteration 39Q (1243.892757 sec): 3 clusters Score: Raw -126716.747418 + Penalty 444.667885 = -126272.079533 nChanged 1 SP:Iteration 40F (1243.934872 sec): 3 clusters Score: Raw -126716.762303 + Penalty 444.667885 = -126272.094419 nChanged 1 SP:Iteration 41Q (1243.985897 sec): 3 clusters Score: Raw -126716.788764 + Penalty 444.667885 = -126272.120879 nChanged 1 SP:Iteration 42Q (1244.027897 sec): 3 clusters Score: Raw -126716.800789 + Penalty 444.667885 = -126272.132904 nChanged 0 SP:Iteration 43F (1244.076868 sec): 3 clusters Score: Raw -126716.800789 + Penalty 444.667885 = -126272.132904 nChanged 0 Trying to split cluster 8 (1013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1244.100935 sec): 2 clusters Score: Raw -39641.130793 + Penalty 190.318466 = -39450.812326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1244.145540 sec): 3 clusters Score: Raw -39086.048216 + Penalty 380.636933 = -38705.411283 nChanged 419 SP:Iteration 1F (1244.186626 sec): 3 clusters Score: Raw -39297.257291 + Penalty 380.636933 = -38916.620358 nChanged 92 SP:Iteration 2F (1244.236095 sec): 3 clusters Score: Raw -39360.462253 + Penalty 380.636933 = -38979.825320 nChanged 83 SP:Iteration 3F (1244.286030 sec): 3 clusters Score: Raw -39424.482974 + Penalty 380.636933 = -39043.846041 nChanged 74 SP:Iteration 4F (1244.325025 sec): 3 clusters Score: Raw -39485.243043 + Penalty 380.636933 = -39104.606110 nChanged 59 SP:Iteration 5F (1244.374699 sec): 3 clusters Score: Raw -39537.681200 + Penalty 380.636933 = -39157.044267 nChanged 40 SP:Iteration 6Q (1244.420981 sec): 3 clusters Score: Raw -39584.625362 + Penalty 380.636933 = -39203.988429 nChanged 35 SP:Iteration 7Q (1244.468970 sec): 3 clusters Score: Raw -39625.890868 + Penalty 380.636933 = -39245.253935 nChanged 22 SP:Iteration 8Q (1244.514539 sec): 3 clusters Score: Raw -39652.142710 + Penalty 380.636933 = -39271.505777 nChanged 9 SP:Iteration 9Q (1244.563843 sec): 3 clusters Score: Raw -39663.525232 + Penalty 380.636933 = -39282.888300 nChanged 7 SP:Iteration 10Q (1244.611025 sec): 3 clusters Score: Raw -39670.061384 + Penalty 380.636933 = -39289.424451 nChanged 3 SP:Iteration 11Q (1244.656692 sec): 3 clusters Score: Raw -39674.182234 + Penalty 380.636933 = -39293.545302 nChanged 3 SP:Iteration 12Q (1244.707198 sec): 3 clusters Score: Raw -39679.688720 + Penalty 380.636933 = -39299.051787 nChanged 4 SP:Iteration 13Q (1244.758896 sec): 3 clusters Score: Raw -39684.479422 + Penalty 380.636933 = -39303.842489 nChanged 2 SP:Iteration 14Q (1244.796766 sec): 3 clusters Score: Raw -39685.490211 + Penalty 380.636933 = -39304.853279 nChanged 1 SP:Iteration 15Q (1244.845805 sec): 3 clusters Score: Raw -39688.241007 + Penalty 380.636933 = -39307.604074 nChanged 0 SP:Iteration 16F (1244.893510 sec): 3 clusters Score: Raw -39688.241007 + Penalty 380.636933 = -39307.604074 nChanged 0 Trying to split cluster 9 (4935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1244.920561 sec): 2 clusters Score: Raw -196555.171712 + Penalty 233.862969 = -196321.308743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1244.972691 sec): 3 clusters Score: Raw -193491.394890 + Penalty 467.725937 = -193023.668953 nChanged 2277 SP:Iteration 1F (1245.023870 sec): 3 clusters Score: Raw -195249.751975 + Penalty 467.725937 = -194782.026038 nChanged 366 SP:Iteration 2F (1245.076319 sec): 3 clusters Score: Raw -195584.788674 + Penalty 467.725937 = -195117.062736 nChanged 293 SP:Iteration 3F (1245.123856 sec): 3 clusters Score: Raw -195894.216779 + Penalty 467.725937 = -195426.490842 nChanged 203 SP:Iteration 4Q (1245.169859 sec): 3 clusters Score: Raw -196137.177541 + Penalty 467.725937 = -195669.451603 nChanged 167 SP:Iteration 5Q (1245.207255 sec): 3 clusters Score: Raw -196259.578675 + Penalty 467.725937 = -195791.852737 nChanged 91 SP:Iteration 6Q (1245.249148 sec): 3 clusters Score: Raw -196315.688752 + Penalty 467.725937 = -195847.962815 nChanged 66 SP:Iteration 7Q (1245.297830 sec): 3 clusters Score: Raw -196341.531581 + Penalty 467.725937 = -195873.805644 nChanged 43 SP:Iteration 8Q (1245.344394 sec): 3 clusters Score: Raw -196358.068002 + Penalty 467.725937 = -195890.342065 nChanged 38 SP:Iteration 9Q (1245.392417 sec): 3 clusters Score: Raw -196373.905944 + Penalty 467.725937 = -195906.180007 nChanged 39 SP:Iteration 10Q (1245.440135 sec): 3 clusters Score: Raw -196393.906661 + Penalty 467.725937 = -195926.180724 nChanged 43 SP:Iteration 11Q (1245.485369 sec): 3 clusters Score: Raw -196413.008648 + Penalty 467.725937 = -195945.282711 nChanged 38 SP:Iteration 12Q (1245.523671 sec): 3 clusters Score: Raw -196430.635840 + Penalty 467.725937 = -195962.909903 nChanged 32 SP:Iteration 13Q (1245.558001 sec): 3 clusters Score: Raw -196441.363201 + Penalty 467.725937 = -195973.637263 nChanged 31 SP:Iteration 14Q (1245.594203 sec): 3 clusters Score: Raw -196450.051335 + Penalty 467.725937 = -195982.325398 nChanged 26 SP:Iteration 15Q (1245.641781 sec): 3 clusters Score: Raw -196457.755059 + Penalty 467.725937 = -195990.029121 nChanged 21 SP:Iteration 16Q (1245.686938 sec): 3 clusters Score: Raw -196463.561822 + Penalty 467.725937 = -195995.835885 nChanged 20 SP:Iteration 17Q (1245.724982 sec): 3 clusters Score: Raw -196470.335647 + Penalty 467.725937 = -196002.609710 nChanged 20 SP:Iteration 18Q (1245.765876 sec): 3 clusters Score: Raw -196480.109654 + Penalty 467.725937 = -196012.383716 nChanged 26 SP:Iteration 19Q (1245.815645 sec): 3 clusters Score: Raw -196491.615430 + Penalty 467.725937 = -196023.889492 nChanged 24 SP:Iteration 20F (1245.854761 sec): 3 clusters Score: Raw -196504.180564 + Penalty 467.725937 = -196036.454626 nChanged 24 SP:Iteration 21Q (1245.900766 sec): 3 clusters Score: Raw -196515.666658 + Penalty 467.725937 = -196047.940720 nChanged 22 SP:Iteration 22Q (1245.934956 sec): 3 clusters Score: Raw -196527.819441 + Penalty 467.725937 = -196060.093504 nChanged 18 SP:Iteration 23Q (1245.966030 sec): 3 clusters Score: Raw -196536.727830 + Penalty 467.725937 = -196069.001893 nChanged 14 SP:Iteration 24Q (1245.999092 sec): 3 clusters Score: Raw -196542.393334 + Penalty 467.725937 = -196074.667397 nChanged 16 SP:Iteration 25Q (1246.028711 sec): 3 clusters Score: Raw -196549.107704 + Penalty 467.725937 = -196081.381767 nChanged 13 SP:Iteration 26Q (1246.076505 sec): 3 clusters Score: Raw -196553.210859 + Penalty 467.725937 = -196085.484921 nChanged 11 SP:Iteration 27Q (1246.118905 sec): 3 clusters Score: Raw -196557.136566 + Penalty 467.725937 = -196089.410628 nChanged 11 SP:Iteration 28Q (1246.154164 sec): 3 clusters Score: Raw -196561.546896 + Penalty 467.725937 = -196093.820959 nChanged 13 SP:Iteration 29Q (1246.190082 sec): 3 clusters Score: Raw -196567.254416 + Penalty 467.725937 = -196099.528479 nChanged 12 SP:Iteration 30Q (1246.237256 sec): 3 clusters Score: Raw -196574.528910 + Penalty 467.725937 = -196106.802973 nChanged 14 SP:Iteration 31Q (1246.279195 sec): 3 clusters Score: Raw -196583.620991 + Penalty 467.725937 = -196115.895054 nChanged 9 SP:Iteration 32Q (1246.313005 sec): 3 clusters Score: Raw -196589.168467 + Penalty 467.725937 = -196121.442530 nChanged 8 SP:Iteration 33Q (1246.347765 sec): 3 clusters Score: Raw -196592.407400 + Penalty 467.725937 = -196124.681462 nChanged 5 SP:Iteration 34Q (1246.396444 sec): 3 clusters Score: Raw -196594.805866 + Penalty 467.725937 = -196127.079928 nChanged 5 SP:Iteration 35Q (1246.430454 sec): 3 clusters Score: Raw -196596.362949 + Penalty 467.725937 = -196128.637012 nChanged 4 SP:Iteration 36Q (1246.468119 sec): 3 clusters Score: Raw -196597.404738 + Penalty 467.725937 = -196129.678801 nChanged 4 SP:Iteration 37Q (1246.502314 sec): 3 clusters Score: Raw -196598.183335 + Penalty 467.725937 = -196130.457398 nChanged 3 SP:Iteration 38Q (1246.548670 sec): 3 clusters Score: Raw -196598.799764 + Penalty 467.725937 = -196131.073827 nChanged 1 SP:Iteration 39Q (1246.577733 sec): 3 clusters Score: Raw -196598.992309 + Penalty 467.725937 = -196131.266372 nChanged 1 SP:Iteration 40F (1246.623006 sec): 3 clusters Score: Raw -196599.186766 + Penalty 467.725937 = -196131.460829 nChanged 0 Trying to split cluster 10 (2461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1246.648668 sec): 2 clusters Score: Raw -100339.109800 + Penalty 214.728884 = -100124.380916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1246.689049 sec): 3 clusters Score: Raw -98922.509765 + Penalty 429.457768 = -98493.051997 nChanged 1042 SP:Iteration 1F (1246.720331 sec): 3 clusters Score: Raw -99618.633631 + Penalty 429.457768 = -99189.175863 nChanged 197 SP:Iteration 2F (1246.751568 sec): 3 clusters Score: Raw -99813.959524 + Penalty 429.457768 = -99384.501756 nChanged 167 SP:Iteration 3F (1246.782969 sec): 3 clusters Score: Raw -99976.331902 + Penalty 429.457768 = -99546.874134 nChanged 131 SP:Iteration 4F (1246.814780 sec): 3 clusters Score: Raw -100115.639172 + Penalty 429.457768 = -99686.181404 nChanged 70 SP:Iteration 5Q (1246.856358 sec): 3 clusters Score: Raw -100198.368851 + Penalty 429.457768 = -99768.911083 nChanged 57 SP:Iteration 6Q (1246.898735 sec): 3 clusters Score: Raw -100254.724727 + Penalty 429.457768 = -99825.266960 nChanged 36 SP:Iteration 7Q (1246.943481 sec): 3 clusters Score: Raw -100286.603493 + Penalty 429.457768 = -99857.145726 nChanged 32 SP:Iteration 8Q (1246.982700 sec): 3 clusters Score: Raw -100305.147075 + Penalty 429.457768 = -99875.689308 nChanged 25 SP:Iteration 9Q (1247.030909 sec): 3 clusters Score: Raw -100321.471225 + Penalty 429.457768 = -99892.013457 nChanged 17 SP:Iteration 10Q (1247.069965 sec): 3 clusters Score: Raw -100335.745303 + Penalty 429.457768 = -99906.287535 nChanged 14 SP:Iteration 11Q (1247.126782 sec): 3 clusters Score: Raw -100345.407441 + Penalty 429.457768 = -99915.949674 nChanged 19 SP:Iteration 12Q (1247.173809 sec): 3 clusters Score: Raw -100354.649847 + Penalty 429.457768 = -99925.192079 nChanged 8 SP:Iteration 13Q (1247.204219 sec): 3 clusters Score: Raw -100359.799968 + Penalty 429.457768 = -99930.342200 nChanged 13 SP:Iteration 14Q (1247.235512 sec): 3 clusters Score: Raw -100366.423791 + Penalty 429.457768 = -99936.966023 nChanged 9 SP:Iteration 15Q (1247.267209 sec): 3 clusters Score: Raw -100372.834282 + Penalty 429.457768 = -99943.376514 nChanged 6 SP:Iteration 16Q (1247.298904 sec): 3 clusters Score: Raw -100376.166615 + Penalty 429.457768 = -99946.708847 nChanged 4 SP:Iteration 17Q (1247.322932 sec): 3 clusters Score: Raw -100378.292215 + Penalty 429.457768 = -99948.834448 nChanged 5 SP:Iteration 18Q (1247.354120 sec): 3 clusters Score: Raw -100379.789582 + Penalty 429.457768 = -99950.331814 nChanged 2 SP:Iteration 19Q (1247.383369 sec): 3 clusters Score: Raw -100380.152751 + Penalty 429.457768 = -99950.694983 nChanged 1 SP:Iteration 20F (1247.415017 sec): 3 clusters Score: Raw -100380.328165 + Penalty 429.457768 = -99950.870397 nChanged 2 SP:Iteration 21Q (1247.446068 sec): 3 clusters Score: Raw -100381.619276 + Penalty 429.457768 = -99952.161508 nChanged 4 SP:Iteration 22Q (1247.477774 sec): 3 clusters Score: Raw -100383.142355 + Penalty 429.457768 = -99953.684587 nChanged 3 SP:Iteration 23Q (1247.509385 sec): 3 clusters Score: Raw -100384.702058 + Penalty 429.457768 = -99955.244290 nChanged 5 SP:Iteration 24Q (1247.541138 sec): 3 clusters Score: Raw -100386.234394 + Penalty 429.457768 = -99956.776627 nChanged 3 SP:Iteration 25Q (1247.572667 sec): 3 clusters Score: Raw -100387.382116 + Penalty 429.457768 = -99957.924348 nChanged 2 SP:Iteration 26Q (1247.604275 sec): 3 clusters Score: Raw -100388.073888 + Penalty 429.457768 = -99958.616120 nChanged 2 SP:Iteration 27Q (1247.635741 sec): 3 clusters Score: Raw -100388.584477 + Penalty 429.457768 = -99959.126709 nChanged 1 SP:Iteration 28Q (1247.667001 sec): 3 clusters Score: Raw -100389.056029 + Penalty 429.457768 = -99959.598261 nChanged 1 SP:Iteration 29Q (1247.708886 sec): 3 clusters Score: Raw -100389.764171 + Penalty 429.457768 = -99960.306403 nChanged 3 SP:Iteration 30Q (1247.750512 sec): 3 clusters Score: Raw -100390.406815 + Penalty 429.457768 = -99960.949048 nChanged 2 SP:Iteration 31Q (1247.792369 sec): 3 clusters Score: Raw -100391.356123 + Penalty 429.457768 = -99961.898356 nChanged 2 SP:Iteration 32Q (1247.837774 sec): 3 clusters Score: Raw -100392.569660 + Penalty 429.457768 = -99963.111892 nChanged 1 SP:Iteration 33Q (1247.873831 sec): 3 clusters Score: Raw -100392.830305 + Penalty 429.457768 = -99963.372537 nChanged 0 SP:Iteration 34F (1247.911389 sec): 3 clusters Score: Raw -100392.830305 + Penalty 429.457768 = -99963.372537 nChanged 0 Trying to split cluster 11 (534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1247.931864 sec): 2 clusters Score: Raw -19426.350118 + Penalty 172.710886 = -19253.639232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1247.972899 sec): 3 clusters Score: Raw -19153.090922 + Penalty 345.421771 = -18807.669151 nChanged 208 SP:Iteration 1F (1248.011579 sec): 3 clusters Score: Raw -19273.971500 + Penalty 345.421771 = -18928.549729 nChanged 41 SP:Iteration 2F (1248.056134 sec): 3 clusters Score: Raw -19298.487144 + Penalty 345.421771 = -18953.065373 nChanged 20 SP:Iteration 3Q (1248.108130 sec): 3 clusters Score: Raw -19317.132043 + Penalty 345.421771 = -18971.710272 nChanged 25 SP:Iteration 4Q (1248.146882 sec): 3 clusters Score: Raw -19342.818186 + Penalty 345.421771 = -18997.396415 nChanged 28 SP:Iteration 5F (1248.190042 sec): 3 clusters Score: Raw -19364.462584 + Penalty 345.421771 = -19019.040813 nChanged 24 SP:Iteration 6Q (1248.225434 sec): 3 clusters Score: Raw -19379.330718 + Penalty 345.421771 = -19033.908947 nChanged 16 SP:Iteration 7Q (1248.271738 sec): 3 clusters Score: Raw -19392.824857 + Penalty 345.421771 = -19047.403086 nChanged 18 SP:Iteration 8Q (1248.301836 sec): 3 clusters Score: Raw -19406.417375 + Penalty 345.421771 = -19060.995604 nChanged 15 SP:Iteration 9Q (1248.332110 sec): 3 clusters Score: Raw -19420.864454 + Penalty 345.421771 = -19075.442683 nChanged 12 SP:Iteration 10Q (1248.355310 sec): 3 clusters Score: Raw -19433.934586 + Penalty 345.421771 = -19088.512815 nChanged 5 SP:Iteration 11Q (1248.386637 sec): 3 clusters Score: Raw -19437.080365 + Penalty 345.421771 = -19091.658593 nChanged 3 SP:Iteration 12Q (1248.420203 sec): 3 clusters Score: Raw -19438.683995 + Penalty 345.421771 = -19093.262224 nChanged 5 SP:Iteration 13Q (1248.455136 sec): 3 clusters Score: Raw -19441.199106 + Penalty 345.421771 = -19095.777335 nChanged 4 SP:Iteration 14Q (1248.485218 sec): 3 clusters Score: Raw -19444.093201 + Penalty 345.421771 = -19098.671430 nChanged 3 SP:Iteration 15Q (1248.516731 sec): 3 clusters Score: Raw -19445.449843 + Penalty 345.421771 = -19100.028072 nChanged 2 SP:Iteration 16Q (1248.546946 sec): 3 clusters Score: Raw -19446.244817 + Penalty 345.421771 = -19100.823046 nChanged 1 SP:Iteration 17Q (1248.588979 sec): 3 clusters Score: Raw -19447.577230 + Penalty 345.421771 = -19102.155459 nChanged 1 SP:Iteration 18Q (1248.631717 sec): 3 clusters Score: Raw -19447.817259 + Penalty 345.421771 = -19102.395488 nChanged 1 SP:Iteration 19Q (1248.681357 sec): 3 clusters Score: Raw -19448.258907 + Penalty 345.421771 = -19102.837136 nChanged 0 SP:Iteration 20F (1248.713801 sec): 3 clusters Score: Raw -19448.258907 + Penalty 345.421771 = -19102.837136 nChanged 0 Trying to split cluster 12 (89138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1248.794230 sec): 2 clusters Score: Raw -3559546.130125 + Penalty 313.443378 = -3559232.686747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1248.896584 sec): 3 clusters Score: Raw -3499477.651367 + Penalty 626.886756 = -3498850.764611 nChanged 43864 SP:Iteration 1F (1248.990611 sec): 3 clusters Score: Raw -3531605.216907 + Penalty 626.886756 = -3530978.330151 nChanged 6877 SP:Iteration 2F (1249.092661 sec): 3 clusters Score: Raw -3536472.937447 + Penalty 626.886756 = -3535846.050692 nChanged 6129 SP:Iteration 3F (1249.197256 sec): 3 clusters Score: Raw -3541284.053436 + Penalty 626.886756 = -3540657.166680 nChanged 5263 SP:Iteration 4F (1249.294041 sec): 3 clusters Score: Raw -3545877.917218 + Penalty 626.886756 = -3545251.030462 nChanged 4244 SP:Iteration 5Q (1249.404789 sec): 3 clusters Score: Raw -3549528.622750 + Penalty 626.886756 = -3548901.735995 nChanged 3068 SP:Iteration 6Q (1249.512809 sec): 3 clusters Score: Raw -3551878.006227 + Penalty 626.886756 = -3551251.119471 nChanged 2298 SP:Iteration 7Q (1249.611453 sec): 3 clusters Score: Raw -3553473.209525 + Penalty 626.886756 = -3552846.322770 nChanged 1886 SP:Iteration 8Q (1249.715009 sec): 3 clusters Score: Raw -3554691.745781 + Penalty 626.886756 = -3554064.859026 nChanged 1569 SP:Iteration 9Q (1249.810594 sec): 3 clusters Score: Raw -3555704.602092 + Penalty 626.886756 = -3555077.715337 nChanged 1355 SP:Iteration 10Q (1249.903532 sec): 3 clusters Score: Raw -3556594.087701 + Penalty 626.886756 = -3555967.200945 nChanged 1114 SP:Iteration 11Q (1250.006712 sec): 3 clusters Score: Raw -3557337.684861 + Penalty 626.886756 = -3556710.798106 nChanged 916 SP:Iteration 12Q (1250.105940 sec): 3 clusters Score: Raw -3557963.854226 + Penalty 626.886756 = -3557336.967471 nChanged 696 SP:Iteration 13Q (1250.201555 sec): 3 clusters Score: Raw -3558446.071908 + Penalty 626.886756 = -3557819.185153 nChanged 514 SP:Iteration 14Q (1250.302788 sec): 3 clusters Score: Raw -3558801.495956 + Penalty 626.886756 = -3558174.609201 nChanged 385 SP:Iteration 15Q (1250.407383 sec): 3 clusters Score: Raw -3559062.579376 + Penalty 626.886756 = -3558435.692620 nChanged 258 SP:Iteration 16Q (1250.506202 sec): 3 clusters Score: Raw -3559253.056079 + Penalty 626.886756 = -3558626.169323 nChanged 175 SP:Iteration 17Q (1250.604119 sec): 3 clusters Score: Raw -3559378.133354 + Penalty 626.886756 = -3558751.246598 nChanged 121 SP:Iteration 18Q (1250.701967 sec): 3 clusters Score: Raw -3559461.308756 + Penalty 626.886756 = -3558834.422001 nChanged 66 SP:Iteration 19Q (1250.799813 sec): 3 clusters Score: Raw -3559504.172070 + Penalty 626.886756 = -3558877.285315 nChanged 40 SP:Iteration 20F (1250.895545 sec): 3 clusters Score: Raw -3559533.707862 + Penalty 626.886756 = -3558906.821107 nChanged 24 SP:Iteration 21Q (1251.002528 sec): 3 clusters Score: Raw -3559549.282761 + Penalty 626.886756 = -3558922.396006 nChanged 27 SP:Iteration 22Q (1251.105979 sec): 3 clusters Score: Raw -3559567.654676 + Penalty 626.886756 = -3558940.767920 nChanged 18 SP:Iteration 23Q (1251.208270 sec): 3 clusters Score: Raw -3559578.865155 + Penalty 626.886756 = -3558951.978399 nChanged 14 SP:Iteration 24Q (1251.313664 sec): 3 clusters Score: Raw -3559585.886760 + Penalty 626.886756 = -3558959.000005 nChanged 7 SP:Iteration 25Q (1251.415832 sec): 3 clusters Score: Raw -3559588.539458 + Penalty 626.886756 = -3558961.652703 nChanged 5 SP:Iteration 26Q (1251.506222 sec): 3 clusters Score: Raw -3559591.575465 + Penalty 626.886756 = -3558964.688709 nChanged 3 SP:Iteration 27Q (1251.602296 sec): 3 clusters Score: Raw -3559592.796170 + Penalty 626.886756 = -3558965.909414 nChanged 3 SP:Iteration 28Q (1251.710600 sec): 3 clusters Score: Raw -3559594.022147 + Penalty 626.886756 = -3558967.135391 nChanged 2 SP:Iteration 29Q (1251.802310 sec): 3 clusters Score: Raw -3559594.653408 + Penalty 626.886756 = -3558967.766652 nChanged 1 SP:Iteration 30Q (1251.894353 sec): 3 clusters Score: Raw -3559594.732071 + Penalty 626.886756 = -3558967.845316 nChanged 0 SP:Iteration 31F (1251.982616 sec): 3 clusters Score: Raw -3559594.732071 + Penalty 626.886756 = -3558967.845316 nChanged 0 Trying to split cluster 13 (20596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1252.018531 sec): 2 clusters Score: Raw -855905.631992 + Penalty 273.153434 = -855632.478557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1252.072813 sec): 3 clusters Score: Raw -842424.263022 + Penalty 546.306869 = -841877.956153 nChanged 9887 SP:Iteration 1F (1252.118910 sec): 3 clusters Score: Raw -849256.813096 + Penalty 546.306869 = -848710.506227 nChanged 1339 SP:Iteration 2F (1252.171060 sec): 3 clusters Score: Raw -850340.149083 + Penalty 546.306869 = -849793.842214 nChanged 1364 SP:Iteration 3F (1252.223768 sec): 3 clusters Score: Raw -851660.696771 + Penalty 546.306869 = -851114.389902 nChanged 1193 SP:Iteration 4F (1252.272016 sec): 3 clusters Score: Raw -852873.135555 + Penalty 546.306869 = -852326.828686 nChanged 857 SP:Iteration 5Q (1252.327662 sec): 3 clusters Score: Raw -853591.701830 + Penalty 546.306869 = -853045.394961 nChanged 642 SP:Iteration 6Q (1252.389941 sec): 3 clusters Score: Raw -854031.993331 + Penalty 546.306869 = -853485.686462 nChanged 480 SP:Iteration 7Q (1252.456197 sec): 3 clusters Score: Raw -854311.524584 + Penalty 546.306869 = -853765.217716 nChanged 445 SP:Iteration 8Q (1252.497978 sec): 3 clusters Score: Raw -854581.602449 + Penalty 546.306869 = -854035.295580 nChanged 419 SP:Iteration 9Q (1252.560971 sec): 3 clusters Score: Raw -854823.602783 + Penalty 546.306869 = -854277.295915 nChanged 386 SP:Iteration 10Q (1252.620377 sec): 3 clusters Score: Raw -855051.688523 + Penalty 546.306869 = -854505.381654 nChanged 315 SP:Iteration 11Q (1252.662457 sec): 3 clusters Score: Raw -855228.155887 + Penalty 546.306869 = -854681.849018 nChanged 267 SP:Iteration 12Q (1252.716621 sec): 3 clusters Score: Raw -855381.740076 + Penalty 546.306869 = -854835.433208 nChanged 240 SP:Iteration 13Q (1252.763923 sec): 3 clusters Score: Raw -855521.851774 + Penalty 546.306869 = -854975.544905 nChanged 187 SP:Iteration 14Q (1252.813961 sec): 3 clusters Score: Raw -855628.917267 + Penalty 546.306869 = -855082.610398 nChanged 149 SP:Iteration 15Q (1252.875204 sec): 3 clusters Score: Raw -855713.406065 + Penalty 546.306869 = -855167.099197 nChanged 115 SP:Iteration 16Q (1252.919287 sec): 3 clusters Score: Raw -855779.562785 + Penalty 546.306869 = -855233.255916 nChanged 93 SP:Iteration 17Q (1252.966798 sec): 3 clusters Score: Raw -855835.693938 + Penalty 546.306869 = -855289.387069 nChanged 60 SP:Iteration 18Q (1253.014597 sec): 3 clusters Score: Raw -855866.945907 + Penalty 546.306869 = -855320.639038 nChanged 45 SP:Iteration 19Q (1253.060093 sec): 3 clusters Score: Raw -855889.321408 + Penalty 546.306869 = -855343.014539 nChanged 42 SP:Iteration 20F (1253.116914 sec): 3 clusters Score: Raw -855908.302499 + Penalty 546.306869 = -855361.995630 nChanged 24 SP:Iteration 21Q (1253.179960 sec): 3 clusters Score: Raw -855919.490509 + Penalty 546.306869 = -855373.183640 nChanged 24 SP:Iteration 22Q (1253.230650 sec): 3 clusters Score: Raw -855930.531307 + Penalty 546.306869 = -855384.224438 nChanged 12 SP:Iteration 23Q (1253.302418 sec): 3 clusters Score: Raw -855939.483441 + Penalty 546.306869 = -855393.176572 nChanged 8 SP:Iteration 24Q (1253.359467 sec): 3 clusters Score: Raw -855945.248797 + Penalty 546.306869 = -855398.941928 nChanged 5 SP:Iteration 25Q (1253.410187 sec): 3 clusters Score: Raw -855948.072560 + Penalty 546.306869 = -855401.765691 nChanged 0 SP:Iteration 26F (1253.482922 sec): 3 clusters Score: Raw -855948.072560 + Penalty 546.306869 = -855401.765691 nChanged 0 Trying to split cluster 14 (5945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1253.500133 sec): 2 clusters Score: Raw -209496.640385 + Penalty 238.983410 = -209257.656976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1253.545969 sec): 3 clusters Score: Raw -205866.031696 + Penalty 477.966820 = -205388.064876 nChanged 2752 SP:Iteration 1F (1253.599400 sec): 3 clusters Score: Raw -207808.887854 + Penalty 477.966820 = -207330.921035 nChanged 562 SP:Iteration 2F (1253.652599 sec): 3 clusters Score: Raw -208169.434562 + Penalty 477.966820 = -207691.467743 nChanged 427 SP:Iteration 3F (1253.694894 sec): 3 clusters Score: Raw -208420.192847 + Penalty 477.966820 = -207942.226027 nChanged 347 SP:Iteration 4F (1253.730915 sec): 3 clusters Score: Raw -208621.637435 + Penalty 477.966820 = -208143.670615 nChanged 277 SP:Iteration 5Q (1253.760382 sec): 3 clusters Score: Raw -208795.392291 + Penalty 477.966820 = -208317.425472 nChanged 265 SP:Iteration 6Q (1253.804066 sec): 3 clusters Score: Raw -208968.260386 + Penalty 477.966820 = -208490.293567 nChanged 220 SP:Iteration 7Q (1253.840516 sec): 3 clusters Score: Raw -209114.551894 + Penalty 477.966820 = -208636.585074 nChanged 173 SP:Iteration 8Q (1253.876962 sec): 3 clusters Score: Raw -209227.104444 + Penalty 477.966820 = -208749.137624 nChanged 140 SP:Iteration 9Q (1253.906512 sec): 3 clusters Score: Raw -209321.062836 + Penalty 477.966820 = -208843.096017 nChanged 103 SP:Iteration 10Q (1253.942905 sec): 3 clusters Score: Raw -209397.130451 + Penalty 477.966820 = -208919.163631 nChanged 69 SP:Iteration 11Q (1253.994004 sec): 3 clusters Score: Raw -209451.763648 + Penalty 477.966820 = -208973.796828 nChanged 37 SP:Iteration 12Q (1254.035197 sec): 3 clusters Score: Raw -209483.993249 + Penalty 477.966820 = -209006.026430 nChanged 20 SP:Iteration 13Q (1254.098281 sec): 3 clusters Score: Raw -209505.899550 + Penalty 477.966820 = -209027.932730 nChanged 14 SP:Iteration 14Q (1254.138360 sec): 3 clusters Score: Raw -209518.262210 + Penalty 477.966820 = -209040.295391 nChanged 14 SP:Iteration 15Q (1254.191396 sec): 3 clusters Score: Raw -209532.098221 + Penalty 477.966820 = -209054.131401 nChanged 8 SP:Iteration 16Q (1254.244995 sec): 3 clusters Score: Raw -209537.126003 + Penalty 477.966820 = -209059.159183 nChanged 7 SP:Iteration 17Q (1254.297648 sec): 3 clusters Score: Raw -209542.099933 + Penalty 477.966820 = -209064.133113 nChanged 3 SP:Iteration 18Q (1254.339480 sec): 3 clusters Score: Raw -209544.520512 + Penalty 477.966820 = -209066.553692 nChanged 3 SP:Iteration 19Q (1254.392051 sec): 3 clusters Score: Raw -209545.418460 + Penalty 477.966820 = -209067.451640 nChanged 0 SP:Iteration 20F (1254.444706 sec): 3 clusters Score: Raw -209545.418460 + Penalty 477.966820 = -209067.451640 nChanged 0 Trying to split cluster 15 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1254.469152 sec): 2 clusters Score: Raw -21058.897661 + Penalty 175.915566 = -20882.982095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1254.519540 sec): 3 clusters Score: Raw -20762.398550 + Penalty 351.831131 = -20410.567419 nChanged 225 SP:Iteration 1F (1254.568428 sec): 3 clusters Score: Raw -20927.339787 + Penalty 351.831131 = -20575.508655 nChanged 41 SP:Iteration 2F (1254.619045 sec): 3 clusters Score: Raw -20952.834592 + Penalty 351.831131 = -20601.003461 nChanged 31 SP:Iteration 3F (1254.662232 sec): 3 clusters Score: Raw -20969.717372 + Penalty 351.831131 = -20617.886241 nChanged 20 SP:Iteration 4Q (1254.713205 sec): 3 clusters Score: Raw -20979.909010 + Penalty 351.831131 = -20628.077879 nChanged 19 SP:Iteration 5Q (1254.756277 sec): 3 clusters Score: Raw -20988.794346 + Penalty 351.831131 = -20636.963215 nChanged 11 SP:Iteration 6Q (1254.800933 sec): 3 clusters Score: Raw -20992.682389 + Penalty 351.831131 = -20640.851258 nChanged 8 SP:Iteration 7Q (1254.835396 sec): 3 clusters Score: Raw -20995.883762 + Penalty 351.831131 = -20644.052631 nChanged 9 SP:Iteration 8Q (1254.885384 sec): 3 clusters Score: Raw -21001.696404 + Penalty 351.831131 = -20649.865273 nChanged 7 SP:Iteration 9Q (1254.921436 sec): 3 clusters Score: Raw -21007.829445 + Penalty 351.831131 = -20655.998314 nChanged 8 SP:Iteration 10Q (1254.951991 sec): 3 clusters Score: Raw -21013.093245 + Penalty 351.831131 = -20661.262114 nChanged 6 SP:Iteration 11Q (1254.982673 sec): 3 clusters Score: Raw -21017.868102 + Penalty 351.831131 = -20666.036971 nChanged 6 SP:Iteration 12Q (1255.013295 sec): 3 clusters Score: Raw -21024.631308 + Penalty 351.831131 = -20672.800177 nChanged 9 SP:Iteration 13Q (1255.043938 sec): 3 clusters Score: Raw -21033.417442 + Penalty 351.831131 = -20681.586311 nChanged 9 SP:Iteration 14Q (1255.074168 sec): 3 clusters Score: Raw -21039.275733 + Penalty 351.831131 = -20687.444602 nChanged 6 SP:Iteration 15Q (1255.106806 sec): 3 clusters Score: Raw -21041.322869 + Penalty 351.831131 = -20689.491737 nChanged 4 SP:Iteration 16Q (1255.147825 sec): 3 clusters Score: Raw -21043.868715 + Penalty 351.831131 = -20692.037584 nChanged 6 SP:Iteration 17Q (1255.184471 sec): 3 clusters Score: Raw -21047.325809 + Penalty 351.831131 = -20695.494678 nChanged 4 SP:Iteration 18Q (1255.228337 sec): 3 clusters Score: Raw -21049.495756 + Penalty 351.831131 = -20697.664625 nChanged 3 SP:Iteration 19Q (1255.277429 sec): 3 clusters Score: Raw -21052.190284 + Penalty 351.831131 = -20700.359153 nChanged 4 SP:Iteration 20F (1255.326967 sec): 3 clusters Score: Raw -21054.165872 + Penalty 351.831131 = -20702.334741 nChanged 2 SP:Iteration 21Q (1255.366646 sec): 3 clusters Score: Raw -21055.692889 + Penalty 351.831131 = -20703.861758 nChanged 0 SP:Iteration 22F (1255.421331 sec): 3 clusters Score: Raw -21055.692889 + Penalty 351.831131 = -20703.861758 nChanged 0 Trying to split cluster 16 (588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1255.439801 sec): 2 clusters Score: Raw -16663.589811 + Penalty 175.359991 = -16488.229820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1255.469964 sec): 3 clusters Score: Raw -16443.206900 + Penalty 350.719982 = -16092.486918 nChanged 223 SP:Iteration 1F (1255.505321 sec): 3 clusters Score: Raw -16680.846157 + Penalty 350.719982 = -16330.126175 nChanged 51 SP:Iteration 2F (1255.536006 sec): 3 clusters Score: Raw -16745.178860 + Penalty 350.719982 = -16394.458878 nChanged 49 SP:Iteration 3F (1255.590488 sec): 3 clusters Score: Raw -16804.773806 + Penalty 350.719982 = -16454.053824 nChanged 31 SP:Iteration 4F (1255.620813 sec): 3 clusters Score: Raw -16841.350237 + Penalty 350.719982 = -16490.630255 nChanged 19 SP:Iteration 5Q (1255.650768 sec): 3 clusters Score: Raw -16856.858738 + Penalty 350.719982 = -16506.138756 nChanged 16 SP:Iteration 6Q (1255.680770 sec): 3 clusters Score: Raw -16876.412270 + Penalty 350.719982 = -16525.692288 nChanged 17 SP:Iteration 7Q (1255.710612 sec): 3 clusters Score: Raw -16891.074965 + Penalty 350.719982 = -16540.354982 nChanged 10 SP:Iteration 8Q (1255.734419 sec): 3 clusters Score: Raw -16899.478651 + Penalty 350.719982 = -16548.758669 nChanged 8 SP:Iteration 9Q (1255.770671 sec): 3 clusters Score: Raw -16905.705272 + Penalty 350.719982 = -16554.985290 nChanged 4 SP:Iteration 10Q (1255.800939 sec): 3 clusters Score: Raw -16910.687859 + Penalty 350.719982 = -16559.967877 nChanged 6 SP:Iteration 11Q (1255.830467 sec): 3 clusters Score: Raw -16914.504886 + Penalty 350.719982 = -16563.784904 nChanged 4 SP:Iteration 12Q (1255.860892 sec): 3 clusters Score: Raw -16916.581832 + Penalty 350.719982 = -16565.861850 nChanged 3 SP:Iteration 13Q (1255.906807 sec): 3 clusters Score: Raw -16917.821804 + Penalty 350.719982 = -16567.101822 nChanged 2 SP:Iteration 14Q (1255.943934 sec): 3 clusters Score: Raw -16919.150715 + Penalty 350.719982 = -16568.430733 nChanged 1 SP:Iteration 15Q (1255.985150 sec): 3 clusters Score: Raw -16920.455549 + Penalty 350.719982 = -16569.735566 nChanged 3 SP:Iteration 16Q (1256.017443 sec): 3 clusters Score: Raw -16924.057115 + Penalty 350.719982 = -16573.337133 nChanged 3 SP:Iteration 17Q (1256.060783 sec): 3 clusters Score: Raw -16926.505744 + Penalty 350.719982 = -16575.785762 nChanged 0 SP:Iteration 18F (1256.103956 sec): 3 clusters Score: Raw -16926.505744 + Penalty 350.719982 = -16575.785762 nChanged 0 Score: Raw -10223080.804985 + Penalty 11028.661865 = -10212052.143120 Splitting cluster 16 changes total score from -10212133.565281 to -10212052.143120 So it's not getting split. Trying to split cluster 17 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.016040 sec): 2 clusters Score: Raw -19626.941765 + Penalty 174.983273 = -19451.958492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.066470 sec): 3 clusters Score: Raw -19339.354030 + Penalty 349.966546 = -18989.387485 nChanged 238 SP:Iteration 1F (1259.093181 sec): 3 clusters Score: Raw -19500.771444 + Penalty 349.966546 = -19150.804898 nChanged 52 SP:Iteration 2F (1259.136537 sec): 3 clusters Score: Raw -19537.946765 + Penalty 349.966546 = -19187.980219 nChanged 29 SP:Iteration 3Q (1259.186516 sec): 3 clusters Score: Raw -19554.072430 + Penalty 349.966546 = -19204.105884 nChanged 18 SP:Iteration 4Q (1259.235975 sec): 3 clusters Score: Raw -19565.881130 + Penalty 349.966546 = -19215.914584 nChanged 15 SP:Iteration 5Q (1259.276591 sec): 3 clusters Score: Raw -19571.642318 + Penalty 349.966546 = -19221.675772 nChanged 9 SP:Iteration 6Q (1259.325754 sec): 3 clusters Score: Raw -19576.915911 + Penalty 349.966546 = -19226.949365 nChanged 7 SP:Iteration 7Q (1259.366738 sec): 3 clusters Score: Raw -19580.747304 + Penalty 349.966546 = -19230.780758 nChanged 10 SP:Iteration 8Q (1259.407667 sec): 3 clusters Score: Raw -19584.503062 + Penalty 349.966546 = -19234.536516 nChanged 10 SP:Iteration 9Q (1259.452568 sec): 3 clusters Score: Raw -19591.347113 + Penalty 349.966546 = -19241.380568 nChanged 11 SP:Iteration 10Q (1259.493716 sec): 3 clusters Score: Raw -19597.326568 + Penalty 349.966546 = -19247.360022 nChanged 8 SP:Iteration 11Q (1259.531721 sec): 3 clusters Score: Raw -19600.119953 + Penalty 349.966546 = -19250.153407 nChanged 9 SP:Iteration 12Q (1259.567651 sec): 3 clusters Score: Raw -19605.535815 + Penalty 349.966546 = -19255.569269 nChanged 9 SP:Iteration 13Q (1259.612936 sec): 3 clusters Score: Raw -19611.472407 + Penalty 349.966546 = -19261.505861 nChanged 10 SP:Iteration 14Q (1259.643381 sec): 3 clusters Score: Raw -19620.860466 + Penalty 349.966546 = -19270.893920 nChanged 9 SP:Iteration 15Q (1259.673689 sec): 3 clusters Score: Raw -19628.246712 + Penalty 349.966546 = -19278.280166 nChanged 9 SP:Iteration 16Q (1259.696839 sec): 3 clusters Score: Raw -19636.336463 + Penalty 349.966546 = -19286.369917 nChanged 6 SP:Iteration 17Q (1259.727141 sec): 3 clusters Score: Raw -19642.554573 + Penalty 349.966546 = -19292.588027 nChanged 6 SP:Iteration 18Q (1259.755085 sec): 3 clusters Score: Raw -19646.855191 + Penalty 349.966546 = -19296.888646 nChanged 6 SP:Iteration 19Q (1259.789695 sec): 3 clusters Score: Raw -19650.625611 + Penalty 349.966546 = -19300.659065 nChanged 6 SP:Iteration 20F (1259.831388 sec): 3 clusters Score: Raw -19653.353543 + Penalty 349.966546 = -19303.386997 nChanged 5 SP:Iteration 21Q (1259.873803 sec): 3 clusters Score: Raw -19656.788831 + Penalty 349.966546 = -19306.822285 nChanged 6 SP:Iteration 22Q (1259.916089 sec): 3 clusters Score: Raw -19661.349214 + Penalty 349.966546 = -19311.382668 nChanged 6 SP:Iteration 23Q (1259.963814 sec): 3 clusters Score: Raw -19665.852688 + Penalty 349.966546 = -19315.886142 nChanged 5 SP:Iteration 24Q (1259.997469 sec): 3 clusters Score: Raw -19668.464628 + Penalty 349.966546 = -19318.498083 nChanged 4 SP:Iteration 25Q (1260.030475 sec): 3 clusters Score: Raw -19670.678370 + Penalty 349.966546 = -19320.711824 nChanged 6 SP:Iteration 26Q (1260.061486 sec): 3 clusters Score: Raw -19673.121592 + Penalty 349.966546 = -19323.155047 nChanged 4 SP:Iteration 27Q (1260.113583 sec): 3 clusters Score: Raw -19675.808831 + Penalty 349.966546 = -19325.842285 nChanged 3 SP:Iteration 28Q (1260.149299 sec): 3 clusters Score: Raw -19677.962767 + Penalty 349.966546 = -19327.996222 nChanged 2 SP:Iteration 29Q (1260.187278 sec): 3 clusters Score: Raw -19678.482964 + Penalty 349.966546 = -19328.516418 nChanged 2 SP:Iteration 30Q (1260.230714 sec): 3 clusters Score: Raw -19679.012551 + Penalty 349.966546 = -19329.046006 nChanged 0 SP:Iteration 31F (1260.263067 sec): 3 clusters Score: Raw -19679.012551 + Penalty 349.966546 = -19329.046006 nChanged 0 Trying to split cluster 18 (6059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1260.286922 sec): 2 clusters Score: Raw -197755.601392 + Penalty 239.505751 = -197516.095641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1260.320123 sec): 3 clusters Score: Raw -193982.776779 + Penalty 479.011503 = -193503.765276 nChanged 2865 SP:Iteration 1F (1260.356423 sec): 3 clusters Score: Raw -195867.519153 + Penalty 479.011503 = -195388.507650 nChanged 513 SP:Iteration 2F (1260.392243 sec): 3 clusters Score: Raw -196228.984611 + Penalty 479.011503 = -195749.973109 nChanged 417 SP:Iteration 3F (1260.428650 sec): 3 clusters Score: Raw -196578.453071 + Penalty 479.011503 = -196099.441568 nChanged 369 SP:Iteration 4F (1260.464751 sec): 3 clusters Score: Raw -196871.856890 + Penalty 479.011503 = -196392.845388 nChanged 259 SP:Iteration 5Q (1260.501785 sec): 3 clusters Score: Raw -197119.851953 + Penalty 479.011503 = -196640.840450 nChanged 195 SP:Iteration 6Q (1260.539955 sec): 3 clusters Score: Raw -197317.099218 + Penalty 479.011503 = -196838.087716 nChanged 143 SP:Iteration 7Q (1260.588984 sec): 3 clusters Score: Raw -197423.346549 + Penalty 479.011503 = -196944.335046 nChanged 128 SP:Iteration 8Q (1260.628776 sec): 3 clusters Score: Raw -197502.308793 + Penalty 479.011503 = -197023.297290 nChanged 76 SP:Iteration 9Q (1260.679041 sec): 3 clusters Score: Raw -197533.844385 + Penalty 479.011503 = -197054.832882 nChanged 60 SP:Iteration 10Q (1260.730924 sec): 3 clusters Score: Raw -197555.361586 + Penalty 479.011503 = -197076.350084 nChanged 54 SP:Iteration 11Q (1260.782907 sec): 3 clusters Score: Raw -197576.460267 + Penalty 479.011503 = -197097.448765 nChanged 51 SP:Iteration 12Q (1260.832234 sec): 3 clusters Score: Raw -197602.837133 + Penalty 479.011503 = -197123.825631 nChanged 47 SP:Iteration 13Q (1260.896316 sec): 3 clusters Score: Raw -197623.368534 + Penalty 479.011503 = -197144.357031 nChanged 48 SP:Iteration 14Q (1260.937734 sec): 3 clusters Score: Raw -197644.975991 + Penalty 479.011503 = -197165.964488 nChanged 44 SP:Iteration 15Q (1260.989333 sec): 3 clusters Score: Raw -197663.418805 + Penalty 479.011503 = -197184.407302 nChanged 32 SP:Iteration 16Q (1261.048100 sec): 3 clusters Score: Raw -197674.298431 + Penalty 479.011503 = -197195.286928 nChanged 27 SP:Iteration 17Q (1261.089128 sec): 3 clusters Score: Raw -197684.546790 + Penalty 479.011503 = -197205.535287 nChanged 31 SP:Iteration 18Q (1261.152797 sec): 3 clusters Score: Raw -197700.018876 + Penalty 479.011503 = -197221.007373 nChanged 32 SP:Iteration 19Q (1261.205790 sec): 3 clusters Score: Raw -197717.884577 + Penalty 479.011503 = -197238.873074 nChanged 30 SP:Iteration 20F (1261.247675 sec): 3 clusters Score: Raw -197733.453801 + Penalty 479.011503 = -197254.442298 nChanged 32 SP:Iteration 21Q (1261.299338 sec): 3 clusters Score: Raw -197746.617936 + Penalty 479.011503 = -197267.606434 nChanged 29 SP:Iteration 22Q (1261.349886 sec): 3 clusters Score: Raw -197756.711929 + Penalty 479.011503 = -197277.700427 nChanged 29 SP:Iteration 23Q (1261.408568 sec): 3 clusters Score: Raw -197767.744617 + Penalty 479.011503 = -197288.733114 nChanged 19 SP:Iteration 24Q (1261.441584 sec): 3 clusters Score: Raw -197776.425013 + Penalty 479.011503 = -197297.413511 nChanged 23 SP:Iteration 25Q (1261.480825 sec): 3 clusters Score: Raw -197784.824001 + Penalty 479.011503 = -197305.812498 nChanged 19 SP:Iteration 26Q (1261.531023 sec): 3 clusters Score: Raw -197792.422694 + Penalty 479.011503 = -197313.411191 nChanged 23 SP:Iteration 27Q (1261.578410 sec): 3 clusters Score: Raw -197800.395455 + Penalty 479.011503 = -197321.383953 nChanged 15 SP:Iteration 28Q (1261.607589 sec): 3 clusters Score: Raw -197806.328855 + Penalty 479.011503 = -197327.317352 nChanged 17 SP:Iteration 29Q (1261.644202 sec): 3 clusters Score: Raw -197816.657211 + Penalty 479.011503 = -197337.645708 nChanged 14 SP:Iteration 30Q (1261.694020 sec): 3 clusters Score: Raw -197821.272442 + Penalty 479.011503 = -197342.260939 nChanged 7 SP:Iteration 31Q (1261.736507 sec): 3 clusters Score: Raw -197823.617444 + Penalty 479.011503 = -197344.605942 nChanged 9 SP:Iteration 32Q (1261.787976 sec): 3 clusters Score: Raw -197827.310596 + Penalty 479.011503 = -197348.299094 nChanged 7 SP:Iteration 33Q (1261.831743 sec): 3 clusters Score: Raw -197829.162888 + Penalty 479.011503 = -197350.151385 nChanged 4 SP:Iteration 34Q (1261.882601 sec): 3 clusters Score: Raw -197829.739291 + Penalty 479.011503 = -197350.727788 nChanged 0 SP:Iteration 35F (1261.946573 sec): 3 clusters Score: Raw -197829.739291 + Penalty 479.011503 = -197350.727788 nChanged 0 Trying to split cluster 19 (5624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1261.961208 sec): 2 clusters Score: Raw -188000.103209 + Penalty 237.456957 = -187762.646252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1262.013812 sec): 3 clusters Score: Raw -184522.402606 + Penalty 474.913914 = -184047.488692 nChanged 2613 SP:Iteration 1F (1262.058446 sec): 3 clusters Score: Raw -186085.149087 + Penalty 474.913914 = -185610.235173 nChanged 343 SP:Iteration 2F (1262.100678 sec): 3 clusters Score: Raw -186252.937285 + Penalty 474.913914 = -185778.023371 nChanged 321 SP:Iteration 3F (1262.154269 sec): 3 clusters Score: Raw -186394.308462 + Penalty 474.913914 = -185919.394549 nChanged 262 SP:Iteration 4Q (1262.192956 sec): 3 clusters Score: Raw -186522.065213 + Penalty 474.913914 = -186047.151299 nChanged 231 SP:Iteration 5Q (1262.230543 sec): 3 clusters Score: Raw -186636.646417 + Penalty 474.913914 = -186161.732503 nChanged 230 SP:Iteration 6Q (1262.284428 sec): 3 clusters Score: Raw -186776.062247 + Penalty 474.913914 = -186301.148333 nChanged 231 SP:Iteration 7Q (1262.333337 sec): 3 clusters Score: Raw -186929.129000 + Penalty 474.913914 = -186454.215086 nChanged 228 SP:Iteration 8Q (1262.375622 sec): 3 clusters Score: Raw -187087.136274 + Penalty 474.913914 = -186612.222360 nChanged 207 SP:Iteration 9Q (1262.418780 sec): 3 clusters Score: Raw -187246.279966 + Penalty 474.913914 = -186771.366052 nChanged 210 SP:Iteration 10Q (1262.463572 sec): 3 clusters Score: Raw -187425.412395 + Penalty 474.913914 = -186950.498481 nChanged 182 SP:Iteration 11Q (1262.504576 sec): 3 clusters Score: Raw -187561.144046 + Penalty 474.913914 = -187086.230132 nChanged 123 SP:Iteration 12Q (1262.545811 sec): 3 clusters Score: Raw -187636.588171 + Penalty 474.913914 = -187161.674257 nChanged 97 SP:Iteration 13Q (1262.584502 sec): 3 clusters Score: Raw -187694.766579 + Penalty 474.913914 = -187219.852665 nChanged 70 SP:Iteration 14Q (1262.623378 sec): 3 clusters Score: Raw -187728.263812 + Penalty 474.913914 = -187253.349898 nChanged 65 SP:Iteration 15Q (1262.668118 sec): 3 clusters Score: Raw -187761.418060 + Penalty 474.913914 = -187286.504146 nChanged 62 SP:Iteration 16Q (1262.710247 sec): 3 clusters Score: Raw -187793.575014 + Penalty 474.913914 = -187318.661100 nChanged 55 SP:Iteration 17Q (1262.756458 sec): 3 clusters Score: Raw -187820.527710 + Penalty 474.913914 = -187345.613796 nChanged 49 SP:Iteration 18Q (1262.799893 sec): 3 clusters Score: Raw -187841.415046 + Penalty 474.913914 = -187366.501133 nChanged 49 SP:Iteration 19Q (1262.851862 sec): 3 clusters Score: Raw -187859.606001 + Penalty 474.913914 = -187384.692087 nChanged 44 SP:Iteration 20F (1262.895566 sec): 3 clusters Score: Raw -187876.915341 + Penalty 474.913914 = -187402.001427 nChanged 42 SP:Iteration 21Q (1262.931865 sec): 3 clusters Score: Raw -187892.594537 + Penalty 474.913914 = -187417.680623 nChanged 27 SP:Iteration 22Q (1262.968037 sec): 3 clusters Score: Raw -187905.450414 + Penalty 474.913914 = -187430.536500 nChanged 29 SP:Iteration 23Q (1263.004181 sec): 3 clusters Score: Raw -187920.497548 + Penalty 474.913914 = -187445.583634 nChanged 28 SP:Iteration 24Q (1263.040329 sec): 3 clusters Score: Raw -187935.966993 + Penalty 474.913914 = -187461.053079 nChanged 22 SP:Iteration 25Q (1263.076461 sec): 3 clusters Score: Raw -187946.408875 + Penalty 474.913914 = -187471.494961 nChanged 21 SP:Iteration 26Q (1263.112579 sec): 3 clusters Score: Raw -187954.035764 + Penalty 474.913914 = -187479.121850 nChanged 20 SP:Iteration 27Q (1263.141331 sec): 3 clusters Score: Raw -187961.958114 + Penalty 474.913914 = -187487.044201 nChanged 10 SP:Iteration 28Q (1263.177402 sec): 3 clusters Score: Raw -187967.627732 + Penalty 474.913914 = -187492.713818 nChanged 13 SP:Iteration 29Q (1263.209107 sec): 3 clusters Score: Raw -187974.104089 + Penalty 474.913914 = -187499.190175 nChanged 11 SP:Iteration 30Q (1263.245211 sec): 3 clusters Score: Raw -187977.539083 + Penalty 474.913914 = -187502.625169 nChanged 7 SP:Iteration 31Q (1263.282495 sec): 3 clusters Score: Raw -187981.366883 + Penalty 474.913914 = -187506.452969 nChanged 7 SP:Iteration 32Q (1263.319743 sec): 3 clusters Score: Raw -187987.342833 + Penalty 474.913914 = -187512.428919 nChanged 12 SP:Iteration 33Q (1263.352207 sec): 3 clusters Score: Raw -187993.857365 + Penalty 474.913914 = -187518.943451 nChanged 10 SP:Iteration 34Q (1263.389973 sec): 3 clusters Score: Raw -187999.994451 + Penalty 474.913914 = -187525.080538 nChanged 8 SP:Iteration 35Q (1263.435758 sec): 3 clusters Score: Raw -188005.107404 + Penalty 474.913914 = -187530.193490 nChanged 7 SP:Iteration 36Q (1263.479726 sec): 3 clusters Score: Raw -188007.901142 + Penalty 474.913914 = -187532.987228 nChanged 3 SP:Iteration 37Q (1263.523044 sec): 3 clusters Score: Raw -188010.641839 + Penalty 474.913914 = -187535.727925 nChanged 3 SP:Iteration 38Q (1263.559132 sec): 3 clusters Score: Raw -188015.035374 + Penalty 474.913914 = -187540.121460 nChanged 7 SP:Iteration 39Q (1263.609728 sec): 3 clusters Score: Raw -188021.245317 + Penalty 474.913914 = -187546.331403 nChanged 7 SP:Iteration 40F (1263.658656 sec): 3 clusters Score: Raw -188029.016377 + Penalty 474.913914 = -187554.102463 nChanged 10 SP:Iteration 41Q (1263.701323 sec): 3 clusters Score: Raw -188034.767004 + Penalty 474.913914 = -187559.853090 nChanged 7 SP:Iteration 42Q (1263.747099 sec): 3 clusters Score: Raw -188040.413003 + Penalty 474.913914 = -187565.499089 nChanged 5 SP:Iteration 43Q (1263.799461 sec): 3 clusters Score: Raw -188043.412478 + Penalty 474.913914 = -187568.498564 nChanged 5 SP:Iteration 44Q (1263.849075 sec): 3 clusters Score: Raw -188046.210759 + Penalty 474.913914 = -187571.296845 nChanged 3 SP:Iteration 45Q (1263.900697 sec): 3 clusters Score: Raw -188048.000668 + Penalty 474.913914 = -187573.086754 nChanged 5 SP:Iteration 46Q (1263.947999 sec): 3 clusters Score: Raw -188050.802869 + Penalty 474.913914 = -187575.888955 nChanged 5 SP:Iteration 47Q (1263.998972 sec): 3 clusters Score: Raw -188058.064066 + Penalty 474.913914 = -187583.150152 nChanged 3 SP:Iteration 48Q (1264.050406 sec): 3 clusters Score: Raw -188058.998514 + Penalty 474.913914 = -187584.084600 nChanged 0 SP:Iteration 49F (1264.095952 sec): 3 clusters Score: Raw -188058.998514 + Penalty 474.913914 = -187584.084600 nChanged 0 Trying to split cluster 20 (1730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1264.120267 sec): 2 clusters Score: Raw -67317.524511 + Penalty 205.036609 = -67112.487903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1264.146715 sec): 3 clusters Score: Raw -66320.662558 + Penalty 410.073218 = -65910.589340 nChanged 738 SP:Iteration 1F (1264.151812 sec): 3 clusters Score: Raw -66720.797728 + Penalty 410.073218 = -66310.724510 nChanged 130 SP:Iteration 2F (1264.168772 sec): 3 clusters Score: Raw -66793.174333 + Penalty 410.073218 = -66383.101115 nChanged 111 SP:Iteration 3F (1264.213520 sec): 3 clusters Score: Raw -66870.844525 + Penalty 410.073218 = -66460.771307 nChanged 95 SP:Iteration 4F (1264.254396 sec): 3 clusters Score: Raw -66948.674573 + Penalty 410.073218 = -66538.601355 nChanged 81 SP:Iteration 5Q (1264.307576 sec): 3 clusters Score: Raw -67016.200065 + Penalty 410.073218 = -66606.126847 nChanged 79 SP:Iteration 6Q (1264.339280 sec): 3 clusters Score: Raw -67082.112327 + Penalty 410.073218 = -66672.039110 nChanged 62 SP:Iteration 7Q (1264.376786 sec): 3 clusters Score: Raw -67119.269056 + Penalty 410.073218 = -66709.195838 nChanged 42 SP:Iteration 8Q (1264.417175 sec): 3 clusters Score: Raw -67138.839379 + Penalty 410.073218 = -66728.766161 nChanged 21 SP:Iteration 9Q (1264.454563 sec): 3 clusters Score: Raw -67147.045352 + Penalty 410.073218 = -66736.972134 nChanged 18 SP:Iteration 10Q (1264.486362 sec): 3 clusters Score: Raw -67154.179864 + Penalty 410.073218 = -66744.106646 nChanged 15 SP:Iteration 11Q (1264.537381 sec): 3 clusters Score: Raw -67160.659765 + Penalty 410.073218 = -66750.586547 nChanged 15 SP:Iteration 12Q (1264.579155 sec): 3 clusters Score: Raw -67166.462464 + Penalty 410.073218 = -66756.389247 nChanged 13 SP:Iteration 13Q (1264.628765 sec): 3 clusters Score: Raw -67170.402214 + Penalty 410.073218 = -66760.328996 nChanged 13 SP:Iteration 14Q (1264.676040 sec): 3 clusters Score: Raw -67176.121041 + Penalty 410.073218 = -66766.047823 nChanged 16 SP:Iteration 15Q (1264.726341 sec): 3 clusters Score: Raw -67182.614891 + Penalty 410.073218 = -66772.541673 nChanged 12 SP:Iteration 16Q (1264.776583 sec): 3 clusters Score: Raw -67186.129645 + Penalty 410.073218 = -66776.056427 nChanged 7 SP:Iteration 17Q (1264.825193 sec): 3 clusters Score: Raw -67187.928911 + Penalty 410.073218 = -66777.855693 nChanged 8 SP:Iteration 18Q (1264.875531 sec): 3 clusters Score: Raw -67189.567599 + Penalty 410.073218 = -66779.494381 nChanged 6 SP:Iteration 19Q (1264.922869 sec): 3 clusters Score: Raw -67191.263766 + Penalty 410.073218 = -66781.190548 nChanged 5 SP:Iteration 20F (1264.972825 sec): 3 clusters Score: Raw -67192.191863 + Penalty 410.073218 = -66782.118645 nChanged 3 SP:Iteration 21Q (1265.023262 sec): 3 clusters Score: Raw -67193.972173 + Penalty 410.073218 = -66783.898955 nChanged 11 SP:Iteration 22Q (1265.065065 sec): 3 clusters Score: Raw -67198.575529 + Penalty 410.073218 = -66788.502311 nChanged 13 SP:Iteration 23Q (1265.108869 sec): 3 clusters Score: Raw -67203.497339 + Penalty 410.073218 = -66793.424121 nChanged 12 SP:Iteration 24Q (1265.160204 sec): 3 clusters Score: Raw -67207.874165 + Penalty 410.073218 = -66797.800948 nChanged 16 SP:Iteration 25Q (1265.193327 sec): 3 clusters Score: Raw -67213.043066 + Penalty 410.073218 = -66802.969848 nChanged 11 SP:Iteration 26Q (1265.238546 sec): 3 clusters Score: Raw -67215.694996 + Penalty 410.073218 = -66805.621778 nChanged 9 SP:Iteration 27Q (1265.284483 sec): 3 clusters Score: Raw -67217.963773 + Penalty 410.073218 = -66807.890555 nChanged 8 SP:Iteration 28Q (1265.335039 sec): 3 clusters Score: Raw -67220.049855 + Penalty 410.073218 = -66809.976638 nChanged 7 SP:Iteration 29Q (1265.365616 sec): 3 clusters Score: Raw -67222.341740 + Penalty 410.073218 = -66812.268522 nChanged 10 SP:Iteration 30Q (1265.397143 sec): 3 clusters Score: Raw -67226.187262 + Penalty 410.073218 = -66816.114044 nChanged 11 SP:Iteration 31Q (1265.428709 sec): 3 clusters Score: Raw -67229.733790 + Penalty 410.073218 = -66819.660572 nChanged 10 SP:Iteration 32Q (1265.460227 sec): 3 clusters Score: Raw -67232.717244 + Penalty 410.073218 = -66822.644026 nChanged 3 SP:Iteration 33Q (1265.491773 sec): 3 clusters Score: Raw -67233.180010 + Penalty 410.073218 = -66823.106792 nChanged 2 SP:Iteration 34Q (1265.522614 sec): 3 clusters Score: Raw -67233.824912 + Penalty 410.073218 = -66823.751695 nChanged 3 SP:Iteration 35Q (1265.570596 sec): 3 clusters Score: Raw -67234.720742 + Penalty 410.073218 = -66824.647524 nChanged 5 SP:Iteration 36Q (1265.604571 sec): 3 clusters Score: Raw -67236.022776 + Penalty 410.073218 = -66825.949559 nChanged 2 SP:Iteration 37Q (1265.647095 sec): 3 clusters Score: Raw -67237.130520 + Penalty 410.073218 = -66827.057302 nChanged 1 SP:Iteration 38Q (1265.692573 sec): 3 clusters Score: Raw -67237.240518 + Penalty 410.073218 = -66827.167300 nChanged 1 SP:Iteration 39Q (1265.754315 sec): 3 clusters Score: Raw -67237.333905 + Penalty 410.073218 = -66827.260687 nChanged 1 SP:Iteration 40F (1265.793496 sec): 3 clusters Score: Raw -67237.463849 + Penalty 410.073218 = -66827.390631 nChanged 2 SP:Iteration 41Q (1265.843886 sec): 3 clusters Score: Raw -67238.337146 + Penalty 410.073218 = -66828.263928 nChanged 1 SP:Iteration 42Q (1265.906578 sec): 3 clusters Score: Raw -67238.443606 + Penalty 410.073218 = -66828.370388 nChanged 1 SP:Iteration 43Q (1265.940752 sec): 3 clusters Score: Raw -67238.497150 + Penalty 410.073218 = -66828.423932 nChanged 0 SP:Iteration 44F (1265.979625 sec): 3 clusters Score: Raw -67238.497150 + Penalty 410.073218 = -66828.423932 nChanged 0 Trying to split cluster 21 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1265.999163 sec): 2 clusters Score: Raw -16448.210053 + Penalty 168.488903 = -16279.721150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1266.032030 sec): 3 clusters Score: Raw -16240.591858 + Penalty 336.977805 = -15903.614053 nChanged 171 SP:Iteration 1F (1266.077536 sec): 3 clusters Score: Raw -16395.916932 + Penalty 336.977805 = -16058.939127 nChanged 29 SP:Iteration 2F (1266.110726 sec): 3 clusters Score: Raw -16415.695939 + Penalty 336.977805 = -16078.718134 nChanged 10 SP:Iteration 3Q (1266.160111 sec): 3 clusters Score: Raw -16420.892739 + Penalty 336.977805 = -16083.914934 nChanged 6 SP:Iteration 4Q (1266.194921 sec): 3 clusters Score: Raw -16424.257084 + Penalty 336.977805 = -16087.279279 nChanged 5 SP:Iteration 5Q (1266.239482 sec): 3 clusters Score: Raw -16428.442274 + Penalty 336.977805 = -16091.464469 nChanged 7 SP:Iteration 6Q (1266.290437 sec): 3 clusters Score: Raw -16434.544083 + Penalty 336.977805 = -16097.566278 nChanged 8 SP:Iteration 7Q (1266.320613 sec): 3 clusters Score: Raw -16439.808493 + Penalty 336.977805 = -16102.830688 nChanged 4 SP:Iteration 8Q (1266.350580 sec): 3 clusters Score: Raw -16441.958423 + Penalty 336.977805 = -16104.980618 nChanged 1 SP:Iteration 9Q (1266.380678 sec): 3 clusters Score: Raw -16442.264361 + Penalty 336.977805 = -16105.286556 nChanged 0 SP:Iteration 10F (1266.410876 sec): 3 clusters Score: Raw -16442.264361 + Penalty 336.977805 = -16105.286556 nChanged 0 Trying to split cluster 22 (578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1266.428517 sec): 2 clusters Score: Raw -23228.737022 + Penalty 174.888281 = -23053.848740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1266.481908 sec): 3 clusters Score: Raw -22930.266539 + Penalty 349.776563 = -22580.489977 nChanged 218 SP:Iteration 1F (1266.531333 sec): 3 clusters Score: Raw -23078.944360 + Penalty 349.776563 = -22729.167798 nChanged 57 SP:Iteration 2F (1266.563987 sec): 3 clusters Score: Raw -23126.422931 + Penalty 349.776563 = -22776.646368 nChanged 45 SP:Iteration 3F (1266.612690 sec): 3 clusters Score: Raw -23161.298975 + Penalty 349.776563 = -22811.522412 nChanged 26 SP:Iteration 4Q (1266.654523 sec): 3 clusters Score: Raw -23174.046371 + Penalty 349.776563 = -22824.269808 nChanged 19 SP:Iteration 5Q (1266.694946 sec): 3 clusters Score: Raw -23185.056311 + Penalty 349.776563 = -22835.279748 nChanged 18 SP:Iteration 6Q (1266.741150 sec): 3 clusters Score: Raw -23196.191861 + Penalty 349.776563 = -22846.415298 nChanged 18 SP:Iteration 7Q (1266.771390 sec): 3 clusters Score: Raw -23205.971569 + Penalty 349.776563 = -22856.195006 nChanged 12 SP:Iteration 8Q (1266.814211 sec): 3 clusters Score: Raw -23213.398953 + Penalty 349.776563 = -22863.622390 nChanged 11 SP:Iteration 9Q (1266.855099 sec): 3 clusters Score: Raw -23221.146183 + Penalty 349.776563 = -22871.369620 nChanged 8 SP:Iteration 10Q (1266.894663 sec): 3 clusters Score: Raw -23228.706070 + Penalty 349.776563 = -22878.929507 nChanged 4 SP:Iteration 11Q (1266.926938 sec): 3 clusters Score: Raw -23231.568830 + Penalty 349.776563 = -22881.792267 nChanged 8 SP:Iteration 12Q (1266.966667 sec): 3 clusters Score: Raw -23235.573381 + Penalty 349.776563 = -22885.796818 nChanged 3 SP:Iteration 13Q (1267.009537 sec): 3 clusters Score: Raw -23236.671975 + Penalty 349.776563 = -22886.895412 nChanged 3 SP:Iteration 14Q (1267.039344 sec): 3 clusters Score: Raw -23239.685265 + Penalty 349.776563 = -22889.908702 nChanged 5 SP:Iteration 15Q (1267.069205 sec): 3 clusters Score: Raw -23244.456815 + Penalty 349.776563 = -22894.680252 nChanged 6 SP:Iteration 16Q (1267.099447 sec): 3 clusters Score: Raw -23249.514469 + Penalty 349.776563 = -22899.737906 nChanged 6 SP:Iteration 17Q (1267.129249 sec): 3 clusters Score: Raw -23251.952088 + Penalty 349.776563 = -22902.175526 nChanged 6 SP:Iteration 18Q (1267.159330 sec): 3 clusters Score: Raw -23254.374489 + Penalty 349.776563 = -22904.597927 nChanged 4 SP:Iteration 19Q (1267.189126 sec): 3 clusters Score: Raw -23256.499316 + Penalty 349.776563 = -22906.722753 nChanged 3 SP:Iteration 20F (1267.212466 sec): 3 clusters Score: Raw -23257.811140 + Penalty 349.776563 = -22908.034577 nChanged 3 SP:Iteration 21Q (1267.242391 sec): 3 clusters Score: Raw -23259.188096 + Penalty 349.776563 = -22909.411534 nChanged 4 SP:Iteration 22Q (1267.272438 sec): 3 clusters Score: Raw -23261.101120 + Penalty 349.776563 = -22911.324557 nChanged 4 SP:Iteration 23Q (1267.301200 sec): 3 clusters Score: Raw -23263.472919 + Penalty 349.776563 = -22913.696357 nChanged 3 SP:Iteration 24Q (1267.330216 sec): 3 clusters Score: Raw -23264.490047 + Penalty 349.776563 = -22914.713484 nChanged 2 SP:Iteration 25Q (1267.371839 sec): 3 clusters Score: Raw -23265.140223 + Penalty 349.776563 = -22915.363660 nChanged 2 SP:Iteration 26Q (1267.420402 sec): 3 clusters Score: Raw -23265.571840 + Penalty 349.776563 = -22915.795277 nChanged 2 SP:Iteration 27Q (1267.461287 sec): 3 clusters Score: Raw -23266.416512 + Penalty 349.776563 = -22916.639949 nChanged 1 SP:Iteration 28Q (1267.498129 sec): 3 clusters Score: Raw -23266.462933 + Penalty 349.776563 = -22916.686371 nChanged 0 SP:Iteration 29F (1267.535662 sec): 3 clusters Score: Raw -23266.462933 + Penalty 349.776563 = -22916.686371 nChanged 0 Trying to split cluster 23 (38416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1267.581232 sec): 2 clusters Score: Raw -1553576.648214 + Penalty 290.296306 = -1553286.351908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1267.637624 sec): 3 clusters Score: Raw -1528079.223667 + Penalty 580.592613 = -1527498.631054 nChanged 18675 SP:Iteration 1F (1267.697458 sec): 3 clusters Score: Raw -1541825.345529 + Penalty 580.592613 = -1541244.752916 nChanged 2856 SP:Iteration 2F (1267.757281 sec): 3 clusters Score: Raw -1544393.791027 + Penalty 580.592613 = -1543813.198415 nChanged 2595 SP:Iteration 3F (1267.822323 sec): 3 clusters Score: Raw -1547107.770884 + Penalty 580.592613 = -1546527.178272 nChanged 2019 SP:Iteration 4F (1267.875310 sec): 3 clusters Score: Raw -1548910.674067 + Penalty 580.592613 = -1548330.081455 nChanged 1379 SP:Iteration 5Q (1267.936311 sec): 3 clusters Score: Raw -1549806.709597 + Penalty 580.592613 = -1549226.116985 nChanged 1088 SP:Iteration 6Q (1268.006057 sec): 3 clusters Score: Raw -1550435.656315 + Penalty 580.592613 = -1549855.063703 nChanged 959 SP:Iteration 7Q (1268.073412 sec): 3 clusters Score: Raw -1551006.274162 + Penalty 580.592613 = -1550425.681550 nChanged 874 SP:Iteration 8Q (1268.134916 sec): 3 clusters Score: Raw -1551555.385498 + Penalty 580.592613 = -1550974.792886 nChanged 769 SP:Iteration 9Q (1268.199993 sec): 3 clusters Score: Raw -1552056.052328 + Penalty 580.592613 = -1551475.459716 nChanged 614 SP:Iteration 10Q (1268.257779 sec): 3 clusters Score: Raw -1552452.479613 + Penalty 580.592613 = -1551871.887000 nChanged 515 SP:Iteration 11Q (1268.313515 sec): 3 clusters Score: Raw -1552800.543749 + Penalty 580.592613 = -1552219.951136 nChanged 379 SP:Iteration 12Q (1268.370269 sec): 3 clusters Score: Raw -1553064.547690 + Penalty 580.592613 = -1552483.955078 nChanged 275 SP:Iteration 13Q (1268.425050 sec): 3 clusters Score: Raw -1553242.529404 + Penalty 580.592613 = -1552661.936792 nChanged 194 SP:Iteration 14Q (1268.479639 sec): 3 clusters Score: Raw -1553358.720110 + Penalty 580.592613 = -1552778.127497 nChanged 138 SP:Iteration 15Q (1268.534130 sec): 3 clusters Score: Raw -1553440.893181 + Penalty 580.592613 = -1552860.300568 nChanged 107 SP:Iteration 16Q (1268.588271 sec): 3 clusters Score: Raw -1553500.809045 + Penalty 580.592613 = -1552920.216432 nChanged 74 SP:Iteration 17Q (1268.651443 sec): 3 clusters Score: Raw -1553535.289915 + Penalty 580.592613 = -1552954.697303 nChanged 49 SP:Iteration 18Q (1268.714796 sec): 3 clusters Score: Raw -1553550.714908 + Penalty 580.592613 = -1552970.122295 nChanged 38 SP:Iteration 19Q (1268.772165 sec): 3 clusters Score: Raw -1553563.006556 + Penalty 580.592613 = -1552982.413943 nChanged 27 SP:Iteration 20F (1268.830447 sec): 3 clusters Score: Raw -1553571.954390 + Penalty 580.592613 = -1552991.361778 nChanged 25 SP:Iteration 21Q (1268.885485 sec): 3 clusters Score: Raw -1553580.596232 + Penalty 580.592613 = -1553000.003620 nChanged 21 SP:Iteration 22Q (1268.957158 sec): 3 clusters Score: Raw -1553588.098718 + Penalty 580.592613 = -1553007.506106 nChanged 17 SP:Iteration 23Q (1269.023727 sec): 3 clusters Score: Raw -1553593.873312 + Penalty 580.592613 = -1553013.280699 nChanged 16 SP:Iteration 24Q (1269.079823 sec): 3 clusters Score: Raw -1553598.691460 + Penalty 580.592613 = -1553018.098848 nChanged 16 SP:Iteration 25Q (1269.141539 sec): 3 clusters Score: Raw -1553603.891124 + Penalty 580.592613 = -1553023.298512 nChanged 13 SP:Iteration 26Q (1269.191895 sec): 3 clusters Score: Raw -1553608.462920 + Penalty 580.592613 = -1553027.870307 nChanged 13 SP:Iteration 27Q (1269.249104 sec): 3 clusters Score: Raw -1553612.413136 + Penalty 580.592613 = -1553031.820524 nChanged 10 SP:Iteration 28Q (1269.317311 sec): 3 clusters Score: Raw -1553615.326395 + Penalty 580.592613 = -1553034.733782 nChanged 10 SP:Iteration 29Q (1269.377913 sec): 3 clusters Score: Raw -1553617.661874 + Penalty 580.592613 = -1553037.069262 nChanged 7 SP:Iteration 30Q (1269.450071 sec): 3 clusters Score: Raw -1553621.126276 + Penalty 580.592613 = -1553040.533664 nChanged 9 SP:Iteration 31Q (1269.502875 sec): 3 clusters Score: Raw -1553626.039419 + Penalty 580.592613 = -1553045.446807 nChanged 9 SP:Iteration 32Q (1269.569258 sec): 3 clusters Score: Raw -1553629.741447 + Penalty 580.592613 = -1553049.148834 nChanged 8 SP:Iteration 33Q (1269.621530 sec): 3 clusters Score: Raw -1553634.304597 + Penalty 580.592613 = -1553053.711984 nChanged 13 SP:Iteration 34Q (1269.689359 sec): 3 clusters Score: Raw -1553639.132598 + Penalty 580.592613 = -1553058.539986 nChanged 9 SP:Iteration 35Q (1269.742200 sec): 3 clusters Score: Raw -1553641.900592 + Penalty 580.592613 = -1553061.307979 nChanged 7 SP:Iteration 36Q (1269.804739 sec): 3 clusters Score: Raw -1553644.290869 + Penalty 580.592613 = -1553063.698256 nChanged 4 SP:Iteration 37Q (1269.864320 sec): 3 clusters Score: Raw -1553645.508246 + Penalty 580.592613 = -1553064.915633 nChanged 3 SP:Iteration 38Q (1269.935984 sec): 3 clusters Score: Raw -1553646.304477 + Penalty 580.592613 = -1553065.711865 nChanged 1 SP:Iteration 39Q (1269.991377 sec): 3 clusters Score: Raw -1553646.415516 + Penalty 580.592613 = -1553065.822904 nChanged 0 SP:Iteration 40F (1270.051279 sec): 3 clusters Score: Raw -1553646.415516 + Penalty 580.592613 = -1553065.822904 nChanged 0 Trying to split cluster 24 (11372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1270.080692 sec): 2 clusters Score: Raw -455819.208358 + Penalty 256.820011 = -455562.388347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1270.126608 sec): 3 clusters Score: Raw -448454.230719 + Penalty 513.640021 = -447940.590698 nChanged 5396 SP:Iteration 1F (1270.168341 sec): 3 clusters Score: Raw -452001.137595 + Penalty 513.640021 = -451487.497574 nChanged 762 SP:Iteration 2F (1270.213068 sec): 3 clusters Score: Raw -452511.608110 + Penalty 513.640021 = -451997.968089 nChanged 760 SP:Iteration 3F (1270.256887 sec): 3 clusters Score: Raw -453120.147162 + Penalty 513.640021 = -452606.507141 nChanged 777 SP:Iteration 4F (1270.297846 sec): 3 clusters Score: Raw -453805.329039 + Penalty 513.640021 = -453291.689018 nChanged 669 SP:Iteration 5F (1270.345989 sec): 3 clusters Score: Raw -454444.214271 + Penalty 513.640021 = -453930.574250 nChanged 487 SP:Iteration 6Q (1270.387116 sec): 3 clusters Score: Raw -454882.774593 + Penalty 513.640021 = -454369.134572 nChanged 328 SP:Iteration 7Q (1270.428183 sec): 3 clusters Score: Raw -455147.349572 + Penalty 513.640021 = -454633.709551 nChanged 244 SP:Iteration 8Q (1270.462279 sec): 3 clusters Score: Raw -455336.996671 + Penalty 513.640021 = -454823.356650 nChanged 182 SP:Iteration 9Q (1270.503164 sec): 3 clusters Score: Raw -455468.322170 + Penalty 513.640021 = -454954.682149 nChanged 142 SP:Iteration 10Q (1270.544260 sec): 3 clusters Score: Raw -455568.670446 + Penalty 513.640021 = -455055.030425 nChanged 102 SP:Iteration 11Q (1270.591932 sec): 3 clusters Score: Raw -455639.426586 + Penalty 513.640021 = -455125.786565 nChanged 83 SP:Iteration 12Q (1270.625672 sec): 3 clusters Score: Raw -455704.279429 + Penalty 513.640021 = -455190.639408 nChanged 55 SP:Iteration 13Q (1270.667275 sec): 3 clusters Score: Raw -455749.300590 + Penalty 513.640021 = -455235.660569 nChanged 38 SP:Iteration 14Q (1270.722985 sec): 3 clusters Score: Raw -455778.722405 + Penalty 513.640021 = -455265.082384 nChanged 31 SP:Iteration 15Q (1270.757119 sec): 3 clusters Score: Raw -455806.334973 + Penalty 513.640021 = -455292.694952 nChanged 21 SP:Iteration 16Q (1270.801076 sec): 3 clusters Score: Raw -455823.911279 + Penalty 513.640021 = -455310.271258 nChanged 13 SP:Iteration 17Q (1270.848773 sec): 3 clusters Score: Raw -455835.999943 + Penalty 513.640021 = -455322.359922 nChanged 7 SP:Iteration 18Q (1270.890336 sec): 3 clusters Score: Raw -455840.374597 + Penalty 513.640021 = -455326.734576 nChanged 9 SP:Iteration 19Q (1270.931435 sec): 3 clusters Score: Raw -455847.153576 + Penalty 513.640021 = -455333.513555 nChanged 4 SP:Iteration 20F (1270.973603 sec): 3 clusters Score: Raw -455853.051031 + Penalty 513.640021 = -455339.411010 nChanged 1 SP:Iteration 21Q (1271.025886 sec): 3 clusters Score: Raw -455856.259050 + Penalty 513.640021 = -455342.619029 nChanged 0 SP:Iteration 22F (1271.067999 sec): 3 clusters Score: Raw -455856.259050 + Penalty 513.640021 = -455342.619029 nChanged 0 Trying to split cluster 25 (2881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1271.089330 sec): 2 clusters Score: Raw -123733.156355 + Penalty 219.062050 = -123514.094304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1271.123221 sec): 3 clusters Score: Raw -122029.009195 + Penalty 438.124100 = -121590.885094 nChanged 1283 SP:Iteration 1F (1271.163875 sec): 3 clusters Score: Raw -122837.807794 + Penalty 438.124100 = -122399.683694 nChanged 186 SP:Iteration 2F (1271.196224 sec): 3 clusters Score: Raw -122941.653795 + Penalty 438.124100 = -122503.529695 nChanged 185 SP:Iteration 3F (1271.239277 sec): 3 clusters Score: Raw -123052.436167 + Penalty 438.124100 = -122614.312067 nChanged 173 SP:Iteration 4F (1271.272826 sec): 3 clusters Score: Raw -123183.948169 + Penalty 438.124100 = -122745.824069 nChanged 163 SP:Iteration 5F (1271.306267 sec): 3 clusters Score: Raw -123322.838836 + Penalty 438.124100 = -122884.714736 nChanged 162 SP:Iteration 6F (1271.339652 sec): 3 clusters Score: Raw -123428.438023 + Penalty 438.124100 = -122990.313923 nChanged 110 SP:Iteration 7Q (1271.373030 sec): 3 clusters Score: Raw -123481.624149 + Penalty 438.124100 = -123043.500048 nChanged 64 SP:Iteration 8Q (1271.406813 sec): 3 clusters Score: Raw -123497.106742 + Penalty 438.124100 = -123058.982641 nChanged 45 SP:Iteration 9Q (1271.440794 sec): 3 clusters Score: Raw -123504.299661 + Penalty 438.124100 = -123066.175560 nChanged 23 SP:Iteration 10Q (1271.467131 sec): 3 clusters Score: Raw -123509.194052 + Penalty 438.124100 = -123071.069952 nChanged 18 SP:Iteration 11Q (1271.500442 sec): 3 clusters Score: Raw -123513.190636 + Penalty 438.124100 = -123075.066536 nChanged 14 SP:Iteration 12Q (1271.546656 sec): 3 clusters Score: Raw -123515.144410 + Penalty 438.124100 = -123077.020309 nChanged 11 SP:Iteration 13Q (1271.594511 sec): 3 clusters Score: Raw -123516.466242 + Penalty 438.124100 = -123078.342142 nChanged 13 SP:Iteration 14Q (1271.645601 sec): 3 clusters Score: Raw -123517.981061 + Penalty 438.124100 = -123079.856961 nChanged 8 SP:Iteration 15Q (1271.683679 sec): 3 clusters Score: Raw -123519.018601 + Penalty 438.124100 = -123080.894500 nChanged 8 SP:Iteration 16Q (1271.720543 sec): 3 clusters Score: Raw -123520.077001 + Penalty 438.124100 = -123081.952901 nChanged 10 SP:Iteration 17Q (1271.759071 sec): 3 clusters Score: Raw -123520.868457 + Penalty 438.124100 = -123082.744357 nChanged 5 SP:Iteration 18Q (1271.799803 sec): 3 clusters Score: Raw -123521.355798 + Penalty 438.124100 = -123083.231697 nChanged 6 SP:Iteration 19Q (1271.830072 sec): 3 clusters Score: Raw -123522.102434 + Penalty 438.124100 = -123083.978334 nChanged 6 SP:Iteration 20F (1271.863190 sec): 3 clusters Score: Raw -123522.841273 + Penalty 438.124100 = -123084.717173 nChanged 6 SP:Iteration 21Q (1271.896899 sec): 3 clusters Score: Raw -123523.537405 + Penalty 438.124100 = -123085.413304 nChanged 5 SP:Iteration 22Q (1271.930514 sec): 3 clusters Score: Raw -123523.874472 + Penalty 438.124100 = -123085.750371 nChanged 4 SP:Iteration 23Q (1271.963917 sec): 3 clusters Score: Raw -123524.094016 + Penalty 438.124100 = -123085.969916 nChanged 3 SP:Iteration 24Q (1271.997344 sec): 3 clusters Score: Raw -123524.529023 + Penalty 438.124100 = -123086.404923 nChanged 4 SP:Iteration 25Q (1272.030813 sec): 3 clusters Score: Raw -123524.847210 + Penalty 438.124100 = -123086.723110 nChanged 3 SP:Iteration 26Q (1272.064183 sec): 3 clusters Score: Raw -123525.112892 + Penalty 438.124100 = -123086.988791 nChanged 3 SP:Iteration 27Q (1272.097925 sec): 3 clusters Score: Raw -123525.233219 + Penalty 438.124100 = -123087.109119 nChanged 2 SP:Iteration 28Q (1272.126051 sec): 3 clusters Score: Raw -123525.455285 + Penalty 438.124100 = -123087.331184 nChanged 2 SP:Iteration 29Q (1272.167652 sec): 3 clusters Score: Raw -123525.548628 + Penalty 438.124100 = -123087.424528 nChanged 0 SP:Iteration 30F (1272.214374 sec): 3 clusters Score: Raw -123525.548628 + Penalty 438.124100 = -123087.424528 nChanged 0 Trying to split cluster 26 (18567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1272.240895 sec): 2 clusters Score: Raw -683739.380577 + Penalty 270.301380 = -683469.079197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1272.299311 sec): 3 clusters Score: Raw -671577.389768 + Penalty 540.602760 = -671036.787008 nChanged 8949 SP:Iteration 1F (1272.357869 sec): 3 clusters Score: Raw -678020.755812 + Penalty 540.602760 = -677480.153052 nChanged 1448 SP:Iteration 2F (1272.418388 sec): 3 clusters Score: Raw -679093.664109 + Penalty 540.602760 = -678553.061349 nChanged 1328 SP:Iteration 3F (1272.475047 sec): 3 clusters Score: Raw -680107.481627 + Penalty 540.602760 = -679566.878867 nChanged 1101 SP:Iteration 4F (1272.535344 sec): 3 clusters Score: Raw -680857.738455 + Penalty 540.602760 = -680317.135695 nChanged 823 SP:Iteration 5Q (1272.591421 sec): 3 clusters Score: Raw -681277.489088 + Penalty 540.602760 = -680736.886328 nChanged 585 SP:Iteration 6Q (1272.640063 sec): 3 clusters Score: Raw -681524.821757 + Penalty 540.602760 = -680984.218997 nChanged 447 SP:Iteration 7Q (1272.689888 sec): 3 clusters Score: Raw -681702.423120 + Penalty 540.602760 = -681161.820360 nChanged 348 SP:Iteration 8Q (1272.738519 sec): 3 clusters Score: Raw -681823.846449 + Penalty 540.602760 = -681283.243689 nChanged 317 SP:Iteration 9Q (1272.797259 sec): 3 clusters Score: Raw -681923.642883 + Penalty 540.602760 = -681383.040123 nChanged 273 SP:Iteration 10Q (1272.852016 sec): 3 clusters Score: Raw -681999.816357 + Penalty 540.602760 = -681459.213597 nChanged 249 SP:Iteration 11Q (1272.905509 sec): 3 clusters Score: Raw -682058.244561 + Penalty 540.602760 = -681517.641801 nChanged 197 SP:Iteration 12Q (1272.945539 sec): 3 clusters Score: Raw -682098.541245 + Penalty 540.602760 = -681557.938485 nChanged 157 SP:Iteration 13Q (1273.008119 sec): 3 clusters Score: Raw -682121.767338 + Penalty 540.602760 = -681581.164578 nChanged 136 SP:Iteration 14Q (1273.056485 sec): 3 clusters Score: Raw -682137.445229 + Penalty 540.602760 = -681596.842469 nChanged 116 SP:Iteration 15Q (1273.104170 sec): 3 clusters Score: Raw -682148.214842 + Penalty 540.602760 = -681607.612082 nChanged 83 SP:Iteration 16Q (1273.158289 sec): 3 clusters Score: Raw -682156.320784 + Penalty 540.602760 = -681615.718024 nChanged 71 SP:Iteration 17Q (1273.227021 sec): 3 clusters Score: Raw -682162.308951 + Penalty 540.602760 = -681621.706191 nChanged 67 SP:Iteration 18Q (1273.283658 sec): 3 clusters Score: Raw -682168.091235 + Penalty 540.602760 = -681627.488475 nChanged 65 SP:Iteration 19Q (1273.345787 sec): 3 clusters Score: Raw -682173.134354 + Penalty 540.602760 = -681632.531594 nChanged 55 SP:Iteration 20F (1273.399446 sec): 3 clusters Score: Raw -682176.596934 + Penalty 540.602760 = -681635.994174 nChanged 53 SP:Iteration 21Q (1273.450630 sec): 3 clusters Score: Raw -682180.021960 + Penalty 540.602760 = -681639.419200 nChanged 48 SP:Iteration 22Q (1273.495417 sec): 3 clusters Score: Raw -682183.714991 + Penalty 540.602760 = -681643.112231 nChanged 55 SP:Iteration 23Q (1273.544184 sec): 3 clusters Score: Raw -682186.748514 + Penalty 540.602760 = -681646.145754 nChanged 35 SP:Iteration 24Q (1273.597918 sec): 3 clusters Score: Raw -682188.273397 + Penalty 540.602760 = -681647.670637 nChanged 38 SP:Iteration 25Q (1273.649221 sec): 3 clusters Score: Raw -682189.652617 + Penalty 540.602760 = -681649.049857 nChanged 22 SP:Iteration 26Q (1273.699760 sec): 3 clusters Score: Raw -682190.501128 + Penalty 540.602760 = -681649.898368 nChanged 23 SP:Iteration 27Q (1273.745917 sec): 3 clusters Score: Raw -682191.938582 + Penalty 540.602760 = -681651.335822 nChanged 30 SP:Iteration 28Q (1273.795898 sec): 3 clusters Score: Raw -682193.561871 + Penalty 540.602760 = -681652.959111 nChanged 27 SP:Iteration 29Q (1273.847142 sec): 3 clusters Score: Raw -682194.265498 + Penalty 540.602760 = -681653.662738 nChanged 18 SP:Iteration 30Q (1273.898865 sec): 3 clusters Score: Raw -682194.854323 + Penalty 540.602760 = -681654.251563 nChanged 20 SP:Iteration 31Q (1273.948563 sec): 3 clusters Score: Raw -682195.465426 + Penalty 540.602760 = -681654.862666 nChanged 21 SP:Iteration 32Q (1274.001107 sec): 3 clusters Score: Raw -682196.045839 + Penalty 540.602760 = -681655.443079 nChanged 18 SP:Iteration 33Q (1274.024914 sec): 3 clusters Score: Raw -682196.689913 + Penalty 540.602760 = -681656.087153 nChanged 20 SP:Iteration 34Q (1274.083926 sec): 3 clusters Score: Raw -682197.142968 + Penalty 540.602760 = -681656.540208 nChanged 13 SP:Iteration 35Q (1274.127991 sec): 3 clusters Score: Raw -682197.482130 + Penalty 540.602760 = -681656.879370 nChanged 16 SP:Iteration 36Q (1274.183291 sec): 3 clusters Score: Raw -682197.912154 + Penalty 540.602760 = -681657.309394 nChanged 22 SP:Iteration 37Q (1274.235884 sec): 3 clusters Score: Raw -682198.585340 + Penalty 540.602760 = -681657.982580 nChanged 21 SP:Iteration 38Q (1274.281738 sec): 3 clusters Score: Raw -682199.174982 + Penalty 540.602760 = -681658.572222 nChanged 14 SP:Iteration 39Q (1274.321775 sec): 3 clusters Score: Raw -682199.472262 + Penalty 540.602760 = -681658.869502 nChanged 5 SP:Iteration 40F (1274.383672 sec): 3 clusters Score: Raw -682199.555819 + Penalty 540.602760 = -681658.953059 nChanged 7 SP:Iteration 41Q (1274.427300 sec): 3 clusters Score: Raw -682199.659217 + Penalty 540.602760 = -681659.056457 nChanged 3 SP:Iteration 42Q (1274.478868 sec): 3 clusters Score: Raw -682199.707875 + Penalty 540.602760 = -681659.105115 nChanged 3 SP:Iteration 43Q (1274.532147 sec): 3 clusters Score: Raw -682199.749145 + Penalty 540.602760 = -681659.146385 nChanged 5 SP:Iteration 44Q (1274.579551 sec): 3 clusters Score: Raw -682199.836036 + Penalty 540.602760 = -681659.233276 nChanged 3 SP:Iteration 45Q (1274.635899 sec): 3 clusters Score: Raw -682199.856128 + Penalty 540.602760 = -681659.253368 nChanged 1 SP:Iteration 46Q (1274.694051 sec): 3 clusters Score: Raw -682199.859912 + Penalty 540.602760 = -681659.257152 nChanged 0 SP:Iteration 47F (1274.749478 sec): 3 clusters Score: Raw -682199.859912 + Penalty 540.602760 = -681659.257152 nChanged 0 Trying to split cluster 27 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1274.764277 sec): 2 clusters Score: Raw -16146.987961 + Penalty 165.038909 = -15981.949051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1274.805715 sec): 3 clusters Score: Raw -15956.597916 + Penalty 330.077818 = -15626.520098 nChanged 144 SP:Iteration 1F (1274.848483 sec): 3 clusters Score: Raw -16057.305167 + Penalty 330.077818 = -15727.227348 nChanged 25 SP:Iteration 2F (1274.887582 sec): 3 clusters Score: Raw -16076.197611 + Penalty 330.077818 = -15746.119793 nChanged 17 SP:Iteration 3Q (1274.924788 sec): 3 clusters Score: Raw -16086.163207 + Penalty 330.077818 = -15756.085388 nChanged 10 SP:Iteration 4Q (1274.962299 sec): 3 clusters Score: Raw -16091.391393 + Penalty 330.077818 = -15761.313575 nChanged 5 SP:Iteration 5Q (1275.000422 sec): 3 clusters Score: Raw -16093.039736 + Penalty 330.077818 = -15762.961917 nChanged 5 SP:Iteration 6Q (1275.042222 sec): 3 clusters Score: Raw -16095.480808 + Penalty 330.077818 = -15765.402989 nChanged 4 SP:Iteration 7Q (1275.074083 sec): 3 clusters Score: Raw -16097.771283 + Penalty 330.077818 = -15767.693464 nChanged 8 SP:Iteration 8Q (1275.121452 sec): 3 clusters Score: Raw -16102.810220 + Penalty 330.077818 = -15772.732402 nChanged 6 SP:Iteration 9Q (1275.158161 sec): 3 clusters Score: Raw -16105.447933 + Penalty 330.077818 = -15775.370115 nChanged 2 SP:Iteration 10Q (1275.196506 sec): 3 clusters Score: Raw -16106.171457 + Penalty 330.077818 = -15776.093639 nChanged 2 SP:Iteration 11Q (1275.230371 sec): 3 clusters Score: Raw -16107.534244 + Penalty 330.077818 = -15777.456426 nChanged 2 SP:Iteration 12Q (1275.265793 sec): 3 clusters Score: Raw -16109.321285 + Penalty 330.077818 = -15779.243467 nChanged 3 SP:Iteration 13Q (1275.303466 sec): 3 clusters Score: Raw -16110.817879 + Penalty 330.077818 = -15780.740061 nChanged 0 SP:Iteration 14F (1275.344276 sec): 3 clusters Score: Raw -16110.817879 + Penalty 330.077818 = -15780.740061 nChanged 0 Trying to split cluster 28 (2636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1275.365458 sec): 2 clusters Score: Raw -97968.826169 + Penalty 216.617992 = -97752.208177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1275.398663 sec): 3 clusters Score: Raw -96458.773835 + Penalty 433.235984 = -96025.537851 nChanged 1190 SP:Iteration 1F (1275.436253 sec): 3 clusters Score: Raw -97178.449688 + Penalty 433.235984 = -96745.213704 nChanged 187 SP:Iteration 2F (1275.471314 sec): 3 clusters Score: Raw -97351.922600 + Penalty 433.235984 = -96918.686616 nChanged 168 SP:Iteration 3F (1275.504664 sec): 3 clusters Score: Raw -97498.353983 + Penalty 433.235984 = -97065.117999 nChanged 174 SP:Iteration 4F (1275.550587 sec): 3 clusters Score: Raw -97639.202847 + Penalty 433.235984 = -97205.966862 nChanged 144 SP:Iteration 5F (1275.590113 sec): 3 clusters Score: Raw -97726.379027 + Penalty 433.235984 = -97293.143043 nChanged 108 SP:Iteration 6Q (1275.629764 sec): 3 clusters Score: Raw -97775.555471 + Penalty 433.235984 = -97342.319487 nChanged 80 SP:Iteration 7Q (1275.679820 sec): 3 clusters Score: Raw -97820.010571 + Penalty 433.235984 = -97386.774587 nChanged 60 SP:Iteration 8Q (1275.740871 sec): 3 clusters Score: Raw -97839.582262 + Penalty 433.235984 = -97406.346278 nChanged 44 SP:Iteration 9Q (1275.776160 sec): 3 clusters Score: Raw -97851.729253 + Penalty 433.235984 = -97418.493269 nChanged 36 SP:Iteration 10Q (1275.820160 sec): 3 clusters Score: Raw -97862.863881 + Penalty 433.235984 = -97429.627897 nChanged 33 SP:Iteration 11Q (1275.864371 sec): 3 clusters Score: Raw -97873.475603 + Penalty 433.235984 = -97440.239619 nChanged 38 SP:Iteration 12Q (1275.920808 sec): 3 clusters Score: Raw -97887.123481 + Penalty 433.235984 = -97453.887496 nChanged 44 SP:Iteration 13Q (1275.954919 sec): 3 clusters Score: Raw -97911.455459 + Penalty 433.235984 = -97478.219475 nChanged 60 SP:Iteration 14Q (1275.994755 sec): 3 clusters Score: Raw -97945.638002 + Penalty 433.235984 = -97512.402017 nChanged 57 SP:Iteration 15Q (1276.031684 sec): 3 clusters Score: Raw -97973.441727 + Penalty 433.235984 = -97540.205743 nChanged 46 SP:Iteration 16Q (1276.063938 sec): 3 clusters Score: Raw -97995.752763 + Penalty 433.235984 = -97562.516779 nChanged 41 SP:Iteration 17Q (1276.096525 sec): 3 clusters Score: Raw -98016.379707 + Penalty 433.235984 = -97583.143722 nChanged 38 SP:Iteration 18Q (1276.128918 sec): 3 clusters Score: Raw -98032.520661 + Penalty 433.235984 = -97599.284676 nChanged 30 SP:Iteration 19Q (1276.161370 sec): 3 clusters Score: Raw -98044.674583 + Penalty 433.235984 = -97611.438599 nChanged 21 SP:Iteration 20F (1276.195521 sec): 3 clusters Score: Raw -98051.232612 + Penalty 433.235984 = -97617.996628 nChanged 16 SP:Iteration 21Q (1276.244554 sec): 3 clusters Score: Raw -98054.473240 + Penalty 433.235984 = -97621.237256 nChanged 14 SP:Iteration 22Q (1276.275397 sec): 3 clusters Score: Raw -98057.917819 + Penalty 433.235984 = -97624.681835 nChanged 14 SP:Iteration 23Q (1276.308179 sec): 3 clusters Score: Raw -98060.144846 + Penalty 433.235984 = -97626.908861 nChanged 7 SP:Iteration 24Q (1276.350899 sec): 3 clusters Score: Raw -98060.907133 + Penalty 433.235984 = -97627.671148 nChanged 3 SP:Iteration 25Q (1276.403073 sec): 3 clusters Score: Raw -98061.148543 + Penalty 433.235984 = -97627.912558 nChanged 3 SP:Iteration 26Q (1276.434976 sec): 3 clusters Score: Raw -98061.416511 + Penalty 433.235984 = -97628.180527 nChanged 1 SP:Iteration 27Q (1276.471699 sec): 3 clusters Score: Raw -98061.807221 + Penalty 433.235984 = -97628.571237 nChanged 2 SP:Iteration 28Q (1276.505544 sec): 3 clusters Score: Raw -98062.228253 + Penalty 433.235984 = -97628.992269 nChanged 2 SP:Iteration 29Q (1276.549605 sec): 3 clusters Score: Raw -98062.682302 + Penalty 433.235984 = -97629.446318 nChanged 3 SP:Iteration 30Q (1276.592397 sec): 3 clusters Score: Raw -98063.658235 + Penalty 433.235984 = -97630.422250 nChanged 3 SP:Iteration 31Q (1276.646082 sec): 3 clusters Score: Raw -98064.332216 + Penalty 433.235984 = -97631.096232 nChanged 4 SP:Iteration 32Q (1276.684652 sec): 3 clusters Score: Raw -98065.610408 + Penalty 433.235984 = -97632.374423 nChanged 5 SP:Iteration 33Q (1276.723002 sec): 3 clusters Score: Raw -98066.143063 + Penalty 433.235984 = -97632.907079 nChanged 5 SP:Iteration 34Q (1276.769285 sec): 3 clusters Score: Raw -98066.561368 + Penalty 433.235984 = -97633.325384 nChanged 3 SP:Iteration 35Q (1276.817769 sec): 3 clusters Score: Raw -98067.231536 + Penalty 433.235984 = -97633.995552 nChanged 5 SP:Iteration 36Q (1276.851048 sec): 3 clusters Score: Raw -98068.612098 + Penalty 433.235984 = -97635.376114 nChanged 7 SP:Iteration 37Q (1276.904541 sec): 3 clusters Score: Raw -98070.557464 + Penalty 433.235984 = -97637.321480 nChanged 7 SP:Iteration 38Q (1276.940496 sec): 3 clusters Score: Raw -98071.941513 + Penalty 433.235984 = -97638.705529 nChanged 4 SP:Iteration 39Q (1276.981385 sec): 3 clusters Score: Raw -98072.333464 + Penalty 433.235984 = -97639.097480 nChanged 3 SP:Iteration 40F (1277.017474 sec): 3 clusters Score: Raw -98072.756358 + Penalty 433.235984 = -97639.520374 nChanged 1 SP:Iteration 41Q (1277.051721 sec): 3 clusters Score: Raw -98073.165186 + Penalty 433.235984 = -97639.929202 nChanged 2 SP:Iteration 42Q (1277.086259 sec): 3 clusters Score: Raw -98073.710786 + Penalty 433.235984 = -97640.474802 nChanged 5 SP:Iteration 43Q (1277.119867 sec): 3 clusters Score: Raw -98074.601214 + Penalty 433.235984 = -97641.365229 nChanged 3 SP:Iteration 44Q (1277.154179 sec): 3 clusters Score: Raw -98075.162306 + Penalty 433.235984 = -97641.926322 nChanged 2 SP:Iteration 45Q (1277.194811 sec): 3 clusters Score: Raw -98075.351778 + Penalty 433.235984 = -97642.115793 nChanged 1 SP:Iteration 46Q (1277.246266 sec): 3 clusters Score: Raw -98075.551328 + Penalty 433.235984 = -97642.315344 nChanged 0 SP:Iteration 47F (1277.280184 sec): 3 clusters Score: Raw -98075.551328 + Penalty 433.235984 = -97642.315344 nChanged 0 Trying to split cluster 29 (1395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1277.298770 sec): 2 clusters Score: Raw -37473.369179 + Penalty 199.117867 = -37274.251312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1277.339880 sec): 3 clusters Score: Raw -36777.128646 + Penalty 398.235733 = -36378.892913 nChanged 580 SP:Iteration 1F (1277.390474 sec): 3 clusters Score: Raw -37257.316468 + Penalty 398.235733 = -36859.080735 nChanged 120 SP:Iteration 2F (1277.444417 sec): 3 clusters Score: Raw -37343.282039 + Penalty 398.235733 = -36945.046305 nChanged 62 SP:Iteration 3Q (1277.485025 sec): 3 clusters Score: Raw -37382.364599 + Penalty 398.235733 = -36984.128865 nChanged 58 SP:Iteration 4Q (1277.518776 sec): 3 clusters Score: Raw -37425.539410 + Penalty 398.235733 = -37027.303676 nChanged 44 SP:Iteration 5Q (1277.551799 sec): 3 clusters Score: Raw -37457.120460 + Penalty 398.235733 = -37058.884727 nChanged 37 SP:Iteration 6Q (1277.581067 sec): 3 clusters Score: Raw -37475.676723 + Penalty 398.235733 = -37077.440990 nChanged 31 SP:Iteration 7Q (1277.631525 sec): 3 clusters Score: Raw -37489.571896 + Penalty 398.235733 = -37091.336163 nChanged 31 SP:Iteration 8Q (1277.665296 sec): 3 clusters Score: Raw -37501.305660 + Penalty 398.235733 = -37103.069927 nChanged 25 SP:Iteration 9Q (1277.705138 sec): 3 clusters Score: Raw -37510.323016 + Penalty 398.235733 = -37112.087283 nChanged 21 SP:Iteration 10Q (1277.738308 sec): 3 clusters Score: Raw -37516.227084 + Penalty 398.235733 = -37117.991350 nChanged 14 SP:Iteration 11Q (1277.769641 sec): 3 clusters Score: Raw -37520.633764 + Penalty 398.235733 = -37122.398031 nChanged 12 SP:Iteration 12Q (1277.807805 sec): 3 clusters Score: Raw -37524.187939 + Penalty 398.235733 = -37125.952206 nChanged 8 SP:Iteration 13Q (1277.842173 sec): 3 clusters Score: Raw -37527.901959 + Penalty 398.235733 = -37129.666226 nChanged 10 SP:Iteration 14Q (1277.870712 sec): 3 clusters Score: Raw -37531.671859 + Penalty 398.235733 = -37133.436126 nChanged 12 SP:Iteration 15Q (1277.900626 sec): 3 clusters Score: Raw -37536.342795 + Penalty 398.235733 = -37138.107062 nChanged 15 SP:Iteration 16Q (1277.938971 sec): 3 clusters Score: Raw -37542.730398 + Penalty 398.235733 = -37144.494665 nChanged 12 SP:Iteration 17Q (1277.969948 sec): 3 clusters Score: Raw -37550.340843 + Penalty 398.235733 = -37152.105110 nChanged 17 SP:Iteration 18Q (1278.001004 sec): 3 clusters Score: Raw -37556.572681 + Penalty 398.235733 = -37158.336948 nChanged 12 SP:Iteration 19Q (1278.025095 sec): 3 clusters Score: Raw -37560.368808 + Penalty 398.235733 = -37162.133075 nChanged 8 SP:Iteration 20F (1278.055795 sec): 3 clusters Score: Raw -37562.480199 + Penalty 398.235733 = -37164.244466 nChanged 10 SP:Iteration 21Q (1278.087070 sec): 3 clusters Score: Raw -37564.413511 + Penalty 398.235733 = -37166.177777 nChanged 8 SP:Iteration 22Q (1278.118754 sec): 3 clusters Score: Raw -37565.826659 + Penalty 398.235733 = -37167.590926 nChanged 4 SP:Iteration 23Q (1278.161042 sec): 3 clusters Score: Raw -37566.360382 + Penalty 398.235733 = -37168.124649 nChanged 3 SP:Iteration 24Q (1278.195473 sec): 3 clusters Score: Raw -37566.944804 + Penalty 398.235733 = -37168.709071 nChanged 5 SP:Iteration 25Q (1278.234373 sec): 3 clusters Score: Raw -37567.583673 + Penalty 398.235733 = -37169.347940 nChanged 0 SP:Iteration 26F (1278.285817 sec): 3 clusters Score: Raw -37567.583673 + Penalty 398.235733 = -37169.347940 nChanged 0 Trying to split cluster 30 (1414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1278.310409 sec): 2 clusters Score: Raw -48298.236683 + Penalty 199.489891 = -48098.746792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1278.359793 sec): 3 clusters Score: Raw -47500.426666 + Penalty 398.979782 = -47101.446884 nChanged 613 SP:Iteration 1F (1278.409971 sec): 3 clusters Score: Raw -47886.458444 + Penalty 398.979782 = -47487.478663 nChanged 139 SP:Iteration 2F (1278.454945 sec): 3 clusters Score: Raw -48015.224065 + Penalty 398.979782 = -47616.244284 nChanged 121 SP:Iteration 3F (1278.509103 sec): 3 clusters Score: Raw -48134.522773 + Penalty 398.979782 = -47735.542991 nChanged 83 SP:Iteration 4F (1278.550464 sec): 3 clusters Score: Raw -48212.356624 + Penalty 398.979782 = -47813.376843 nChanged 51 SP:Iteration 5Q (1278.601071 sec): 3 clusters Score: Raw -48260.936897 + Penalty 398.979782 = -47861.957115 nChanged 45 SP:Iteration 6Q (1278.637264 sec): 3 clusters Score: Raw -48304.037096 + Penalty 398.979782 = -47905.057314 nChanged 23 SP:Iteration 7Q (1278.666007 sec): 3 clusters Score: Raw -48319.775561 + Penalty 398.979782 = -47920.795780 nChanged 18 SP:Iteration 8Q (1278.699859 sec): 3 clusters Score: Raw -48331.408880 + Penalty 398.979782 = -47932.429098 nChanged 13 SP:Iteration 9Q (1278.736192 sec): 3 clusters Score: Raw -48336.690490 + Penalty 398.979782 = -47937.710709 nChanged 10 SP:Iteration 10Q (1278.772720 sec): 3 clusters Score: Raw -48340.447335 + Penalty 398.979782 = -47941.467553 nChanged 3 SP:Iteration 11Q (1278.806060 sec): 3 clusters Score: Raw -48342.572395 + Penalty 398.979782 = -47943.592613 nChanged 4 SP:Iteration 12Q (1278.842626 sec): 3 clusters Score: Raw -48343.931543 + Penalty 398.979782 = -47944.951761 nChanged 2 SP:Iteration 13Q (1278.877080 sec): 3 clusters Score: Raw -48345.172208 + Penalty 398.979782 = -47946.192426 nChanged 2 SP:Iteration 14Q (1278.908034 sec): 3 clusters Score: Raw -48345.428723 + Penalty 398.979782 = -47946.448941 nChanged 0 SP:Iteration 15F (1278.939215 sec): 3 clusters Score: Raw -48345.428723 + Penalty 398.979782 = -47946.448941 nChanged 0 Trying to split cluster 31 (32933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1278.981762 sec): 2 clusters Score: Raw -1329509.580189 + Penalty 286.061338 = -1329223.518851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1279.050112 sec): 3 clusters Score: Raw -1307624.744767 + Penalty 572.122676 = -1307052.622091 nChanged 15978 SP:Iteration 1F (1279.116382 sec): 3 clusters Score: Raw -1318911.205241 + Penalty 572.122676 = -1318339.082565 nChanged 2896 SP:Iteration 2F (1279.161230 sec): 3 clusters Score: Raw -1321159.835125 + Penalty 572.122676 = -1320587.712449 nChanged 2812 SP:Iteration 3F (1279.228053 sec): 3 clusters Score: Raw -1323770.249607 + Penalty 572.122676 = -1323198.126931 nChanged 2440 SP:Iteration 4F (1279.277093 sec): 3 clusters Score: Raw -1326281.221780 + Penalty 572.122676 = -1325709.099104 nChanged 1703 SP:Iteration 5F (1279.333081 sec): 3 clusters Score: Raw -1328010.949620 + Penalty 572.122676 = -1327438.826944 nChanged 941 SP:Iteration 6Q (1279.406734 sec): 3 clusters Score: Raw -1328889.722905 + Penalty 572.122676 = -1328317.600229 nChanged 460 SP:Iteration 7Q (1279.460495 sec): 3 clusters Score: Raw -1329295.184618 + Penalty 572.122676 = -1328723.061942 nChanged 214 SP:Iteration 8Q (1279.519172 sec): 3 clusters Score: Raw -1329465.563729 + Penalty 572.122676 = -1328893.441053 nChanged 89 SP:Iteration 9Q (1279.583909 sec): 3 clusters Score: Raw -1329534.383970 + Penalty 572.122676 = -1328962.261294 nChanged 44 SP:Iteration 10Q (1279.640911 sec): 3 clusters Score: Raw -1329564.156491 + Penalty 572.122676 = -1328992.033815 nChanged 24 SP:Iteration 11Q (1279.698429 sec): 3 clusters Score: Raw -1329588.151488 + Penalty 572.122676 = -1329016.028812 nChanged 13 SP:Iteration 12Q (1279.757841 sec): 3 clusters Score: Raw -1329599.318742 + Penalty 572.122676 = -1329027.196066 nChanged 5 SP:Iteration 13Q (1279.823160 sec): 3 clusters Score: Raw -1329602.641375 + Penalty 572.122676 = -1329030.518698 nChanged 2 SP:Iteration 14Q (1279.890888 sec): 3 clusters Score: Raw -1329603.438582 + Penalty 572.122676 = -1329031.315905 nChanged 0 SP:Iteration 15F (1279.961325 sec): 3 clusters Score: Raw -1329603.438582 + Penalty 572.122676 = -1329031.315905 nChanged 0 Iteration 139Q (1282.133223 sec): 32 clusters Score: Raw -10222817.936761 + Penalty 10684.016182 = -10212133.920579 nChanged 10 Iteration 140F (1284.891302 sec): 32 clusters Score: Raw -10222818.603114 + Penalty 10684.016182 = -10212134.586932 nChanged 16 Iteration 141Q (1287.173437 sec): 32 clusters Score: Raw -10222819.338167 + Penalty 10684.016182 = -10212135.321985 nChanged 12 Iteration 142Q (1289.319813 sec): 32 clusters Score: Raw -10222819.515165 + Penalty 10684.016182 = -10212135.498983 nChanged 9 Iteration 143Q (1291.573615 sec): 32 clusters Score: Raw -10222819.702358 + Penalty 10684.016182 = -10212135.686176 nChanged 15 Iteration 144Q (1293.772579 sec): 32 clusters Score: Raw -10222820.042125 + Penalty 10684.016182 = -10212136.025944 nChanged 12 Iteration 145Q (1295.983115 sec): 32 clusters Score: Raw -10222820.170606 + Penalty 10684.016182 = -10212136.154424 nChanged 10 Iteration 146Q (1298.271346 sec): 32 clusters Score: Raw -10222820.295173 + Penalty 10684.016182 = -10212136.278992 nChanged 6 Iteration 147Q (1300.439836 sec): 32 clusters Score: Raw -10222820.386720 + Penalty 10684.016182 = -10212136.370538 nChanged 7 Iteration 148Q (1302.848794 sec): 32 clusters Score: Raw -10222820.521669 + Penalty 10684.016182 = -10212136.505487 nChanged 6 Iteration 149Q (1305.270547 sec): 32 clusters Score: Raw -10222820.613299 + Penalty 10684.016182 = -10212136.597117 nChanged 4 Iteration 150Q (1307.504178 sec): 32 clusters Score: Raw -10222820.703979 + Penalty 10684.016182 = -10212136.687798 nChanged 5 Iteration 151Q (1309.682482 sec): 32 clusters Score: Raw -10222820.733682 + Penalty 10684.016182 = -10212136.717500 nChanged 4 Iteration 152Q (1311.938582 sec): 32 clusters Score: Raw -10222820.751369 + Penalty 10684.016182 = -10212136.735187 nChanged 6 Iteration 153Q (1314.161724 sec): 32 clusters Score: Raw -10222820.788966 + Penalty 10684.016182 = -10212136.772784 nChanged 7 Iteration 154Q (1316.360972 sec): 32 clusters Score: Raw -10222820.835812 + Penalty 10684.016182 = -10212136.819630 nChanged 9 Iteration 155Q (1318.642143 sec): 32 clusters Score: Raw -10222820.932195 + Penalty 10684.016182 = -10212136.916013 nChanged 13 Iteration 156Q (1320.917884 sec): 32 clusters Score: Raw -10222821.051137 + Penalty 10684.016182 = -10212137.034955 nChanged 10 Iteration 157Q (1323.061226 sec): 32 clusters Score: Raw -10222821.152057 + Penalty 10684.016182 = -10212137.135875 nChanged 9 Iteration 158Q (1325.178646 sec): 32 clusters Score: Raw -10222821.251675 + Penalty 10684.016182 = -10212137.235494 nChanged 4 Iteration 159Q (1327.415658 sec): 32 clusters Score: Raw -10222821.269739 + Penalty 10684.016182 = -10212137.253557 nChanged 4 Iteration 160F (1330.325904 sec): 32 clusters Score: Raw -10222821.283429 + Penalty 10684.016182 = -10212137.267248 nChanged 2 Iteration 161Q (1332.506143 sec): 32 clusters Score: Raw -10222821.311352 + Penalty 10684.016182 = -10212137.295171 nChanged 7 Iteration 162Q (1334.717472 sec): 32 clusters Score: Raw -10222821.418312 + Penalty 10684.016182 = -10212137.402131 nChanged 5 Iteration 163Q (1337.007931 sec): 32 clusters Score: Raw -10222821.441685 + Penalty 10684.016182 = -10212137.425503 nChanged 6 Iteration 164Q (1339.274452 sec): 32 clusters Score: Raw -10222821.476283 + Penalty 10684.016182 = -10212137.460101 nChanged 2 Iteration 165Q (1341.521009 sec): 32 clusters Score: Raw -10222821.519773 + Penalty 10684.016182 = -10212137.503591 nChanged 5 Iteration 166Q (1343.729795 sec): 32 clusters Score: Raw -10222821.573097 + Penalty 10684.016182 = -10212137.556916 nChanged 2 Iteration 167Q (1346.000970 sec): 32 clusters Score: Raw -10222821.578091 + Penalty 10684.016182 = -10212137.561910 nChanged 0 Iteration 168F (1348.806021 sec): 32 clusters Score: Raw -10222821.578091 + Penalty 10684.016182 = -10212137.561910 nChanged 0 Compute initial score before splitting: Score: Raw -10222821.578091 + Penalty 10684.016182 = -10212137.561910 Trying to split cluster 1 (5280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1348.860581 sec): 2 clusters Score: Raw -213064.607734 + Penalty 235.721238 = -212828.886496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1348.897468 sec): 3 clusters Score: Raw -209762.329139 + Penalty 471.442476 = -209290.886663 nChanged 2446 SP:Iteration 1F (1348.933508 sec): 3 clusters Score: Raw -211634.249154 + Penalty 471.442476 = -211162.806678 nChanged 494 SP:Iteration 2F (1348.969708 sec): 3 clusters Score: Raw -212017.461860 + Penalty 471.442476 = -211546.019384 nChanged 423 SP:Iteration 3F (1349.006536 sec): 3 clusters Score: Raw -212355.105968 + Penalty 471.442476 = -211883.663492 nChanged 316 SP:Iteration 4F (1349.043486 sec): 3 clusters Score: Raw -212651.037498 + Penalty 471.442476 = -212179.595022 nChanged 194 SP:Iteration 5Q (1349.083769 sec): 3 clusters Score: Raw -212842.006360 + Penalty 471.442476 = -212370.563885 nChanged 128 SP:Iteration 6Q (1349.123988 sec): 3 clusters Score: Raw -212970.717486 + Penalty 471.442476 = -212499.275010 nChanged 93 SP:Iteration 7Q (1349.174558 sec): 3 clusters Score: Raw -213052.719628 + Penalty 471.442476 = -212581.277152 nChanged 82 SP:Iteration 8Q (1349.220199 sec): 3 clusters Score: Raw -213119.915776 + Penalty 471.442476 = -212648.473300 nChanged 63 SP:Iteration 9Q (1349.269363 sec): 3 clusters Score: Raw -213168.002551 + Penalty 471.442476 = -212696.560075 nChanged 51 SP:Iteration 10Q (1349.305998 sec): 3 clusters Score: Raw -213190.386349 + Penalty 471.442476 = -212718.943873 nChanged 37 SP:Iteration 11Q (1349.350376 sec): 3 clusters Score: Raw -213204.147388 + Penalty 471.442476 = -212732.704912 nChanged 28 SP:Iteration 12Q (1349.393705 sec): 3 clusters Score: Raw -213212.686322 + Penalty 471.442476 = -212741.243846 nChanged 19 SP:Iteration 13Q (1349.438011 sec): 3 clusters Score: Raw -213218.080360 + Penalty 471.442476 = -212746.637884 nChanged 11 SP:Iteration 14Q (1349.481815 sec): 3 clusters Score: Raw -213218.957927 + Penalty 471.442476 = -212747.515452 nChanged 3 SP:Iteration 15Q (1349.526379 sec): 3 clusters Score: Raw -213219.073986 + Penalty 471.442476 = -212747.631510 nChanged 1 SP:Iteration 16Q (1349.569808 sec): 3 clusters Score: Raw -213219.118029 + Penalty 471.442476 = -212747.675553 nChanged 1 SP:Iteration 17Q (1349.605105 sec): 3 clusters Score: Raw -213219.175732 + Penalty 471.442476 = -212747.733256 nChanged 2 SP:Iteration 18Q (1349.641078 sec): 3 clusters Score: Raw -213219.286382 + Penalty 471.442476 = -212747.843906 nChanged 2 SP:Iteration 19Q (1349.679291 sec): 3 clusters Score: Raw -213219.349701 + Penalty 471.442476 = -212747.907225 nChanged 1 SP:Iteration 20F (1349.721754 sec): 3 clusters Score: Raw -213219.387586 + Penalty 471.442476 = -212747.945110 nChanged 2 SP:Iteration 21Q (1349.765782 sec): 3 clusters Score: Raw -213219.771188 + Penalty 471.442476 = -212748.328713 nChanged 1 SP:Iteration 22Q (1349.809370 sec): 3 clusters Score: Raw -213219.839631 + Penalty 471.442476 = -212748.397155 nChanged 1 SP:Iteration 23Q (1349.852678 sec): 3 clusters Score: Raw -213219.881023 + Penalty 471.442476 = -212748.438547 nChanged 2 SP:Iteration 24Q (1349.907013 sec): 3 clusters Score: Raw -213220.085485 + Penalty 471.442476 = -212748.643010 nChanged 2 SP:Iteration 25Q (1349.949921 sec): 3 clusters Score: Raw -213220.280766 + Penalty 471.442476 = -212748.838290 nChanged 4 SP:Iteration 26Q (1349.987598 sec): 3 clusters Score: Raw -213220.550996 + Penalty 471.442476 = -212749.108520 nChanged 2 SP:Iteration 27Q (1350.047826 sec): 3 clusters Score: Raw -213220.686759 + Penalty 471.442476 = -212749.244283 nChanged 2 SP:Iteration 28Q (1350.094581 sec): 3 clusters Score: Raw -213220.834123 + Penalty 471.442476 = -212749.391647 nChanged 1 SP:Iteration 29Q (1350.111136 sec): 3 clusters Score: Raw -213220.938991 + Penalty 471.442476 = -212749.496515 nChanged 3 SP:Iteration 30Q (1350.121852 sec): 3 clusters Score: Raw -213221.647600 + Penalty 471.442476 = -212750.205124 nChanged 5 SP:Iteration 31Q (1350.132465 sec): 3 clusters Score: Raw -213222.376345 + Penalty 471.442476 = -212750.933869 nChanged 4 SP:Iteration 32Q (1350.143102 sec): 3 clusters Score: Raw -213222.657135 + Penalty 471.442476 = -212751.214659 nChanged 1 SP:Iteration 33Q (1350.189465 sec): 3 clusters Score: Raw -213222.736580 + Penalty 471.442476 = -212751.294104 nChanged 1 SP:Iteration 34Q (1350.239802 sec): 3 clusters Score: Raw -213222.825336 + Penalty 471.442476 = -212751.382860 nChanged 1 SP:Iteration 35Q (1350.291876 sec): 3 clusters Score: Raw -213222.952352 + Penalty 471.442476 = -212751.509876 nChanged 1 SP:Iteration 36Q (1350.343812 sec): 3 clusters Score: Raw -213223.008666 + Penalty 471.442476 = -212751.566190 nChanged 0 SP:Iteration 37F (1350.407828 sec): 3 clusters Score: Raw -213223.008666 + Penalty 471.442476 = -212751.566190 nChanged 0 Trying to split cluster 2 (1174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1350.433779 sec): 2 clusters Score: Raw -41148.435282 + Penalty 194.374730 = -40954.060551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1350.468604 sec): 3 clusters Score: Raw -40513.893521 + Penalty 388.749460 = -40125.144061 nChanged 488 SP:Iteration 1F (1350.517842 sec): 3 clusters Score: Raw -40763.236392 + Penalty 388.749460 = -40374.486932 nChanged 79 SP:Iteration 2F (1350.561343 sec): 3 clusters Score: Raw -40800.581010 + Penalty 388.749460 = -40411.831550 nChanged 64 SP:Iteration 3F (1350.603768 sec): 3 clusters Score: Raw -40831.306595 + Penalty 388.749460 = -40442.557134 nChanged 48 SP:Iteration 4Q (1350.650456 sec): 3 clusters Score: Raw -40859.916782 + Penalty 388.749460 = -40471.167322 nChanged 38 SP:Iteration 5Q (1350.693345 sec): 3 clusters Score: Raw -40877.686301 + Penalty 388.749460 = -40488.936841 nChanged 28 SP:Iteration 6Q (1350.736716 sec): 3 clusters Score: Raw -40895.345219 + Penalty 388.749460 = -40506.595759 nChanged 35 SP:Iteration 7Q (1350.776051 sec): 3 clusters Score: Raw -40917.388799 + Penalty 388.749460 = -40528.639339 nChanged 38 SP:Iteration 8Q (1350.813294 sec): 3 clusters Score: Raw -40933.895640 + Penalty 388.749460 = -40545.146180 nChanged 25 SP:Iteration 9Q (1350.850847 sec): 3 clusters Score: Raw -40948.332709 + Penalty 388.749460 = -40559.583249 nChanged 25 SP:Iteration 10Q (1350.890636 sec): 3 clusters Score: Raw -40965.982258 + Penalty 388.749460 = -40577.232798 nChanged 35 SP:Iteration 11Q (1350.926440 sec): 3 clusters Score: Raw -40985.040551 + Penalty 388.749460 = -40596.291091 nChanged 21 SP:Iteration 12Q (1350.962187 sec): 3 clusters Score: Raw -40991.567346 + Penalty 388.749460 = -40602.817886 nChanged 13 SP:Iteration 13Q (1350.992837 sec): 3 clusters Score: Raw -40995.209974 + Penalty 388.749460 = -40606.460514 nChanged 10 SP:Iteration 14Q (1351.023321 sec): 3 clusters Score: Raw -40997.482783 + Penalty 388.749460 = -40608.733323 nChanged 7 SP:Iteration 15Q (1351.054037 sec): 3 clusters Score: Raw -40998.961045 + Penalty 388.749460 = -40610.211585 nChanged 4 SP:Iteration 16Q (1351.084771 sec): 3 clusters Score: Raw -40999.922094 + Penalty 388.749460 = -40611.172634 nChanged 5 SP:Iteration 17Q (1351.108283 sec): 3 clusters Score: Raw -41000.829648 + Penalty 388.749460 = -40612.080188 nChanged 2 SP:Iteration 18Q (1351.151165 sec): 3 clusters Score: Raw -41001.066649 + Penalty 388.749460 = -40612.317189 nChanged 3 SP:Iteration 19Q (1351.183500 sec): 3 clusters Score: Raw -41001.384877 + Penalty 388.749460 = -40612.635417 nChanged 1 SP:Iteration 20F (1351.226609 sec): 3 clusters Score: Raw -41001.568026 + Penalty 388.749460 = -40612.818566 nChanged 1 SP:Iteration 21Q (1351.271041 sec): 3 clusters Score: Raw -41001.698712 + Penalty 388.749460 = -40612.949252 nChanged 2 SP:Iteration 22Q (1351.314421 sec): 3 clusters Score: Raw -41001.927442 + Penalty 388.749460 = -40613.177982 nChanged 0 SP:Iteration 23F (1351.366107 sec): 3 clusters Score: Raw -41001.927442 + Penalty 388.749460 = -40613.177982 nChanged 0 Trying to split cluster 3 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1351.391241 sec): 2 clusters Score: Raw -31595.095323 + Penalty 183.201005 = -31411.894318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1351.430188 sec): 3 clusters Score: Raw -31181.184665 + Penalty 366.402011 = -30814.782654 nChanged 332 SP:Iteration 1F (1351.468975 sec): 3 clusters Score: Raw -31403.840030 + Penalty 366.402011 = -31037.438020 nChanged 38 SP:Iteration 2Q (1351.492962 sec): 3 clusters Score: Raw -31424.911634 + Penalty 366.402011 = -31058.509624 nChanged 33 SP:Iteration 3Q (1351.523147 sec): 3 clusters Score: Raw -31438.743428 + Penalty 366.402011 = -31072.341417 nChanged 30 SP:Iteration 4Q (1351.553270 sec): 3 clusters Score: Raw -31451.469121 + Penalty 366.402011 = -31085.067110 nChanged 29 SP:Iteration 5Q (1351.590332 sec): 3 clusters Score: Raw -31473.729493 + Penalty 366.402011 = -31107.327482 nChanged 35 SP:Iteration 6Q (1351.620421 sec): 3 clusters Score: Raw -31496.350730 + Penalty 366.402011 = -31129.948719 nChanged 24 SP:Iteration 7Q (1351.650384 sec): 3 clusters Score: Raw -31512.343875 + Penalty 366.402011 = -31145.941864 nChanged 30 SP:Iteration 8Q (1351.680064 sec): 3 clusters Score: Raw -31537.954666 + Penalty 366.402011 = -31171.552655 nChanged 37 SP:Iteration 9Q (1351.710281 sec): 3 clusters Score: Raw -31573.800587 + Penalty 366.402011 = -31207.398576 nChanged 29 SP:Iteration 10Q (1351.740303 sec): 3 clusters Score: Raw -31601.753001 + Penalty 366.402011 = -31235.350990 nChanged 14 SP:Iteration 11Q (1351.770397 sec): 3 clusters Score: Raw -31618.720838 + Penalty 366.402011 = -31252.318828 nChanged 12 SP:Iteration 12Q (1351.800197 sec): 3 clusters Score: Raw -31629.956310 + Penalty 366.402011 = -31263.554299 nChanged 6 SP:Iteration 13Q (1351.829960 sec): 3 clusters Score: Raw -31635.926053 + Penalty 366.402011 = -31269.524042 nChanged 6 SP:Iteration 14Q (1351.864719 sec): 3 clusters Score: Raw -31643.203423 + Penalty 366.402011 = -31276.801413 nChanged 6 SP:Iteration 15Q (1351.896857 sec): 3 clusters Score: Raw -31650.900414 + Penalty 366.402011 = -31284.498403 nChanged 1 SP:Iteration 16Q (1351.926808 sec): 3 clusters Score: Raw -31651.298341 + Penalty 366.402011 = -31284.896331 nChanged 0 SP:Iteration 17F (1351.961229 sec): 3 clusters Score: Raw -31651.298341 + Penalty 366.402011 = -31284.896331 nChanged 0 Trying to split cluster 4 (1212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1351.976921 sec): 2 clusters Score: Raw -49646.176760 + Penalty 195.250747 = -49450.926013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1352.016216 sec): 3 clusters Score: Raw -48980.260475 + Penalty 390.501494 = -48589.758981 nChanged 499 SP:Iteration 1F (1352.066671 sec): 3 clusters Score: Raw -49293.696814 + Penalty 390.501494 = -48903.195320 nChanged 87 SP:Iteration 2F (1352.097976 sec): 3 clusters Score: Raw -49343.870044 + Penalty 390.501494 = -48953.368549 nChanged 58 SP:Iteration 3Q (1352.143999 sec): 3 clusters Score: Raw -49378.954356 + Penalty 390.501494 = -48988.452862 nChanged 51 SP:Iteration 4Q (1352.174983 sec): 3 clusters Score: Raw -49410.835040 + Penalty 390.501494 = -49020.333546 nChanged 47 SP:Iteration 5Q (1352.217531 sec): 3 clusters Score: Raw -49433.135271 + Penalty 390.501494 = -49042.633777 nChanged 34 SP:Iteration 6Q (1352.248518 sec): 3 clusters Score: Raw -49453.869434 + Penalty 390.501494 = -49063.367940 nChanged 32 SP:Iteration 7Q (1352.279602 sec): 3 clusters Score: Raw -49476.026892 + Penalty 390.501494 = -49085.525398 nChanged 23 SP:Iteration 8Q (1352.310668 sec): 3 clusters Score: Raw -49486.310148 + Penalty 390.501494 = -49095.808654 nChanged 20 SP:Iteration 9Q (1352.341631 sec): 3 clusters Score: Raw -49494.389090 + Penalty 390.501494 = -49103.887596 nChanged 14 SP:Iteration 10Q (1352.372696 sec): 3 clusters Score: Raw -49501.115567 + Penalty 390.501494 = -49110.614073 nChanged 16 SP:Iteration 11Q (1352.403741 sec): 3 clusters Score: Raw -49511.386648 + Penalty 390.501494 = -49120.885154 nChanged 17 SP:Iteration 12Q (1352.440083 sec): 3 clusters Score: Raw -49519.660039 + Penalty 390.501494 = -49129.158544 nChanged 17 SP:Iteration 13Q (1352.471098 sec): 3 clusters Score: Raw -49523.867972 + Penalty 390.501494 = -49133.366478 nChanged 15 SP:Iteration 14Q (1352.502103 sec): 3 clusters Score: Raw -49527.805471 + Penalty 390.501494 = -49137.303977 nChanged 11 SP:Iteration 15Q (1352.533106 sec): 3 clusters Score: Raw -49531.354864 + Penalty 390.501494 = -49140.853370 nChanged 9 SP:Iteration 16Q (1352.564110 sec): 3 clusters Score: Raw -49533.009980 + Penalty 390.501494 = -49142.508485 nChanged 8 SP:Iteration 17Q (1352.595164 sec): 3 clusters Score: Raw -49534.201056 + Penalty 390.501494 = -49143.699562 nChanged 9 SP:Iteration 18Q (1352.630482 sec): 3 clusters Score: Raw -49536.599277 + Penalty 390.501494 = -49146.097783 nChanged 13 SP:Iteration 19Q (1352.666682 sec): 3 clusters Score: Raw -49539.792683 + Penalty 390.501494 = -49149.291189 nChanged 13 SP:Iteration 20F (1352.708869 sec): 3 clusters Score: Raw -49542.681199 + Penalty 390.501494 = -49152.179705 nChanged 13 SP:Iteration 21Q (1352.747950 sec): 3 clusters Score: Raw -49546.333839 + Penalty 390.501494 = -49155.832345 nChanged 15 SP:Iteration 22Q (1352.788070 sec): 3 clusters Score: Raw -49553.258461 + Penalty 390.501494 = -49162.756967 nChanged 13 SP:Iteration 23Q (1352.838526 sec): 3 clusters Score: Raw -49565.807935 + Penalty 390.501494 = -49175.306440 nChanged 15 SP:Iteration 24Q (1352.864025 sec): 3 clusters Score: Raw -49574.916400 + Penalty 390.501494 = -49184.414906 nChanged 12 SP:Iteration 25Q (1352.867119 sec): 3 clusters Score: Raw -49580.315347 + Penalty 390.501494 = -49189.813852 nChanged 10 SP:Iteration 26Q (1352.870051 sec): 3 clusters Score: Raw -49583.447255 + Penalty 390.501494 = -49192.945761 nChanged 5 SP:Iteration 27Q (1352.872949 sec): 3 clusters Score: Raw -49585.937940 + Penalty 390.501494 = -49195.436446 nChanged 9 SP:Iteration 28Q (1352.875825 sec): 3 clusters Score: Raw -49592.844982 + Penalty 390.501494 = -49202.343488 nChanged 9 SP:Iteration 29Q (1352.878699 sec): 3 clusters Score: Raw -49595.923612 + Penalty 390.501494 = -49205.422118 nChanged 8 SP:Iteration 30Q (1352.881584 sec): 3 clusters Score: Raw -49598.005562 + Penalty 390.501494 = -49207.504068 nChanged 6 SP:Iteration 31Q (1352.884486 sec): 3 clusters Score: Raw -49599.400694 + Penalty 390.501494 = -49208.899200 nChanged 6 SP:Iteration 32Q (1352.887353 sec): 3 clusters Score: Raw -49600.908984 + Penalty 390.501494 = -49210.407490 nChanged 8 SP:Iteration 33Q (1352.890247 sec): 3 clusters Score: Raw -49606.502677 + Penalty 390.501494 = -49216.001183 nChanged 12 SP:Iteration 34Q (1352.894158 sec): 3 clusters Score: Raw -49611.089423 + Penalty 390.501494 = -49220.587929 nChanged 13 SP:Iteration 35Q (1352.897091 sec): 3 clusters Score: Raw -49616.972940 + Penalty 390.501494 = -49226.471446 nChanged 11 SP:Iteration 36Q (1352.899977 sec): 3 clusters Score: Raw -49621.083189 + Penalty 390.501494 = -49230.581695 nChanged 6 SP:Iteration 37Q (1352.902846 sec): 3 clusters Score: Raw -49623.215563 + Penalty 390.501494 = -49232.714069 nChanged 6 SP:Iteration 38Q (1352.905690 sec): 3 clusters Score: Raw -49625.660085 + Penalty 390.501494 = -49235.158591 nChanged 8 SP:Iteration 39Q (1352.908569 sec): 3 clusters Score: Raw -49629.401762 + Penalty 390.501494 = -49238.900268 nChanged 3 SP:Iteration 40F (1352.911486 sec): 3 clusters Score: Raw -49630.618903 + Penalty 390.501494 = -49240.117409 nChanged 2 SP:Iteration 41Q (1352.914332 sec): 3 clusters Score: Raw -49631.112025 + Penalty 390.501494 = -49240.610531 nChanged 2 SP:Iteration 42Q (1352.917178 sec): 3 clusters Score: Raw -49632.375524 + Penalty 390.501494 = -49241.874030 nChanged 1 SP:Iteration 43Q (1352.920111 sec): 3 clusters Score: Raw -49632.484210 + Penalty 390.501494 = -49241.982715 nChanged 0 SP:Iteration 44F (1352.923002 sec): 3 clusters Score: Raw -49632.484210 + Penalty 390.501494 = -49241.982715 nChanged 0 Trying to split cluster 5 (11251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1352.951005 sec): 2 clusters Score: Raw -421563.706059 + Penalty 256.525838 = -421307.180221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1352.999907 sec): 3 clusters Score: Raw -414460.965155 + Penalty 513.051676 = -413947.913479 nChanged 5256 SP:Iteration 1F (1353.047523 sec): 3 clusters Score: Raw -418025.353586 + Penalty 513.051676 = -417512.301910 nChanged 1001 SP:Iteration 2F (1353.106422 sec): 3 clusters Score: Raw -418743.395557 + Penalty 513.051676 = -418230.343881 nChanged 950 SP:Iteration 3F (1353.146423 sec): 3 clusters Score: Raw -419526.993525 + Penalty 513.051676 = -419013.941849 nChanged 818 SP:Iteration 4F (1353.178626 sec): 3 clusters Score: Raw -420311.017151 + Penalty 513.051676 = -419797.965475 nChanged 639 SP:Iteration 5F (1353.235749 sec): 3 clusters Score: Raw -420959.172075 + Penalty 513.051676 = -420446.120398 nChanged 393 SP:Iteration 6Q (1353.276334 sec): 3 clusters Score: Raw -421335.008972 + Penalty 513.051676 = -420821.957296 nChanged 171 SP:Iteration 7Q (1353.323732 sec): 3 clusters Score: Raw -421511.051436 + Penalty 513.051676 = -420997.999760 nChanged 50 SP:Iteration 8Q (1353.362004 sec): 3 clusters Score: Raw -421587.798260 + Penalty 513.051676 = -421074.746584 nChanged 22 SP:Iteration 9Q (1353.425645 sec): 3 clusters Score: Raw -421619.306987 + Penalty 513.051676 = -421106.255311 nChanged 9 SP:Iteration 10Q (1353.462815 sec): 3 clusters Score: Raw -421632.459993 + Penalty 513.051676 = -421119.408316 nChanged 6 SP:Iteration 11Q (1353.517066 sec): 3 clusters Score: Raw -421637.959714 + Penalty 513.051676 = -421124.908038 nChanged 5 SP:Iteration 12Q (1353.573158 sec): 3 clusters Score: Raw -421645.260971 + Penalty 513.051676 = -421132.209295 nChanged 6 SP:Iteration 13Q (1353.617501 sec): 3 clusters Score: Raw -421653.660245 + Penalty 513.051676 = -421140.608569 nChanged 6 SP:Iteration 14Q (1353.673165 sec): 3 clusters Score: Raw -421665.247609 + Penalty 513.051676 = -421152.195933 nChanged 4 SP:Iteration 15Q (1353.725721 sec): 3 clusters Score: Raw -421668.817928 + Penalty 513.051676 = -421155.766252 nChanged 2 SP:Iteration 16Q (1353.763192 sec): 3 clusters Score: Raw -421669.494814 + Penalty 513.051676 = -421156.443138 nChanged 0 SP:Iteration 17F (1353.811694 sec): 3 clusters Score: Raw -421669.494814 + Penalty 513.051676 = -421156.443138 nChanged 0 Trying to split cluster 6 (3394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1353.829924 sec): 2 clusters Score: Raw -130831.876568 + Penalty 223.568522 = -130608.308046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1353.872422 sec): 3 clusters Score: Raw -128760.264784 + Penalty 447.137045 = -128313.127739 nChanged 1541 SP:Iteration 1F (1353.916556 sec): 3 clusters Score: Raw -129667.796437 + Penalty 447.137045 = -129220.659393 nChanged 303 SP:Iteration 2F (1353.961056 sec): 3 clusters Score: Raw -129881.733035 + Penalty 447.137045 = -129434.595991 nChanged 309 SP:Iteration 3F (1354.005340 sec): 3 clusters Score: Raw -130179.954376 + Penalty 447.137045 = -129732.817331 nChanged 207 SP:Iteration 4F (1354.052960 sec): 3 clusters Score: Raw -130396.592658 + Penalty 447.137045 = -129949.455613 nChanged 153 SP:Iteration 5Q (1354.104463 sec): 3 clusters Score: Raw -130529.458003 + Penalty 447.137045 = -130082.320959 nChanged 75 SP:Iteration 6Q (1354.155738 sec): 3 clusters Score: Raw -130574.554381 + Penalty 447.137045 = -130127.417337 nChanged 58 SP:Iteration 7Q (1354.196499 sec): 3 clusters Score: Raw -130606.015221 + Penalty 447.137045 = -130158.878177 nChanged 51 SP:Iteration 8Q (1354.238842 sec): 3 clusters Score: Raw -130629.031246 + Penalty 447.137045 = -130181.894202 nChanged 38 SP:Iteration 9Q (1354.289212 sec): 3 clusters Score: Raw -130647.957363 + Penalty 447.137045 = -130200.820318 nChanged 33 SP:Iteration 10Q (1354.335066 sec): 3 clusters Score: Raw -130664.577623 + Penalty 447.137045 = -130217.440578 nChanged 35 SP:Iteration 11Q (1354.392820 sec): 3 clusters Score: Raw -130685.251745 + Penalty 447.137045 = -130238.114700 nChanged 34 SP:Iteration 12Q (1354.426664 sec): 3 clusters Score: Raw -130700.667426 + Penalty 447.137045 = -130253.530381 nChanged 26 SP:Iteration 13Q (1354.479893 sec): 3 clusters Score: Raw -130712.321934 + Penalty 447.137045 = -130265.184890 nChanged 28 SP:Iteration 14Q (1354.523969 sec): 3 clusters Score: Raw -130727.651568 + Penalty 447.137045 = -130280.514524 nChanged 24 SP:Iteration 15Q (1354.554546 sec): 3 clusters Score: Raw -130740.226034 + Penalty 447.137045 = -130293.088989 nChanged 18 SP:Iteration 16Q (1354.609211 sec): 3 clusters Score: Raw -130747.042193 + Penalty 447.137045 = -130299.905149 nChanged 12 SP:Iteration 17Q (1354.643040 sec): 3 clusters Score: Raw -130750.983051 + Penalty 447.137045 = -130303.846007 nChanged 15 SP:Iteration 18Q (1354.676114 sec): 3 clusters Score: Raw -130755.245639 + Penalty 447.137045 = -130308.108595 nChanged 5 SP:Iteration 19Q (1354.709821 sec): 3 clusters Score: Raw -130755.892849 + Penalty 447.137045 = -130308.755804 nChanged 3 SP:Iteration 20F (1354.751751 sec): 3 clusters Score: Raw -130756.920017 + Penalty 447.137045 = -130309.782973 nChanged 6 SP:Iteration 21Q (1354.783275 sec): 3 clusters Score: Raw -130760.363988 + Penalty 447.137045 = -130313.226943 nChanged 10 SP:Iteration 22Q (1354.815797 sec): 3 clusters Score: Raw -130763.998669 + Penalty 447.137045 = -130316.861624 nChanged 5 SP:Iteration 23Q (1354.849106 sec): 3 clusters Score: Raw -130766.256724 + Penalty 447.137045 = -130319.119680 nChanged 6 SP:Iteration 24Q (1354.882136 sec): 3 clusters Score: Raw -130768.928241 + Penalty 447.137045 = -130321.791196 nChanged 9 SP:Iteration 25Q (1354.935649 sec): 3 clusters Score: Raw -130772.543200 + Penalty 447.137045 = -130325.406155 nChanged 9 SP:Iteration 26Q (1354.970872 sec): 3 clusters Score: Raw -130778.891213 + Penalty 447.137045 = -130331.754169 nChanged 12 SP:Iteration 27Q (1355.016835 sec): 3 clusters Score: Raw -130785.658516 + Penalty 447.137045 = -130338.521471 nChanged 12 SP:Iteration 28Q (1355.067582 sec): 3 clusters Score: Raw -130791.192813 + Penalty 447.137045 = -130344.055769 nChanged 12 SP:Iteration 29Q (1355.118025 sec): 3 clusters Score: Raw -130795.254371 + Penalty 447.137045 = -130348.117327 nChanged 12 SP:Iteration 30Q (1355.159887 sec): 3 clusters Score: Raw -130799.148341 + Penalty 447.137045 = -130352.011297 nChanged 8 SP:Iteration 31Q (1355.210220 sec): 3 clusters Score: Raw -130800.565878 + Penalty 447.137045 = -130353.428833 nChanged 3 SP:Iteration 32Q (1355.255586 sec): 3 clusters Score: Raw -130801.680460 + Penalty 447.137045 = -130354.543415 nChanged 1 SP:Iteration 33Q (1355.306879 sec): 3 clusters Score: Raw -130801.767438 + Penalty 447.137045 = -130354.630393 nChanged 0 SP:Iteration 34F (1355.357798 sec): 3 clusters Score: Raw -130801.767438 + Penalty 447.137045 = -130354.630393 nChanged 0 Trying to split cluster 7 (3246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1355.383082 sec): 2 clusters Score: Raw -126763.695245 + Penalty 222.342416 = -126541.352829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1355.433673 sec): 3 clusters Score: Raw -124832.067243 + Penalty 444.684831 = -124387.382412 nChanged 1499 SP:Iteration 1F (1355.484125 sec): 3 clusters Score: Raw -125680.951464 + Penalty 444.684831 = -125236.266633 nChanged 200 SP:Iteration 2F (1355.531836 sec): 3 clusters Score: Raw -125783.026719 + Penalty 444.684831 = -125338.341888 nChanged 195 SP:Iteration 3F (1355.579142 sec): 3 clusters Score: Raw -125901.265381 + Penalty 444.684831 = -125456.580550 nChanged 185 SP:Iteration 4F (1355.630280 sec): 3 clusters Score: Raw -126028.206426 + Penalty 444.684831 = -125583.521594 nChanged 176 SP:Iteration 5F (1355.684086 sec): 3 clusters Score: Raw -126162.036447 + Penalty 444.684831 = -125717.351616 nChanged 170 SP:Iteration 6F (1355.719519 sec): 3 clusters Score: Raw -126284.839597 + Penalty 444.684831 = -125840.154766 nChanged 143 SP:Iteration 7Q (1355.762979 sec): 3 clusters Score: Raw -126371.003724 + Penalty 444.684831 = -125926.318893 nChanged 117 SP:Iteration 8Q (1355.813784 sec): 3 clusters Score: Raw -126432.413605 + Penalty 444.684831 = -125987.728774 nChanged 102 SP:Iteration 9Q (1355.859370 sec): 3 clusters Score: Raw -126498.149057 + Penalty 444.684831 = -126053.464226 nChanged 78 SP:Iteration 10Q (1355.893666 sec): 3 clusters Score: Raw -126554.647205 + Penalty 444.684831 = -126109.962373 nChanged 72 SP:Iteration 11Q (1355.938889 sec): 3 clusters Score: Raw -126606.095340 + Penalty 444.684831 = -126161.410509 nChanged 74 SP:Iteration 12Q (1355.979505 sec): 3 clusters Score: Raw -126659.575081 + Penalty 444.684831 = -126214.890250 nChanged 54 SP:Iteration 13Q (1356.031540 sec): 3 clusters Score: Raw -126702.761546 + Penalty 444.684831 = -126258.076715 nChanged 48 SP:Iteration 14Q (1356.072964 sec): 3 clusters Score: Raw -126742.864713 + Penalty 444.684831 = -126298.179882 nChanged 38 SP:Iteration 15Q (1356.123775 sec): 3 clusters Score: Raw -126765.062310 + Penalty 444.684831 = -126320.377478 nChanged 38 SP:Iteration 16Q (1356.187175 sec): 3 clusters Score: Raw -126782.223240 + Penalty 444.684831 = -126337.538409 nChanged 22 SP:Iteration 17Q (1356.220562 sec): 3 clusters Score: Raw -126795.279778 + Penalty 444.684831 = -126350.594947 nChanged 21 SP:Iteration 18Q (1356.271455 sec): 3 clusters Score: Raw -126803.765020 + Penalty 444.684831 = -126359.080188 nChanged 15 SP:Iteration 19Q (1356.326801 sec): 3 clusters Score: Raw -126807.582102 + Penalty 444.684831 = -126362.897271 nChanged 11 SP:Iteration 20F (1356.365053 sec): 3 clusters Score: Raw -126810.193049 + Penalty 444.684831 = -126365.508218 nChanged 11 SP:Iteration 21Q (1356.415337 sec): 3 clusters Score: Raw -126813.097564 + Penalty 444.684831 = -126368.412733 nChanged 9 SP:Iteration 22Q (1356.446755 sec): 3 clusters Score: Raw -126815.573372 + Penalty 444.684831 = -126370.888541 nChanged 5 SP:Iteration 23Q (1356.489520 sec): 3 clusters Score: Raw -126818.986770 + Penalty 444.684831 = -126374.301939 nChanged 9 SP:Iteration 24Q (1356.524778 sec): 3 clusters Score: Raw -126821.786672 + Penalty 444.684831 = -126377.101841 nChanged 7 SP:Iteration 25Q (1356.558085 sec): 3 clusters Score: Raw -126823.089240 + Penalty 444.684831 = -126378.404409 nChanged 4 SP:Iteration 26Q (1356.597779 sec): 3 clusters Score: Raw -126823.983080 + Penalty 444.684831 = -126379.298249 nChanged 6 SP:Iteration 27Q (1356.632999 sec): 3 clusters Score: Raw -126826.286749 + Penalty 444.684831 = -126381.601918 nChanged 8 SP:Iteration 28Q (1356.671377 sec): 3 clusters Score: Raw -126827.733593 + Penalty 444.684831 = -126383.048762 nChanged 5 SP:Iteration 29Q (1356.704873 sec): 3 clusters Score: Raw -126828.806823 + Penalty 444.684831 = -126384.121992 nChanged 5 SP:Iteration 30Q (1356.738326 sec): 3 clusters Score: Raw -126829.204558 + Penalty 444.684831 = -126384.519727 nChanged 3 SP:Iteration 31Q (1356.771812 sec): 3 clusters Score: Raw -126829.576760 + Penalty 444.684831 = -126384.891929 nChanged 1 SP:Iteration 32Q (1356.797901 sec): 3 clusters Score: Raw -126829.722004 + Penalty 444.684831 = -126385.037173 nChanged 0 SP:Iteration 33F (1356.834480 sec): 3 clusters Score: Raw -126829.722004 + Penalty 444.684831 = -126385.037173 nChanged 0 Trying to split cluster 8 (1013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1356.855316 sec): 2 clusters Score: Raw -39641.130793 + Penalty 190.318466 = -39450.812326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1356.898048 sec): 3 clusters Score: Raw -39100.307962 + Penalty 380.636933 = -38719.671029 nChanged 416 SP:Iteration 1F (1356.940456 sec): 3 clusters Score: Raw -39380.939668 + Penalty 380.636933 = -39000.302736 nChanged 87 SP:Iteration 2F (1356.982816 sec): 3 clusters Score: Raw -39448.746165 + Penalty 380.636933 = -39068.109232 nChanged 56 SP:Iteration 3F (1357.024984 sec): 3 clusters Score: Raw -39490.313831 + Penalty 380.636933 = -39109.676899 nChanged 41 SP:Iteration 4Q (1357.063288 sec): 3 clusters Score: Raw -39510.801646 + Penalty 380.636933 = -39130.164713 nChanged 25 SP:Iteration 5Q (1357.102652 sec): 3 clusters Score: Raw -39524.567541 + Penalty 380.636933 = -39143.930608 nChanged 19 SP:Iteration 6Q (1357.159636 sec): 3 clusters Score: Raw -39531.020502 + Penalty 380.636933 = -39150.383569 nChanged 11 SP:Iteration 7Q (1357.197689 sec): 3 clusters Score: Raw -39533.836454 + Penalty 380.636933 = -39153.199521 nChanged 12 SP:Iteration 8Q (1357.235697 sec): 3 clusters Score: Raw -39537.279113 + Penalty 380.636933 = -39156.642181 nChanged 9 SP:Iteration 9Q (1357.266407 sec): 3 clusters Score: Raw -39541.255055 + Penalty 380.636933 = -39160.618122 nChanged 7 SP:Iteration 10Q (1357.318872 sec): 3 clusters Score: Raw -39544.965033 + Penalty 380.636933 = -39164.328100 nChanged 16 SP:Iteration 11Q (1357.358101 sec): 3 clusters Score: Raw -39555.132195 + Penalty 380.636933 = -39174.495263 nChanged 12 SP:Iteration 12Q (1357.396987 sec): 3 clusters Score: Raw -39560.293997 + Penalty 380.636933 = -39179.657064 nChanged 10 SP:Iteration 13Q (1357.431100 sec): 3 clusters Score: Raw -39563.239288 + Penalty 380.636933 = -39182.602356 nChanged 5 SP:Iteration 14Q (1357.470728 sec): 3 clusters Score: Raw -39564.896870 + Penalty 380.636933 = -39184.259937 nChanged 2 SP:Iteration 15Q (1357.505955 sec): 3 clusters Score: Raw -39565.521234 + Penalty 380.636933 = -39184.884301 nChanged 2 SP:Iteration 16Q (1357.541174 sec): 3 clusters Score: Raw -39566.142268 + Penalty 380.636933 = -39185.505335 nChanged 1 SP:Iteration 17Q (1357.580311 sec): 3 clusters Score: Raw -39566.599845 + Penalty 380.636933 = -39185.962913 nChanged 2 SP:Iteration 18Q (1357.623241 sec): 3 clusters Score: Raw -39569.026104 + Penalty 380.636933 = -39188.389172 nChanged 4 SP:Iteration 19Q (1357.654268 sec): 3 clusters Score: Raw -39570.628781 + Penalty 380.636933 = -39189.991848 nChanged 7 SP:Iteration 20F (1357.689672 sec): 3 clusters Score: Raw -39573.138344 + Penalty 380.636933 = -39192.501411 nChanged 8 SP:Iteration 21Q (1357.742752 sec): 3 clusters Score: Raw -39575.644535 + Penalty 380.636933 = -39195.007602 nChanged 5 SP:Iteration 22Q (1357.786184 sec): 3 clusters Score: Raw -39577.172053 + Penalty 380.636933 = -39196.535121 nChanged 3 SP:Iteration 23Q (1357.822035 sec): 3 clusters Score: Raw -39577.589547 + Penalty 380.636933 = -39196.952614 nChanged 1 SP:Iteration 24Q (1357.824719 sec): 3 clusters Score: Raw -39577.680732 + Penalty 380.636933 = -39197.043799 nChanged 0 SP:Iteration 25F (1357.827227 sec): 3 clusters Score: Raw -39577.680732 + Penalty 380.636933 = -39197.043799 nChanged 0 Trying to split cluster 9 (4935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1357.858165 sec): 2 clusters Score: Raw -196555.171712 + Penalty 233.862969 = -196321.308743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1357.890911 sec): 3 clusters Score: Raw -193559.054469 + Penalty 467.725937 = -193091.328532 nChanged 2268 SP:Iteration 1F (1357.928572 sec): 3 clusters Score: Raw -194929.389106 + Penalty 467.725937 = -194461.663169 nChanged 368 SP:Iteration 2F (1357.965276 sec): 3 clusters Score: Raw -195230.915747 + Penalty 467.725937 = -194763.189809 nChanged 377 SP:Iteration 3F (1358.030826 sec): 3 clusters Score: Raw -195612.821644 + Penalty 467.725937 = -195145.095707 nChanged 325 SP:Iteration 4F (1358.065999 sec): 3 clusters Score: Raw -195931.991116 + Penalty 467.725937 = -195464.265178 nChanged 240 SP:Iteration 5Q (1358.097942 sec): 3 clusters Score: Raw -196100.383386 + Penalty 467.725937 = -195632.657449 nChanged 151 SP:Iteration 6Q (1358.133651 sec): 3 clusters Score: Raw -196181.479728 + Penalty 467.725937 = -195713.753791 nChanged 109 SP:Iteration 7Q (1358.183358 sec): 3 clusters Score: Raw -196214.853382 + Penalty 467.725937 = -195747.127444 nChanged 59 SP:Iteration 8Q (1358.224098 sec): 3 clusters Score: Raw -196233.940912 + Penalty 467.725937 = -195766.214975 nChanged 60 SP:Iteration 9Q (1358.257132 sec): 3 clusters Score: Raw -196254.740024 + Penalty 467.725937 = -195787.014086 nChanged 46 SP:Iteration 10Q (1358.299430 sec): 3 clusters Score: Raw -196271.864325 + Penalty 467.725937 = -195804.138387 nChanged 45 SP:Iteration 11Q (1358.351839 sec): 3 clusters Score: Raw -196286.219821 + Penalty 467.725937 = -195818.493884 nChanged 42 SP:Iteration 12Q (1358.387436 sec): 3 clusters Score: Raw -196298.456223 + Penalty 467.725937 = -195830.730286 nChanged 38 SP:Iteration 13Q (1358.422874 sec): 3 clusters Score: Raw -196310.057575 + Penalty 467.725937 = -195842.331638 nChanged 36 SP:Iteration 14Q (1358.457635 sec): 3 clusters Score: Raw -196321.269207 + Penalty 467.725937 = -195853.543269 nChanged 35 SP:Iteration 15Q (1358.493102 sec): 3 clusters Score: Raw -196332.022442 + Penalty 467.725937 = -195864.296505 nChanged 32 SP:Iteration 16Q (1358.528593 sec): 3 clusters Score: Raw -196343.669031 + Penalty 467.725937 = -195875.943093 nChanged 36 SP:Iteration 17Q (1358.564594 sec): 3 clusters Score: Raw -196354.278770 + Penalty 467.725937 = -195886.552833 nChanged 34 SP:Iteration 18Q (1358.604833 sec): 3 clusters Score: Raw -196368.382836 + Penalty 467.725937 = -195900.656899 nChanged 38 SP:Iteration 19Q (1358.660232 sec): 3 clusters Score: Raw -196379.396826 + Penalty 467.725937 = -195911.670889 nChanged 29 SP:Iteration 20F (1358.698991 sec): 3 clusters Score: Raw -196386.266637 + Penalty 467.725937 = -195918.540699 nChanged 29 SP:Iteration 21Q (1358.737100 sec): 3 clusters Score: Raw -196395.550929 + Penalty 467.725937 = -195927.824992 nChanged 42 SP:Iteration 22Q (1358.785078 sec): 3 clusters Score: Raw -196408.214533 + Penalty 467.725937 = -195940.488595 nChanged 26 SP:Iteration 23Q (1358.820548 sec): 3 clusters Score: Raw -196414.829353 + Penalty 467.725937 = -195947.103415 nChanged 28 SP:Iteration 24Q (1358.855995 sec): 3 clusters Score: Raw -196421.084191 + Penalty 467.725937 = -195953.358253 nChanged 32 SP:Iteration 25Q (1358.891437 sec): 3 clusters Score: Raw -196431.386143 + Penalty 467.725937 = -195963.660206 nChanged 34 SP:Iteration 26Q (1358.926817 sec): 3 clusters Score: Raw -196447.320889 + Penalty 467.725937 = -195979.594951 nChanged 32 SP:Iteration 27Q (1358.962165 sec): 3 clusters Score: Raw -196464.062434 + Penalty 467.725937 = -195996.336496 nChanged 26 SP:Iteration 28Q (1358.990152 sec): 3 clusters Score: Raw -196477.444960 + Penalty 467.725937 = -196009.719022 nChanged 31 SP:Iteration 29Q (1359.025502 sec): 3 clusters Score: Raw -196493.838831 + Penalty 467.725937 = -196026.112894 nChanged 25 SP:Iteration 30Q (1359.058054 sec): 3 clusters Score: Raw -196506.563353 + Penalty 467.725937 = -196038.837416 nChanged 31 SP:Iteration 31Q (1359.093403 sec): 3 clusters Score: Raw -196518.139361 + Penalty 467.725937 = -196050.413423 nChanged 14 SP:Iteration 32Q (1359.128737 sec): 3 clusters Score: Raw -196522.377164 + Penalty 467.725937 = -196054.651227 nChanged 14 SP:Iteration 33Q (1359.171435 sec): 3 clusters Score: Raw -196526.511499 + Penalty 467.725937 = -196058.785561 nChanged 8 SP:Iteration 34Q (1359.206688 sec): 3 clusters Score: Raw -196528.647156 + Penalty 467.725937 = -196060.921218 nChanged 10 SP:Iteration 35Q (1359.242045 sec): 3 clusters Score: Raw -196531.541014 + Penalty 467.725937 = -196063.815077 nChanged 8 SP:Iteration 36Q (1359.279165 sec): 3 clusters Score: Raw -196533.161888 + Penalty 467.725937 = -196065.435951 nChanged 6 SP:Iteration 37Q (1359.307506 sec): 3 clusters Score: Raw -196534.563979 + Penalty 467.725937 = -196066.838042 nChanged 7 SP:Iteration 38Q (1359.343712 sec): 3 clusters Score: Raw -196537.567724 + Penalty 467.725937 = -196069.841787 nChanged 13 SP:Iteration 39Q (1359.394841 sec): 3 clusters Score: Raw -196543.401334 + Penalty 467.725937 = -196075.675397 nChanged 15 SP:Iteration 40F (1359.445889 sec): 3 clusters Score: Raw -196553.731100 + Penalty 467.725937 = -196086.005163 nChanged 14 SP:Iteration 41Q (1359.495154 sec): 3 clusters Score: Raw -196558.614327 + Penalty 467.725937 = -196090.888389 nChanged 11 SP:Iteration 42Q (1359.541017 sec): 3 clusters Score: Raw -196561.258989 + Penalty 467.725937 = -196093.533052 nChanged 13 SP:Iteration 43Q (1359.592019 sec): 3 clusters Score: Raw -196564.861108 + Penalty 467.725937 = -196097.135171 nChanged 8 SP:Iteration 44Q (1359.637629 sec): 3 clusters Score: Raw -196567.944408 + Penalty 467.725937 = -196100.218470 nChanged 9 SP:Iteration 45Q (1359.688473 sec): 3 clusters Score: Raw -196571.465692 + Penalty 467.725937 = -196103.739755 nChanged 11 SP:Iteration 46Q (1359.739846 sec): 3 clusters Score: Raw -196575.661576 + Penalty 467.725937 = -196107.935639 nChanged 12 SP:Iteration 47Q (1359.790817 sec): 3 clusters Score: Raw -196581.755699 + Penalty 467.725937 = -196114.029762 nChanged 11 SP:Iteration 48Q (1359.836484 sec): 3 clusters Score: Raw -196586.717022 + Penalty 467.725937 = -196118.991084 nChanged 6 SP:Iteration 49Q (1359.883408 sec): 3 clusters Score: Raw -196588.673936 + Penalty 467.725937 = -196120.947999 nChanged 10 SP:Iteration 50Q (1359.927163 sec): 3 clusters Score: Raw -196592.016399 + Penalty 467.725937 = -196124.290462 nChanged 5 SP:Iteration 51Q (1359.975781 sec): 3 clusters Score: Raw -196593.042914 + Penalty 467.725937 = -196125.316977 nChanged 4 SP:Iteration 52Q (1360.026834 sec): 3 clusters Score: Raw -196594.272665 + Penalty 467.725937 = -196126.546727 nChanged 4 SP:Iteration 53Q (1360.078189 sec): 3 clusters Score: Raw -196595.604787 + Penalty 467.725937 = -196127.878849 nChanged 4 SP:Iteration 54Q (1360.129377 sec): 3 clusters Score: Raw -196598.671532 + Penalty 467.725937 = -196130.945595 nChanged 6 SP:Iteration 55Q (1360.180511 sec): 3 clusters Score: Raw -196601.572591 + Penalty 467.725937 = -196133.846654 nChanged 2 SP:Iteration 56Q (1360.219953 sec): 3 clusters Score: Raw -196602.409115 + Penalty 467.725937 = -196134.683178 nChanged 3 SP:Iteration 57Q (1360.270640 sec): 3 clusters Score: Raw -196603.015387 + Penalty 467.725937 = -196135.289449 nChanged 1 SP:Iteration 58Q (1360.316754 sec): 3 clusters Score: Raw -196603.149857 + Penalty 467.725937 = -196135.423919 nChanged 0 SP:Iteration 59F (1360.360991 sec): 3 clusters Score: Raw -196603.149857 + Penalty 467.725937 = -196135.423919 nChanged 0 Trying to split cluster 10 (2460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1360.397924 sec): 2 clusters Score: Raw -100294.709041 + Penalty 214.717707 = -100079.991333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1360.437011 sec): 3 clusters Score: Raw -98810.595760 + Penalty 429.435415 = -98381.160345 nChanged 1080 SP:Iteration 1F (1360.477805 sec): 3 clusters Score: Raw -99510.647540 + Penalty 429.435415 = -99081.212125 nChanged 156 SP:Iteration 2F (1360.514371 sec): 3 clusters Score: Raw -99602.043555 + Penalty 429.435415 = -99172.608140 nChanged 164 SP:Iteration 3F (1360.562457 sec): 3 clusters Score: Raw -99711.185493 + Penalty 429.435415 = -99281.750078 nChanged 176 SP:Iteration 4F (1360.610756 sec): 3 clusters Score: Raw -99852.607600 + Penalty 429.435415 = -99423.172185 nChanged 166 SP:Iteration 5F (1360.656676 sec): 3 clusters Score: Raw -100013.798930 + Penalty 429.435415 = -99584.363515 nChanged 142 SP:Iteration 6F (1360.674455 sec): 3 clusters Score: Raw -100157.279740 + Penalty 429.435415 = -99727.844325 nChanged 80 SP:Iteration 7Q (1360.679708 sec): 3 clusters Score: Raw -100235.903803 + Penalty 429.435415 = -99806.468388 nChanged 38 SP:Iteration 8Q (1360.685144 sec): 3 clusters Score: Raw -100268.837196 + Penalty 429.435415 = -99839.401781 nChanged 16 SP:Iteration 9Q (1360.690434 sec): 3 clusters Score: Raw -100285.291650 + Penalty 429.435415 = -99855.856235 nChanged 7 SP:Iteration 10Q (1360.695522 sec): 3 clusters Score: Raw -100297.324763 + Penalty 429.435415 = -99867.889349 nChanged 4 SP:Iteration 11Q (1360.700583 sec): 3 clusters Score: Raw -100305.213016 + Penalty 429.435415 = -99875.777601 nChanged 0 SP:Iteration 12F (1360.718467 sec): 3 clusters Score: Raw -100305.213016 + Penalty 429.435415 = -99875.777601 nChanged 0 Trying to split cluster 11 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1360.742675 sec): 2 clusters Score: Raw -19632.957645 + Penalty 173.018151 = -19459.939493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1360.785912 sec): 3 clusters Score: Raw -19378.914243 + Penalty 346.036303 = -19032.877940 nChanged 205 SP:Iteration 1F (1360.837142 sec): 3 clusters Score: Raw -19486.727190 + Penalty 346.036303 = -19140.690887 nChanged 31 SP:Iteration 2F (1360.880327 sec): 3 clusters Score: Raw -19510.916153 + Penalty 346.036303 = -19164.879850 nChanged 34 SP:Iteration 3F (1360.927948 sec): 3 clusters Score: Raw -19535.420047 + Penalty 346.036303 = -19189.383744 nChanged 31 SP:Iteration 4F (1360.972691 sec): 3 clusters Score: Raw -19551.916115 + Penalty 346.036303 = -19205.879812 nChanged 20 SP:Iteration 5Q (1360.991800 sec): 3 clusters Score: Raw -19563.675566 + Penalty 346.036303 = -19217.639263 nChanged 17 SP:Iteration 6Q (1360.993407 sec): 3 clusters Score: Raw -19571.997381 + Penalty 346.036303 = -19225.961079 nChanged 9 SP:Iteration 7Q (1360.994999 sec): 3 clusters Score: Raw -19578.736482 + Penalty 346.036303 = -19232.700179 nChanged 6 SP:Iteration 8Q (1360.996579 sec): 3 clusters Score: Raw -19581.513815 + Penalty 346.036303 = -19235.477512 nChanged 5 SP:Iteration 9Q (1360.998204 sec): 3 clusters Score: Raw -19582.805567 + Penalty 346.036303 = -19236.769265 nChanged 3 SP:Iteration 10Q (1360.999791 sec): 3 clusters Score: Raw -19583.733021 + Penalty 346.036303 = -19237.696718 nChanged 1 SP:Iteration 11Q (1361.001360 sec): 3 clusters Score: Raw -19583.867441 + Penalty 346.036303 = -19237.831139 nChanged 0 SP:Iteration 12F (1361.002913 sec): 3 clusters Score: Raw -19583.867441 + Penalty 346.036303 = -19237.831139 nChanged 0 Trying to split cluster 12 (89218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1361.088396 sec): 2 clusters Score: Raw -3562545.164651 + Penalty 313.468048 = -3562231.696604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1361.196051 sec): 3 clusters Score: Raw -3502247.277910 + Penalty 626.936095 = -3501620.341815 nChanged 43865 SP:Iteration 1F (1361.283556 sec): 3 clusters Score: Raw -3532233.551056 + Penalty 626.936095 = -3531606.614961 nChanged 5255 SP:Iteration 2F (1361.379771 sec): 3 clusters Score: Raw -3535083.819301 + Penalty 626.936095 = -3534456.883206 nChanged 5524 SP:Iteration 3F (1361.480270 sec): 3 clusters Score: Raw -3538213.002108 + Penalty 626.936095 = -3537586.066013 nChanged 5045 SP:Iteration 4F (1361.586416 sec): 3 clusters Score: Raw -3541029.432984 + Penalty 626.936095 = -3540402.496889 nChanged 4390 SP:Iteration 5Q (1361.699489 sec): 3 clusters Score: Raw -3543378.473809 + Penalty 626.936095 = -3542751.537713 nChanged 3942 SP:Iteration 6Q (1361.817628 sec): 3 clusters Score: Raw -3545314.259185 + Penalty 626.936095 = -3544687.323090 nChanged 3493 SP:Iteration 7Q (1361.925090 sec): 3 clusters Score: Raw -3546839.487500 + Penalty 626.936095 = -3546212.551405 nChanged 2948 SP:Iteration 8Q (1362.034740 sec): 3 clusters Score: Raw -3548006.133856 + Penalty 626.936095 = -3547379.197760 nChanged 2534 SP:Iteration 9Q (1362.141452 sec): 3 clusters Score: Raw -3548927.092041 + Penalty 626.936095 = -3548300.155946 nChanged 2153 SP:Iteration 10Q (1362.254866 sec): 3 clusters Score: Raw -3549698.352147 + Penalty 626.936095 = -3549071.416052 nChanged 2014 SP:Iteration 11Q (1362.362215 sec): 3 clusters Score: Raw -3550395.875685 + Penalty 626.936095 = -3549768.939590 nChanged 1799 SP:Iteration 12Q (1362.472862 sec): 3 clusters Score: Raw -3551002.699442 + Penalty 626.936095 = -3550375.763347 nChanged 1652 SP:Iteration 13Q (1362.575766 sec): 3 clusters Score: Raw -3551548.932324 + Penalty 626.936095 = -3550921.996229 nChanged 1545 SP:Iteration 14Q (1362.691477 sec): 3 clusters Score: Raw -3552057.195930 + Penalty 626.936095 = -3551430.259835 nChanged 1532 SP:Iteration 15Q (1362.805515 sec): 3 clusters Score: Raw -3552560.277723 + Penalty 626.936095 = -3551933.341628 nChanged 1471 SP:Iteration 16Q (1362.909995 sec): 3 clusters Score: Raw -3553039.605127 + Penalty 626.936095 = -3552412.669032 nChanged 1467 SP:Iteration 17Q (1363.022618 sec): 3 clusters Score: Raw -3553532.822881 + Penalty 626.936095 = -3552905.886786 nChanged 1484 SP:Iteration 18Q (1363.132586 sec): 3 clusters Score: Raw -3554045.655316 + Penalty 626.936095 = -3553418.719221 nChanged 1517 SP:Iteration 19Q (1363.249709 sec): 3 clusters Score: Raw -3554601.528715 + Penalty 626.936095 = -3553974.592620 nChanged 1561 SP:Iteration 20F (1363.351564 sec): 3 clusters Score: Raw -3555234.892111 + Penalty 626.936095 = -3554607.956016 nChanged 1603 SP:Iteration 21Q (1363.455174 sec): 3 clusters Score: Raw -3555952.968802 + Penalty 626.936095 = -3555326.032707 nChanged 1671 SP:Iteration 22Q (1363.564128 sec): 3 clusters Score: Raw -3556807.518488 + Penalty 626.936095 = -3556180.582393 nChanged 1731 SP:Iteration 23Q (1363.660536 sec): 3 clusters Score: Raw -3557759.144430 + Penalty 626.936095 = -3557132.208335 nChanged 1654 SP:Iteration 24Q (1363.759940 sec): 3 clusters Score: Raw -3558734.770433 + Penalty 626.936095 = -3558107.834338 nChanged 1560 SP:Iteration 25Q (1363.875656 sec): 3 clusters Score: Raw -3559709.847363 + Penalty 626.936095 = -3559082.911268 nChanged 1326 SP:Iteration 26Q (1363.979856 sec): 3 clusters Score: Raw -3560548.641011 + Penalty 626.936095 = -3559921.704916 nChanged 1089 SP:Iteration 27Q (1364.087858 sec): 3 clusters Score: Raw -3561228.665421 + Penalty 626.936095 = -3560601.729326 nChanged 811 SP:Iteration 28Q (1364.187315 sec): 3 clusters Score: Raw -3561723.804092 + Penalty 626.936095 = -3561096.867997 nChanged 569 SP:Iteration 29Q (1364.285909 sec): 3 clusters Score: Raw -3562056.962095 + Penalty 626.936095 = -3561430.026000 nChanged 365 SP:Iteration 30Q (1364.396188 sec): 3 clusters Score: Raw -3562256.539441 + Penalty 626.936095 = -3561629.603346 nChanged 257 SP:Iteration 31Q (1364.488857 sec): 3 clusters Score: Raw -3562390.839995 + Penalty 626.936095 = -3561763.903900 nChanged 180 SP:Iteration 32Q (1364.588759 sec): 3 clusters Score: Raw -3562474.281242 + Penalty 626.936095 = -3561847.345147 nChanged 119 SP:Iteration 33Q (1364.677896 sec): 3 clusters Score: Raw -3562529.957584 + Penalty 626.936095 = -3561903.021489 nChanged 91 SP:Iteration 34Q (1364.770888 sec): 3 clusters Score: Raw -3562566.604702 + Penalty 626.936095 = -3561939.668607 nChanged 59 SP:Iteration 35Q (1364.859630 sec): 3 clusters Score: Raw -3562585.167151 + Penalty 626.936095 = -3561958.231056 nChanged 33 SP:Iteration 36Q (1364.953482 sec): 3 clusters Score: Raw -3562593.062156 + Penalty 626.936095 = -3561966.126061 nChanged 21 SP:Iteration 37Q (1365.050833 sec): 3 clusters Score: Raw -3562597.893469 + Penalty 626.936095 = -3561970.957374 nChanged 16 SP:Iteration 38Q (1365.158824 sec): 3 clusters Score: Raw -3562601.499811 + Penalty 626.936095 = -3561974.563716 nChanged 12 SP:Iteration 39Q (1365.260914 sec): 3 clusters Score: Raw -3562604.760133 + Penalty 626.936095 = -3561977.824038 nChanged 17 SP:Iteration 40F (1365.364152 sec): 3 clusters Score: Raw -3562611.668256 + Penalty 626.936095 = -3561984.732161 nChanged 21 SP:Iteration 41Q (1365.457801 sec): 3 clusters Score: Raw -3562619.319274 + Penalty 626.936095 = -3561992.383179 nChanged 21 SP:Iteration 42Q (1365.552128 sec): 3 clusters Score: Raw -3562629.407377 + Penalty 626.936095 = -3562002.471282 nChanged 14 SP:Iteration 43Q (1365.650315 sec): 3 clusters Score: Raw -3562634.815512 + Penalty 626.936095 = -3562007.879417 nChanged 14 SP:Iteration 44Q (1365.753334 sec): 3 clusters Score: Raw -3562639.339724 + Penalty 626.936095 = -3562012.403629 nChanged 13 SP:Iteration 45Q (1365.852929 sec): 3 clusters Score: Raw -3562644.577943 + Penalty 626.936095 = -3562017.641848 nChanged 13 SP:Iteration 46Q (1365.952817 sec): 3 clusters Score: Raw -3562648.412804 + Penalty 626.936095 = -3562021.476709 nChanged 4 SP:Iteration 47Q (1366.048398 sec): 3 clusters Score: Raw -3562649.476921 + Penalty 626.936095 = -3562022.540826 nChanged 4 SP:Iteration 48Q (1366.145109 sec): 3 clusters Score: Raw -3562650.040569 + Penalty 626.936095 = -3562023.104474 nChanged 3 SP:Iteration 49Q (1366.245880 sec): 3 clusters Score: Raw -3562651.354859 + Penalty 626.936095 = -3562024.418764 nChanged 6 SP:Iteration 50Q (1366.346079 sec): 3 clusters Score: Raw -3562654.042747 + Penalty 626.936095 = -3562027.106652 nChanged 6 SP:Iteration 51Q (1366.452086 sec): 3 clusters Score: Raw -3562657.752281 + Penalty 626.936095 = -3562030.816186 nChanged 8 SP:Iteration 52Q (1366.558895 sec): 3 clusters Score: Raw -3562660.229966 + Penalty 626.936095 = -3562033.293870 nChanged 10 SP:Iteration 53Q (1366.671783 sec): 3 clusters Score: Raw -3562661.930520 + Penalty 626.936095 = -3562034.994425 nChanged 7 SP:Iteration 54Q (1366.778510 sec): 3 clusters Score: Raw -3562663.282374 + Penalty 626.936095 = -3562036.346279 nChanged 4 SP:Iteration 55Q (1366.872783 sec): 3 clusters Score: Raw -3562663.864281 + Penalty 626.936095 = -3562036.928186 nChanged 5 SP:Iteration 56Q (1366.977025 sec): 3 clusters Score: Raw -3562665.245809 + Penalty 626.936095 = -3562038.309714 nChanged 3 SP:Iteration 57Q (1367.084476 sec): 3 clusters Score: Raw -3562666.632532 + Penalty 626.936095 = -3562039.696437 nChanged 6 SP:Iteration 58Q (1367.188699 sec): 3 clusters Score: Raw -3562667.843045 + Penalty 626.936095 = -3562040.906950 nChanged 4 SP:Iteration 59Q (1367.293974 sec): 3 clusters Score: Raw -3562669.027098 + Penalty 626.936095 = -3562042.091003 nChanged 3 SP:Iteration 60F (1367.395510 sec): 3 clusters Score: Raw -3562669.599936 + Penalty 626.936095 = -3562042.663841 nChanged 3 SP:Iteration 61Q (1367.488332 sec): 3 clusters Score: Raw -3562670.410309 + Penalty 626.936095 = -3562043.474214 nChanged 4 SP:Iteration 62Q (1367.578793 sec): 3 clusters Score: Raw -3562670.703610 + Penalty 626.936095 = -3562043.767515 nChanged 3 SP:Iteration 63Q (1367.682917 sec): 3 clusters Score: Raw -3562670.967869 + Penalty 626.936095 = -3562044.031774 nChanged 0 SP:Iteration 64F (1367.773697 sec): 3 clusters Score: Raw -3562670.967869 + Penalty 626.936095 = -3562044.031774 nChanged 0 Trying to split cluster 13 (20596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1367.801450 sec): 2 clusters Score: Raw -855908.412786 + Penalty 273.153434 = -855635.259351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1367.854555 sec): 3 clusters Score: Raw -842570.458924 + Penalty 546.306869 = -842024.152055 nChanged 9826 SP:Iteration 1F (1367.909410 sec): 3 clusters Score: Raw -850530.256211 + Penalty 546.306869 = -849983.949342 nChanged 1810 SP:Iteration 2F (1367.969665 sec): 3 clusters Score: Raw -851900.687036 + Penalty 546.306869 = -851354.380167 nChanged 1377 SP:Iteration 3F (1368.036164 sec): 3 clusters Score: Raw -852913.303384 + Penalty 546.306869 = -852366.996516 nChanged 947 SP:Iteration 4Q (1368.083344 sec): 3 clusters Score: Raw -853485.115727 + Penalty 546.306869 = -852938.808859 nChanged 626 SP:Iteration 5Q (1368.140971 sec): 3 clusters Score: Raw -853747.087947 + Penalty 546.306869 = -853200.781078 nChanged 442 SP:Iteration 6Q (1368.184864 sec): 3 clusters Score: Raw -853930.889462 + Penalty 546.306869 = -853384.582593 nChanged 424 SP:Iteration 7Q (1368.251004 sec): 3 clusters Score: Raw -854121.109220 + Penalty 546.306869 = -853574.802351 nChanged 404 SP:Iteration 8Q (1368.295742 sec): 3 clusters Score: Raw -854308.515106 + Penalty 546.306869 = -853762.208237 nChanged 383 SP:Iteration 9Q (1368.337848 sec): 3 clusters Score: Raw -854492.832305 + Penalty 546.306869 = -853946.525436 nChanged 354 SP:Iteration 10Q (1368.390180 sec): 3 clusters Score: Raw -854653.782287 + Penalty 546.306869 = -854107.475418 nChanged 331 SP:Iteration 11Q (1368.417481 sec): 3 clusters Score: Raw -854798.164416 + Penalty 546.306869 = -854251.857547 nChanged 309 SP:Iteration 12Q (1368.474925 sec): 3 clusters Score: Raw -854939.007455 + Penalty 546.306869 = -854392.700586 nChanged 300 SP:Iteration 13Q (1368.532646 sec): 3 clusters Score: Raw -855091.681088 + Penalty 546.306869 = -854545.374219 nChanged 244 SP:Iteration 14Q (1368.591385 sec): 3 clusters Score: Raw -855206.600386 + Penalty 546.306869 = -854660.293517 nChanged 222 SP:Iteration 15Q (1368.649674 sec): 3 clusters Score: Raw -855302.453814 + Penalty 546.306869 = -854756.146945 nChanged 189 SP:Iteration 16Q (1368.695366 sec): 3 clusters Score: Raw -855380.977678 + Penalty 546.306869 = -854834.670809 nChanged 178 SP:Iteration 17Q (1368.735876 sec): 3 clusters Score: Raw -855462.000699 + Penalty 546.306869 = -854915.693830 nChanged 187 SP:Iteration 18Q (1368.782577 sec): 3 clusters Score: Raw -855533.390279 + Penalty 546.306869 = -854987.083411 nChanged 133 SP:Iteration 19Q (1368.837887 sec): 3 clusters Score: Raw -855582.371394 + Penalty 546.306869 = -855036.064525 nChanged 135 SP:Iteration 20F (1368.881912 sec): 3 clusters Score: Raw -855634.564004 + Penalty 546.306869 = -855088.257135 nChanged 116 SP:Iteration 21Q (1368.942286 sec): 3 clusters Score: Raw -855677.708103 + Penalty 546.306869 = -855131.401234 nChanged 119 SP:Iteration 22Q (1368.990963 sec): 3 clusters Score: Raw -855717.114389 + Penalty 546.306869 = -855170.807520 nChanged 100 SP:Iteration 23Q (1369.040882 sec): 3 clusters Score: Raw -855745.971383 + Penalty 546.306869 = -855199.664514 nChanged 87 SP:Iteration 24Q (1369.090835 sec): 3 clusters Score: Raw -855769.563833 + Penalty 546.306869 = -855223.256964 nChanged 85 SP:Iteration 25Q (1369.142491 sec): 3 clusters Score: Raw -855791.993219 + Penalty 546.306869 = -855245.686350 nChanged 75 SP:Iteration 26Q (1369.204101 sec): 3 clusters Score: Raw -855809.637277 + Penalty 546.306869 = -855263.330408 nChanged 61 SP:Iteration 27Q (1369.269170 sec): 3 clusters Score: Raw -855822.506909 + Penalty 546.306869 = -855276.200041 nChanged 57 SP:Iteration 28Q (1369.315799 sec): 3 clusters Score: Raw -855834.745364 + Penalty 546.306869 = -855288.438495 nChanged 58 SP:Iteration 29Q (1369.367223 sec): 3 clusters Score: Raw -855848.107536 + Penalty 546.306869 = -855301.800667 nChanged 57 SP:Iteration 30Q (1369.427949 sec): 3 clusters Score: Raw -855863.083190 + Penalty 546.306869 = -855316.776321 nChanged 56 SP:Iteration 31Q (1369.482433 sec): 3 clusters Score: Raw -855878.455267 + Penalty 546.306869 = -855332.148398 nChanged 51 SP:Iteration 32Q (1369.541548 sec): 3 clusters Score: Raw -855894.591908 + Penalty 546.306869 = -855348.285039 nChanged 42 SP:Iteration 33Q (1369.587180 sec): 3 clusters Score: Raw -855903.285670 + Penalty 546.306869 = -855356.978801 nChanged 35 SP:Iteration 34Q (1369.640055 sec): 3 clusters Score: Raw -855910.010202 + Penalty 546.306869 = -855363.703333 nChanged 33 SP:Iteration 35Q (1369.686517 sec): 3 clusters Score: Raw -855916.631315 + Penalty 546.306869 = -855370.324446 nChanged 28 SP:Iteration 36Q (1369.726455 sec): 3 clusters Score: Raw -855921.932596 + Penalty 546.306869 = -855375.625727 nChanged 25 SP:Iteration 37Q (1369.776031 sec): 3 clusters Score: Raw -855926.119650 + Penalty 546.306869 = -855379.812781 nChanged 30 SP:Iteration 38Q (1369.821085 sec): 3 clusters Score: Raw -855932.910600 + Penalty 546.306869 = -855386.603731 nChanged 33 SP:Iteration 39Q (1369.867202 sec): 3 clusters Score: Raw -855939.967176 + Penalty 546.306869 = -855393.660308 nChanged 22 SP:Iteration 40F (1369.914644 sec): 3 clusters Score: Raw -855944.009012 + Penalty 546.306869 = -855397.702143 nChanged 21 SP:Iteration 41Q (1369.961740 sec): 3 clusters Score: Raw -855948.897071 + Penalty 546.306869 = -855402.590202 nChanged 20 SP:Iteration 42Q (1370.021076 sec): 3 clusters Score: Raw -855952.178480 + Penalty 546.306869 = -855405.871611 nChanged 14 SP:Iteration 43Q (1370.090136 sec): 3 clusters Score: Raw -855954.579057 + Penalty 546.306869 = -855408.272188 nChanged 16 SP:Iteration 44Q (1370.141407 sec): 3 clusters Score: Raw -855958.655832 + Penalty 546.306869 = -855412.348963 nChanged 14 SP:Iteration 45Q (1370.204801 sec): 3 clusters Score: Raw -855961.661370 + Penalty 546.306869 = -855415.354501 nChanged 13 SP:Iteration 46Q (1370.257493 sec): 3 clusters Score: Raw -855963.104764 + Penalty 546.306869 = -855416.797895 nChanged 6 SP:Iteration 47Q (1370.311950 sec): 3 clusters Score: Raw -855963.487725 + Penalty 546.306869 = -855417.180856 nChanged 5 SP:Iteration 48Q (1370.360006 sec): 3 clusters Score: Raw -855963.973412 + Penalty 546.306869 = -855417.666543 nChanged 2 SP:Iteration 49Q (1370.413251 sec): 3 clusters Score: Raw -855964.100474 + Penalty 546.306869 = -855417.793605 nChanged 0 SP:Iteration 50F (1370.459913 sec): 3 clusters Score: Raw -855964.100474 + Penalty 546.306869 = -855417.793605 nChanged 0 Trying to split cluster 14 (5971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1370.494808 sec): 2 clusters Score: Raw -210451.229748 + Penalty 239.103417 = -210212.126332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1370.530748 sec): 3 clusters Score: Raw -206701.737127 + Penalty 478.206833 = -206223.530294 nChanged 2742 SP:Iteration 1F (1370.576277 sec): 3 clusters Score: Raw -208454.677906 + Penalty 478.206833 = -207976.471072 nChanged 439 SP:Iteration 2F (1370.620341 sec): 3 clusters Score: Raw -208722.067018 + Penalty 478.206833 = -208243.860185 nChanged 435 SP:Iteration 3F (1370.658310 sec): 3 clusters Score: Raw -208995.709869 + Penalty 478.206833 = -208517.503036 nChanged 401 SP:Iteration 4F (1370.708970 sec): 3 clusters Score: Raw -209272.377813 + Penalty 478.206833 = -208794.170980 nChanged 347 SP:Iteration 5F (1370.753402 sec): 3 clusters Score: Raw -209507.571550 + Penalty 478.206833 = -209029.364717 nChanged 260 SP:Iteration 6Q (1370.800450 sec): 3 clusters Score: Raw -209716.577279 + Penalty 478.206833 = -209238.370446 nChanged 198 SP:Iteration 7Q (1370.837388 sec): 3 clusters Score: Raw -209875.701474 + Penalty 478.206833 = -209397.494641 nChanged 151 SP:Iteration 8Q (1370.870470 sec): 3 clusters Score: Raw -210015.826176 + Penalty 478.206833 = -209537.619343 nChanged 118 SP:Iteration 9Q (1370.914683 sec): 3 clusters Score: Raw -210147.682128 + Penalty 478.206833 = -209669.475295 nChanged 108 SP:Iteration 10Q (1370.958484 sec): 3 clusters Score: Raw -210265.145851 + Penalty 478.206833 = -209786.939018 nChanged 98 SP:Iteration 11Q (1370.970076 sec): 3 clusters Score: Raw -210356.994309 + Penalty 478.206833 = -209878.787476 nChanged 77 SP:Iteration 12Q (1370.981524 sec): 3 clusters Score: Raw -210421.128740 + Penalty 478.206833 = -209942.921907 nChanged 57 SP:Iteration 13Q (1370.993216 sec): 3 clusters Score: Raw -210453.505752 + Penalty 478.206833 = -209975.298919 nChanged 48 SP:Iteration 14Q (1371.004636 sec): 3 clusters Score: Raw -210475.225284 + Penalty 478.206833 = -209997.018450 nChanged 44 SP:Iteration 15Q (1371.016014 sec): 3 clusters Score: Raw -210488.263187 + Penalty 478.206833 = -210010.056354 nChanged 23 SP:Iteration 16Q (1371.063422 sec): 3 clusters Score: Raw -210493.896282 + Penalty 478.206833 = -210015.689449 nChanged 15 SP:Iteration 17Q (1371.110830 sec): 3 clusters Score: Raw -210497.105085 + Penalty 478.206833 = -210018.898252 nChanged 13 SP:Iteration 18Q (1371.162206 sec): 3 clusters Score: Raw -210499.191132 + Penalty 478.206833 = -210020.984298 nChanged 13 SP:Iteration 19Q (1371.182775 sec): 3 clusters Score: Raw -210501.448980 + Penalty 478.206833 = -210023.242147 nChanged 9 SP:Iteration 20F (1371.194563 sec): 3 clusters Score: Raw -210502.771641 + Penalty 478.206833 = -210024.564807 nChanged 6 SP:Iteration 21Q (1371.206017 sec): 3 clusters Score: Raw -210503.164097 + Penalty 478.206833 = -210024.957264 nChanged 4 SP:Iteration 22Q (1371.224653 sec): 3 clusters Score: Raw -210503.370037 + Penalty 478.206833 = -210025.163203 nChanged 3 SP:Iteration 23Q (1371.236348 sec): 3 clusters Score: Raw -210503.606991 + Penalty 478.206833 = -210025.400158 nChanged 3 SP:Iteration 24Q (1371.253506 sec): 3 clusters Score: Raw -210504.025506 + Penalty 478.206833 = -210025.818673 nChanged 5 SP:Iteration 25Q (1371.302852 sec): 3 clusters Score: Raw -210504.443584 + Penalty 478.206833 = -210026.236751 nChanged 5 SP:Iteration 26Q (1371.338691 sec): 3 clusters Score: Raw -210504.865577 + Penalty 478.206833 = -210026.658744 nChanged 2 SP:Iteration 27Q (1371.374653 sec): 3 clusters Score: Raw -210505.141877 + Penalty 478.206833 = -210026.935044 nChanged 5 SP:Iteration 28Q (1371.406860 sec): 3 clusters Score: Raw -210505.585670 + Penalty 478.206833 = -210027.378837 nChanged 4 SP:Iteration 29Q (1371.440752 sec): 3 clusters Score: Raw -210505.757134 + Penalty 478.206833 = -210027.550300 nChanged 3 SP:Iteration 30Q (1371.492257 sec): 3 clusters Score: Raw -210505.967942 + Penalty 478.206833 = -210027.761109 nChanged 2 SP:Iteration 31Q (1371.523330 sec): 3 clusters Score: Raw -210506.131325 + Penalty 478.206833 = -210027.924492 nChanged 4 SP:Iteration 32Q (1371.574044 sec): 3 clusters Score: Raw -210506.533166 + Penalty 478.206833 = -210028.326332 nChanged 7 SP:Iteration 33Q (1371.609519 sec): 3 clusters Score: Raw -210507.007404 + Penalty 478.206833 = -210028.800570 nChanged 2 SP:Iteration 34Q (1371.645980 sec): 3 clusters Score: Raw -210507.083731 + Penalty 478.206833 = -210028.876898 nChanged 1 SP:Iteration 35Q (1371.682398 sec): 3 clusters Score: Raw -210507.157429 + Penalty 478.206833 = -210028.950596 nChanged 1 SP:Iteration 36Q (1371.718840 sec): 3 clusters Score: Raw -210507.224551 + Penalty 478.206833 = -210029.017718 nChanged 0 SP:Iteration 37F (1371.748288 sec): 3 clusters Score: Raw -210507.224551 + Penalty 478.206833 = -210029.017718 nChanged 0 Trying to split cluster 15 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1371.767081 sec): 2 clusters Score: Raw -21058.897661 + Penalty 175.915566 = -20882.982095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1371.797836 sec): 3 clusters Score: Raw -20743.787044 + Penalty 351.831131 = -20391.955913 nChanged 230 SP:Iteration 1F (1371.843503 sec): 3 clusters Score: Raw -20912.017448 + Penalty 351.831131 = -20560.186317 nChanged 48 SP:Iteration 2F (1371.861701 sec): 3 clusters Score: Raw -20950.474988 + Penalty 351.831131 = -20598.643857 nChanged 40 SP:Iteration 3F (1371.863437 sec): 3 clusters Score: Raw -20981.899185 + Penalty 351.831131 = -20630.068054 nChanged 27 SP:Iteration 4Q (1371.865142 sec): 3 clusters Score: Raw -20995.811010 + Penalty 351.831131 = -20643.979879 nChanged 16 SP:Iteration 5Q (1371.866847 sec): 3 clusters Score: Raw -21005.584946 + Penalty 351.831131 = -20653.753815 nChanged 15 SP:Iteration 6Q (1371.868542 sec): 3 clusters Score: Raw -21016.522778 + Penalty 351.831131 = -20664.691647 nChanged 12 SP:Iteration 7Q (1371.870220 sec): 3 clusters Score: Raw -21022.777892 + Penalty 351.831131 = -20670.946761 nChanged 4 SP:Iteration 8Q (1371.871893 sec): 3 clusters Score: Raw -21023.978650 + Penalty 351.831131 = -20672.147519 nChanged 2 SP:Iteration 9Q (1371.873565 sec): 3 clusters Score: Raw -21024.322451 + Penalty 351.831131 = -20672.491320 nChanged 1 SP:Iteration 10Q (1371.875246 sec): 3 clusters Score: Raw -21024.507618 + Penalty 351.831131 = -20672.676487 nChanged 2 SP:Iteration 11Q (1371.876913 sec): 3 clusters Score: Raw -21025.064499 + Penalty 351.831131 = -20673.233368 nChanged 1 SP:Iteration 12Q (1371.878580 sec): 3 clusters Score: Raw -21025.156635 + Penalty 351.831131 = -20673.325504 nChanged 1 SP:Iteration 13Q (1371.880252 sec): 3 clusters Score: Raw -21025.310557 + Penalty 351.831131 = -20673.479426 nChanged 2 SP:Iteration 14Q (1371.881922 sec): 3 clusters Score: Raw -21026.473195 + Penalty 351.831131 = -20674.642064 nChanged 2 SP:Iteration 15Q (1371.883592 sec): 3 clusters Score: Raw -21028.530008 + Penalty 351.831131 = -20676.698877 nChanged 3 SP:Iteration 16Q (1371.885264 sec): 3 clusters Score: Raw -21029.766721 + Penalty 351.831131 = -20677.935590 nChanged 3 SP:Iteration 17Q (1371.886934 sec): 3 clusters Score: Raw -21030.383198 + Penalty 351.831131 = -20678.552066 nChanged 1 SP:Iteration 18Q (1371.888612 sec): 3 clusters Score: Raw -21030.533109 + Penalty 351.831131 = -20678.701978 nChanged 0 SP:Iteration 19F (1371.890271 sec): 3 clusters Score: Raw -21030.533109 + Penalty 351.831131 = -20678.701978 nChanged 0 Trying to split cluster 16 (587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1371.896073 sec): 2 clusters Score: Raw -16636.602471 + Penalty 175.313183 = -16461.289289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1371.898082 sec): 3 clusters Score: Raw -16401.794733 + Penalty 350.626365 = -16051.168368 nChanged 259 SP:Iteration 1F (1371.899766 sec): 3 clusters Score: Raw -16725.621097 + Penalty 350.626365 = -16374.994732 nChanged 62 SP:Iteration 2F (1371.901438 sec): 3 clusters Score: Raw -16801.174320 + Penalty 350.626365 = -16450.547955 nChanged 38 SP:Iteration 3F (1371.903106 sec): 3 clusters Score: Raw -16851.359287 + Penalty 350.626365 = -16500.732922 nChanged 21 SP:Iteration 4Q (1371.904756 sec): 3 clusters Score: Raw -16872.923768 + Penalty 350.626365 = -16522.297403 nChanged 10 SP:Iteration 5Q (1371.906408 sec): 3 clusters Score: Raw -16883.012221 + Penalty 350.626365 = -16532.385855 nChanged 6 SP:Iteration 6Q (1371.908058 sec): 3 clusters Score: Raw -16887.094016 + Penalty 350.626365 = -16536.467651 nChanged 4 SP:Iteration 7Q (1371.909695 sec): 3 clusters Score: Raw -16889.113107 + Penalty 350.626365 = -16538.486742 nChanged 2 SP:Iteration 8Q (1371.911332 sec): 3 clusters Score: Raw -16889.311241 + Penalty 350.626365 = -16538.684876 nChanged 0 SP:Iteration 9F (1371.912980 sec): 3 clusters Score: Raw -16889.311241 + Penalty 350.626365 = -16538.684876 nChanged 0 Score: Raw -10223074.286862 + Penalty 11028.661865 = -10212045.624997 Splitting cluster 16 changes total score from -10212137.561910 to -10212045.624997 So it's not getting split. Trying to split cluster 17 (579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1374.726858 sec): 2 clusters Score: Raw -19590.992680 + Penalty 174.935818 = -19416.056861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1374.764500 sec): 3 clusters Score: Raw -19310.250075 + Penalty 349.871636 = -18960.378439 nChanged 232 SP:Iteration 1F (1374.796612 sec): 3 clusters Score: Raw -19459.156265 + Penalty 349.871636 = -19109.284629 nChanged 44 SP:Iteration 2F (1374.832899 sec): 3 clusters Score: Raw -19492.196392 + Penalty 349.871636 = -19142.324756 nChanged 27 SP:Iteration 3Q (1374.873996 sec): 3 clusters Score: Raw -19512.815225 + Penalty 349.871636 = -19162.943588 nChanged 17 SP:Iteration 4Q (1374.914490 sec): 3 clusters Score: Raw -19521.812106 + Penalty 349.871636 = -19171.940470 nChanged 14 SP:Iteration 5Q (1374.954412 sec): 3 clusters Score: Raw -19527.191932 + Penalty 349.871636 = -19177.320296 nChanged 11 SP:Iteration 6Q (1374.995923 sec): 3 clusters Score: Raw -19534.269455 + Penalty 349.871636 = -19184.397819 nChanged 14 SP:Iteration 7Q (1375.042405 sec): 3 clusters Score: Raw -19552.591855 + Penalty 349.871636 = -19202.720219 nChanged 19 SP:Iteration 8Q (1375.092719 sec): 3 clusters Score: Raw -19565.909284 + Penalty 349.871636 = -19216.037647 nChanged 11 SP:Iteration 9Q (1375.142747 sec): 3 clusters Score: Raw -19573.183767 + Penalty 349.871636 = -19223.312130 nChanged 15 SP:Iteration 10Q (1375.185405 sec): 3 clusters Score: Raw -19577.978326 + Penalty 349.871636 = -19228.106690 nChanged 10 SP:Iteration 11Q (1375.232881 sec): 3 clusters Score: Raw -19585.255294 + Penalty 349.871636 = -19235.383658 nChanged 9 SP:Iteration 12Q (1375.273352 sec): 3 clusters Score: Raw -19590.851731 + Penalty 349.871636 = -19240.980095 nChanged 8 SP:Iteration 13Q (1375.336233 sec): 3 clusters Score: Raw -19598.316080 + Penalty 349.871636 = -19248.444444 nChanged 12 SP:Iteration 14Q (1375.366814 sec): 3 clusters Score: Raw -19605.431691 + Penalty 349.871636 = -19255.560054 nChanged 8 SP:Iteration 15Q (1375.416624 sec): 3 clusters Score: Raw -19611.793787 + Penalty 349.871636 = -19261.922151 nChanged 8 SP:Iteration 16Q (1375.463574 sec): 3 clusters Score: Raw -19617.838044 + Penalty 349.871636 = -19267.966407 nChanged 8 SP:Iteration 17Q (1375.513437 sec): 3 clusters Score: Raw -19624.564120 + Penalty 349.871636 = -19274.692484 nChanged 8 SP:Iteration 18Q (1375.559289 sec): 3 clusters Score: Raw -19632.543085 + Penalty 349.871636 = -19282.671448 nChanged 9 SP:Iteration 19Q (1375.605361 sec): 3 clusters Score: Raw -19638.757229 + Penalty 349.871636 = -19288.885592 nChanged 13 SP:Iteration 20F (1375.650442 sec): 3 clusters Score: Raw -19651.078916 + Penalty 349.871636 = -19301.207279 nChanged 8 SP:Iteration 21Q (1375.699392 sec): 3 clusters Score: Raw -19657.697148 + Penalty 349.871636 = -19307.825512 nChanged 8 SP:Iteration 22Q (1375.732082 sec): 3 clusters Score: Raw -19663.583453 + Penalty 349.871636 = -19313.711816 nChanged 5 SP:Iteration 23Q (1375.775578 sec): 3 clusters Score: Raw -19665.633483 + Penalty 349.871636 = -19315.761846 nChanged 1 SP:Iteration 24Q (1375.822654 sec): 3 clusters Score: Raw -19668.140484 + Penalty 349.871636 = -19318.268848 nChanged 1 SP:Iteration 25Q (1375.856438 sec): 3 clusters Score: Raw -19669.154065 + Penalty 349.871636 = -19319.282428 nChanged 4 SP:Iteration 26Q (1375.896889 sec): 3 clusters Score: Raw -19670.902932 + Penalty 349.871636 = -19321.031296 nChanged 1 SP:Iteration 27Q (1375.934765 sec): 3 clusters Score: Raw -19671.266370 + Penalty 349.871636 = -19321.394734 nChanged 0 SP:Iteration 28F (1375.978575 sec): 3 clusters Score: Raw -19671.266370 + Penalty 349.871636 = -19321.394734 nChanged 0 Trying to split cluster 18 (6059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1376.005928 sec): 2 clusters Score: Raw -197755.601392 + Penalty 239.505751 = -197516.095641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1376.056818 sec): 3 clusters Score: Raw -193935.171828 + Penalty 479.011503 = -193456.160325 nChanged 2856 SP:Iteration 1F (1376.108664 sec): 3 clusters Score: Raw -195900.157339 + Penalty 479.011503 = -195421.145836 nChanged 516 SP:Iteration 2F (1376.160787 sec): 3 clusters Score: Raw -196292.213815 + Penalty 479.011503 = -195813.202313 nChanged 532 SP:Iteration 3F (1376.201997 sec): 3 clusters Score: Raw -196757.004817 + Penalty 479.011503 = -196277.993315 nChanged 457 SP:Iteration 4F (1376.254012 sec): 3 clusters Score: Raw -197194.873452 + Penalty 479.011503 = -196715.861949 nChanged 305 SP:Iteration 5F (1376.301410 sec): 3 clusters Score: Raw -197498.697139 + Penalty 479.011503 = -197019.685636 nChanged 160 SP:Iteration 6Q (1376.354362 sec): 3 clusters Score: Raw -197672.151189 + Penalty 479.011503 = -197193.139687 nChanged 66 SP:Iteration 7Q (1376.409285 sec): 3 clusters Score: Raw -197733.215071 + Penalty 479.011503 = -197254.203569 nChanged 17 SP:Iteration 8Q (1376.450708 sec): 3 clusters Score: Raw -197748.802310 + Penalty 479.011503 = -197269.790808 nChanged 5 SP:Iteration 9Q (1376.494544 sec): 3 clusters Score: Raw -197758.049688 + Penalty 479.011503 = -197279.038185 nChanged 3 SP:Iteration 10Q (1376.532169 sec): 3 clusters Score: Raw -197761.457957 + Penalty 479.011503 = -197282.446454 nChanged 4 SP:Iteration 11Q (1376.566521 sec): 3 clusters Score: Raw -197764.164776 + Penalty 479.011503 = -197285.153274 nChanged 2 SP:Iteration 12Q (1376.601680 sec): 3 clusters Score: Raw -197768.042312 + Penalty 479.011503 = -197289.030810 nChanged 2 SP:Iteration 13Q (1376.633388 sec): 3 clusters Score: Raw -197774.659130 + Penalty 479.011503 = -197295.647627 nChanged 1 SP:Iteration 14Q (1376.669453 sec): 3 clusters Score: Raw -197775.050539 + Penalty 479.011503 = -197296.039037 nChanged 0 SP:Iteration 15F (1376.706086 sec): 3 clusters Score: Raw -197775.050539 + Penalty 479.011503 = -197296.039037 nChanged 0 Trying to split cluster 19 (5619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1376.736207 sec): 2 clusters Score: Raw -187828.420760 + Penalty 237.432497 = -187590.988263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1376.768616 sec): 3 clusters Score: Raw -184340.476624 + Penalty 474.864995 = -183865.611630 nChanged 2613 SP:Iteration 1F (1376.804794 sec): 3 clusters Score: Raw -186333.151786 + Penalty 474.864995 = -185858.286792 nChanged 517 SP:Iteration 2F (1376.843768 sec): 3 clusters Score: Raw -186732.621500 + Penalty 474.864995 = -186257.756505 nChanged 409 SP:Iteration 3F (1376.890521 sec): 3 clusters Score: Raw -187041.944213 + Penalty 474.864995 = -186567.079219 nChanged 307 SP:Iteration 4F (1376.940901 sec): 3 clusters Score: Raw -187306.874558 + Penalty 474.864995 = -186832.009563 nChanged 212 SP:Iteration 5Q (1376.952571 sec): 3 clusters Score: Raw -187535.821152 + Penalty 474.864995 = -187060.956157 nChanged 140 SP:Iteration 6Q (1377.011153 sec): 3 clusters Score: Raw -187688.143432 + Penalty 474.864995 = -187213.278438 nChanged 80 SP:Iteration 7Q (1377.047975 sec): 3 clusters Score: Raw -187759.073178 + Penalty 474.864995 = -187284.208183 nChanged 63 SP:Iteration 8Q (1377.079511 sec): 3 clusters Score: Raw -187800.679722 + Penalty 474.864995 = -187325.814727 nChanged 49 SP:Iteration 9Q (1377.123929 sec): 3 clusters Score: Raw -187834.505033 + Penalty 474.864995 = -187359.640039 nChanged 30 SP:Iteration 10Q (1377.163371 sec): 3 clusters Score: Raw -187849.814649 + Penalty 474.864995 = -187374.949654 nChanged 26 SP:Iteration 11Q (1377.201910 sec): 3 clusters Score: Raw -187862.236585 + Penalty 474.864995 = -187387.371590 nChanged 23 SP:Iteration 12Q (1377.238369 sec): 3 clusters Score: Raw -187870.925904 + Penalty 474.864995 = -187396.060909 nChanged 21 SP:Iteration 13Q (1377.274618 sec): 3 clusters Score: Raw -187877.750953 + Penalty 474.864995 = -187402.885958 nChanged 14 SP:Iteration 14Q (1377.310842 sec): 3 clusters Score: Raw -187880.889204 + Penalty 474.864995 = -187406.024210 nChanged 11 SP:Iteration 15Q (1377.347285 sec): 3 clusters Score: Raw -187883.415056 + Penalty 474.864995 = -187408.550061 nChanged 10 SP:Iteration 16Q (1377.376360 sec): 3 clusters Score: Raw -187886.201830 + Penalty 474.864995 = -187411.336835 nChanged 12 SP:Iteration 17Q (1377.413329 sec): 3 clusters Score: Raw -187888.732856 + Penalty 474.864995 = -187413.867861 nChanged 10 SP:Iteration 18Q (1377.447605 sec): 3 clusters Score: Raw -187890.667171 + Penalty 474.864995 = -187415.802176 nChanged 10 SP:Iteration 19Q (1377.483740 sec): 3 clusters Score: Raw -187892.466626 + Penalty 474.864995 = -187417.601631 nChanged 5 SP:Iteration 20F (1377.519018 sec): 3 clusters Score: Raw -187894.445599 + Penalty 474.864995 = -187419.580605 nChanged 6 SP:Iteration 21Q (1377.557257 sec): 3 clusters Score: Raw -187896.001441 + Penalty 474.864995 = -187421.136447 nChanged 5 SP:Iteration 22Q (1377.608421 sec): 3 clusters Score: Raw -187896.906375 + Penalty 474.864995 = -187422.041380 nChanged 7 SP:Iteration 23Q (1377.640941 sec): 3 clusters Score: Raw -187897.913118 + Penalty 474.864995 = -187423.048124 nChanged 4 SP:Iteration 24Q (1377.686875 sec): 3 clusters Score: Raw -187898.550226 + Penalty 474.864995 = -187423.685231 nChanged 3 SP:Iteration 25Q (1377.700093 sec): 3 clusters Score: Raw -187899.412337 + Penalty 474.864995 = -187424.547342 nChanged 3 SP:Iteration 26Q (1377.711021 sec): 3 clusters Score: Raw -187900.018387 + Penalty 474.864995 = -187425.153393 nChanged 2 SP:Iteration 27Q (1377.721890 sec): 3 clusters Score: Raw -187900.120107 + Penalty 474.864995 = -187425.255112 nChanged 2 SP:Iteration 28Q (1377.732742 sec): 3 clusters Score: Raw -187900.506638 + Penalty 474.864995 = -187425.641644 nChanged 1 SP:Iteration 29Q (1377.776606 sec): 3 clusters Score: Raw -187900.621077 + Penalty 474.864995 = -187425.756082 nChanged 1 SP:Iteration 30Q (1377.819496 sec): 3 clusters Score: Raw -187900.735559 + Penalty 474.864995 = -187425.870564 nChanged 0 SP:Iteration 31F (1377.863146 sec): 3 clusters Score: Raw -187900.735559 + Penalty 474.864995 = -187425.870564 nChanged 0 Trying to split cluster 20 (1727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1377.884000 sec): 2 clusters Score: Raw -67202.456015 + Penalty 204.988880 = -66997.467136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1377.926792 sec): 3 clusters Score: Raw -66215.713244 + Penalty 409.977759 = -65805.735485 nChanged 730 SP:Iteration 1F (1377.962819 sec): 3 clusters Score: Raw -66668.637889 + Penalty 409.977759 = -66258.660130 nChanged 133 SP:Iteration 2F (1378.005708 sec): 3 clusters Score: Raw -66767.690024 + Penalty 409.977759 = -66357.712265 nChanged 111 SP:Iteration 3F (1378.047649 sec): 3 clusters Score: Raw -66829.974859 + Penalty 409.977759 = -66419.997100 nChanged 92 SP:Iteration 4F (1378.090575 sec): 3 clusters Score: Raw -66896.915742 + Penalty 409.977759 = -66486.937983 nChanged 90 SP:Iteration 5F (1378.133546 sec): 3 clusters Score: Raw -66975.094222 + Penalty 409.977759 = -66565.116463 nChanged 81 SP:Iteration 6Q (1378.180958 sec): 3 clusters Score: Raw -67054.694540 + Penalty 409.977759 = -66644.716781 nChanged 67 SP:Iteration 7Q (1378.223804 sec): 3 clusters Score: Raw -67106.943896 + Penalty 409.977759 = -66696.966137 nChanged 45 SP:Iteration 8Q (1378.256907 sec): 3 clusters Score: Raw -67133.492923 + Penalty 409.977759 = -66723.515164 nChanged 34 SP:Iteration 9Q (1378.300353 sec): 3 clusters Score: Raw -67149.533953 + Penalty 409.977759 = -66739.556194 nChanged 22 SP:Iteration 10Q (1378.342907 sec): 3 clusters Score: Raw -67161.580939 + Penalty 409.977759 = -66751.603180 nChanged 20 SP:Iteration 11Q (1378.383683 sec): 3 clusters Score: Raw -67167.732312 + Penalty 409.977759 = -66757.754553 nChanged 14 SP:Iteration 12Q (1378.430984 sec): 3 clusters Score: Raw -67170.994807 + Penalty 409.977759 = -66761.017047 nChanged 9 SP:Iteration 13Q (1378.475515 sec): 3 clusters Score: Raw -67174.094952 + Penalty 409.977759 = -66764.117192 nChanged 7 SP:Iteration 14Q (1378.517823 sec): 3 clusters Score: Raw -67176.297810 + Penalty 409.977759 = -66766.320050 nChanged 6 SP:Iteration 15Q (1378.542455 sec): 3 clusters Score: Raw -67178.259149 + Penalty 409.977759 = -66768.281390 nChanged 11 SP:Iteration 16Q (1378.589820 sec): 3 clusters Score: Raw -67180.873583 + Penalty 409.977759 = -66770.895824 nChanged 7 SP:Iteration 17Q (1378.622191 sec): 3 clusters Score: Raw -67182.359507 + Penalty 409.977759 = -66772.381748 nChanged 3 SP:Iteration 18Q (1378.653605 sec): 3 clusters Score: Raw -67183.083581 + Penalty 409.977759 = -66773.105822 nChanged 3 SP:Iteration 19Q (1378.696266 sec): 3 clusters Score: Raw -67184.427183 + Penalty 409.977759 = -66774.449424 nChanged 3 SP:Iteration 20F (1378.739856 sec): 3 clusters Score: Raw -67185.379528 + Penalty 409.977759 = -66775.401769 nChanged 4 SP:Iteration 21Q (1378.783413 sec): 3 clusters Score: Raw -67186.949959 + Penalty 409.977759 = -66776.972200 nChanged 6 SP:Iteration 22Q (1378.818813 sec): 3 clusters Score: Raw -67190.117769 + Penalty 409.977759 = -66780.140010 nChanged 4 SP:Iteration 23Q (1378.862727 sec): 3 clusters Score: Raw -67191.418096 + Penalty 409.977759 = -66781.440336 nChanged 2 SP:Iteration 24Q (1378.901757 sec): 3 clusters Score: Raw -67192.041187 + Penalty 409.977759 = -66782.063428 nChanged 2 SP:Iteration 25Q (1378.945839 sec): 3 clusters Score: Raw -67192.455120 + Penalty 409.977759 = -66782.477360 nChanged 2 SP:Iteration 26Q (1378.994013 sec): 3 clusters Score: Raw -67193.061303 + Penalty 409.977759 = -66783.083543 nChanged 2 SP:Iteration 27Q (1379.056924 sec): 3 clusters Score: Raw -67193.441204 + Penalty 409.977759 = -66783.463445 nChanged 3 SP:Iteration 28Q (1379.095371 sec): 3 clusters Score: Raw -67194.147392 + Penalty 409.977759 = -66784.169633 nChanged 4 SP:Iteration 29Q (1379.145663 sec): 3 clusters Score: Raw -67196.329278 + Penalty 409.977759 = -66786.351518 nChanged 7 SP:Iteration 30Q (1379.177370 sec): 3 clusters Score: Raw -67199.530767 + Penalty 409.977759 = -66789.553007 nChanged 7 SP:Iteration 31Q (1379.226023 sec): 3 clusters Score: Raw -67204.311802 + Penalty 409.977759 = -66794.334043 nChanged 7 SP:Iteration 32Q (1379.265801 sec): 3 clusters Score: Raw -67208.296323 + Penalty 409.977759 = -66798.318564 nChanged 8 SP:Iteration 33Q (1379.311087 sec): 3 clusters Score: Raw -67210.272310 + Penalty 409.977759 = -66800.294550 nChanged 3 SP:Iteration 34Q (1379.345618 sec): 3 clusters Score: Raw -67210.971841 + Penalty 409.977759 = -66800.994081 nChanged 4 SP:Iteration 35Q (1379.376814 sec): 3 clusters Score: Raw -67212.003500 + Penalty 409.977759 = -66802.025740 nChanged 6 SP:Iteration 36Q (1379.407897 sec): 3 clusters Score: Raw -67213.275631 + Penalty 409.977759 = -66803.297872 nChanged 3 SP:Iteration 37Q (1379.439358 sec): 3 clusters Score: Raw -67214.301633 + Penalty 409.977759 = -66804.323874 nChanged 4 SP:Iteration 38Q (1379.470564 sec): 3 clusters Score: Raw -67215.808549 + Penalty 409.977759 = -66805.830789 nChanged 4 SP:Iteration 39Q (1379.502033 sec): 3 clusters Score: Raw -67217.249589 + Penalty 409.977759 = -66807.271830 nChanged 4 SP:Iteration 40F (1379.533332 sec): 3 clusters Score: Raw -67218.661467 + Penalty 409.977759 = -66808.683708 nChanged 5 SP:Iteration 41Q (1379.564486 sec): 3 clusters Score: Raw -67221.869740 + Penalty 409.977759 = -66811.891981 nChanged 3 SP:Iteration 42Q (1379.595558 sec): 3 clusters Score: Raw -67223.854485 + Penalty 409.977759 = -66813.876726 nChanged 4 SP:Iteration 43Q (1379.625164 sec): 3 clusters Score: Raw -67225.479190 + Penalty 409.977759 = -66815.501431 nChanged 2 SP:Iteration 44Q (1379.674933 sec): 3 clusters Score: Raw -67226.496283 + Penalty 409.977759 = -66816.518524 nChanged 4 SP:Iteration 45Q (1379.725571 sec): 3 clusters Score: Raw -67228.768169 + Penalty 409.977759 = -66818.790410 nChanged 5 SP:Iteration 46Q (1379.776145 sec): 3 clusters Score: Raw -67229.799397 + Penalty 409.977759 = -66819.821638 nChanged 3 SP:Iteration 47Q (1379.826215 sec): 3 clusters Score: Raw -67230.129780 + Penalty 409.977759 = -66820.152021 nChanged 1 SP:Iteration 48Q (1379.876295 sec): 3 clusters Score: Raw -67230.318792 + Penalty 409.977759 = -66820.341033 nChanged 0 SP:Iteration 49F (1379.922110 sec): 3 clusters Score: Raw -67230.318792 + Penalty 409.977759 = -66820.341033 nChanged 0 Trying to split cluster 21 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1379.945847 sec): 2 clusters Score: Raw -16448.210053 + Penalty 168.488903 = -16279.721150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1379.997294 sec): 3 clusters Score: Raw -16227.307558 + Penalty 336.977805 = -15890.329753 nChanged 177 SP:Iteration 1F (1380.026978 sec): 3 clusters Score: Raw -16374.059397 + Penalty 336.977805 = -16037.081592 nChanged 39 SP:Iteration 2F (1380.059347 sec): 3 clusters Score: Raw -16400.879780 + Penalty 336.977805 = -16063.901975 nChanged 19 SP:Iteration 3Q (1380.089622 sec): 3 clusters Score: Raw -16409.732614 + Penalty 336.977805 = -16072.754808 nChanged 10 SP:Iteration 4Q (1380.117619 sec): 3 clusters Score: Raw -16412.917158 + Penalty 336.977805 = -16075.939353 nChanged 3 SP:Iteration 5Q (1380.147880 sec): 3 clusters Score: Raw -16413.466512 + Penalty 336.977805 = -16076.488707 nChanged 3 SP:Iteration 6Q (1380.177788 sec): 3 clusters Score: Raw -16413.972217 + Penalty 336.977805 = -16076.994412 nChanged 3 SP:Iteration 7Q (1380.207831 sec): 3 clusters Score: Raw -16414.674583 + Penalty 336.977805 = -16077.696778 nChanged 2 SP:Iteration 8Q (1380.237502 sec): 3 clusters Score: Raw -16417.321467 + Penalty 336.977805 = -16080.343662 nChanged 1 SP:Iteration 9Q (1380.274147 sec): 3 clusters Score: Raw -16417.870374 + Penalty 336.977805 = -16080.892569 nChanged 0 SP:Iteration 10F (1380.303888 sec): 3 clusters Score: Raw -16417.870374 + Penalty 336.977805 = -16080.892569 nChanged 0 Trying to split cluster 22 (578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1380.317801 sec): 2 clusters Score: Raw -23228.737022 + Penalty 174.888281 = -23053.848740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1380.344589 sec): 3 clusters Score: Raw -22949.004670 + Penalty 349.776563 = -22599.228108 nChanged 229 SP:Iteration 1F (1380.377885 sec): 3 clusters Score: Raw -23110.375836 + Penalty 349.776563 = -22760.599273 nChanged 51 SP:Iteration 2F (1380.408276 sec): 3 clusters Score: Raw -23150.241330 + Penalty 349.776563 = -22800.464767 nChanged 32 SP:Iteration 3F (1380.438656 sec): 3 clusters Score: Raw -23177.413864 + Penalty 349.776563 = -22827.637301 nChanged 23 SP:Iteration 4Q (1380.468789 sec): 3 clusters Score: Raw -23194.590804 + Penalty 349.776563 = -22844.814241 nChanged 22 SP:Iteration 5Q (1380.499037 sec): 3 clusters Score: Raw -23213.589225 + Penalty 349.776563 = -22863.812662 nChanged 20 SP:Iteration 6Q (1380.534632 sec): 3 clusters Score: Raw -23233.242772 + Penalty 349.776563 = -22883.466209 nChanged 14 SP:Iteration 7Q (1380.571708 sec): 3 clusters Score: Raw -23241.903306 + Penalty 349.776563 = -22892.126743 nChanged 10 SP:Iteration 8Q (1380.618978 sec): 3 clusters Score: Raw -23250.515610 + Penalty 349.776563 = -22900.739047 nChanged 9 SP:Iteration 9Q (1380.662856 sec): 3 clusters Score: Raw -23259.004569 + Penalty 349.776563 = -22909.228006 nChanged 7 SP:Iteration 10Q (1380.712046 sec): 3 clusters Score: Raw -23262.413160 + Penalty 349.776563 = -22912.636597 nChanged 6 SP:Iteration 11Q (1380.741363 sec): 3 clusters Score: Raw -23264.280584 + Penalty 349.776563 = -22914.504021 nChanged 2 SP:Iteration 12Q (1380.778630 sec): 3 clusters Score: Raw -23265.008035 + Penalty 349.776563 = -22915.231472 nChanged 2 SP:Iteration 13Q (1380.825105 sec): 3 clusters Score: Raw -23265.335884 + Penalty 349.776563 = -22915.559321 nChanged 0 SP:Iteration 14F (1380.863628 sec): 3 clusters Score: Raw -23265.335884 + Penalty 349.776563 = -22915.559321 nChanged 0 Trying to split cluster 23 (38416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1380.916925 sec): 2 clusters Score: Raw -1553576.648214 + Penalty 290.296306 = -1553286.351908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1380.974143 sec): 3 clusters Score: Raw -1527914.880380 + Penalty 580.592613 = -1527334.287768 nChanged 18826 SP:Iteration 1F (1381.034211 sec): 3 clusters Score: Raw -1540922.669269 + Penalty 580.592613 = -1540342.076657 nChanged 2923 SP:Iteration 2F (1381.096189 sec): 3 clusters Score: Raw -1542577.291712 + Penalty 580.592613 = -1541996.699100 nChanged 2806 SP:Iteration 3F (1381.166630 sec): 3 clusters Score: Raw -1544235.502411 + Penalty 580.592613 = -1543654.909799 nChanged 2415 SP:Iteration 4F (1381.223952 sec): 3 clusters Score: Raw -1545805.646394 + Penalty 580.592613 = -1545225.053781 nChanged 2087 SP:Iteration 5F (1381.300914 sec): 3 clusters Score: Raw -1547388.416406 + Penalty 580.592613 = -1546807.823794 nChanged 1764 SP:Iteration 6Q (1381.368278 sec): 3 clusters Score: Raw -1548962.427188 + Penalty 580.592613 = -1548381.834576 nChanged 1435 SP:Iteration 7Q (1381.442852 sec): 3 clusters Score: Raw -1550293.519603 + Penalty 580.592613 = -1549712.926990 nChanged 1078 SP:Iteration 8Q (1381.513111 sec): 3 clusters Score: Raw -1551161.119618 + Penalty 580.592613 = -1550580.527005 nChanged 813 SP:Iteration 9Q (1381.585880 sec): 3 clusters Score: Raw -1551693.549897 + Penalty 580.592613 = -1551112.957285 nChanged 677 SP:Iteration 10Q (1381.648008 sec): 3 clusters Score: Raw -1552115.028209 + Penalty 580.592613 = -1551534.435596 nChanged 593 SP:Iteration 11Q (1381.721329 sec): 3 clusters Score: Raw -1552497.025519 + Penalty 580.592613 = -1551916.432907 nChanged 485 SP:Iteration 12Q (1381.795089 sec): 3 clusters Score: Raw -1552789.721192 + Penalty 580.592613 = -1552209.128579 nChanged 392 SP:Iteration 13Q (1381.869178 sec): 3 clusters Score: Raw -1553010.107159 + Penalty 580.592613 = -1552429.514546 nChanged 282 SP:Iteration 14Q (1381.934715 sec): 3 clusters Score: Raw -1553150.791702 + Penalty 580.592613 = -1552570.199090 nChanged 219 SP:Iteration 15Q (1381.998990 sec): 3 clusters Score: Raw -1553259.403584 + Penalty 580.592613 = -1552678.810972 nChanged 183 SP:Iteration 16Q (1382.062775 sec): 3 clusters Score: Raw -1553341.748066 + Penalty 580.592613 = -1552761.155454 nChanged 130 SP:Iteration 17Q (1382.130497 sec): 3 clusters Score: Raw -1553404.317278 + Penalty 580.592613 = -1552823.724666 nChanged 107 SP:Iteration 18Q (1382.200193 sec): 3 clusters Score: Raw -1553448.774961 + Penalty 580.592613 = -1552868.182349 nChanged 86 SP:Iteration 19Q (1382.271888 sec): 3 clusters Score: Raw -1553488.684980 + Penalty 580.592613 = -1552908.092367 nChanged 85 SP:Iteration 20F (1382.339653 sec): 3 clusters Score: Raw -1553532.524466 + Penalty 580.592613 = -1552951.931853 nChanged 79 SP:Iteration 21Q (1382.406815 sec): 3 clusters Score: Raw -1553574.574789 + Penalty 580.592613 = -1552993.982177 nChanged 43 SP:Iteration 22Q (1382.484265 sec): 3 clusters Score: Raw -1553590.364163 + Penalty 580.592613 = -1553009.771551 nChanged 33 SP:Iteration 23Q (1382.537245 sec): 3 clusters Score: Raw -1553602.313936 + Penalty 580.592613 = -1553021.721323 nChanged 25 SP:Iteration 24Q (1382.603991 sec): 3 clusters Score: Raw -1553611.766510 + Penalty 580.592613 = -1553031.173898 nChanged 14 SP:Iteration 25Q (1382.663705 sec): 3 clusters Score: Raw -1553616.823811 + Penalty 580.592613 = -1553036.231198 nChanged 15 SP:Iteration 26Q (1382.738583 sec): 3 clusters Score: Raw -1553622.000240 + Penalty 580.592613 = -1553041.407627 nChanged 16 SP:Iteration 27Q (1382.799748 sec): 3 clusters Score: Raw -1553628.642855 + Penalty 580.592613 = -1553048.050243 nChanged 13 SP:Iteration 28Q (1382.851840 sec): 3 clusters Score: Raw -1553631.680426 + Penalty 580.592613 = -1553051.087813 nChanged 10 SP:Iteration 29Q (1382.911722 sec): 3 clusters Score: Raw -1553634.794130 + Penalty 580.592613 = -1553054.201517 nChanged 12 SP:Iteration 30Q (1382.975360 sec): 3 clusters Score: Raw -1553638.681505 + Penalty 580.592613 = -1553058.088892 nChanged 8 SP:Iteration 31Q (1383.043382 sec): 3 clusters Score: Raw -1553640.399677 + Penalty 580.592613 = -1553059.807065 nChanged 6 SP:Iteration 32Q (1383.111899 sec): 3 clusters Score: Raw -1553642.877802 + Penalty 580.592613 = -1553062.285190 nChanged 9 SP:Iteration 33Q (1383.180088 sec): 3 clusters Score: Raw -1553645.477273 + Penalty 580.592613 = -1553064.884660 nChanged 7 SP:Iteration 34Q (1383.235840 sec): 3 clusters Score: Raw -1553646.557876 + Penalty 580.592613 = -1553065.965264 nChanged 3 SP:Iteration 35Q (1383.304484 sec): 3 clusters Score: Raw -1553647.198311 + Penalty 580.592613 = -1553066.605699 nChanged 3 SP:Iteration 36Q (1383.356496 sec): 3 clusters Score: Raw -1553647.731672 + Penalty 580.592613 = -1553067.139060 nChanged 2 SP:Iteration 37Q (1383.416971 sec): 3 clusters Score: Raw -1553648.402409 + Penalty 580.592613 = -1553067.809797 nChanged 3 SP:Iteration 38Q (1383.482249 sec): 3 clusters Score: Raw -1553649.179206 + Penalty 580.592613 = -1553068.586594 nChanged 4 SP:Iteration 39Q (1383.538066 sec): 3 clusters Score: Raw -1553651.311440 + Penalty 580.592613 = -1553070.718827 nChanged 10 SP:Iteration 40F (1383.604713 sec): 3 clusters Score: Raw -1553655.798841 + Penalty 580.592613 = -1553075.206229 nChanged 7 SP:Iteration 41Q (1383.660285 sec): 3 clusters Score: Raw -1553657.867001 + Penalty 580.592613 = -1553077.274389 nChanged 8 SP:Iteration 42Q (1383.734907 sec): 3 clusters Score: Raw -1553663.031914 + Penalty 580.592613 = -1553082.439301 nChanged 8 SP:Iteration 43Q (1383.807589 sec): 3 clusters Score: Raw -1553665.004748 + Penalty 580.592613 = -1553084.412136 nChanged 7 SP:Iteration 44Q (1383.870072 sec): 3 clusters Score: Raw -1553666.725340 + Penalty 580.592613 = -1553086.132727 nChanged 5 SP:Iteration 45Q (1383.932909 sec): 3 clusters Score: Raw -1553668.135617 + Penalty 580.592613 = -1553087.543004 nChanged 6 SP:Iteration 46Q (1383.994995 sec): 3 clusters Score: Raw -1553671.307579 + Penalty 580.592613 = -1553090.714967 nChanged 6 SP:Iteration 47Q (1384.070557 sec): 3 clusters Score: Raw -1553672.584227 + Penalty 580.592613 = -1553091.991615 nChanged 1 SP:Iteration 48Q (1384.132068 sec): 3 clusters Score: Raw -1553672.823994 + Penalty 580.592613 = -1553092.231382 nChanged 0 SP:Iteration 49F (1384.193071 sec): 3 clusters Score: Raw -1553672.823994 + Penalty 580.592613 = -1553092.231382 nChanged 0 Trying to split cluster 24 (11288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1384.225849 sec): 2 clusters Score: Raw -452472.242146 + Penalty 256.616126 = -452215.626020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1384.269666 sec): 3 clusters Score: Raw -445177.488964 + Penalty 513.232252 = -444664.256712 nChanged 5410 SP:Iteration 1F (1384.309945 sec): 3 clusters Score: Raw -448297.166263 + Penalty 513.232252 = -447783.934011 nChanged 471 SP:Iteration 2Q (1384.345148 sec): 3 clusters Score: Raw -448432.535752 + Penalty 513.232252 = -447919.303499 nChanged 454 SP:Iteration 3Q (1384.395355 sec): 3 clusters Score: Raw -448577.876665 + Penalty 513.232252 = -448064.644413 nChanged 462 SP:Iteration 4Q (1384.432961 sec): 3 clusters Score: Raw -448729.862952 + Penalty 513.232252 = -448216.630700 nChanged 426 SP:Iteration 5Q (1384.479507 sec): 3 clusters Score: Raw -448880.024008 + Penalty 513.232252 = -448366.791756 nChanged 429 SP:Iteration 6Q (1384.534451 sec): 3 clusters Score: Raw -449047.344938 + Penalty 513.232252 = -448534.112686 nChanged 489 SP:Iteration 7Q (1384.589956 sec): 3 clusters Score: Raw -449332.745147 + Penalty 513.232252 = -448819.512895 nChanged 599 SP:Iteration 8F (1384.646911 sec): 3 clusters Score: Raw -449796.023817 + Penalty 513.232252 = -449282.791564 nChanged 658 SP:Iteration 9F (1384.696893 sec): 3 clusters Score: Raw -450394.799129 + Penalty 513.232252 = -449881.566877 nChanged 660 SP:Iteration 10F (1384.748461 sec): 3 clusters Score: Raw -450866.033152 + Penalty 513.232252 = -450352.800900 nChanged 500 SP:Iteration 11Q (1384.802452 sec): 3 clusters Score: Raw -451109.445184 + Penalty 513.232252 = -450596.212932 nChanged 287 SP:Iteration 12Q (1384.845155 sec): 3 clusters Score: Raw -451193.101011 + Penalty 513.232252 = -450679.868759 nChanged 174 SP:Iteration 13Q (1384.887269 sec): 3 clusters Score: Raw -451230.794203 + Penalty 513.232252 = -450717.561951 nChanged 102 SP:Iteration 14Q (1384.931272 sec): 3 clusters Score: Raw -451250.819467 + Penalty 513.232252 = -450737.587214 nChanged 85 SP:Iteration 15Q (1384.982029 sec): 3 clusters Score: Raw -451265.867017 + Penalty 513.232252 = -450752.634765 nChanged 85 SP:Iteration 16Q (1385.029283 sec): 3 clusters Score: Raw -451280.491477 + Penalty 513.232252 = -450767.259225 nChanged 75 SP:Iteration 17Q (1385.074727 sec): 3 clusters Score: Raw -451290.564590 + Penalty 513.232252 = -450777.332338 nChanged 61 SP:Iteration 18Q (1385.123057 sec): 3 clusters Score: Raw -451297.429034 + Penalty 513.232252 = -450784.196782 nChanged 49 SP:Iteration 19Q (1385.157893 sec): 3 clusters Score: Raw -451303.593438 + Penalty 513.232252 = -450790.361186 nChanged 46 SP:Iteration 20F (1385.205149 sec): 3 clusters Score: Raw -451308.863715 + Penalty 513.232252 = -450795.631462 nChanged 42 SP:Iteration 21Q (1385.260244 sec): 3 clusters Score: Raw -451313.645733 + Penalty 513.232252 = -450800.413481 nChanged 46 SP:Iteration 22Q (1385.298583 sec): 3 clusters Score: Raw -451320.144471 + Penalty 513.232252 = -450806.912218 nChanged 58 SP:Iteration 23Q (1385.343718 sec): 3 clusters Score: Raw -451329.394917 + Penalty 513.232252 = -450816.162665 nChanged 64 SP:Iteration 24Q (1385.399504 sec): 3 clusters Score: Raw -451338.838305 + Penalty 513.232252 = -450825.606053 nChanged 61 SP:Iteration 25Q (1385.460395 sec): 3 clusters Score: Raw -451347.175873 + Penalty 513.232252 = -450833.943621 nChanged 57 SP:Iteration 26Q (1385.518962 sec): 3 clusters Score: Raw -451354.285795 + Penalty 513.232252 = -450841.053542 nChanged 46 SP:Iteration 27Q (1385.558398 sec): 3 clusters Score: Raw -451358.743135 + Penalty 513.232252 = -450845.510883 nChanged 47 SP:Iteration 28Q (1385.595104 sec): 3 clusters Score: Raw -451363.217558 + Penalty 513.232252 = -450849.985306 nChanged 47 SP:Iteration 29Q (1385.646404 sec): 3 clusters Score: Raw -451369.215016 + Penalty 513.232252 = -450855.982764 nChanged 56 SP:Iteration 30Q (1385.702133 sec): 3 clusters Score: Raw -451378.236277 + Penalty 513.232252 = -450865.004025 nChanged 56 SP:Iteration 31Q (1385.744246 sec): 3 clusters Score: Raw -451386.269462 + Penalty 513.232252 = -450873.037210 nChanged 54 SP:Iteration 32Q (1385.784591 sec): 3 clusters Score: Raw -451394.448171 + Penalty 513.232252 = -450881.215919 nChanged 52 SP:Iteration 33Q (1385.819410 sec): 3 clusters Score: Raw -451404.768459 + Penalty 513.232252 = -450891.536207 nChanged 61 SP:Iteration 34Q (1385.878118 sec): 3 clusters Score: Raw -451417.479806 + Penalty 513.232252 = -450904.247554 nChanged 68 SP:Iteration 35Q (1385.921447 sec): 3 clusters Score: Raw -451430.258637 + Penalty 513.232252 = -450917.026385 nChanged 67 SP:Iteration 36Q (1385.968116 sec): 3 clusters Score: Raw -451441.959232 + Penalty 513.232252 = -450928.726979 nChanged 79 SP:Iteration 37Q (1386.015605 sec): 3 clusters Score: Raw -451457.450935 + Penalty 513.232252 = -450944.218682 nChanged 81 SP:Iteration 38Q (1386.057576 sec): 3 clusters Score: Raw -451477.752939 + Penalty 513.232252 = -450964.520687 nChanged 100 SP:Iteration 39Q (1386.098896 sec): 3 clusters Score: Raw -451502.614904 + Penalty 513.232252 = -450989.382652 nChanged 96 SP:Iteration 40F (1386.136746 sec): 3 clusters Score: Raw -451522.016870 + Penalty 513.232252 = -451008.784618 nChanged 87 SP:Iteration 41Q (1386.177922 sec): 3 clusters Score: Raw -451539.053725 + Penalty 513.232252 = -451025.821473 nChanged 103 SP:Iteration 42Q (1386.233049 sec): 3 clusters Score: Raw -451562.820427 + Penalty 513.232252 = -451049.588175 nChanged 106 SP:Iteration 43Q (1386.283589 sec): 3 clusters Score: Raw -451591.724706 + Penalty 513.232252 = -451078.492453 nChanged 103 SP:Iteration 44Q (1386.342701 sec): 3 clusters Score: Raw -451623.950761 + Penalty 513.232252 = -451110.718509 nChanged 101 SP:Iteration 45Q (1386.388165 sec): 3 clusters Score: Raw -451654.258637 + Penalty 513.232252 = -451141.026385 nChanged 106 SP:Iteration 46Q (1386.443011 sec): 3 clusters Score: Raw -451692.596052 + Penalty 513.232252 = -451179.363800 nChanged 121 SP:Iteration 47Q (1386.498269 sec): 3 clusters Score: Raw -451735.654097 + Penalty 513.232252 = -451222.421845 nChanged 116 SP:Iteration 48Q (1386.564253 sec): 3 clusters Score: Raw -451774.141610 + Penalty 513.232252 = -451260.909358 nChanged 96 SP:Iteration 49Q (1386.608631 sec): 3 clusters Score: Raw -451801.867174 + Penalty 513.232252 = -451288.634922 nChanged 91 SP:Iteration 50Q (1386.665576 sec): 3 clusters Score: Raw -451826.134440 + Penalty 513.232252 = -451312.902188 nChanged 84 SP:Iteration 51Q (1386.721306 sec): 3 clusters Score: Raw -451848.799086 + Penalty 513.232252 = -451335.566834 nChanged 99 SP:Iteration 52Q (1386.774591 sec): 3 clusters Score: Raw -451880.944258 + Penalty 513.232252 = -451367.712006 nChanged 109 SP:Iteration 53Q (1386.829436 sec): 3 clusters Score: Raw -451916.064065 + Penalty 513.232252 = -451402.831812 nChanged 98 SP:Iteration 54Q (1386.884360 sec): 3 clusters Score: Raw -451949.648402 + Penalty 513.232252 = -451436.416150 nChanged 91 SP:Iteration 55Q (1386.939526 sec): 3 clusters Score: Raw -451982.662228 + Penalty 513.232252 = -451469.429976 nChanged 97 SP:Iteration 56Q (1386.995801 sec): 3 clusters Score: Raw -452021.434854 + Penalty 513.232252 = -451508.202602 nChanged 97 SP:Iteration 57Q (1387.049215 sec): 3 clusters Score: Raw -452059.690100 + Penalty 513.232252 = -451546.457848 nChanged 108 SP:Iteration 58Q (1387.104189 sec): 3 clusters Score: Raw -452111.344694 + Penalty 513.232252 = -451598.112442 nChanged 126 SP:Iteration 59Q (1387.160965 sec): 3 clusters Score: Raw -452189.181923 + Penalty 513.232252 = -451675.949671 nChanged 105 SP:Iteration 60F (1387.217241 sec): 3 clusters Score: Raw -452256.020017 + Penalty 513.232252 = -451742.787765 nChanged 90 SP:Iteration 61Q (1387.265345 sec): 3 clusters Score: Raw -452308.076233 + Penalty 513.232252 = -451794.843981 nChanged 71 SP:Iteration 62Q (1387.322764 sec): 3 clusters Score: Raw -452348.037431 + Penalty 513.232252 = -451834.805179 nChanged 64 SP:Iteration 63Q (1387.362647 sec): 3 clusters Score: Raw -452383.959068 + Penalty 513.232252 = -451870.726816 nChanged 44 SP:Iteration 64Q (1387.411542 sec): 3 clusters Score: Raw -452403.078990 + Penalty 513.232252 = -451889.846738 nChanged 37 SP:Iteration 65Q (1387.467771 sec): 3 clusters Score: Raw -452417.923867 + Penalty 513.232252 = -451904.691615 nChanged 33 SP:Iteration 66Q (1387.507362 sec): 3 clusters Score: Raw -452433.742710 + Penalty 513.232252 = -451920.510457 nChanged 26 SP:Iteration 67Q (1387.563143 sec): 3 clusters Score: Raw -452443.584192 + Penalty 513.232252 = -451930.351940 nChanged 17 SP:Iteration 68Q (1387.608985 sec): 3 clusters Score: Raw -452449.726815 + Penalty 513.232252 = -451936.494563 nChanged 13 SP:Iteration 69Q (1387.647008 sec): 3 clusters Score: Raw -452454.846243 + Penalty 513.232252 = -451941.613991 nChanged 12 SP:Iteration 70Q (1387.694031 sec): 3 clusters Score: Raw -452458.686406 + Penalty 513.232252 = -451945.454153 nChanged 11 SP:Iteration 71Q (1387.733540 sec): 3 clusters Score: Raw -452464.743984 + Penalty 513.232252 = -451951.511732 nChanged 14 SP:Iteration 72Q (1387.778760 sec): 3 clusters Score: Raw -452471.369302 + Penalty 513.232252 = -451958.137050 nChanged 11 SP:Iteration 73Q (1387.816143 sec): 3 clusters Score: Raw -452476.305271 + Penalty 513.232252 = -451963.073019 nChanged 5 SP:Iteration 74Q (1387.865577 sec): 3 clusters Score: Raw -452478.168365 + Penalty 513.232252 = -451964.936113 nChanged 5 SP:Iteration 75Q (1387.900283 sec): 3 clusters Score: Raw -452479.975401 + Penalty 513.232252 = -451966.743149 nChanged 7 SP:Iteration 76Q (1387.949107 sec): 3 clusters Score: Raw -452483.240153 + Penalty 513.232252 = -451970.007901 nChanged 8 SP:Iteration 77Q (1387.982463 sec): 3 clusters Score: Raw -452486.882351 + Penalty 513.232252 = -451973.650099 nChanged 10 SP:Iteration 78Q (1388.043008 sec): 3 clusters Score: Raw -452490.042934 + Penalty 513.232252 = -451976.810681 nChanged 6 SP:Iteration 79Q (1388.086817 sec): 3 clusters Score: Raw -452492.165201 + Penalty 513.232252 = -451978.932948 nChanged 6 SP:Iteration 80F (1388.132454 sec): 3 clusters Score: Raw -452495.156503 + Penalty 513.232252 = -451981.924251 nChanged 4 SP:Iteration 81Q (1388.169450 sec): 3 clusters Score: Raw -452497.346679 + Penalty 513.232252 = -451984.114427 nChanged 4 SP:Iteration 82Q (1388.224811 sec): 3 clusters Score: Raw -452500.202032 + Penalty 513.232252 = -451986.969780 nChanged 7 SP:Iteration 83Q (1388.278040 sec): 3 clusters Score: Raw -452504.657856 + Penalty 513.232252 = -451991.425604 nChanged 6 SP:Iteration 84Q (1388.339701 sec): 3 clusters Score: Raw -452508.556139 + Penalty 513.232252 = -451995.323887 nChanged 4 SP:Iteration 85Q (1388.374106 sec): 3 clusters Score: Raw -452510.396903 + Penalty 513.232252 = -451997.164651 nChanged 2 SP:Iteration 86Q (1388.434362 sec): 3 clusters Score: Raw -452510.857517 + Penalty 513.232252 = -451997.625265 nChanged 1 SP:Iteration 87Q (1388.472249 sec): 3 clusters Score: Raw -452511.046792 + Penalty 513.232252 = -451997.814540 nChanged 1 SP:Iteration 88Q (1388.524441 sec): 3 clusters Score: Raw -452511.596313 + Penalty 513.232252 = -451998.364060 nChanged 2 SP:Iteration 89Q (1388.571809 sec): 3 clusters Score: Raw -452512.800607 + Penalty 513.232252 = -451999.568355 nChanged 2 SP:Iteration 90Q (1388.611411 sec): 3 clusters Score: Raw -452513.542382 + Penalty 513.232252 = -452000.310130 nChanged 1 SP:Iteration 91Q (1388.659618 sec): 3 clusters Score: Raw -452514.272155 + Penalty 513.232252 = -452001.039903 nChanged 1 SP:Iteration 92Q (1388.700543 sec): 3 clusters Score: Raw -452514.642463 + Penalty 513.232252 = -452001.410211 nChanged 0 SP:Iteration 93F (1388.749434 sec): 3 clusters Score: Raw -452514.642463 + Penalty 513.232252 = -452001.410211 nChanged 0 Trying to split cluster 25 (2881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1388.773990 sec): 2 clusters Score: Raw -123733.156355 + Penalty 219.062050 = -123514.094304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1388.812757 sec): 3 clusters Score: Raw -122044.189005 + Penalty 438.124100 = -121606.064905 nChanged 1275 SP:Iteration 1F (1388.863996 sec): 3 clusters Score: Raw -122774.206076 + Penalty 438.124100 = -122336.081975 nChanged 212 SP:Iteration 2F (1388.901907 sec): 3 clusters Score: Raw -122903.767043 + Penalty 438.124100 = -122465.642942 nChanged 211 SP:Iteration 3F (1388.938063 sec): 3 clusters Score: Raw -123064.990965 + Penalty 438.124100 = -122626.866864 nChanged 213 SP:Iteration 4F (1388.967622 sec): 3 clusters Score: Raw -123261.491579 + Penalty 438.124100 = -122823.367478 nChanged 217 SP:Iteration 5F (1389.018894 sec): 3 clusters Score: Raw -123475.101234 + Penalty 438.124100 = -123036.977133 nChanged 136 SP:Iteration 6Q (1389.061416 sec): 3 clusters Score: Raw -123615.311373 + Penalty 438.124100 = -123177.187272 nChanged 81 SP:Iteration 7Q (1389.104929 sec): 3 clusters Score: Raw -123707.262629 + Penalty 438.124100 = -123269.138528 nChanged 19 SP:Iteration 8Q (1389.138467 sec): 3 clusters Score: Raw -123735.127618 + Penalty 438.124100 = -123297.003517 nChanged 9 SP:Iteration 9Q (1389.167335 sec): 3 clusters Score: Raw -123754.036997 + Penalty 438.124100 = -123315.912897 nChanged 1 SP:Iteration 10Q (1389.197075 sec): 3 clusters Score: Raw -123755.412336 + Penalty 438.124100 = -123317.288235 nChanged 0 SP:Iteration 11F (1389.243146 sec): 3 clusters Score: Raw -123755.412336 + Penalty 438.124100 = -123317.288235 nChanged 0 Trying to split cluster 26 (18547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1389.274748 sec): 2 clusters Score: Raw -683087.947794 + Penalty 270.271742 = -682817.676052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1389.317244 sec): 3 clusters Score: Raw -670986.050866 + Penalty 540.543483 = -670445.507383 nChanged 8965 SP:Iteration 1F (1389.373316 sec): 3 clusters Score: Raw -677232.932905 + Penalty 540.543483 = -676692.389422 nChanged 1490 SP:Iteration 2F (1389.419870 sec): 3 clusters Score: Raw -678189.316705 + Penalty 540.543483 = -677648.773222 nChanged 1443 SP:Iteration 3F (1389.461487 sec): 3 clusters Score: Raw -679223.525540 + Penalty 540.543483 = -678682.982057 nChanged 1337 SP:Iteration 4F (1389.517927 sec): 3 clusters Score: Raw -680302.601114 + Penalty 540.543483 = -679762.057631 nChanged 1172 SP:Iteration 5F (1389.567029 sec): 3 clusters Score: Raw -681338.672433 + Penalty 540.543483 = -680798.128950 nChanged 919 SP:Iteration 6Q (1389.613978 sec): 3 clusters Score: Raw -682160.726622 + Penalty 540.543483 = -681620.183139 nChanged 573 SP:Iteration 7Q (1389.657174 sec): 3 clusters Score: Raw -682686.554283 + Penalty 540.543483 = -682146.010800 nChanged 327 SP:Iteration 8Q (1389.706835 sec): 3 clusters Score: Raw -682953.836804 + Penalty 540.543483 = -682413.293321 nChanged 143 SP:Iteration 9Q (1389.750067 sec): 3 clusters Score: Raw -683046.576875 + Penalty 540.543483 = -682506.033392 nChanged 84 SP:Iteration 10Q (1389.806189 sec): 3 clusters Score: Raw -683103.149683 + Penalty 540.543483 = -682562.606200 nChanged 43 SP:Iteration 11Q (1389.837807 sec): 3 clusters Score: Raw -683129.601139 + Penalty 540.543483 = -682589.057656 nChanged 20 SP:Iteration 12Q (1389.897700 sec): 3 clusters Score: Raw -683138.027508 + Penalty 540.543483 = -682597.484024 nChanged 14 SP:Iteration 13Q (1389.952885 sec): 3 clusters Score: Raw -683144.245187 + Penalty 540.543483 = -682603.701703 nChanged 10 SP:Iteration 14Q (1390.002078 sec): 3 clusters Score: Raw -683148.280279 + Penalty 540.543483 = -682607.736796 nChanged 5 SP:Iteration 15Q (1390.061345 sec): 3 clusters Score: Raw -683151.458977 + Penalty 540.543483 = -682610.915494 nChanged 5 SP:Iteration 16Q (1390.122853 sec): 3 clusters Score: Raw -683153.940098 + Penalty 540.543483 = -682613.396614 nChanged 4 SP:Iteration 17Q (1390.182294 sec): 3 clusters Score: Raw -683156.193746 + Penalty 540.543483 = -682615.650263 nChanged 3 SP:Iteration 18Q (1390.222683 sec): 3 clusters Score: Raw -683158.866222 + Penalty 540.543483 = -682618.322739 nChanged 4 SP:Iteration 19Q (1390.273417 sec): 3 clusters Score: Raw -683160.416673 + Penalty 540.543483 = -682619.873190 nChanged 2 SP:Iteration 20F (1390.326238 sec): 3 clusters Score: Raw -683160.828465 + Penalty 540.543483 = -682620.284982 nChanged 1 SP:Iteration 21Q (1390.367928 sec): 3 clusters Score: Raw -683161.397614 + Penalty 540.543483 = -682620.854131 nChanged 2 SP:Iteration 22Q (1390.414921 sec): 3 clusters Score: Raw -683162.563223 + Penalty 540.543483 = -682622.019740 nChanged 2 SP:Iteration 23Q (1390.468508 sec): 3 clusters Score: Raw -683163.913267 + Penalty 540.543483 = -682623.369784 nChanged 2 SP:Iteration 24Q (1390.512618 sec): 3 clusters Score: Raw -683164.979505 + Penalty 540.543483 = -682624.436022 nChanged 2 SP:Iteration 25Q (1390.570613 sec): 3 clusters Score: Raw -683165.536796 + Penalty 540.543483 = -682624.993313 nChanged 2 SP:Iteration 26Q (1390.621967 sec): 3 clusters Score: Raw -683166.274465 + Penalty 540.543483 = -682625.730982 nChanged 0 SP:Iteration 27F (1390.672205 sec): 3 clusters Score: Raw -683166.274465 + Penalty 540.543483 = -682625.730982 nChanged 0 Trying to split cluster 27 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1390.694784 sec): 2 clusters Score: Raw -16146.987961 + Penalty 165.038909 = -15981.949051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1390.735588 sec): 3 clusters Score: Raw -15956.712740 + Penalty 330.077818 = -15626.634921 nChanged 136 SP:Iteration 1F (1390.774647 sec): 3 clusters Score: Raw -16070.624796 + Penalty 330.077818 = -15740.546978 nChanged 40 SP:Iteration 2F (1390.808896 sec): 3 clusters Score: Raw -16104.590733 + Penalty 330.077818 = -15774.512915 nChanged 17 SP:Iteration 3Q (1390.851832 sec): 3 clusters Score: Raw -16117.843621 + Penalty 330.077818 = -15787.765803 nChanged 15 SP:Iteration 4Q (1390.885245 sec): 3 clusters Score: Raw -16131.445980 + Penalty 330.077818 = -15801.368161 nChanged 7 SP:Iteration 5Q (1390.926536 sec): 3 clusters Score: Raw -16135.750168 + Penalty 330.077818 = -15805.672350 nChanged 9 SP:Iteration 6Q (1390.960391 sec): 3 clusters Score: Raw -16140.538011 + Penalty 330.077818 = -15810.460192 nChanged 4 SP:Iteration 7Q (1390.990800 sec): 3 clusters Score: Raw -16143.959586 + Penalty 330.077818 = -15813.881768 nChanged 1 SP:Iteration 8Q (1391.021317 sec): 3 clusters Score: Raw -16144.892211 + Penalty 330.077818 = -15814.814393 nChanged 1 SP:Iteration 9Q (1391.057147 sec): 3 clusters Score: Raw -16145.898156 + Penalty 330.077818 = -15815.820337 nChanged 2 SP:Iteration 10Q (1391.098995 sec): 3 clusters Score: Raw -16146.971498 + Penalty 330.077818 = -15816.893679 nChanged 2 SP:Iteration 11Q (1391.146526 sec): 3 clusters Score: Raw -16148.629327 + Penalty 330.077818 = -15818.551509 nChanged 1 SP:Iteration 12Q (1391.182327 sec): 3 clusters Score: Raw -16148.904729 + Penalty 330.077818 = -15818.826910 nChanged 0 SP:Iteration 13F (1391.218959 sec): 3 clusters Score: Raw -16148.904729 + Penalty 330.077818 = -15818.826910 nChanged 0 Trying to split cluster 28 (2636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1391.239628 sec): 2 clusters Score: Raw -97968.826169 + Penalty 216.617992 = -97752.208177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1391.273426 sec): 3 clusters Score: Raw -96447.605393 + Penalty 433.235984 = -96014.369409 nChanged 1138 SP:Iteration 1F (1391.309048 sec): 3 clusters Score: Raw -97172.081743 + Penalty 433.235984 = -96738.845759 nChanged 206 SP:Iteration 2F (1391.349739 sec): 3 clusters Score: Raw -97308.349572 + Penalty 433.235984 = -96875.113588 nChanged 155 SP:Iteration 3F (1391.390129 sec): 3 clusters Score: Raw -97386.457975 + Penalty 433.235984 = -96953.221991 nChanged 125 SP:Iteration 4Q (1391.421354 sec): 3 clusters Score: Raw -97460.388314 + Penalty 433.235984 = -97027.152329 nChanged 127 SP:Iteration 5Q (1391.447892 sec): 3 clusters Score: Raw -97533.648158 + Penalty 433.235984 = -97100.412174 nChanged 126 SP:Iteration 6Q (1391.490245 sec): 3 clusters Score: Raw -97610.533961 + Penalty 433.235984 = -97177.297977 nChanged 111 SP:Iteration 7Q (1391.534746 sec): 3 clusters Score: Raw -97679.332883 + Penalty 433.235984 = -97246.096899 nChanged 112 SP:Iteration 8Q (1391.578107 sec): 3 clusters Score: Raw -97752.780287 + Penalty 433.235984 = -97319.544302 nChanged 100 SP:Iteration 9Q (1391.623901 sec): 3 clusters Score: Raw -97824.035403 + Penalty 433.235984 = -97390.799419 nChanged 104 SP:Iteration 10Q (1391.673673 sec): 3 clusters Score: Raw -97886.149342 + Penalty 433.235984 = -97452.913358 nChanged 96 SP:Iteration 11Q (1391.724277 sec): 3 clusters Score: Raw -97940.528553 + Penalty 433.235984 = -97507.292569 nChanged 94 SP:Iteration 12Q (1391.755556 sec): 3 clusters Score: Raw -97985.019640 + Penalty 433.235984 = -97551.783656 nChanged 80 SP:Iteration 13Q (1391.782789 sec): 3 clusters Score: Raw -98032.001386 + Penalty 433.235984 = -97598.765402 nChanged 68 SP:Iteration 14Q (1391.832030 sec): 3 clusters Score: Raw -98058.903730 + Penalty 433.235984 = -97625.667746 nChanged 50 SP:Iteration 15Q (1391.869931 sec): 3 clusters Score: Raw -98075.608526 + Penalty 433.235984 = -97642.372542 nChanged 36 SP:Iteration 16Q (1391.910616 sec): 3 clusters Score: Raw -98086.822968 + Penalty 433.235984 = -97653.586984 nChanged 23 SP:Iteration 17Q (1391.940981 sec): 3 clusters Score: Raw -98090.726401 + Penalty 433.235984 = -97657.490417 nChanged 18 SP:Iteration 18Q (1391.973020 sec): 3 clusters Score: Raw -98093.692344 + Penalty 433.235984 = -97660.456360 nChanged 16 SP:Iteration 19Q (1392.006029 sec): 3 clusters Score: Raw -98096.090483 + Penalty 433.235984 = -97662.854499 nChanged 12 SP:Iteration 20F (1392.045730 sec): 3 clusters Score: Raw -98101.594587 + Penalty 433.235984 = -97668.358603 nChanged 11 SP:Iteration 21Q (1392.080036 sec): 3 clusters Score: Raw -98103.580807 + Penalty 433.235984 = -97670.344823 nChanged 6 SP:Iteration 22Q (1392.114392 sec): 3 clusters Score: Raw -98104.456076 + Penalty 433.235984 = -97671.220092 nChanged 7 SP:Iteration 23Q (1392.156664 sec): 3 clusters Score: Raw -98105.275067 + Penalty 433.235984 = -97672.039083 nChanged 4 SP:Iteration 24Q (1392.206488 sec): 3 clusters Score: Raw -98105.778318 + Penalty 433.235984 = -97672.542334 nChanged 5 SP:Iteration 25Q (1392.239622 sec): 3 clusters Score: Raw -98106.357405 + Penalty 433.235984 = -97673.121421 nChanged 2 SP:Iteration 26Q (1392.279019 sec): 3 clusters Score: Raw -98106.431329 + Penalty 433.235984 = -97673.195345 nChanged 2 SP:Iteration 27Q (1392.314175 sec): 3 clusters Score: Raw -98106.476432 + Penalty 433.235984 = -97673.240448 nChanged 0 SP:Iteration 28F (1392.359433 sec): 3 clusters Score: Raw -98106.476432 + Penalty 433.235984 = -97673.240448 nChanged 0 Trying to split cluster 29 (1395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1392.380456 sec): 2 clusters Score: Raw -37473.369179 + Penalty 199.117867 = -37274.251312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1392.423712 sec): 3 clusters Score: Raw -36676.035507 + Penalty 398.235733 = -36277.799774 nChanged 611 SP:Iteration 1F (1392.465022 sec): 3 clusters Score: Raw -37075.153871 + Penalty 398.235733 = -36676.918138 nChanged 125 SP:Iteration 2F (1392.512049 sec): 3 clusters Score: Raw -37164.237207 + Penalty 398.235733 = -36766.001474 nChanged 90 SP:Iteration 3F (1392.552737 sec): 3 clusters Score: Raw -37227.246404 + Penalty 398.235733 = -36829.010671 nChanged 81 SP:Iteration 4F (1392.585887 sec): 3 clusters Score: Raw -37292.742727 + Penalty 398.235733 = -36894.506993 nChanged 79 SP:Iteration 5F (1392.621426 sec): 3 clusters Score: Raw -37338.425736 + Penalty 398.235733 = -36940.190003 nChanged 69 SP:Iteration 6Q (1392.652550 sec): 3 clusters Score: Raw -37376.910315 + Penalty 398.235733 = -36978.674581 nChanged 50 SP:Iteration 7Q (1392.683368 sec): 3 clusters Score: Raw -37409.094556 + Penalty 398.235733 = -37010.858822 nChanged 44 SP:Iteration 8Q (1392.714290 sec): 3 clusters Score: Raw -37442.261525 + Penalty 398.235733 = -37044.025792 nChanged 38 SP:Iteration 9Q (1392.745532 sec): 3 clusters Score: Raw -37469.949247 + Penalty 398.235733 = -37071.713514 nChanged 40 SP:Iteration 10Q (1392.776900 sec): 3 clusters Score: Raw -37496.679293 + Penalty 398.235733 = -37098.443560 nChanged 31 SP:Iteration 11Q (1392.809623 sec): 3 clusters Score: Raw -37513.999452 + Penalty 398.235733 = -37115.763719 nChanged 24 SP:Iteration 12Q (1392.841769 sec): 3 clusters Score: Raw -37525.897415 + Penalty 398.235733 = -37127.661682 nChanged 19 SP:Iteration 13Q (1392.872858 sec): 3 clusters Score: Raw -37534.201874 + Penalty 398.235733 = -37135.966141 nChanged 9 SP:Iteration 14Q (1392.903733 sec): 3 clusters Score: Raw -37539.080439 + Penalty 398.235733 = -37140.844706 nChanged 16 SP:Iteration 15Q (1392.956549 sec): 3 clusters Score: Raw -37546.321328 + Penalty 398.235733 = -37148.085595 nChanged 12 SP:Iteration 16Q (1392.987958 sec): 3 clusters Score: Raw -37549.332906 + Penalty 398.235733 = -37151.097172 nChanged 9 SP:Iteration 17Q (1393.017383 sec): 3 clusters Score: Raw -37551.190976 + Penalty 398.235733 = -37152.955243 nChanged 3 SP:Iteration 18Q (1393.049543 sec): 3 clusters Score: Raw -37551.986622 + Penalty 398.235733 = -37153.750889 nChanged 3 SP:Iteration 19Q (1393.080789 sec): 3 clusters Score: Raw -37556.035325 + Penalty 398.235733 = -37157.799592 nChanged 7 SP:Iteration 20F (1393.117025 sec): 3 clusters Score: Raw -37560.725530 + Penalty 398.235733 = -37162.489797 nChanged 6 SP:Iteration 21Q (1393.152220 sec): 3 clusters Score: Raw -37562.870832 + Penalty 398.235733 = -37164.635099 nChanged 4 SP:Iteration 22Q (1393.186410 sec): 3 clusters Score: Raw -37563.405056 + Penalty 398.235733 = -37165.169322 nChanged 2 SP:Iteration 23Q (1393.240994 sec): 3 clusters Score: Raw -37563.928428 + Penalty 398.235733 = -37165.692695 nChanged 3 SP:Iteration 24Q (1393.271492 sec): 3 clusters Score: Raw -37564.635881 + Penalty 398.235733 = -37166.400148 nChanged 4 SP:Iteration 25Q (1393.304720 sec): 3 clusters Score: Raw -37565.210272 + Penalty 398.235733 = -37166.974539 nChanged 2 SP:Iteration 26Q (1393.338850 sec): 3 clusters Score: Raw -37565.438328 + Penalty 398.235733 = -37167.202595 nChanged 0 SP:Iteration 27F (1393.371653 sec): 3 clusters Score: Raw -37565.438328 + Penalty 398.235733 = -37167.202595 nChanged 0 Trying to split cluster 30 (1415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1393.390466 sec): 2 clusters Score: Raw -48333.760603 + Penalty 199.509332 = -48134.251271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1393.420921 sec): 3 clusters Score: Raw -47537.459122 + Penalty 399.018665 = -47138.440457 nChanged 586 SP:Iteration 1F (1393.451449 sec): 3 clusters Score: Raw -47874.780082 + Penalty 399.018665 = -47475.761417 nChanged 125 SP:Iteration 2F (1393.481522 sec): 3 clusters Score: Raw -47975.594769 + Penalty 399.018665 = -47576.576105 nChanged 128 SP:Iteration 3F (1393.512469 sec): 3 clusters Score: Raw -48108.250752 + Penalty 399.018665 = -47709.232087 nChanged 109 SP:Iteration 4F (1393.537433 sec): 3 clusters Score: Raw -48228.093099 + Penalty 399.018665 = -47829.074435 nChanged 74 SP:Iteration 5F (1393.578634 sec): 3 clusters Score: Raw -48301.171463 + Penalty 399.018665 = -47902.152799 nChanged 40 SP:Iteration 6Q (1393.612221 sec): 3 clusters Score: Raw -48334.569589 + Penalty 399.018665 = -47935.550924 nChanged 26 SP:Iteration 7Q (1393.642934 sec): 3 clusters Score: Raw -48360.157630 + Penalty 399.018665 = -47961.138966 nChanged 17 SP:Iteration 8Q (1393.675870 sec): 3 clusters Score: Raw -48376.406239 + Penalty 399.018665 = -47977.387575 nChanged 10 SP:Iteration 9Q (1393.710347 sec): 3 clusters Score: Raw -48385.899636 + Penalty 399.018665 = -47986.880971 nChanged 9 SP:Iteration 10Q (1393.750957 sec): 3 clusters Score: Raw -48394.845495 + Penalty 399.018665 = -47995.826830 nChanged 6 SP:Iteration 11Q (1393.793475 sec): 3 clusters Score: Raw -48400.433430 + Penalty 399.018665 = -48001.414766 nChanged 2 SP:Iteration 12Q (1393.824368 sec): 3 clusters Score: Raw -48402.146615 + Penalty 399.018665 = -48003.127950 nChanged 3 SP:Iteration 13Q (1393.856167 sec): 3 clusters Score: Raw -48403.676558 + Penalty 399.018665 = -48004.657894 nChanged 1 SP:Iteration 14Q (1393.902055 sec): 3 clusters Score: Raw -48405.026425 + Penalty 399.018665 = -48006.007761 nChanged 1 SP:Iteration 15Q (1393.941155 sec): 3 clusters Score: Raw -48405.686828 + Penalty 399.018665 = -48006.668163 nChanged 0 SP:Iteration 16F (1393.991435 sec): 3 clusters Score: Raw -48405.686828 + Penalty 399.018665 = -48006.668163 nChanged 0 Trying to split cluster 31 (32932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1394.043296 sec): 2 clusters Score: Raw -1329470.856582 + Penalty 286.060503 = -1329184.796080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1394.097913 sec): 3 clusters Score: Raw -1307626.190925 + Penalty 572.121006 = -1307054.069919 nChanged 15910 SP:Iteration 1F (1394.156444 sec): 3 clusters Score: Raw -1317351.438344 + Penalty 572.121006 = -1316779.317338 nChanged 1966 SP:Iteration 2F (1394.214175 sec): 3 clusters Score: Raw -1318185.509064 + Penalty 572.121006 = -1317613.388058 nChanged 1997 SP:Iteration 3F (1394.274647 sec): 3 clusters Score: Raw -1319219.195851 + Penalty 572.121006 = -1318647.074845 nChanged 2098 SP:Iteration 4F (1394.343725 sec): 3 clusters Score: Raw -1320535.470065 + Penalty 572.121006 = -1319963.349059 nChanged 2133 SP:Iteration 5F (1394.397603 sec): 3 clusters Score: Raw -1321965.812015 + Penalty 572.121006 = -1321393.691009 nChanged 1957 SP:Iteration 6F (1394.452945 sec): 3 clusters Score: Raw -1323287.105882 + Penalty 572.121006 = -1322714.984876 nChanged 1771 SP:Iteration 7F (1394.510197 sec): 3 clusters Score: Raw -1324591.140229 + Penalty 572.121006 = -1324019.019223 nChanged 1510 SP:Iteration 8Q (1394.566199 sec): 3 clusters Score: Raw -1325621.134355 + Penalty 572.121006 = -1325049.013349 nChanged 1131 SP:Iteration 9Q (1394.642012 sec): 3 clusters Score: Raw -1326199.901794 + Penalty 572.121006 = -1325627.780788 nChanged 717 SP:Iteration 10Q (1394.711264 sec): 3 clusters Score: Raw -1326496.953201 + Penalty 572.121006 = -1325924.832195 nChanged 547 SP:Iteration 11Q (1394.779647 sec): 3 clusters Score: Raw -1326731.347945 + Penalty 572.121006 = -1326159.226939 nChanged 512 SP:Iteration 12Q (1394.834612 sec): 3 clusters Score: Raw -1326935.158767 + Penalty 572.121006 = -1326363.037762 nChanged 475 SP:Iteration 13Q (1394.907165 sec): 3 clusters Score: Raw -1327115.376813 + Penalty 572.121006 = -1326543.255807 nChanged 474 SP:Iteration 14Q (1394.973710 sec): 3 clusters Score: Raw -1327297.044067 + Penalty 572.121006 = -1326724.923061 nChanged 465 SP:Iteration 15Q (1395.030675 sec): 3 clusters Score: Raw -1327479.517015 + Penalty 572.121006 = -1326907.396009 nChanged 414 SP:Iteration 16Q (1395.092239 sec): 3 clusters Score: Raw -1327636.657278 + Penalty 572.121006 = -1327064.536272 nChanged 390 SP:Iteration 17Q (1395.162841 sec): 3 clusters Score: Raw -1327766.008871 + Penalty 572.121006 = -1327193.887865 nChanged 355 SP:Iteration 18Q (1395.222306 sec): 3 clusters Score: Raw -1327872.349519 + Penalty 572.121006 = -1327300.228513 nChanged 338 SP:Iteration 19Q (1395.291564 sec): 3 clusters Score: Raw -1327968.384270 + Penalty 572.121006 = -1327396.263264 nChanged 309 SP:Iteration 20F (1395.343857 sec): 3 clusters Score: Raw -1328050.405799 + Penalty 572.121006 = -1327478.284793 nChanged 305 SP:Iteration 21Q (1395.412253 sec): 3 clusters Score: Raw -1328140.722180 + Penalty 572.121006 = -1327568.601174 nChanged 278 SP:Iteration 22Q (1395.478671 sec): 3 clusters Score: Raw -1328224.685865 + Penalty 572.121006 = -1327652.564859 nChanged 273 SP:Iteration 23Q (1395.537922 sec): 3 clusters Score: Raw -1328299.352592 + Penalty 572.121006 = -1327727.231586 nChanged 268 SP:Iteration 24Q (1395.586315 sec): 3 clusters Score: Raw -1328369.250875 + Penalty 572.121006 = -1327797.129869 nChanged 252 SP:Iteration 25Q (1395.656134 sec): 3 clusters Score: Raw -1328430.700244 + Penalty 572.121006 = -1327858.579238 nChanged 237 SP:Iteration 26Q (1395.712657 sec): 3 clusters Score: Raw -1328485.761794 + Penalty 572.121006 = -1327913.640788 nChanged 223 SP:Iteration 27Q (1395.769033 sec): 3 clusters Score: Raw -1328536.328939 + Penalty 572.121006 = -1327964.207933 nChanged 197 SP:Iteration 28Q (1395.834413 sec): 3 clusters Score: Raw -1328574.646390 + Penalty 572.121006 = -1328002.525384 nChanged 169 SP:Iteration 29Q (1395.886397 sec): 3 clusters Score: Raw -1328602.749899 + Penalty 572.121006 = -1328030.628893 nChanged 159 SP:Iteration 30Q (1395.950690 sec): 3 clusters Score: Raw -1328628.954462 + Penalty 572.121006 = -1328056.833456 nChanged 162 SP:Iteration 31Q (1395.998845 sec): 3 clusters Score: Raw -1328657.953963 + Penalty 572.121006 = -1328085.832957 nChanged 159 SP:Iteration 32Q (1396.068387 sec): 3 clusters Score: Raw -1328684.398355 + Penalty 572.121006 = -1328112.277349 nChanged 150 SP:Iteration 33Q (1396.130285 sec): 3 clusters Score: Raw -1328709.935187 + Penalty 572.121006 = -1328137.814181 nChanged 136 SP:Iteration 34Q (1396.191912 sec): 3 clusters Score: Raw -1328732.525697 + Penalty 572.121006 = -1328160.404691 nChanged 137 SP:Iteration 35Q (1396.257475 sec): 3 clusters Score: Raw -1328754.359117 + Penalty 572.121006 = -1328182.238111 nChanged 132 SP:Iteration 36Q (1396.325330 sec): 3 clusters Score: Raw -1328777.323209 + Penalty 572.121006 = -1328205.202203 nChanged 128 SP:Iteration 37Q (1396.390718 sec): 3 clusters Score: Raw -1328801.372830 + Penalty 572.121006 = -1328229.251824 nChanged 139 SP:Iteration 38Q (1396.455036 sec): 3 clusters Score: Raw -1328825.421995 + Penalty 572.121006 = -1328253.300989 nChanged 139 SP:Iteration 39Q (1396.512055 sec): 3 clusters Score: Raw -1328848.796800 + Penalty 572.121006 = -1328276.675794 nChanged 125 SP:Iteration 40F (1396.568828 sec): 3 clusters Score: Raw -1328868.628775 + Penalty 572.121006 = -1328296.507769 nChanged 127 SP:Iteration 41Q (1396.626864 sec): 3 clusters Score: Raw -1328889.031941 + Penalty 572.121006 = -1328316.910935 nChanged 151 SP:Iteration 42Q (1396.689953 sec): 3 clusters Score: Raw -1328915.173761 + Penalty 572.121006 = -1328343.052755 nChanged 133 SP:Iteration 43Q (1396.745337 sec): 3 clusters Score: Raw -1328935.637780 + Penalty 572.121006 = -1328363.516774 nChanged 119 SP:Iteration 44Q (1396.808030 sec): 3 clusters Score: Raw -1328953.959451 + Penalty 572.121006 = -1328381.838445 nChanged 123 SP:Iteration 45Q (1396.873373 sec): 3 clusters Score: Raw -1328973.720970 + Penalty 572.121006 = -1328401.599964 nChanged 110 SP:Iteration 46Q (1396.934404 sec): 3 clusters Score: Raw -1328991.028080 + Penalty 572.121006 = -1328418.907074 nChanged 112 SP:Iteration 47Q (1397.001294 sec): 3 clusters Score: Raw -1329005.795046 + Penalty 572.121006 = -1328433.674040 nChanged 89 SP:Iteration 48Q (1397.067385 sec): 3 clusters Score: Raw -1329018.132717 + Penalty 572.121006 = -1328446.011711 nChanged 97 SP:Iteration 49Q (1397.135622 sec): 3 clusters Score: Raw -1329032.699266 + Penalty 572.121006 = -1328460.578260 nChanged 101 SP:Iteration 50Q (1397.197147 sec): 3 clusters Score: Raw -1329052.147911 + Penalty 572.121006 = -1328480.026905 nChanged 126 SP:Iteration 51Q (1397.261894 sec): 3 clusters Score: Raw -1329078.640367 + Penalty 572.121006 = -1328506.519361 nChanged 119 SP:Iteration 52Q (1397.326882 sec): 3 clusters Score: Raw -1329103.475671 + Penalty 572.121006 = -1328531.354665 nChanged 132 SP:Iteration 53Q (1397.393945 sec): 3 clusters Score: Raw -1329133.661768 + Penalty 572.121006 = -1328561.540762 nChanged 124 SP:Iteration 54Q (1397.425119 sec): 3 clusters Score: Raw -1329159.584062 + Penalty 572.121006 = -1328587.463056 nChanged 118 SP:Iteration 55Q (1397.476633 sec): 3 clusters Score: Raw -1329181.729668 + Penalty 572.121006 = -1328609.608662 nChanged 105 SP:Iteration 56Q (1397.544682 sec): 3 clusters Score: Raw -1329202.322588 + Penalty 572.121006 = -1328630.201582 nChanged 114 SP:Iteration 57Q (1397.596868 sec): 3 clusters Score: Raw -1329227.901491 + Penalty 572.121006 = -1328655.780485 nChanged 114 SP:Iteration 58Q (1397.659339 sec): 3 clusters Score: Raw -1329253.996785 + Penalty 572.121006 = -1328681.875779 nChanged 93 SP:Iteration 59Q (1397.707383 sec): 3 clusters Score: Raw -1329273.201111 + Penalty 572.121006 = -1328701.080105 nChanged 89 SP:Iteration 60F (1397.774028 sec): 3 clusters Score: Raw -1329290.520226 + Penalty 572.121006 = -1328718.399220 nChanged 73 SP:Iteration 61Q (1397.844215 sec): 3 clusters Score: Raw -1329303.532298 + Penalty 572.121006 = -1328731.411292 nChanged 68 SP:Iteration 62Q (1397.906145 sec): 3 clusters Score: Raw -1329314.346441 + Penalty 572.121006 = -1328742.225435 nChanged 69 SP:Iteration 63Q (1397.968629 sec): 3 clusters Score: Raw -1329328.961934 + Penalty 572.121006 = -1328756.840928 nChanged 68 SP:Iteration 64Q (1398.024823 sec): 3 clusters Score: Raw -1329343.463854 + Penalty 572.121006 = -1328771.342848 nChanged 65 SP:Iteration 65Q (1398.085678 sec): 3 clusters Score: Raw -1329356.166562 + Penalty 572.121006 = -1328784.045556 nChanged 72 SP:Iteration 66Q (1398.148298 sec): 3 clusters Score: Raw -1329371.431971 + Penalty 572.121006 = -1328799.310965 nChanged 71 SP:Iteration 67Q (1398.195918 sec): 3 clusters Score: Raw -1329388.243410 + Penalty 572.121006 = -1328816.122404 nChanged 61 SP:Iteration 68Q (1398.251221 sec): 3 clusters Score: Raw -1329400.231329 + Penalty 572.121006 = -1328828.110323 nChanged 53 SP:Iteration 69Q (1398.322993 sec): 3 clusters Score: Raw -1329409.892082 + Penalty 572.121006 = -1328837.771076 nChanged 49 SP:Iteration 70Q (1398.383078 sec): 3 clusters Score: Raw -1329419.744817 + Penalty 572.121006 = -1328847.623811 nChanged 45 SP:Iteration 71Q (1398.447418 sec): 3 clusters Score: Raw -1329430.088299 + Penalty 572.121006 = -1328857.967293 nChanged 46 SP:Iteration 72Q (1398.505388 sec): 3 clusters Score: Raw -1329439.451116 + Penalty 572.121006 = -1328867.330110 nChanged 25 SP:Iteration 73Q (1398.561464 sec): 3 clusters Score: Raw -1329442.732502 + Penalty 572.121006 = -1328870.611496 nChanged 25 SP:Iteration 74Q (1398.620261 sec): 3 clusters Score: Raw -1329446.465635 + Penalty 572.121006 = -1328874.344629 nChanged 25 SP:Iteration 75Q (1398.683957 sec): 3 clusters Score: Raw -1329449.832122 + Penalty 572.121006 = -1328877.711116 nChanged 14 SP:Iteration 76Q (1398.744031 sec): 3 clusters Score: Raw -1329451.714649 + Penalty 572.121006 = -1328879.593643 nChanged 23 SP:Iteration 77Q (1398.802127 sec): 3 clusters Score: Raw -1329455.447825 + Penalty 572.121006 = -1328883.326819 nChanged 23 SP:Iteration 78Q (1398.866209 sec): 3 clusters Score: Raw -1329458.686002 + Penalty 572.121006 = -1328886.564996 nChanged 17 SP:Iteration 79Q (1398.927773 sec): 3 clusters Score: Raw -1329461.353599 + Penalty 572.121006 = -1328889.232593 nChanged 24 SP:Iteration 80F (1398.988932 sec): 3 clusters Score: Raw -1329465.143852 + Penalty 572.121006 = -1328893.022846 nChanged 24 SP:Iteration 81Q (1399.067083 sec): 3 clusters Score: Raw -1329469.680182 + Penalty 572.121006 = -1328897.559176 nChanged 27 SP:Iteration 82Q (1399.111876 sec): 3 clusters Score: Raw -1329475.217828 + Penalty 572.121006 = -1328903.096822 nChanged 27 SP:Iteration 83Q (1399.175101 sec): 3 clusters Score: Raw -1329481.872929 + Penalty 572.121006 = -1328909.751923 nChanged 24 SP:Iteration 84Q (1399.229090 sec): 3 clusters Score: Raw -1329488.816623 + Penalty 572.121006 = -1328916.695618 nChanged 29 SP:Iteration 85Q (1399.298532 sec): 3 clusters Score: Raw -1329496.737360 + Penalty 572.121006 = -1328924.616354 nChanged 22 SP:Iteration 86Q (1399.352501 sec): 3 clusters Score: Raw -1329501.415011 + Penalty 572.121006 = -1328929.294005 nChanged 18 SP:Iteration 87Q (1399.419388 sec): 3 clusters Score: Raw -1329505.577619 + Penalty 572.121006 = -1328933.456613 nChanged 21 SP:Iteration 88Q (1399.467588 sec): 3 clusters Score: Raw -1329511.155583 + Penalty 572.121006 = -1328939.034577 nChanged 14 SP:Iteration 89Q (1399.525684 sec): 3 clusters Score: Raw -1329514.362483 + Penalty 572.121006 = -1328942.241477 nChanged 10 SP:Iteration 90Q (1399.590717 sec): 3 clusters Score: Raw -1329516.422754 + Penalty 572.121006 = -1328944.301748 nChanged 5 SP:Iteration 91Q (1399.638780 sec): 3 clusters Score: Raw -1329516.926009 + Penalty 572.121006 = -1328944.805003 nChanged 2 SP:Iteration 92Q (1399.683807 sec): 3 clusters Score: Raw -1329517.129472 + Penalty 572.121006 = -1328945.008466 nChanged 3 SP:Iteration 93Q (1399.743975 sec): 3 clusters Score: Raw -1329517.395609 + Penalty 572.121006 = -1328945.274603 nChanged 1 SP:Iteration 94Q (1399.800848 sec): 3 clusters Score: Raw -1329517.427307 + Penalty 572.121006 = -1328945.306301 nChanged 0 SP:Iteration 95F (1399.851406 sec): 3 clusters Score: Raw -1329517.427307 + Penalty 572.121006 = -1328945.306301 nChanged 0 Time taken for this iteration:647.496873 seconds. 21->32 Clusters: Score -10212137.561910, best is -10212636.439855 Main iterations: 376 (time per iteration =865.970745 ms) Total iterations: 11830 (time per iteration =27.523669 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 20808503019.000000 (time per metric unit =15.647690ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 187276527171.000000 (time per metric unit=1738.632199ps) That took 325.605000 seconds.